#load the libraies and stuf library (dslabs)library (tidyverse)
── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
✔ dplyr 1.2.1 ✔ readr 2.2.0
✔ forcats 1.0.1 ✔ stringr 1.6.0
✔ ggplot2 4.0.3 ✔ tibble 3.3.1
✔ lubridate 1.9.5 ✔ tidyr 1.3.2
✔ purrr 1.2.2
── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::filter() masks stats::filter()
✖ dplyr::lag() masks stats::lag()
ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
#found this data source from the rpubs link data ("olive" )head (olive)
region area palmitic palmitoleic stearic oleic linoleic
1 Southern Italy North-Apulia 10.75 0.75 2.26 78.23 6.72
2 Southern Italy North-Apulia 10.88 0.73 2.24 77.09 7.81
3 Southern Italy North-Apulia 9.11 0.54 2.46 81.13 5.49
4 Southern Italy North-Apulia 9.66 0.57 2.40 79.52 6.19
5 Southern Italy North-Apulia 10.51 0.67 2.59 77.71 6.72
6 Southern Italy North-Apulia 9.11 0.49 2.68 79.24 6.78
linolenic arachidic eicosenoic
1 0.36 0.60 0.29
2 0.31 0.61 0.29
3 0.31 0.63 0.29
4 0.50 0.78 0.35
5 0.50 0.80 0.46
6 0.51 0.70 0.44
region area palmitic palmitoleic stearic oleic linoleic
1 Southern Italy North-Apulia 10.75 0.75 2.26 78.23 6.72
2 Southern Italy North-Apulia 10.88 0.73 2.24 77.09 7.81
3 Southern Italy North-Apulia 9.11 0.54 2.46 81.13 5.49
4 Southern Italy North-Apulia 9.66 0.57 2.40 79.52 6.19
5 Southern Italy North-Apulia 10.51 0.67 2.59 77.71 6.72
6 Southern Italy North-Apulia 9.11 0.49 2.68 79.24 6.78
7 Southern Italy North-Apulia 9.22 0.66 2.64 79.90 6.18
8 Southern Italy North-Apulia 11.00 0.61 2.35 77.28 7.34
9 Southern Italy North-Apulia 10.82 0.60 2.39 77.45 7.09
10 Southern Italy North-Apulia 10.37 0.55 2.13 79.44 6.33
11 Southern Italy North-Apulia 10.51 0.35 2.19 79.78 6.05
12 Southern Italy North-Apulia 10.36 0.59 2.35 78.68 6.61
13 Southern Italy North-Apulia 10.74 0.70 2.14 77.28 7.47
14 Southern Italy North-Apulia 8.75 0.52 2.43 80.18 6.55
15 Southern Italy North-Apulia 9.52 0.49 2.54 77.95 7.80
16 Southern Italy North-Apulia 11.55 0.98 2.01 76.06 8.16
17 Southern Italy North-Apulia 9.43 0.94 1.83 78.40 7.88
18 Southern Italy North-Apulia 12.78 0.69 2.05 73.44 9.57
19 Southern Italy North-Apulia 9.61 0.70 1.95 79.58 7.42
20 Southern Italy North-Apulia 9.52 0.77 2.58 78.20 7.36
21 Southern Italy North-Apulia 10.74 0.67 2.36 76.92 7.16
22 Southern Italy North-Apulia 9.95 0.46 2.88 78.06 6.79
23 Southern Italy North-Apulia 10.56 0.53 2.47 77.03 7.00
24 Southern Italy North-Apulia 10.65 0.39 2.34 78.76 7.03
25 Southern Italy North-Apulia 10.65 0.45 2.45 77.79 6.96
26 Southern Italy Calabria 13.15 1.39 2.30 72.99 8.32
27 Southern Italy Calabria 13.21 1.36 2.17 71.74 9.50
28 Southern Italy Calabria 13.59 1.15 2.46 72.34 8.74
29 Southern Italy Calabria 13.78 1.11 2.72 71.27 9.40
30 Southern Italy Calabria 12.95 1.09 2.45 72.53 9.03
31 Southern Italy Calabria 12.75 1.21 2.15 72.85 8.92
32 Southern Italy Calabria 13.36 1.20 3.18 70.83 9.15
33 Southern Italy Calabria 13.09 1.22 2.41 72.57 8.70
34 Southern Italy Calabria 13.40 1.14 1.89 73.37 8.20
35 Southern Italy Calabria 12.99 1.16 2.53 73.09 8.23
36 Southern Italy Calabria 12.21 1.07 2.21 74.41 7.98
37 Southern Italy Calabria 12.45 0.72 2.83 73.95 8.29
38 Southern Italy Calabria 12.85 1.29 2.44 73.23 8.19
39 Southern Italy Calabria 12.48 1.07 3.13 72.99 8.40
40 Southern Italy Calabria 13.56 1.06 2.36 72.09 8.66
41 Southern Italy Calabria 12.60 1.02 2.28 73.54 8.70
42 Southern Italy Calabria 12.61 1.21 3.12 72.38 8.77
43 Southern Italy Calabria 13.04 1.24 2.79 71.60 9.28
44 Southern Italy Calabria 13.44 1.17 2.87 71.29 8.97
45 Southern Italy Calabria 13.23 0.96 3.00 73.51 7.57
46 Southern Italy Calabria 12.92 1.17 2.15 73.51 8.39
47 Southern Italy Calabria 12.54 1.18 2.44 73.94 7.86
48 Southern Italy Calabria 13.12 1.31 2.59 71.67 9.39
49 Southern Italy Calabria 12.13 1.09 3.01 72.61 9.25
50 Southern Italy Calabria 13.59 0.98 3.51 72.62 7.80
51 Southern Italy Calabria 12.66 0.97 2.63 74.35 7.43
52 Southern Italy Calabria 12.98 0.99 3.11 73.11 7.87
53 Southern Italy Calabria 12.72 1.16 2.79 72.58 8.72
54 Southern Italy Calabria 12.78 0.87 3.32 73.79 7.71
55 Southern Italy Calabria 11.84 1.12 3.11 73.91 8.19
56 Southern Italy Calabria 13.82 1.10 2.68 72.41 8.28
57 Southern Italy Calabria 11.83 1.46 2.92 75.80 6.18
58 Southern Italy Calabria 12.61 1.53 2.19 73.55 8.18
59 Southern Italy Calabria 11.98 1.36 2.39 76.39 6.33
60 Southern Italy Calabria 12.25 1.34 2.32 76.58 6.16
61 Southern Italy Calabria 13.39 1.66 2.08 71.90 9.23
62 Southern Italy Calabria 11.32 1.57 2.40 76.41 6.38
63 Southern Italy Calabria 13.81 1.83 2.45 73.85 6.09
64 Southern Italy Calabria 14.09 1.28 2.57 72.57 7.59
65 Southern Italy Calabria 13.06 1.27 2.50 72.54 8.69
66 Southern Italy Calabria 13.72 1.20 2.50 73.55 7.02
67 Southern Italy Calabria 13.36 1.13 2.42 72.93 8.55
68 Southern Italy Calabria 14.01 1.51 2.38 71.64 8.57
69 Southern Italy Calabria 13.90 1.19 2.34 72.36 8.23
70 Southern Italy Calabria 14.32 1.52 2.81 70.29 9.49
71 Southern Italy Calabria 14.12 1.24 2.98 71.82 7.90
72 Southern Italy Calabria 13.66 1.47 2.91 71.97 7.83
73 Southern Italy Calabria 13.83 1.18 2.73 72.82 7.38
74 Southern Italy Calabria 12.83 1.02 2.63 74.00 7.63
75 Southern Italy Calabria 12.96 1.36 2.60 73.80 7.80
76 Southern Italy Calabria 12.87 1.08 2.87 73.43 8.26
77 Southern Italy Calabria 13.51 1.59 2.96 72.29 8.10
78 Southern Italy Calabria 12.41 0.97 2.68 74.99 7.09
79 Southern Italy Calabria 12.67 1.01 3.00 72.30 8.98
80 Southern Italy Calabria 12.35 1.38 2.52 73.22 8.61
81 Southern Italy Calabria 12.55 1.03 2.23 73.95 8.48
82 Southern Italy South-Apulia 14.54 1.83 1.96 70.57 10.14
83 Southern Italy South-Apulia 13.47 1.94 1.97 72.77 8.95
84 Southern Italy South-Apulia 13.64 2.04 2.25 69.29 10.84
