From c167c640ba756b6a9dfa30c313335a24e3f0bdb5 Mon Sep 17 00:00:00 2001 From: Nannous Date: Wed, 15 Feb 2023 22:45:24 +0100 Subject: [PATCH] week 21homework --- insurance.csv | 1339 +++++ solution.ipynb | 13428 +++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 14767 insertions(+) create mode 100644 insurance.csv create mode 100644 solution.ipynb diff --git a/insurance.csv b/insurance.csv new file mode 100644 index 0000000..04bc36e --- /dev/null +++ b/insurance.csv @@ -0,0 +1,1339 @@ +age,sex,bmi,children,smoker,region,charges +19,female,27.9,0,yes,southwest,16884.924 +18,male,33.77,1,no,southeast,1725.5523 +28,male,33,3,no,southeast,4449.462 +33,male,22.705,0,no,northwest,21984.47061 +32,male,28.88,0,no,northwest,3866.8552 +31,female,25.74,0,no,southeast,3756.6216 +46,female,33.44,1,no,southeast,8240.5896 +37,female,27.74,3,no,northwest,7281.5056 +37,male,29.83,2,no,northeast,6406.4107 +60,female,25.84,0,no,northwest,28923.13692 +25,male,26.22,0,no,northeast,2721.3208 +62,female,26.29,0,yes,southeast,27808.7251 +23,male,34.4,0,no,southwest,1826.843 +56,female,39.82,0,no,southeast,11090.7178 +27,male,42.13,0,yes,southeast,39611.7577 +19,male,24.6,1,no,southwest,1837.237 +52,female,30.78,1,no,northeast,10797.3362 +23,male,23.845,0,no,northeast,2395.17155 +56,male,40.3,0,no,southwest,10602.385 +30,male,35.3,0,yes,southwest,36837.467 +60,female,36.005,0,no,northeast,13228.84695 +30,female,32.4,1,no,southwest,4149.736 +18,male,34.1,0,no,southeast,1137.011 +34,female,31.92,1,yes,northeast,37701.8768 +37,male,28.025,2,no,northwest,6203.90175 +59,female,27.72,3,no,southeast,14001.1338 +63,female,23.085,0,no,northeast,14451.83515 +55,female,32.775,2,no,northwest,12268.63225 +23,male,17.385,1,no,northwest,2775.19215 +31,male,36.3,2,yes,southwest,38711 +22,male,35.6,0,yes,southwest,35585.576 +18,female,26.315,0,no,northeast,2198.18985 +19,female,28.6,5,no,southwest,4687.797 +63,male,28.31,0,no,northwest,13770.0979 +28,male,36.4,1,yes,southwest,51194.55914 +19,male,20.425,0,no,northwest,1625.43375 +62,female,32.965,3,no,northwest,15612.19335 +26,male,20.8,0,no,southwest,2302.3 +35,male,36.67,1,yes,northeast,39774.2763 +60,male,39.9,0,yes,southwest,48173.361 +24,female,26.6,0,no,northeast,3046.062 +31,female,36.63,2,no,southeast,4949.7587 +41,male,21.78,1,no,southeast,6272.4772 +37,female,30.8,2,no,southeast,6313.759 +38,male,37.05,1,no,northeast,6079.6715 +55,male,37.3,0,no,southwest,20630.28351 +18,female,38.665,2,no,northeast,3393.35635 +28,female,34.77,0,no,northwest,3556.9223 +60,female,24.53,0,no,southeast,12629.8967 +36,male,35.2,1,yes,southeast,38709.176 +18,female,35.625,0,no,northeast,2211.13075 +21,female,33.63,2,no,northwest,3579.8287 +48,male,28,1,yes,southwest,23568.272 +36,male,34.43,0,yes,southeast,37742.5757 +40,female,28.69,3,no,northwest,8059.6791 +58,male,36.955,2,yes,northwest,47496.49445 +58,female,31.825,2,no,northeast,13607.36875 +18,male,31.68,2,yes,southeast,34303.1672 +53,female,22.88,1,yes,southeast,23244.7902 +34,female,37.335,2,no,northwest,5989.52365 +43,male,27.36,3,no,northeast,8606.2174 +25,male,33.66,4,no,southeast,4504.6624 +64,male,24.7,1,no,northwest,30166.61817 +28,female,25.935,1,no,northwest,4133.64165 +20,female,22.42,0,yes,northwest,14711.7438 +19,female,28.9,0,no,southwest,1743.214 +61,female,39.1,2,no,southwest,14235.072 +40,male,26.315,1,no,northwest,6389.37785 +40,female,36.19,0,no,southeast,5920.1041 +28,male,23.98,3,yes,southeast,17663.1442 +27,female,24.75,0,yes,southeast,16577.7795 +31,male,28.5,5,no,northeast,6799.458 +53,female,28.1,3,no,southwest,11741.726 +58,male,32.01,1,no,southeast,11946.6259 +44,male,27.4,2,no,southwest,7726.854 +57,male,34.01,0,no,northwest,11356.6609 +29,female,29.59,1,no,southeast,3947.4131 +21,male,35.53,0,no,southeast,1532.4697 +22,female,39.805,0,no,northeast,2755.02095 +41,female,32.965,0,no,northwest,6571.02435 +31,male,26.885,1,no,northeast,4441.21315 +45,female,38.285,0,no,northeast,7935.29115 +22,male,37.62,1,yes,southeast,37165.1638 +48,female,41.23,4,no,northwest,11033.6617 +37,female,34.8,2,yes,southwest,39836.519 +45,male,22.895,2,yes,northwest,21098.55405 +57,female,31.16,0,yes,northwest,43578.9394 +56,female,27.2,0,no,southwest,11073.176 +46,female,27.74,0,no,northwest,8026.6666 +55,female,26.98,0,no,northwest,11082.5772 +21,female,39.49,0,no,southeast,2026.9741 +53,female,24.795,1,no,northwest,10942.13205 +59,male,29.83,3,yes,northeast,30184.9367 +35,male,34.77,2,no,northwest,5729.0053 +64,female,31.3,2,yes,southwest,47291.055 +28,female,37.62,1,no,southeast,3766.8838 +54,female,30.8,3,no,southwest,12105.32 +55,male,38.28,0,no,southeast,10226.2842 +56,male,19.95,0,yes,northeast,22412.6485 +38,male,19.3,0,yes,southwest,15820.699 +41,female,31.6,0,no,southwest,6186.127 +30,male,25.46,0,no,northeast,3645.0894 +18,female,30.115,0,no,northeast,21344.8467 +61,female,29.92,3,yes,southeast,30942.1918 +34,female,27.5,1,no,southwest,5003.853 +20,male,28.025,1,yes,northwest,17560.37975 +19,female,28.4,1,no,southwest,2331.519 +26,male,30.875,2,no,northwest,3877.30425 +29,male,27.94,0,no,southeast,2867.1196 +63,male,35.09,0,yes,southeast,47055.5321 +54,male,33.63,1,no,northwest,10825.2537 +55,female,29.7,2,no,southwest,11881.358 +37,male,30.8,0,no,southwest,4646.759 +21,female,35.72,0,no,northwest,2404.7338 +52,male,32.205,3,no,northeast,11488.31695 +60,male,28.595,0,no,northeast,30259.99556 +58,male,49.06,0,no,southeast,11381.3254 +29,female,27.94,1,yes,southeast,19107.7796 +49,female,27.17,0,no,southeast,8601.3293 +37,female,23.37,2,no,northwest,6686.4313 +44,male,37.1,2,no,southwest,7740.337 +18,male,23.75,0,no,northeast,1705.6245 +20,female,28.975,0,no,northwest,2257.47525 +44,male,31.35,1,yes,northeast,39556.4945 +47,female,33.915,3,no,northwest,10115.00885 +26,female,28.785,0,no,northeast,3385.39915 +19,female,28.3,0,yes,southwest,17081.08 +52,female,37.4,0,no,southwest,9634.538 +32,female,17.765,2,yes,northwest,32734.1863 +38,male,34.7,2,no,southwest,6082.405 +59,female,26.505,0,no,northeast,12815.44495 +61,female,22.04,0,no,northeast,13616.3586 +53,female,35.9,2,no,southwest,11163.568 +19,male,25.555,0,no,northwest,1632.56445 +20,female,28.785,0,no,northeast,2457.21115 +22,female,28.05,0,no,southeast,2155.6815 +19,male,34.1,0,no,southwest,1261.442 +22,male,25.175,0,no,northwest,2045.68525 +54,female,31.9,3,no,southeast,27322.73386 +22,female,36,0,no,southwest,2166.732 +34,male,22.42,2,no,northeast,27375.90478 +26,male,32.49,1,no,northeast,3490.5491 +34,male,25.3,2,yes,southeast,18972.495 +29,male,29.735,2,no,northwest,18157.876 +30,male,28.69,3,yes,northwest,20745.9891 +29,female,38.83,3,no,southeast,5138.2567 +46,male,30.495,3,yes,northwest,40720.55105 +51,female,37.73,1,no,southeast,9877.6077 +53,female,37.43,1,no,northwest,10959.6947 +19,male,28.4,1,no,southwest,1842.519 +35,male,24.13,1,no,northwest,5125.2157 +48,male,29.7,0,no,southeast,7789.635 +32,female,37.145,3,no,northeast,6334.34355 +42,female,23.37,0,yes,northeast,19964.7463 +40,female,25.46,1,no,northeast,7077.1894 +44,male,39.52,0,no,northwest,6948.7008 +48,male,24.42,0,yes,southeast,21223.6758 +18,male,25.175,0,yes,northeast,15518.18025 +30,male,35.53,0,yes,southeast,36950.2567 +50,female,27.83,3,no,southeast,19749.38338 +42,female,26.6,0,yes,northwest,21348.706 +18,female,36.85,0,yes,southeast,36149.4835 +54,male,39.6,1,no,southwest,10450.552 +32,female,29.8,2,no,southwest,5152.134 +37,male,29.64,0,no,northwest,5028.1466 +47,male,28.215,4,no,northeast,10407.08585 +20,female,37,5,no,southwest,4830.63 +32,female,33.155,3,no,northwest,6128.79745 +19,female,31.825,1,no,northwest,2719.27975 +27,male,18.905,3,no,northeast,4827.90495 +63,male,41.47,0,no,southeast,13405.3903 +49,male,30.3,0,no,southwest,8116.68 +18,male,15.96,0,no,northeast,1694.7964 +35,female,34.8,1,no,southwest,5246.047 +24,female,33.345,0,no,northwest,2855.43755 +63,female,37.7,0,yes,southwest,48824.45 +38,male,27.835,2,no,northwest,6455.86265 +54,male,29.2,1,no,southwest,10436.096 +46,female,28.9,2,no,southwest,8823.279 +41,female,33.155,3,no,northeast,8538.28845 +58,male,28.595,0,no,northwest,11735.87905 +18,female,38.28,0,no,southeast,1631.8212 +22,male,19.95,3,no,northeast,4005.4225 +44,female,26.41,0,no,northwest,7419.4779 +44,male,30.69,2,no,southeast,7731.4271 +36,male,41.895,3,yes,northeast,43753.33705 +26,female,29.92,2,no,southeast,3981.9768 +30,female,30.9,3,no,southwest,5325.651 +41,female,32.2,1,no,southwest,6775.961 +29,female,32.11,2,no,northwest,4922.9159 +61,male,31.57,0,no,southeast,12557.6053 +36,female,26.2,0,no,southwest,4883.866 +25,male,25.74,0,no,southeast,2137.6536 +56,female,26.6,1,no,northwest,12044.342 +18,male,34.43,0,no,southeast,1137.4697 +19,male,30.59,0,no,northwest,1639.5631 +39,female,32.8,0,no,southwest,5649.715 +45,female,28.6,2,no,southeast,8516.829 +51,female,18.05,0,no,northwest,9644.2525 +64,female,39.33,0,no,northeast,14901.5167 +19,female,32.11,0,no,northwest,2130.6759 +48,female,32.23,1,no,southeast,8871.1517 +60,female,24.035,0,no,northwest,13012.20865 +27,female,36.08,0,yes,southeast,37133.8982 +46,male,22.3,0,no,southwest,7147.105 +28,female,28.88,1,no,northeast,4337.7352 +59,male,26.4,0,no,southeast,11743.299 +35,male,27.74,2,yes,northeast,20984.0936 +63,female,31.8,0,no,southwest,13880.949 +40,male,41.23,1,no,northeast,6610.1097 +20,male,33,1,no,southwest,1980.07 +40,male,30.875,4,no,northwest,8162.71625 +24,male,28.5,2,no,northwest,3537.703 +34,female,26.73,1,no,southeast,5002.7827 +45,female,30.9,2,no,southwest,8520.026 +41,female,37.1,2,no,southwest,7371.772 +53,female,26.6,0,no,northwest,10355.641 +27,male,23.1,0,no,southeast,2483.736 +26,female,29.92,1,no,southeast,3392.9768 +24,female,23.21,0,no,southeast,25081.76784 +34,female,33.7,1,no,southwest,5012.471 +53,female,33.25,0,no,northeast,10564.8845 +32,male,30.8,3,no,southwest,5253.524 +19,male,34.8,0,yes,southwest,34779.615 +42,male,24.64,0,yes,southeast,19515.5416 +55,male,33.88,3,no,southeast,11987.1682 +28,male,38.06,0,no,southeast,2689.4954 +58,female,41.91,0,no,southeast,24227.33724 +41,female,31.635,1,no,northeast,7358.17565 +47,male,25.46,2,no,northeast,9225.2564 +42,female,36.195,1,no,northwest,7443.64305 +59,female,27.83,3,no,southeast,14001.2867 +19,female,17.8,0,no,southwest,1727.785 +59,male,27.5,1,no,southwest,12333.828 +39,male,24.51,2,no,northwest,6710.1919 +40,female,22.22,2,yes,southeast,19444.2658 +18,female,26.73,0,no,southeast,1615.7667 +31,male,38.39,2,no,southeast,4463.2051 +19,male,29.07,0,yes,northwest,17352.6803 +44,male,38.06,1,no,southeast,7152.6714 +23,female,36.67,2,yes,northeast,38511.6283 +33,female,22.135,1,no,northeast,5354.07465 +55,female,26.8,1,no,southwest,35160.13457 +40,male,35.3,3,no,southwest,7196.867 +63,female,27.74,0,yes,northeast,29523.1656 +54,male,30.02,0,no,northwest,24476.47851 +60,female,38.06,0,no,southeast,12648.7034 +24,male,35.86,0,no,southeast,1986.9334 +19,male,20.9,1,no,southwest,1832.094 +29,male,28.975,1,no,northeast,4040.55825 +18,male,17.29,2,yes,northeast,12829.4551 +63,female,32.2,2,yes,southwest,47305.305 +54,male,34.21,2,yes,southeast,44260.7499 +27,male,30.3,3,no,southwest,4260.744 +50,male,31.825,0,yes,northeast,41097.16175 +55,female,25.365,3,no,northeast,13047.33235 +56,male,33.63,0,yes,northwest,43921.1837 +38,female,40.15,0,no,southeast,5400.9805 +51,male,24.415,4,no,northwest,11520.09985 +19,male,31.92,0,yes,northwest,33750.2918 +58,female,25.2,0,no,southwest,11837.16 +20,female,26.84,1,yes,southeast,17085.2676 +52,male,24.32,3,yes,northeast,24869.8368 +19,male,36.955,0,yes,northwest,36219.40545 +53,female,38.06,3,no,southeast,20462.99766 +46,male,42.35,3,yes,southeast,46151.1245 +40,male,19.8,1,yes,southeast,17179.522 +59,female,32.395,3,no,northeast,14590.63205 +45,male,30.2,1,no,southwest,7441.053 +49,male,25.84,1,no,northeast,9282.4806 +18,male,29.37,1,no,southeast,1719.4363 +50,male,34.2,2,yes,southwest,42856.838 +41,male,37.05,2,no,northwest,7265.7025 +50,male,27.455,1,no,northeast,9617.66245 +25,male,27.55,0,no,northwest,2523.1695 +47,female,26.6,2,no,northeast,9715.841 +19,male,20.615,2,no,northwest,2803.69785 +22,female,24.3,0,no,southwest,2150.469 +59,male,31.79,2,no,southeast,12928.7911 +51,female,21.56,1,no,southeast,9855.1314 +40,female,28.12,1,yes,northeast,22331.5668 +54,male,40.565,3,yes,northeast,48549.17835 +30,male,27.645,1,no,northeast,4237.12655 +55,female,32.395,1,no,northeast,11879.10405 +52,female,31.2,0,no,southwest,9625.92 +46,male,26.62,1,no,southeast,7742.1098 +46,female,48.07,2,no,northeast,9432.9253 +63,female,26.22,0,no,northwest,14256.1928 +59,female,36.765,1,yes,northeast,47896.79135 +52,male,26.4,3,no,southeast,25992.82104 +28,female,33.4,0,no,southwest,3172.018 +29,male,29.64,1,no,northeast,20277.80751 +25,male,45.54,2,yes,southeast,42112.2356 +22,female,28.82,0,no,southeast,2156.7518 +25,male,26.8,3,no,southwest,3906.127 +18,male,22.99,0,no,northeast,1704.5681 +19,male,27.7,0,yes,southwest,16297.846 +47,male,25.41,1,yes,southeast,21978.6769 +31,male,34.39,3,yes,northwest,38746.3551 +48,female,28.88,1,no,northwest,9249.4952 +36,male,27.55,3,no,northeast,6746.7425 +53,female,22.61,3,yes,northeast,24873.3849 +56,female,37.51,2,no,southeast,12265.5069 +28,female,33,2,no,southeast,4349.462 +57,female,38,2,no,southwest,12646.207 +29,male,33.345,2,no,northwest,19442.3535 +28,female,27.5,2,no,southwest,20177.67113 +30,female,33.33,1,no,southeast,4151.0287 +58,male,34.865,0,no,northeast,11944.59435 +41,female,33.06,2,no,northwest,7749.1564 +50,male,26.6,0,no,southwest,8444.474 +19,female,24.7,0,no,southwest,1737.376 +43,male,35.97,3,yes,southeast,42124.5153 +49,male,35.86,0,no,southeast,8124.4084 +27,female,31.4,0,yes,southwest,34838.873 +52,male,33.25,0,no,northeast,9722.7695 +50,male,32.205,0,no,northwest,8835.26495 +54,male,32.775,0,no,northeast,10435.06525 +44,female,27.645,0,no,northwest,7421.19455 +32,male,37.335,1,no,northeast,4667.60765 +34,male,25.27,1,no,northwest,4894.7533 +26,female,29.64,4,no,northeast,24671.66334 +34,male,30.8,0,yes,southwest,35491.64 +57,male,40.945,0,no,northeast,11566.30055 +29,male,27.2,0,no,southwest,2866.091 +40,male,34.105,1,no,northeast,6600.20595 +27,female,23.21,1,no,southeast,3561.8889 +45,male,36.48,2,yes,northwest,42760.5022 +64,female,33.8,1,yes,southwest,47928.03 +52,male,36.7,0,no,southwest,9144.565 +61,female,36.385,1,yes,northeast,48517.56315 +52,male,27.36,0,yes,northwest,24393.6224 +61,female,31.16,0,no,northwest,13429.0354 +56,female,28.785,0,no,northeast,11658.37915 +43,female,35.72,2,no,northeast,19144.57652 +64,male,34.5,0,no,southwest,13822.803 +60,male,25.74,0,no,southeast,12142.5786 +62,male,27.55,1,no,northwest,13937.6665 +50,male,32.3,1,yes,northeast,41919.097 +46,female,27.72,1,no,southeast,8232.6388 +24,female,27.6,0,no,southwest,18955.22017 +62,male,30.02,0,no,northwest,13352.0998 +60,female,27.55,0,no,northeast,13217.0945 +63,male,36.765,0,no,northeast,13981.85035 +49,female,41.47,4,no,southeast,10977.2063 +34,female,29.26,3,no,southeast,6184.2994 +33,male,35.75,2,no,southeast,4889.9995 +46,male,33.345,1,no,northeast,8334.45755 +36,female,29.92,1,no,southeast,5478.0368 +19,male,27.835,0,no,northwest,1635.73365 +57,female,23.18,0,no,northwest,11830.6072 +50,female,25.6,0,no,southwest,8932.084 +30,female,27.7,0,no,southwest,3554.203 +33,male,35.245,0,no,northeast,12404.8791 +18,female,38.28,0,no,southeast,14133.03775 +46,male,27.6,0,no,southwest,24603.04837 +46,male,43.89,3,no,southeast,8944.1151 +47,male,29.83,3,no,northwest,9620.3307 +23,male,41.91,0,no,southeast,1837.2819 +18,female,20.79,0,no,southeast,1607.5101 +48,female,32.3,2,no,northeast,10043.249 +35,male,30.5,1,no,southwest,4751.07 +19,female,21.7,0,yes,southwest,13844.506 +21,female,26.4,1,no,southwest,2597.779 +21,female,21.89,2,no,southeast,3180.5101 +49,female,30.78,1,no,northeast,9778.3472 +56,female,32.3,3,no,northeast,13430.265 +42,female,24.985,2,no,northwest,8017.06115 +44,male,32.015,2,no,northwest,8116.26885 +18,male,30.4,3,no,northeast,3481.868 +61,female,21.09,0,no,northwest,13415.0381 +57,female,22.23,0,no,northeast,12029.2867 +42,female,33.155,1,no,northeast,7639.41745 +26,male,32.9,2,yes,southwest,36085.219 +20,male,33.33,0,no,southeast,1391.5287 +23,female,28.31,0,yes,northwest,18033.9679 +39,female,24.89,3,yes,northeast,21659.9301 +24,male,40.15,0,yes,southeast,38126.2465 +64,female,30.115,3,no,northwest,16455.70785 +62,male,31.46,1,no,southeast,27000.98473 +27,female,17.955,2,yes,northeast,15006.57945 +55,male,30.685,0,yes,northeast,42303.69215 +55,male,33,0,no,southeast,20781.48892 +35,female,43.34,2,no,southeast,5846.9176 +44,male,22.135,2,no,northeast,8302.53565 +19,male,34.4,0,no,southwest,1261.859 +58,female,39.05,0,no,southeast,11856.4115 +50,male,25.365,2,no,northwest,30284.64294 +26,female,22.61,0,no,northwest,3176.8159 +24,female,30.21,3,no,northwest,4618.0799 +48,male,35.625,4,no,northeast,10736.87075 +19,female,37.43,0,no,northwest,2138.0707 +48,male,31.445,1,no,northeast,8964.06055 +49,male,31.35,1,no,northeast,9290.1395 +46,female,32.3,2,no,northeast,9411.005 +46,male,19.855,0,no,northwest,7526.70645 +43,female,34.4,3,no,southwest,8522.003 +21,male,31.02,0,no,southeast,16586.49771 +64,male,25.6,2,no,southwest,14988.432 +18,female,38.17,0,no,southeast,1631.6683 +51,female,20.6,0,no,southwest,9264.797 +47,male,47.52,1,no,southeast,8083.9198 +64,female,32.965,0,no,northwest,14692.66935 +49,male,32.3,3,no,northwest,10269.46 +31,male,20.4,0,no,southwest,3260.199 +52,female,38.38,2,no,northeast,11396.9002 +33,female,24.31,0,no,southeast,4185.0979 +47,female,23.6,1,no,southwest,8539.671 +38,male,21.12,3,no,southeast,6652.5288 +32,male,30.03,1,no,southeast,4074.4537 +19,male,17.48,0,no,northwest,1621.3402 +44,female,20.235,1,yes,northeast,19594.80965 +26,female,17.195,2,yes,northeast,14455.64405 +25,male,23.9,5,no,southwest,5080.096 +19,female,35.15,0,no,northwest,2134.9015 +43,female,35.64,1,no,southeast,7345.7266 +52,male,34.1,0,no,southeast,9140.951 +36,female,22.6,2,yes,southwest,18608.262 +64,male,39.16,1,no,southeast,14418.2804 +63,female,26.98,0,yes,northwest,28950.4692 +64,male,33.88,0,yes,southeast,46889.2612 +61,male,35.86,0,yes,southeast,46599.1084 +40,male,32.775,1,yes,northeast,39125.33225 +25,male,30.59,0,no,northeast,2727.3951 +48,male,30.2,2,no,southwest,8968.33 +45,male,24.31,5,no,southeast,9788.8659 +38,female,27.265,1,no,northeast,6555.07035 +18,female,29.165,0,no,northeast,7323.734819 +21,female,16.815,1,no,northeast,3167.45585 +27,female,30.4,3,no,northwest,18804.7524 +19,male,33.1,0,no,southwest,23082.95533 +29,female,20.235,2,no,northwest,4906.40965 +42,male,26.9,0,no,southwest,5969.723 +60,female,30.5,0,no,southwest,12638.195 +31,male,28.595,1,no,northwest,4243.59005 +60,male,33.11,3,no,southeast,13919.8229 +22,male,31.73,0,no,northeast,2254.7967 +35,male,28.9,3,no,southwest,5926.846 +52,female,46.75,5,no,southeast,12592.5345 +26,male,29.45,0,no,northeast,2897.3235 +31,female,32.68,1,no,northwest,4738.2682 +33,female,33.5,0,yes,southwest,37079.372 +18,male,43.01,0,no,southeast,1149.3959 +59,female,36.52,1,no,southeast,28287.89766 +56,male,26.695,1,yes,northwest,26109.32905 +45,female,33.1,0,no,southwest,7345.084 +60,male,29.64,0,no,northeast,12730.9996 +56,female,25.65,0,no,northwest,11454.0215 +40,female,29.6,0,no,southwest,5910.944 +35,male,38.6,1,no,southwest,4762.329 +39,male,29.6,4,no,southwest,7512.267 +30,male,24.13,1,no,northwest,4032.2407 +24,male,23.4,0,no,southwest,1969.614 +20,male,29.735,0,no,northwest,1769.53165 +32,male,46.53,2,no,southeast,4686.3887 +59,male,37.4,0,no,southwest,21797.0004 +55,female,30.14,2,no,southeast,11881.9696 +57,female,30.495,0,no,northwest,11840.77505 +56,male,39.6,0,no,southwest,10601.412 +40,female,33,3,no,southeast,7682.67 +49,female,36.63,3,no,southeast,10381.4787 +42,male,30,0,yes,southwest,22144.032 +62,female,38.095,2,no,northeast,15230.32405 +56,male,25.935,0,no,northeast,11165.41765 +19,male,25.175,0,no,northwest,1632.03625 +30,female,28.38,1,yes,southeast,19521.9682 +60,female,28.7,1,no,southwest,13224.693 +56,female,33.82,2,no,northwest,12643.3778 +28,female,24.32,1,no,northeast,23288.9284 +18,female,24.09,1,no,southeast,2201.0971 +27,male,32.67,0,no,southeast,2497.0383 +18,female,30.115,0,no,northeast,2203.47185 +19,female,29.8,0,no,southwest,1744.465 +47,female,33.345,0,no,northeast,20878.78443 +54,male,25.1,3,yes,southwest,25382.297 +61,male,28.31,1,yes,northwest,28868.6639 +24,male,28.5,0,yes,northeast,35147.52848 +25,male,35.625,0,no,northwest,2534.39375 +21,male,36.85,0,no,southeast,1534.3045 +23,male,32.56,0,no,southeast,1824.2854 +63,male,41.325,3,no,northwest,15555.18875 +49,male,37.51,2,no,southeast,9304.7019 +18,female,31.35,0,no,southeast,1622.1885 +51,female,39.5,1,no,southwest,9880.068 +48,male,34.3,3,no,southwest,9563.029 +31,female,31.065,0,no,northeast,4347.02335 +54,female,21.47,3,no,northwest,12475.3513 +19,male,28.7,0,no,southwest,1253.936 +44,female,38.06,0,yes,southeast,48885.13561 +53,male,31.16,1,no,northwest,10461.9794 +19,female,32.9,0,no,southwest,1748.774 +61,female,25.08,0,no,southeast,24513.09126 +18,female,25.08,0,no,northeast,2196.4732 +61,male,43.4,0,no,southwest,12574.049 +21,male,25.7,4,yes,southwest,17942.106 +20,male,27.93,0,no,northeast,1967.0227 +31,female,23.6,2,no,southwest,4931.647 +45,male,28.7,2,no,southwest,8027.968 +44,female,23.98,2,no,southeast,8211.1002 +62,female,39.2,0,no,southwest,13470.86 +29,male,34.4,0,yes,southwest,36197.699 +43,male,26.03,0,no,northeast,6837.3687 +51,male,23.21,1,yes,southeast,22218.1149 +19,male,30.25,0,yes,southeast,32548.3405 +38,female,28.93,1,no,southeast,5974.3847 +37,male,30.875,3,no,northwest,6796.86325 +22,male,31.35,1,no,northwest,2643.2685 +21,male,23.75,2,no,northwest,3077.0955 +24,female,25.27,0,no,northeast,3044.2133 +57,female,28.7,0,no,southwest,11455.28 +56,male,32.11,1,no,northeast,11763.0009 +27,male,33.66,0,no,southeast,2498.4144 +51,male,22.42,0,no,northeast,9361.3268 +19,male,30.4,0,no,southwest,1256.299 +39,male,28.3,1,yes,southwest,21082.16 +58,male,35.7,0,no,southwest,11362.755 +20,male,35.31,1,no,southeast,27724.28875 +45,male,30.495,2,no,northwest,8413.46305 +35,female,31,1,no,southwest,5240.765 +31,male,30.875,0,no,northeast,3857.75925 +50,female,27.36,0,no,northeast,25656.57526 +32,female,44.22,0,no,southeast,3994.1778 +51,female,33.915,0,no,northeast,9866.30485 +38,female,37.73,0,no,southeast,5397.6167 +42,male,26.07,1,yes,southeast,38245.59327 +18,female,33.88,0,no,southeast,11482.63485 +19,female,30.59,2,no,northwest,24059.68019 +51,female,25.8,1,no,southwest,9861.025 +46,male,39.425,1,no,northeast,8342.90875 +18,male,25.46,0,no,northeast,1708.0014 +57,male,42.13,1,yes,southeast,48675.5177 +62,female,31.73,0,no,northeast,14043.4767 +59,male,29.7,2,no,southeast,12925.886 +37,male,36.19,0,no,southeast,19214.70553 +64,male,40.48,0,no,southeast,13831.1152 +38,male,28.025,1,no,northeast,6067.12675 +33,female,38.9,3,no,southwest,5972.378 +46,female,30.2,2,no,southwest,8825.086 +46,female,28.05,1,no,southeast,8233.0975 +53,male,31.35,0,no,southeast,27346.04207 +34,female,38,3,no,southwest,6196.448 +20,female,31.79,2,no,southeast,3056.3881 +63,female,36.3,0,no,southeast,13887.204 +54,female,47.41,0,yes,southeast,63770.42801 +54,male,30.21,0,no,northwest,10231.4999 +49,male,25.84,2,yes,northwest,23807.2406 +28,male,35.435,0,no,northeast,3268.84665 +54,female,46.7,2,no,southwest,11538.421 +25,female,28.595,0,no,northeast,3213.62205 +43,female,46.2,0,yes,southeast,45863.205 +63,male,30.8,0,no,southwest,13390.559 +32,female,28.93,0,no,southeast,3972.9247 +62,male,21.4,0,no,southwest,12957.118 +52,female,31.73,2,no,northwest,11187.6567 +25,female,41.325,0,no,northeast,17878.90068 +28,male,23.8,2,no,southwest,3847.674 +46,male,33.44,1,no,northeast,8334.5896 +34,male,34.21,0,no,southeast,3935.1799 +35,female,34.105,3,yes,northwest,39983.42595 +19,male,35.53,0,no,northwest,1646.4297 +46,female,19.95,2,no,northwest,9193.8385 +54,female,32.68,0,no,northeast,10923.9332 +27,male,30.5,0,no,southwest,2494.022 +50,male,44.77,1,no,southeast,9058.7303 +18,female,32.12,2,no,southeast,2801.2588 +19,female,30.495,0,no,northwest,2128.43105 +38,female,40.565,1,no,northwest,6373.55735 +41,male,30.59,2,no,northwest,7256.7231 +49,female,31.9,5,no,southwest,11552.904 +48,male,40.565,2,yes,northwest,45702.02235 +31,female,29.1,0,no,southwest,3761.292 +18,female,37.29,1,no,southeast,2219.4451 +30,female,43.12,2,no,southeast,4753.6368 +62,female,36.86,1,no,northeast,31620.00106 +57,female,34.295,2,no,northeast,13224.05705 +58,female,27.17,0,no,northwest,12222.8983 +22,male,26.84,0,no,southeast,1664.9996 +31,female,38.095,1,yes,northeast,58571.07448 +52,male,30.2,1,no,southwest,9724.53 +25,female,23.465,0,no,northeast,3206.49135 +59,male,25.46,1,no,northeast,12913.9924 +19,male,30.59,0,no,northwest,1639.5631 +39,male,45.43,2,no,southeast,6356.2707 +32,female,23.65,1,no,southeast,17626.23951 +19,male,20.7,0,no,southwest,1242.816 +33,female,28.27,1,no,southeast,4779.6023 +21,male,20.235,3,no,northeast,3861.20965 +34,female,30.21,1,yes,northwest,43943.8761 +61,female,35.91,0,no,northeast,13635.6379 +38,female,30.69,1,no,southeast,5976.8311 +58,female,29,0,no,southwest,11842.442 +47,male,19.57,1,no,northwest,8428.0693 +20,male,31.13,2,no,southeast,2566.4707 +21,female,21.85,1,yes,northeast,15359.1045 +41,male,40.26,0,no,southeast,5709.1644 +46,female,33.725,1,no,northeast,8823.98575 +42,female,29.48,2,no,southeast,7640.3092 +34,female,33.25,1,no,northeast,5594.8455 +43,male,32.6,2,no,southwest,7441.501 +52,female,37.525,2,no,northwest,33471.97189 +18,female,39.16,0,no,southeast,1633.0444 +51,male,31.635,0,no,northwest,9174.13565 +56,female,25.3,0,no,southwest,11070.535 +64,female,39.05,3,no,southeast,16085.1275 +19,female,28.31,0,yes,northwest,17468.9839 +51,female,34.1,0,no,southeast,9283.562 +27,female,25.175,0,no,northeast,3558.62025 +59,female,23.655,0,yes,northwest,25678.77845 +28,male,26.98,2,no,northeast,4435.0942 +30,male,37.8,2,yes,southwest,39241.442 +47,female,29.37,1,no,southeast,8547.6913 +38,female,34.8,2,no,southwest,6571.544 +18,female,33.155,0,no,northeast,2207.69745 +34,female,19,3,no,northeast,6753.038 +20,female,33,0,no,southeast,1880.07 +47,female,36.63,1,yes,southeast,42969.8527 +56,female,28.595,0,no,northeast,11658.11505 +49,male,25.6,2,yes,southwest,23306.547 +19,female,33.11,0,yes,southeast,34439.8559 +55,female,37.1,0,no,southwest,10713.644 +30,male,31.4,1,no,southwest,3659.346 +37,male,34.1,4,yes,southwest,40182.246 +49,female,21.3,1,no,southwest,9182.17 +18,male,33.535,0,yes,northeast,34617.84065 +59,male,28.785,0,no,northwest,12129.61415 +29,female,26.03,0,no,northwest,3736.4647 +36,male,28.88,3,no,northeast,6748.5912 +33,male,42.46,1,no,southeast,11326.71487 +58,male,38,0,no,southwest,11365.952 +44,female,38.95,0,yes,northwest,42983.4585 +53,male,36.1,1,no,southwest,10085.846 +24,male,29.3,0,no,southwest,1977.815 +29,female,35.53,0,no,southeast,3366.6697 +40,male,22.705,2,no,northeast,7173.35995 +51,male,39.7,1,no,southwest,9391.346 +64,male,38.19,0,no,northeast,14410.9321 +19,female,24.51,1,no,northwest,2709.1119 +35,female,38.095,2,no,northeast,24915.04626 +39,male,26.41,0,yes,northeast,20149.3229 +56,male,33.66,4,no,southeast,12949.1554 +33,male,42.4,5,no,southwest,6666.243 +42,male,28.31,3,yes,northwest,32787.45859 +61,male,33.915,0,no,northeast,13143.86485 +23,female,34.96,3,no,northwest,4466.6214 +43,male,35.31,2,no,southeast,18806.14547 +48,male,30.78,3,no,northeast,10141.1362 +39,male,26.22,1,no,northwest,6123.5688 +40,female,23.37,3,no,northeast,8252.2843 +18,male,28.5,0,no,northeast,1712.227 +58,female,32.965,0,no,northeast,12430.95335 +49,female,42.68,2,no,southeast,9800.8882 +53,female,39.6,1,no,southeast,10579.711 +48,female,31.13,0,no,southeast,8280.6227 +45,female,36.3,2,no,southeast,8527.532 +59,female,35.2,0,no,southeast,12244.531 +52,female,25.3,2,yes,southeast,24667.419 +26,female,42.4,1,no,southwest,3410.324 +27,male,33.155,2,no,northwest,4058.71245 +48,female,35.91,1,no,northeast,26392.26029 +57,female,28.785,4,no,northeast,14394.39815 +37,male,46.53,3,no,southeast,6435.6237 +57,female,23.98,1,no,southeast,22192.43711 +32,female,31.54,1,no,northeast,5148.5526 +18,male,33.66,0,no,southeast,1136.3994 +64,female,22.99,0,yes,southeast,27037.9141 +43,male,38.06,2,yes,southeast,42560.4304 +49,male,28.7,1,no,southwest,8703.456 +40,female,32.775,2,yes,northwest,40003.33225 +62,male,32.015,0,yes,northeast,45710.20785 +40,female,29.81,1,no,southeast,6500.2359 +30,male,31.57,3,no,southeast,4837.5823 +29,female,31.16,0,no,northeast,3943.5954 +36,male,29.7,0,no,southeast,4399.731 +41,female,31.02,0,no,southeast,6185.3208 +44,female,43.89,2,yes,southeast,46200.9851 +45,male,21.375,0,no,northwest,7222.78625 +55,female,40.81,3,no,southeast,12485.8009 +60,male,31.35,3,yes,northwest,46130.5265 +56,male,36.1,3,no,southwest,12363.547 +49,female,23.18,2,no,northwest,10156.7832 +21,female,17.4,1,no,southwest,2585.269 +19,male,20.3,0,no,southwest,1242.26 +39,male,35.3,2,yes,southwest,40103.89 +53,male,24.32,0,no,northwest,9863.4718 +33,female,18.5,1,no,southwest,4766.022 +53,male,26.41,2,no,northeast,11244.3769 +42,male,26.125,2,no,northeast,7729.64575 +40,male,41.69,0,no,southeast,5438.7491 +47,female,24.1,1,no,southwest,26236.57997 +27,male,31.13,1,yes,southeast,34806.4677 +21,male,27.36,0,no,northeast,2104.1134 +47,male,36.2,1,no,southwest,8068.185 +20,male,32.395,1,no,northwest,2362.22905 +24,male,23.655,0,no,northwest,2352.96845 +27,female,34.8,1,no,southwest,3577.999 +26,female,40.185,0,no,northwest,3201.24515 +53,female,32.3,2,no,northeast,29186.48236 +41,male,35.75,1,yes,southeast,40273.6455 +56,male,33.725,0,no,northwest,10976.24575 +23,female,39.27,2,no,southeast,3500.6123 +21,female,34.87,0,no,southeast,2020.5523 +50,female,44.745,0,no,northeast,9541.69555 +53,male,41.47,0,no,southeast,9504.3103 +34,female,26.41,1,no,northwest,5385.3379 +47,female,29.545,1,no,northwest,8930.93455 +33,female,32.9,2,no,southwest,5375.038 +51,female,38.06,0,yes,southeast,44400.4064 +49,male,28.69,3,no,northwest,10264.4421 +31,female,30.495,3,no,northeast,6113.23105 +36,female,27.74,0,no,northeast,5469.0066 +18,male,35.2,1,no,southeast,1727.54 +50,female,23.54,2,no,southeast,10107.2206 +43,female,30.685,2,no,northwest,8310.83915 +20,male,40.47,0,no,northeast,1984.4533 +24,female,22.6,0,no,southwest,2457.502 +60,male,28.9,0,no,southwest,12146.971 +49,female,22.61,1,no,northwest,9566.9909 +60,male,24.32,1,no,northwest,13112.6048 +51,female,36.67,2,no,northwest,10848.1343 +58,female,33.44,0,no,northwest,12231.6136 +51,female,40.66,0,no,northeast,9875.6804 +53,male,36.6,3,no,southwest,11264.541 +62,male,37.4,0,no,southwest,12979.358 +19,male,35.4,0,no,southwest,1263.249 +50,female,27.075,1,no,northeast,10106.13425 +30,female,39.05,3,yes,southeast,40932.4295 +41,male,28.405,1,no,northwest,6664.68595 +29,female,21.755,1,yes,northeast,16657.71745 +18,female,40.28,0,no,northeast,2217.6012 +41,female,36.08,1,no,southeast,6781.3542 +35,male,24.42,3,yes,southeast,19361.9988 +53,male,21.4,1,no,southwest,10065.413 +24,female,30.1,3,no,southwest,4234.927 +48,female,27.265,1,no,northeast,9447.25035 +59,female,32.1,3,no,southwest,14007.222 +49,female,34.77,1,no,northwest,9583.8933 +37,female,38.39,0,yes,southeast,40419.0191 +26,male,23.7,2,no,southwest,3484.331 +23,male,31.73,3,yes,northeast,36189.1017 +29,male,35.5,2,yes,southwest,44585.45587 +45,male,24.035,2,no,northeast,8604.48365 +27,male,29.15,0,yes,southeast,18246.4955 +53,male,34.105,0,yes,northeast,43254.41795 +31,female,26.62,0,no,southeast,3757.8448 +50,male,26.41,0,no,northwest,8827.2099 +50,female,30.115,1,no,northwest,9910.35985 +34,male,27,2,no,southwest,11737.84884 +19,male,21.755,0,no,northwest,1627.28245 +47,female,36,1,no,southwest,8556.907 +28,male,30.875,0,no,northwest,3062.50825 +37,female,26.4,0,yes,southeast,19539.243 +21,male,28.975,0,no,northwest,1906.35825 +64,male,37.905,0,no,northwest,14210.53595 +58,female,22.77,0,no,southeast,11833.7823 +24,male,33.63,4,no,northeast,17128.42608 +31,male,27.645,2,no,northeast,5031.26955 +39,female,22.8,3,no,northeast,7985.815 +47,female,27.83,0,yes,southeast,23065.4207 +30,male,37.43,3,no,northeast,5428.7277 +18,male,38.17,0,yes,southeast,36307.7983 +22,female,34.58,2,no,northeast,3925.7582 +23,male,35.2,1,no,southwest,2416.955 +33,male,27.1,1,yes,southwest,19040.876 +27,male,26.03,0,no,northeast,3070.8087 +45,female,25.175,2,no,northeast,9095.06825 +57,female,31.825,0,no,northwest,11842.62375 +47,male,32.3,1,no,southwest,8062.764 +42,female,29,1,no,southwest,7050.642 +64,female,39.7,0,no,southwest,14319.031 +38,female,19.475,2,no,northwest,6933.24225 +61,male,36.1,3,no,southwest,27941.28758 +53,female,26.7,2,no,southwest,11150.78 +44,female,36.48,0,no,northeast,12797.20962 +19,female,28.88,0,yes,northwest,17748.5062 +41,male,34.2,2,no,northwest,7261.741 +51,male,33.33,3,no,southeast,10560.4917 +40,male,32.3,2,no,northwest,6986.697 +45,male,39.805,0,no,northeast,7448.40395 +35,male,34.32,3,no,southeast,5934.3798 +53,male,28.88,0,no,northwest,9869.8102 +30,male,24.4,3,yes,southwest,18259.216 +18,male,41.14,0,no,southeast,1146.7966 +51,male,35.97,1,no,southeast,9386.1613 +50,female,27.6,1,yes,southwest,24520.264 +31,female,29.26,1,no,southeast,4350.5144 +35,female,27.7,3,no,southwest,6414.178 +60,male,36.955,0,no,northeast,12741.16745 +21,male,36.86,0,no,northwest,1917.3184 +29,male,22.515,3,no,northeast,5209.57885 +62,female,29.92,0,no,southeast,13457.9608 +39,female,41.8,0,no,southeast,5662.225 +19,male,27.6,0,no,southwest,1252.407 +22,female,23.18,0,no,northeast,2731.9122 +53,male,20.9,0,yes,southeast,21195.818 +39,female,31.92,2,no,northwest,7209.4918 +27,male,28.5,0,yes,northwest,18310.742 +30,male,44.22,2,no,southeast,4266.1658 +30,female,22.895,1,no,northeast,4719.52405 +58,female,33.1,0,no,southwest,11848.141 +33,male,24.795,0,yes,northeast,17904.52705 +42,female,26.18,1,no,southeast,7046.7222 +64,female,35.97,0,no,southeast,14313.8463 +21,male,22.3,1,no,southwest,2103.08 +18,female,42.24,0,yes,southeast,38792.6856 +23,male,26.51,0,no,southeast,1815.8759 +45,female,35.815,0,no,northwest,7731.85785 +40,female,41.42,1,no,northwest,28476.73499 +19,female,36.575,0,no,northwest,2136.88225 +18,male,30.14,0,no,southeast,1131.5066 +25,male,25.84,1,no,northeast,3309.7926 +46,female,30.8,3,no,southwest,9414.92 +33,female,42.94,3,no,northwest,6360.9936 +54,male,21.01,2,no,southeast,11013.7119 +28,male,22.515,2,no,northeast,4428.88785 +36,male,34.43,2,no,southeast,5584.3057 +20,female,31.46,0,no,southeast,1877.9294 +24,female,24.225,0,no,northwest,2842.76075 +23,male,37.1,3,no,southwest,3597.596 +47,female,26.125,1,yes,northeast,23401.30575 +33,female,35.53,0,yes,northwest,55135.40209 +45,male,33.7,1,no,southwest,7445.918 +26,male,17.67,0,no,northwest,2680.9493 +18,female,31.13,0,no,southeast,1621.8827 +44,female,29.81,2,no,southeast,8219.2039 +60,male,24.32,0,no,northwest,12523.6048 +64,female,31.825,2,no,northeast,16069.08475 +56,male,31.79,2,yes,southeast,43813.8661 +36,male,28.025,1,yes,northeast,20773.62775 +41,male,30.78,3,yes,northeast,39597.4072 +39,male,21.85,1,no,northwest,6117.4945 +63,male,33.1,0,no,southwest,13393.756 +36,female,25.84,0,no,northwest,5266.3656 +28,female,23.845,2,no,northwest,4719.73655 +58,male,34.39,0,no,northwest,11743.9341 +36,male,33.82,1,no,northwest,5377.4578 +42,male,35.97,2,no,southeast,7160.3303 +36,male,31.5,0,no,southwest,4402.233 +56,female,28.31,0,no,northeast,11657.7189 +35,female,23.465,2,no,northeast,6402.29135 +59,female,31.35,0,no,northwest,12622.1795 +21,male,31.1,0,no,southwest,1526.312 +59,male,24.7,0,no,northeast,12323.936 +23,female,32.78,2,yes,southeast,36021.0112 +57,female,29.81,0,yes,southeast,27533.9129 +53,male,30.495,0,no,northeast,10072.05505 +60,female,32.45,0,yes,southeast,45008.9555 +51,female,34.2,1,no,southwest,9872.701 +23,male,50.38,1,no,southeast,2438.0552 +27,female,24.1,0,no,southwest,2974.126 +55,male,32.775,0,no,northwest,10601.63225 +37,female,30.78,0,yes,northeast,37270.1512 +61,male,32.3,2,no,northwest,14119.62 +46,female,35.53,0,yes,northeast,42111.6647 +53,female,23.75,2,no,northeast,11729.6795 +49,female,23.845,3,yes,northeast,24106.91255 +20,female,29.6,0,no,southwest,1875.344 +48,female,33.11,0,yes,southeast,40974.1649 +25,male,24.13,0,yes,northwest,15817.9857 +25,female,32.23,1,no,southeast,18218.16139 +57,male,28.1,0,no,southwest,10965.446 +37,female,47.6,2,yes,southwest,46113.511 +38,female,28,3,no,southwest,7151.092 +55,female,33.535,2,no,northwest,12269.68865 +36,female,19.855,0,no,northeast,5458.04645 +51,male,25.4,0,no,southwest,8782.469 +40,male,29.9,2,no,southwest,6600.361 +18,male,37.29,0,no,southeast,1141.4451 +57,male,43.7,1,no,southwest,11576.13 +61,male,23.655,0,no,northeast,13129.60345 +25,female,24.3,3,no,southwest,4391.652 +50,male,36.2,0,no,southwest,8457.818 +26,female,29.48,1,no,southeast,3392.3652 +42,male,24.86,0,no,southeast,5966.8874 +43,male,30.1,1,no,southwest,6849.026 +44,male,21.85,3,no,northeast,8891.1395 +23,female,28.12,0,no,northwest,2690.1138 +49,female,27.1,1,no,southwest,26140.3603 +33,male,33.44,5,no,southeast,6653.7886 +41,male,28.8,1,no,southwest,6282.235 +37,female,29.5,2,no,southwest,6311.952 +22,male,34.8,3,no,southwest,3443.064 +23,male,27.36,1,no,northwest,2789.0574 +21,female,22.135,0,no,northeast,2585.85065 +51,female,37.05,3,yes,northeast,46255.1125 +25,male,26.695,4,no,northwest,4877.98105 +32,male,28.93,1,yes,southeast,19719.6947 +57,male,28.975,0,yes,northeast,27218.43725 +36,female,30.02,0,no,northwest,5272.1758 +22,male,39.5,0,no,southwest,1682.597 +57,male,33.63,1,no,northwest,11945.1327 +64,female,26.885,0,yes,northwest,29330.98315 +36,female,29.04,4,no,southeast,7243.8136 +54,male,24.035,0,no,northeast,10422.91665 +47,male,38.94,2,yes,southeast,44202.6536 +62,male,32.11,0,no,northeast,13555.0049 +61,female,44,0,no,southwest,13063.883 +43,female,20.045,2,yes,northeast,19798.05455 +19,male,25.555,1,no,northwest,2221.56445 +18,female,40.26,0,no,southeast,1634.5734 +19,female,22.515,0,no,northwest,2117.33885 +49,male,22.515,0,no,northeast,8688.85885 +60,male,40.92,0,yes,southeast,48673.5588 +26,male,27.265,3,no,northeast,4661.28635 +49,male,36.85,0,no,southeast,8125.7845 +60,female,35.1,0,no,southwest,12644.589 +26,female,29.355,2,no,northeast,4564.19145 +27,male,32.585,3,no,northeast,4846.92015 +44,female,32.34,1,no,southeast,7633.7206 +63,male,39.8,3,no,southwest,15170.069 +32,female,24.6,0,yes,southwest,17496.306 +22,male,28.31,1,no,northwest,2639.0429 +18,male,31.73,0,yes,northeast,33732.6867 +59,female,26.695,3,no,northwest,14382.70905 +44,female,27.5,1,no,southwest,7626.993 +33,male,24.605,2,no,northwest,5257.50795 +24,female,33.99,0,no,southeast,2473.3341 +43,female,26.885,0,yes,northwest,21774.32215 +45,male,22.895,0,yes,northeast,35069.37452 +61,female,28.2,0,no,southwest,13041.921 +35,female,34.21,1,no,southeast,5245.2269 +62,female,25,0,no,southwest,13451.122 +62,female,33.2,0,no,southwest,13462.52 +38,male,31,1,no,southwest,5488.262 +34,male,35.815,0,no,northwest,4320.41085 +43,male,23.2,0,no,southwest,6250.435 +50,male,32.11,2,no,northeast,25333.33284 +19,female,23.4,2,no,southwest,2913.569 +57,female,20.1,1,no,southwest,12032.326 +62,female,39.16,0,no,southeast,13470.8044 +41,male,34.21,1,no,southeast,6289.7549 +26,male,46.53,1,no,southeast,2927.0647 +39,female,32.5,1,no,southwest,6238.298 +46,male,25.8,5,no,southwest,10096.97 +45,female,35.3,0,no,southwest,7348.142 +32,male,37.18,2,no,southeast,4673.3922 +59,female,27.5,0,no,southwest,12233.828 +44,male,29.735,2,no,northeast,32108.66282 +39,female,24.225,5,no,northwest,8965.79575 +18,male,26.18,2,no,southeast,2304.0022 +53,male,29.48,0,no,southeast,9487.6442 +18,male,23.21,0,no,southeast,1121.8739 +50,female,46.09,1,no,southeast,9549.5651 +18,female,40.185,0,no,northeast,2217.46915 +19,male,22.61,0,no,northwest,1628.4709 +62,male,39.93,0,no,southeast,12982.8747 +56,female,35.8,1,no,southwest,11674.13 +42,male,35.8,2,no,southwest,7160.094 +37,male,34.2,1,yes,northeast,39047.285 +42,male,31.255,0,no,northwest,6358.77645 +25,male,29.7,3,yes,southwest,19933.458 +57,male,18.335,0,no,northeast,11534.87265 +51,male,42.9,2,yes,southeast,47462.894 +30,female,28.405,1,no,northwest,4527.18295 +44,male,30.2,2,yes,southwest,38998.546 +34,male,27.835,1,yes,northwest,20009.63365 +31,male,39.49,1,no,southeast,3875.7341 +54,male,30.8,1,yes,southeast,41999.52 +24,male,26.79,1,no,northwest,12609.88702 +43,male,34.96,1,yes,northeast,41034.2214 +48,male,36.67,1,no,northwest,28468.91901 +19,female,39.615,1,no,northwest,2730.10785 +29,female,25.9,0,no,southwest,3353.284 +63,female,35.2,1,no,southeast,14474.675 +46,male,24.795,3,no,northeast,9500.57305 +52,male,36.765,2,no,northwest,26467.09737 +35,male,27.1,1,no,southwest,4746.344 +51,male,24.795,2,yes,northwest,23967.38305 +44,male,25.365,1,no,northwest,7518.02535 +21,male,25.745,2,no,northeast,3279.86855 +39,female,34.32,5,no,southeast,8596.8278 +50,female,28.16,3,no,southeast,10702.6424 +34,female,23.56,0,no,northeast,4992.3764 +22,female,20.235,0,no,northwest,2527.81865 +19,female,40.5,0,no,southwest,1759.338 +26,male,35.42,0,no,southeast,2322.6218 +29,male,22.895,0,yes,northeast,16138.76205 +48,male,40.15,0,no,southeast,7804.1605 +26,male,29.15,1,no,southeast,2902.9065 +45,female,39.995,3,no,northeast,9704.66805 +36,female,29.92,0,no,southeast,4889.0368 +54,male,25.46,1,no,northeast,25517.11363 +34,male,21.375,0,no,northeast,4500.33925 +31,male,25.9,3,yes,southwest,19199.944 +27,female,30.59,1,no,northeast,16796.41194 +20,male,30.115,5,no,northeast,4915.05985 +44,female,25.8,1,no,southwest,7624.63 +43,male,30.115,3,no,northwest,8410.04685 +45,female,27.645,1,no,northwest,28340.18885 +34,male,34.675,0,no,northeast,4518.82625 +24,female,20.52,0,yes,northeast,14571.8908 +26,female,19.8,1,no,southwest,3378.91 +38,female,27.835,2,no,northeast,7144.86265 +50,female,31.6,2,no,southwest,10118.424 +38,male,28.27,1,no,southeast,5484.4673 +27,female,20.045,3,yes,northwest,16420.49455 +39,female,23.275,3,no,northeast,7986.47525 +39,female,34.1,3,no,southwest,7418.522 +63,female,36.85,0,no,southeast,13887.9685 +33,female,36.29,3,no,northeast,6551.7501 +36,female,26.885,0,no,northwest,5267.81815 +30,male,22.99,2,yes,northwest,17361.7661 +24,male,32.7,0,yes,southwest,34472.841 +24,male,25.8,0,no,southwest,1972.95 +48,male,29.6,0,no,southwest,21232.18226 +47,male,19.19,1,no,northeast,8627.5411 +29,male,31.73,2,no,northwest,4433.3877 +28,male,29.26,2,no,northeast,4438.2634 +47,male,28.215,3,yes,northwest,24915.22085 +25,male,24.985,2,no,northeast,23241.47453 +51,male,27.74,1,no,northeast,9957.7216 +48,female,22.8,0,no,southwest,8269.044 +43,male,20.13,2,yes,southeast,18767.7377 +61,female,33.33,4,no,southeast,36580.28216 +48,male,32.3,1,no,northwest,8765.249 +38,female,27.6,0,no,southwest,5383.536 +59,male,25.46,0,no,northwest,12124.9924 +19,female,24.605,1,no,northwest,2709.24395 +26,female,34.2,2,no,southwest,3987.926 +54,female,35.815,3,no,northwest,12495.29085 +21,female,32.68,2,no,northwest,26018.95052 +51,male,37,0,no,southwest,8798.593 +22,female,31.02,3,yes,southeast,35595.5898 +47,male,36.08,1,yes,southeast,42211.1382 +18,male,23.32,1,no,southeast,1711.0268 +47,female,45.32,1,no,southeast,8569.8618 +21,female,34.6,0,no,southwest,2020.177 +19,male,26.03,1,yes,northwest,16450.8947 +23,male,18.715,0,no,northwest,21595.38229 +54,male,31.6,0,no,southwest,9850.432 +37,female,17.29,2,no,northeast,6877.9801 +46,female,23.655,1,yes,northwest,21677.28345 +55,female,35.2,0,yes,southeast,44423.803 +30,female,27.93,0,no,northeast,4137.5227 +18,male,21.565,0,yes,northeast,13747.87235 +61,male,38.38,0,no,northwest,12950.0712 +54,female,23,3,no,southwest,12094.478 +22,male,37.07,2,yes,southeast,37484.4493 +45,female,30.495,1,yes,northwest,39725.51805 +22,male,28.88,0,no,northeast,2250.8352 +19,male,27.265,2,no,northwest,22493.65964 +35,female,28.025,0,yes,northwest,20234.85475 +18,male,23.085,0,no,northeast,1704.70015 +20,male,30.685,0,yes,northeast,33475.81715 +28,female,25.8,0,no,southwest,3161.454 +55,male,35.245,1,no,northeast,11394.06555 +43,female,24.7,2,yes,northwest,21880.82 +43,female,25.08,0,no,northeast,7325.0482 +22,male,52.58,1,yes,southeast,44501.3982 +25,female,22.515,1,no,northwest,3594.17085 +49,male,30.9,0,yes,southwest,39727.614 +44,female,36.955,1,no,northwest,8023.13545 +64,male,26.41,0,no,northeast,14394.5579 +49,male,29.83,1,no,northeast,9288.0267 +47,male,29.8,3,yes,southwest,25309.489 +27,female,21.47,0,no,northwest,3353.4703 +55,male,27.645,0,no,northwest,10594.50155 +48,female,28.9,0,no,southwest,8277.523 +45,female,31.79,0,no,southeast,17929.30337 +24,female,39.49,0,no,southeast,2480.9791 +32,male,33.82,1,no,northwest,4462.7218 +24,male,32.01,0,no,southeast,1981.5819 +57,male,27.94,1,no,southeast,11554.2236 +59,male,41.14,1,yes,southeast,48970.2476 +36,male,28.595,3,no,northwest,6548.19505 +29,female,25.6,4,no,southwest,5708.867 +42,female,25.3,1,no,southwest,7045.499 +48,male,37.29,2,no,southeast,8978.1851 +39,male,42.655,0,no,northeast,5757.41345 +63,male,21.66,1,no,northwest,14349.8544 +54,female,31.9,1,no,southeast,10928.849 +37,male,37.07,1,yes,southeast,39871.7043 +63,male,31.445,0,no,northeast,13974.45555 +21,male,31.255,0,no,northwest,1909.52745 +54,female,28.88,2,no,northeast,12096.6512 +60,female,18.335,0,no,northeast,13204.28565 +32,female,29.59,1,no,southeast,4562.8421 +47,female,32,1,no,southwest,8551.347 +21,male,26.03,0,no,northeast,2102.2647 +28,male,31.68,0,yes,southeast,34672.1472 +63,male,33.66,3,no,southeast,15161.5344 +18,male,21.78,2,no,southeast,11884.04858 +32,male,27.835,1,no,northwest,4454.40265 +38,male,19.95,1,no,northwest,5855.9025 +32,male,31.5,1,no,southwest,4076.497 +62,female,30.495,2,no,northwest,15019.76005 +39,female,18.3,5,yes,southwest,19023.26 +55,male,28.975,0,no,northeast,10796.35025 +57,male,31.54,0,no,northwest,11353.2276 +52,male,47.74,1,no,southeast,9748.9106 +56,male,22.1,0,no,southwest,10577.087 +47,male,36.19,0,yes,southeast,41676.0811 +55,female,29.83,0,no,northeast,11286.5387 +23,male,32.7,3,no,southwest,3591.48 +22,female,30.4,0,yes,northwest,33907.548 +50,female,33.7,4,no,southwest,11299.343 +18,female,31.35,4,no,northeast,4561.1885 +51,female,34.96,2,yes,northeast,44641.1974 +22,male,33.77,0,no,southeast,1674.6323 +52,female,30.875,0,no,northeast,23045.56616 +25,female,33.99,1,no,southeast,3227.1211 +33,female,19.095,2,yes,northeast,16776.30405 +53,male,28.6,3,no,southwest,11253.421 +29,male,38.94,1,no,southeast,3471.4096 +58,male,36.08,0,no,southeast,11363.2832 +37,male,29.8,0,no,southwest,20420.60465 +54,female,31.24,0,no,southeast,10338.9316 +49,female,29.925,0,no,northwest,8988.15875 +50,female,26.22,2,no,northwest,10493.9458 +26,male,30,1,no,southwest,2904.088 +45,male,20.35,3,no,southeast,8605.3615 +54,female,32.3,1,no,northeast,11512.405 +38,male,38.39,3,yes,southeast,41949.2441 +48,female,25.85,3,yes,southeast,24180.9335 +28,female,26.315,3,no,northwest,5312.16985 +23,male,24.51,0,no,northeast,2396.0959 +55,male,32.67,1,no,southeast,10807.4863 +41,male,29.64,5,no,northeast,9222.4026 +25,male,33.33,2,yes,southeast,36124.5737 +33,male,35.75,1,yes,southeast,38282.7495 +30,female,19.95,3,no,northwest,5693.4305 +23,female,31.4,0,yes,southwest,34166.273 +46,male,38.17,2,no,southeast,8347.1643 +53,female,36.86,3,yes,northwest,46661.4424 +27,female,32.395,1,no,northeast,18903.49141 +23,female,42.75,1,yes,northeast,40904.1995 +63,female,25.08,0,no,northwest,14254.6082 +55,male,29.9,0,no,southwest,10214.636 +35,female,35.86,2,no,southeast,5836.5204 +34,male,32.8,1,no,southwest,14358.36437 +19,female,18.6,0,no,southwest,1728.897 +39,female,23.87,5,no,southeast,8582.3023 +27,male,45.9,2,no,southwest,3693.428 +57,male,40.28,0,no,northeast,20709.02034 +52,female,18.335,0,no,northwest,9991.03765 +28,male,33.82,0,no,northwest,19673.33573 +50,female,28.12,3,no,northwest,11085.5868 +44,female,25,1,no,southwest,7623.518 +26,female,22.23,0,no,northwest,3176.2877 +33,male,30.25,0,no,southeast,3704.3545 +19,female,32.49,0,yes,northwest,36898.73308 +50,male,37.07,1,no,southeast,9048.0273 +41,female,32.6,3,no,southwest,7954.517 +52,female,24.86,0,no,southeast,27117.99378 +39,male,32.34,2,no,southeast,6338.0756 +50,male,32.3,2,no,southwest,9630.397 +52,male,32.775,3,no,northwest,11289.10925 +60,male,32.8,0,yes,southwest,52590.82939 +20,female,31.92,0,no,northwest,2261.5688 +55,male,21.5,1,no,southwest,10791.96 +42,male,34.1,0,no,southwest,5979.731 +18,female,30.305,0,no,northeast,2203.73595 +58,female,36.48,0,no,northwest,12235.8392 +43,female,32.56,3,yes,southeast,40941.2854 +35,female,35.815,1,no,northwest,5630.45785 +48,female,27.93,4,no,northwest,11015.1747 +36,female,22.135,3,no,northeast,7228.21565 +19,male,44.88,0,yes,southeast,39722.7462 +23,female,23.18,2,no,northwest,14426.07385 +20,female,30.59,0,no,northeast,2459.7201 +32,female,41.1,0,no,southwest,3989.841 +43,female,34.58,1,no,northwest,7727.2532 +34,male,42.13,2,no,southeast,5124.1887 +30,male,38.83,1,no,southeast,18963.17192 +18,female,28.215,0,no,northeast,2200.83085 +41,female,28.31,1,no,northwest,7153.5539 +35,female,26.125,0,no,northeast,5227.98875 +57,male,40.37,0,no,southeast,10982.5013 +29,female,24.6,2,no,southwest,4529.477 +32,male,35.2,2,no,southwest,4670.64 +37,female,34.105,1,no,northwest,6112.35295 +18,male,27.36,1,yes,northeast,17178.6824 +43,female,26.7,2,yes,southwest,22478.6 +56,female,41.91,0,no,southeast,11093.6229 +38,male,29.26,2,no,northwest,6457.8434 +29,male,32.11,2,no,northwest,4433.9159 +22,female,27.1,0,no,southwest,2154.361 +52,female,24.13,1,yes,northwest,23887.6627 +40,female,27.4,1,no,southwest,6496.886 +23,female,34.865,0,no,northeast,2899.48935 +31,male,29.81,0,yes,southeast,19350.3689 +42,female,41.325,1,no,northeast,7650.77375 +24,female,29.925,0,no,northwest,2850.68375 +25,female,30.3,0,no,southwest,2632.992 +48,female,27.36,1,no,northeast,9447.3824 +23,female,28.49,1,yes,southeast,18328.2381 +45,male,23.56,2,no,northeast,8603.8234 +20,male,35.625,3,yes,northwest,37465.34375 +62,female,32.68,0,no,northwest,13844.7972 +43,female,25.27,1,yes,northeast,21771.3423 +23,female,28,0,no,southwest,13126.67745 +31,female,32.775,2,no,northwest,5327.40025 +41,female,21.755,1,no,northeast,13725.47184 +58,female,32.395,1,no,northeast,13019.16105 +48,female,36.575,0,no,northwest,8671.19125 +31,female,21.755,0,no,northwest,4134.08245 +19,female,27.93,3,no,northwest,18838.70366 +19,female,30.02,0,yes,northwest,33307.5508 +41,male,33.55,0,no,southeast,5699.8375 +40,male,29.355,1,no,northwest,6393.60345 +31,female,25.8,2,no,southwest,4934.705 +37,male,24.32,2,no,northwest,6198.7518 +46,male,40.375,2,no,northwest,8733.22925 +22,male,32.11,0,no,northwest,2055.3249 +51,male,32.3,1,no,northeast,9964.06 +18,female,27.28,3,yes,southeast,18223.4512 +35,male,17.86,1,no,northwest,5116.5004 +59,female,34.8,2,no,southwest,36910.60803 +36,male,33.4,2,yes,southwest,38415.474 +37,female,25.555,1,yes,northeast,20296.86345 +59,male,37.1,1,no,southwest,12347.172 +36,male,30.875,1,no,northwest,5373.36425 +39,male,34.1,2,no,southeast,23563.01618 +18,male,21.47,0,no,northeast,1702.4553 +52,female,33.3,2,no,southwest,10806.839 +27,female,31.255,1,no,northwest,3956.07145 +18,male,39.14,0,no,northeast,12890.05765 +40,male,25.08,0,no,southeast,5415.6612 +29,male,37.29,2,no,southeast,4058.1161 +46,female,34.6,1,yes,southwest,41661.602 +38,female,30.21,3,no,northwest,7537.1639 +30,female,21.945,1,no,northeast,4718.20355 +40,male,24.97,2,no,southeast,6593.5083 +50,male,25.3,0,no,southeast,8442.667 +20,female,24.42,0,yes,southeast,26125.67477 +41,male,23.94,1,no,northeast,6858.4796 +33,female,39.82,1,no,southeast,4795.6568 +38,male,16.815,2,no,northeast,6640.54485 +42,male,37.18,2,no,southeast,7162.0122 +56,male,34.43,0,no,southeast,10594.2257 +58,male,30.305,0,no,northeast,11938.25595 +52,male,34.485,3,yes,northwest,60021.39897 +20,female,21.8,0,yes,southwest,20167.33603 +54,female,24.605,3,no,northwest,12479.70895 +58,male,23.3,0,no,southwest,11345.519 +45,female,27.83,2,no,southeast,8515.7587 +26,male,31.065,0,no,northwest,2699.56835 +63,female,21.66,0,no,northeast,14449.8544 +58,female,28.215,0,no,northwest,12224.35085 +37,male,22.705,3,no,northeast,6985.50695 +25,female,42.13,1,no,southeast,3238.4357 +52,male,41.8,2,yes,southeast,47269.854 +64,male,36.96,2,yes,southeast,49577.6624 +22,female,21.28,3,no,northwest,4296.2712 +28,female,33.11,0,no,southeast,3171.6149 +18,male,33.33,0,no,southeast,1135.9407 +28,male,24.3,5,no,southwest,5615.369 +45,female,25.7,3,no,southwest,9101.798 +33,male,29.4,4,no,southwest,6059.173 +18,female,39.82,0,no,southeast,1633.9618 +32,male,33.63,1,yes,northeast,37607.5277 +24,male,29.83,0,yes,northeast,18648.4217 +19,male,19.8,0,no,southwest,1241.565 +20,male,27.3,0,yes,southwest,16232.847 +40,female,29.3,4,no,southwest,15828.82173 +34,female,27.72,0,no,southeast,4415.1588 +42,female,37.9,0,no,southwest,6474.013 +51,female,36.385,3,no,northwest,11436.73815 +54,female,27.645,1,no,northwest,11305.93455 +55,male,37.715,3,no,northwest,30063.58055 +52,female,23.18,0,no,northeast,10197.7722 +32,female,20.52,0,no,northeast,4544.2348 +28,male,37.1,1,no,southwest,3277.161 +41,female,28.05,1,no,southeast,6770.1925 +43,female,29.9,1,no,southwest,7337.748 +49,female,33.345,2,no,northeast,10370.91255 +64,male,23.76,0,yes,southeast,26926.5144 +55,female,30.5,0,no,southwest,10704.47 +24,male,31.065,0,yes,northeast,34254.05335 +20,female,33.3,0,no,southwest,1880.487 +45,male,27.5,3,no,southwest,8615.3 +26,male,33.915,1,no,northwest,3292.52985 +25,female,34.485,0,no,northwest,3021.80915 +43,male,25.52,5,no,southeast,14478.33015 +35,male,27.61,1,no,southeast,4747.0529 +26,male,27.06,0,yes,southeast,17043.3414 +57,male,23.7,0,no,southwest,10959.33 +22,female,30.4,0,no,northeast,2741.948 +32,female,29.735,0,no,northwest,4357.04365 +39,male,29.925,1,yes,northeast,22462.04375 +25,female,26.79,2,no,northwest,4189.1131 +48,female,33.33,0,no,southeast,8283.6807 +47,female,27.645,2,yes,northwest,24535.69855 +18,female,21.66,0,yes,northeast,14283.4594 +18,male,30.03,1,no,southeast,1720.3537 +61,male,36.3,1,yes,southwest,47403.88 +47,female,24.32,0,no,northeast,8534.6718 +28,female,17.29,0,no,northeast,3732.6251 +36,female,25.9,1,no,southwest,5472.449 +20,male,39.4,2,yes,southwest,38344.566 +44,male,34.32,1,no,southeast,7147.4728 +38,female,19.95,2,no,northeast,7133.9025 +19,male,34.9,0,yes,southwest,34828.654 +21,male,23.21,0,no,southeast,1515.3449 +46,male,25.745,3,no,northwest,9301.89355 +58,male,25.175,0,no,northeast,11931.12525 +20,male,22,1,no,southwest,1964.78 +18,male,26.125,0,no,northeast,1708.92575 +28,female,26.51,2,no,southeast,4340.4409 +33,male,27.455,2,no,northwest,5261.46945 +19,female,25.745,1,no,northwest,2710.82855 +45,male,30.36,0,yes,southeast,62592.87309 +62,male,30.875,3,yes,northwest,46718.16325 +25,female,20.8,1,no,southwest,3208.787 +43,male,27.8,0,yes,southwest,37829.7242 +42,male,24.605,2,yes,northeast,21259.37795 +24,female,27.72,0,no,southeast,2464.6188 +29,female,21.85,0,yes,northeast,16115.3045 +32,male,28.12,4,yes,northwest,21472.4788 +25,female,30.2,0,yes,southwest,33900.653 +41,male,32.2,2,no,southwest,6875.961 +42,male,26.315,1,no,northwest,6940.90985 +33,female,26.695,0,no,northwest,4571.41305 +34,male,42.9,1,no,southwest,4536.259 +19,female,34.7,2,yes,southwest,36397.576 +30,female,23.655,3,yes,northwest,18765.87545 +18,male,28.31,1,no,northeast,11272.33139 +19,female,20.6,0,no,southwest,1731.677 +18,male,53.13,0,no,southeast,1163.4627 +35,male,39.71,4,no,northeast,19496.71917 +39,female,26.315,2,no,northwest,7201.70085 +31,male,31.065,3,no,northwest,5425.02335 +62,male,26.695,0,yes,northeast,28101.33305 +62,male,38.83,0,no,southeast,12981.3457 +42,female,40.37,2,yes,southeast,43896.3763 +31,male,25.935,1,no,northwest,4239.89265 +61,male,33.535,0,no,northeast,13143.33665 +42,female,32.87,0,no,northeast,7050.0213 +51,male,30.03,1,no,southeast,9377.9047 +23,female,24.225,2,no,northeast,22395.74424 +52,male,38.6,2,no,southwest,10325.206 +57,female,25.74,2,no,southeast,12629.1656 +23,female,33.4,0,no,southwest,10795.93733 +52,female,44.7,3,no,southwest,11411.685 +50,male,30.97,3,no,northwest,10600.5483 +18,female,31.92,0,no,northeast,2205.9808 +18,female,36.85,0,no,southeast,1629.8335 +21,female,25.8,0,no,southwest,2007.945 +61,female,29.07,0,yes,northwest,29141.3603 diff --git a/solution.ipynb b/solution.ipynb new file mode 100644 index 0000000..4043f6a --- /dev/null +++ b/solution.ipynb @@ -0,0 +1,13428 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np # linear algebra\n", + "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", + "\n", + "import plotly.express as px\n", + "import plotly.io as pio\n", + "import plotly.graph_objects as go\n", + "from plotly.subplots import make_subplots\n", + "\n", + "import seaborn as sns\n", + "import matplotlib\n", + "from matplotlib import pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "pd.pandas.set_option('display.max_columns',None)\n", + "pd.pandas.set_option('display.max_rows',None)\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv(\"D:\\codes\\Class7-Data_Visualization-Week21\\insurance.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
