| ,age,sex,bmi,children,smoker,region,charges | |
| 0,46,female,34.954531837002605,3,no,northwest,9486.33150663131 | |
| 1,46,female,36.35708247270025,3,no,southeast,9781.276233571814 | |
| 2,57,female,34.95453183713902,3,no,northwest,9412.003787072907 | |
| 3,57,female,24.763940078975086,0,no,southwest,10004.021142368565 | |
| 4,57,female,24.763940079050087,0,no,northwest,9701.6982490302 | |
| 5,46,female,29.80910857246021,0,no,southeast,11020.31477589177 | |
| 6,21,female,34.954531836960406,3,no,northeast,2470.769673913331 | |
| 7,21,female,29.809108572388343,0,no,southeast,9912.441695710299 | |
| 8,21,female,24.763940078934915,0,no,southeast,9570.316757087508 | |
| 9,57,female,34.954531837470114,0,no,northeast,10040.89516393934 | |
| 10,57,female,34.95453183775682,3,no,northwest,9422.91843314545 | |
| 11,30,female,34.95453183700568,0,no,northeast,9908.990125540577 | |
| 12,57,female,24.763940078976468,0,no,southwest,9842.575253337262 | |
| 13,46,male,34.95453183729058,0,no,northwest,7386.71495279854 | |
| 14,21,female,24.763940078934944,3,no,southeast,2496.2283030121707 | |
| 15,57,female,36.35708247337453,3,no,southeast,10058.15913858123 | |
| 16,46,female,29.809108572446682,2,no,northwest,7208.002892941153 | |
| 17,57,female,34.95453183799256,2,no,northeast,9419.37610180168 | |
| 18,46,female,29.8091085724175,2,no,northwest,7488.426325108222 | |
| 19,57,female,24.763940078996903,0,no,southwest,12980.431373078025 | |
| 20,46,female,24.763940079200573,3,no,southeast,9557.998999825626 | |
| 21,57,female,36.357082472675344,3,no,southeast,11640.206492006328 | |
| 22,21,female,29.809108572388343,3,no,southeast,2537.9010086698395 | |
| 23,30,female,24.763940078934954,3,no,northwest,2471.4911996454307 | |
| 24,46,female,24.763940079041205,2,no,northwest,9517.625855310791 | |
| 25,46,female,24.763940079130528,0,no,southwest,9465.079029476783 | |
| 26,57,female,36.35708247267571,3,no,southeast,11764.993914474997 | |
| 27,46,female,24.763940078946863,0,no,southwest,7390.113250822433 | |
| 28,46,female,34.95453183812676,0,no,northeast,7807.242423958711 | |
| 29,21,female,24.76394007893491,0,no,northwest,2476.2820211983226 | |
| 30,57,female,34.95453183969366,0,no,northeast,10841.004982062754 | |
| 31,21,female,24.76394007893521,3,no,northwest,2474.1058254624695 | |
| 32,46,female,29.80910857240137,2,no,northwest,7234.853721702909 | |
| 33,46,female,24.763940078946845,2,no,southwest,7348.743025802972 | |
| 34,57,female,34.95453183716094,0,no,northeast,11136.368159461907 | |
| 35,46,female,24.76394007896308,0,no,southwest,9531.335715045083 | |
| 36,57,female,24.76394007899521,0,no,southwest,9506.533915222073 | |
| 37,46,female,36.35708247277522,3,no,southeast,10565.510415440905 | |
| 38,46,female,36.35708247301696,3,no,southeast,9769.939632402455 | |
| 39,46,female,24.76394007894896,0,no,southwest,7838.813345566516 | |
| 40,57,female,34.954531838695075,0,no,northeast,13261.178696593164 | |
| 41,57,female,24.763940078968904,0,no,northwest,9722.36053292905 | |
| 42,46,female,29.809108572443638,0,no,southeast,11685.503630480123 | |
| 43,57,female,24.76394007944214,0,no,northwest,9529.06684919201 | |
| 44,46,female,29.80910857239961,0,no,northwest,7263.938061299443 | |
| 45,57,female,24.76394007897286,0,no,southwest,9939.404395350326 | |
