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age
int64
1
64
bmi
float64
1
52.6
children
int64
0
5
sex
stringclasses
2 values
smoker
stringclasses
2 values
region
stringclasses
4 values
charges
float64
-11,569.74
40.9k
18
50
1
female
yes
northwest
33,254.701565
44
30.69
2
male
no
southeast
9,895.184004
30
28.405
1
female
no
northwest
5,407.76752
43
27.8
0
male
yes
southwest
31,312.647055
42
37.18
2
male
no
southeast
11,568.963255
50
26.41
0
male
no
northwest
9,430.91152
28
17.29
0
female
no
northeast
1,092.430936
30
27.93
0
female
no
northeast
5,193.047101
45
39.805
0
male
no
northeast
13,032.065051
59
37.1
1
male
no
southwest
15,333.369009
31
29.1
0
female
no
southwest
5,034.621738
36
30.02
0
female
no
northwest
7,068.747443
26
31.065
0
male
no
northwest
4,832.66041
27
24.75
0
female
yes
southeast
26,343.430227
54
28.88
2
female
no
northeast
12,531.259532
43
30.685
2
female
no
northwest
9,942.301498
60
35.1
0
female
no
southwest
14,509.472519
30
31.57
3
male
no
southeast
7,019.444352
30
43.12
2
female
no
southeast
10,506.176235
25
20.8
1
female
no
southwest
1,120.178105
22
21.28
3
female
no
northwest
1,800.735008
28
31.68
0
male
yes
southeast
28,917.865626
22
32.11
0
male
no
northwest
4,157.019303
39
32.8
0
female
no
southwest
8,337.669827
47
26.125
1
female
yes
northeast
33,029.589683
30
25.46
0
male
no
northeast
4,341.836806
45
25.175
2
female
no
northeast
8,969.550274
18
26.315
0
female
no
northeast
1,564.934159
30
23.655
3
female
yes
northwest
28,308.264321
44
38.06
1
male
no
southeast
11,954.277329
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27.5
2
female
no
southwest
4,574.904104
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male
no
northeast
11,122.748452
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27.06
0
male
yes
southeast
26,846.546625
22
23.18
0
female
no
northeast
1,536.051832
33
35.75
2
male
no
southeast
8,774.139553
55
27.645
0
male
no
northwest
11,132.099351
43
26.7
2
female
yes
southwest
31,810.994506
43
35.97
3
male
yes
southeast
35,494.464612
28
23.845
2
female
no
northwest
3,781.952855
31
27.645
2
male
no
northeast
6,185.917304
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29.64
1
male
no
northeast
5,919.18675
64
40.48
0
male
no
southeast
17,484.276638
57
31.825
0
female
no
northwest
13,073.689322
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33.25
0
female
no
northeast
12,896.820711
32
28.93
0
female
no
southeast
5,386.226768
47
25.41
1
male
yes
southeast
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39.52
0
male
no
northwest
12,308.340641
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no
southwest
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no
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female
no
northwest
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male
no
southeast
13,861.17887
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35.245
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male
no
northeast
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64
22.99
0
female
yes
southeast
35,258.248451
25
25.74
0
male
no
southeast
2,493.479894
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male
no
southwest
3,280.691784
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no
northwest
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male
no
southeast
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male
yes
southeast
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33
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female
no
southeast
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36
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female
no
southeast
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female
no
southwest
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female
no
northwest
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25.6
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male
no
southwest
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female
no
southwest
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male
no
southwest
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female
no
southwest
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female
yes
northwest
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28.6
5
female
no
southwest
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male
yes
northeast
35,278.073871
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36.86
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female
yes
northwest
38,670.012704
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36.385
3
female
no
northwest
14,344.813474
18
29.165
0
female
no
northeast
2,525.647932
21
16.815
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female
no
northeast
-441.239183
49
21.3
1
female
no
southwest
7,456.141321
19
17.48
0
male
no
northwest
-1,545.571849
31
25.935
1
male
no
northwest
4,813.532931
54
47.41
0
female
yes
southeast
40,920.291512
36
26.885
0
female
no
northwest
6,011.962293
64
37.905
0
male
no
northwest
16,903.450287
45
25.7
3
female
no
southwest
8,762.003294
19
31.92
0
male
yes
northwest
26,973.173457
56
25.65
0
female
no
northwest
10,735.167107
47
45.32
1
female
no
southeast
15,191.088065
32
29.8
2
female
no
southwest
6,378.119797
25
24.3
3
female
no
southwest
3,150.559604
46
48.07
2
female
no
northeast
16,944.259957
54
32.68
0
female
no
northeast
12,961.653662
60
18.335
0
female
no
northeast
9,667.91524
33
27.455
2
male
no
northwest
6,265.143805
21
36.85
0
male
no
southeast
5,210.675323
32
28.93
1
male
yes
southeast
29,444.042715
50
32.11
2
male
no
northeast
12,573.57396
23
36.67
2
female
yes
northeast
30,842.092487
32
33.63
1
male
yes
northeast
31,686.242006
49
28.69
3
male
no
northwest
11,218.343184
22
33.77
0
male
no
southeast
4,429.405969
29
22.515
3
male
no
northeast
4,367.959885
19
20.6
0
female
no
southwest
-914.373424
23
27.36
1
male
no
northwest
3,238.084171
25
32.23
1
female
no
southeast
5,125.081032
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