012345678910111213141516171819202122232425262728293031323334353637383940414243444546474849505152535455565758596061626364656667686970717273747576777879808182838485868788899091929394959697989910010110210310410510610710810911011111211311411511611711811912012112212312412512612712812913013113213313413513613713813914014114214314414514614714814915015115215315415515615715815916016116216316416516616716816917017117217317417517617717817918018118218318418518618718818919019119219319419519619719819920020120220320420520620720820921021121221321421521621721821922022122222322422522622722822923023123223323423523623723823924024124224324424524624724824925025125225325425525625725825926026126226326426526626726826927027127227327427527627727827928028128228328428528628728828929029129229329429529629729829930030130230330430530630730830931031131231331431531631731831932032132232332432532632732832933033133233333433533633733833934034134234334434534634734834935035135235335435535635735835936036136236336436536636736836937037137237337437537637737837938038138238338438538638738838939039139239339439539639739839940040140240340440540640740840941041141241341441541641741841942042142242342442542642742842943043143243343443543643743843944044144244344444544644744844945045145245345445545645745845946046146246346446546646746846947047147247347447547647747847948048148248348448548648748848949049149249349449549649749849950050150250350450550650750850951051151251351451551651751851952052152252352452552652752852953053153253353453553653753853954054154254354454554654754854955055155255355455555655755855956056156256356456556656756856957057157257357457557657757857958058158258358458558658758858959059159259359459559659759859960060160260360460560660760860961061161261361461561661761861962062162262362462562662762862963063163263363463563663763863964064164264364464564664764864965065165265365465565665765865966066166266366466566666766866967067167267367467567667767867968068168268368468568668768868969069169269369469569669769869970070170270370470570670770870971071171271371471571671771871972072172272372472572672772872973073173273373473573673773873974074174274374474574674774874975075175275375475575675775875976076176276376476576676776876977077177277377477577677777877978078178278378478578678778878979079179279379479579679779879980080180280380480580680780880981081181281381481581681781881982082182282382482582682782882983083183283383483583683783883984084184284384484584684784884985085185285385485585685785885986086186286386486586686786886987087187287387487587687787887988088188288388488588688788888989089189289389489589689789889990090190290390490590690790890991091191291391491591691791891992092192292392492592692792892993093193293393493593693793893994094194294394494594694794894995095195295395495595695795895996096196296396496596696796896997097197297397497597697797897998098198298398498598698798898999099199299399499599699799899910001001100210031004100510061007100810091010101110121013101410151016101710181019102010211022102310241025102610271028102910301031103210331034103510361037103810391040104110421043104410451046104710481049105010511052105310541055105610571058105910601061106210631064106510661067106810691070107110721073107410751076107710781079108010811082108310841085108610871088108910901091109210931094109510961097109810991100110111021103110411051106110711081109111011111112111311141115111611171118111911201121112211231124112511261127112811291130113111321133113411351136113711381139114011411142114311441145114611471148114911501151115211531154115511561157115811591160116111621163116411651166116711681169117011711172117311741175117611771178117911801181118211831184118511861187118811891190119111921193119411951196119711981199120012011202120312041205120612071208120912101211121212131214121512161217121812191220122112221223122412251226122712281229123012311232123312341235123612371238123912401241124212431244124512461247124812491250125112521253125412551256125712581259126012611262126312641265126612671268126912701271127212731274127512761277127812791280128112821283128412851286128712881289129012911292129312941295129612971298129913001301130213031304130513061307130813091310131113121313131413151316131713181319132013211322132313241325132613271328132913301331133213331334133513361337
age191828333231463737602562235627195223563060301834375963552331221819632819622635602431413738551828603618214836405858185334432564282019614040282731535844572921224131452248374557564655215359356428545556384130186134201926296354553721526058294937441820444726195232385961531920221922542234263429302946515319354832424044481830504218543237472032192763491835246338544641581822444436263041296136255618193945516419486027462859356340204024344541532726243453321942552858414742591959394018311944233355406354602419291863542750555638511958205219534640594549185041502547192259514054305552464663595228292522251819473148365356285729283058415019434927525054443234263457294027456452615261564364606250462462606349343346361957503033184646472318483519212149564244186157422620233924646227555535441958502624481948494646432164185147644931523347383219442625194352366463646140254845381821271929426031602235522631331859564560564035393024203259555756404942625619306056281827181947546124252123634918514831541944531961186121203145446229435119383722212457562751193958204535315032513842181951461857625937643833464653342063545449285425436332625225284634351946542750181938414948311830625758223152255919393219332134613858472021414642344352185156641951275928304738183420475649195530374918592936335844532429405164193539563342612343483940185849534845595226274857375732186443494062403029364144455560564921193953335342404727214720242726534156232150533447335149313618504320246049605158515362195030412918413553244859493726232945275331505034194728372164582431394730182223332745574742643861534419415140453553301851503135602129623919225339273030583342642118234540191825463354283620242347334526184460645636413963362858364236563559215923575360512327553761465349204825255737385536514018576125502642434423493341372223215125325736225764365447626143191819496026496026274463322218594433244345613562623834435019576241263946453259443918531850181962564237422557513044343154244348192963465235514421395034221926294826453654343127204443453424263850382739396333363024244847292847255148436148385919265421512247184721192354374655301861542245221935182028554343222549446449472755484524322457593629424839635437632154603247212863183238326239555752564755232250185122522533532958375449502645543848282355412533302346532723635535341939275752285044263319504152395052602055421858433548361923203243343018413557293237184356382922524023314224254823452062432331415848311919414031374622511835593637593639185227184029463830405020413338425658522054584526635837255264222818284533183224192040344251545552322841434964552420452625433526572232392548471818614728362044381921465820182833194562254342242932254142333419301819183539316262423161425123525723525018182161
sexfemalemalemalemalemalefemalefemalefemalemalefemalemalefemalemalefemalemalemalefemalemalemalemalefemalefemalemalefemalemalefemalefemalefemalemalemalemalefemalefemalemalemalemalefemalemalemalemalefemalefemalemalefemalemalemalefemalefemalefemalemalefemalefemalemalemalefemalemalefemalemalefemalefemalemalemalemalefemalefemalefemalefemalemalefemalemalefemalemalefemalemalemalemalefemalemalefemalefemalemalefemalemalefemalefemalemalefemalefemalefemalefemalefemalefemalemalemalefemalefemalefemalemalemalemalefemalemalefemalefemalefemalemalefemalemalemalemalemalefemalemalefemalemalemalemalefemalefemalefemalemalemalefemalemalefemalefemalefemalefemalefemalemalefemalefemalefemalemalefemalefemalemalemalefemalefemalemalemalemalemalemalefemalemalefemalefemalemalemalemalefemalefemalefemalemalemalemalemalefemalefemalefemalemalefemalemalemalefemalefemalefemalemalemalemalemalefemalefemalefemalemalemalefemalefemalemalefemalemalefemalemalemalefemalefemalefemalefemalemalefemalemalefemalemalemalefemalefemalefemalefemalefemalefemalefemalefemalemalefemalemalemalefemalemalemalemalemalefemalefemalefemalefemalemalefemalefemalefemalefemalemalemalemalemalemalefemalefemalemalefemalefemalefemalemalemalefemalefemalemalemalemalefemalefemalefemalemalefemalemalefemalemalemalemalemalefemalemalemalemalefemalemalefemalemalemalefemalefemalemalemalefemalemalemalefemalemalemalemalemalemalemalemalefemalemalefemalemalefemalefemalemalemalefemalefemalemalefemalefemalefemalemalefemalemalemalefemalemalemalemalemalemalefemalemalefemalefemalefemalefemalemalefemalefemalemalefemalemalefemalemalemalefemalemalemalemalefemalemalemalefemalemalemalemalemalefemalemalefemalemalefemalemalefemalefemalefemalemalemalemalemalefemalefemalemalefemalemalefemalefemalemalemalefemalemalefemalefemalefemalemalefemalemalemalemalemalefemalefemalemalefemalefemalefemalefemalefemalefemalemalemalefemalefemalefemalemalemalefemalefemalemalefemalemalefemalemalemalefemalemalemalefemalemalefemalefemalemalefemalemalemalefemalemalefemalemalemalefemalefemalemalefemalemalemalefemalefemalefemalemalemalemalefemalefemalemalefemalefemalemalefemalemalefemalemalemalemalemalemalemalefemalefemalefemalefemalemalefemalemalefemalemalemalemalemalefemalemalefemalefemalemalefemalemalefemalemalefemalefemalemalemalemalemalemalemalemalefemalefemalemalefemalefemalemalefemalemalemalefemalefemalefemalefemalefemalemalefemalefemalefemalemalemalemalemalemalemalemalemalefemalefemalemalefemalefemalemalefemalemalefemalefemalefemalemalemalemalefemalemalefemalefemalemalemalemalemalefemalemalemalemalefemalefemalemalemalemalemalemalemalemalemalefemalemalefemalefemalefemalefemalemalefemalefemalefemalemalemalemalefemalemalemalemalemalefemalefemalefemalemalefemalefemalefemalefemalemalemalemalefemalefemalefemalemalefemalemalefemalefemalemalemalemalefemalemalefemalefemalemalemalefemalefemalefemalemalefemalemalefemalefemalefemalefemalefemalefemalemalefemalemalefemalemalemalemalefemalemalefemalemalefemalefemalefemalefemalemalemalefemalemalefemalefemalefemalemalefemalefemalemalefemalefemalefemalefemalefemalefemalemalemalefemalefemalefemalefemalefemalefemalefemalemalefemalefemalemalemalefemalemalemalefemalemalemalemalefemalemalemalefemalemalemalemalefemalefemalemalemalemalemalemalefemalemalemalemalefemalemalefemalefemalefemalefemalefemalefemalefemalefemalemalefemalefemalemalefemalefemalemalefemalemalemalefemalemalefemalemalefemalemalefemalefemalemalefemalemalemalefemalefemalemalemalemalefemalemalemalemalefemalemalemalemalemalemalefemalefemalefemalemalemalefemalefemalefemalemalefemalefemalefemalefemalemalefemalefemalemalefemalefemalemalefemalemalefemalemalefemalefemalefemalemalemalemalefemalefemalemalefemalefemalefemalemalemalefemalefemalefemalefemalefemalemalemalemalemalemalemalefemalemalefemalemalemalefemalemalefemalemalemalefemalemalemalefemalefemalemalemalefemalemalemalemalefemalefemalemalefemalefemalefemalemalefemalefemalefemalemalemalemalemalemalemalemalemalemalefemalefemalefemalemalemalemalefemalefemalemalefemalemalefemalemalemalefemalefemalemalefemalefemalemalefemalemalefemalefemalefemalemalemalefemalefemalemalemalemalefemalefemalemalefemalefemalemalemalefemalefemalemalefemalemalemalemalemalemalefemalefemalemalemalemalemalefemalefemalefemalemalemalefemalefemalemalefemalefemalemalefemalemalefemalemalefemalefemalefemalefemalefemalemalefemalemalefemalefemalefemalefemalemalemalemalemalemalefemalemalefemalemalemalemalefemalefemalemalemalefemalemalemalefemalefemalemalemalemalefemalemalemalefemalefemalemalemalemalefemalefemalemalefemalefemalemalemalemalemalefemalefemalemalefemalemalefemalemalemalefemalefemalemalefemalefemalemalefemalefemalefemalefemalemalemalemalemalefemalefemalefemalemalemalefemalemalefemalemalefemalemalefemalemalemalemalefemalefemalemalemalefemalemalemalemalemalemalemalefemalemalemalemalemalemalemalemalefemalefemalefemalemalemalemalemalemalemalefemalefemalefemalefemalefemalemalemalemalemalefemalefemalemalemalemalefemalemalefemalemalefemalemalefemalefemalefemalefemalemalefemalefemalefemalefemalefemalefemalemalemalemalemalemalemalemalemalemalemalefemalemalefemalemalefemalemalefemalefemalefemalefemalemalefemalemalemalefemalefemalemalemalemalefemalefemalefemalefemalemalemalefemalemalefemalemalemalefemalemalemalefemalemalefemalefemalemalefemalemalefemalemalemalemalefemalemalefemalefemalefemalemalemalemalemalemalefemalefemalemalemalemalefemalemalemalemalefemalefemalefemalefemalemalemalemalemalemalemalemalefemalefemalemalemalemalemalemalefemalemalefemalefemalefemalefemalemalefemalefemalefemalemalemalemalemalefemalefemalefemalemalemalefemalemalefemalefemalemalemalemalemalemalefemalefemalemalefemalefemalefemalefemalemalefemalemalefemalefemalemalemalefemalemalefemalefemalefemalemalefemalemalefemalefemalemalemalemalemalefemalemalemalefemalefemalefemalefemalefemalefemalemalefemalefemalefemalefemalemalemalefemalefemalefemalemalefemalemalefemalemalefemalefemalemalemalefemalefemalefemalefemalemalefemalefemalefemalefemalefemalemalemalefemalefemalefemalefemalefemalefemalefemalefemalefemalefemalemalemalefemalemalemalemalemalefemalemalefemalemalefemalemalemalemalemalefemalefemalemalemalemalefemalefemalefemalemalemalefemalemalefemalemalemalemalemalemalefemalefemalemalefemalemalefemalefemalemalefemalemalemalefemalefemalemalemalefemalemalefemalemalemalemalemalefemalefemalefemalefemalefemalemalefemalefemalemalefemalefemalefemalemalefemalemalefemalemalemalefemalemalemalemalemalefemalefemalemalefemalefemalefemalefemalemalemalefemalefemalefemalemalemalefemalemalemalemalemalemalemalefemalemalefemalemalemalefemalemalemalefemalefemalemalefemalemalemalefemalemalefemalefemalemalefemalemalemalefemalemalemalemalefemalemalemalefemalemalefemalemalefemalefemalefemalemalefemalefemalefemalefemale
bmi27.933.7733.022.70528.8825.7433.4427.7429.8325.8426.2226.2934.439.8242.1324.630.7823.84540.335.336.00532.434.131.9228.02527.7223.08532.77517.38536.335.626.31528.628.3136.420.42532.96520.836.6739.926.636.6321.7830.837.0537.338.66534.7724.5335.235.62533.6328.034.4328.6936.95531.82531.6822.8837.33527.3633.6624.725.93522.4228.939.126.31536.1923.9824.7528.528.132.0127.434.0129.5935.5339.80532.96526.88538.28537.6241.2334.822.89531.1627.227.7426.9839.4924.79529.8334.7731.337.6230.838.2819.9519.331.625.4630.11529.9227.528.02528.430.87527.9435.0933.6329.730.835.7232.20528.59549.0627.9427.1723.3737.123.7528.97531.3533.91528.78528.337.417.76534.726.50522.0435.925.55528.78528.0534.125.17531.936.022.4232.4925.329.73528.6938.8330.49537.7337.4328.424.1329.737.14523.3725.4639.5224.4225.17535.5327.8326.636.8539.629.829.6428.21537.033.15531.82518.90541.4730.315.9634.833.34537.727.83529.228.933.15528.59538.2819.9526.4130.6941.89529.9230.932.232.1131.5726.225.7426.634.4330.5932.828.618.0539.3332.1132.2324.03536.0822.328.8826.427.7431.841.2333.030.87528.526.7330.937.126.623.129.9223.2133.733.2530.834.824.6433.8838.0641.9131.63525.4636.19527.8317.827.524.5122.2226.7338.3929.0738.0636.6722.13526.835.327.7430.0238.0635.8620.928.97517.2932.234.2130.331.82525.36533.6340.1524.41531.9225.226.8424.3236.95538.0642.3519.832.39530.225.8429.3734.237.0527.45527.5526.620.61524.331.7921.5628.1240.56527.64532.39531.226.6248.0726.2236.76526.433.429.6445.5428.8226.822.9927.725.4134.3928.8827.5522.6137.5133.038.033.34527.533.3334.86533.0626.624.735.9735.8631.433.2532.20532.77527.64537.33525.2729.6430.840.94527.234.10523.2136.4833.836.736.38527.3631.1628.78535.7234.525.7427.5532.327.7227.630.0227.5536.76541.4729.2635.7533.34529.9227.83523.1825.627.735.24538.2827.643.8929.8341.9120.7932.330.521.726.421.8930.7832.324.98532.01530.421.0922.2333.15532.933.3328.3124.8940.1530.11531.4617.95530.68533.043.3422.13534.439.0525.36522.6130.2135.62537.4331.44531.3532.319.85534.431.0225.638.1720.647.5232.96532.320.438.3824.3123.621.1230.0317.4820.23517.19523.935.1535.6434.122.639.1626.9833.8835.8632.77530.5930.224.3127.26529.16516.81530.433.120.23526.930.528.59533.1131.7328.946.7529.4532.6833.543.0136.5226.69533.129.6425.6529.638.629.624.1323.429.73546.5337.430.1430.49539.633.036.6330.038.09525.93525.17528.3828.733.8224.3224.0932.6730.11529.833.34525.128.3128.535.62536.8532.5641.32537.5131.3539.534.331.06521.4728.738.0631.1632.925.0825.0843.425.727.9323.628.723.9839.234.426.0323.2130.2528.9330.87531.3523.7525.2728.732.1133.6622.4230.428.335.735.3130.49531.030.87527.3644.2233.91537.7326.0733.8830.5925.839.42525.4642.1331.7329.736.1940.4828.02538.930.228.0531.3538.031.7936.347.4130.2125.8435.43546.728.59546.230.828.9321.431.7341.32523.833.4434.2134.10535.5319.9532.6830.544.7732.1230.49540.56530.5931.940.56529.137.2943.1236.8634.29527.1726.8438.09530.223.46525.4630.5945.4323.6520.728.2720.23530.2135.9130.6929.019.5731.1321.8540.2633.72529.4833.2532.637.52539.1631.63525.339.0528.3134.125.17523.65526.9837.829.3734.833.15519.033.036.6328.59525.633.1137.131.434.121.333.53528.78526.0328.8842.4638.038.9536.129.335.5322.70539.738.1924.5138.09526.4133.6642.428.3133.91534.9635.3130.7826.2223.3728.532.96542.6839.631.1336.335.225.342.433.15535.9128.78546.5323.9831.5433.6622.9938.0628.732.77532.01529.8131.5731.1629.731.0243.8921.37540.8131.3536.123.1817.420.335.324.3218.526.4126.12541.6924.131.1327.3636.232.39523.65534.840.18532.335.7533.72539.2734.8744.74541.4726.4129.54532.938.0628.6930.49527.7435.223.5430.68540.4722.628.922.6124.3236.6733.4440.6636.637.435.427.07539.0528.40521.75540.2836.0824.4221.430.127.26532.134.7738.3923.731.7335.524.03529.1534.10526.6226.4130.11527.021.75536.030.87526.428.97537.90522.7733.6327.64522.827.8337.4338.1734.5835.227.126.0325.17531.82532.329.039.719.47536.126.736.4828.8834.233.3332.339.80534.3228.8824.441.1435.9727.629.2627.736.95536.8622.51529.9241.827.623.1820.931.9228.544.2222.89533.124.79526.1835.9722.342.2426.5135.81541.4236.57530.1425.8430.842.9421.0122.51534.4331.4624.22537.126.12535.5333.717.6731.1329.8124.3231.82531.7928.02530.7821.8533.125.8423.84534.3933.8235.9731.528.3123.46531.3531.124.732.7829.8130.49532.4534.250.3824.132.77530.7832.335.5323.7523.84529.633.1124.1332.2328.147.628.033.53519.85525.429.937.2943.723.65524.336.229.4824.8630.121.8528.1227.133.4428.829.534.827.3622.13537.0526.69528.9328.97530.0239.533.6326.88529.0424.03538.9432.1144.020.04525.55540.2622.51522.51540.9227.26536.8535.129.35532.58532.3439.824.628.3131.7326.69527.524.60533.9926.88522.89528.234.2125.033.231.035.81523.232.1123.420.139.1634.2146.5332.525.835.337.1827.529.73524.22526.1829.4823.2146.0940.18522.6139.9335.835.834.231.25529.718.33542.928.40530.227.83539.4930.826.7934.9636.6739.61525.935.224.79536.76527.124.79525.36525.74534.3228.1623.5620.23540.535.4222.89540.1529.1539.99529.9225.4621.37525.930.5930.11525.830.11527.64534.67520.5219.827.83531.628.2720.04523.27534.136.8536.2926.88522.9932.725.829.619.1931.7329.2628.21524.98527.7422.820.1333.3332.327.625.4624.60534.235.81532.6837.031.0236.0823.3245.3234.626.0318.71531.617.2923.65535.227.9321.56538.3823.037.0730.49528.8827.26528.02523.08530.68525.835.24524.725.0852.5822.51530.936.95526.4129.8329.821.4727.64528.931.7939.4933.8232.0127.9441.1428.59525.625.337.2942.65521.6631.937.0731.44531.25528.8818.33529.5932.026.0331.6833.6621.7827.83519.9531.530.49518.328.97531.5447.7422.136.1929.8332.730.433.731.3534.9633.7730.87533.9919.09528.638.9436.0829.831.2429.92526.2230.020.3532.338.3925.8526.31524.5132.6729.6433.3335.7519.9531.438.1736.8632.39542.7525.0829.935.8632.818.623.8745.940.2818.33533.8228.1225.022.2330.2532.4937.0732.624.8632.3432.332.77532.831.9221.534.130.30536.4832.5635.81527.9322.13544.8823.1830.5941.134.5842.1338.8328.21528.3126.12540.3724.635.234.10527.3626.741.9129.2632.1127.124.1327.434.86529.8141.32529.92530.327.3628.4923.5635.62532.6825.2728.032.77521.75532.39536.57521.75527.9330.0233.5529.35525.824.3240.37532.1132.327.2817.8634.833.425.55537.130.87534.121.4733.331.25539.1425.0837.2934.630.2121.94524.9725.324.4223.9439.8216.81537.1834.4330.30534.48521.824.60523.327.8331.06521.6628.21522.70542.1341.836.9621.2833.1133.3324.325.729.439.8233.6329.8319.827.329.327.7237.936.38527.64537.71523.1820.5237.128.0529.933.34523.7630.531.06533.327.533.91534.48525.5227.6127.0623.730.429.73529.92526.7933.3327.64521.6630.0336.324.3217.2925.939.434.3219.9534.923.2125.74525.17522.026.12526.5127.45525.74530.3630.87520.827.824.60527.7221.8528.1230.232.226.31526.69542.934.723.65528.3120.653.1339.7126.31531.06526.69538.8340.3725.93533.53532.8730.0324.22538.625.7433.444.730.9731.9236.8525.829.07
children013000132000000110000101230212005010301002121020010210322212341100210305312010001014220000013221300000031112001200300102200130002200200000302122333111103010000300120453130001002123003023231200010002000100010201142122001010300300121301220201211300001122230300400130331311122102202113110120130120300131332222210200300000011400011210100020011100004321100000003300210121322300120030312002200203401120302001030201310125010210001025101302001303501001100001410020200330200112110000310000320130300100004022200010131200100010121000001021101020013210320002020000020210302001201252012120011010210131010121012122000300002212030102001410003100100210120453032313002102021214311002120130002033321020122011011010210200011203301220001120030013110131313102322000012010000042303021102011023200232030301113003000002021001010001001332220031010020221310020120020002000110002023000102320020103010130151231034100010402002100003002313010312000010010022101115020252001000121030212111111101321212530000001301031513100122133303020001223210241001232031110100210000321020000120110101300000101134120111002011003211125001000304420012310000213133301521302311002105200031000130223001000314302001210100221120220110010011230102110030012220131221112021002131200112200303020003122300534010004003130011120000310510000120201100121200301022103102004021012310042300210012220330000
smokeryesnonononononononononoyesnonoyesnonononoyesnononoyesnononononoyesyesnononoyesnononoyesyesnononononononononoyesnonoyesyesnoyesnoyesyesnononononoyesnonononoyesyesnononononononononononoyesnoyesyesyesnononononoyesnoyesnononoyesyesnononoyesnoyesnononoyesnononononononoyesnononononoyesnonoyesnoyesnononononononononononononoyesnoyesnoyesnonononononoyesnonoyesyesyesnoyesyesnononononononononononononoyesnononononononononoyesnononononononononononononononononoyesnononoyesnononononononononononononononoyesyesnonononononononononoyesnonoyesnoyesnononoyesnononononoyesyesyesnoyesnoyesnonoyesnoyesyesyesnoyesyesnonononoyesnonononononononoyesyesnonononononoyesnononoyesnononoyesyesyesnonoyesnonononononononononoyesnoyesnononononononoyesnonononoyesyesnoyesyesnonononononoyesnononononononononononononononononononononononoyesnonononononononononoyesnoyesyesyesnonoyesyesnononononononononononononononononononononononononononononoyesyesnonononoyesnoyesyesyesyesnonononononononononononononononononoyesnonoyesnonononononononononononononononoyesnononoyesnonononononononoyesyesyesnononononononononononoyesnononononoyesnononononoyesnoyesyesnonononononononononoyesnononononononononoyesnononononoyesnonononononononononononoyesnoyesnononoyesnonononononononoyesnonononononononononoyesnononononononoyesnononononononononoyesnononononoyesnonononononononononoyesnonoyesnoyesnononononoyesnoyesyesnonoyesnoyesnononononoyesnonononononononoyesnonoyesnononononononononononononoyesnonononononononoyesyesnoyesyesnononononoyesnonoyesnonononoyesnonononononoyesnononononononoyesnonononononononoyesnonononononononononononononononononoyesnoyesnonoyesnononononoyesnoyesyesnoyesyesnononononononoyesnonononononoyesnoyesnonoyesnonononononononononoyesnonononononoyesnonoyesnononononononononoyesnoyesnononoyesnononoyesnonononononononononononononoyesyesnonononononoyesyesyesnononononononononononononoyesyesnoyesnonononoyesnoyesnoyesnoyesyesnonoyesnonononononononononononononononononononononoyesnoyesyesnononoyesnonoyesnonoyesnonononoyesnononononononoyesnoyesnonononoyesyesnononononononononononononononononononononononononononononoyesnoyesnoyesnoyesyesnoyesnoyesnononononononoyesnonononononononoyesnonononononoyesnonononononoyesnonononoyesnononononoyesyesnononononoyesnononoyesnononononononononoyesyesnononoyesnononoyesyesnoyesnonoyesyesnonoyesnoyesnonoyesnoyesnoyesnononoyesnonononononononoyesnononononononoyesnononononononoyesnonononononoyesnonononoyesnonoyesnonoyesnononoyesnonononononononononoyesyesnonononoyesyesnoyesnoyesnoyesnonononononononononononononoyesnonononononoyesnononononoyesnononoyesnononononononononononononoyesyesnonononoyesnonoyesnonononoyesnoyesnoyesnononononononoyesnononononononoyesnonoyesyesnononononononononoyesnonononoyesnonononononoyesyesnonononononononoyesyesnononononononoyesyesnoyesnonononononononononononoyesnoyesnonononononoyesnononoyesnonoyesyesnoyesnononoyesnonoyesnonononononononoyesyesnoyesyesnoyesyesyesnonononoyesyesnonononononoyesnoyesnononononononononononononoyes