| 46,21,female,24.76394007893491,0,no,northwest,2477.1009944297994 | |
| 47,57,female,24.76394007893582,0,no,southwest,10112.436070424 | |
| 48,46,male,24.76394007897129,0,no,northwest,7404.697862651912 | |
| 49,57,female,34.95453183730963,0,no,northeast,9627.142838355763 | |
| 50,46,female,24.76394007898032,0,no,southwest,7740.611985442877 | |
| 51,46,female,34.954531837853196,2,no,northeast,7662.587170238659 | |
| 52,46,female,29.809108572553804,3,no,southeast,10880.37511894433 | |
| 53,57,female,29.80910857238843,0,no,southeast,11146.554098775434 | |
| 54,21,female,24.763940078934944,0,no,northeast,10074.320443743381 | |
| 55,46,female,29.809108572399104,3,no,southwest,7383.404939207685 | |
| 56,57,female,24.763940079005895,0,no,northwest,9944.167063336232 | |
| 57,21,female,24.76394007893493,0,no,southwest,9847.419913972186 | |
| 58,57,female,24.76394007903141,3,no,northwest,9434.20091770232 | |
| 59,21,female,24.76394007893493,3,no,northwest,2470.564690742171 | |
| 60,21,female,29.80910857238838,0,no,southeast,11273.828822925228 | |
| 61,46,female,29.809108572431832,0,no,southwest,11390.655160957469 | |
| 62,46,female,24.76394007897353,0,no,southwest,10535.46591670798 | |
| 63,30,female,34.95453183696067,3,no,northeast,2472.083881448713 | |
| 64,57,female,24.763940078936013,0,no,southeast,10070.603093250102 | |
| 65,57,female,36.357082472675444,3,no,southeast,12770.583208556056 | |
| 66,21,female,29.80910857238834,2,no,southeast,2502.5996169944265 | |
| 67,46,female,24.763940079038886,0,no,southwest,9489.183325898788 | |
| 68,21,female,34.95453183696038,3,no,northeast,2471.287603583137 | |
| 69,57,female,24.763940078963184,0,no,southwest,9637.925909007936 | |
| 70,57,female,34.95453183936388,0,no,northeast,9589.315028190718 | |
| 71,46,male,24.763940078974663,0,no,northwest,7630.829969222581 | |
| 72,57,female,24.763940079331558,3,no,southeast,9479.801361099047 | |
| 73,46,female,36.35708247272935,3,no,southeast,10206.474629767847 | |
| 74,57,female,24.763940078935587,0,no,southeast,9582.363751028526 | |
| 75,46,female,34.954531837328304,2,no,northwest,7259.868299418134 | |
| 76,21,female,36.357082472704185,3,no,northwest,9506.330633735113 | |
| 77,46,female,24.763940078954008,0,no,southwest,7232.053582617405 | |
| 78,21,female,24.76394007893502,0,no,southwest,10238.16215174561 | |
| 79,46,female,24.763940078975757,0,no,southwest,9713.298616204745 | |
| 80,21,female,24.763940078934958,0,no,northeast,9534.456752142041 | |
| 81,46,female,24.7639400789858,0,no,southwest,7213.16921534598 | |
| 82,57,female,29.809108572389277,0,no,southeast,13667.534158903374 | |
| 83,21,female,24.763940078934912,0,no,northwest,9583.763139724784 | |
| 84,46,male,24.76394007895385,0,no,southwest,7330.751311263154 | |
| 85,46,female,24.763940078955144,0,no,northwest,7327.367406679161 | |
| 86,57,female,24.76394007895612,0,no,southwest,9921.667928516 | |
| 87,21,female,36.35708247267673,2,no,southeast,11060.653466448786 | |
| 88,21,female,24.76394007894819,1,no,northwest,9446.832701949968 | |
| 89,57,female,24.763940080738,3,no,northwest,9413.345617074392 | |
| 90,21,female,29.80910857238834,2,no,southeast,2659.9501224973883 | |
| 91,46,female,36.35708247280497,0,no,southeast,12239.651806327152 | |
