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/main.ipynb b/main.ipynb new file mode 100644 index 0000000..7f3f561 --- /dev/null +++ b/main.ipynb @@ -0,0 +1,1139 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np \n", + "import pandas as pd\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": 38, + "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", + "
agesexbmichildrensmokerregioncharges
019female27.9000yessouthwest16884.92400
118male33.7701nosoutheast1725.55230
228male33.0003nosoutheast4449.46200
333male22.7050nonorthwest21984.47061
432male28.8800nonorthwest3866.85520
531female25.7400nosoutheast3756.62160
646female33.4401nosoutheast8240.58960
737female27.7403nonorthwest7281.50560
837male29.8302nonortheast6406.41070
960female25.8400nonorthwest28923.13692
\n", + "
" + ], + "text/plain": [ + " age sex bmi children smoker region charges\n", + "0 19 female 27.900 0 yes southwest 16884.92400\n", + "1 18 male 33.770 1 no southeast 1725.55230\n", + "2 28 male 33.000 3 no southeast 4449.46200\n", + "3 33 male 22.705 0 no northwest 21984.47061\n", + "4 32 male 28.880 0 no northwest 3866.85520\n", + "5 31 female 25.740 0 no southeast 3756.62160\n", + "6 46 female 33.440 1 no southeast 8240.58960\n", + "7 37 female 27.740 3 no northwest 7281.50560\n", + "8 37 male 29.830 2 no northeast 6406.41070\n", + "9 60 female 25.840 0 no northwest 28923.13692" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# *** b. Number of rows and columns:\n", + "# With index column, we have 8 columns and we have 1338 rows..\n", + "\n", + "# *** c. Description of attributes\n", + "# \n", + "\n", + "\n", + "\n", + "\n", + "df = pd.read_csv('insurance.csv')\n", + "df.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "64" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "max_age = df['age'].max()\n", + "max_age" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "# *** a. Data types\n", + "# There are 3 different data types in this file: int64, object, float64\n", + "\n", + "data_types = df.dtypes\n", + "# data_types" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "# *** d. Statistical outlook\n", + "# # Without string values, we can see the general information aobut this file \n", + "\n", + "statistics = df.describe(include = 'all')\n", + "# statistics" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "# *** e. NaN values\n", + "# There is no NaN values...\n", + "\n", + "NaNs = df.isna().sum()\n", + "# NaNs" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sex_counts = df['sex'].value_counts()\n", + "\n", + "labels = sex_counts.index.tolist()\n", + "sizes = sex_counts.tolist()\n", + "colors = ['lightblue', 'pink']\n", + "\n", + "sex_counts.plot.pie(autopct='%1.1f%%', colors=['lightblue', 'pink'])\n", + "\n", + "\n", + "plt.title(\"Distribution of Male and Female\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "male_25 = df[(df['sex'] == 'male') & (df['age'] < 25)]['charges'].value_counts()\n", + "\n", + "female_25 = df[(df['sex'] == 'female') & (df['age'] < 25)]['charges'].value_counts()\n", + "\n", + "\n", + "labels = ['male', 'female']\n", + "sizes = [male_25.sum(), female_25.sum()]\n", + "colors = ['lightblue', 'pink']\n", + "\n", + "plt.pie(sizes, labels = labels, autopct='%1.1f%%', colors=colors)\n", + "\n", + "\n", + "plt.title(\"Charges of Male and Female Under Age 25\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "male_25_50 = df[(df['sex'] == 'male') & (df['age'] >= 25) & (df['age'] <= 45)]['charges'].mean()\n", + "female_25_50 = df[(df['sex'] == 'female') & (df['age'] >= 25) & (df['age'] <= 45)]['charges'].mean()\n", + "\n", + "\n", + "labels = ['male', 'female']\n", + "sizes = [male_25_50.sum(), female_25_50.sum()]\n", + "colors = ['lightblue', 'pink']\n", + "\n", + "plt.pie(sizes, labels = labels, autopct='%1.1f%%', colors=colors)\n", + "\n", + "\n", + "plt.title(\"Charges of Male and Female Between Ages 25-45\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "male_50 = df[(df['sex'] == 