85 Southern Italy South-Apulia 14.10 1.99 2.16 71.30 9.55
86 Southern Italy South-Apulia 13.84 1.78 2.08 71.05 9.99
87 Southern Italy South-Apulia 14.12 1.85 2.17 68.42 12.03
88 Southern Italy South-Apulia 14.10 2.32 2.80 67.15 12.33
89 Southern Italy South-Apulia 15.09 2.09 2.57 66.47 12.40
90 Southern Italy South-Apulia 13.17 1.97 2.56 70.36 10.67
91 Southern Italy South-Apulia 12.86 1.92 2.03 71.32 10.53
92 Southern Italy South-Apulia 12.73 1.91 2.02 68.62 13.03
93 Southern Italy South-Apulia 14.63 1.83 1.83 67.47 13.07
94 Southern Italy South-Apulia 13.99 1.87 1.91 68.61 12.33
95 Southern Italy South-Apulia 14.13 1.93 2.08 68.75 12.02
96 Southern Italy South-Apulia 13.69 2.06 2.03 69.53 11.68
97 Southern Italy South-Apulia 14.88 1.72 1.70 69.20 11.44
98 Southern Italy South-Apulia 13.23 1.60 2.05 69.11 12.98
99 Southern Italy South-Apulia 13.11 1.66 1.70 69.02 13.12
100 Southern Italy South-Apulia 12.86 1.63 1.83 70.40 12.30
101 Southern Italy South-Apulia 13.80 1.73 1.88 70.38 11.39
102 Southern Italy South-Apulia 13.94 1.64 2.23 70.86 10.42
103 Southern Italy South-Apulia 13.24 1.74 1.98 68.63 12.89
104 Southern Italy South-Apulia 12.90 1.57 1.92 70.00 12.63
105 Southern Italy South-Apulia 13.61 1.63 1.96 68.88 12.73
106 Southern Italy South-Apulia 13.87 1.82 2.42 69.13 11.01
107 Southern Italy South-Apulia 13.69 1.80 1.81 70.00 11.30
108 Southern Italy South-Apulia 13.03 1.65 1.75 70.25 12.43
109 Southern Italy South-Apulia 13.46 1.60 1.69 70.72 11.51
110 Southern Italy South-Apulia 13.69 1.71 1.84 69.37 12.46
111 Southern Italy South-Apulia 13.05 1.72 1.69 70.04 12.60
112 Southern Italy South-Apulia 13.51 1.79 1.86 69.35 12.43
113 Southern Italy South-Apulia 12.83 1.51 1.82 70.00 12.71
114 Southern Italy South-Apulia 14.49 1.75 1.98 68.83 11.62
115 Southern Italy South-Apulia 13.10 1.80 1.83 70.54 12.02
116 Southern Italy South-Apulia 13.60 1.63 1.76 69.01 12.80
117 Southern Italy South-Apulia 13.00 1.87 1.96 69.20 12.53
118 Southern Italy South-Apulia 13.68 1.71 2.18 70.10 10.57
119 Southern Italy South-Apulia 12.07 1.51 1.56 71.59 12.34
120 Southern Italy South-Apulia 13.48 1.54 1.83 69.17 12.77
121 Southern Italy South-Apulia 13.34 1.86 2.29 72.61 8.27
122 Southern Italy South-Apulia 13.01 1.56 2.07 70.03 12.29
123 Southern Italy South-Apulia 12.26 1.81 2.13 69.61 12.30
124 Southern Italy South-Apulia 12.01 1.68 1.90 71.00 12.16
125 Southern Italy South-Apulia 12.97 1.53 1.77 70.04 12.60
126 Southern Italy South-Apulia 12.48 1.63 1.58 71.03 12.22
127 Southern Italy South-Apulia 13.35 1.59 1.97 69.74 12.20
128 Southern Italy South-Apulia 12.19 1.67 1.71 70.87 12.54
129 Southern Italy South-Apulia 13.18 1.79 1.77 70.30 11.94
130 Southern Italy South-Apulia 12.64 1.67 1.66 71.30 11.87
131 Southern Italy South-Apulia 12.01 1.75 2.01 71.29 11.93
132 Southern Italy South-Apulia 12.52 1.80 1.81 70.55 12.14
133 Southern Italy South-Apulia 12.73 1.82 2.09 69.65 11.91
134 Southern Italy South-Apulia 13.51 1.79 1.70 70.34 11.54
135 Southern Italy South-Apulia 13.36 1.55 2.12 71.03 10.86
136 Southern Italy South-Apulia 14.99 2.01 1.82 68.03 12.04
137 Southern Italy South-Apulia 14.25 1.98 1.93 70.32 10.41
138 Southern Italy South-Apulia 13.58 2.04 2.27 69.62 11.09
139 Southern Italy South-Apulia 13.46 1.81 2.57 71.47 9.33
140 Southern Italy South-Apulia 13.92 1.86 2.56 67.32 12.78
141 Southern Italy South-Apulia 13.11 1.66 2.22 70.06 11.47
142 Southern Italy South-Apulia 13.14 1.71 2.29 69.23 11.98
143 Southern Italy South-Apulia 14.09 2.00 2.07 68.42 12.24
144 Southern Italy South-Apulia 13.42 1.74 2.21 69.93 11.47
145 Southern Italy South-Apulia 13.87 1.82 2.06 71.00 10.20
146 Southern Italy South-Apulia 14.13 2.02 2.05 69.20 11.65
147 Southern Italy South-Apulia 14.30 2.09 2.25 68.00 12.00
148 Southern Italy South-Apulia 13.36 1.85 2.23 69.56 11.55
149 Southern Italy South-Apulia 13.72 2.00 2.00 69.16 11.89
150 Southern Italy South-Apulia 13.30 1.57 2.28 70.55 11.08
151 Southern Italy South-Apulia 14.12 2.07 2.08 68.22 12.39
152 Southern Italy South-Apulia 13.21 2.09 2.17 69.48 11.78
153 Southern Italy South-Apulia 14.01 2.00 2.17 69.80 10.73
154 Southern Italy South-Apulia 14.01 2.14 2.17 67.34 12.93
155 Southern Italy South-Apulia 14.57 1.68 2.42 67.24 12.66
156 Southern Italy South-Apulia 14.51 1.99 2.21 68.35 11.77
157 Southern Italy South-Apulia 14.38 2.06 2.48 68.06 11.83
158 Southern Italy South-Apulia 14.62 2.04 2.37 66.44 13.09
159 Southern Italy South-Apulia 15.29 2.15 2.03 66.02 13.10
160 Southern Italy South-Apulia 15.10 1.89 2.45 67.52 11.88
161 Southern Italy South-Apulia 14.37 2.22 1.84 68.03 12.40
162 Southern Italy South-Apulia 13.27 1.29 2.47 70.24 11.57
163 Southern Italy South-Apulia 14.38 1.72 2.52 66.30 13.80
164 Southern Italy South-Apulia 14.47 1.76 1.89 68.49 11.80
165 Southern Italy South-Apulia 13.55 1.44 2.14 69.72 11.98
166 Southern Italy South-Apulia 13.69 1.56 2.41 68.90 12.09
167 Southern Italy South-Apulia 14.71 1.88 2.76 66.97 12.69
168 Southern Italy South-Apulia 14.56 1.79 2.40 67.38 12.67
169 Southern Italy South-Apulia 13.14 1.40 2.07 70.20 12.20
170 Southern Italy South-Apulia 14.08 1.76 1.92 69.09 11.95
171 Southern Italy South-Apulia 13.97 1.72 1.91 71.07 10.18
172 Southern Italy South-Apulia 14.13 1.91 1.86 69.37 11.80
173 Southern Italy South-Apulia 15.39 1.94 2.13 67.64 11.78
174 Southern Italy South-Apulia 13.04 1.59 2.34 70.19 11.74
175 Southern Italy South-Apulia 13.41 1.60 2.31 70.33 10.69
176 Southern Italy South-Apulia 15.08 2.08 2.49 66.41 13.11
177 Southern Italy South-Apulia 15.15 2.26 2.57 65.95 12.87
178 Southern Italy South-Apulia 12.62 1.65 2.35 71.20 11.13
179 Southern Italy South-Apulia 13.07 1.97 2.38 70.03 11.44
180 Southern Italy South-Apulia 12.94 1.59 2.53 70.09 11.90
181 Southern Italy South-Apulia 14.60 1.87 2.15 68.43 11.72