| 92,57,female,24.763940078959184,0,no,southwest,10154.218836405009 | |
| 93,57,female,24.763940078941673,0,no,southeast,10453.201572752836 | |
| 94,57,female,24.76394007894335,0,no,southwest,10194.961049677007 | |
| 95,30,female,24.763940078941232,3,no,northwest,9402.815780573535 | |
| 96,30,female,34.95453183697788,0,no,northeast,9513.796478260467 | |
| 97,21,female,24.76394007893491,0,no,northwest,2478.86765256512 | |
| 98,57,female,24.76394007899964,3,no,southeast,9429.07358283835 | |
| 99,57,female,29.809108572426677,0,no,southeast,14951.390401905774 | |
| 100,57,female,29.80910857238925,0,no,southeast,10755.8671064836 | |
| 101,46,female,24.763940078952764,0,no,southwest,8032.197971975157 | |
| 102,21,female,24.763940078934993,0,no,northeast,2490.279590125574 | |
| 103,46,male,24.763940078976553,0,no,northwest,7585.521287789928 | |
| 104,57,female,24.76394007895775,0,no,southwest,9794.491114139217 | |
| 105,46,female,36.357082472685605,3,no,northwest,9708.38942991615 | |
| 106,46,male,34.95453183717765,0,no,northeast,8493.278681227395 | |
| 107,46,female,24.763940078967295,0,no,southwest,9806.700690591257 | |
| 108,46,female,24.76394007900026,0,no,northwest,7215.256935742588 | |
| 109,30,female,24.763940078935008,0,no,northeast,2475.389698147576 | |
| 110,57,female,24.763940078986383,0,no,southwest,10244.109917142245 | |
| 111,21,female,24.76394007893491,0,no,northeast,2551.136490888406 | |
| 112,30,female,24.7639400789402,0,no,northeast,10158.026315721554 | |
| 113,57,female,29.80910857238853,0,no,southeast,11809.747124662916 | |
| 114,57,female,34.954531837068934,0,no,northeast,10953.070628510412 | |
| 115,21,male,36.35708247273137,1,no,southeast,9532.365145437354 | |
| 116,46,female,24.763940079046584,2,no,northwest,9471.603826633587 | |
| 117,57,female,24.763940078981665,0,no,southwest,9924.514764588195 | |
| 118,46,female,29.809108572396674,2,no,northwest,7352.471684233048 | |
| 119,21,male,24.76394007893491,2,no,northwest,2470.121655616508 | |
| 120,21,female,36.35708247275423,1,no,southeast,9717.60394371663 | |
| 121,57,female,29.809108572389857,0,no,southeast,16752.19134771419 | |
| 122,21,male,24.76394007893491,0,no,northwest,2479.4184676195487 | |
| 123,57,female,24.76394007905576,0,no,northwest,9443.95130429868 | |
| 124,57,female,34.95453183793223,0,no,northeast,9628.10688176513 | |
| 125,46,female,24.76394007894883,0,no,northwest,7273.684220595845 | |
| 126,57,female,34.95453183745869,0,no,northeast,9525.166854666033 | |
| 127,21,male,24.76394007893491,0,no,northwest,2473.3324127351725 | |
| 0,57,female,24.763940078935974,3,no,southeast,9871.841931029998 | |
| 1,21,female,24.763940078941076,0,no,northwest,10103.351472952436 | |
| 2,57,female,34.954531837100404,3,no,northeast,9440.666972914001 | |
| 3,57,female,34.95453183740657,2,no,northeast,9443.189588888603 | |
| 4,46,female,24.763940079009345,0,no,northwest,9676.66597547987 | |
| 5,57,female,34.95453183955991,3,no,northeast,9493.39497360426 | |
| 6,46,female,24.763940078983474,0,no,southwest,9696.058366122901 | |
| 7,21,female,24.763940078934915,0,no,northwest,9631.184394371923 | |
| 8,57,female,34.954531837310135,0,no,northeast,10600.183884454545 | |
| 9,57,female,34.954531837377765,0,no,northeast,9577.574262344648 | |
| 10,21,female,34.954531836960406,0,no,northeast,2475.116665681739 | |
