Working with Data using RStudio

mnaveen792
tipping_data.csv
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total_bill tip sex smoker day time size
1 16.99 1.01 Female No Sun Dinner 2
2 10.34 1.66 Male No Sun Dinner 3
3 21.01 3.5 Male No Sun Dinner 3
4 23.68 3.31 Male No Sun Dinner 2
5 24.59 3.61 Female No Sun Dinner 4
6 25.29 4.71 Male No Sun Dinner 4
7 8.77 2 Male No Sun Dinner 2
8 26.88 3.12 Male No Sun Dinner 4
9 15.04 1.96 Male No Sun Dinner 2
10 14.78 3.23 Male No Sun Dinner 2
11 10.27 1.71 Male No Sun Dinner 2
12 35.26 5 Female No Sun Dinner 4
13 15.42 1.57 Male No Sun Dinner 2
14 18.43 3 Male No Sun Dinner 4
15 14.83 3.02 Female No Sun Dinner 2
16 21.58 3.92 Male No Sun Dinner 2
17 10.33 1.67 Female No Sun Dinner 3
18 16.29 3.71 Male No Sun Dinner 3
19 16.97 3.5 Female No Sun Dinner 3
20 20.65 3.35 Male No Sat Dinner 3
21 17.92 4.08 Male No Sat Dinner 2
22 20.29 2.75 Female No Sat Dinner 2
23 15.77 2.23 Female No Sat Dinner 2
24 39.42 7.58 Male No Sat Dinner 4
25 19.82 3.18 Male No Sat Dinner 2
26 17.81 2.34 Male No Sat Dinner 4
27 13.37 2 Male No Sat Dinner 2
28 12.69 2 Male No Sat Dinner 2
29 21.7 4.3 Male No Sat Dinner 2
30 19.65 3 Female No Sat Dinner 2
31 9.55 1.45 Male No Sat Dinner 2
32 18.35 2.5 Male No Sat Dinner 4
33 15.06 3 Female No Sat Dinner 2
34 20.69 2.45 Female No Sat Dinner 4
35 17.78 3.27 Male No Sat Dinner 2
36 24.06 3.6 Male No Sat Dinner 3
37 16.31 2 Male No Sat Dinner 3
38 16.93 3.07 Female No Sat Dinner 3
39 18.69 2.31 Male No Sat Dinner 3
40 31.27 5 Male No Sat Dinner 3
41 16.04 2.24 Male No Sat Dinner 3
42 17.46 2.54 Male No Sun Dinner 2
43 13.94 3.06 Male No Sun Dinner 2
44 9.68 1.32 Male No Sun Dinner 2
45 30.4 5.6 Male No Sun Dinner 4
46 18.29 3 Male No Sun Dinner 2
47 22.23 5 Male No Sun Dinner 2
48 32.4 6 Male No Sun Dinner 4
49 28.55 2.05 Male No Sun Dinner 3
50 18.04 3 Male No Sun Dinner 2
51 12.54 2.5 Male No Sun Dinner 2
52 10.29 2.6 Female No Sun Dinner 2
53 34.81 5.2 Female No Sun Dinner 4
54 9.94 1.56 Male No Sun Dinner 2
55 25.56 4.34 Male No Sun Dinner 4
56 19.49 3.51 Male No Sun Dinner 2
57 38.01 3 Male Yes Sat Dinner 4
58 26.41 1.5 Female No Sat Dinner 2
59 11.24 1.76 Male Yes Sat Dinner 2
60 48.27 6.73 Male No Sat Dinner 4
61 20.29 3.21 Male Yes Sat Dinner 2
62 13.81 2 Male Yes Sat Dinner 2
63 11.02 1.98 Male Yes Sat Dinner 2
64 18.29 3.76 Male Yes Sat Dinner 4
65 17.59 2.64 Male No Sat Dinner 3
66 20.08 3.15 Male No Sat Dinner 3
67 16.45 2.47 Female No Sat Dinner 2
68 3.07 1 Female Yes Sat Dinner 1
69 20.23 2.01 Male No Sat Dinner 2
70 15.01 2.09 Male Yes Sat Dinner 2
71 12.02 1.97 Male No Sat Dinner 2
72 17.07 3 Female No Sat Dinner 3
73 26.86 3.14 Female Yes Sat Dinner 2
74 25.28 5 Female Yes Sat Dinner 2
75 14.73 2.2 Female No Sat Dinner 2
76 10.51 1.25 Male No Sat Dinner 2
77 17.92 3.08 Male Yes Sat Dinner 2
78 27.2 4 Male No Thur Lunch 4
79 22.76 3 Male No Thur Lunch 2
80 17.29 2.71 Male No Thur Lunch 2