182 Southern Italy South-Apulia 14.76 1.87 2.03 68.37 11.97
183 Southern Italy South-Apulia 14.82 1.78 1.97 68.14 12.01
184 Southern Italy South-Apulia 13.88 1.76 1.85 70.08 11.11
185 Southern Italy South-Apulia 13.67 1.72 2.35 70.66 10.54
186 Southern Italy South-Apulia 12.72 2.07 2.05 71.52 10.98
187 Southern Italy South-Apulia 13.23 1.57 2.34 71.32 10.22
188 Southern Italy South-Apulia 12.06 2.18 2.42 71.93 10.02
189 Southern Italy South-Apulia 13.83 1.57 2.17 70.18 10.90
190 Southern Italy South-Apulia 15.21 1.90 2.38 69.56 9.86
191 Southern Italy South-Apulia 13.50 1.68 2.27 69.86 11.65
192 Southern Italy South-Apulia 14.22 1.81 2.18 68.13 12.30
193 Southern Italy South-Apulia 12.98 1.66 2.24 69.86 11.62
194 Southern Italy South-Apulia 14.47 2.36 2.45 66.07 13.36
195 Southern Italy South-Apulia 13.47 1.97 2.11 67.95 13.00
196 Southern Italy South-Apulia 13.39 1.70 2.53 69.89 11.10
197 Southern Italy South-Apulia 13.88 1.83 2.16 68.67 12.08
198 Southern Italy South-Apulia 15.27 2.60 2.32 64.88 13.70
199 Southern Italy South-Apulia 14.95 2.37 2.36 65.71 13.18
200 Southern Italy South-Apulia 14.87 2.46 2.51 65.04 13.90
201 Southern Italy South-Apulia 13.99 1.80 2.32 68.55 11.90
202 Southern Italy South-Apulia 14.89 2.15 2.42 67.77 11.45
203 Southern Italy South-Apulia 13.39 1.66 2.26 69.28 11.98
204 Southern Italy South-Apulia 14.82 2.46 2.38 64.44 14.62
205 Southern Italy South-Apulia 14.34 1.72 2.55 66.46 13.54
206 Southern Italy South-Apulia 13.47 1.56 2.14 68.50 13.13
207 Southern Italy South-Apulia 13.40 1.58 2.33 68.48 12.72
208 Southern Italy South-Apulia 14.53 1.80 2.44 67.52 12.38
209 Southern Italy South-Apulia 13.06 1.49 2.26 70.82 10.97
210 Southern Italy South-Apulia 13.49 1.61 2.17 69.97 11.38
211 Southern Italy South-Apulia 12.54 1.51 2.05 73.19 9.47
212 Southern Italy South-Apulia 11.68 1.44 2.20 72.30 11.09
213 Southern Italy South-Apulia 13.46 1.67 2.24 69.59 11.11
214 Southern Italy South-Apulia 13.90 1.84 2.12 68.98 11.89
215 Southern Italy South-Apulia 12.83 1.49 2.24 70.77 11.04
216 Southern Italy South-Apulia 12.14 1.37 2.32 72.69 10.05
217 Southern Italy South-Apulia 14.91 2.27 2.05 69.41 9.88
218 Southern Italy South-Apulia 14.79 2.18 2.07 70.39 8.87
219 Southern Italy South-Apulia 14.45 1.74 2.28 68.75 11.23
220 Southern Italy South-Apulia 14.39 1.83 2.18 67.75 12.26
221 Southern Italy South-Apulia 13.87 1.54 2.04 69.91 10.90
222 Southern Italy South-Apulia 14.26 1.69 1.92 70.25 10.43
223 Southern Italy South-Apulia 14.51 2.00 2.08 69.80 10.06
224 Southern Italy South-Apulia 14.93 2.04 1.88 69.13 10.44
225 Southern Italy South-Apulia 14.19 1.92 2.07 69.96 10.14
226 Southern Italy South-Apulia 13.42 1.77 1.99 71.72 9.52
227 Southern Italy South-Apulia 13.49 1.52 2.36 71.45 9.49
228 Southern Italy South-Apulia 14.40 1.96 2.08 69.38 10.70
229 Southern Italy South-Apulia 14.60 2.15 1.97 69.18 10.81
230 Southern Italy South-Apulia 12.49 1.33 2.05 74.17 8.27
231 Southern Italy South-Apulia 13.48 1.59 2.38 70.17 10.81
232 Southern Italy South-Apulia 13.41 1.55 2.44 69.58 11.44
233 Southern Italy South-Apulia 13.98 1.49 2.04 71.82 9.07
234 Southern Italy South-Apulia 14.54 2.00 1.99 69.10 10.90
235 Southern Italy South-Apulia 13.34 1.53 2.19 69.28 12.14
236 Southern Italy South-Apulia 14.38 2.04 1.89 71.07 9.10
237 Southern Italy South-Apulia 13.03 1.38 2.12 71.70 10.16
238 Southern Italy South-Apulia 13.23 1.47 2.10 71.08 10.70
239 Southern Italy South-Apulia 14.17 1.69 2.07 68.75 11.84
240 Southern Italy South-Apulia 13.60 1.67 2.25 68.83 12.20
241 Southern Italy South-Apulia 14.20 1.79 2.14 69.23 11.21
242 Southern Italy South-Apulia 14.72 2.18 2.14 67.24 12.38
243 Southern Italy South-Apulia 13.68 1.74 2.05 70.42 10.66
244 Southern Italy South-Apulia 13.67 1.73 2.28 69.48 11.41
245 Southern Italy South-Apulia 14.03 1.73 2.09 68.43 12.10
246 Southern Italy South-Apulia 14.13 1.97 2.06 67.37 13.87
247 Southern Italy South-Apulia 12.01 1.38 2.07 70.11 12.69
248 Southern Italy South-Apulia 13.59 1.80 2.07 68.95 12.03
249 Southern Italy South-Apulia 15.18 1.98 2.25 66.81 12.43
250 Southern Italy South-Apulia 14.34 1.85 1.89 67.71 12.69
251 Southern Italy South-Apulia 13.67 1.62 1.79 67.72 13.68
252 Southern Italy South-Apulia 14.61 1.81 1.97 67.83 12.46
253 Southern Italy South-Apulia 13.68 1.61 1.98 70.30 10.95
254 Southern Italy South-Apulia 14.19 1.59 2.15 68.62 11.93
255 Southern Italy South-Apulia 15.14 1.62 2.98 67.25 11.19
256 Southern Italy South-Apulia 13.28 1.71 2.53 69.87 10.30
257 Southern Italy South-Apulia 14.69 1.60 3.37 66.75 11.27
258 Southern Italy Sicily 12.22 1.33 2.27 74.25 8.24
259 Southern Italy Sicily 16.39 1.72 3.31 65.10 11.24
260 Southern Italy Sicily 13.45 1.33 2.72 68.01 11.94
261 Southern Italy Sicily 13.39 1.70 2.75 68.38 10.60
262 Southern Italy Sicily 11.94 1.35 2.63 72.77 8.89
263 Southern Italy Sicily 11.12 0.68 3.75 77.70 4.48
264 Southern Italy Sicily 12.22 0.70 3.29 76.05 5.66
265 Southern Italy Sicily 11.36 0.72 3.41 76.16 6.61
266 Southern Italy Sicily 9.26 0.41 2.77 78.15 7.84
267 Southern Italy Sicily 11.05 0.69 3.73 77.14 5.32
268 Southern Italy Sicily 11.09 0.79 3.05 75.76 7.63
269 Southern Italy Sicily 12.84 0.93 2.65 72.35 8.93
270 Southern Italy Sicily 11.20 0.69 2.77 74.16 9.46
271 Southern Italy Sicily 9.16 0.52 2.81 78.70 6.94
272 Southern Italy Sicily 9.05 0.49 2.88 77.47 8.12
273 Southern Italy Sicily 12.06 0.55 2.87 73.29 9.35
274 Southern Italy Sicily 14.57 1.82 2.67 70.20 8.63
275 Southern Italy Sicily 13.27 1.40 1.93 73.28 8.23
276 Southern Italy Sicily 13.03 1.00 2.51 70.45 10.49
277 Southern Italy Sicily 14.44 1.75 2.59 68.76 10.27
278 Southern Italy Sicily 15.05 2.43 2.26 69.62 8.58
279 Southern Italy Sicily 14.29 1.62 2.23 69.17 10.41