| 11,46,female,24.763940078958186,0,no,southwest,9751.030683129842 | |
| 12,57,female,24.76394007919572,2,no,northwest,9406.862129557627 | |
| 13,21,female,34.95453183696338,1,no,northwest,2481.281209635194 | |
| 14,57,female,24.763940079164865,2,no,northwest,9400.680444969812 | |
| 15,57,female,34.9545318382283,0,no,northeast,10009.528471063986 | |
| 16,21,female,24.76394007893491,3,no,northwest,2469.330805490544 | |
| 17,46,female,34.9545318375308,2,no,northwest,7235.09058433484 | |
| 18,46,female,24.763940078953024,0,no,southwest,7459.9333468865025 | |
| 19,57,female,36.35708247287389,3,no,southeast,9756.324098573874 | |
| 20,46,female,36.357082472691765,2,no,northwest,7272.983948638178 | |
| 21,57,female,34.95453183975903,0,no,northeast,9927.365272103829 | |
| 22,46,male,34.954531837199205,0,no,northwest,7702.602765440468 | |
| 23,57,female,24.763940078935054,0,no,southwest,10877.261914732462 | |
| 24,21,female,34.95453183696504,3,no,northwest,2483.283650966417 | |
| 25,57,female,24.763940078973498,0,no,southwest,9921.350767074331 | |
| 26,57,female,24.763940079304177,3,no,southeast,9518.512243505449 | |
| 27,21,female,29.80910857238834,2,no,northwest,2482.977525375319 | |
| 28,57,female,34.95453183762246,0,no,northeast,9673.376144024915 | |
| 29,57,female,36.357082472750065,3,no,southeast,9728.96355891323 | |
| 30,21,female,34.95453183696042,0,no,northeast,2477.3052448299213 | |
| 31,46,female,29.809108572441463,0,no,southeast,12986.566305361497 | |
| 32,57,female,29.809108572388695,0,no,southeast,11045.74910798427 | |
| 33,57,female,24.76394007911724,0,no,northwest,9941.571567237163 | |
| 34,21,male,24.76394007893491,3,no,northwest,2469.67380278218 | |
| 35,57,female,34.954531837384295,0,no,northeast,10691.792759517959 | |
| 36,57,female,24.76394007900439,0,no,northwest,9878.624631694885 | |
| 37,21,female,24.76394007893519,0,no,southeast,9891.427577230255 | |
| 38,57,female,24.76394007939158,2,no,northwest,9427.2289855928 | |
| 39,57,female,34.95453183802803,0,no,northeast,10446.71010953352 | |
| 40,46,male,24.763940078948348,0,no,southwest,7506.434694443813 | |
| 41,46,male,24.76394007898387,0,no,northwest,7579.0513950589775 | |
| 42,21,female,36.35708247267467,2,no,southeast,2798.887259892364 | |
| 43,57,female,24.763940079010094,0,no,northwest,9741.022198635577 | |
| 44,21,female,29.80910857238837,3,no,southwest,2476.7668094689852 | |
| 45,46,female,24.763940078958058,2,no,northwest,9457.114278313757 | |
| 46,57,female,24.763940079018443,0,no,southwest,9475.48052792635 | |
| 47,46,male,34.9545318370606,0,no,northwest,8144.791152248739 | |
| 48,57,female,29.80910857241754,0,no,southeast,10528.580141351631 | |
| 49,21,male,29.809108572388343,1,no,northwest,2477.305074298354 | |
| 50,57,female,24.76394007905963,0,no,northwest,10531.803861139173 | |
| 51,46,male,24.763940078962058,0,no,southwest,7567.876007340268 | |
| 52,46,female,29.809108572412445,2,no,northwest,7202.936811233165 | |
| 53,57,female,24.76394007895113,0,no,southwest,9684.925369029868 | |
| 54,57,female,24.76394007904094,0,no,southwest,9480.171391514228 | |
| 55,46,female,24.763940078944163,0,no,southwest,7386.623777651301 | |
| 56,57,female,24.7639400789839,0,no,southwest,9822.35319237849 | |