81 19.44 3 Male Yes Thur Lunch 2
82 16.66 3.4 Male No Thur Lunch 2
83 10.07 1.83 Female No Thur Lunch 1
84 32.68 5 Male Yes Thur Lunch 2
85 15.98 2.03 Male No Thur Lunch 2
86 34.83 5.17 Female No Thur Lunch 4
87 13.03 2 Male No Thur Lunch 2
88 18.28 4 Male No Thur Lunch 2
89 24.71 5.85 Male No Thur Lunch 2
90 21.16 3 Male No Thur Lunch 2
91 28.97 3 Male Yes Fri Dinner 2
92 22.49 3.5 Male No Fri Dinner 2
93 5.75 1 Female Yes Fri Dinner 2
94 16.32 4.3 Female Yes Fri Dinner 2
95 22.75 3.25 Female No Fri Dinner 2
96 40.17 4.73 Male Yes Fri Dinner 4
97 27.28 4 Male Yes Fri Dinner 2
98 12.03 1.5 Male Yes Fri Dinner 2
99 21.01 3 Male Yes Fri Dinner 2
100 12.46 1.5 Male No Fri Dinner 2
101 11.35 2.5 Female Yes Fri Dinner 2
102 15.38 3 Female Yes Fri Dinner 2
103 44.3 2.5 Female Yes Sat Dinner 3
104 22.42 3.48 Female Yes Sat Dinner 2
105 20.92 4.08 Female No Sat Dinner 2
106 15.36 1.64 Male Yes Sat Dinner 2
107 20.49 4.06 Male Yes Sat Dinner 2
108 25.21 4.29 Male Yes Sat Dinner 2
109 18.24 3.76 Male No Sat Dinner 2
110 14.31 4 Female Yes Sat Dinner 2
111 14 3 Male No Sat Dinner 2
112 7.25 1 Female No Sat Dinner 1
113 38.07 4 Male No Sun Dinner 3
114 23.95 2.55 Male No Sun Dinner 2
115 25.71 4 Female No Sun Dinner 3
116 17.31 3.5 Female No Sun Dinner 2
117 29.93 5.07 Male No Sun Dinner 4
118 10.65 1.5 Female No Thur Lunch 2
119 12.43 1.8 Female No Thur Lunch 2
120 24.08 2.92 Female No Thur Lunch 4
121 11.69 2.31 Male No Thur Lunch 2
122 13.42 1.68 Female No Thur Lunch 2
123 14.26 2.5 Male No Thur Lunch 2
124 15.95 2 Male No Thur Lunch 2
125 12.48 2.52 Female No Thur Lunch 2
126 29.8 4.2 Female No Thur Lunch 6
127 8.52 1.48 Male No Thur Lunch 2
128 14.52 2 Female No Thur Lunch 2
129 11.38 2 Female No Thur Lunch 2
130 22.82 2.18 Male No Thur Lunch 3
131 19.08 1.5 Male No Thur Lunch 2
132 20.27 2.83 Female No Thur Lunch 2
133 11.17 1.5 Female No Thur Lunch 2
134 12.26 2 Female No Thur Lunch 2
135 18.26 3.25 Female No Thur Lunch 2
136 8.51 1.25 Female No Thur Lunch 2
137 10.33 2 Female No Thur Lunch 2
138 14.15 2 Female No Thur Lunch 2
139 16 2 Male Yes Thur Lunch 2
140 13.16 2.75 Female No Thur Lunch 2
141 17.47 3.5 Female No Thur Lunch 2
142 34.3 6.7 Male No Thur Lunch 6
143 41.19 5 Male No Thur Lunch 5
144 27.05 5 Female No Thur Lunch 6
145 16.43 2.3 Female No Thur Lunch 2
146 8.35 1.5 Female No Thur Lunch 2
147 18.64 1.36 Female No Thur Lunch 3
148 11.87 1.63 Female No Thur Lunch 2
149 9.78 1.73 Male No Thur Lunch 2
150 7.51 2 Male No Thur Lunch 2
151 14.07 2.5 Male No Sun Dinner 2
152 13.13 2 Male No Sun Dinner 2
153 17.26 2.74 Male No Sun Dinner 3
154 24.55 2 Male No Sun Dinner 4
155 19.77 2 Male No Sun Dinner 4
156 29.85 5.14 Female No Sun Dinner 5
157 48.17 5 Male No Sun Dinner 6
158 25 3.75 Female No Sun Dinner 4
159 13.39 2.61 Female No Sun Dinner 2
160 16.49 2 Male No Sun Dinner 4
161 21.5 3.5 Male No Sun Dinner 4
162 12.66 2.5 Male No Sun Dinner 2