280 Southern Italy Sicily 14.91 1.62 2.11 69.94 9.28
281 Southern Italy Sicily 13.93 1.28 2.11 71.89 8.70
282 Southern Italy Sicily 14.04 1.34 2.10 71.10 9.23
283 Southern Italy Sicily 12.22 1.30 2.14 73.74 8.56
284 Southern Italy Sicily 11.53 0.74 3.16 75.93 7.05
285 Southern Italy Sicily 11.69 0.76 3.07 75.53 7.28
286 Southern Italy Sicily 13.69 1.04 2.37 73.75 7.75
287 Southern Italy Sicily 9.93 0.58 2.67 77.43 7.73
288 Southern Italy Sicily 9.80 0.53 2.54 77.19 8.15
289 Southern Italy Sicily 9.67 0.55 2.73 76.92 8.33
290 Southern Italy Sicily 11.28 0.73 3.54 75.27 7.28
291 Southern Italy Sicily 11.88 0.85 2.73 74.45 8.14
292 Southern Italy Sicily 12.57 0.95 2.47 74.05 8.12
293 Southern Italy Sicily 12.62 0.88 3.01 74.71 7.04
294 Southern Italy South-Apulia 12.83 1.53 1.96 71.07 11.15
295 Southern Italy South-Apulia 12.63 1.55 1.99 71.40 11.48
296 Southern Italy South-Apulia 13.69 1.58 2.15 71.60 9.58
297 Southern Italy South-Apulia 13.53 1.72 1.75 69.65 12.12
298 Southern Italy South-Apulia 11.87 1.39 1.85 74.27 9.52
299 Southern Italy South-Apulia 17.32 2.31 1.56 64.37 13.13
300 Southern Italy South-Apulia 16.20 2.55 1.66 66.28 12.12
301 Southern Italy South-Apulia 15.43 1.72 1.93 67.40 11.57
302 Southern Italy South-Apulia 14.98 1.70 1.95 68.04 12.06
303 Southern Italy South-Apulia 13.99 1.69 1.71 70.11 11.00
304 Southern Italy South-Apulia 12.93 1.56 1.91 71.01 11.11
305 Southern Italy South-Apulia 14.20 1.75 1.52 70.04 11.49
306 Southern Italy South-Apulia 17.21 2.38 2.55 63.00 13.50
307 Southern Italy South-Apulia 17.42 2.21 1.56 64.15 13.15
308 Southern Italy South-Apulia 13.91 1.87 1.89 69.75 10.62
309 Southern Italy South-Apulia 15.17 2.06 2.49 66.80 12.05
310 Southern Italy South-Apulia 12.69 1.57 1.93 71.40 11.48
311 Southern Italy South-Apulia 15.77 2.04 2.08 67.32 11.83
312 Southern Italy South-Apulia 15.90 2.41 1.95 67.05 11.49
313 Southern Italy South-Apulia 16.21 2.80 1.97 66.08 11.79
314 Southern Italy South-Apulia 17.53 2.75 2.36 63.67 12.14
315 Southern Italy South-Apulia 16.79 2.60 1.77 65.68 11.91
316 Southern Italy South-Apulia 14.19 2.03 1.76 69.73 10.83
317 Southern Italy South-Apulia 16.93 2.36 1.74 64.99 12.04
318 Southern Italy South-Apulia 16.92 2.70 2.34 64.99 11.96
319 Southern Italy South-Apulia 16.38 2.52 2.15 65.70 11.99
320 Southern Italy South-Apulia 14.97 2.47 2.19 66.21 12.70
321 Southern Italy South-Apulia 14.42 2.22 1.94 66.77 13.14
322 Southern Italy South-Apulia 16.80 2.70 1.70 64.40 13.10
323 Southern Italy South-Apulia 14.63 1.64 1.85 69.09 11.54
324 Sardinia Inland-Sardinia 11.29 1.20 2.22 72.72 11.12
325 Sardinia Inland-Sardinia 10.42 1.35 2.10 73.76 11.16
326 Sardinia Inland-Sardinia 11.03 0.96 2.10 73.80 10.85
327 Sardinia Inland-Sardinia 11.18 0.97 2.21 72.79 11.54
328 Sardinia Inland-Sardinia 10.52 0.95 2.15 73.88 11.26
329 Sardinia Inland-Sardinia 11.16 1.02 2.31 72.90 11.68
330 Sardinia Inland-Sardinia 11.08 1.32 2.31 73.19 11.01
331 Sardinia Inland-Sardinia 11.29 1.08 2.12 73.86 10.74
332 Sardinia Inland-Sardinia 10.85 0.91 2.23 73.84 11.26
333 Sardinia Inland-Sardinia 11.04 1.03 2.33 73.22 11.47
334 Sardinia Inland-Sardinia 10.98 0.88 2.12 73.38 11.40
335 Sardinia Coast-Sardinia 11.35 0.98 2.51 71.20 13.14
336 Sardinia Coast-Sardinia 11.58 1.08 2.45 70.65 13.26
337 Sardinia Coast-Sardinia 11.33 1.10 2.41 70.80 13.42
338 Sardinia Coast-Sardinia 10.95 1.25 2.50 71.20 13.05
339 Sardinia Coast-Sardinia 12.01 0.87 2.38 69.90 13.83
340 Sardinia Coast-Sardinia 12.13 1.12 2.45 70.07 13.35
341 Sardinia Inland-Sardinia 11.08 0.92 2.31 73.67 11.10
342 Sardinia Inland-Sardinia 10.75 1.03 2.07 74.13 10.96
343 Sardinia Inland-Sardinia 10.59 0.96 2.28 73.86 11.28
344 Sardinia Inland-Sardinia 11.76 0.92 2.07 73.47 10.57
345 Sardinia Inland-Sardinia 11.59 0.98 2.13 73.20 11.08
346 Sardinia Inland-Sardinia 11.32 0.80 2.01 73.98 10.95
347 Sardinia Inland-Sardinia 11.07 0.75 2.20 73.99 10.96
348 Sardinia Inland-Sardinia 10.92 1.04 2.34 73.55 11.26
349 Sardinia Inland-Sardinia 11.19 0.81 2.19 74.09 10.57
350 Sardinia Inland-Sardinia 11.06 0.93 2.12 73.81 11.04
351 Sardinia Inland-Sardinia 10.47 1.01 2.38 73.85 11.20
352 Sardinia Inland-Sardinia 11.65 0.99 2.14 73.31 11.01
353 Sardinia Inland-Sardinia 11.58 0.84 2.01 73.27 11.23
354 Sardinia Inland-Sardinia 10.95 0.88 2.03 74.15 10.93
355 Sardinia Inland-Sardinia 11.76 0.75 2.05 73.96 11.07
356 Sardinia Inland-Sardinia 11.03 1.09 2.20 73.35 11.40
357 Sardinia Inland-Sardinia 11.12 0.92 2.09 73.56 11.25
358 Sardinia Inland-Sardinia 10.91 0.93 2.22 73.77 11.13
359 Sardinia Inland-Sardinia 10.80 0.98 2.19 73.71 11.25
360 Sardinia Inland-Sardinia 10.51 1.08 2.27 74.03 11.14
361 Sardinia Inland-Sardinia 10.96 0.84 2.11 74.15 10.91
362 Sardinia Inland-Sardinia 11.42 0.97 2.25 73.41 11.01
363 Sardinia Inland-Sardinia 10.47 0.96 2.36 73.99 11.07
364 Sardinia Inland-Sardinia 11.14 0.86 2.10 73.59 11.16
365 Sardinia Inland-Sardinia 11.40 0.93 2.41 73.24 10.98
366 Sardinia Inland-Sardinia 10.75 0.91 2.00 74.10 11.07
367 Sardinia Inland-Sardinia 10.92 1.06 2.19 74.27 11.25
368 Sardinia Inland-Sardinia 10.76 0.95 2.04 74.08 11.30
369 Sardinia Inland-Sardinia 11.78 0.89 2.01 73.81 10.99
370 Sardinia Inland-Sardinia 10.95 1.04 2.23 73.67 11.11
371 Sardinia Coast-Sardinia 11.66 0.97 2.72 69.71 13.90
372 Sardinia Coast-Sardinia 11.54 1.19 2.57 71.30 12.53
373 Sardinia Coast-Sardinia 11.77 1.11 2.41 68.82 14.70
374 Sardinia Coast-Sardinia 11.60 0.96 2.40 70.43 13.57
375 Sardinia Coast-Sardinia 11.22 1.04 2.41 71.45 13.13
376 Sardinia Coast-Sardinia 11.32 0.99 2.57 70.65 13.62
377 Sardinia Coast-Sardinia 10.96 1.00 2.60 71.62 12.82
378 Sardinia Coast-Sardinia 11.31 0.87 2.33 71.44 13.07
379 Sardinia Coast-Sardinia 11.84 1.05 2.58 70.20 13.40
380 Sardinia Coast-Sardinia 11.35 0.94 2.35 71.23 13.20