| 57,46,female,29.809108572394315,2,no,southwest,7274.158525427596 | |
| 58,46,female,29.80910857245127,0,no,southeast,14658.32819649403 | |
| 59,21,female,34.95453183696038,3,no,northeast,2471.514451363205 | |
| 60,21,female,24.763940078934915,2,no,northwest,2470.899573567002 | |
| 61,21,female,24.763940078934965,3,no,southeast,9585.090546055646 | |
| 62,21,female,36.357082472674755,2,no,southeast,2926.3520107143754 | |
| 63,21,female,24.76394007893558,3,no,southwest,9426.144694071701 | |
| 64,46,female,34.95453183757465,2,no,northeast,7496.775378869707 | |
| 65,30,female,34.95453183709526,0,no,northeast,9866.53212944787 | |
| 66,57,female,24.763940078965966,0,no,southeast,11159.345689234913 | |
| 67,46,female,36.357082472701016,3,no,northwest,9664.34719597237 | |
| 68,46,male,34.95453183699468,0,no,northwest,7543.839760182926 | |
| 69,57,female,29.8091085723928,0,no,southeast,18118.387287790945 | |
| 70,57,female,24.763940078972386,0,no,northwest,9760.444425230255 | |
| 71,30,female,24.763940078939267,0,no,northeast,9520.004565517629 | |
| 72,57,female,29.809108572391054,0,no,southeast,13711.134746580821 | |
| 73,21,female,24.763940079016535,3,no,southeast,9461.068471863446 | |
| 74,46,female,29.809108572500346,0,no,southeast,13265.348216247525 | |
| 75,21,female,24.76394007893491,0,no,northwest,9554.867382324104 | |
| 76,46,female,24.76394007894605,0,no,southwest,7142.584392324686 | |
| 77,46,female,36.357082473221745,3,no,northwest,9448.045621756277 | |
| 78,57,female,24.763940078968616,0,no,northwest,9747.499081666525 | |
| 79,46,female,24.76394007895941,0,no,southwest,9599.200581206867 | |
| 80,57,female,24.76394007899664,0,no,northwest,9989.95756755579 | |
| 81,57,female,24.763940079008353,0,no,northwest,9609.969807186784 | |
| 82,57,female,24.763940078969657,0,no,southwest,9974.76482099706 | |
| 83,57,female,24.76394007893543,0,no,southwest,9923.789368214988 | |
| 84,46,female,34.95453183717887,2,no,northwest,7162.9996920172935 | |
| 85,21,female,24.76394007893493,0,no,northwest,9551.006895359224 | |
| 86,46,female,29.809108572448242,2,no,northwest,7301.076746408943 | |
| 87,57,female,34.95453184024047,0,no,northeast,9632.073313561992 | |
| 88,46,female,29.809108572505142,0,no,southeast,11244.284053333964 | |
| 89,46,female,24.763940078949688,2,no,northwest,9580.614399234251 | |
| 90,21,female,29.80910857238834,3,no,southeast,2688.2143414022453 | |
| 91,46,female,24.76394007896851,0,no,southwest,9516.730664964962 | |
| 92,46,male,34.954531837157845,0,no,northwest,8118.492809744387 | |
| 93,46,male,24.76394007896426,0,no,northwest,7351.135263621059 | |
| 94,57,female,24.763940080138237,0,no,northwest,9398.562911876348 | |
| 95,57,female,36.35708247274084,3,no,southeast,9783.430729796664 | |
| 96,57,female,24.76394007894474,0,no,northwest,9526.198006617977 | |
| 97,46,male,34.954531837077724,0,no,northwest,7538.390856873629 | |
| 98,57,female,36.35708247268277,3,no,southeast,10828.40261600286 | |
| 99,57,female,24.763940079434285,3,no,northwest,9402.191543005403 | |
| 100,21,female,24.763940078934915,0,no,northeast,10145.31710800226 | |
| 101,46,male,24.76394007896588,0,no,northwest,7517.684567739177 | |
| 102,57,female,34.95453183805401,0,no,northeast,11462.701137915228 | |
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