regionsouthwestsoutheastsoutheastnorthwestnorthwestsoutheastsoutheastnorthwestnortheastnorthwestnortheastsoutheastsouthwestsoutheastsoutheastsouthwestnortheastnortheastsouthwestsouthwestnortheastsouthwestsoutheastnortheastnorthwestsoutheastnortheastnorthwestnorthwestsouthwestsouthwestnortheastsouthwestnorthwestsouthwestnorthwestnorthwestsouthwestnortheastsouthwestnortheastsoutheastsoutheastsoutheastnortheastsouthwestnortheastnorthwestsoutheastsoutheastnortheastnorthwestsouthwestsoutheastnorthwestnorthwestnortheastsoutheastsoutheastnorthwestnortheastsoutheastnorthwestnorthwestnorthwestsouthwestsouthwestnorthwestsoutheastsoutheastsoutheastnortheastsouthwestsoutheastsouthwestnorthwestsoutheastsoutheastnortheastnorthwestnortheastnortheastsoutheastnorthwestsouthwestnorthwestnorthwestsouthwestnorthwestnorthwestsoutheastnorthwestnortheastnorthwestsouthwestsoutheastsouthwestsoutheastnortheastsouthwestsouthwestnortheastnortheastsoutheastsouthwestnorthwestsouthwestnorthwestsoutheastsoutheastnorthwestsouthwestsouthwestnorthwestnortheastnortheastsoutheastsoutheastsoutheastnorthwestsouthwestnortheastnorthwestnortheastnorthwestnortheastsouthwestsouthwestnorthwestsouthwestnortheastnortheastsouthwestnorthwestnortheastsoutheastsouthwestnorthwestsoutheastsouthwestnortheastnortheastsoutheastnorthwestnorthwestsoutheastnorthwestsoutheastnorthwestsouthwestnorthwestsoutheastnortheastnortheastnortheastnorthwestsoutheastnortheastsoutheastsoutheastnorthwestsoutheastsouthwestsouthwestnorthwestnortheastsouthwestnorthwestnorthwestnortheastsoutheastsouthwestnortheastsouthwestnorthwestsouthwestnorthwestsouthwestsouthwestnortheastnorthwestsoutheastnortheastnorthwestsoutheastnortheastsoutheastsouthwestsouthwestnorthwestsoutheastsouthwestsoutheastnorthwestsoutheastnorthwestsouthwestsoutheastnorthwestnortheastnorthwestsoutheastnorthwestsoutheastsouthwestnortheastsoutheastnortheastsouthwestnortheastsouthwestnorthwestnorthwestsoutheastsouthwestsouthwestnorthwestsoutheastsoutheastsoutheastsouthwestnortheastsouthwestsouthwestsoutheastsoutheastsoutheastsoutheastnortheastnortheastnorthwestsoutheastsouthwestsouthwestnorthwestsoutheastsoutheastsoutheastnorthwestsoutheastnortheastnortheastsouthwestsouthwestnortheastnorthwestsoutheastsoutheastsouthwestnortheastnortheastsouthwestsoutheastsouthwestnortheastnortheastnorthwestsoutheastnorthwestnorthwestsouthwestsoutheastnortheastnorthwestsoutheastsoutheastsoutheastnortheastsouthwestnortheastsoutheastsouthwestnorthwestnortheastnorthwestnortheastnorthwestsouthwestsoutheastsoutheastnortheastnortheastnortheastnortheastsouthwestsoutheastnortheastnorthwestnortheastsoutheastsouthwestnortheastsoutheastsoutheastsouthwestnortheastsouthwestsoutheastnorthwestnorthwestnortheastnortheastsoutheastsoutheastsouthwestnorthwestsouthwestsoutheastnortheastnorthwestsouthwestsouthwestsoutheastsoutheastsouthwestnortheastnorthwestnortheastnorthwestnortheastnorthwestnortheastsouthwestnortheastsouthwestnortheastsoutheastnorthwestsouthwestsouthwestnortheastnorthwestnorthwestnortheastnortheastsouthwestsoutheastnorthwestnortheastsoutheastsouthwestnorthwestnortheastnortheastsoutheastsoutheastsoutheastnortheastsoutheastnorthwestnorthwestsouthwestsouthwestnortheastsoutheastsouthwestsoutheastnorthwestsoutheastsoutheastnortheastsouthwestsouthwestsouthwestsoutheastnortheastnortheastnorthwestnorthwestnortheastnorthwestnortheastnortheastsouthwestsoutheastnorthwestnortheastsoutheastnorthwestsoutheastnortheastnortheastsoutheastsoutheastnortheastsouthwestsoutheastnorthwestnorthwestnorthwestnortheastnorthwestnortheastnortheastnortheastnorthwestsouthwestsoutheastsouthwestsoutheastsouthwestsoutheastnorthwestnorthwestsouthwestnortheastsoutheastsouthwestsoutheastsoutheastnorthwestnortheastnortheastsouthwestnorthwestsoutheastsoutheastsouthwestsoutheastnorthwestsoutheastsoutheastnortheastnortheastsouthwestsoutheastnortheastnortheastnortheastnorthwestsouthwestnorthwestsouthwestsouthwestnorthwestsoutheastnortheastsouthwestsoutheastnortheastnorthwestsouthwestsoutheastsoutheastnorthwestsouthwestnortheastnorthwestsouthwestsouthwestsouthwestnorthwestsouthwestnorthwestsoutheastsouthwestsoutheastnorthwestsouthwestsoutheastsoutheastsouthwestnortheastnortheastnorthwestsoutheastsouthwestnorthwestnortheastsoutheastsoutheastnortheastsouthwestnortheastsouthwestnorthwestnortheastnorthwestsoutheastsoutheastnorthwestsoutheastsoutheastsouthwestsouthwestnortheastnorthwestsouthwestsoutheastnorthwestsouthwestsoutheastnortheastsouthwestsouthwestnortheastsouthwestsouthwestsoutheastsouthwestsouthwestnortheastsoutheastsoutheastsoutheastnorthwestnorthwestnorthwestnortheastsouthwestnortheastsoutheastnortheastsouthwestsouthwestsouthwestsoutheastnorthwestsouthwestnortheastnortheastsoutheastnortheastsoutheastsoutheastsoutheastnorthwestsouthwestnortheastnortheastsoutheastnortheastsoutheastsoutheastsoutheastnortheastsouthwestsouthwestsoutheastsoutheastsouthwestsoutheastsoutheastsoutheastnorthwestnorthwestnortheastsouthwestnortheastsoutheastsouthwestsoutheastsouthwestnorthwestnortheastsouthwestnortheastsoutheastnorthwestnorthwestnorthwestnortheastsouthwestsoutheastsoutheastnorthwestnorthwestnorthwestsouthwestnorthwestsouthwestsoutheastsoutheastnortheastnortheastnorthwestsoutheastnortheastsouthwestnortheastnortheastnorthwestsoutheastsoutheastsouthwestsoutheastnortheastnorthwestnortheastsoutheastsouthwestnorthwestsoutheastnortheastsoutheastnortheastsoutheastnortheastsouthwestnorthwestsoutheastnorthwestsouthwestsoutheastnorthwestsoutheastnortheastnorthwestnortheastsouthwestsoutheastsouthwestnortheastnortheastsoutheastsoutheastnortheastsouthwestsoutheastsouthwestsouthwestsouthwestsouthwestnortheastnorthwestnorthwestnortheastsoutheastsouthwestnorthwestsouthwestsouthwestsoutheastnortheastsouthwestnortheastnorthwestnortheastnortheastsoutheastsouthwestnorthwestnortheastnorthwestsoutheastnortheastnorthwestnortheastnortheastnortheastsoutheastsoutheastsoutheastsoutheastsoutheastsoutheastsouthwestnorthwestnortheastnortheastsoutheastsoutheastnortheastsoutheastsoutheastsoutheastsouthwestnorthwestnortheastsoutheastsoutheastnortheastsoutheastsoutheastsoutheastnorthwestsoutheastnorthwestsouthwestnorthwestsouthwestsouthwestsouthwestnorthwestsouthwestnortheastnortheastsoutheastsouthwestsoutheastnortheastsouthwestnorthwestnorthwestsouthwestnorthwestnortheastsoutheastnorthwestsoutheastsoutheastnortheastsoutheastnorthwestnorthwestsouthwestsoutheastnorthwestnortheastnortheastsoutheastsoutheastnorthwestnortheastsouthwestsouthwestnorthwestnorthwestnorthwestnorthwestnortheastsouthwestsouthwestsouthwestnortheastsoutheastnorthwestnortheastnortheastsoutheastsoutheastsouthwestsouthwestnortheastsouthwestnorthwestsoutheastsouthwestnortheastsouthwestnortheastsoutheastnortheastsoutheastnorthwestnorthwestsouthwestnorthwestsouthwestnorthwestsoutheastnorthwestnorthwestsoutheastnortheastnortheastnortheastsoutheastnortheastsoutheastnortheastsouthwestsouthwestnortheastnortheastnorthwestsouthwestsouthwestsouthwestnorthwestsouthwestsouthwestnortheastnorthwestnorthwestsoutheastnorthwestnortheastsoutheastnorthwestsouthwestsoutheastsoutheastsouthwestsoutheastsouthwestnortheastnorthwestnortheastsoutheastsoutheastsouthwestnortheastsoutheastnorthwestnorthwestsoutheastnortheastsouthwestnortheastsoutheastsoutheastsouthwestsoutheastsoutheastnorthwestnorthwestnorthwestsoutheastnortheastsouthwestnorthwestsoutheastnortheastsoutheastsoutheastnorthwestsouthwestnortheastnorthwestsouthwestnorthwestsoutheastsoutheastnorthwestnortheastsoutheastnortheastnortheastnorthwestsouthwestnorthwestnorthwestnorthwestnorthwestsoutheastsouthwestnortheastnortheastnorthwestsouthwestnortheastsoutheastsoutheastnortheastsoutheastsouthwestsoutheastsouthwestnorthwestnortheastnorthwestnortheastnortheastnortheastsouthwestsoutheastnorthwestsoutheastsouthwestsouthwestsouthwestnorthwestnortheastsouthwestsouthwestsoutheastsouthwestnortheastsouthwestsouthwestsoutheastsoutheastsouthwestnortheastnorthwestsouthwestsoutheastsouthwestsouthwestsouthwestnorthwestnortheastnortheastnorthwestsoutheastnortheastnorthwestsouthwestnorthwestnorthwestsoutheastnortheastsoutheastnortheastsouthwestnortheastnorthwestsoutheastnorthwestnortheastsoutheastnortheastsoutheastsouthwestnortheastnortheastsoutheastsouthwestsouthwestnorthwestnortheastnorthwestsouthwestnorthwestsoutheastnorthwestnortheastsouthwestsoutheastsouthwestsouthwestsouthwestnorthwestsouthwestnortheastsouthwestsouthwestsoutheastsoutheastsoutheastsouthwestsouthwestsouthwestsoutheastsouthwestnortheastnorthwestsoutheastsoutheastsoutheastsoutheastnortheastnorthwestsoutheastsouthwestsouthwestnortheastnorthwestsouthwestnortheastsoutheastnorthwestsouthwestnorthwestsoutheastsoutheastnorthwestnortheastnorthwestnorthwestsouthwestsoutheastnortheastnorthwestsouthwestnorthwestnorthwestnortheastsoutheastsoutheastnortheastnorthwestsouthwestsoutheastnortheastsoutheastsoutheastnortheastsoutheastnortheastnortheastsouthwestnortheastnortheastsouthwestnorthwestnorthwestnortheastnortheastsouthwestnortheastsouthwestsoutheastnorthwestnortheastsouthwestsoutheastnortheastnorthwestnorthwestsouthwestsouthwestsouthwestnortheastnorthwestnortheastnorthwestnortheastnortheastsouthwestsoutheastsoutheastnorthwestsouthwestnorthwestnorthwestsouthwestnorthwestnorthwestsouthwestsoutheastsoutheastsoutheastsoutheastsouthwestnorthwestnorthwestsouthwestnortheastnorthwestsoutheastnortheastnortheastnorthwestsouthwestsoutheastnorthwestnortheastnorthwestnorthwestnortheastnortheastsouthwestnortheastnorthwestnortheastsoutheastnorthwestsouthwestnorthwestnortheastnortheastsouthwestnorthwestnorthwestsouthwestsoutheastsoutheastnorthwestsoutheastsoutheastsoutheastnorthwestsouthwestsouthwestsoutheastnortheastnorthwestsoutheastsoutheastnortheastnorthwestnortheastnortheastsoutheastsouthwestnortheastsoutheastsoutheastsoutheastnorthwestnorthwestsouthwestnorthwestsouthwestnortheastnorthwestsoutheastsouthwestsoutheastnortheastsouthwestnorthwestsouthwestnortheastnortheastsoutheastnortheastsoutheastnortheastsouthwestsoutheastsoutheastsouthwestsoutheastnorthwestnorthwestsouthwestsoutheastnortheastsoutheastsoutheastnorthwestnortheastsoutheastnortheastsoutheastsoutheastnorthwestsouthwestsoutheastnorthwestnortheastnortheastnorthwestsouthwestsoutheastsouthwestsouthwestsoutheastsouthwestnortheastnorthwestnorthwestnorthwestsouthwestnorthwestsoutheastnorthwestsoutheastsouthwestsoutheastsoutheastsouthwestnorthwestsouthwestnorthwestsouthwestsouthwestnortheastnorthwestsoutheastnorthwestnorthwestnortheastsoutheastnorthwestnortheastsouthwestnorthwestsoutheastsoutheastnortheastnorthwestnortheastsoutheastsouthwestsouthwestnorthwestnortheastsouthwestsoutheastnorthwestnorthwestsouthwestnorthwestsouthwestnortheastsoutheastnortheastnorthwestsouthwestnortheastsoutheastnortheastnorthwestnorthwestnortheastsouthwestnorthwestnortheastnortheastnorthwestnorthwestnorthwestnorthwestsoutheastnorthwestsouthwestnorthwestnorthwestnorthwestnortheastsoutheastnorthwestsouthwestsouthwestnortheastsouthwestnorthwestsoutheastnortheastsouthwestnorthwestnortheastsoutheastsoutheastsouthwestnorthwestnortheastsoutheastsoutheastsoutheastnortheastsoutheastnortheastsoutheastsoutheastnortheastnorthwestsouthwestnorthwestsouthwestsoutheastnorthwestnortheastnorthwestnortheastsoutheastsoutheastsoutheastnorthwestsoutheastsoutheastsouthwestsouthwestsouthwestsoutheastnortheastnortheastsouthwestsouthwestsouthwestsoutheastsouthwestnorthwestnorthwestnorthwestnortheastnortheastsouthwestsoutheastsouthwestnortheastsoutheastsouthwestnortheastsouthwestsouthwestnorthwestnorthwestsoutheastsoutheastsoutheastsouthwestnortheastnorthwestnortheastnorthwestsoutheastnorthwestnortheastsoutheastsouthwestnortheastnortheastsouthwestsouthwestsoutheastnortheastsouthwestsoutheastnorthwestnortheastsouthwestnortheastsoutheastnorthwestnorthwestsoutheastnorthwestsouthwestsouthwestnortheastsoutheastnortheastnorthwestsouthwestsouthwestnorthwestnorthwestsouthwestsouthwestnorthwestnortheastsouthwestsoutheastnortheastnorthwestnorthwestnortheastsoutheastsoutheastnorthwestnortheastnortheastsoutheastnortheastsouthwestsoutheastsouthwestsouthwestnorthwestnortheastsoutheastsouthwestnorthwest
charges16884.9241725.55234449.46221984.470613866.85523756.62168240.58967281.50566406.410728923.136922721.320827808.72511826.84311090.717839611.75771837.23710797.33622395.1715510602.38536837.46713228.846954149.7361137.01137701.87686203.9017514001.133814451.8351512268.632252775.1921538711.035585.5762198.189854687.79713770.097951194.559141625.4337515612.193352302.339774.276348173.3613046.0624949.75876272.47726313.7596079.671520630.283513393.356353556.922312629.896738709.1762211.130753579.828723568.27237742.57578059.679147496.4944513607.3687534303.167223244.79025989.523658606.21744504.662430166.618174133.6416514711.74381743.21414235.0726389.377855920.104117663.144216577.77956799.45811741.72611946.62597726.85411356.66093947.41311532.46972755.020956571.024354441.213157935.2911537165.163811033.661739836.51921098.5540543578.939411073.1768026.666611082.57722026.974110942.1320530184.93675729.005347291.0553766.883812105.3210226.284222412.648515820.6996186.1273645.089421344.846730942.19185003.85317560.379752331.5193877.304252867.119647055.532110825.253711881.3584646.7592404.733811488.3169530259.9955611381.325419107.77968601.32936686.43137740.3371705.62452257.4752539556.494510115.008853385.3991517081.089634.53832734.18636082.40512815.4449513616.358611163.5681632.564452457.211152155.68151261.4422045.6852527322.733862166.73227375.904783490.549118972.49518157.87620745.98915138.256740720.551059877.607710959.69471842.5195125.21577789.6356334.3435519964.74637077.18946948.700821223.675815518.1802536950.256719749.3833821348.70636149.483510450.5525152.1345028.146610407.085854830.636128.797452719.279754827.9049513405.39038116.681694.79645246.0472855.4375548824.456455.8626510436.0968823.2798538.2884511735.879051631.82124005.42257419.47797731.427143753.337053981.97685325.6516775.9614922.915912557.60534883.8662137.653612044.3421137.46971639.56315649.7158516.8299644.252514901.51672130.67598871.151713012.2086537133.89827147.1054337.735211743.29920984.093613880.9496610.10971980.078162.716253537.7035002.78278520.0267371.77210355.6412483.7363392.976825081.767845012.47110564.88455253.52434779.61519515.541611987.16822689.495424227.337247358.175659225.25647443.6430514001.28671727.78512333.8286710.191919444.26581615.76674463.205117352.68037152.671438511.62835354.0746535160.134577196.86729523.165624476.4785112648.70341986.93341832.0944040.5582512829.455147305.30544260.74994260.74441097.1617513047.3323543921.18375400.980511520.0998533750.291811837.1617085.267624869.836836219.4054520462.9976646151.124517179.52214590.632057441.0539282.48061719.436342856.8387265.70259617.662452523.16959715.8412803.697852150.46912928.79119855.131422331.566848549.178354237.1265511879.104059625.927742.10989432.925314256.192847896.7913525992.821043172.01820277.8075142112.23562156.75183906.1271704.568116297.84621978.676938746.35519249.49526746.742524873.384912265.50694349.46212646.20719442.353520177.671134151.028711944.594357749.15648444.4741737.37642124.51538124.408434838.8739722.76958835.2649510435.065257421.194554667.607654894.753324671.6633435491.6411566.300552866.0916600.205953561.888942760.502247928.039144.56548517.5631524393.622413429.035411658.3791519144.5765213822.80312142.578613937.666541919.0978232.638818955.2201713352.099813217.094513981.8503510977.20636184.29944889.99958334.457555478.03681635.7336511830.60728932.0843554.20312404.879114133.0377524603.048378944.11519620.33071837.28191607.510110043.2494751.0713844.5062597.7793180.51019778.347213430.2658017.061158116.268853481.86813415.038112029.28677639.4174536085.2191391.528718033.967921659.930138126.246516455.7078527000.9847315006.5794542303.6921520781.488925846.91768302.535651261.85911856.411530284.642943176.81594618.079910736.870752138.07078964.060559290.13959411.0057526.706458522.00316586.4977114988.4321631.66839264.7978083.919814692.6693510269.463260.19911396.90024185.09798539.6716652.52884074.45371621.340219594.8096514455.644055080.0962134.90157345.72669140.95118608.26214418.280428950.469246889.261246599.108439125.332252727.39518968.339788.86596555.070357323.7348193167.4558518804.752423082.955334906.409655969.72312638.1954243.5900513919.82292254.79675926.84612592.53452897.32354738.268237079.3721149.395928287.8976626109.329057345.08412730.999611454.02155910.9444762.3297512.2674032.24071969.6141769.531654686.388721797.000411881.969611840.7750510601.4127682.6710381.478722144.03215230.3240511165.417651632.0362519521.968213224.69312643.377823288.92842201.09712497.03832203.471851744.46520878.7844325382.29728868.663935147.528482534.393751534.30451824.285415555.188759304.70191622.18859880.0689563.0294347.0233512475.35131253.93648885.1356110461.97941748.77424513.091262196.473212574.04917942.1061967.02274931.6478027.9688211.100213470.8636197.6996837.368722218.114932548.34055974.38476796.863252643.26853077.09553044.213311455.2811763.00092498.41449361.32681256.29921082.1611362.75527724.288758413.463055240.7653857.7592525656.575263994.17789866.304855397.616738245.5932711482.6348524059.680199861.0258342.908751708.001448675.517714043.476712925.88619214.7055313831.11526067.126755972.3788825.0868233.097527346.042076196.4483056.388113887.20463770.4280110231.499923807.24063268.8466511538.4213213.6220545863.20513390.5593972.924712957.11811187.656717878.900683847.6748334.58963935.179939983.425951646.42979193.838510923.93322494.0229058.73032801.25882128.431056373.557357256.723111552.90445702.022353761.2922219.44514753.636831620.0010613224.0570512222.89831664.999658571.074489724.533206.4913512913.99241639.56316356.270717626.239511242.8164779.60233861.2096543943.876113635.63795976.831111842.4428428.06932566.470715359.10455709.16448823.985757640.30925594.84557441.50133471.971891633.04449174.1356511070.53516085.127517468.98399283.5623558.6202525678.778454435.094239241.4428547.69136571.5442207.697456753.0381880.0742969.852711658.1150523306.54734439.855910713.6443659.34640182.2469182.1734617.8406512129.614153736.46476748.591211326.7148711365.95242983.458510085.8461977.8153366.66977173.359959391.34614410.93212709.111924915.0462620149.322912949.15546666.24332787.4585913143.864854466.621418806.1454710141.13626123.56888252.28431712.22712430.953359800.888210579.7118280.62278527.53212244.53124667.4193410.3244058.7124526392.2602914394.398156435.623722192.437115148.55261136.399427037.914142560.43048703.45640003.3322545710.207856500.23594837.58233943.59544399.7316185.320846200.98517222.7862512485.800946130.526512363.54710156.78322585.2691242.2640103.899863.47184766.02211244.37697729.645755438.749126236.5799734806.46772104.11348068.1852362.229052352.968453577.9993201.2451529186.4823640273.645510976.245753500.61232020.55239541.695559504.31035385.33798930.934555375.03844400.406410264.44216113.231055469.00661727.5410107.22068310.839151984.45332457.50212146.9719566.990913112.604810848.134312231.61369875.680411264.54112979.3581263.24910106.1342540932.42956664.6859516657.717452217.60126781.354219361.998810065.4134234.9279447.2503514007.2229583.893340419.01913484.33136189.101744585.455878604.4836518246.495543254.417953757.84488827.20999910.3598511737.848841627.282458556.9073062.5082519539.2431906.3582514210.5359511833.782317128.426085031.269557985.81523065.42075428.727736307.79833925.75822416.95519040.8763070.80879095.0682511842.623758062.7647050.64214319.0316933.2422527941.2875811150.7812797.2096217748.50627261.74110560.49176986.6977448.403955934.37989869.810218259.2161146.79669386.161324520.2644350.51446414.17812741.167451917.31845209.5788513457.96085662.2251252.4072731.912221195.8187209.491818310.7424266.16584719.5240511848.14117904.527057046.722214313.84632103.0838792.68561815.87597731.8578528476.734992136.882251131.50663309.79269414.926360.993611013.71194428.887855584.30571877.92942842.760753597.59623401.3057555135.402097445.9182680.94931621.88278219.203912523.604816069.0847543813.866120773.6277539597.40726117.494513393.7565266.36564719.7365511743.93415377.45787160.33034402.23311657.71896402.2913512622.17951526.31212323.93636021.011227533.912910072.0550545008.95559872.7012438.05522974.12610601.6322537270.151214119.6242111.664711729.679524106.912551875.34440974.164915817.985718218.1613910965.44646113.5117151.09212269.688655458.046458782.4696600.3611141.445111576.1313129.603454391.6528457.8183392.36525966.88746849.0268891.13952690.113826140.36036653.78866282.2356311.9523443.0642789.05742585.8506546255.11254877.9810519719.694727218.437255272.17581682.59711945.132729330.983157243.813610422.9166544202.653613555.004913063.88319798.054552221.564451634.57342117.338858688.8588548673.55884661.286358125.784512644.5894564.191454846.920157633.720615170.06917496.3062639.042933732.686714382.709057626.9935257.507952473.334121774.3221535069.3745213041.9215245.226913451.12213462.525488.2624320.410856250.43525333.332842913.56912032.32613470.80446289.75492927.06476238.29810096.977348.1424673.392212233.82832108.662828965.795752304.00229487.64421121.87399549.56512217.469151628.470912982.874711674.137160.09439047.2856358.7764519933.45811534.8726547462.8944527.1829538998.54620009.633653875.734141999.5212609.8870241034.221428468.919012730.107853353.28414474.6759500.5730526467.097374746.34423967.383057518.025353279.868558596.827810702.64244992.37642527.818651759.3382322.621816138.762057804.16052902.90659704.668054889.036825517.113634500.3392519199.94416796.411944915.059857624.638410.0468528340.188854518.8262514571.89083378.917144.8626510118.4245484.467316420.494557986.475257418.52213887.96856551.75015267.8181517361.766134472.8411972.9521232.182268627.54114433.38774438.263424915.2208523241.474539957.72168269.04418767.737736580.282168765.2495383.53612124.99242709.243953987.92612495.2908526018.950528798.59335595.589842211.13821711.02688569.86182020.17716450.894721595.382299850.4326877.980121677.2834544423.8034137.522713747.8723512950.071212094.47837484.449339725.518052250.835222493.6596420234.854751704.7001533475.817153161.45411394.0655521880.827325.048244501.39823594.1708539727.6148023.1354514394.55799288.026725309.4893353.470310594.501558277.52317929.303372480.97914462.72181981.581911554.223648970.24766548.195055708.8677045.4998978.18515757.4134514349.854410928.84939871.704313974.455551909.5274512096.651213204.285654562.84218551.3472102.264734672.147215161.534411884.048584454.402655855.90254076.49715019.7600519023.2610796.3502511353.22769748.910610577.08741676.081111286.53873591.4833907.54811299.3434561.188544641.19741674.632323045.566163227.121116776.3040511253.4213471.409611363.283220420.6046510338.93168988.1587510493.94582904.0888605.361511512.40541949.244124180.93355312.169852396.095910807.48639222.402636124.573738282.74955693.430534166.2738347.164346661.442418903.4914140904.199514254.608210214.6365836.520414358.364371728.8978582.30233693.42820709.020349991.0376519673.3357311085.58687623.5183176.28773704.354536898.733089048.02737954.51727117.993786338.07569630.39711289.1092552590.829392261.568810791.965979.7312203.7359512235.839240941.28545630.4578511015.17477228.2156539722.746214426.073852459.72013989.8417727.25325124.188718963.171922200.830857153.55395227.9887510982.50134529.4774670.646112.3529517178.682422478.611093.62296457.84344433.91592154.36123887.66276496.8862899.4893519350.36897650.773752850.683752632.9929447.382418328.23818603.823437465.3437513844.797221771.342313126.677455327.4002513725.4718413019.161058671.191254134.0824518838.7036633307.55085699.83756393.603454934.7056198.75188733.229252055.32499964.0618223.45125116.500436910.6080338415.47420296.8634512347.1725373.3642523563.016181702.455310806.8393956.0714512890.057655415.66124058.116141661.6027537.16394718.203556593.50838442.66726125.674776858.47964795.65686640.544857162.012210594.225711938.2559560021.3989720167.3360312479.7089511345.5198515.75872699.5683514449.854412224.350856985.506953238.435747269.85449577.66244296.27123171.61491135.94075615.3699101.7986059.1731633.961837607.527718648.42171241.56516232.84715828.821734415.15886474.01311436.7381511305.9345530063.5805510197.77224544.23483277.1616770.19257337.74810370.9125526926.514410704.4734254.053351880.4878615.33292.529853021.8091514478.330154747.052917043.341410959.332741.9484357.0436522462.043754189.11318283.680724535.6985514283.45941720.353747403.888534.67183732.62515472.44938344.5667147.47287133.902534828.6541515.34499301.8935511931.125251964.781708.925754340.44095261.469452710.8285562592.8730946718.163253208.78737829.724221259.377952464.618816115.304521472.478833900.6536875.9616940.909854571.413054536.25936397.57618765.8754511272.331391731.6771163.462719496.719177201.700855425.0233528101.3330512981.345743896.37634239.8926513143.336657050.02139377.904722395.7442410325.20612629.165610795.9373311411.68510600.54832205.98081629.83352007.94529141.3603
\n", + "
" + ], + "text/plain": [ + " 0 1 2 3 4 5 \\\n", + "age 19 18 28 33 32 31 \n", + "sex female male male male male female \n", + "bmi 27.9 33.77 33.0 22.705 28.88 25.74 \n", + "children 0 1 3 0 0 0 \n", + "smoker yes no no no no no \n", + "region southwest southeast southeast northwest northwest southeast \n", + "charges 16884.924 1725.5523 4449.462 21984.47061 3866.8552 3756.6216 \n", + "\n", + " 6 7 8 9 10 11 \\\n", + "age 46 37 37 60 25 62 \n", + "sex female female male female male female \n", + "bmi 33.44 27.74 29.83 25.84 26.22 26.29 \n", + "children 1 3 2 0 0 0 \n", + "smoker no no no no no yes \n", + "region southeast northwest northeast northwest northeast southeast \n", + "charges 8240.5896 7281.5056 6406.4107 28923.13692 2721.3208 27808.7251 \n", + "\n", + " 12 13 14 15 16 \\\n", + "age 23 56 27 19 52 \n", + "sex male female male male female \n", + "bmi 34.4 39.82 42.13 24.6 30.78 \n", + "children 0 0 0 1 1 \n", + "smoker no no yes no no \n", + "region southwest southeast southeast southwest northeast \n", + "charges 1826.843 11090.7178 39611.7577 1837.237 10797.3362 \n", + "\n", + " 17 18 19 20 21 22 \\\n", + "age 23 56 30 60 30 18 \n", + "sex male male male female female male \n", + "bmi 23.845 40.3 35.3 36.005 32.4 34.1 \n", + "children 0 0 0 0 1 0 \n", + "smoker no no yes no no no \n", + "region northeast southwest southwest northeast southwest southeast \n", + "charges 2395.17155 10602.385 36837.467 13228.84695 4149.736 1137.011 \n", + "\n", + " 23 24 25 26 27 \\\n", + "age 34 37 59 63 55 \n", + "sex female male female female female \n", + "bmi 31.92 28.025 27.72 23.085 32.775 \n", + "children 1 2 3 0 2 \n", + "smoker yes no no no no \n", + "region northeast northwest southeast northeast northwest \n", + "charges 37701.8768 6203.90175 14001.1338 14451.83515 12268.63225 \n", + "\n", + " 28 29 30 31 32 33 \\\n", + "age 23 31 22 18 19 63 \n", + "sex male male male female female male \n", + "bmi 17.385 36.3 35.6 26.315 28.6 28.31 \n", + "children 1 2 0 0 5 0 \n", + "smoker no yes yes no no no \n", + "region northwest southwest southwest northeast southwest northwest \n", + "charges 2775.19215 38711.0 35585.576 2198.18985 4687.797 13770.0979 \n", + "\n", + " 34 35 36 37 38 \\\n", + "age 28 19 62 26 35 \n", + "sex male male female male male \n", + "bmi 36.4 20.425 32.965 20.8 36.67 \n", + "children 1 0 3 0 1 \n", + "smoker yes no no no yes \n", + "region southwest northwest northwest southwest northeast \n", + "charges 51194.55914 1625.43375 15612.19335 2302.3 39774.2763 \n", + "\n", + " 39 40 41 42 43 44 \\\n", + "age 60 24 31 41 37 38 \n", + "sex male female female male female male \n", + "bmi 39.9 26.6 36.63 21.78 30.8 37.05 \n", + "children 0 0 2 1 2 1 \n", + "smoker yes no no no no no \n", + "region southwest northeast southeast southeast southeast northeast \n", + "charges 48173.361 3046.062 4949.7587 6272.4772 6313.759 6079.6715 \n", + "\n", + " 45 46 47 48 49 \\\n", + "age 55 18 28 60 36 \n", + "sex male female female female male \n", + "bmi 37.3 38.665 34.77 24.53 35.2 \n", + "children 0 2 0 0 1 \n", + "smoker no no no no yes \n", + "region southwest northeast northwest southeast southeast \n", + "charges 20630.28351 3393.35635 3556.9223 12629.8967 38709.176 \n", + "\n", + " 50 51 52 53 54 \\\n", + "age 18 21 48 36 40 \n", + "sex female female male male female \n", + "bmi 35.625 33.63 28.0 34.43 28.69 \n", + "children 0 2 1 0 3 \n", + "smoker no no yes yes no \n", + "region northeast northwest southwest southeast northwest \n", + "charges 2211.13075 3579.8287 23568.272 37742.5757 8059.6791 \n", + "\n", + " 55 56 57 58 59 \\\n", + "age 58 58 18 53 34 \n", + "sex male female male female female \n", + "bmi 36.955 31.825 31.68 22.88 37.335 \n", + "children 2 2 2 1 2 \n", + "smoker yes no yes yes no \n", + "region northwest northeast southeast southeast northwest \n", + "charges 47496.49445 13607.36875 34303.1672 23244.7902 5989.52365 \n", + "\n", + " 60 61 62 63 64 \\\n", + "age 43 25 64 28 20 \n", + "sex male male male female female \n", + "bmi 27.36 33.66 24.7 25.935 22.42 \n", + "children 3 4 1 1 0 \n", + "smoker no no no no yes \n", + "region northeast southeast northwest northwest northwest \n", + "charges 8606.2174 4504.6624 30166.61817 4133.64165 14711.7438 \n", + "\n", + " 65 66 67 68 69 70 \\\n", + "age 19 61 40 40 28 27 \n", + "sex female female male female male female \n", + "bmi 28.9 39.1 26.315 36.19 23.98 24.75 \n", + "children 0 2 1 0 3 0 \n", + "smoker no no no no yes yes \n", + "region southwest southwest northwest southeast southeast southeast \n", + "charges 1743.214 14235.072 6389.37785 5920.1041 17663.1442 16577.7795 \n", + "\n", + " 71 72 73 74 75 76 \\\n", + "age 31 53 58 44 57 29 \n", + "sex male female male male male female \n", + "bmi 28.5 28.1 32.01 27.4 34.01 29.59 \n", + "children 5 3 1 2 0 1 \n", + "smoker no no no no no no \n", + "region northeast southwest southeast southwest northwest southeast \n", + "charges 6799.458 11741.726 11946.6259 7726.854 11356.6609 3947.4131 \n", + "\n", + " 77 78 79 80 81 \\\n", + "age 21 22 41 31 45 \n", + "sex male female female male female \n", + "bmi 35.53 39.805 32.965 26.885 38.285 \n", + "children 0 0 0 1 0 \n", + "smoker no no no no no \n", + "region southeast northeast northwest northeast northeast \n", + "charges 1532.4697 2755.02095 6571.02435 4441.21315 7935.29115 \n", + "\n", + " 82 83 84 85 86 \\\n", + "age 22 48 37 45 57 \n", + "sex male female female male female \n", + "bmi 37.62 41.23 34.8 22.895 31.16 \n", + "children 1 4 2 2 0 \n", + "smoker yes no yes yes yes \n", + "region southeast northwest southwest northwest northwest \n", + "charges 37165.1638 11033.6617 39836.519 21098.55405 43578.9394 \n", + "\n", + " 87 88 89 90 91 \\\n", + "age 56 46 55 21 53 \n", + "sex female female female female female \n", + "bmi 27.2 27.74 26.98 39.49 24.795 \n", + "children 0 0 0 0 1 \n", + "smoker no no no no no \n", + "region southwest northwest northwest southeast northwest \n", + "charges 11073.176 8026.6666 11082.5772 2026.9741 10942.13205 \n", + "\n", + " 92 93 94 95 96 97 \\\n", + "age 59 35 64 28 54 55 \n", + "sex male male female female female male \n", + "bmi 29.83 34.77 31.3 37.62 30.8 38.28 \n", + "children 3 2 2 1 3 0 \n", + "smoker yes no yes no no no \n", + "region northeast northwest southwest southeast southwest southeast \n", + "charges 30184.9367 5729.0053 47291.055 3766.8838 12105.32 10226.2842 \n", + "\n", + " 98 99 100 101 102 103 \\\n", + "age 56 38 41 30 18 61 \n", + "sex male male female male female female \n", + "bmi 19.95 19.3 31.6 25.46 30.115 29.92 \n", + "children 0 0 0 0 0 3 \n", + "smoker yes yes no no no yes \n", + "region northeast southwest southwest northeast northeast southeast \n", + "charges 22412.6485 15820.699 6186.127 3645.0894 21344.8467 30942.1918 \n", + "\n", + " 104 105 106 107 108 \\\n", + "age 34 20 19 26 29 \n", + "sex female male female male male \n", + "bmi 27.5 28.025 28.4 30.875 27.94 \n", + "children 1 1 1 2 0 \n", + "smoker no yes no no no \n", + "region southwest northwest southwest northwest southeast \n", + "charges 5003.853 17560.37975 2331.519 3877.30425 2867.1196 \n", + "\n", + " 109 110 111 112 113 \\\n", + "age 63 54 55 37 21 \n", + "sex male male female male female \n", + "bmi 35.09 33.63 29.7 30.8 35.72 \n", + "children 0 1 2 0 0 \n", + "smoker yes no no no no \n", + "region southeast northwest southwest southwest northwest \n", + "charges 47055.5321 10825.2537 11881.358 4646.759 2404.7338 \n", + "\n", + " 114 115 116 117 118 \\\n", + "age 52 60 58 29 49 \n", + "sex male male male female female \n", + "bmi 32.205 28.595 49.06 27.94 27.17 \n", + "children 3 0 0 1 0 \n", + "smoker no no no yes no \n", + "region northeast northeast southeast southeast southeast \n", + "charges 11488.31695 30259.99556 11381.3254 19107.7796 8601.3293 \n", + "\n", + " 119 120 121 122 123 \\\n", + "age 37 44 18 20 44 \n", + "sex female male male female male \n", + "bmi 23.37 37.1 23.75 28.975 31.35 \n", + "children 2 2 0 0 1 \n", + "smoker no no no no yes \n", + "region northwest southwest northeast northwest northeast \n", + "charges 6686.4313 7740.337 1705.6245 2257.47525 39556.4945 \n", + "\n", + " 124 125 126 127 128 \\\n", + "age 47 26 19 52 32 \n", + "sex female female female female female \n", + "bmi 33.915 28.785 28.3 37.4 17.765 \n", + "children 3 0 0 0 2 \n", + "smoker no no yes no yes \n", + "region northwest northeast southwest southwest northwest \n", + "charges 10115.00885 3385.39915 17081.08 9634.538 32734.1863 \n", + "\n", + " 129 130 131 132 133 \\\n", + "age 38 59 61 53 19 \n", + "sex male female female female male \n", + "bmi 34.7 26.505 22.04 35.9 25.555 \n", + "children 2 0 0 2 0 \n", + "smoker no no no no no \n", + "region southwest northeast northeast southwest northwest \n", + "charges 6082.405 12815.44495 13616.3586 11163.568 1632.56445 \n", + "\n", + " 134 135 136 137 138 \\\n", + "age 20 22 19 22 54 \n", + "sex female female male male female \n", + "bmi 28.785 28.05 34.1 25.175 31.9 \n", + "children 0 0 0 0 3 \n", + "smoker no no no no no \n", + "region northeast southeast southwest northwest southeast \n", + "charges 2457.21115 2155.6815 1261.442 2045.68525 27322.73386 \n", + "\n", + " 139 140 141 142 143 144 \\\n", + "age 22 34 26 34 29 30 \n", + "sex female male male male male male \n", + "bmi 36.0 22.42 32.49 25.3 29.735 28.69 \n", + "children 0 2 1 2 2 3 \n", + "smoker no no no yes no yes \n", + "region southwest northeast northeast southeast northwest northwest \n", + "charges 2166.732 27375.90478 3490.5491 18972.495 18157.876 20745.9891 \n", + "\n", + " 145 146 147 148 149 150 \\\n", + "age 29 46 51 53 19 35 \n", + "sex female male female female male male \n", + "bmi 38.83 30.495 37.73 37.43 28.4 24.13 \n", + "children 3 3 1 1 1 1 \n", + "smoker no yes no no no no \n", + "region southeast northwest southeast northwest southwest northwest \n", + "charges 5138.2567 40720.55105 9877.6077 10959.6947 1842.519 5125.2157 \n", + "\n", + " 151 152 153 154 155 156 \\\n", + "age 48 32 42 40 44 48 \n", + "sex male female female female male male \n", + "bmi 29.7 37.145 23.37 25.46 39.52 24.42 \n", + "children 0 3 0 1 0 0 \n", + "smoker no no yes no no yes \n", + "region southeast northeast northeast northeast northwest southeast \n", + "charges 7789.635 6334.34355 19964.7463 7077.1894 6948.7008 21223.6758 \n", + "\n", + " 157 158 159 160 161 \\\n", + "age 18 30 50 42 18 \n", + "sex male male female female female \n", + "bmi 25.175 35.53 27.83 26.6 36.85 \n", + "children 0 0 3 0 0 \n", + "smoker yes yes no yes yes \n", + "region northeast southeast southeast northwest southeast \n", + "charges 15518.18025 36950.2567 19749.38338 21348.706 36149.4835 \n", + "\n", + " 162 163 164 165 166 167 \\\n", + "age 54 32 37 47 20 32 \n", + "sex male female male male female female \n", + "bmi 39.6 29.8 29.64 28.215 37.0 33.155 \n", + "children 1 2 0 4 5 3 \n", + "smoker no no no no no no \n", + "region southwest southwest northwest northeast southwest northwest \n", + "charges 10450.552 5152.134 5028.1466 10407.08585 4830.63 6128.79745 \n", + "\n", + " 168 169 170 171 172 173 \\\n", + "age 19 27 63 49 18 35 \n", + "sex female male male male male female \n", + "bmi 31.825 18.905 41.47 30.3 15.96 34.8 \n", + "children 1 3 0 0 0 1 \n", + "smoker no no no no no no \n", + "region northwest northeast southeast southwest northeast southwest \n", + "charges 2719.27975 4827.90495 13405.3903 8116.68 1694.7964 5246.047 \n", + "\n", + " 174 175 176 177 178 179 \\\n", + "age 24 63 38 54 46 41 \n", + "sex female female male male female female \n", + "bmi 33.345 37.7 27.835 29.2 28.9 33.155 \n", + "children 0 0 2 1 2 3 \n", + "smoker no yes no no no no \n", + "region northwest southwest northwest southwest southwest northeast \n", + "charges 2855.43755 48824.45 6455.86265 10436.096 8823.279 8538.28845 \n", + "\n", + " 180 181 182 183 184 \\\n", + "age 58 18 22 44 44 \n", + "sex male female male female male \n", + "bmi 28.595 38.28 19.95 26.41 30.69 \n", + "children 0 0 3 0 2 \n", + "smoker no no no no no \n", + "region northwest southeast northeast northwest southeast \n", + "charges 11735.87905 1631.8212 4005.4225 7419.4779 7731.4271 \n", + "\n", + " 185 186 187 188 189 190 \\\n", + "age 36 26 30 41 29 61 \n", + "sex male female female female female male \n", + "bmi 41.895 29.92 30.9 32.2 32.11 31.57 \n", + "children 3 2 3 1 2 0 \n", + "smoker yes no no no no no \n", + "region northeast southeast southwest southwest northwest southeast \n", + "charges 43753.33705 3981.9768 5325.651 6775.961 4922.9159 12557.6053 \n", + "\n", + " 191 192 193 194 195 196 \\\n", + "age 36 25 56 18 19 39 \n", + "sex female male female male male female \n", + "bmi 26.2 25.74 26.6 34.43 30.59 32.8 \n", + "children 0 0 1 0 0 0 \n", + "smoker no no no no no no \n", + "region southwest southeast northwest southeast northwest southwest \n", + "charges 4883.866 2137.6536 12044.342 1137.4697 1639.5631 5649.715 \n", + "\n", + " 197 198 199 200 201 202 \\\n", + "age 45 51 64 19 48 60 \n", + "sex female female female female female female \n", + "bmi 28.6 18.05 39.33 32.11 32.23 24.035 \n", + "children 2 0 0 0 1 0 \n", + "smoker no no no no no no \n", + "region southeast northwest northeast northwest southeast northwest \n", + "charges 8516.829 9644.2525 14901.5167 2130.6759 8871.1517 13012.20865 \n", + "\n", + " 203 204 205 206 207 208 \\\n", + "age 27 46 28 59 35 63 \n", + "sex female male female male male female \n", + "bmi 36.08 22.3 28.88 26.4 27.74 31.8 \n", + "children 0 0 1 0 2 0 \n", + "smoker yes no no no yes no \n", + "region southeast southwest northeast southeast northeast southwest \n", + "charges 37133.8982 7147.105 4337.7352 11743.299 20984.0936 13880.949 \n", + "\n", + " 209 210 211 212 213 214 \\\n", + "age 40 20 40 24 34 45 \n", + "sex male male male male female female \n", + "bmi 41.23 33.0 30.875 28.5 26.73 30.9 \n", + "children 1 1 4 2 1 2 \n", + "smoker no no no no no no \n", + "region northeast southwest northwest northwest southeast southwest \n", + "charges 6610.1097 1980.07 8162.71625 3537.703 5002.7827 8520.026 \n", + "\n", + " 215 216 217 218 219 220 \\\n", + "age 41 53 27 26 24 34 \n", + "sex female female male female female female \n", + "bmi 37.1 26.6 23.1 29.92 23.21 33.7 \n", + "children 2 0 0 1 0 1 \n", + "smoker no no no no no no \n", + "region southwest northwest southeast southeast southeast southwest \n", + "charges 7371.772 10355.641 2483.736 3392.9768 25081.76784 5012.471 \n", + "\n", + " 221 222 223 224 225 226 \\\n", + "age 53 32 19 42 55 28 \n", + "sex female male male male male male \n", + "bmi 33.25 30.8 34.8 24.64 33.88 38.06 \n", + "children 0 3 0 0 3 0 \n", + "smoker no no yes yes no no \n", + "region northeast southwest southwest southeast southeast southeast \n", + "charges 10564.8845 5253.524 34779.615 19515.5416 11987.1682 2689.4954 \n", + "\n", + " 227 228 229 230 231 \\\n", + "age 58 41 47 42 59 \n", + "sex female female male female female \n", + "bmi 41.91 31.635 25.46 36.195 27.83 \n", + "children 0 1 2 1 3 \n", + "smoker no no no no no \n", + "region southeast northeast northeast northwest southeast \n", + "charges 24227.33724 7358.17565 9225.2564 7443.64305 14001.2867 \n", + "\n", + " 232 233 234 235 236 237 \\\n", + "age 19 59 39 40 18 31 \n", + "sex female male male female female male \n", + "bmi 17.8 27.5 24.51 22.22 26.73 38.39 \n", + "children 0 1 2 2 0 2 \n", + "smoker no no no yes no no \n", + "region southwest southwest northwest southeast southeast southeast \n", + "charges 1727.785 12333.828 6710.1919 19444.2658 1615.7667 4463.2051 \n", + "\n", + " 238 239 240 241 242 \\\n", + "age 19 44 23 33 55 \n", + "sex male male female female female \n", + "bmi 29.07 38.06 36.67 22.135 26.8 \n", + "children 0 1 2 1 1 \n", + "smoker yes no yes no no \n", + "region northwest southeast northeast northeast southwest \n", + "charges 17352.6803 7152.6714 38511.6283 5354.07465 35160.13457 \n", + "\n", + " 243 244 245 246 247 \\\n", + "age 40 63 54 60 24 \n", + "sex male female male female male \n", + "bmi 35.3 27.74 30.02 38.06 35.86 \n", + "children 3 0 0 0 0 \n", + "smoker no yes no no no \n", + "region southwest northeast northwest southeast southeast \n", + "charges 7196.867 29523.1656 24476.47851 12648.7034 1986.9334 \n", + "\n", + " 248 249 250 251 252 253 \\\n", + "age 19 29 18 63 54 27 \n", + "sex male male male female male male \n", + "bmi 20.9 28.975 17.29 32.2 34.21 30.3 \n", + "children 1 1 2 2 2 3 \n", + "smoker no no yes yes yes no \n", + "region southwest northeast northeast southwest southeast southwest \n", + "charges 1832.094 4040.55825 12829.4551 47305.305 44260.7499 4260.744 \n", + "\n", + " 254 255 256 257 258 \\\n", + "age 50 55 56 38 51 \n", + "sex male female male female male \n", + "bmi 31.825 25.365 33.63 40.15 24.415 \n", + "children 0 3 0 0 4 \n", + "smoker yes no yes no no \n", + "region northeast northeast northwest southeast northwest \n", + "charges 41097.16175 13047.33235 43921.1837 5400.9805 11520.09985 \n", + "\n", + " 259 260 261 262 263 \\\n", + "age 19 58 20 52 19 \n", + "sex male female female male male \n", + "bmi 31.92 25.2 26.84 24.32 36.955 \n", + "children 0 0 1 3 0 \n", + "smoker yes no yes yes yes \n", + "region northwest southwest southeast northeast northwest \n", + "charges 33750.2918 11837.16 17085.2676 24869.8368 36219.40545 \n", + "\n", + " 264 265 266 267 268 \\\n", + "age 53 46 40 59 45 \n", + "sex female male male female male \n", + "bmi 38.06 42.35 19.8 32.395 30.2 \n", + "children 3 3 1 3 1 \n", + "smoker no yes yes no no \n", + "region southeast southeast southeast northeast southwest \n", + "charges 20462.99766 46151.1245 17179.522 14590.63205 7441.053 \n", + "\n", + " 269 270 271 272 273 274 \\\n", + "age 49 18 50 41 50 25 \n", + "sex male male male male male male \n", + "bmi 25.84 29.37 34.2 37.05 27.455 27.55 \n", + "children 1 1 2 2 1 0 \n", + "smoker no no yes no no no \n", + "region northeast southeast southwest northwest northeast northwest \n", + "charges 9282.4806 1719.4363 42856.838 7265.7025 9617.66245 2523.1695 \n", + "\n", + " 275 276 277 278 279 280 \\\n", + "age 47 19 22 59 51 40 \n", + "sex female male female male female female \n", + "bmi 26.6 20.615 24.3 31.79 21.56 28.12 \n", + "children 2 2 0 2 1 1 \n", + "smoker no no no no no yes \n", + "region northeast northwest southwest southeast southeast northeast \n", + "charges 9715.841 2803.69785 2150.469 12928.7911 9855.1314 22331.5668 \n", + "\n", + " 281 282 283 284 285 \\\n", + "age 54 30 55 52 46 \n", + "sex male male female female male \n", + "bmi 40.565 27.645 32.395 31.2 26.62 \n", + "children 3 1 1 0 1 \n", + "smoker yes no no no no \n", + "region northeast northeast northeast southwest southeast \n", + "charges 48549.17835 4237.12655 11879.10405 9625.92 7742.1098 \n", + "\n", + " 286 287 288 289 290 \\\n", + "age 46 63 59 52 28 \n", + "sex female female female male female \n", + "bmi 48.07 26.22 36.765 26.4 33.4 \n", + "children 2 0 1 3 0 \n", + "smoker no no yes no no \n", + "region northeast northwest northeast southeast southwest \n", + "charges 9432.9253 14256.1928 47896.79135 25992.82104 3172.018 \n", + "\n", + " 291 292 293 294 295 296 \\\n", + "age 29 25 22 25 18 19 \n", + "sex male male female male male male \n", + "bmi 29.64 45.54 28.82 26.8 22.99 27.7 \n", + "children 1 2 0 3 0 0 \n", + "smoker no yes no no no yes \n", + "region northeast southeast southeast southwest northeast southwest \n", + "charges 20277.80751 42112.2356 2156.7518 3906.127 1704.5681 16297.846 \n", + "\n", + " 297 298 299 300 301 \\\n", + "age 47 31 48 36 53 \n", + "sex male male female male female \n", + "bmi 25.41 34.39 28.88 27.55 22.61 \n", + "children 1 3 1 3 3 \n", + "smoker yes yes no no yes \n", + "region southeast northwest northwest northeast northeast \n", + "charges 21978.6769 38746.3551 9249.4952 6746.7425 24873.3849 \n", + "\n", + " 302 303 304 305 306 \\\n", + "age 56 28 57 29 28 \n", + "sex female female female male female \n", + "bmi 37.51 33.0 38.0 33.345 27.5 \n", + "children 2 2 2 2 2 \n", + "smoker no no no no no \n", + "region southeast southeast southwest northwest southwest \n", + "charges 12265.5069 4349.462 12646.207 19442.3535 20177.67113 \n", + "\n", + " 307 308 309 310 311 312 \\\n", + "age 30 58 41 50 19 43 \n", + "sex female male female male female male \n", + "bmi 33.33 34.865 33.06 26.6 24.7 35.97 \n", + "children 1 0 2 0 0 3 \n", + "smoker no no no no no yes \n", + "region southeast northeast northwest southwest southwest southeast \n", + "charges 4151.0287 11944.59435 7749.1564 8444.474 1737.376 42124.5153 \n", + "\n", + " 313 314 315 316 317 \\\n", + "age 49 27 52 50 54 \n", + "sex male female male male male \n", + "bmi 35.86 31.4 33.25 32.205 32.775 \n", + "children 0 0 0 0 0 \n", + "smoker no yes no no no \n", + "region southeast southwest northeast northwest northeast \n", + "charges 8124.4084 34838.873 9722.7695 8835.26495 10435.06525 \n", + "\n", + " 318 319 320 321 322 \\\n", + "age 44 32 34 26 34 \n", + "sex female male male female male \n", + "bmi 27.645 37.335 25.27 29.64 30.8 \n", + "children 0 1 1 4 0 \n", + "smoker no no no no yes \n", + "region northwest northeast northwest northeast southwest \n", + "charges 7421.19455 4667.60765 4894.7533 24671.66334 35491.64 \n", + "\n", + " 323 324 325 326 327 \\\n", + "age 57 29 40 27 45 \n", + "sex male male male female male \n", + "bmi 40.945 27.2 34.105 23.21 36.48 \n", + "children 0 0 1 1 2 \n", + "smoker no no no no yes \n", + "region northeast southwest northeast southeast northwest \n", + "charges 11566.30055 2866.091 6600.20595 3561.8889 42760.5022 \n", + "\n", + " 328 329 330 331 332 \\\n", + "age 64 52 61 52 61 \n", + "sex female male female male female \n", + "bmi 33.8 36.7 36.385 27.36 31.16 \n", + "children 1 0 1 0 0 \n", + "smoker yes no yes yes no \n", + "region southwest southwest northeast northwest northwest \n", + "charges 47928.03 9144.565 48517.56315 24393.6224 13429.0354 \n", + "\n", + " 333 334 335 336 337 \\\n", + "age 56 43 64 60 62 \n", + "sex female female male male male \n", + "bmi 28.785 35.72 34.5 25.74 27.55 \n", + "children 0 2 0 0 1 \n", + "smoker no no no no no \n", + "region northeast northeast southwest southeast northwest \n", + "charges 11658.37915 19144.57652 13822.803 12142.5786 13937.6665 \n", + "\n", + " 338 339 340 341 342 \\\n", + "age 50 46 24 62 60 \n", + "sex male female female male female \n", + "bmi 32.3 27.72 27.6 30.02 27.55 \n", + "children 1 1 0 0 0 \n", + "smoker yes no no no no \n", + "region northeast southeast southwest northwest northeast \n", + "charges 41919.097 8232.6388 18955.22017 13352.0998 13217.0945 \n", + "\n", + " 343 344 345 346 347 \\\n", + "age 63 49 34 33 46 \n", + "sex male female female male male \n", + "bmi 36.765 41.47 29.26 35.75 33.345 \n", + "children 0 4 3 2 1 \n", + "smoker no no no no no \n", + "region northeast southeast southeast southeast northeast \n", + "charges 13981.85035 10977.2063 6184.2994 4889.9995 8334.45755 \n", + "\n", + " 348 349 350 351 352 353 \\\n", + "age 36 19 57 50 30 33 \n", + "sex female male female female female male \n", + "bmi 29.92 27.835 23.18 25.6 27.7 35.245 \n", + "children 1 0 0 0 0 0 \n", + "smoker no no no no no no \n", + "region southeast northwest northwest southwest southwest northeast \n", + "charges 5478.0368 1635.73365 11830.6072 8932.084 3554.203 12404.8791 \n", + "\n", + " 354 355 356 357 358 \\\n", + "age 18 46 46 47 23 \n", + "sex female male male male male \n", + "bmi 38.28 27.6 43.89 29.83 41.91 \n", + "children 0 0 3 3 0 \n", + "smoker no no no no no \n", + "region southeast southwest southeast northwest southeast \n", + "charges 14133.03775 24603.04837 8944.1151 9620.3307 1837.2819 \n", + "\n", + " 359 360 361 362 363 364 \\\n", + "age 18 48 35 19 21 21 \n", + "sex female female male female female female \n", + "bmi 20.79 32.3 30.5 21.7 26.4 21.89 \n", + "children 0 2 1 0 1 2 \n", + "smoker no no no yes no no \n", + "region southeast northeast southwest southwest southwest southeast \n", + "charges 1607.5101 10043.249 4751.07 13844.506 2597.779 3180.5101 \n", + "\n", + " 365 366 367 368 369 370 \\\n", + "age 49 56 42 44 18 61 \n", + "sex female female female male male female \n", + "bmi 30.78 32.3 24.985 32.015 30.4 21.09 \n", + "children 1 3 2 2 3 0 \n", + "smoker no no no no no no \n", + "region northeast northeast northwest northwest northeast northwest \n", + "charges 9778.3472 13430.265 8017.06115 8116.26885 3481.868 13415.0381 \n", + "\n", + " 371 372 373 374 375 \\\n", + "age 57 42 26 20 23 \n", + "sex female female male male female \n", + "bmi 22.23 33.155 32.9 33.33 28.31 \n", + "children 0 1 2 0 0 \n", + "smoker no no yes no yes \n", + "region northeast northeast southwest southeast northwest \n", + "charges 12029.2867 7639.41745 36085.219 1391.5287 18033.9679 \n", + "\n", + " 376 377 378 379 380 \\\n", + "age 39 24 64 62 27 \n", + "sex female male female male female \n", + "bmi 24.89 40.15 30.115 31.46 17.955 \n", + "children 3 0 3 1 2 \n", + "smoker yes yes no no yes \n", + "region northeast southeast northwest southeast northeast \n", + "charges 21659.9301 38126.2465 16455.70785 27000.98473 15006.57945 \n", + "\n", + " 381 382 383 384 385 \\\n", + "age 55 55 35 44 19 \n", + "sex male male female male male \n", + "bmi 30.685 33.0 43.34 22.135 34.4 \n", + "children 0 0 2 2 0 \n", + "smoker yes no no no no \n", + "region northeast southeast southeast northeast southwest \n", + "charges 42303.69215 20781.48892 5846.9176 8302.53565 1261.859 \n", + "\n", + " 386 387 388 389 390 \\\n", + "age 58 50 26 24 48 \n", + "sex female male female female male \n", + "bmi 39.05 25.365 22.61 30.21 35.625 \n", + "children 0 2 0 3 4 \n", + "smoker no no no no no \n", + "region southeast northwest northwest northwest northeast \n", + "charges 11856.4115 30284.64294 3176.8159 4618.0799 10736.87075 \n", + "\n", + " 391 392 393 394 395 396 \\\n", + "age 19 48 49 46 46 43 \n", + "sex female male male female male female \n", + "bmi 37.43 31.445 31.35 32.3 19.855 34.4 \n", + "children 0 1 1 2 0 3 \n", + "smoker no no no no no no \n", + "region northwest northeast northeast northeast northwest southwest \n", + "charges 2138.0707 8964.06055 9290.1395 9411.005 7526.70645 8522.003 \n", + "\n", + " 397 398 399 400 401 \\\n", + "age 21 64 18 51 47 \n", + "sex male male female female male \n", + "bmi 31.02 25.6 38.17 20.6 47.52 \n", + "children 0 2 0 0 1 \n", + "smoker no no no no no \n", + "region southeast southwest southeast southwest southeast \n", + "charges 16586.49771 14988.432 1631.6683 9264.797 8083.9198 \n", + "\n", + " 402 403 404 405 406 407 \\\n", + "age 64 49 31 52 33 47 \n", + "sex female male male female female female \n", + "bmi 32.965 32.3 20.4 38.38 24.31 23.6 \n", + "children 0 3 0 2 0 1 \n", + "smoker no no no no no no \n", + "region northwest northwest southwest northeast southeast southwest \n", + "charges 14692.66935 10269.46 3260.199 11396.9002 4185.0979 8539.671 \n", + "\n", + " 408 409 410 411 412 \\\n", + "age 38 32 19 44 26 \n", + "sex male male male female female \n", + "bmi 21.12 30.03 17.48 20.235 17.195 \n", + "children 3 1 0 1 2 \n", + "smoker no no no yes yes \n", + "region southeast southeast northwest northeast northeast \n", + "charges 6652.5288 4074.4537 1621.3402 19594.80965 14455.64405 \n", + "\n", + " 413 414 415 416 417 418 \\\n", + "age 25 19 43 52 36 64 \n", + "sex male female female male female male \n", + "bmi 23.9 35.15 35.64 34.1 22.6 39.16 \n", + "children 5 0 1 0 2 1 \n", + "smoker no no no no yes no \n", + "region southwest northwest southeast southeast southwest southeast \n", + "charges 5080.096 2134.9015 7345.7266 9140.951 18608.262 14418.2804 \n", + "\n", + " 419 420 421 422 423 \\\n", + "age 63 64 61 40 25 \n", + "sex female male male male male \n", + "bmi 26.98 33.88 35.86 32.775 30.59 \n", + "children 0 0 0 1 0 \n", + "smoker yes yes yes yes no \n", + "region northwest southeast southeast northeast northeast \n", + "charges 28950.4692 46889.2612 46599.1084 39125.33225 2727.3951 \n", + "\n", + " 424 425 426 427 428 \\\n", + "age 48 45 38 18 21 \n", + "sex male male female female female \n", + "bmi 30.2 24.31 27.265 29.165 16.815 \n", + "children 2 5 1 0 1 \n", + "smoker no no no no no \n", + "region southwest southeast northeast northeast northeast \n", + "charges 8968.33 9788.8659 6555.07035 7323.734819 3167.45585 \n", + "\n", + " 429 430 431 432 433 \\\n", + "age 27 19 29 42 60 \n", + "sex female male female male female \n", + "bmi 30.4 33.1 20.235 26.9 30.5 \n", + "children 3 0 2 0 0 \n", + "smoker no no no no no \n", + "region northwest southwest northwest southwest southwest \n", + "charges 18804.7524 23082.95533 4906.40965 5969.723 12638.195 \n", + "\n", + " 434 435 436 437 438 439 \\\n", + "age 31 60 22 35 52 26 \n", + "sex male male male male female male \n", + "bmi 28.595 33.11 31.73 28.9 46.75 29.45 \n", + "children 1 3 0 3 5 0 \n", + "smoker no no no no no no \n", + "region northwest southeast northeast southwest southeast northeast \n", + "charges 4243.59005 13919.8229 2254.7967 5926.846 12592.5345 2897.3235 \n", + "\n", + " 440 441 442 443 444 \\\n", + "age 31 33 18 59 56 \n", + "sex female female male female male \n", + "bmi 32.68 33.5 43.01 36.52 26.695 \n", + "children 1 0 0 1 1 \n", + "smoker no yes no no yes \n", + "region northwest southwest southeast southeast northwest \n", + "charges 4738.2682 37079.372 1149.3959 28287.89766 26109.32905 \n", + "\n", + " 445 446 447 448 449 450 \\\n", + "age 45 60 56 40 35 39 \n", + "sex female male female female male male \n", + "bmi 33.1 29.64 25.65 29.6 38.6 29.6 \n", + "children 0 0 0 0 1 4 \n", + "smoker no no no no no no \n", + "region southwest northeast northwest southwest southwest southwest \n", + "charges 7345.084 12730.9996 11454.0215 5910.944 4762.329 7512.267 \n", + "\n", + " 451 452 453 454 455 456 \\\n", + "age 30 24 20 32 59 55 \n", + "sex male male male male male female \n", + "bmi 24.13 23.4 29.735 46.53 37.4 30.14 \n", + "children 1 0 0 2 0 2 \n", + "smoker no no no no no no \n", + "region northwest southwest northwest southeast southwest southeast \n", + "charges 4032.2407 1969.614 1769.53165 4686.3887 21797.0004 11881.9696 \n", + "\n", + " 457 458 459 460 461 \\\n", + "age 57 56 40 49 42 \n", + "sex female male female female male \n", + "bmi 30.495 39.6 33.0 36.63 30.0 \n", + "children 0 0 3 3 0 \n", + "smoker no no no no yes \n", + "region northwest southwest southeast southeast southwest \n", + "charges 11840.77505 10601.412 7682.67 10381.4787 22144.032 \n", + "\n", + " 462 463 464 465 466 \\\n", + "age 62 56 19 30 60 \n", + "sex female male male female female \n", + "bmi 38.095 25.935 25.175 28.38 28.7 \n", + "children 2 0 0 1 1 \n", + "smoker no no no yes no \n", + "region northeast northeast northwest southeast southwest \n", + "charges 15230.32405 11165.41765 1632.03625 19521.9682 13224.693 \n", + "\n", + " 467 468 469 470 471 472 \\\n", + "age 56 28 18 27 18 19 \n", + "sex female female female male female female \n", + "bmi 33.82 24.32 24.09 32.67 30.115 29.8 \n", + "children 2 1 1 0 0 0 \n", + "smoker no no no no no no \n", + "region northwest northeast southeast southeast northeast southwest \n", + "charges 12643.3778 23288.9284 2201.0971 2497.0383 2203.47185 1744.465 \n", + "\n", + " 473 474 475 476 477 \\\n", + "age 47 54 61 24 25 \n", + "sex female male male male male \n", + "bmi 33.345 25.1 28.31 28.5 35.625 \n", + "children 0 3 1 0 0 \n", + "smoker no yes yes yes no \n", + "region northeast southwest northwest northeast northwest \n", + "charges 20878.78443 25382.297 28868.6639 35147.52848 2534.39375 \n", + "\n", + " 478 479 480 481 482 483 \\\n", + "age 21 23 63 49 18 51 \n", + "sex male male male male female female \n", + "bmi 36.85 32.56 41.325 37.51 31.35 39.5 \n", + "children 0 0 3 2 0 1 \n", + "smoker no no no no no no \n", + "region southeast southeast northwest southeast southeast southwest \n", + "charges 1534.3045 1824.2854 15555.18875 9304.7019 1622.1885 9880.068 \n", + "\n", + " 484 485 486 487 488 \\\n", + "age 48 31 54 19 44 \n", + "sex male female female male female \n", + "bmi 34.3 31.065 21.47 28.7 38.06 \n", + "children 3 0 3 0 0 \n", + "smoker no no no no yes \n", + "region southwest northeast northwest southwest southeast \n", + "charges 9563.029 4347.02335 12475.3513 1253.936 48885.13561 \n", + "\n", + " 489 490 491 492 493 494 \\\n", + "age 53 19 61 18 61 21 \n", + "sex male female female female male male \n", + "bmi 31.16 32.9 25.08 25.08 43.4 25.7 \n", + "children 1 0 0 0 0 4 \n", + "smoker no no no no no yes \n", + "region northwest southwest southeast northeast southwest southwest \n", + "charges 10461.9794 1748.774 24513.09126 2196.4732 12574.049 17942.106 \n", + "\n", + " 495 496 497 498 499 500 \\\n", + "age 20 31 45 44 62 29 \n", + "sex male female male female female male \n", + "bmi 27.93 23.6 28.7 23.98 39.2 34.4 \n", + "children 0 2 2 2 0 0 \n", + "smoker no no no no no yes \n", + "region northeast southwest southwest southeast southwest southwest \n", + "charges 1967.0227 4931.647 8027.968 8211.1002 13470.86 36197.699 \n", + "\n", + " 501 502 503 504 505 506 \\\n", + "age 43 51 19 38 37 22 \n", + "sex male male male female male male \n", + "bmi 26.03 23.21 30.25 28.93 30.875 31.35 \n", + "children 0 1 0 1 3 1 \n", + "smoker no yes yes no no no \n", + "region northeast southeast southeast southeast northwest northwest \n", + "charges 6837.3687 22218.1149 32548.3405 5974.3847 6796.86325 2643.2685 \n", + "\n", + " 507 508 509 510 511 512 \\\n", + "age 21 24 57 56 27 51 \n", + "sex male female female male male male \n", + "bmi 23.75 25.27 28.7 32.11 33.66 22.42 \n", + "children 2 0 0 1 0 0 \n", + "smoker no no no no no no \n", + "region northwest northeast southwest northeast southeast northeast \n", + "charges 3077.0955 3044.2133 11455.28 11763.0009 2498.4144 9361.3268 \n", + "\n", + " 513 514 515 516 517 518 \\\n", + "age 19 39 58 20 45 35 \n", + "sex male male male male male female \n", + "bmi 30.4 28.3 35.7 35.31 30.495 31.0 \n", + "children 0 1 0 1 2 1 \n", + "smoker no yes no no no no \n", + "region southwest southwest southwest southeast northwest southwest \n", + "charges 1256.299 21082.16 11362.755 27724.28875 8413.46305 5240.765 \n", + "\n", + " 519 520 521 522 523 \\\n", + "age 31 50 32 51 38 \n", + "sex male female female female female \n", + "bmi 30.875 27.36 44.22 33.915 37.73 \n", + "children 0 0 0 0 0 \n", + "smoker no no no no no \n", + "region northeast northeast southeast northeast southeast \n", + "charges 3857.75925 25656.57526 3994.1778 9866.30485 5397.6167 \n", + "\n", + " 524 525 526 527 528 \\\n", + "age 42 18 19 51 46 \n", + "sex male female female female male \n", + "bmi 26.07 33.88 30.59 25.8 39.425 \n", + "children 1 0 2 1 1 \n", + "smoker yes no no no no \n", + "region southeast southeast northwest southwest northeast \n", + "charges 38245.59327 11482.63485 24059.68019 9861.025 8342.90875 \n", + "\n", + " 529 530 531 532 533 \\\n", + "age 18 57 62 59 37 \n", + "sex male male female male male \n", + "bmi 25.46 42.13 31.73 29.7 36.19 \n", + "children 0 1 0 2 0 \n", + "smoker no yes no no no \n", + "region northeast southeast northeast southeast southeast \n", + "charges 