381 Sardinia Coast-Sardinia 10.84 0.96 2.40 71.64 13.30
382 Sardinia Coast-Sardinia 10.86 1.27 2.52 71.59 12.85
383 Sardinia Coast-Sardinia 11.40 0.95 2.58 70.85 13.47
384 Sardinia Coast-Sardinia 11.38 1.01 2.54 71.03 13.10
385 Sardinia Coast-Sardinia 11.59 1.10 2.61 70.68 12.97
386 Sardinia Inland-Sardinia 10.51 0.78 2.11 74.21 11.46
387 Sardinia Inland-Sardinia 10.48 0.79 2.13 74.39 11.30
388 Sardinia Inland-Sardinia 10.61 0.86 2.20 74.21 11.02
389 Sardinia Inland-Sardinia 11.05 0.88 2.10 73.53 11.42
390 Sardinia Inland-Sardinia 11.45 0.35 2.37 72.08 11.18
391 Sardinia Inland-Sardinia 10.49 0.96 2.19 73.03 11.68
392 Sardinia Inland-Sardinia 11.05 1.20 2.18 73.02 11.58
393 Sardinia Inland-Sardinia 10.30 0.84 2.14 74.03 11.77
394 Sardinia Inland-Sardinia 10.70 0.98 2.15 72.80 12.40
395 Sardinia Inland-Sardinia 11.03 0.81 2.08 73.10 11.77
396 Sardinia Inland-Sardinia 10.40 1.01 2.05 73.68 11.76
397 Sardinia Inland-Sardinia 11.00 0.95 2.10 73.20 11.13
398 Sardinia Inland-Sardinia 11.18 0.85 1.99 74.15 10.60
399 Sardinia Inland-Sardinia 10.65 0.98 2.30 73.45 11.63
400 Sardinia Inland-Sardinia 11.31 0.78 2.21 73.58 11.20
401 Sardinia Inland-Sardinia 10.80 1.20 2.18 72.96 11.45
402 Sardinia Inland-Sardinia 10.75 0.86 2.31 74.03 11.09
403 Sardinia Inland-Sardinia 10.40 1.03 2.28 73.64 11.73
404 Sardinia Inland-Sardinia 11.28 0.82 2.03 73.20 11.48
405 Sardinia Inland-Sardinia 10.60 1.11 2.31 73.63 11.49
406 Sardinia Inland-Sardinia 11.03 0.78 2.20 73.65 11.49
407 Sardinia Inland-Sardinia 11.10 0.91 2.01 73.18 11.85
408 Sardinia Inland-Sardinia 10.91 1.08 2.18 73.83 11.83
409 Sardinia Inland-Sardinia 10.94 0.96 2.20 73.41 11.27
410 Sardinia Coast-Sardinia 11.31 0.87 2.08 71.70 13.08
411 Sardinia Coast-Sardinia 11.75 1.08 2.14 70.76 13.07
412 Sardinia Coast-Sardinia 10.76 0.77 2.02 72.43 13.05
413 Sardinia Coast-Sardinia 11.20 0.90 2.40 70.68 13.83
414 Sardinia Coast-Sardinia 11.52 1.11 2.38 70.80 13.72
415 Sardinia Coast-Sardinia 11.41 0.95 2.50 70.35 13.88
416 Sardinia Coast-Sardinia 10.98 1.03 2.67 71.35 13.01
417 Sardinia Coast-Sardinia 11.26 1.00 2.36 70.62 13.80
418 Sardinia Coast-Sardinia 10.87 0.89 2.43 72.00 13.02
419 Sardinia Coast-Sardinia 11.15 0.96 2.36 70.85 13.72
420 Sardinia Coast-Sardinia 11.78 0.92 2.41 70.06 13.76
421 Sardinia Coast-Sardinia 11.62 1.06 2.42 70.25 13.68
422 Northern Italy Umbria 10.85 0.70 1.80 79.55 6.05
423 Northern Italy Umbria 10.85 0.70 1.85 79.55 6.00
424 Northern Italy Umbria 10.90 0.60 1.90 79.50 6.00
425 Northern Italy Umbria 10.80 0.65 1.89 79.60 6.02
426 Northern Italy Umbria 10.90 0.60 1.95 79.55 6.00
427 Northern Italy Umbria 11.05 0.55 2.00 79.00 6.00
428 Northern Italy Umbria 10.60 0.75 1.75 79.75 6.10
429 Northern Italy Umbria 10.50 0.70 1.70 79.77 6.05
430 Northern Italy Umbria 11.00 0.55 1.98 79.05 6.00
431 Northern Italy Umbria 10.65 0.65 1.78 79.65 6.05
432 Northern Italy Umbria 10.85 0.60 1.88 79.55 6.02
433 Northern Italy Umbria 10.80 0.65 1.80 79.60 6.05
434 Northern Italy Umbria 10.85 0.60 1.90 79.55 6.02
435 Northern Italy Umbria 10.75 0.68 1.95 79.60 6.02
436 Northern Italy Umbria 10.90 0.58 1.92 79.50 6.00
437 Northern Italy Umbria 10.95 0.60 1.98 79.45 6.00
438 Northern Italy Umbria 10.90 0.58 1.95 79.50 6.00
439 Northern Italy Umbria 10.95 0.58 1.98 79.50 6.02
440 Northern Italy Umbria 10.90 0.58 1.95 79.40 6.00
441 Northern Italy Umbria 10.95 0.58 1.98 79.45 6.00
442 Northern Italy Umbria 10.95 0.55 2.00 79.40 6.00
443 Northern Italy Umbria 10.80 0.70 1.88 79.65 6.08
444 Northern Italy Umbria 10.90 0.60 1.95 79.50 6.00
445 Northern Italy Umbria 11.05 0.55 2.00 79.00 5.95
446 Northern Italy Umbria 11.10 0.50 2.05 79.00 5.95
447 Northern Italy Umbria 10.75 0.70 1.98 79.78 6.08
448 Northern Italy Umbria 10.75 0.65 1.85 79.80 6.08
449 Northern Italy Umbria 10.65 0.75 1.80 79.75 6.10
450 Northern Italy Umbria 10.70 0.75 1.88 79.80 6.02
451 Northern Italy Umbria 10.70 0.75 1.88 79.80 6.02
452 Northern Italy Umbria 11.00 0.70 2.00 79.10 6.10
453 Northern Italy Umbria 10.75 0.70 1.85 79.60 6.10
454 Northern Italy Umbria 10.50 0.78 1.75 79.90 6.10
455 Northern Italy Umbria 10.90 0.60 1.98 79.45 6.00
456 Northern Italy Umbria 10.50 0.78 1.88 79.90 6.08
457 Northern Italy Umbria 10.75 0.70 1.90 79.75 6.05
458 Northern Italy Umbria 10.98 0.54 2.02 79.45 5.95
459 Northern Italy Umbria 11.05 0.15 1.98 80.05 5.75
460 Northern Italy Umbria 11.10 0.75 2.20 79.15 5.10
461 Northern Italy Umbria 10.58 0.50 1.78 79.88 6.26
462 Northern Italy Umbria 11.15 0.30 2.25 79.55 6.00
463 Northern Italy Umbria 11.05 0.30 1.98 79.95 5.70
464 Northern Italy Umbria 10.72 0.49 1.78 79.80 6.15
465 Northern Italy Umbria 11.10 0.15 2.10 79.90 5.70
466 Northern Italy Umbria 11.10 0.80 2.15 79.10 5.25
467 Northern Italy Umbria 10.55 0.60 1.75 79.85 6.20
468 Northern Italy Umbria 11.00 0.80 2.15 79.30 5.35
469 Northern Italy Umbria 11.05 0.55 2.05 79.65 6.00
470 Northern Italy Umbria 10.95 0.50 2.10 79.48 6.00
471 Northern Italy Umbria 11.10 0.50 2.20 79.50 6.00
472 Northern Italy Umbria 10.92 0.37 2.10 79.55 6.00
473 Northern Italy East-Liguria 12.90 0.60 2.60 75.50 6.70
474 Northern Italy East-Liguria 11.70 0.80 2.30 76.90 7.20
475 Northern Italy East-Liguria 11.00 0.90 2.50 76.80 7.60
476 Northern Italy East-Liguria 11.20 0.70 2.40 77.20 7.30
477 Northern Italy East-Liguria 11.60 0.70 2.50 76.50 7.50
478 Northern Italy East-Liguria 12.00 0.50 2.10 77.70 6.90
479 Northern Italy East-Liguria 11.40 0.50 2.00 79.90 5.80
480 Northern Italy East-Liguria 12.20 0.80 2.40 76.10 7.60
481 Northern Italy East-Liguria 11.80 0.90 2.50 75.20 8.00
482 Northern Italy East-Liguria 12.10 0.70 2.50 75.60 7.80
483 Northern Italy East-Liguria 12.20 0.80 2.20 75.40 7.70
484 Northern Italy East-Liguria 11.80 1.00 1.90 75.20 8.20