163 16.21 2 Female No Sun Dinner 3
164 13.81 2 Male No Sun Dinner 2
165 17.51 3 Female Yes Sun Dinner 2
166 24.52 3.48 Male No Sun Dinner 3
167 20.76 2.24 Male No Sun Dinner 2
168 31.71 4.5 Male No Sun Dinner 4
169 10.59 1.61 Female Yes Sat Dinner 2
170 10.63 2 Female Yes Sat Dinner 2
171 50.81 10 Male Yes Sat Dinner 3
172 15.81 3.16 Male Yes Sat Dinner 2
173 7.25 5.15 Male Yes Sun Dinner 2
174 31.85 3.18 Male Yes Sun Dinner 2
175 16.82 4 Male Yes Sun Dinner 2
176 32.9 3.11 Male Yes Sun Dinner 2
177 17.89 2 Male Yes Sun Dinner 2
178 14.48 2 Male Yes Sun Dinner 2
179 9.6 4 Female Yes Sun Dinner 2
180 34.63 3.55 Male Yes Sun Dinner 2
181 34.65 3.68 Male Yes Sun Dinner 4
182 23.33 5.65 Male Yes Sun Dinner 2
183 45.35 3.5 Male Yes Sun Dinner 3
184 23.17 6.5 Male Yes Sun Dinner 4
185 40.55 3 Male Yes Sun Dinner 2
186 20.69 5 Male No Sun Dinner 5
187 20.9 3.5 Female Yes Sun Dinner 3
188 30.46 2 Male Yes Sun Dinner 5
189 18.15 3.5 Female Yes Sun Dinner 3
190 23.1 4 Male Yes Sun Dinner 3
191 15.69 1.5 Male Yes Sun Dinner 2
192 19.81 4.19 Female Yes Thur Lunch 2
193 28.44 2.56 Male Yes Thur Lunch 2
194 15.48 2.02 Male Yes Thur Lunch 2
195 16.58 4 Male Yes Thur Lunch 2
196 7.56 1.44 Male No Thur Lunch 2
197 10.34 2 Male Yes Thur Lunch 2
198 43.11 5 Female Yes Thur Lunch 4
199 13 2 Female Yes Thur Lunch 2
200 13.51 2 Male Yes Thur Lunch 2
201 18.71 4 Male Yes Thur Lunch 3
202 12.74 2.01 Female Yes Thur Lunch 2
203 13 2 Female Yes Thur Lunch 2
204 16.4 2.5 Female Yes Thur Lunch 2
205 20.53 4 Male Yes Thur Lunch 4
206 16.47 3.23 Female Yes Thur Lunch 3
207 26.59 3.41 Male Yes Sat Dinner 3
208 38.73 3 Male Yes Sat Dinner 4
209 24.27 2.03 Male Yes Sat Dinner 2
210 12.76 2.23 Female Yes Sat Dinner 2
211 30.06 2 Male Yes Sat Dinner 3
212 25.89 5.16 Male Yes Sat Dinner 4
213 48.33 9 Male No Sat Dinner 4
214 13.27 2.5 Female Yes Sat Dinner 2
215 28.17 6.5 Female Yes Sat Dinner 3
216 12.9 1.1 Female Yes Sat Dinner 2
217 28.15 3 Male Yes Sat Dinner 5
218 11.59 1.5 Male Yes Sat Dinner 2
219 7.74 1.44 Male Yes Sat Dinner 2
220 30.14 3.09 Female Yes Sat Dinner 4
221 12.16 2.2 Male Yes Fri Lunch 2
222 13.42 3.48 Female Yes Fri Lunch 2
223 8.58 1.92 Male Yes Fri Lunch 1
224 15.98 3 Female No Fri Lunch 3
225 13.42 1.58 Male Yes Fri Lunch 2
226 16.27 2.5 Female Yes Fri Lunch 2
227 10.09 2 Female Yes Fri Lunch 2
228 20.45 3 Male No Sat Dinner 4
229 13.28 2.72 Male No Sat Dinner 2
230 22.12 2.88 Female Yes Sat Dinner 2
231 24.01 2 Male Yes Sat Dinner 4
232 15.69 3 Male Yes Sat Dinner 3
233 11.61 3.39 Male No Sat Dinner 2
234 10.77 1.47 Male No Sat Dinner 2
235 15.53 3 Male Yes Sat Dinner 2
236 10.07 1.25 Male No Sat Dinner 2
237 12.6 1 Male Yes Sat Dinner 2
238 32.83 1.17 Male Yes Sat Dinner 2
239 35.83 4.67 Female No Sat Dinner 3
240 29.03 5.92 Male No Sat Dinner 3
241 27.18 2 Female Yes Sat Dinner 2
242 22.67 2 Male Yes Sat Dinner 2
243 17.82 1.75 Male No Sat Dinner 2
244 18.78 3 Female No Thur Dinner 2