1708.0014 48675.5177 14043.4767 12925.886 19214.70553 \n", + "\n", + " 534 535 536 537 538 \\\n", + "age 64 38 33 46 46 \n", + "sex male male female female female \n", + "bmi 40.48 28.025 38.9 30.2 28.05 \n", + "children 0 1 3 2 1 \n", + "smoker no no no no no \n", + "region southeast northeast southwest southwest southeast \n", + "charges 13831.1152 6067.12675 5972.378 8825.086 8233.0975 \n", + "\n", + " 539 540 541 542 543 \\\n", + "age 53 34 20 63 54 \n", + "sex male female female female female \n", + "bmi 31.35 38.0 31.79 36.3 47.41 \n", + "children 0 3 2 0 0 \n", + "smoker no no no no yes \n", + "region southeast southwest southeast southeast southeast \n", + "charges 27346.04207 6196.448 3056.3881 13887.204 63770.42801 \n", + "\n", + " 544 545 546 547 548 \\\n", + "age 54 49 28 54 25 \n", + "sex male male male female female \n", + "bmi 30.21 25.84 35.435 46.7 28.595 \n", + "children 0 2 0 2 0 \n", + "smoker no yes no no no \n", + "region northwest northwest northeast southwest northeast \n", + "charges 10231.4999 23807.2406 3268.84665 11538.421 3213.62205 \n", + "\n", + " 549 550 551 552 553 554 \\\n", + "age 43 63 32 62 52 25 \n", + "sex female male female male female female \n", + "bmi 46.2 30.8 28.93 21.4 31.73 41.325 \n", + "children 0 0 0 0 2 0 \n", + "smoker yes no no no no no \n", + "region southeast southwest southeast southwest northwest northeast \n", + "charges 45863.205 13390.559 3972.9247 12957.118 11187.6567 17878.90068 \n", + "\n", + " 555 556 557 558 559 560 \\\n", + "age 28 46 34 35 19 46 \n", + "sex male male male female male female \n", + "bmi 23.8 33.44 34.21 34.105 35.53 19.95 \n", + "children 2 1 0 3 0 2 \n", + "smoker no no no yes no no \n", + "region southwest northeast southeast northwest northwest northwest \n", + "charges 3847.674 8334.5896 3935.1799 39983.42595 1646.4297 9193.8385 \n", + "\n", + " 561 562 563 564 565 566 \\\n", + "age 54 27 50 18 19 38 \n", + "sex female male male female female female \n", + "bmi 32.68 30.5 44.77 32.12 30.495 40.565 \n", + "children 0 0 1 2 0 1 \n", + "smoker no no no no no no \n", + "region northeast southwest southeast southeast northwest northwest \n", + "charges 10923.9332 2494.022 9058.7303 2801.2588 2128.43105 6373.55735 \n", + "\n", + " 567 568 569 570 571 572 \\\n", + "age 41 49 48 31 18 30 \n", + "sex male female male female female female \n", + "bmi 30.59 31.9 40.565 29.1 37.29 43.12 \n", + "children 2 5 2 0 1 2 \n", + "smoker no no yes no no no \n", + "region northwest southwest northwest southwest southeast southeast \n", + "charges 7256.7231 11552.904 45702.02235 3761.292 2219.4451 4753.6368 \n", + "\n", + " 573 574 575 576 577 \\\n", + "age 62 57 58 22 31 \n", + "sex female female female male female \n", + "bmi 36.86 34.295 27.17 26.84 38.095 \n", + "children 1 2 0 0 1 \n", + "smoker no no no no yes \n", + "region northeast northeast northwest southeast northeast \n", + "charges 31620.00106 13224.05705 12222.8983 1664.9996 58571.07448 \n", + "\n", + " 578 579 580 581 582 \\\n", + "age 52 25 59 19 39 \n", + "sex male female male male male \n", + "bmi 30.2 23.465 25.46 30.59 45.43 \n", + "children 1 0 1 0 2 \n", + "smoker no no no no no \n", + "region southwest northeast northeast northwest southeast \n", + "charges 9724.53 3206.49135 12913.9924 1639.5631 6356.2707 \n", + "\n", + " 583 584 585 586 587 \\\n", + "age 32 19 33 21 34 \n", + "sex female male female male female \n", + "bmi 23.65 20.7 28.27 20.235 30.21 \n", + "children 1 0 1 3 1 \n", + "smoker no no no no yes \n", + "region southeast southwest southeast northeast northwest \n", + "charges 17626.23951 1242.816 4779.6023 3861.20965 43943.8761 \n", + "\n", + " 588 589 590 591 592 593 \\\n", + "age 61 38 58 47 20 21 \n", + "sex female female female male male female \n", + "bmi 35.91 30.69 29.0 19.57 31.13 21.85 \n", + "children 0 1 0 1 2 1 \n", + "smoker no no no no no yes \n", + "region northeast southeast southwest northwest southeast northeast \n", + "charges 13635.6379 5976.8311 11842.442 8428.0693 2566.4707 15359.1045 \n", + "\n", + " 594 595 596 597 598 599 \\\n", + "age 41 46 42 34 43 52 \n", + "sex male female female female male female \n", + "bmi 40.26 33.725 29.48 33.25 32.6 37.525 \n", + "children 0 1 2 1 2 2 \n", + "smoker no no no no no no \n", + "region southeast northeast southeast northeast southwest northwest \n", + "charges 5709.1644 8823.98575 7640.3092 5594.8455 7441.501 33471.97189 \n", + "\n", + " 600 601 602 603 604 605 \\\n", + "age 18 51 56 64 19 51 \n", + "sex female male female female female female \n", + "bmi 39.16 31.635 25.3 39.05 28.31 34.1 \n", + "children 0 0 0 3 0 0 \n", + "smoker no no no no yes no \n", + "region southeast northwest southwest southeast northwest southeast \n", + "charges 1633.0444 9174.13565 11070.535 16085.1275 17468.9839 9283.562 \n", + "\n", + " 606 607 608 609 610 611 \\\n", + "age 27 59 28 30 47 38 \n", + "sex female female male male female female \n", + "bmi 25.175 23.655 26.98 37.8 29.37 34.8 \n", + "children 0 0 2 2 1 2 \n", + "smoker no yes no yes no no \n", + "region northeast northwest northeast southwest southeast southwest \n", + "charges 3558.62025 25678.77845 4435.0942 39241.442 8547.6913 6571.544 \n", + "\n", + " 612 613 614 615 616 \\\n", + "age 18 34 20 47 56 \n", + "sex female female female female female \n", + "bmi 33.155 19.0 33.0 36.63 28.595 \n", + "children 0 3 0 1 0 \n", + "smoker no no no yes no \n", + "region northeast northeast southeast southeast northeast \n", + "charges 2207.69745 6753.038 1880.07 42969.8527 11658.11505 \n", + "\n", + " 617 618 619 620 621 622 \\\n", + "age 49 19 55 30 37 49 \n", + "sex male female female male male female \n", + "bmi 25.6 33.11 37.1 31.4 34.1 21.3 \n", + "children 2 0 0 1 4 1 \n", + "smoker yes yes no no yes no \n", + "region southwest southeast southwest southwest southwest southwest \n", + "charges 23306.547 34439.8559 10713.644 3659.346 40182.246 9182.17 \n", + "\n", + " 623 624 625 626 627 \\\n", + "age 18 59 29 36 33 \n", + "sex male male female male male \n", + "bmi 33.535 28.785 26.03 28.88 42.46 \n", + "children 0 0 0 3 1 \n", + "smoker yes no no no no \n", + "region northeast northwest northwest northeast southeast \n", + "charges 34617.84065 12129.61415 3736.4647 6748.5912 11326.71487 \n", + "\n", + " 628 629 630 631 632 633 \\\n", + "age 58 44 53 24 29 40 \n", + "sex male female male male female male \n", + "bmi 38.0 38.95 36.1 29.3 35.53 22.705 \n", + "children 0 0 1 0 0 2 \n", + "smoker no yes no no no no \n", + "region southwest northwest southwest southwest southeast northeast \n", + "charges 11365.952 42983.4585 10085.846 1977.815 3366.6697 7173.35995 \n", + "\n", + " 634 635 636 637 638 \\\n", + "age 51 64 19 35 39 \n", + "sex male male female female male \n", + "bmi 39.7 38.19 24.51 38.095 26.41 \n", + "children 1 0 1 2 0 \n", + "smoker no no no no yes \n", + "region southwest northeast northwest northeast northeast \n", + "charges 9391.346 14410.9321 2709.1119 24915.04626 20149.3229 \n", + "\n", + " 639 640 641 642 643 \\\n", + "age 56 33 42 61 23 \n", + "sex male male male male female \n", + "bmi 33.66 42.4 28.31 33.915 34.96 \n", + "children 4 5 3 0 3 \n", + "smoker no no yes no no \n", + "region southeast southwest northwest northeast northwest \n", + "charges 12949.1554 6666.243 32787.45859 13143.86485 4466.6214 \n", + "\n", + " 644 645 646 647 648 \\\n", + "age 43 48 39 40 18 \n", + "sex male male male female male \n", + "bmi 35.31 30.78 26.22 23.37 28.5 \n", + "children 2 3 1 3 0 \n", + "smoker no no no no no \n", + "region southeast northeast northwest northeast northeast \n", + "charges 18806.14547 10141.1362 6123.5688 8252.2843 1712.227 \n", + "\n", + " 649 650 651 652 653 654 \\\n", + "age 58 49 53 48 45 59 \n", + "sex female female female female female female \n", + "bmi 32.965 42.68 39.6 31.13 36.3 35.2 \n", + "children 0 2 1 0 2 0 \n", + "smoker no no no no no no \n", + "region northeast southeast southeast southeast southeast southeast \n", + "charges 12430.95335 9800.8882 10579.711 8280.6227 8527.532 12244.531 \n", + "\n", + " 655 656 657 658 659 \\\n", + "age 52 26 27 48 57 \n", + "sex female female male female female \n", + "bmi 25.3 42.4 33.155 35.91 28.785 \n", + "children 2 1 2 1 4 \n", + "smoker yes no no no no \n", + "region southeast southwest northwest northeast northeast \n", + "charges 24667.419 3410.324 4058.71245 26392.26029 14394.39815 \n", + "\n", + " 660 661 662 663 664 \\\n", + "age 37 57 32 18 64 \n", + "sex male female female male female \n", + "bmi 46.53 23.98 31.54 33.66 22.99 \n", + "children 3 1 1 0 0 \n", + "smoker no no no no yes \n", + "region southeast southeast northeast southeast southeast \n", + "charges 6435.6237 22192.43711 5148.5526 1136.3994 27037.9141 \n", + "\n", + " 665 666 667 668 669 \\\n", + "age 43 49 40 62 40 \n", + "sex male male female male female \n", + "bmi 38.06 28.7 32.775 32.015 29.81 \n", + "children 2 1 2 0 1 \n", + "smoker yes no yes yes no \n", + "region southeast southwest northwest northeast southeast \n", + "charges 42560.4304 8703.456 40003.33225 45710.20785 6500.2359 \n", + "\n", + " 670 671 672 673 674 675 \\\n", + "age 30 29 36 41 44 45 \n", + "sex male female male female female male \n", + "bmi 31.57 31.16 29.7 31.02 43.89 21.375 \n", + "children 3 0 0 0 2 0 \n", + "smoker no no no no yes no \n", + "region southeast northeast southeast southeast southeast northwest \n", + "charges 4837.5823 3943.5954 4399.731 6185.3208 46200.9851 7222.78625 \n", + "\n", + " 676 677 678 679 680 681 \\\n", + "age 55 60 56 49 21 19 \n", + "sex female male male female female male \n", + "bmi 40.81 31.35 36.1 23.18 17.4 20.3 \n", + "children 3 3 3 2 1 0 \n", + "smoker no yes no no no no \n", + "region southeast northwest southwest northwest southwest southwest \n", + "charges 12485.8009 46130.5265 12363.547 10156.7832 2585.269 1242.26 \n", + "\n", + " 682 683 684 685 686 687 \\\n", + "age 39 53 33 53 42 40 \n", + "sex male male female male male male \n", + "bmi 35.3 24.32 18.5 26.41 26.125 41.69 \n", + "children 2 0 1 2 2 0 \n", + "smoker yes no no no no no \n", + "region southwest northwest southwest northeast northeast southeast \n", + "charges 40103.89 9863.4718 4766.022 11244.3769 7729.64575 5438.7491 \n", + "\n", + " 688 689 690 691 692 \\\n", + "age 47 27 21 47 20 \n", + "sex female male male male male \n", + "bmi 24.1 31.13 27.36 36.2 32.395 \n", + "children 1 1 0 1 1 \n", + "smoker no yes no no no \n", + "region southwest southeast northeast southwest northwest \n", + "charges 26236.57997 34806.4677 2104.1134 8068.185 2362.22905 \n", + "\n", + " 693 694 695 696 697 \\\n", + "age 24 27 26 53 41 \n", + "sex male female female female male \n", + "bmi 23.655 34.8 40.185 32.3 35.75 \n", + "children 0 1 0 2 1 \n", + "smoker no no no no yes \n", + "region northwest southwest northwest northeast southeast \n", + "charges 2352.96845 3577.999 3201.24515 29186.48236 40273.6455 \n", + "\n", + " 698 699 700 701 702 703 \\\n", + "age 56 23 21 50 53 34 \n", + "sex male female female female male female \n", + "bmi 33.725 39.27 34.87 44.745 41.47 26.41 \n", + "children 0 2 0 0 0 1 \n", + "smoker no no no no no no \n", + "region northwest southeast southeast northeast southeast northwest \n", + "charges 10976.24575 3500.6123 2020.5523 9541.69555 9504.3103 5385.3379 \n", + "\n", + " 704 705 706 707 708 \\\n", + "age 47 33 51 49 31 \n", + "sex female female female male female \n", + "bmi 29.545 32.9 38.06 28.69 30.495 \n", + "children 1 2 0 3 3 \n", + "smoker no no yes no no \n", + "region northwest southwest southeast northwest northeast \n", + "charges 8930.93455 5375.038 44400.4064 10264.4421 6113.23105 \n", + "\n", + " 709 710 711 712 713 714 \\\n", + "age 36 18 50 43 20 24 \n", + "sex female male female female male female \n", + "bmi 27.74 35.2 23.54 30.685 40.47 22.6 \n", + "children 0 1 2 2 0 0 \n", + "smoker no no no no no no \n", + "region northeast southeast southeast northwest northeast southwest \n", + "charges 5469.0066 1727.54 10107.2206 8310.83915 1984.4533 2457.502 \n", + "\n", + " 715 716 717 718 719 720 \\\n", + "age 60 49 60 51 58 51 \n", + "sex male female male female female female \n", + "bmi 28.9 22.61 24.32 36.67 33.44 40.66 \n", + "children 0 1 1 2 0 0 \n", + "smoker no no no no no no \n", + "region southwest northwest northwest northwest northwest northeast \n", + "charges 12146.971 9566.9909 13112.6048 10848.1343 12231.6136 9875.6804 \n", + "\n", + " 721 722 723 724 725 \\\n", + "age 53 62 19 50 30 \n", + "sex male male male female female \n", + "bmi 36.6 37.4 35.4 27.075 39.05 \n", + "children 3 0 0 1 3 \n", + "smoker no no no no yes \n", + "region southwest southwest southwest northeast southeast \n", + "charges 11264.541 12979.358 1263.249 10106.13425 40932.4295 \n", + "\n", + " 726 727 728 729 730 \\\n", + "age 41 29 18 41 35 \n", + "sex male female female female male \n", + "bmi 28.405 21.755 40.28 36.08 24.42 \n", + "children 1 1 0 1 3 \n", + "smoker no yes no no yes \n", + "region northwest northeast northeast southeast southeast \n", + "charges 6664.68595 16657.71745 2217.6012 6781.3542 19361.9988 \n", + "\n", + " 731 732 733 734 735 736 \\\n", + "age 53 24 48 59 49 37 \n", + "sex male female female female female female \n", + "bmi 21.4 30.1 27.265 32.1 34.77 38.39 \n", + "children 1 3 1 3 1 0 \n", + "smoker no no no no no yes \n", + "region southwest southwest northeast southwest northwest southeast \n", + "charges 10065.413 4234.927 9447.25035 14007.222 9583.8933 40419.0191 \n", + "\n", + " 737 738 739 740 741 \\\n", + "age 26 23 29 45 27 \n", + "sex male male male male male \n", + "bmi 23.7 31.73 35.5 24.035 29.15 \n", + "children 2 3 2 2 0 \n", + "smoker no yes yes no yes \n", + "region southwest northeast southwest northeast southeast \n", + "charges 3484.331 36189.1017 44585.45587 8604.48365 18246.4955 \n", + "\n", + " 742 743 744 745 746 \\\n", + "age 53 31 50 50 34 \n", + "sex male female male female male \n", + "bmi 34.105 26.62 26.41 30.115 27.0 \n", + "children 0 0 0 1 2 \n", + "smoker yes no no no no \n", + "region northeast southeast northwest northwest southwest \n", + "charges 43254.41795 3757.8448 8827.2099 9910.35985 11737.84884 \n", + "\n", + " 747 748 749 750 751 \\\n", + "age 19 47 28 37 21 \n", + "sex male female male female male \n", + "bmi 21.755 36.0 30.875 26.4 28.975 \n", + "children 0 1 0 0 0 \n", + "smoker no no no yes no \n", + "region northwest southwest northwest southeast northwest \n", + "charges 1627.28245 8556.907 3062.50825 19539.243 1906.35825 \n", + "\n", + " 752 753 754 755 756 \\\n", + "age 64 58 24 31 39 \n", + "sex male female male male female \n", + "bmi 37.905 22.77 33.63 27.645 22.8 \n", + "children 0 0 4 2 3 \n", + "smoker no no no no no \n", + "region northwest southeast northeast northeast northeast \n", + "charges 14210.53595 11833.7823 17128.42608 5031.26955 7985.815 \n", + "\n", + " 757 758 759 760 761 762 \\\n", + "age 47 30 18 22 23 33 \n", + "sex female male male female male male \n", + "bmi 27.83 37.43 38.17 34.58 35.2 27.1 \n", + "children 0 3 0 2 1 1 \n", + "smoker yes no yes no no yes \n", + "region southeast northeast southeast northeast southwest southwest \n", + "charges 23065.4207 5428.7277 36307.7983 3925.7582 2416.955 19040.876 \n", + "\n", + " 763 764 765 766 767 768 \\\n", + "age 27 45 57 47 42 64 \n", + "sex male female female male female female \n", + "bmi 26.03 25.175 31.825 32.3 29.0 39.7 \n", + "children 0 2 0 1 1 0 \n", + "smoker no no no no no no \n", + "region northeast northeast northwest southwest southwest southwest \n", + "charges 3070.8087 9095.06825 11842.62375 8062.764 7050.642 14319.031 \n", + "\n", + " 769 770 771 772 773 \\\n", + "age 38 61 53 44 19 \n", + "sex female male female female female \n", + "bmi 19.475 36.1 26.7 36.48 28.88 \n", + "children 2 3 2 0 0 \n", + "smoker no no no no yes \n", + "region northwest southwest southwest northeast northwest \n", + "charges 6933.24225 27941.28758 11150.78 12797.20962 17748.5062 \n", + "\n", + " 774 775 776 777 778 779 \\\n", + "age 41 51 40 45 35 53 \n", + "sex male male male male male male \n", + "bmi 34.2 33.33 32.3 39.805 34.32 28.88 \n", + "children 2 3 2 0 3 0 \n", + "smoker no no no no no no \n", + "region northwest southeast northwest northeast southeast northwest \n", + "charges 7261.741 10560.4917 6986.697 7448.40395 5934.3798 9869.8102 \n", + "\n", + " 780 781 782 783 784 785 \\\n", + "age 30 18 51 50 31 35 \n", + "sex male male male female female female \n", + "bmi 24.4 41.14 35.97 27.6 29.26 27.7 \n", + "children 3 0 1 1 1 3 \n", + "smoker yes no no yes no no \n", + "region southwest southeast southeast southwest southeast southwest \n", + "charges 18259.216 1146.7966 9386.1613 24520.264 4350.5144 6414.178 \n", + "\n", + " 786 787 788 789 790 \\\n", + "age 60 21 29 62 39 \n", + "sex male male male female female \n", + "bmi 36.955 36.86 22.515 29.92 41.8 \n", + "children 0 0 3 0 0 \n", + "smoker no no no no no \n", + "region northeast northwest northeast southeast southeast \n", + "charges 12741.16745 1917.3184 5209.57885 13457.9608 5662.225 \n", + "\n", + " 791 792 793 794 795 796 \\\n", + "age 19 22 53 39 27 30 \n", + "sex male female male female male male \n", + "bmi 27.6 23.18 20.9 31.92 28.5 44.22 \n", + "children 0 0 0 2 0 2 \n", + "smoker no no yes no yes no \n", + "region southwest northeast southeast northwest northwest southeast \n", + "charges 1252.407 2731.9122 21195.818 7209.4918 18310.742 4266.1658 \n", + "\n", + " 797 798 799 800 801 \\\n", + "age 30 58 33 42 64 \n", + "sex female female male female female \n", + "bmi 22.895 33.1 24.795 26.18 35.97 \n", + "children 1 0 0 1 0 \n", + "smoker no no yes no no \n", + "region northeast southwest northeast southeast southeast \n", + "charges 4719.52405 11848.141 17904.52705 7046.7222 14313.8463 \n", + "\n", + " 802 803 804 805 806 \\\n", + "age 21 18 23 45 40 \n", + "sex male female male female female \n", + "bmi 22.3 42.24 26.51 35.815 41.42 \n", + "children 1 0 0 0 1 \n", + "smoker no yes no no no \n", + "region southwest southeast southeast northwest northwest \n", + "charges 2103.08 38792.6856 1815.8759 7731.85785 28476.73499 \n", + "\n", + " 807 808 809 810 811 812 \\\n", + "age 19 18 25 46 33 54 \n", + "sex female male male female female male \n", + "bmi 36.575 30.14 25.84 30.8 42.94 21.01 \n", + "children 0 0 1 3 3 2 \n", + "smoker no no no no no no \n", + "region northwest southeast northeast southwest northwest southeast \n", + "charges 2136.88225 1131.5066 3309.7926 9414.92 6360.9936 11013.7119 \n", + "\n", + " 813 814 815 816 817 \\\n", + "age 28 36 20 24 23 \n", + "sex male male female female male \n", + "bmi 22.515 34.43 31.46 24.225 37.1 \n", + "children 2 2 0 0 3 \n", + "smoker no no no no no \n", + "region northeast southeast southeast northwest southwest \n", + "charges 4428.88785 5584.3057 1877.9294 2842.76075 3597.596 \n", + "\n", + " 818 819 820 821 822 \\\n", + "age 47 33 45 26 18 \n", + "sex female female male male female \n", + "bmi 26.125 35.53 33.7 17.67 31.13 \n", + "children 1 0 1 0 0 \n", + "smoker yes yes no no no \n", + "region northeast northwest southwest northwest southeast \n", + "charges 23401.30575 55135.40209 7445.918 2680.9493 1621.8827 \n", + "\n", + " 823 824 825 826 827 \\\n", + "age 44 60 64 56 36 \n", + "sex female male female male male \n", + "bmi 29.81 24.32 31.825 31.79 28.025 \n", + "children 2 0 2 2 1 \n", + "smoker no no no yes yes \n", + "region southeast northwest northeast southeast northeast \n", + "charges 8219.2039 12523.6048 16069.08475 43813.8661 20773.62775 \n", + "\n", + " 828 829 830 831 832 833 \\\n", + "age 41 39 63 36 28 58 \n", + "sex male male male female female male \n", + "bmi 30.78 21.85 33.1 25.84 23.845 34.39 \n", + "children 3 1 0 0 2 0 \n", + "smoker yes no no no no no \n", + "region northeast northwest southwest northwest northwest northwest \n", + "charges 39597.4072 6117.4945 13393.756 5266.3656 4719.73655 11743.9341 \n", + "\n", + " 834 835 836 837 838 839 \\\n", + "age 36 42 36 56 35 59 \n", + "sex male male male female female female \n", + "bmi 33.82 35.97 31.5 28.31 23.465 31.35 \n", + "children 1 2 0 0 2 0 \n", + "smoker no no no no no no \n", + "region northwest southeast southwest northeast northeast northwest \n", + "charges 5377.4578 7160.3303 4402.233 11657.7189 6402.29135 12622.1795 \n", + "\n", + " 840 841 842 843 844 \\\n", + "age 21 59 23 57 53 \n", + "sex male male female female male \n", + "bmi 31.1 24.7 32.78 29.81 30.495 \n", + "children 0 0 2 0 0 \n", + "smoker no no yes yes no \n", + "region southwest northeast southeast southeast northeast \n", + "charges 1526.312 12323.936 36021.0112 27533.9129 10072.05505 \n", + "\n", + " 845 846 847 848 849 \\\n", + "age 60 51 23 27 55 \n", + "sex female female male female male \n", + "bmi 32.45 34.2 50.38 24.1 32.775 \n", + "children 0 1 1 0 0 \n", + "smoker yes no no no no \n", + "region southeast southwest southeast southwest northwest \n", + "charges 45008.9555 9872.701 2438.0552 2974.126 10601.63225 \n", + "\n", + " 850 851 852 853 854 \\\n", + "age 37 61 46 53 49 \n", + "sex female male female female female \n", + "bmi 30.78 32.3 35.53 23.75 23.845 \n", + "children 0 2 0 2 3 \n", + "smoker yes no yes no yes \n", + "region northeast northwest northeast northeast northeast \n", + "charges 37270.1512 14119.62 42111.6647 11729.6795 24106.91255 \n", + "\n", + " 855 856 857 858 859 \\\n", + "age 20 48 25 25 57 \n", + "sex female female male female male \n", + "bmi 29.6 33.11 24.13 32.23 28.1 \n", + "children 0 0 0 1 0 \n", + "smoker no yes yes no no \n", + "region southwest southeast northwest southeast southwest \n", + "charges 1875.344 40974.1649 15817.9857 18218.16139 10965.446 \n", + "\n", + " 860 861 862 863 864 865 \\\n", + "age 37 38 55 36 51 40 \n", + "sex female female female female male male \n", + "bmi 47.6 28.0 33.535 19.855 25.4 29.9 \n", + "children 2 3 2 0 0 2 \n", + "smoker yes no no no no no \n", + "region southwest southwest northwest northeast southwest southwest \n", + "charges 46113.511 7151.092 12269.68865 5458.04645 8782.469 6600.361 \n", + "\n", + " 866 867 868 869 870 871 \\\n", + "age 18 57 61 25 50 26 \n", + "sex male male male female male female \n", + "bmi 37.29 43.7 23.655 24.3 36.2 29.48 \n", + "children 0 1 0 3 0 1 \n", + "smoker no no no no no no \n", + "region southeast southwest northeast southwest southwest southeast \n", + "charges 1141.4451 11576.13 13129.60345 4391.652 8457.818 3392.3652 \n", + "\n", + " 872 873 874 875 876 877 \\\n", + "age 42 43 44 23 49 33 \n", + "sex male male male female female male \n", + "bmi 24.86 30.1 21.85 28.12 27.1 33.44 \n", + "children 0 1 3 0 1 5 \n", + "smoker no no no no no no \n", + "region southeast southwest northeast northwest southwest southeast \n", + "charges 5966.8874 6849.026 8891.1395 2690.1138 26140.3603 6653.7886 \n", + "\n", + " 878 879 880 881 882 883 \\\n", + "age 41 37 22 23 21 51 \n", + "sex male female male male female female \n", + "bmi 28.8 29.5 34.8 27.36 22.135 37.05 \n", + "children 1 2 3 1 0 3 \n", + "smoker no no no no no yes \n", + "region southwest southwest southwest northwest northeast northeast \n", + "charges 6282.235 6311.952 3443.064 2789.0574 2585.85065 46255.1125 \n", + "\n", + " 884 885 886 887 888 \\\n", + "age 25 32 57 36 22 \n", + "sex male male male female male \n", + "bmi 26.695 28.93 28.975 30.02 39.5 \n", + "children 4 1 0 0 0 \n", + "smoker no yes yes no no \n", + "region northwest southeast northeast northwest southwest \n", + "charges 4877.98105 19719.6947 27218.43725 5272.1758 1682.597 \n", + "\n", + " 889 890 891 892 893 \\\n", + "age 57 64 36 54 47 \n", + "sex male female female male male \n", + "bmi 33.63 26.885 29.04 24.035 38.94 \n", + "children 1 0 4 0 2 \n", + "smoker no yes no no yes \n", + "region northwest northwest southeast northeast southeast \n", + "charges 11945.1327 29330.98315 7243.8136 10422.91665 44202.6536 \n", + "\n", + " 894 895 896 897 898 \\\n", + "age 62 61 43 19 18 \n", + "sex male female female male female \n", + "bmi 32.11 44.0 20.045 25.555 40.26 \n", + "children 0 0 2 1 0 \n", + "smoker no no yes no no \n", + "region northeast southwest northeast northwest southeast \n", + "charges 13555.0049 13063.883 19798.05455 2221.56445 1634.5734 \n", + "\n", + " 899 900 901 902 903 \\\n", + "age 19 49 60 26 49 \n", + "sex female male male male male \n", + "bmi 22.515 22.515 40.92 27.265 36.85 \n", + "children 0 0 0 3 0 \n", + "smoker no no yes no no \n", + "region northwest northeast southeast northeast southeast \n", + "charges 2117.33885 8688.85885 48673.5588 4661.28635 8125.7845 \n", + "\n", + " 904 905 906 907 908 909 \\\n", + "age 60 26 27 44 63 32 \n", + "sex female female male female male female \n", + "bmi 35.1 29.355 32.585 32.34 39.8 24.6 \n", + "children 0 2 3 1 3 0 \n", + "smoker no no no no no yes \n", + "region southwest northeast northeast southeast southwest southwest \n", + "charges 12644.589 4564.19145 4846.92015 7633.7206 15170.069 17496.306 \n", + "\n", + " 910 911 912 913 914 \\\n", + "age 22 18 59 44 33 \n", + "sex male male female female male \n", + "bmi 28.31 31.73 26.695 27.5 24.605 \n", + "children 1 0 3 1 2 \n", + "smoker no yes no no no \n", + "region northwest northeast northwest southwest northwest \n", + "charges 2639.0429 33732.6867 14382.70905 7626.993 5257.50795 \n", + "\n", + " 915 916 917 918 919 \\\n", + "age 24 43 45 61 35 \n", + "sex female female male female female \n", + "bmi 33.99 26.885 22.895 28.2 34.21 \n", + "children 0 0 0 0 1 \n", + "smoker no yes yes no no \n", + "region southeast northwest northeast southwest southeast \n", + "charges 2473.3341 21774.32215 35069.37452 13041.921 5245.2269 \n", + "\n", + " 920 921 922 923 924 925 \\\n", + "age 62 62 38 34 43 50 \n", + "sex female female male male male male \n", + "bmi 25.0 33.2 31.0 35.815 23.2 32.11 \n", + "children 0 0 1 0 0 2 \n", + "smoker no no no no no no \n", + "region southwest southwest southwest northwest southwest northeast \n", + "charges 13451.122 13462.52 5488.262 4320.41085 6250.435 25333.33284 \n", + "\n", + " 926 927 928 929 930 931 \\\n", + "age 19 57 62 41 26 39 \n", + "sex female female female male male female \n", + "bmi 23.4 20.1 39.16 34.21 46.53 32.5 \n", + "children 2 1 0 1 1 1 \n", + "smoker no no no no no no \n", + "region southwest southwest southeast southeast southeast southwest \n", + "charges 2913.569 12032.326 13470.8044 6289.7549 2927.0647 6238.298 \n", + "\n", + " 932 933 934 935 936 937 \\\n", + "age 46 45 32 59 44 39 \n", + "sex male female male female male female \n", + "bmi 25.8 35.3 37.18 27.5 29.735 24.225 \n", + "children 5 0 2 0 2 5 \n", + "smoker no no no no no no \n", + "region southwest southwest southeast southwest northeast northwest \n", + "charges 10096.97 7348.142 4673.3922 12233.828 32108.66282 8965.79575 \n", + "\n", + " 938 939 940 941 942 943 \\\n", + "age 18 53 18 50 18 19 \n", + "sex male male male female female male \n", + "bmi 26.18 29.48 23.21 46.09 40.185 22.61 \n", + "children 2 0 0 1 0 0 \n", + "smoker no no no no no no \n", + "region southeast southeast southeast southeast northeast northwest \n", + "charges 2304.0022 9487.6442 1121.8739 9549.5651 2217.46915 1628.4709 \n", + "\n", + " 944 945 946 947 948 949 \\\n", + "age 62 56 42 37 42 25 \n", + "sex male female male male male male \n", + "bmi 39.93 35.8 35.8 34.2 31.255 29.7 \n", + "children 0 1 2 1 0 3 \n", + "smoker no no no yes no yes \n", + "region southeast southwest southwest northeast northwest southwest \n", + "charges 12982.8747 11674.13 7160.094 39047.285 6358.77645 19933.458 \n", + "\n", + " 950 951 952 953 954 \\\n", + "age 57 51 30 44 34 \n", + "sex male male female male male \n", + "bmi 18.335 42.9 28.405 30.2 27.835 \n", + "children 0 2 1 2 1 \n", + "smoker no yes no yes yes \n", + "region northeast southeast northwest southwest northwest \n", + "charges 11534.87265 47462.894 4527.18295 38998.546 20009.63365 \n", + "\n", + " 955 956 957 958 959 \\\n", + "age 31 54 24 43 48 \n", + "sex male male male male male \n", + "bmi 39.49 30.8 26.79 34.96 36.67 \n", + "children 1 1 1 1 1 \n", + "smoker no yes no yes no \n", + "region southeast southeast northwest northeast northwest \n", + "charges 3875.7341 41999.52 12609.88702 41034.2214 28468.91901 \n", + "\n", + " 960 961 962 963 964 \\\n", + "age 19 