485 Northern Italy East-Liguria 11.60 0.90 2.20 75.80 7.90
486 Northern Italy East-Liguria 11.30 1.00 2.40 76.20 7.80
487 Northern Italy East-Liguria 10.80 1.00 2.60 77.10 7.50
488 Northern Italy East-Liguria 10.90 0.90 2.80 77.30 7.20
489 Northern Italy East-Liguria 10.20 1.00 2.70 77.70 7.10
490 Northern Italy East-Liguria 10.90 0.90 2.50 76.80 7.60
491 Northern Italy East-Liguria 11.20 1.00 2.60 77.20 6.80
492 Northern Italy East-Liguria 10.80 0.80 2.40 78.30 6.70
493 Northern Italy East-Liguria 11.60 0.70 2.30 78.60 6.40
494 Northern Italy East-Liguria 11.00 0.80 2.40 78.20 6.70
495 Northern Italy East-Liguria 10.50 1.00 2.50 79.30 6.30
496 Northern Italy East-Liguria 10.90 0.90 2.70 77.80 6.90
497 Northern Italy East-Liguria 11.20 0.80 2.60 77.50 6.80
498 Northern Italy East-Liguria 11.20 1.00 2.50 76.80 7.30
499 Northern Italy East-Liguria 11.90 0.90 2.30 76.70 7.10
500 Northern Italy East-Liguria 11.70 1.10 2.50 76.20 7.40
501 Northern Italy East-Liguria 11.20 1.00 2.30 77.20 7.30
502 Northern Italy East-Liguria 11.90 0.80 2.70 76.90 7.20
503 Northern Italy East-Liguria 14.00 0.90 2.70 74.20 8.00
504 Northern Italy East-Liguria 13.50 0.80 2.50 75.20 7.60
505 Northern Italy East-Liguria 10.90 0.60 2.20 78.90 6.70
506 Northern Italy East-Liguria 11.50 0.90 2.30 77.90 6.50
507 Northern Italy East-Liguria 12.40 0.90 2.20 78.20 5.90
508 Northern Italy East-Liguria 12.20 1.00 2.40 78.90 5.30
509 Northern Italy East-Liguria 11.80 0.80 2.50 78.70 5.80
510 Northern Italy East-Liguria 11.70 1.10 2.40 77.30 6.30
511 Northern Italy East-Liguria 11.70 1.00 2.80 77.10 6.40
512 Northern Italy East-Liguria 11.80 0.80 2.20 77.90 6.80
513 Northern Italy East-Liguria 12.00 0.90 2.40 78.20 5.90
514 Northern Italy East-Liguria 11.40 0.90 2.40 78.80 5.70
515 Northern Italy East-Liguria 11.60 0.70 2.10 78.70 5.80
516 Northern Italy East-Liguria 11.30 0.80 2.50 77.80 6.50
517 Northern Italy East-Liguria 11.50 0.80 2.40 78.00 6.30
518 Northern Italy East-Liguria 11.10 0.70 2.40 78.20 6.70
519 Northern Italy East-Liguria 11.50 0.70 2.20 78.50 6.20
520 Northern Italy East-Liguria 11.80 0.80 2.40 77.60 6.70
521 Northern Italy East-Liguria 10.20 0.80 2.50 79.20 6.80
522 Northern Italy East-Liguria 6.10 0.80 2.30 84.10 6.50
523 Northern Italy West-Liguria 11.90 1.50 2.90 73.40 10.20
524 Northern Italy West-Liguria 11.10 1.30 2.10 75.50 10.00
525 Northern Italy West-Liguria 10.20 1.00 2.20 75.30 10.30
526 Northern Italy West-Liguria 10.70 1.20 2.10 76.00 9.90
527 Northern Italy West-Liguria 10.10 0.90 3.50 74.80 10.50
528 Northern Italy West-Liguria 10.60 1.40 2.40 76.80 8.30
529 Northern Italy West-Liguria 10.60 1.40 2.70 76.20 8.80
530 Northern Italy West-Liguria 10.30 1.00 2.30 77.40 9.00
531 Northern Italy West-Liguria 11.20 1.30 2.50 75.30 9.70
532 Northern Italy West-Liguria 10.30 1.10 2.20 77.60 9.80
533 Northern Italy West-Liguria 10.70 1.00 2.30 76.00 9.90
534 Northern Italy West-Liguria 11.40 1.80 2.20 76.10 8.50
535 Northern Italy West-Liguria 10.90 1.80 2.30 75.90 8.60
536 Northern Italy West-Liguria 9.80 1.10 3.00 77.20 9.10
537 Northern Italy West-Liguria 9.80 0.90 3.30 75.40 10.40
538 Northern Italy West-Liguria 9.60 0.90 2.00 78.10 9.40
539 Northern Italy West-Liguria 9.90 0.90 2.10 77.80 9.30
540 Northern Italy West-Liguria 10.60 1.20 2.10 76.00 10.10
541 Northern Italy West-Liguria 12.40 1.50 2.50 76.10 7.30
542 Northern Italy West-Liguria 10.60 0.90 3.10 78.50 6.90
543 Northern Italy West-Liguria 10.20 1.00 2.90 76.20 9.60
544 Northern Italy West-Liguria 9.70 0.90 2.20 77.00 10.20
545 Northern Italy West-Liguria 11.80 1.30 2.20 74.50 10.10
546 Northern Italy West-Liguria 10.60 1.40 2.40 76.90 8.50
547 Northern Italy West-Liguria 9.90 1.00 2.50 76.30 10.30
548 Northern Italy West-Liguria 10.10 0.90 3.50 76.30 9.40
549 Northern Italy West-Liguria 10.40 0.90 2.50 77.80 8.20
550 Northern Italy West-Liguria 10.40 0.90 2.50 78.10 8.10
551 Northern Italy West-Liguria 10.20 0.90 3.50 76.20 9.20
552 Northern Italy West-Liguria 10.20 0.90 2.60 76.20 10.10
553 Northern Italy West-Liguria 10.10 0.90 3.50 76.10 9.30
554 Northern Italy West-Liguria 9.20 1.10 3.40 77.20 9.10
555 Northern Italy West-Liguria 10.30 1.00 2.50 77.10 9.00
556 Northern Italy West-Liguria 9.60 0.90 3.00 78.20 8.30
557 Northern Italy West-Liguria 10.30 1.10 2.10 78.10 8.40
558 Northern Italy West-Liguria 10.10 1.00 2.40 77.10 9.10
559 Northern Italy West-Liguria 10.20 0.90 2.40 78.00 8.50
560 Northern Italy West-Liguria 11.20 0.90 3.00 76.50 8.30
561 Northern Italy West-Liguria 10.90 0.90 2.90 77.10 8.00
562 Northern Italy West-Liguria 11.00 1.20 2.80 76.30 7.70
563 Northern Italy West-Liguria 10.90 0.80 2.40 78.20 7.60
564 Northern Italy West-Liguria 11.50 0.90 2.50 77.20 8.10
565 Northern Italy West-Liguria 11.10 0.90 2.30 78.10 7.50
566 Northern Italy West-Liguria 10.10 1.10 2.10 77.20 9.50
567 Northern Italy West-Liguria 10.70 1.00 2.20 77.30 8.70
568 Northern Italy West-Liguria 12.80 1.10 2.90 74.90 7.90
569 Northern Italy West-Liguria 10.60 1.00 2.70 77.40 8.10
570 Northern Italy West-Liguria 10.10 0.90 2.10 77.20 9.70
571 Northern Italy West-Liguria 9.90 1.20 2.50 77.50 8.70
572 Northern Italy West-Liguria 9.60 0.80 2.40 79.50 7.40
linolenic arachidic eicosenoic
1 0.36 0.60 0.29
2 0.31 0.61 0.29
3 0.31 0.63 0.29
4 0.50 0.78 0.35
5 0.50 0.80 0.46
6 0.51 0.70 0.44
7 0.49 0.56 0.29
8 0.39 0.64 0.35
9 0.46 0.83 0.33
10 0.26 0.52 0.30
11 0.21 0.65 0.24
12 0.30 0.62 0.44
13 0.50 0.79 0.33
14 0.41 0.79 0.32
15 0.50 0.75 0.41
16 0.32 0.60 0.29
17 0.42 0.75 0.31
18 0.45 0.70 0.28
19 0.46 0.75 0.30
20 0.43 0.78 0.33
21 0.56 0.83 0.45
22 0.56 0.86 0.40
23 0.54 0.89 0.51
24 0.42 0.74 0.26
25 0.47 0.82 0.38
26 0.42 0.60 0.32
27 0.43 0.63 0.30
28 0.45 0.63 0.18
29 0.46 0.64 0.23