29 63 46 52 \n", + "sex female female female male male \n", + "bmi 39.615 25.9 35.2 24.795 36.765 \n", + "children 1 0 1 3 2 \n", + "smoker no no no no no \n", + "region northwest southwest southeast northeast northwest \n", + "charges 2730.10785 3353.284 14474.675 9500.57305 26467.09737 \n", + "\n", + " 965 966 967 968 969 \\\n", + "age 35 51 44 21 39 \n", + "sex male male male male female \n", + "bmi 27.1 24.795 25.365 25.745 34.32 \n", + "children 1 2 1 2 5 \n", + "smoker no yes no no no \n", + "region southwest northwest northwest northeast southeast \n", + "charges 4746.344 23967.38305 7518.02535 3279.86855 8596.8278 \n", + "\n", + " 970 971 972 973 974 \\\n", + "age 50 34 22 19 26 \n", + "sex female female female female male \n", + "bmi 28.16 23.56 20.235 40.5 35.42 \n", + "children 3 0 0 0 0 \n", + "smoker no no no no no \n", + "region southeast northeast northwest southwest southeast \n", + "charges 10702.6424 4992.3764 2527.81865 1759.338 2322.6218 \n", + "\n", + " 975 976 977 978 979 \\\n", + "age 29 48 26 45 36 \n", + "sex male male male female female \n", + "bmi 22.895 40.15 29.15 39.995 29.92 \n", + "children 0 0 1 3 0 \n", + "smoker yes no no no no \n", + "region northeast southeast southeast northeast southeast \n", + "charges 16138.76205 7804.1605 2902.9065 9704.66805 4889.0368 \n", + "\n", + " 980 981 982 983 984 \\\n", + "age 54 34 31 27 20 \n", + "sex male male male female male \n", + "bmi 25.46 21.375 25.9 30.59 30.115 \n", + "children 1 0 3 1 5 \n", + "smoker no no yes no no \n", + "region northeast northeast southwest northeast northeast \n", + "charges 25517.11363 4500.33925 19199.944 16796.41194 4915.05985 \n", + "\n", + " 985 986 987 988 989 \\\n", + "age 44 43 45 34 24 \n", + "sex female male female male female \n", + "bmi 25.8 30.115 27.645 34.675 20.52 \n", + "children 1 3 1 0 0 \n", + "smoker no no no no yes \n", + "region southwest northwest northwest northeast northeast \n", + "charges 7624.63 8410.04685 28340.18885 4518.82625 14571.8908 \n", + "\n", + " 990 991 992 993 994 \\\n", + "age 26 38 50 38 27 \n", + "sex female female female male female \n", + "bmi 19.8 27.835 31.6 28.27 20.045 \n", + "children 1 2 2 1 3 \n", + "smoker no no no no yes \n", + "region southwest northeast southwest southeast northwest \n", + "charges 3378.91 7144.86265 10118.424 5484.4673 16420.49455 \n", + "\n", + " 995 996 997 998 999 \\\n", + "age 39 39 63 33 36 \n", + "sex female female female female female \n", + "bmi 23.275 34.1 36.85 36.29 26.885 \n", + "children 3 3 0 3 0 \n", + "smoker no no no no no \n", + "region northeast southwest southeast northeast northwest \n", + "charges 7986.47525 7418.522 13887.9685 6551.7501 5267.81815 \n", + "\n", + " 1000 1001 1002 1003 1004 1005 \\\n", + "age 30 24 24 48 47 29 \n", + "sex male male male male male male \n", + "bmi 22.99 32.7 25.8 29.6 19.19 31.73 \n", + "children 2 0 0 0 1 2 \n", + "smoker yes yes no no no no \n", + "region northwest southwest southwest southwest northeast northwest \n", + "charges 17361.7661 34472.841 1972.95 21232.18226 8627.5411 4433.3877 \n", + "\n", + " 1006 1007 1008 1009 1010 \\\n", + "age 28 47 25 51 48 \n", + "sex male male male male female \n", + "bmi 29.26 28.215 24.985 27.74 22.8 \n", + "children 2 3 2 1 0 \n", + "smoker no yes no no no \n", + "region northeast northwest northeast northeast southwest \n", + "charges 4438.2634 24915.22085 23241.47453 9957.7216 8269.044 \n", + "\n", + " 1011 1012 1013 1014 1015 \\\n", + "age 43 61 48 38 59 \n", + "sex male female male female male \n", + "bmi 20.13 33.33 32.3 27.6 25.46 \n", + "children 2 4 1 0 0 \n", + "smoker yes no no no no \n", + "region southeast southeast northwest southwest northwest \n", + "charges 18767.7377 36580.28216 8765.249 5383.536 12124.9924 \n", + "\n", + " 1016 1017 1018 1019 1020 \\\n", + "age 19 26 54 21 51 \n", + "sex female female female female male \n", + "bmi 24.605 34.2 35.815 32.68 37.0 \n", + "children 1 2 3 2 0 \n", + "smoker no no no no no \n", + "region northwest southwest northwest northwest southwest \n", + "charges 2709.24395 3987.926 12495.29085 26018.95052 8798.593 \n", + "\n", + " 1021 1022 1023 1024 1025 1026 \\\n", + "age 22 47 18 47 21 19 \n", + "sex female male male female female male \n", + "bmi 31.02 36.08 23.32 45.32 34.6 26.03 \n", + "children 3 1 1 1 0 1 \n", + "smoker yes yes no no no yes \n", + "region southeast southeast southeast southeast southwest northwest \n", + "charges 35595.5898 42211.1382 1711.0268 8569.8618 2020.177 16450.8947 \n", + "\n", + " 1027 1028 1029 1030 1031 \\\n", + "age 23 54 37 46 55 \n", + "sex male male female female female \n", + "bmi 18.715 31.6 17.29 23.655 35.2 \n", + "children 0 0 2 1 0 \n", + "smoker no no no yes yes \n", + "region northwest southwest northeast northwest southeast \n", + "charges 21595.38229 9850.432 6877.9801 21677.28345 44423.803 \n", + "\n", + " 1032 1033 1034 1035 1036 \\\n", + "age 30 18 61 54 22 \n", + "sex female male male female male \n", + "bmi 27.93 21.565 38.38 23.0 37.07 \n", + "children 0 0 0 3 2 \n", + "smoker no yes no no yes \n", + "region northeast northeast northwest southwest southeast \n", + "charges 4137.5227 13747.87235 12950.0712 12094.478 37484.4493 \n", + "\n", + " 1037 1038 1039 1040 1041 \\\n", + "age 45 22 19 35 18 \n", + "sex female male male female male \n", + "bmi 30.495 28.88 27.265 28.025 23.085 \n", + "children 1 0 2 0 0 \n", + "smoker yes no no yes no \n", + "region northwest northeast northwest northwest northeast \n", + "charges 39725.51805 2250.8352 22493.65964 20234.85475 1704.70015 \n", + "\n", + " 1042 1043 1044 1045 1046 \\\n", + "age 20 28 55 43 43 \n", + "sex male female male female female \n", + "bmi 30.685 25.8 35.245 24.7 25.08 \n", + "children 0 0 1 2 0 \n", + "smoker yes no no yes no \n", + "region northeast southwest northeast northwest northeast \n", + "charges 33475.81715 3161.454 11394.06555 21880.82 7325.0482 \n", + "\n", + " 1047 1048 1049 1050 1051 \\\n", + "age 22 25 49 44 64 \n", + "sex male female male female male \n", + "bmi 52.58 22.515 30.9 36.955 26.41 \n", + "children 1 1 0 1 0 \n", + "smoker yes no yes no no \n", + "region southeast northwest southwest northwest northeast \n", + "charges 44501.3982 3594.17085 39727.614 8023.13545 14394.5579 \n", + "\n", + " 1052 1053 1054 1055 1056 \\\n", + "age 49 47 27 55 48 \n", + "sex male male female male female \n", + "bmi 29.83 29.8 21.47 27.645 28.9 \n", + "children 1 3 0 0 0 \n", + "smoker no yes no no no \n", + "region northeast southwest northwest northwest southwest \n", + "charges 9288.0267 25309.489 3353.4703 10594.50155 8277.523 \n", + "\n", + " 1057 1058 1059 1060 1061 \\\n", + "age 45 24 32 24 57 \n", + "sex female female male male male \n", + "bmi 31.79 39.49 33.82 32.01 27.94 \n", + "children 0 0 1 0 1 \n", + "smoker no no no no no \n", + "region southeast southeast northwest southeast southeast \n", + "charges 17929.30337 2480.9791 4462.7218 1981.5819 11554.2236 \n", + "\n", + " 1062 1063 1064 1065 1066 1067 \\\n", + "age 59 36 29 42 48 39 \n", + "sex male male female female male male \n", + "bmi 41.14 28.595 25.6 25.3 37.29 42.655 \n", + "children 1 3 4 1 2 0 \n", + "smoker yes no no no no no \n", + "region southeast northwest southwest southwest southeast northeast \n", + "charges 48970.2476 6548.19505 5708.867 7045.499 8978.1851 5757.41345 \n", + "\n", + " 1068 1069 1070 1071 1072 \\\n", + "age 63 54 37 63 21 \n", + "sex male female male male male \n", + "bmi 21.66 31.9 37.07 31.445 31.255 \n", + "children 1 1 1 0 0 \n", + "smoker no no yes no no \n", + "region northwest southeast southeast northeast northwest \n", + "charges 14349.8544 10928.849 39871.7043 13974.45555 1909.52745 \n", + "\n", + " 1073 1074 1075 1076 1077 \\\n", + "age 54 60 32 47 21 \n", + "sex female female female female male \n", + "bmi 28.88 18.335 29.59 32.0 26.03 \n", + "children 2 0 1 1 0 \n", + "smoker no no no no no \n", + "region northeast northeast southeast southwest northeast \n", + "charges 12096.6512 13204.28565 4562.8421 8551.347 2102.2647 \n", + "\n", + " 1078 1079 1080 1081 1082 \\\n", + "age 28 63 18 32 38 \n", + "sex male male male male male \n", + "bmi 31.68 33.66 21.78 27.835 19.95 \n", + "children 0 3 2 1 1 \n", + "smoker yes no no no no \n", + "region southeast southeast southeast northwest northwest \n", + "charges 34672.1472 15161.5344 11884.04858 4454.40265 5855.9025 \n", + "\n", + " 1083 1084 1085 1086 1087 \\\n", + "age 32 62 39 55 57 \n", + "sex male female female male male \n", + "bmi 31.5 30.495 18.3 28.975 31.54 \n", + "children 1 2 5 0 0 \n", + "smoker no no yes no no \n", + "region southwest northwest southwest northeast northwest \n", + "charges 4076.497 15019.76005 19023.26 10796.35025 11353.2276 \n", + "\n", + " 1088 1089 1090 1091 1092 1093 \\\n", + "age 52 56 47 55 23 22 \n", + "sex male male male female male female \n", + "bmi 47.74 22.1 36.19 29.83 32.7 30.4 \n", + "children 1 0 0 0 3 0 \n", + "smoker no no yes no no yes \n", + "region southeast southwest southeast northeast southwest northwest \n", + "charges 9748.9106 10577.087 41676.0811 11286.5387 3591.48 33907.548 \n", + "\n", + " 1094 1095 1096 1097 1098 1099 \\\n", + "age 50 18 51 22 52 25 \n", + "sex female female female male female female \n", + "bmi 33.7 31.35 34.96 33.77 30.875 33.99 \n", + "children 4 4 2 0 0 1 \n", + "smoker no no yes no no no \n", + "region southwest northeast northeast southeast northeast southeast \n", + "charges 11299.343 4561.1885 44641.1974 1674.6323 23045.56616 3227.1211 \n", + "\n", + " 1100 1101 1102 1103 1104 \\\n", + "age 33 53 29 58 37 \n", + "sex female male male male male \n", + "bmi 19.095 28.6 38.94 36.08 29.8 \n", + "children 2 3 1 0 0 \n", + "smoker yes no no no no \n", + "region northeast southwest southeast southeast southwest \n", + "charges 16776.30405 11253.421 3471.4096 11363.2832 20420.60465 \n", + "\n", + " 1105 1106 1107 1108 1109 1110 \\\n", + "age 54 49 50 26 45 54 \n", + "sex female female female male male female \n", + "bmi 31.24 29.925 26.22 30.0 20.35 32.3 \n", + "children 0 0 2 1 3 1 \n", + "smoker no no no no no no \n", + "region southeast northwest northwest southwest southeast northeast \n", + "charges 10338.9316 8988.15875 10493.9458 2904.088 8605.3615 11512.405 \n", + "\n", + " 1111 1112 1113 1114 1115 \\\n", + "age 38 48 28 23 55 \n", + "sex male female female male male \n", + "bmi 38.39 25.85 26.315 24.51 32.67 \n", + "children 3 3 3 0 1 \n", + "smoker yes yes no no no \n", + "region southeast southeast northwest northeast southeast \n", + "charges 41949.2441 24180.9335 5312.16985 2396.0959 10807.4863 \n", + "\n", + " 1116 1117 1118 1119 1120 1121 \\\n", + "age 41 25 33 30 23 46 \n", + "sex male male male female female male \n", + "bmi 29.64 33.33 35.75 19.95 31.4 38.17 \n", + "children 5 2 1 3 0 2 \n", + "smoker no yes yes no yes no \n", + "region northeast southeast southeast northwest southwest southeast \n", + "charges 9222.4026 36124.5737 38282.7495 5693.4305 34166.273 8347.1643 \n", + "\n", + " 1122 1123 1124 1125 1126 \\\n", + "age 53 27 23 63 55 \n", + "sex female female female female male \n", + "bmi 36.86 32.395 42.75 25.08 29.9 \n", + "children 3 1 1 0 0 \n", + "smoker yes no yes no no \n", + "region northwest northeast northeast northwest southwest \n", + "charges 46661.4424 18903.49141 40904.1995 14254.6082 10214.636 \n", + "\n", + " 1127 1128 1129 1130 1131 \\\n", + "age 35 34 19 39 27 \n", + "sex female male female female male \n", + "bmi 35.86 32.8 18.6 23.87 45.9 \n", + "children 2 1 0 5 2 \n", + "smoker no no no no no \n", + "region southeast southwest southwest southeast southwest \n", + "charges 5836.5204 14358.36437 1728.897 8582.3023 3693.428 \n", + "\n", + " 1132 1133 1134 1135 1136 \\\n", + "age 57 52 28 50 44 \n", + "sex male female male female female \n", + "bmi 40.28 18.335 33.82 28.12 25.0 \n", + "children 0 0 0 3 1 \n", + "smoker no no no no no \n", + "region northeast northwest northwest northwest southwest \n", + "charges 20709.02034 9991.03765 19673.33573 11085.5868 7623.518 \n", + "\n", + " 1137 1138 1139 1140 1141 \\\n", + "age 26 33 19 50 41 \n", + "sex female male female male female \n", + "bmi 22.23 30.25 32.49 37.07 32.6 \n", + "children 0 0 0 1 3 \n", + "smoker no no yes no no \n", + "region northwest southeast northwest southeast southwest \n", + "charges 3176.2877 3704.3545 36898.73308 9048.0273 7954.517 \n", + "\n", + " 1142 1143 1144 1145 1146 \\\n", + "age 52 39 50 52 60 \n", + "sex female male male male male \n", + "bmi 24.86 32.34 32.3 32.775 32.8 \n", + "children 0 2 2 3 0 \n", + "smoker no no no no yes \n", + "region southeast southeast southwest northwest southwest \n", + "charges 27117.99378 6338.0756 9630.397 11289.10925 52590.82939 \n", + "\n", + " 1147 1148 1149 1150 1151 1152 \\\n", + "age 20 55 42 18 58 43 \n", + "sex female male male female female female \n", + "bmi 31.92 21.5 34.1 30.305 36.48 32.56 \n", + "children 0 1 0 0 0 3 \n", + "smoker no no no no no yes \n", + "region northwest southwest southwest northeast northwest southeast \n", + "charges 2261.5688 10791.96 5979.731 2203.73595 12235.8392 40941.2854 \n", + "\n", + " 1153 1154 1155 1156 1157 \\\n", + "age 35 48 36 19 23 \n", + "sex female female female male female \n", + "bmi 35.815 27.93 22.135 44.88 23.18 \n", + "children 1 4 3 0 2 \n", + "smoker no no no yes no \n", + "region northwest northwest northeast southeast northwest \n", + "charges 5630.45785 11015.1747 7228.21565 39722.7462 14426.07385 \n", + "\n", + " 1158 1159 1160 1161 1162 1163 \\\n", + "age 20 32 43 34 30 18 \n", + "sex female female female male male female \n", + "bmi 30.59 41.1 34.58 42.13 38.83 28.215 \n", + "children 0 0 1 2 1 0 \n", + "smoker no no no no no no \n", + "region northeast southwest northwest southeast southeast northeast \n", + "charges 2459.7201 3989.841 7727.2532 5124.1887 18963.17192 2200.83085 \n", + "\n", + " 1164 1165 1166 1167 1168 1169 \\\n", + "age 41 35 57 29 32 37 \n", + "sex female female male female male female \n", + "bmi 28.31 26.125 40.37 24.6 35.2 34.105 \n", + "children 1 0 0 2 2 1 \n", + "smoker no no no no no no \n", + "region northwest northeast southeast southwest southwest northwest \n", + "charges 7153.5539 5227.98875 10982.5013 4529.477 4670.64 6112.35295 \n", + "\n", + " 1170 1171 1172 1173 1174 1175 \\\n", + "age 18 43 56 38 29 22 \n", + "sex male female female male male female \n", + "bmi 27.36 26.7 41.91 29.26 32.11 27.1 \n", + "children 1 2 0 2 2 0 \n", + "smoker yes yes no no no no \n", + "region northeast southwest southeast northwest northwest southwest \n", + "charges 17178.6824 22478.6 11093.6229 6457.8434 4433.9159 2154.361 \n", + "\n", + " 1176 1177 1178 1179 1180 \\\n", + "age 52 40 23 31 42 \n", + "sex female female female male female \n", + "bmi 24.13 27.4 34.865 29.81 41.325 \n", + "children 1 1 0 0 1 \n", + "smoker yes no no yes no \n", + "region northwest southwest northeast southeast northeast \n", + "charges 23887.6627 6496.886 2899.48935 19350.3689 7650.77375 \n", + "\n", + " 1181 1182 1183 1184 1185 \\\n", + "age 24 25 48 23 45 \n", + "sex female female female female male \n", + "bmi 29.925 30.3 27.36 28.49 23.56 \n", + "children 0 0 1 1 2 \n", + "smoker no no no yes no \n", + "region northwest southwest northeast southeast northeast \n", + "charges 2850.68375 2632.992 9447.3824 18328.2381 8603.8234 \n", + "\n", + " 1186 1187 1188 1189 1190 \\\n", + "age 20 62 43 23 31 \n", + "sex male female female female female \n", + "bmi 35.625 32.68 25.27 28.0 32.775 \n", + "children 3 0 1 0 2 \n", + "smoker yes no yes no no \n", + "region northwest northwest northeast southwest northwest \n", + "charges 37465.34375 13844.7972 21771.3423 13126.67745 5327.40025 \n", + "\n", + " 1191 1192 1193 1194 1195 \\\n", + "age 41 58 48 31 19 \n", + "sex female female female female female \n", + "bmi 21.755 32.395 36.575 21.755 27.93 \n", + "children 1 1 0 0 3 \n", + "smoker no no no no no \n", + "region northeast northeast northwest northwest northwest \n", + "charges 13725.47184 13019.16105 8671.19125 4134.08245 18838.70366 \n", + "\n", + " 1196 1197 1198 1199 1200 1201 \\\n", + "age 19 41 40 31 37 46 \n", + "sex female male male female male male \n", + "bmi 30.02 33.55 29.355 25.8 24.32 40.375 \n", + "children 0 0 1 2 2 2 \n", + "smoker yes no no no no no \n", + "region northwest southeast northwest southwest northwest northwest \n", + "charges 33307.5508 5699.8375 6393.60345 4934.705 6198.7518 8733.22925 \n", + "\n", + " 1202 1203 1204 1205 1206 1207 \\\n", + "age 22 51 18 35 59 36 \n", + "sex male male female male female male \n", + "bmi 32.11 32.3 27.28 17.86 34.8 33.4 \n", + "children 0 1 3 1 2 2 \n", + "smoker no no yes no no yes \n", + "region northwest northeast southeast northwest southwest southwest \n", + "charges 2055.3249 9964.06 18223.4512 5116.5004 36910.60803 38415.474 \n", + "\n", + " 1208 1209 1210 1211 1212 \\\n", + "age 37 59 36 39 18 \n", + "sex female male male male male \n", + "bmi 25.555 37.1 30.875 34.1 21.47 \n", + "children 1 1 1 2 0 \n", + "smoker yes no no no no \n", + "region northeast southwest northwest southeast northeast \n", + "charges 20296.86345 12347.172 5373.36425 23563.01618 1702.4553 \n", + "\n", + " 1213 1214 1215 1216 1217 1218 \\\n", + "age 52 27 18 40 29 46 \n", + "sex female female male male male female \n", + "bmi 33.3 31.255 39.14 25.08 37.29 34.6 \n", + "children 2 1 0 0 2 1 \n", + "smoker no no no no no yes \n", + "region southwest northwest northeast southeast southeast southwest \n", + "charges 10806.839 3956.07145 12890.05765 5415.6612 4058.1161 41661.602 \n", + "\n", + " 1219 1220 1221 1222 1223 1224 \\\n", + "age 38 30 40 50 20 41 \n", + "sex female female male male female male \n", + "bmi 30.21 21.945 24.97 25.3 24.42 23.94 \n", + "children 3 1 2 0 0 1 \n", + "smoker no no no no yes no \n", + "region northwest northeast southeast southeast southeast northeast \n", + "charges 7537.1639 4718.20355 6593.5083 8442.667 26125.67477 6858.4796 \n", + "\n", + " 1225 1226 1227 1228 1229 \\\n", + "age 33 38 42 56 58 \n", + "sex female male male male male \n", + "bmi 39.82 16.815 37.18 34.43 30.305 \n", + "children 1 2 2 0 0 \n", + "smoker no no no no no \n", + "region southeast northeast southeast southeast northeast \n", + "charges 4795.6568 6640.54485 7162.0122 10594.2257 11938.25595 \n", + "\n", + " 1230 1231 1232 1233 1234 \\\n", + "age 52 20 54 58 45 \n", + "sex male female female male female \n", + "bmi 34.485 21.8 24.605 23.3 27.83 \n", + "children 3 0 3 0 2 \n", + "smoker yes yes no no no \n", + "region northwest southwest northwest southwest southeast \n", + "charges 60021.39897 20167.33603 12479.70895 11345.519 8515.7587 \n", + "\n", + " 1235 1236 1237 1238 1239 \\\n", + "age 26 63 58 37 25 \n", + "sex male female female male female \n", + "bmi 31.065 21.66 28.215 22.705 42.13 \n", + "children 0 0 0 3 1 \n", + "smoker no no no no no \n", + "region northwest northeast northwest northeast southeast \n", + "charges 2699.56835 14449.8544 12224.35085 6985.50695 3238.4357 \n", + "\n", + " 1240 1241 1242 1243 1244 1245 \\\n", + "age 52 64 22 28 18 28 \n", + "sex male male female female male male \n", + "bmi 41.8 36.96 21.28 33.11 33.33 24.3 \n", + "children 2 2 3 0 0 5 \n", + "smoker yes yes no no no no \n", + "region southeast southeast northwest southeast southeast southwest \n", + "charges 47269.854 49577.6624 4296.2712 3171.6149 1135.9407 5615.369 \n", + "\n", + " 1246 1247 1248 1249 1250 1251 \\\n", + "age 45 33 18 32 24 19 \n", + "sex female male female male male male \n", + "bmi 25.7 29.4 39.82 33.63 29.83 19.8 \n", + "children 3 4 0 1 0 0 \n", + "smoker no no no yes yes no \n", + "region southwest southwest southeast northeast northeast southwest \n", + "charges 9101.798 6059.173 1633.9618 37607.5277 18648.4217 1241.565 \n", + "\n", + " 1252 1253 1254 1255 1256 \\\n", + "age 20 40 34 42 51 \n", + "sex male female female female female \n", + "bmi 27.3 29.3 27.72 37.9 36.385 \n", + "children 0 4 0 0 3 \n", + "smoker yes no no no no \n", + "region southwest southwest southeast southwest northwest \n", + "charges 16232.847 15828.82173 4415.1588 6474.013 11436.73815 \n", + "\n", + " 1257 1258 1259 1260 1261 \\\n", + "age 54 55 52 32 28 \n", + "sex female male female female male \n", + "bmi 27.645 37.715 23.18 20.52 37.1 \n", + "children 1 3 0 0 1 \n", + "smoker no no no no no \n", + "region northwest northwest northeast northeast southwest \n", + "charges 11305.93455 30063.58055 10197.7722 4544.2348 3277.161 \n", + "\n", + " 1262 1263 1264 1265 1266 \\\n", + "age 41 43 49 64 55 \n", + "sex female female female male female \n", + "bmi 28.05 29.9 33.345 23.76 30.5 \n", + "children 1 1 2 0 0 \n", + "smoker no no no yes no \n", + "region southeast southwest northeast southeast southwest \n", + "charges 6770.1925 7337.748 10370.91255 26926.5144 10704.47 \n", + "\n", + " 1267 1268 1269 1270 1271 \\\n", + "age 24 20 45 26 25 \n", + "sex male female male male female \n", + "bmi 31.065 33.3 27.5 33.915 34.485 \n", + "children 0 0 3 1 0 \n", + "smoker yes no no no no \n", + "region northeast southwest southwest northwest northwest \n", + "charges 34254.05335 1880.487 8615.3 3292.52985 3021.80915 \n", + "\n", + " 1272 1273 1274 1275 1276 \\\n", + "age 43 35 26 57 22 \n", + "sex male male male male female \n", + "bmi 25.52 27.61 27.06 23.7 30.4 \n", + "children 5 1 0 0 0 \n", + "smoker no no yes no no \n", + "region southeast southeast southeast southwest northeast \n", + "charges 14478.33015 4747.0529 17043.3414 10959.33 2741.948 \n", + "\n", + " 1277 1278 1279 1280 1281 \\\n", + "age 32 39 25 48 47 \n", + "sex female male female female female \n", + "bmi 29.735 29.925 26.79 33.33 27.645 \n", + "children 0 1 2 0 2 \n", + "smoker no yes no no yes \n", + "region northwest northeast northwest southeast northwest \n", + "charges 4357.04365 22462.04375 4189.1131 8283.6807 24535.69855 \n", + "\n", + " 1282 1283 1284 1285 1286 1287 \\\n", + "age 18 18 61 47 28 36 \n", + "sex female male male female female female \n", + "bmi 21.66 30.03 36.3 24.32 17.29 25.9 \n", + "children 0 1 1 0 0 1 \n", + "smoker yes no yes no no no \n", + "region northeast southeast southwest northeast northeast southwest \n", + "charges 14283.4594 1720.3537 47403.88 8534.6718 3732.6251 5472.449 \n", + "\n", + " 1288 1289 1290 1291 1292 1293 \\\n", + "age 20 44 38 19 21 46 \n", + "sex male male female male male male \n", + "bmi 39.4 34.32 19.95 34.9 23.21 25.745 \n", + "children 2 1 2 0 0 3 \n", + "smoker yes no no yes no no \n", + "region southwest southeast northeast southwest southeast northwest \n", + "charges 38344.566 7147.4728 7133.9025 34828.654 1515.3449 9301.89355 \n", + "\n", + " 1294 1295 1296 1297 1298 \\\n", + "age 58 20 18 28 33 \n", + "sex male male male female male \n", + "bmi 25.175 22.0 26.125 26.51 27.455 \n", + "children 0 1 0 2 2 \n", + "smoker no no no no no \n", + "region northeast southwest northeast southeast northwest \n", + "charges 11931.12525 1964.78 1708.92575 4340.4409 5261.46945 \n", + "\n", + " 1299 1300 1301 1302 1303 \\\n", + "age 19 45 62 25 43 \n", + "sex female male male female male \n", + "bmi 25.745 30.36 30.875 20.8 27.8 \n", + "children 1 0 3 1 0 \n", + "smoker no yes yes no yes \n", + "region northwest southeast northwest southwest southwest \n", + "charges 2710.82855 62592.87309 46718.16325 3208.787 37829.7242 \n", + "\n", + " 1304 1305 1306 1307 1308 \\\n", + "age 42 24 29 32 25 \n", + "sex male female female male female \n", + "bmi 24.605 27.72 21.85 28.12 30.2 \n", + "children 2 0 0 4 0 \n", + "smoker yes no yes yes yes \n", + "region northeast southeast northeast northwest southwest \n", + "charges 21259.37795 2464.6188 16115.3045 21472.4788 33900.653 \n", + "\n", + " 1309 1310 1311 1312 1313 \\\n", + "age 41 42 33 34 19 \n", + "sex male male female male female \n", + "bmi 32.2 26.315 26.695 42.9 34.7 \n", + "children 2 1 0 1 2 \n", + "smoker no no no no yes \n", + "region southwest northwest northwest southwest southwest \n", + "charges 6875.961 6940.90985 4571.41305 4536.259 36397.576 \n", + "\n", + " 1314 1315 1316 1317 1318 \\\n", + "age 30 18 19 18 35 \n", + "sex female male female male male \n", + "bmi 23.655 28.31 20.6 53.13 39.71 \n", + "children 3 1 0 0 4 \n", + "smoker yes no no no no \n", + "region northwest northeast southwest southeast northeast \n", + "charges 18765.87545 11272.33139 1731.677 1163.4627 19496.71917 \n", + "\n", + " 1319 1320 1321 1322 1323 \\\n", + "age 39 31 62 62 42 \n", + "sex female male male male female \n", + "bmi 26.315 31.065 26.695 38.83 40.37 \n", + "children 2 3 0 0 2 \n", + "smoker no no yes no yes \n", + "region northwest northwest northeast southeast southeast \n", + "charges 7201.70085 5425.02335 28101.33305 12981.3457 43896.3763 \n", + "\n", + " 1324 1325 1326 1327 1328 \\\n", + "age 31 61 42 51 23 \n", + "sex male male female male female \n", + "bmi 25.935 33.535 32.87 30.03 24.225 \n", + "children 1 0 0 1 2 \n", + "smoker no no no no no \n", + "region northwest northeast northeast southeast northeast \n", + "charges 4239.89265 13143.33665 7050.0213 9377.9047 22395.74424 \n", + "\n", + " 1329 1330 1331 1332 1333 \\\n", + "age 52 57 23 52 50 \n", + "sex male female female female male \n", + "bmi 38.6 25.74 33.4 44.7 30.97 \n", + "children 2 2 0 3 3 \n", + "smoker no no no no no \n", + "region southwest southeast southwest southwest northwest \n", + "charges 10325.206 12629.1656 10795.93733 11411.685 10600.5483 \n", + "\n", + " 1334 1335 1336 1337 \n", + "age 18 18 21 61 \n", + "sex female female female female \n", + "bmi 31.92 36.85 25.8 29.07 \n", + "children 0 0 0 0 \n", + "smoker no no no yes \n", + "region northeast southeast southwest northwest \n", + "charges 2205.9808 1629.8335 2007.945 29141.3603 " + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.T" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
countmeanstdmin25%50%75%max
age1338.039.20702514.04996018.000027.0000039.00051.00000064.00000
bmi1338.030.6633976.09818715.960026.2962530.40034.69375053.13000
children1338.01.0949181.2054930.00000.000001.0002.0000005.00000
charges1338.013270.42226512110.0112371121.87394740.287159382.03316639.91251563770.42801
\n", + "