30 0.43 0.62 0.38
31 0.40 0.68 0.41
32 0.50 0.70 0.38
33 0.46 0.72 0.35
34 0.48 0.72 0.21
35 0.40 0.69 0.27
36 0.54 0.70 0.28
37 0.44 0.67 0.28
38 0.57 0.65 0.36
39 0.46 0.66 0.33
40 0.48 0.75 0.36
41 0.49 0.64 0.28
42 0.47 0.65 0.25
43 0.48 0.61 0.37
44 0.51 0.65 0.41
45 0.47 0.54 0.26
46 0.48 0.61 0.32
47 0.46 0.71 0.24
48 0.41 0.69 0.20
49 0.47 0.65 0.31
50 0.41 0.56 0.16
51 0.45 0.69 0.29
52 0.45 0.67 0.23
53 0.43 0.72 0.27
54 0.44 0.53 0.24
55 0.48 0.57 0.28
56 0.39 0.60 0.30
57 0.38 0.51 0.23
58 0.52 0.70 0.26
59 0.27 0.55 0.19
60 0.36 0.49 0.26
61 0.40 0.69 0.25
62 0.45 0.60 0.31
63 0.47 0.70 0.25
64 0.43 0.57 0.16
65 0.47 0.68 0.24
66 0.44 0.68 0.28
67 0.38 0.60 0.18
68 0.45 0.72 0.36
69 0.40 0.62 0.41
70 0.39 0.55 0.25
71 0.45 0.68 0.28
72 0.51 0.70 0.34
73 0.45 0.68 0.29
74 0.54 0.65 0.28
75 0.48 0.51 0.18
76 0.44 0.44 0.23
77 0.36 0.60 0.22
78 0.52 0.69 0.36
79 0.74 0.65 0.34
80 0.54 0.66 0.36
81 0.47 0.56 0.30
82 0.27 0.46 0.19
83 0.25 0.46 0.15
84 0.21 0.50 0.14
85 0.21 0.48 0.19
86 0.29 0.67 0.26
87 0.34 0.72 0.32
88 0.32 0.60 0.24
89 0.42 0.62 0.30
90 0.40 0.60 0.22
91 0.38 0.65 0.28
92 0.43 0.70 0.28
93 0.36 0.60 0.24
94 0.38 0.60 0.17
95 0.30 0.60 0.18
96 0.35 0.50 0.16
97 0.37 0.54 0.14
98 0.24 0.50 0.17
99 0.41 0.69 0.28
100 0.29 0.57 0.12
101 0.31 0.44 0.14
102 0.24 0.43 0.23
103 0.36 0.70 0.21
104 0.26 0.51 0.19
105 0.37 0.58 0.24
106 0.44 0.68 0.30
107 0.39 0.45 0.24
108 0.31 0.41 0.16
109 0.39 0.48 0.15
110 0.30 0.48 0.15
111 0.28 0.50 0.11
112 0.36 0.50 0.19
113 0.40 0.52 0.21
114 0.40 0.70 0.22
115 0.26 0.32 0.12
116 0.28 0.65 0.27
117 0.41 0.76 0.25
118 0.41 0.54 0.26
119 0.27 0.51 0.14
120 0.48 0.56 0.16
121 0.34 0.56 0.20
122 0.41 0.48 0.14
123 0.47 0.74 0.26
124 0.43 0.64 0.16
125 0.35 0.60 0.16
126 0.31 0.60 0.14
127 0.36 0.60 0.17
128 0.35 0.50 0.16
129 0.35 0.42 0.25
130 0.22 0.52 0.12
131 0.36 0.49 0.15
132 0.31 0.59 0.38
133 0.43 0.74 0.23
134 0.35 0.66 0.10
135 0.33 0.55 0.20
136 0.30 0.56 0.24
137 0.31 0.52 0.17
138 0.41 0.65 0.34
139 0.40 0.60 0.36
140 0.53 0.64 0.29
141 0.41 0.80 0.27
142 0.47 0.76 0.42
143 0.31 0.60 0.27
144 0.36 0.64 0.23
145 0.34 0.54 0.17
146 0.36 0.46 0.13
147 0.32 0.59 0.27
148 0.56 0.73 0.16
149 0.33 0.50 0.22
150 0.42 0.55 0.25
151 0.36 0.51 0.28
152 0.42 0.62 0.23
153 0.40 0.68 0.21
154 0.44 0.69 0.27
155 0.54 0.59 0.30
156 0.37 0.51 0.29
157 0.34 0.57 0.28
158 0.42 0.54 0.28
159 0.45 0.69 0.27
160 0.36 0.52 0.28
161 0.43 0.56 0.16
162 0.38 0.56 0.22
163 0.40 0.64 0.24
164 0.42 0.64 0.26
165 0.33 0.60 0.24
166 0.42 0.63 0.30
167 0.34 0.51 0.16
168 0.41 0.65 0.14
169 0.28 0.59 0.12
170 0.45 0.50 0.25
171 0.36 0.50 0.29
172 0.31 0.46 0.13
173 0.38 0.58 0.16
174 0.38 0.53 0.19
175 0.40 0.67 0.33
176 0.25 0.43 0.20
177 0.41 0.63 0.16
178 0.32 0.51 0.21
179 0.37 0.50 0.24
180 0.30 0.52 0.13
181 0.35 0.56 0.32
182 0.36 0.48 0.22
183 0.40 0.64 0.24
184 0.48 0.53 0.31
185 0.35 0.45 0.26
186 0.37 0.52 0.22
187 0.38 0.58 0.31
188 0.37 0.54 0.25
189 0.40 0.60 0.37
190 0.36 0.50 0.23
191 0.29 0.58 0.17
192 0.30 0.59 0.21
193 0.34 0.65 0.31
194 0.33 0.51 0.21
195 0.32 0.59 0.34
196 0.29 0.63 0.23
197 0.28 0.61 0.21
198 0.31 0.45 0.20
199 0.32 0.58 0.26
200 0.29 0.53 0.19
201 0.32 0.66 0.22
202 0.30 0.60 0.22
203 0.30 0.60 0.23
204 0.27 0.50 0.20
205 0.27 0.59 0.25
206 0.25 0.48 0.19
207 0.32 0.63 0.25
208 0.34 0.54 0.23
209 0.33 0.61 0.24
210 0.31 0.62 0.23
211 0.28 0.54 0.23
212 0.31 0.52 0.28
213 0.30 0.49 0.23
214 0.29 0.44 0.19
215 0.30 0.57 0.32
216 0.32 0.55 0.23
217 0.33 0.68 0.34
218 0.36 0.65 0.36
219 0.29 0.69 0.31
220 0.32 0.66 0.29
221 0.34 0.74 0.32
222 0.31 0.64 0.27
223 0.30 0.62 0.31
224 0.32 0.61 0.35
225 0.36 0.70 0.36
226 0.34 0.65 0.33
227 0.35 0.75 0.29
228 0.32 0.61 0.26
229 0.28 0.55 0.23
230 0.33 0.72 0.33
231 0.31 0.67 0.25
232 0.32 0.68 0.26
233 0.29 0.76 0.30
234 0.30 0.62 0.25
235 0.33 0.66 0.24
236 0.33 0.63 0.27
237 0.34 0.69 0.25
238 0.33 0.61 0.20
239 0.34 0.57 0.27
240 0.31 0.55 0.27
241 0.33 0.56 0.27
242 0.29 0.53 0.23
243 0.31 0.57 0.26
244 0.32 0.53 0.24
245 0.33 0.63 0.33
246 0.34 0.60 0.31
247 0.37 0.64 0.35
248 0.33 0.61 0.30
249 0.29 0.57 0.24
250 0.30 0.62 0.25
251 0.33 0.64 0.27
252 0.26 0.57 0.23
253 0.33 0.59 0.31
254 0.35 0.60 0.31
255 0.45 0.93 0.30
256 0.38 0.83 0.39
257 0.44 0.94 0.36
258 0.36 0.69 0.35
259 0.46 0.91 0.32
260 0.48 0.83 0.37
261 0.46 0.88 0.43
262 0.44 0.95 0.41
263 0.52 0.69 0.45
264 0.48 0.67 0.43
265 0.49 0.65 0.32
266 0.45 0.65 0.25
267 0.51 0.68 0.37
268 0.45 0.64 0.36
269 0.43 0.77 0.46
270 0.42 0.59 0.36
271 0.42 0.64 0.58
272 0.49 0.71 0.56
273 0.44 0.74 0.42
274 0.41 0.84 0.37
275 0.36 0.87 0.35
276 0.40 0.86 0.40
277 0.34 0.78 0.32
278 0.30 0.72 0.27
279 0.37 0.77 0.40
280 0.37 0.97 0.38
281 0.38 0.93 0.40
282 0.40 1.01 0.43
283 0.38 0.89 0.45
284 0.42 0.64 0.32
285 0.43 0.69 0.32
286 0.39 0.70 0.15
287 0.41 0.62 0.44
288 0.44 0.69 0.47
289 0.45 0.63 0.47
290 0.44 0.76 0.38
291 0.44 0.73 0.42
292 0.43 0.70 0.35
293 0.43 0.71 0.31
294 0.37 0.60 0.28
295 0.31 0.42 0.18
296 0.38 0.69 0.32
297 0.28 0.75 0.19
298 0.29 0.56 0.22
299 0.45 0.62 0.23
300 0.29 0.62 0.27
301 0.52 0.87 0.34
302 0.35 0.66 0.23
303 0.36 0.72 0.16
304 0.32 0.60 0.31
305 0.27 0.50 0.20
306 0.35 0.70 0.28
307 0.43 0.82 0.23
308 0.52 0.70 0.45
309 0.33 0.80 0.27
310 0.31 0.40 0.18
311 0.20 0.52 0.20
312 0.27 0.68 0.21
313 0.28 0.58 0.27
314 0.23 0.61 0.27
315 0.30 0.59 0.33
316 0.38 0.78 0.27
317 0.51 1.02 0.37
318 0.31 0.59 0.15
319 0.39 0.53 0.29
320 0.36 0.73 0.32
321 0.36 0.72 0.38
322 0.31 0.62 0.28
323 0.49 0.58 0.17
324 0.43 0.98 0.02
325 0.35 0.90 0.03
326 0.32 0.94 0.03
327 0.35 0.94 0.02
328 0.31 0.92 0.01
329 0.26 0.66 0.01
330 0.20 0.66 0.02
331 0.28 0.62 0.03
332 0.28 0.62 0.03
333 0.27 0.61 0.02
334 0.28 0.67 0.01
335 0.20 0.61 0.02
336 0.22 0.75 0.01
337 0.21 0.68 0.03
338 0.21 0.83 0.01
339 0.25 0.75 0.03
340 0.22 0.65 0.03
341 0.29 0.62 0.03
342 0.32 0.68 0.02
343 0.25 0.72 0.02
344 0.35 0.82 0.01
345 0.38 0.64 0.01
346 0.27 0.67 0.02
347 0.29 0.90 0.01
348 0.28 0.58 0.02
349 0.33 0.81 0.02
350 0.35 0.68 0.01
351 0.28 0.89 0.01
352 0.22 0.67 0.03
353 0.29 0.77 0.02
354 0.37 0.78 0.01
355 0.33 0.74 0.02
356 0.28 0.59 0.02
357 0.32 0.73 0.02
358 0.20 0.53 0.02
359 0.33 0.78 0.01
360 0.30 0.66 0.03
361 0.30 0.71 0.02
362 0.28 0.65 0.01
363 0.32 0.80 0.03
364 0.31 0.83 0.02
365 0.23 0.74 0.01
366 0.36 0.80 0.01
367 0.33 0.77 0.01
368 0.27 0.79 0.02
369 0.34 0.87 0.02
370 0.43 0.56 0.02
371 0.20 0.83 0.03
372 0.22 0.61 0.01
373 0.22 0.95 0.02
374 0.24 0.79 0.02
375 0.15 0.58 0.01
376 0.24 0.90 0.03
377 0.25 0.74 0.02
378 0.25 0.72 0.03
379 0.26 0.66 0.02
380 0.24 0.67 0.02
381 0.28 0.57 0.01
382 0.28 0.62 0.02
383 0.23 0.71 0.03
384 0.25 0.68 0.01
385 0.27 0.77 0.02
386 0.30 0.82 0.02
387 0.28 0.61 0.02
388 0.29 0.79 0.03
389 0.28 0.72 0.01
390 0.20 0.46 0.02
391 0.22 0.47 0.02
392 0.23 0.45 0.03
393 0.21 0.70 0.01
394 0.28 0.68 0.03
395 0.30 0.90 0.03
396 0.25 0.85 0.03
397 0.22 0.72 0.03
398 0.36 0.86 0.03
399 0.24 0.74 0.01
400 0.22 0.69 0.02
401 0.35 1.05 0.02
402 0.22 0.73 0.03
403 0.25 0.66 0.02
404 0.30 0.88 0.01
405 0.20 0.65 0.01
406 0.20 0.65 0.02
407 0.24 0.74 0.02
408 0.28 0.88 0.03
409 0.26 0.96 0.02
410 0.28 0.57 0.02
411 0.33 0.85 0.02
412 0.29 0.67 0.01
413 0.23 0.75 0.01
414 0.25 0.81 0.02
415 0.22 0.68 0.02
416 0.24 0.76 0.02
417 0.26 0.69 0.01
418 0.18 0.60 0.01
419 0.20 0.75 0.02
420 0.22 0.84 0.01
421 0.25 0.71 0.02
422 0.20 0.50 0.01
423 0.25 0.55 0.01
424 0.28 0.47 0.02
425 0.35 0.20 0.01
426 0.28 0.42 0.02
427 0.37 0.55 0.02
428 0.20 0.55 0.02
429 0.28 0.65 0.01
430 0.35 0.50 0.03
431 0.22 0.65 0.02
432 0.30 0.50 0.02
433 0.25 0.55 0.01
434 0.30 0.53 0.01
435 0.20 0.40 0.03
436 0.35 0.40 0.03
437 0.38 0.34 0.02
438 0.30 0.42 0.02
439 0.35 0.32 0.01
440 0.35 0.42 0.02
441 0.35 0.34 0.01
442 0.35 0.45 0.03
443 0.28 0.36 0.03
444 0.32 0.38 0.02
445 0.39 0.56 0.01
446 0.40 0.52 0.01
447 0.28 0.33 0.02
448 0.35 0.42 0.03
449 0.25 0.50 0.03
450 0.22 0.45 0.02
451 0.22 0.45 0.01
452 0.39 0.44 0.01
453 0.22 0.58 0.02
454 0.18 0.59 0.03
455 0.32 0.35 0.02
456 0.28 0.23 0.03
457 0.28 0.27 0.03
458 0.42 0.32 0.02
459 0.52 0.20 0.02
460 0.55 0.65 0.02
461 0.40 0.55 0.03
462 0.55 0.15 0.02
463 0.52 0.20 0.03
464 0.48 0.48 0.02
465 0.50 0.20 0.02
466 0.50 0.60 0.01
467 0.45 0.50 0.01
468 0.45 0.60 0.02
469 0.25 0.20 0.02
470 0.25 0.35 0.02
471 0.52 0.10 0.02
472 0.40 0.40 0.03
473 0.70 1.00 0.02
474 0.40 0.70 0.01
475 0.30 0.80 0.02
476 0.40 0.80 0.02
477 0.30 0.90 0.01
478 0.20 0.50 0.03
479 0.10 0.20 0.01
480 0.30 0.60 0.02
481 0.50 1.00 0.02
482 0.40 0.90 0.02
483 0.60 1.00 0.02
484 0.50 1.00 0.01
485 0.40 0.90 0.01
486 0.30 0.90 0.01
487 0.20 0.70 0.02
488 0.50 1.00 0.01
489 0.40 0.90 0.01
490 0.60 0.80 0.01
491 0.30 0.80 0.02
492 0.30 0.70 0.02
493 0.10 0.20 0.01
494 0.20 0.70 0.02
495 0.10 0.30 0.03
496 0.30 0.50 0.03
497 0.30 0.80 0.03
498 0.40 0.70 0.02
499 0.30 0.80 0.02
500 0.20 0.90 0.01
501 0.20 0.70 0.01
502 0.10 0.40 0.02
503 0.00 0.20 0.02
504 0.10 0.30 0.01
505 0.10 0.60 0.02
506 0.30 0.60 0.01
507 0.10 0.30 0.01
508 0.00 0.10 0.02
509 0.10 0.30 0.02
510 0.30 0.90 0.01
511 0.20 0.70 0.03
512 0.10 0.40 0.01
513 0.10 0.50 0.02
514 0.20 0.60 0.03
515 0.30 0.80 0.03
516 0.40 0.60 0.03
517 0.30 0.70 0.02
518 0.20 0.70 0.03
519 0.20 0.40 0.02
520 0.20 0.50 0.02
521 0.10 0.30 0.03
522 0.00 0.20 0.03
523 0.00 0.10 0.02
524 0.00 0.00 0.01
525 0.00 0.00 0.03
526 0.00 0.10 0.03
527 0.10 0.10 0.01
528 0.10 0.40 0.02
529 0.10 0.20 0.01
530 0.00 0.00 0.02
531 0.00 0.00 0.03
532 0.00 0.00 0.02
533 0.10 0.00 0.01
534 0.10 0.10 0.02
535 0.10 0.40 0.02
536 0.10 0.00 0.03
537 0.00 0.00 0.02
538 0.00 0.00 0.02
539 0.00 0.00 0.02
540 0.00 0.00 0.01
541 0.10 0.10 0.01
542 0.00 0.00 0.02
543 0.00 0.10 0.02
544 0.00 0.00 0.03
545 0.00 0.10 0.02
546 0.10 0.10 0.01
547 0.00 0.00 0.03
548 0.10 0.00 0.03
549 0.10 0.10 0.01
550 0.10 0.10 0.02
551 0.10 0.00 0.03
552 0.00 0.00 0.03
553 0.10 0.00 0.03
554 0.00 0.00 0.03
555 0.00 0.10 0.02
556 0.00 0.00 0.03
557 0.00 0.00 0.01
558 0.10 0.20 0.02
559 0.00 0.00 0.02
560 0.00 0.10 0.01
561 0.10 0.00 0.02
562 0.10 0.10 0.02
563 0.10 0.00 0.02
564 0.00 0.10 0.03
565 0.00 0.10 0.02
566 0.00 0.00 0.01
567 0.10 0.10 0.02
568 0.10 0.10 0.02
569 0.10 0.10 0.03
570 0.00 0.00 0.02
571 0.10 0.10 0.02
572 0.10 0.20 0.02
#have a look at the table and the data
#makin a scatterplot with two different types of acid and the regions ggplot (olive,aes (x= oleic,y= linoleic,color= region))+ geom_point (alpha = 0.5 )+ scale_color_manual (values= c ("Northern Italy" = "darkgreen" ,"Sardinia" = "orange" ,"Southern Italy" = "purple" ))+ #make title and labels for graph labs (title = "Oleic vs. Linoleic Acid in Italian Olive Oils" ,subtitle = "Color shows region, point size shows eicosenic acid" ,x= "Oleic Acid" ,y= "Linoleic Acid" ,color= "region" ,caption= "Source: Dslabs" )+ theme_minimal (base_size = 13 )
The olive dataset in the dslabs package has measurements of eight fatty acids in 572 olive oil samples from three regions of Italy: Northern Italy, Sardinia, and Southern Italy. I chose it because it lets me compare several continuous variables at once. To build the graph I loaded the data and then used ggplot to make a scatterplot with oleic acid on the x-axis and linoleic acid on the y-axis. The graph shows a strong negative relationship: oils with more oleic acid have less linoleic acid. The regions also separate fairly well, with Southern Italy tending toward higher oleic acid and Sardinia and Northern Italy tending toward higher linoleic acid.