" + ], + "text/plain": [ + " count mean std min 25% 50% \\\n", + "age 1338.0 39.207025 14.049960 18.0000 27.00000 39.000 \n", + "bmi 1338.0 30.663397 6.098187 15.9600 26.29625 30.400 \n", + "children 1338.0 1.094918 1.205493 0.0000 0.00000 1.000 \n", + "charges 1338.0 13270.422265 12110.011237 1121.8739 4740.28715 9382.033 \n", + "\n", + " 75% max \n", + "age 51.000000 64.00000 \n", + "bmi 34.693750 53.13000 \n", + "children 2.000000 5.00000 \n", + "charges 16639.912515 63770.42801 " + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe().T" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1338, 7)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "age int64\n", + "sex object\n", + "bmi float64\n", + "children int64\n", + "smoker object\n", + "region object\n", + "charges float64\n", + "dtype: object\n" + ] + } + ], + "source": [ + "print(df.dtypes)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "age 0\n", + "sex 0\n", + "bmi 0\n", + "children 0\n", + "smoker 0\n", + "region 0\n", + "charges 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "print(df.isnull().sum())" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "2 - What is the frequency of categorical variables? Is there any significant difference in frequencies?" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df[\"smoker\"].value_counts().plot(kind=\"bar\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df[\"sex\"].value_counts().plot(kind=\"bar\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df[\"region\"].value_counts().plot(kind=\"bar\")\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "3. What is the dispersion of medical costs regarding the categorical variables? Is there any observation that stands out? Do you see any significant change if you add a third categorical variable?" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk0AAAHpCAYAAACfnwg9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAABUM0lEQVR4nO3deVgVdf//8ddB4AAi4AaI4m6uaC5luFaSWGaZpmlmLmR5l1vmki0ubZqWpampLdpdWi5Zd2VqppWm5L6kGWnhkgqUCrgCwuf3R1/m5wmyEdED8nxc11wXZ+Z9Zt5zmOG8mDMzx2GMMQIAAMBFebi7AQAAgMKA0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEFFAOh0Njx451dxuX7f3331etWrXk5eWloKAgd7fzr+bOnSuHw6H9+/e7uxXLtbItXIsK4vaCK4fQhALr119/1SOPPKKqVavKx8dHAQEBat68uaZMmaKzZ8+6uz3Y8PPPP6t3796qVq2a3nrrLc2ePTtHzf79++VwOGwN//bGdObMGY0dO1bffvvtlVmhQmLPnj1yOBzy8fFRcnKyu9spEDIyMlSmTBm1aNHiH2uMMQoPD1ejRo2uYmcoTDzd3QCQm6VLl6pLly5yOp168MEHVa9ePaWnp+v777/X8OHDtXv37lzfgK8lZ8+eladn4d5Fv/32W2VlZWnKlCmqXr16rjVly5bV+++/7zLu1Vdf1e+//67XXnstR+3FnDlzRuPGjZMk3XzzzXlvvJD74IMPFBoaqhMnTmjx4sV66KGH3N2S23l5ealLly6aNWuWDhw4oEqVKuWoWbNmjX7//Xc9/vjjbugQhUHh/ouMa1J8fLy6deumSpUqafXq1SpXrpw17bHHHtO+ffu0dOlSN3Z45WRlZSk9PV0+Pj7y8fFxdzuXLSkpSZIu+rFc8eLF9cADD7iM++ijj3TixIkc4/HvjDGaP3++7r//fsXHx2vevHluCU1nzpyRn5/fVV/uxfTo0UMzZ87Uhx9+qCeffDLH9Pnz58vDw0PdunVzQ3coDPh4DgXOxIkTderUKb3zzjsugSlb9erVNXjwYOvx+fPn9fzzz6tatWpyOp2qXLmynnrqKaWlpbk8r3Llyrrzzjv17bffqkmTJvL19VVERIT1Uc6SJUsUEREhHx8fNW7cWNu2bXN5fu/eveXv76/ffvtN0dHRKl68uMLCwvTcc8/JGONS+8orr6hZs2YqXbq0fH191bhxYy1evDjHujgcDg0YMEDz5s1T3bp15XQ6tXz5cmvaheexnDx5UkOGDFHlypXldDoVHBys2267TVu3bnWZ56JFi9S4cWP5+vqqTJkyeuCBB3T48OFc1+Xw4cPq2LGj/P39VbZsWQ0bNkyZmZn/8JtxNWPGDKvnsLAwPfbYYy4fBVWuXFljxoyR9NcRoss9LycpKUkxMTEKCQmRj4+PGjRooPfee8+avn//futI1Lhx46yP9LKXuXPnTvXu3dv6uDc0NFR9+/bVsWPH8tSP3fmNHTtWDodD+/btU+/evRUUFKTAwED16dNHZ86ccalNS0vT448/rrJly6pEiRK666679Pvvv19SX+vWrdP+/fvVrVs3devWzTp6ku3OO+9U1apVc31uZGSkmjRp4jLugw8+sLanUqVKqVu3bjp06JBLzc0336x69eppy5YtatWqlfz8/PTUU09Jkv73v/+pffv2CgsLk9PpVLVq1fT888/nup1Nnz5dVatWla+vr2688UatXbtWN998c46jhmlpaRozZoyqV68up9Op8PBwjRgxIsc+/3fNmzdX5cqVNX/+/BzTMjIytHjxYt1yyy0KCwu7rO3ln7b1ypUrq3fv3i7jkpOTNWTIEIWHh8vpdKp69ep6+eWXlZWV5VL30UcfqXHjxipRooQCAgIUERGhKVOm/GsvyGcGKGDKly9vqlataru+V69eRpK59957zfTp082DDz5oJJmOHTu61FWqVMnUrFnTlCtXzowdO9a89tprpnz58sbf39988MEHpmLFimbChAlmwoQJJjAw0FSvXt1kZma6LMfHx8fUqFHD9OzZ00ybNs3ceeedRpJ59tlnXZZVoUIF8+ijj5pp06aZyZMnmxtvvNFIMl988YVLnSRTu3ZtU7ZsWTNu3Dgzffp0s23bNmvamDFjrNr777/feHt7m6FDh5q3337bvPzyy6ZDhw7mgw8+sGrmzJljJJkbbrjBvPbaa+bJJ580vr6+pnLlyubEiRM51qVu3bqmb9++5s033zSdO3c2ksyMGTP+9TUfM2aMkWSioqLMG2+8YQYMGGCKFStmbrjhBpOenm6MMeaTTz4x99xzj5Fk3nzzTfP++++bHTt2/Ou8jTGmffv2plKlStbjM2fOmNq1axsvLy/z+OOPm6lTp5qWLVsaSeb11183xhhz6tQp8+abbxpJ5p577jHvv/++yzJfeeUV07JlS/Pcc8+Z2bNnm8GDBxtfX19z4403mqysrByvYXx8/EV7tDu/7NeqYcOGplOnTmbGjBnmoYceMpLMiBEjXOb5wAMPGEnm/vvvN9OmTTOdOnUy9evXz7EtXEz//v1NtWrVrNfN39/fTJw40Zr+3//+10gyGzdudHne/v37jSQzadIka9wLL7xgHA6Hue+++8yMGTPMuHHjTJkyZXJsT61btzahoaGmbNmyZuDAgWbWrFnm008/NcYY07FjR9O1a1czadIk8+abb5ouXboYSWbYsGEuy58xY4aRZFq2bGmmTp1qhg4dakqVKmWqVatmWrdubdVlZmaatm3bGj8/PzNkyBAza9YsM2DAAOPp6Wnuvvvuf319nnrqKSPJ7Nq1y2X8Z599ZiSZd9991xhzedvLP/2+KlWqZHr16mU9Pn36tKlfv74pXbq0eeqpp8zMmTPNgw8+aBwOhxk8eLBV99VXXxlJpk2bNmb69Olm+vTpZsCAAaZLly7/ur7IX4QmFCgpKSlGkq0/fsYYs337diPJPPTQQy7jhw0bZiSZ1atXW+MqVapkJJn169db41asWGEkGV9fX3PgwAFr/KxZs4wk880331jjssPZwIEDrXFZWVmmffv2xtvb2/zxxx/W+DNnzrj0k56eburVq2duvfVWl/GSjIeHh9m9e3eOdfv7H97AwEDz2GOP/eNrkZ6eboKDg029evXM2bNnrfFffPGFkWRGjx6dY12ee+45l3k0bNjQNG7c+B+XYYwxSUlJxtvb27Rt29YlVE6bNs3lTceY/x8YLnxt7Ph7aHr99deNJJeAmJ6ebiIjI42/v79JTU01xhjzxx9//OMb1t9/J8YY8+GHHxpJZs2aNdY4u6HJ7vyyX4O+ffu61N5zzz2mdOnS1uPsbfnRRx91qbv//vtth6b09HRTunRp8/TTT7s8v0GDBtbjlJQU43Q6zRNPPOHy3IkTJxqHw2HtB/v37zfFihUzL774okvdjz/+aDw9PV3Gt27d2kgyM2fOzNFTbq/TI488Yvz8/My5c+eMMcakpaWZ0qVLmxtuuMFkZGRYdXPnzjWSXELT+++/bzw8PMzatWtd5jlz5kwjyaxbt+6fXh5jjDG7d+82ksyoUaNcxnfr1s34+PiYlJSUf+zb7vZiNzQ9//zzpnjx4uaXX35xqXvyySdNsWLFzMGDB40xxgwePNgEBASY8+fPX3TdcOXx8RwKlNTUVElSiRIlbNV/+eWXkqShQ4e6jH/iiSckKce5T3Xq1FFkZKT1uGnTppKkW2+9VRUrVswx/rfffsuxzAEDBlg/Z3+8lp6erq+//toa7+vra/184sQJpaSkqGXLljk+SpOk1q1bq06dOv+ypn+dF7RhwwYdOXIk1+mbN29WUlKSHn30UZfzodq3b69atWrleh5Y//79XR63bNky13W+0Ndff6309HQNGTJEHh7//09Iv379FBAQcEXON/vyyy8VGhqq7t27W+O8vLw0aNAgnTp1St99992/zuPC38m5c+f0559/6qabbpKkXH8v+T2/3F7rY8eOWdt89rY8aNAgl7ohQ4bY7mnZsmU6duyYy+vUvXt37dixQ7t375YkBQQE6Pbbb9fChQtdPlZesGCBbrrpJms/WLJkibKystS1a1f9+eef1hAaGqoaNWrom2++cVm20+lUnz59cvR04et08uRJ/fnnn2rZsqXOnDmjn3/+WdJf2+6xY8fUr18/l4sfevTooZIlS7rMb9GiRapdu7Zq1arl0tett94qSTn6+rs6deqoYcOG+uijj6xxp0+f1meffaY777xTAQEBOfrOj+0lN4sWLVLLli1VsmRJl3WJiopSZmam1qxZI+mvff/06dNauXJlviwXeUdoQoGS/Qfr5MmTtuoPHDggDw+PHFdmhYaGKigoSAcOHHAZf2EwkqTAwEBJUnh4eK7jT5w44TLew8Mjx/kg1113nSS5XA7/xRdf6KabbpKPj49KlSqlsmXL6s0331RKSkqOdahSpcq/raakv8712rVrl8LDw3XjjTdq7NixLgEne11r1qyZ47m1atXK8Vr4+PjkuBqtZMmSOdb57/5pOd7e3qpatWqO5eSHAwcOqEaNGi4hTZJq167t0tPFHD9+XIMHD1ZISIh8fX1VtmxZ67XP7feS3/P7+7aXHQayX+/sbblatWoudbn9Pv/JBx98oCpVqsjpdGrfvn3at2+fqlWrJj8/P82bN8+qu++++3To0CHFxsZK+uv2Hlu2bNF9991n1ezdu1fGGNWoUUNly5Z1Gfbs2WOd5J+tfPny8vb2ztHT7t27dc899ygwMFABAQEqW7asdYJ/9uuU/fv7+37s6empypUru4zbu3evdu/enaOn7P3w733lpkePHoqPj9f69eslSZ9++qnOnDmjHj16WDX5vb3kZu/evVq+fHmOdYmKinJZl0cffVTXXXedbr/9dlWoUEF9+/a1zn3E1cXVcyhQAgICFBYWpl27dl3S8xwOh626YsWKXdJ487cTvO1Yu3at7rrrLrVq1UozZsxQuXLl5OXlpTlz5uR6AuqF/9FeTNeuXdWyZUt98skn+uqrrzRp0iS9/PLLWrJkiW6//fZL7vOf1vla1bVrV61fv17Dhw/X9ddfL39/f2VlZaldu3Y5Trq9EvPLz20sN6mpqfr888917tw51ahRI8f0+fPn68UXX5TD4VCHDh3k5+enhQsXqlmzZlq4cKE8PDzUpUsXqz4rK0sOh0PLli3LtXd/f3+Xx7ltx8nJyWrdurUCAgL03HPPqVq1avLx8dHWrVs1cuTIPL3uWVlZioiI0OTJk3Od/vd/gHLTvXt3jRgxQvPnz1ezZs00f/58lSxZUnfccYdVk9/bi6QcJ79nZWXptttu04gRI3Ktzw6CwcHB2r59u1asWKFly5Zp2bJlmjNnjh588EGXiyFw5RGaUODceeedmj17tmJjY10+SstNpUqVlJWVpb1791pHHSQpMTFRycnJud6L5XJkZWXpt99+s/6YSdIvv/wiSdZ/xB9//LF8fHy0YsUKOZ1Oq27OnDmXvfxy5crp0Ucf1aOPPqqkpCQ1atRIL774om6//XZrXePi4qyPKrLFxcXl22tx4XIuPOqWnp6u+Ph467/k/FSpUiXt3LlTWVlZLkebsj/eye7pn8LziRMntGrVKo0bN06jR4+2xu/duzdP/eT3/KT/vy3/+uuvLkeX4uLibD1/yZIlOnfunN58802VKVPGZVpcXJyeeeYZrVu3Ti1atFDx4sV15513atGiRZo8ebIWLFigli1bKiwszHpOtWrVZIxRlSpVXLb3S/Htt9/q2LFjWrJkiVq1amWNj4+Pd6nL/v3t27dPt9xyizX+/Pnz2r9/v+rXr+/S144dO9SmTRvb/yz9XVhYmG655RYtWrRIzz77rFauXKnevXtbR8ou9/dbsmTJHDcVTU9P19GjR13GVatWTadOnbK1z3h7e6tDhw7q0KGDsrKy9Oijj2rWrFl69tln//EeaMh/fDyHAmfEiBEqXry4HnroISUmJuaY/uuvv1qX2mb/Z/j666+71GT/F9q+fft872/atGnWz8YYTZs2TV5eXmrTpo2kv44oOBwOl/8q9+/fr08//TTPy8zMzMzxkUBwcLDCwsKsy6ybNGmi4OBgzZw50+XS62XLlmnPnj359lpERUXJ29tbU6dOdTlK8s477yglJeWKvOZ33HGHEhIStGDBAmvc+fPn9cYbb8jf31+tW7eWJOu+QH9/w8o+UvL3ozp/327syu/5SbKOFk6dOjVP8/zggw9UtWpV9e/fX/fee6/LMGzYMPn7++f4iO7IkSN6++23tWPHDpeP5iSpU6dOKlasmMaNG5djPY0xti69z+11Sk9P14wZM1zqmjRpotKlS+utt97S+fPnrfHz5s3L8XFx165ddfjwYb311ls5lnf27FmdPn36X/uS/vqILikpSY888ogyMjJcPpq73N9vtWrVrPORss2ePTvHkaauXbsqNjZWK1asyDGP5ORk67X4+2vt4eFhBcl/u80C8hdHmlDgVKtWTfPnz9d9992n2rVru9wRfP369Vq0aJF1r5MGDRqoV69emj17tvVRwMaNG/Xee++pY8eOLv+15gcfHx8tX75cvXr1UtOmTbVs2TItXbpUTz31lHV+UPv27TV58mS1a9dO999/v5KSkjR9+nRVr15dO3fuzNNyT548qQoVKujee+9VgwYN5O/vr6+//lqbNm3Sq6++KumvE6Nffvll9enTR61bt1b37t2VmJioKVOmqHLlyvl2l+OyZctq1KhRGjdunNq1a6e77rpLcXFxmjFjhm644YYrckPKhx9+WLNmzVLv3r21ZcsWVa5cWYsXL9a6dev0+uuvWxcO+Pr6qk6dOlqwYIGuu+46lSpVSvXq1VO9evXUqlUrTZw4URkZGSpfvry++uqrHEc87AoICMjX+UnS9ddfr+7du2vGjBlKSUlRs2bNtGrVKu3bt+9fn3vkyBF98803OU4iz+Z0OhUdHa1FixZp6tSp8vLy0h133KESJUpo2LBhKlasmDp37uzynGrVqumFF17QqFGjtH//fnXs2FElSpRQfHy8PvnkEz388MMaNmzYRftq1qyZSpYsqV69emnQoEFyOBx6//33c4QRb29vjR07VgMHDtStt96qrl27av/+/Zo7d66qVavmckSpZ8+eWrhwofr3769vvvlGzZs3V2Zmpn7++WctXLhQK1asyHGvqdx07txZjz76qP73v/8pPDzc5UjY5f5+H3roIfXv31+dO3fWbbfdph07dmjFihU5jgAOHz7cOgG9d+/eaty4sU6fPq0ff/xRixcv1v79+1WmTBk99NBDOn78uG699VZVqFBBBw4c0BtvvKHrr7/e5Qg7rgJ3XLIH2PHLL7+Yfv36mcqVKxtvb29TokQJ07x5c/PGG29YlyobY0xGRoYZN26cqVKlivHy8jLh4eFm1KhRLjXG/HW5b/v27XMsR1KOS/nj4+Nz3LOmV69epnjx4ubXX3+17hMTEhJixowZ43LpvTHGvPPOO6ZGjRrG6XSaWrVqmTlz5liXnv/bsi+cln3Zclpamhk+fLhp0KCBKVGihClevLhp0KBBrvdUWrBggWnYsKFxOp2mVKlSpkePHub33393qclel7/Lrcd/Mm3aNFOrVi3j5eVlQkJCzH/+8x+Xe/dcOL/LveWAMcYkJiaaPn36mDJlyhhvb28TERFh5syZk+O569evN40bNzbe3t4ur+Hvv/9u7rnnHhMUFGQCAwNNly5dzJEjR3JcHm73lgN25/dPr0Fuyzl79qwZNGiQKV26tClevLjp0KGDOXTo0L/ecuDVV181ksyqVav+sSb78v3//e9/1rgePXpY99v6Jx9//LFp0aKFKV68uClevLipVauWeeyxx0xcXJxV07p1a1O3bt1cn79u3Tpz0003GV9fXxMWFmZGjBhh3erjwlt6GGPM1KlTTaVKlYzT6TQ33nijWbdunWncuLFp166dS116erp5+eWXTd26dY3T6TQlS5Y0jRs3NuPGjbNuGWBH9j2j/n6/LGMub3vJzMw0I0eONGXKlDF+fn4mOjra7Nu3L8ctB4wx5uTJk2bUqFGmevXqxtvb25QpU8Y0a9bMvPLKK9Y9zxYvXmzatm1rgoODjbe3t6lYsaJ55JFHzNGjR22vK/KHw5h8OgsRuMb17t1bixcv1qlTp9zdClAkZGVlqWzZsurUqVOuH8cBVxvnNAEA3O7cuXM5Prb773//q+PHjxfpL19GwcI5TQAAt/vhhx/0+OOPq0uXLipdurS2bt2qd955R/Xq1XO5FQLgToQmAIDbVa5cWeHh4Zo6daqOHz+uUqVK6cEHH9SECRNyvWkm4A6c0wQAAGAD5zQBAADYQGgCAACwgXOa8klWVpaOHDmiEiVK5PnW/gAA4OoyxujkyZMKCwvL8aXgf0doyidHjhyx9UWRAACg4Dl06JAqVKhw0RpCUz7J/hqHQ4cOKSAgwM3dAAAAO1JTUxUeHm69j18MoSmfZH8kFxAQQGgCAKCQsXNqDSeCAwAA2EBoAgAAsIHQBAAAYAPnNF1lmZmZysjIcHcbcDMvLy8VK1bM3W0AAC4BoekqMcYoISFBycnJ7m4FBURQUJBCQ0O5rxcAFBKEpqskOzAFBwfLz8+PN8oizBijM2fOKCkpSZJUrlw5N3cEALCD0HQVZGZmWoGpdOnS7m4HBYCvr68kKSkpScHBwXxUBwCFACeCXwXZ5zD5+fm5uRMUJNnbA+e4AUDhQGi6ivhIDhdiewCAwsWtoWnNmjXq0KGDwsLC5HA49Omnn/5jbf/+/eVwOPT666+7jD9+/Lh69OihgIAABQUFKSYmRqdOnXKp2blzp1q2bCkfHx+Fh4dr4sSJOea/aNEi1apVSz4+PoqIiNCXX36ZH6sIAACuEW4NTadPn1aDBg00ffr0i9Z98skn+uGHHxQWFpZjWo8ePbR7926tXLlSX3zxhdasWaOHH37Ymp6amqq2bduqUqVK2rJliyZNmqSxY8dq9uzZVs369evVvXt3xcTEaNu2berYsaM6duyoXbt25d/KwrZ/C9D54eabb9aQIUOu6DIAANcWt4am22+/XS+88ILuueeef6w5fPiwBg4cqHnz5snLy8tl2p49e7R8+XK9/fbbatq0qVq0aKE33nhDH330kY4cOSJJmjdvntLT0/Xuu++qbt266tatmwYNGqTJkydb85kyZYratWun4cOHq3bt2nr++efVqFEjTZs27cqs+IUcjqs3XHJrjosOY8eO/cfn7t+/Xw6HQ9u3b8/7a5OLDh06qF27drlOW7t2rRwOh3bu3Jmvy7Rr9+7d6ty5sypXrpzrUVEAQOFWoM9pysrKUs+ePTV8+HDVrVs3x/TY2FgFBQWpSZMm1rioqCh5eHhow4YNVk2rVq3k7e1t1URHRysuLk4nTpywaqKiolzmHR0drdjY2CuxWoXG0aNHreH1119XQECAy7hhw4Zd9Z5iYmK0cuVK/f777zmmzZkzR02aNFH9+vWvel+SdObMGVWtWlUTJkxQaGioW3oAAFw5BTo0vfzyy/L09NSgQYNynZ6QkKDg4GCXcZ6enipVqpQSEhKsmpCQEJea7Mf/VpM9PTdpaWlKTU11Ga41oaGh1hAYGCiHw2E9Dg4O1uTJk1WhQgU5nU5df/31Wr58ufXcKlWqSJIaNmwoh8Ohm2++WZK0adMm3XbbbSpTpowCAwPVunVrbd261XZPd955p8qWLau5c+e6jD916pQWLVqkmJgYHTt2TN27d1f58uXl5+eniIgIffjhhxedb24fCQYFBbks59ChQ+ratauCgoJUqlQp3X333dq/f781/YYbbtCkSZPUrVs3OZ1O2+sEACgcCmxo2rJli6ZMmaK5c+cWyKuMxo8fr8DAQGsIDw93d0tX1ZQpU/Tqq6/qlVde0c6dOxUdHa277rpLe/fulSRt3LhRkvT111/r6NGjWrJkiSTp5MmT6tWrl77//nv98MMPqlGjhu644w6dPHnS1nI9PT314IMPau7cuTLGWOMXLVqkzMxMde/eXefOnVPjxo21dOlS7dq1Sw8//LB69uxp9ZQXGRkZio6OVokSJbR27VqtW7dO/v7+ateundLT0/M8XwBA4VFgQ9PatWuVlJSkihUrytPTU56enjpw4ICeeOIJVa5cWdJfR0Ky76qc7fz58zp+/Lj18UhoaKgSExNdarIf/1vNxT5iGTVqlFJSUqzh0KFDl7W+hc0rr7yikSNHqlu3bqpZs6ZefvllXX/99dZ5PGXLlpUklS5dWqGhoSpVqpQk6dZbb9UDDzygWrVqqXbt2po9e7bOnDmj7777zvay+/btq19//dXlOXPmzFHnzp0VGBio8uXLa9iwYbr++utVtWpVDRw4UO3atdPChQvzvL4LFixQVlaW3n77bUVERKh27dqaM2eODh48qG+//TbP8wUKvKt53iWD+wdcVIENTT179tTOnTu1fft2awgLC9Pw4cO1YsUKSVJkZKSSk5O1ZcsW63mrV69WVlaWmjZtatWsWbPG5QaCK1euVM2aNVWyZEmrZtWqVS7LX7lypSIjI/+xP6fTqYCAAJehqEhNTdWRI0fUvHlzl/HNmzfXnj17LvrcxMRE9evXTzVq1FBgYKACAgJ06tQpHTx40Pbya9WqpWbNmundd9+VJO3bt09r165VTEyMpL/uwP78888rIiJCpUqVkr+/v1asWHFJy/i7HTt2aN++fSpRooT8/f3l7++vUqVK6dy5c/r111/zPF8AQOHh1q9ROXXqlPbt22c9jo+P1/bt21WqVClVrFgxx1eOeHl5KTQ0VDVr1pQk1a5dW+3atVO/fv00c+ZMZWRkaMCAAerWrZt1e4L7779f48aNU0xMjEaOHKldu3ZpypQpeu2116z5Dh48WK1bt9arr76q9u3b66OPPtLmzZtdbkuA/NGrVy8dO3ZMU6ZMUaVKleR0OhUZGXnJH3HFxMRo4MCBmj59uubMmaNq1aqpdevWkqRJkyZpypQpev311xUREaHixYtryJAhF12Gw+Fw+bhPcr1T96lTp9S4cWPNmzcvx3Ozj6oBAK5tbj3StHnzZjVs2FANGzaUJA0dOlQNGzbU6NGjbc9j3rx5qlWrltq0aaM77rhDLVq0cAk7gYGB+uqrrxQfH6/GjRvriSee0OjRo13u5dSsWTPNnz9fs2fPVoMGDbR48WJ9+umnqlevXv6t7DUkICBAYWFhWrduncv4devWqU6dOpJkXa2YmZmZo2bQoEG64447VLduXTmdTv3555+X3EPXrl3l4eGh+fPn67///a/69u1rnfu2bt063X333XrggQfUoEEDVa1aVb/88stF51e2bFkdPXrUerx3716dOXPGetyoUSPt3btXwcHBql69ussQGBh4yf0DAAoftx5puvnmm3P8d38xF16plK1UqVKaP3/+RZ9Xv359rV279qI1Xbp0UZcuXWz3UtQNHz5cY8aMUbVq1XT99ddrzpw52r59u3UkJjg4WL6+vlq+fLkqVKggHx8fBQYGqkaNGnr//ffVpEkTpaamavjw4daX114Kf39/3XfffRo1apRSU1PVu3dva1qNGjW0ePFirV+/XiVLltTkyZOVmJhoBbrc3HrrrZo2bZoiIyOVmZmpkSNHutwXrEePHpo0aZLuvvtuPffcc6pQoYIOHDigJUuWaMSIEapQoYLS09P1008/SZLS09N1+PBhbd++Xf7+/qpevfolryMAoGApsOc0oWAbNGiQhg4dqieeeEIRERFavny5PvvsM9WoUUPSX1e5TZ06VbNmzVJYWJjuvvtuSdI777yjEydOqFGjRurZs6cGDRqU47YRdsXExOjEiROKjo52uVv8M888o0aNGik6Olo333yzQkND1bFjx4vO69VXX1V4eLhatmyp+++/X8OGDXP5gmU/Pz+tWbNGFStWVKdOnVS7dm3FxMTo3Llz1vlsR44csY6cHj16VK+88ooaNmyohx56KE/rBwAoWBzmUg714B+lpqYqMDBQKSkpOU4KP3funOLj41WlShX5+Pi4qUMUNGwXKBS4oqpoKYKR4GLv33/HkSYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGi6ijjnHhdiewCAwoXQdBVk3+/nwpslAtnbw4X3gwIAFFxuvbllUVGsWDEFBQVZXy7s5+dn3b0aRY8xRmfOnFFSUpKCgoJUrFgxd7cEALCB0HSVhIaGSpIVnICgoCBruwAAFHyEpqvE4XCoXLlyCg4OdvkiWBRNXl5eHGECgEKG0HSVFStWjDdLAAAKIU4EBwAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgg6e7G8A1wOFwdwe4moxxdwcA4BYcaQIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwwa2hac2aNerQoYPCwsLkcDj06aefWtMyMjI0cuRIRUREqHjx4goLC9ODDz6oI0eOuMzj+PHj6tGjhwICAhQUFKSYmBidOnXKpWbnzp1q2bKlfHx8FB4erokTJ+boZdGiRapVq5Z8fHwUERGhL7/88oqsMwAAKJzcGppOnz6tBg0aaPr06TmmnTlzRlu3btWzzz6rrVu3asmSJYqLi9Ndd93lUtejRw/t3r1bK1eu1BdffKE1a9bo4Ycftqanpqaqbdu2qlSpkrZs2aJJkyZp7Nixmj17tlWzfv16de/eXTExMdq2bZs6duyojh07ateuXVdu5QEAQOFiCghJ5pNPPrlozcaNG40kc+DAAWOMMT/99JORZDZt2mTVLFu2zDgcDnP48GFjjDEzZswwJUuWNGlpaVbNyJEjTc2aNa3HXbt2Ne3bt3dZVtOmTc0jjzxiu/+UlBQjyaSkpNh+zjXjr28jYygqA4oWd29vDOzfV9ilvH8XqnOaUlJS5HA4FBQUJEmKjY1VUFCQmjRpYtVERUXJw8NDGzZssGpatWolb29vqyY6OlpxcXE6ceKEVRMVFeWyrOjoaMXGxv5jL2lpaUpNTXUZAADAtavQhKZz585p5MiR6t69uwICAiRJCQkJCg4Odqnz9PRUqVKllJCQYNWEhIS41GQ//rea7Om5GT9+vAIDA60hPDz88lYQAAAUaIUiNGVkZKhr164yxujNN990dzuSpFGjRiklJcUaDh065O6WAADAFeTp7gb+TXZgOnDggFavXm0dZZKk0NBQJSUludSfP39ex48fV2hoqFWTmJjoUpP9+N9qsqfnxul0yul05n3FAABAoVKgjzRlB6a9e/fq66+/VunSpV2mR0ZGKjk5WVu2bLHGrV69WllZWWratKlVs2bNGmVkZFg1K1euVM2aNVWyZEmrZtWqVS7zXrlypSIjI6/UqgEAgELGraHp1KlT2r59u7Zv3y5Jio+P1/bt23Xw4EFlZGTo3nvv1ebNmzVv3jxlZmYqISFBCQkJSk9PlyTVrl1b7dq1U79+/bRx40atW7dOAwYMULdu3RQWFiZJuv/+++Xt7a2YmBjt3r1bCxYs0JQpUzR06FCrj8GDB2v58uV69dVX9fPPP2vs2LHavHmzBgwYcNVfEwAAUEBd+Yv5/tk333xjJOUYevXqZeLj43OdJsl888031jyOHTtmunfvbvz9/U1AQIDp06ePOXnypMtyduzYYVq0aGGcTqcpX768mTBhQo5eFi5caK677jrj7e1t6tata5YuXXpJ68ItBxiKzICixd3bGwP79xV2Ke/fDmOMcUtau8akpqYqMDBQKSkpLuddFQkOh7s7wNXEn4yihf27aCmC+/elvH8X6HOaAAAACgpCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwwa2hac2aNerQoYPCwsLkcDj06aefukw3xmj06NEqV66cfH19FRUVpb1797rUHD9+XD169FBAQICCgoIUExOjU6dOudTs3LlTLVu2lI+Pj8LDwzVx4sQcvSxatEi1atWSj4+PIiIi9OWXX+b7+gIAgMLLraHp9OnTatCggaZPn57r9IkTJ2rq1KmaOXOmNmzYoOLFiys6Olrnzp2zanr06KHdu3dr5cqV+uKLL7RmzRo9/PDD1vTU1FS1bdtWlSpV0pYtWzRp0iSNHTtWs2fPtmrWr1+v7t27KyYmRtu2bVPHjh3VsWNH7dq168qtPAAAKFxMASHJfPLJJ9bjrKwsExoaaiZNmmSNS05ONk6n03z44YfGGGN++uknI8ls2rTJqlm2bJlxOBzm8OHDxhhjZsyYYUqWLGnS0tKsmpEjR5qaNWtaj7t27Wrat2/v0k/Tpk3NI488Yrv/lJQUI8mkpKTYfs41Q2IoSgOKFndvbwzs31fYpbx/F9hzmuLj45WQkKCoqChrXGBgoJo2barY2FhJUmxsrIKCgtSkSROrJioqSh4eHtqwYYNV06pVK3l7e1s10dHRiouL04kTJ6yaC5eTXZO9HAAAAE93N/BPEhISJEkhISEu40NCQqxpCQkJCg4Odpnu6empUqVKudRUqVIlxzyyp5UsWVIJCQkXXU5u0tLSlJaWZj1OTU29lNUDAACFTIE90lTQjR8/XoGBgdYQHh7u7pYAAMAVVGBDU2hoqCQpMTHRZXxiYqI1LTQ0VElJSS7Tz58/r+PHj7vU5DaPC5fxTzXZ03MzatQopaSkWMOhQ4cudRUBAEAhUmBDU5UqVRQaGqpVq1ZZ41JTU7VhwwZFRkZKkiIjI5WcnKwtW7ZYNatXr1ZWVpaaNm1q1axZs0YZGRlWzcqVK1WzZk2VLFnSqrlwOdk12cvJjdPpVEBAgMsAAACuYVfhxPR/dPLkSbNt2zazbds2I8lMnjzZbNu2zRw4cMAYY8yECRNMUFCQ+d///md27txp7r77blOlShVz9uxZax7t2rUzDRs2NBs2bDDff/+9qVGjhunevbs1PTk52YSEhJiePXuaXbt2mY8++sj4+fmZWbNmWTXr1q0znp6e5pVXXjF79uwxY8aMMV5eXubHH3+0vS5cPcdQZAYULe7e3hjYv6+wS3n/dusr9M033xhJOYZevXoZY/667cCzzz5rQkJCjNPpNG3atDFxcXEu8zh27Jjp3r278ff3NwEBAaZPnz7m5MmTLjU7duwwLVq0ME6n05QvX95MmDAhRy8LFy401113nfH29jZ169Y1S5cuvaR1ITQxFJkBRYu7tzcG9u8r7FLevx3GGOOuo1zXktTUVAUGBiolJaXofVTncLi7A1xN/MkoWti/i5YiuH9fyvt3gT2nCQAAoCAhNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgQ76EptTUVH366afas2dPfswOAACgwMlTaOrataumTZsmSTp79qyaNGmirl27qn79+vr444/ztUEAAICCIE+hac2aNWrZsqUk6ZNPPpExRsnJyZo6dapeeOGFfG0QAACgIMhTaEpJSVGpUqUkScuXL1fnzp3l5+en9u3ba+/evfnaIAAAQEGQp9AUHh6u2NhYnT59WsuXL1fbtm0lSSdOnJCPj0++NZeZmalnn31WVapUka+vr6pVq6bnn39exhirxhij0aNHq1y5cvL19VVUVFSO4Hb8+HH16NFDAQEBCgoKUkxMjE6dOuVSs3PnTrVs2VI+Pj4KDw/XxIkT8209AADANcDkwfTp042np6cJCgoy9evXN5mZmcYYY6ZOnWpuvvnmvMwyVy+++KIpXbq0+eKLL0x8fLxZtGiR8ff3N1OmTLFqJkyYYAIDA82nn35qduzYYe666y5TpUoVc/bsWaumXbt2pkGDBuaHH34wa9euNdWrVzfdu3e3pqekpJiQkBDTo0cPs2vXLvPhhx8aX19fM2vWLNu9pqSkGEkmJSUlf1a+MJEYitKAosXd2xsD+/cVdinv33l+hTZt2mSWLFliTp48aY374osvzPfff5/XWebQvn1707dvX5dxnTp1Mj169DDGGJOVlWVCQ0PNpEmTrOnJycnG6XSaDz/80BhjzE8//WQkmU2bNlk1y5YtMw6Hwxw+fNgYY8yMGTNMyZIlTVpamlUzcuRIU7NmTdu9EpoYisyAosXd2xsD+/cVdinv33m+5UCTJk3Uvn17HT58WOfPn5cktW/fXs2bN8+PA2CSpGbNmmnVqlX65ZdfJEk7duzQ999/r9tvv12SFB8fr4SEBEVFRVnPCQwMVNOmTRUbGytJio2NVVBQkJo0aWLVREVFycPDQxs2bLBqWrVqJW9vb6smOjpacXFxOnHiRK69paWlKTU11WUAAADXrjyFpjNnzigmJkZ+fn6qW7euDh48KEkaOHCgJkyYkG/NPfnkk+rWrZtq1aolLy8vNWzYUEOGDFGPHj0kSQkJCZKkkJAQl+eFhIRY0xISEhQcHOwy3dPTU6VKlXKpyW0eFy7j78aPH6/AwEBrCA8Pv8y1BQAABVmeQtOoUaO0Y8cOffvtty4nfkdFRWnBggX51tzChQs1b948zZ8/X1u3btV7772nV155Re+9916+LSOvRo0apZSUFGs4dOiQu1sCAABXkGdenvTpp59qwYIFuummm+RwOKzxdevW1a+//ppvzQ0fPtw62iRJEREROnDggMaPH69evXopNDRUkpSYmKhy5cpZz0tMTNT1118vSQoNDVVSUpLLfM+fP6/jx49bzw8NDVViYqJLTfbj7Jq/czqdcjqdl7+SAACgUMjTkaY//vgjx0deknT69GmXEHW5zpw5Iw8P1xaLFSumrKwsSVKVKlUUGhqqVatWWdNTU1O1YcMGRUZGSpIiIyOVnJysLVu2WDWrV69WVlaWmjZtatWsWbNGGRkZVs3KlStVs2ZNlSxZMt/WBwAAFF55Ck1NmjTR0qVLrcfZQentt9+2wkp+6NChg1588UUtXbpU+/fv1yeffKLJkyfrnnvusZY7ZMgQvfDCC/rss8/0448/6sEHH1RYWJg6duwoSapdu7batWunfv36aePGjVq3bp0GDBigbt26KSwsTJJ0//33y9vbWzExMdq9e7cWLFigKVOmaOjQofm2LgAAoJDLy+V5a9euNf7+/qZ///7Gx8fHDB482Nx2222mePHiZvPmzXmZZa5SU1PN4MGDTcWKFY2Pj4+pWrWqefrpp11uDZCVlWWeffZZExISYpxOp2nTpo2Ji4tzmc+xY8dM9+7djb+/vwkICDB9+vRxuVWCMcbs2LHDtGjRwjidTlO+fHkzYcKES+qVWw4wFJkBRYu7tzcG9u8r7FLevx3GGJOXsPXrr79qwoQJ2rFjh06dOqVGjRpp5MiRioiIyN9UV0ikpqYqMDBQKSkpCggIcHc7V1c+fiSLQiBvfzJQWLF/Fy1FcP++lPfvPIcmuCI0ocjgT0bRwv5dtBTB/ftS3r/zdPXcP93I0eFwyOl0utwkEgAA4FqQp9AUFBR00avkKlSooN69e2vMmDE5rn4DAAAojPIUmubOnaunn35avXv31o033ihJ2rhxo9577z0988wz+uOPP/TKK6/I6XTqqaeeyteGAQAA3CFPoem9997Tq6++qq5du1rjOnTooIiICM2aNUurVq1SxYoV9eKLLxKaAADANSFPn52tX79eDRs2zDG+YcOG1hfltmjRwvpOOgAAgMIuT6EpPDxc77zzTo7x77zzjvXFtceOHeNu2gAA4JqRp4/nXnnlFXXp0kXLli3TDTfcIEnavHmzfv75Zy1evFiStGnTJt1333351ykAAIAb5fk+Tfv379esWbMUFxcnSapZs6YeeeQRVa5cOT/7KzS4TxOKjCJ4H5cijf27aCmC+/cVvU9TRkaG2rVrp5kzZ2r8+PF5bhIAAKAwueRzmry8vLRz584r0QsAAECBlacTwR944IFcTwQHAAC4VuXpRPDz58/r3Xff1ddff63GjRurePHiLtMnT56cL80BAAAUFHkKTbt27VKjRo0kSb/88ovLtIt9vQoAAEBhlafQ9M033+R3HwAAAAUa36YLAABgQ56ONEl/3cxy4cKFOnjwoNLT012mLVmy5LIbAwAAKEjydKTpo48+UrNmzbRnzx598sknysjI0O7du7V69WoFBgbmd48AAABul6fQ9NJLL+m1117T559/Lm9vb02ZMkU///yzunbtqooVK+Z3jwAAAG6Xp9D066+/qn379pIkb29vnT59Wg6HQ48//rhmz56drw0CAAAUBHkKTSVLltTJkyclSeXLl9euXbskScnJyTpz5kz+dQcAAFBA5OlE8FatWmnlypWKiIhQly5dNHjwYK1evVorV65UmzZt8rtHAAAAt8tTaJo2bZrOnTsnSXr66afl5eWl9evXq3PnznrmmWfytUEAAICCwGGMMe5u4lqQmpqqwMBApaSkKCAgwN3tXF3cBb5o4U9G0cL+XbQUwf37Ut6/83yfpqysLO3bt09JSUnKyspymdaqVau8zhYAAKBAylNo+uGHH3T//ffrwIED+vuBKofDoczMzHxpDgAAoKDIU2jq37+/mjRpoqVLl6pcuXJ8SS8AALjm5Sk07d27V4sXL1b16tXzux8AAIACKU/3aWratKn27duX370AAAAUWLaPNO3cudP6eeDAgXriiSeUkJCgiIgIeXl5udTWr18//zoEAAAoAGzfcsDDw0MOhyPHid/WjP5vWlE9EZxbDqDIKIKXJBdp7N9FSxHcv6/ILQfi4+MvuzEAAIDCynZoqlSpkvXz+PHjFRISor59+7rUvPvuu/rjjz80cuTI/OsQAACgAMjTieCzZs1SrVq1coyvW7euZs6cedlNAQAAFDR5Ck0JCQkqV65cjvFly5bV0aNHL7spAACAgiZPoSk8PFzr1q3LMX7dunUKCwu77KYAAAAKmjzd3LJfv34aMmSIMjIydOutt0qSVq1apREjRuiJJ57I1wYBAAAKgjyFpuHDh+vYsWN69NFHlZ6eLkny8fHRyJEjNWrUqHxtEAAAoCCwfZ+m3Jw6dUp79uyRr6+vatSoIafTmZ+9FSrcpwlFRhG8j0uRxv5dtBTB/ftS3r/zdE5TNn9/f91www2qV6/eFQtMhw8f1gMPPKDSpUvL19dXERER2rx5szXdGKPRo0erXLly8vX1VVRUlPbu3esyj+PHj6tHjx4KCAhQUFCQYmJidOrUKZeanTt3qmXLlvLx8VF4eLgmTpx4RdYHAAAUTpcVmq60EydOqHnz5vLy8tKyZcv0008/6dVXX1XJkiWtmokTJ2rq1KmaOXOmNmzYoOLFiys6Olrnzp2zanr06KHdu3dr5cqV+uKLL7RmzRo9/PDD1vTU1FS1bdtWlSpV0pYtWzRp0iSNHTtWs2fPvqrrCwAACjBTgI0cOdK0aNHiH6dnZWWZ0NBQM2nSJGtccnKycTqd5sMPPzTGGPPTTz8ZSWbTpk1WzbJly4zD4TCHDx82xhgzY8YMU7JkSZOWluay7Jo1a9ruNSUlxUgyKSkptp9zzfjrgC5DURlQtLh7e2Ng/77CLuX9u0Afafrss8/UpEkTdenSRcHBwWrYsKHeeusta3p8fLwSEhIUFRVljQsMDFTTpk0VGxsrSYqNjVVQUJCaNGli1URFRcnDw0MbNmywalq1aiVvb2+rJjo6WnFxcTpx4kSuvaWlpSk1NdVlAAAA164CHZp+++03vfnmm6pRo4ZWrFih//znPxo0aJDee+89SX/dZFOSQkJCXJ4XEhJiTUtISFBwcLDLdE9PT5UqVcqlJrd5XLiMvxs/frwCAwOtITw8/DLXFgAAFGQFOjRlZWWpUaNGeumll9SwYUM9/PDD6tevX4H4qpZRo0YpJSXFGg4dOuTulgAAwBVUoENTuXLlVKdOHZdxtWvX1sGDByVJoaGhkqTExESXmsTERGtaaGiokpKSXKafP39ex48fd6nJbR4XLuPvnE6nAgICXAYAAHDtKtChqXnz5oqLi3MZ98svv6hSpUqSpCpVqig0NFSrVq2ypqempmrDhg2KjIyUJEVGRio5OVlbtmyxalavXq2srCw1bdrUqlmzZo0yMjKsmpUrV6pmzZouV+oBAIAi7CqcmJ5nGzduNJ6enubFF180e/fuNfPmzTN+fn7mgw8+sGomTJhggoKCzP/+9z+zc+dOc/fdd5sqVaqYs2fPWjXt2rUzDRs2NBs2bDDff/+9qVGjhunevbs1PTk52YSEhJiePXuaXbt2mY8++sj4+fmZWbNm2e6Vq+cYisyAosXd2xsD+/cVdinv3wX+Ffr8889NvXr1jNPpNLVq1TKzZ892mZ6VlWWeffZZExISYpxOp2nTpo2Ji4tzqTl27Jjp3r278ff3NwEBAaZPnz7m5MmTLjU7duwwLVq0ME6n05QvX95MmDDhkvokNDEUmQFFi7u3Nwb27yvsUt6/L+trVPD/8TUqKDL4k1G0sH8XLUVw/75qX6MCAABQVBCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbClVomjBhghwOh4YMGWKNO3funB577DGVLl1a/v7+6ty5sxITE12ed/DgQbVv315+fn4KDg7W8OHDdf78eZeab7/9Vo0aNZLT6VT16tU1d+7cq7BGAACgsCg0oWnTpk2aNWuW6tev7zL+8ccf1+eff65Fixbpu+++05EjR9SpUydremZmptq3b6/09HStX79e7733nubOnavRo0dbNfHx8Wrfvr1uueUWbd++XUOGDNFDDz2kFStWXLX1AwAABZwpBE6ePGlq1KhhVq5caVq3bm0GDx5sjDEmOTnZeHl5mUWLFlm1e/bsMZJMbGysMcaYL7/80nh4eJiEhASr5s033zQBAQEmLS3NGGPMiBEjTN26dV2Wed9995no6GjbPaakpBhJJiUlJa+rWXhJDEVpQNHi7u2Ngf37CruU9+9CcaTpscceU/v27RUVFeUyfsuWLcrIyHAZX6tWLVWsWFGxsbGSpNjYWEVERCgkJMSqiY6OVmpqqnbv3m3V/H3e0dHR1jxyk5aWptTUVJcBAABcuzzd3cC/+eijj7R161Zt2rQpx7SEhAR5e3srKCjIZXxISIgSEhKsmgsDU/b07GkXq0lNTdXZs2fl6+ubY9njx4/XuHHj8rxeAACgcCnQR5oOHTqkwYMHa968efLx8XF3Oy5GjRqllJQUazh06JC7WwIAAFdQgQ5NW7ZsUVJSkho1aiRPT095enrqu+++09SpU+Xp6amQkBClp6crOTnZ5XmJiYkKDQ2VJIWGhua4mi778b/VBAQE5HqUSZKcTqcCAgJcBgAAcO0q0KGpTZs2+vHHH7V9+3ZraNKkiXr06GH97OXlpVWrVlnPiYuL08GDBxUZGSlJioyM1I8//qikpCSrZuXKlQoICFCdOnWsmgvnkV2TPQ8AAIACfU5TiRIlVK9ePZdxxYsXV+nSpa3xMTExGjp0qEqVKqWAgAANHDhQkZGRuummmyRJbdu2VZ06ddSzZ09NnDhRCQkJeuaZZ/TYY4/J6XRKkvr3769p06ZpxIgR6tu3r1avXq2FCxdq6dKlV3eFAQBAgVWgQ5Mdr732mjw8PNS5c2elpaUpOjpaM2bMsKYXK1ZMX3zxhf7zn/8oMjJSxYsXV69evfTcc89ZNVWqVNHSpUv1+OOPa8qUKapQoYLefvttRUdHu2OVAABAAeQwxhh3N3EtSE1NVWBgoFJSUore+U0Oh7s7wNXEn4yihf27aCmC+/elvH8X6HOaAAAACgpCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwoUCHpvHjx+uGG25QiRIlFBwcrI4dOyouLs6l5ty5c3rsscdUunRp+fv7q3PnzkpMTHSpOXjwoNq3by8/Pz8FBwdr+PDhOn/+vEvNt99+q0aNGsnpdKp69eqaO3fulV49AABQiBTo0PTdd9/pscce0w8//KCVK1cqIyNDbdu21enTp62axx9/XJ9//rkWLVqk7777TkeOHFGnTp2s6ZmZmWrfvr3S09O1fv16vffee5o7d65Gjx5t1cTHx6t9+/a65ZZbtH37dg0ZMkQPPfSQVqxYcVXXFwAAFGCmEElKSjKSzHfffWeMMSY5Odl4eXmZRYsWWTV79uwxkkxsbKwxxpgvv/zSeHh4mISEBKvmzTffNAEBASYtLc0YY8yIESNM3bp1XZZ13333mejoaNu9paSkGEkmJSUlz+tXaEkMRWlA0eLu7Y2B/fsKu5T37wJ9pOnvUlJSJEmlSpWSJG3ZskUZGRmKioqyamrVqqWKFSsqNjZWkhQbG6uIiAiFhIRYNdHR0UpNTdXu3butmgvnkV2TPY/cpKWlKTU11WUAAADXrkITmrKysjRkyBA1b95c9erVkyQlJCTI29tbQUFBLrUhISFKSEiwai4MTNnTs6ddrCY1NVVnz57NtZ/x48crMDDQGsLDwy97HQEAQMFVaELTY489pl27dumjjz5ydyuSpFGjRiklJcUaDh065O6WAADAFeTp7gbsGDBggL744gutWbNGFSpUsMaHhoYqPT1dycnJLkebEhMTFRoaatVs3LjRZX7ZV9ddWPP3K+4SExMVEBAgX1/fXHtyOp1yOp2XvW4AAKBwKNBHmowxGjBggD755BOtXr1aVapUcZneuHFjeXl5adWqVda4uLg4HTx4UJGRkZKkyMhI/fjjj0pKSrJqVq5cqYCAANWpU8equXAe2TXZ8wAAACjQp8r/5z//MYGBgebbb781R48etYYzZ85YNf379zcVK1Y0q1evNps3bzaRkZEmMjLSmn7+/HlTr14907ZtW7N9+3azfPlyU7ZsWTNq1Cir5rfffjN+fn5m+PDhZs+ePWb69OmmWLFiZvny5bZ75eo5hiIzoGhx9/bGwP59hV3K+3eBfoUk5TrMmTPHqjl79qx59NFHTcmSJY2fn5+55557zNGjR13ms3//fnP77bcbX19fU6ZMGfPEE0+YjIwMl5pvvvnGXH/99cbb29tUrVrVZRl2EJoYisyAosXd2xsD+/cVdinv3w5jjHHXUa5rSWpqqgIDA5WSkqKAgAB3t3N1ORzu7gBXE38yihb276KlCO7fl/L+XaDPaQIAACgoCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZC099Mnz5dlStXlo+Pj5o2baqNGze6uyUAAFAAEJousGDBAg0dOlRjxozR1q1b1aBBA0VHRyspKcndrQEAADcjNF1g8uTJ6tevn/r06aM6depo5syZ8vPz07vvvuvu1gAAgJsRmv5Penq6tmzZoqioKGuch4eHoqKiFBsb68bOAABAQeDp7gYKij///FOZmZkKCQlxGR8SEqKff/45R31aWprS0tKsxykpKZKk1NTUK9so4G5s48C1qwju39nv28aYf60lNOXR+PHjNW7cuBzjw8PD3dANcBUFBrq7AwBXShHev0+ePKnAf1l/QtP/KVOmjIoVK6bExESX8YmJiQoNDc1RP2rUKA0dOtR6nJWVpePHj6t06dJyOBxXvF+4V2pqqsLDw3Xo0CEFBAS4ux0A+Yj9u2gxxujkyZMKCwv711pC0//x9vZW48aNtWrVKnXs2FHSX0Fo1apVGjBgQI56p9Mpp9PpMi4oKOgqdIqCJCAggD+qwDWK/bvo+LcjTNkITRcYOnSoevXqpSZNmujGG2/U66+/rtOnT6tPnz7ubg0AALgZoekC9913n/744w+NHj1aCQkJuv7667V8+fIcJ4cDAICih9D0NwMGDMj14zjgQk6nU2PGjMnxES2Awo/9G//EYexcYwcAAFDEcXNLAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBFyiffv2acWKFTp79qwke1/yCAAo/AhNgE3Hjh1TVFSUrrvuOt1xxx06evSoJCkmJkZPPPGEm7sDcLnWrl2rBx54QJGRkTp8+LAk6f3339f333/v5s5QUBCaAJsef/xxeXp66uDBg/Lz87PG33fffVq+fLkbOwNwuT7++GNFR0fL19dX27ZtU1pamiQpJSVFL730kpu7Q0FBaAJs+uqrr/Tyyy+rQoUKLuNr1KihAwcOuKkrAPnhhRde0MyZM/XWW2/Jy8vLGt+8eXNt3brVjZ2hICE0ATadPn3a5QhTtuPHj/N1C0AhFxcXp1atWuUYHxgYqOTk5KvfEAokQhNgU8uWLfXf//7XeuxwOJSVlaWJEyfqlltucWNnAC5XaGio9u3bl2P8999/r6pVq7qhIxREfGEvYNPEiRPVpk0bbd68Wenp6RoxYoR2796t48ePa926de5uD8Bl6NevnwYPHqx3331XDodDR44cUWxsrIYNG6Znn33W3e2hgOALe4FLkJKSomnTpmnHjh06deqUGjVqpMcee0zlypVzd2sALoMxRi+99JLGjx+vM2fOSJKcTqeGDRum559/3s3doaAgNAEA8H/S09O1b98+nTp1SnXq1JG/v7+7W0IBQmgCLmLnzp22a+vXr38FOwEAuBuhCbgIDw8PORyOf73rt8PhUGZm5lXqCkB+6NSpk+3aJUuWXMFOUFhwIjhwEfHx8e5uAcAVEhgY6O4WUMhwpAkAAMAGjjQBl+inn37SwYMHlZ6e7jL+rrvuclNHAICrgdAE2PTbb7/pnnvu0Y8//uhynpPD4ZAkzmkCCrnFixdr4cKFuf5TxFepQOKO4IBtgwcPVpUqVZSUlCQ/Pz/t3r1ba9asUZMmTfTtt9+6uz0Al2Hq1Knq06ePQkJCtG3bNt14440qXbq0fvvtN91+++3ubg8FBOc0ATaVKVNGq1evVv369RUYGKiNGzeqZs2aWr16tZ544glt27bN3S0CyKNatWppzJgx6t69u0qUKKEdO3aoatWqGj16tI4fP65p06a5u0UUABxpAmzKzMxUiRIlJP0VoI4cOSJJqlSpkuLi4tzZGoDLdPDgQTVr1kyS5Ovrq5MnT0qSevbsqQ8//NCdraEAITQBNtWrV087duyQJDVt2lQTJ07UunXr9Nxzz/GFnkAhFxoaquPHj0uSKlasqB9++EHSX7cd4QMZZCM0ATY988wzysrKkiQ999xzio+PV8uWLfXll19q6tSpbu4OwOW49dZb9dlnn0mS+vTpo8cff1y33Xab7rvvPt1zzz1u7g4FBec0AZfh+PHjKlmypHUFHYDCKSsrS1lZWfL0/Oui8gULFmjdunWqUaOG+vfvLy8vLzd3iIKA0AQAgKRz585p586dSkpKso4qS3/dVqRDhw5u7AwFBfdpAmw6d+6c3njjDX3zzTc5/qhK3McFKMyWL1+unj176tixYzmm8d2SyEZoAmyKiYnRV199pXvvvVc33ngjH8kB15CBAweqa9euGj16tEJCQtzdDgooPp4DbAoMDNSXX36p5s2bu7sVAPksICBA27ZtU7Vq1dzdCgowrp4DbCpfvrx1nyYA15Z7772XO/vjX3GkCbBp2bJlmjp1qmbOnKlKlSq5ux0A+ejMmTPq0qWLypYtq4iIiBxXyw0aNMhNnaEgITQBNv3xxx/q2rWr1qxZIz8/vxx/VLNvjAeg8HnnnXfUv39/+fj4qHTp0i7nLDocDv32229u7A4FBaEJsCkqKkoHDx5UTEyMQkJCcpwI3qtXLzd1BuByhYaGatCgQXryySfl4cGZK8gdoQmwyc/PT7GxsWrQoIG7WwGQz0qVKqVNmzZxIjguijgN2FSrVi2dPXvW3W0AuAJ69eqlBQsWuLsNFHDcpwmwacKECXriiSf04osv5nqiaEBAgJs6A3C5MjMzNXHiRK1YsUL169fPsX9PnjzZTZ2hIOHjOcCm7PMc/n4ukzGGOwYDhdwtt9zyj9McDodWr159FbtBQUVoAmz67rvvLjq9devWV6kTAIA7EJoAAABs4ERw4BKsXbtWDzzwgJo1a6bDhw9Lkt5//319//33bu4MAHClEZoAmz7++GNFR0fL19dXW7duVVpamiQpJSVFL730kpu7AwBcaYQmwKYXXnhBM2fO1FtvveVyZU3z5s21detWN3YGALgaCE2ATXFxcWrVqlWO8YGBgUpOTr76DQEAripCE2BTaGio9u3bl2P8999/r6pVq7qhIwDA1URoAmzq16+fBg8erA0bNsjhcOjIkSOaN2+ehg0bpv/85z/ubg8AcIVxR3DgInbu3Kl69erJw8NDo0aNUlZWltq0aaMzZ86oVatWcjqdGjZsmAYOHOjuVgEAVxj3aQIuolixYjp69KiCg4NVtWpVbdq0SSVKlNC+fft06tQp1alTR/7+/u5uEwBwFXCkCbiIoKAgxcfHKzg4WPv371dWVpa8vb1Vp04dd7cGALjKCE3ARXTu3FmtW7dWuXLl5HA41KRJExUrVizX2t9+++0qdwcAuJoITcBFzJ49W506ddK+ffs0aNAg9evXTyVKlHB3WwAAN+CcJsCmPn36aOrUqYQmACiiCE0AAAA2cJ8mAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCUCRtnjxYkVERMjX11elS5dWVFSUTp8+LUl6++23Vbt2bfn4+KhWrVqaMWOG9by+ffuqfv36SktLkySlp6erYcOGevDBB92yHgCuPEITgCLr6NGj6t69u/r27as9e/bo22+/VadOnWSM0bx58zR69Gi9+OKL2rNnj1566SU9++yzeu+99yRJU6dO1enTp/Xkk09Kkp5++mklJydr2rRp7lwlAFcQX6MCoMg6evSozp8/r06dOqlSpUqSpIiICEnSmDFj9Oqrr6pTp06SpCpVquinn37SrFmz1KtXL/n7++uDDz5Q69atVaJECb3++uv65ptvFBAQ4Lb1AXBlcUdwAEVWZmamoqOjtXHjRkVHR6tt27a699575e3tLX9/f/n6+srD4/8fkD9//rwCAwOVmJhojXvqqac0fvx4jRw5UhMmTHDHagC4SjjSBKDIKlasmFauXKn169frq6++0htvvKGnn35an3/+uSTprbfeUtOmTXM8J1tWVpbWrVunYsWKad++fVe1dwBXH+c0ASjSHA6HmjdvrnHjxmnbtm3y9vbWunXrFBYWpt9++03Vq1d3GapUqWI9d9KkSfr555/13Xffafny5ZozZ44b1wTAlcaRJgBF1oYNG7Rq1Sq1bdtWwcHB2rBhg/744w/Vrl1b48aN06BBgxQYGKh27dopLS1Nmzdv1okTJzR06FBt27ZNo0eP1uLFi9W8eXNNnjxZgwcPVuvWrVW1alV3rxqAK4BzmgAUWXv27NHjjz+urVu3KjU1VZUqVdLAgQM1YMAASdL8+fM1adIk/fTTTypevLgiIiI0ZMgQ3X777WrcuLFatGihWbNmWfO7++679eeff2rNmjUuH+MBuDYQmgAAAGzgnCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2PD/AGd/iZ3PQ4wSAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_grouped = df.groupby('sex').agg({'charges': 'mean'})\n", + "\n", + "# plot the bar chart\n", + "fig, ax = plt.subplots()\n", + "df_grouped['charges'].plot.bar(color='red', ax=ax, label='Total Value1')\n", + "\n", + "\n", + "# customize the chart\n", + "plt.xlabel('sex')\n", + "plt.ylabel('charges')\n", + "plt.title('Comparison of Total and Average Values')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_grouped = df.groupby('smoker').agg({'charges': 'mean'})\n", + "\n", + "# plot the bar chart\n", + "fig, ax = plt.subplots()\n", + "df_grouped['charges'].plot.bar(color='blue', ax=ax, label='Total Value1')\n", + "\n", + "\n", + "# customize the chart\n", + "plt.xlabel('smoker')\n", + "plt.ylabel('charges')\n", + "plt.title('Comparison of Total and Average Values')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "4. How is the distribution of numerical variables?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "bac75f92805af78f4c3d905bf4b7769093ac074cfb83aa4dc437efeee303fdc9" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}