'male') & (df['age'] > 45)]['charges'].mean()\n", + "female_50 = df[(df['sex'] == 'female') & (df['age'] > 45)]['charges'].mean()\n", + "\n", + "labels = ['male', 'female']\n", + "sizes = [male_50.sum(), female_50.sum()]\n", + "colors = ['lightblue', 'pink']\n", + "\n", + "plt.pie(sizes, labels = labels, autopct='%1.1f%%', colors=colors)\n", + "\n", + "\n", + "plt.title(\"Charges of Male and Female Over Age 45\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "males = df[(df['sex'] == 'male') & (df['age'] >= 18) & (df['age'] <= 64)]['charges'].mean()\n", + "females = df[(df['sex'] == 'female') & (df['age'] >= 18) & (df['age'] <= 64)]['charges'].mean()\n", + "\n", + "\n", + "labels = ['male', 'female']\n", + "sizes = [males.sum(), females.sum()]\n", + "colors = ['lightblue', 'pink']\n", + "\n", + "plt.pie(sizes, labels = labels, autopct='%1.1f%%', colors=colors)\n", + "\n", + "\n", + "plt.title(\"Overall Charges of Male and Females\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "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", + "
agesexbmichildrensmokerregioncharges
019female27.9000yessouthwest16884.92400
118male33.7701nosoutheast1725.55230
228male33.0003nosoutheast4449.46200
333male22.7050nonorthwest21984.47061
432male28.8800nonorthwest3866.85520
531female25.7400nosoutheast3756.62160
646female33.4401nosoutheast8240.58960
737female27.7403nonorthwest7281.50560
837male29.8302nonortheast6406.41070
960female25.8400nonorthwest28923.13692
\n", + "
" + ], + "text/plain": [ + " age sex bmi children smoker region charges\n", + "0 19 female 27.900 0 yes southwest 16884.92400\n", + "1 18 male 33.770 1 no southeast 1725.55230\n", + "2 28 male 33.000 3 no southeast 4449.46200\n", + "3 33 male 22.705 0 no northwest 21984.47061\n", + "4 32 male 28.880 0 no northwest 3866.85520\n", + "5 31 female 25.740 0 no southeast 3756.62160\n", + "6 46 female 33.440 1 no southeast 8240.58960\n", + "7 37 female 27.740 3 no northwest 7281.50560\n", + "8 37 male 29.830 2 no northeast 6406.41070\n", + "9 60 female 25.840 0 no northwest 28923.13692" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(10)\n", + "\n", + "# df['region'].unique() = ['southwest', 'southeast', 'northwest', 'northeast']" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "male_with_child = df[(df['sex'] == 'male') & (df['children'] >= 4 )]['charges'].mean()\n", + "female_with_child = df[(df['sex'] == 'female') & (df['children'] >= 4 )]['charges'].mean()\n", + "\n", + "x_labels = ['Male', 'Female']\n", + "y_values = [male_with_child, female_with_child]\n", + "colors = ['lightblue', 'pink']\n", + "\n", + "plt.bar(x_labels, y_values, color=colors)\n", + "plt.title('Average charges for parents with 4 or more children')\n", + "plt.xlabel('Gender')\n", + "plt.ylabel('Average charges')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "male_with_child_under4 = df[(df['sex'] == 'male') & (df['children'] < 4 )]['charges'].mean()\n", + "female_with_child_under4 = df[(df['sex'] == 'female') & (df['children'] < 4 )]['charges'].mean()\n", + "\n", + "x_labels = ['Male', 'Female']\n", + "y_values = [male_with_child_under4, female_with_child_under4]\n", + "colors = ['lightblue', 'pink']\n", + "\n", + "plt.bar(x_labels, y_values, color=colors)\n", + "plt.title('Average charges for parents with 4 or more children')\n", + "plt.xlabel('Gender')\n", + "plt.ylabel('Average charges')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "# This bar charts shows us that when males have more than 4 children, then their amount of insuarence charges passed the females in the same situation. However, all the other possibilities, males paid less than females." + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "male_bmi_normal = df[(df['bmi'] >= 18.5) & (df['bmi'] <= 24.9) & (df['sex'] == 'male') & (df['smoker'] == 'no')]\n", + "male_bmi_normal_smoker = df[(df['bmi'] >= 18.5) & (df['bmi'] <= 24.9) & (df['sex'] == 'male') & (df['smoker'] == 'yes')]\n", + "\n", + "mean_charges_normal = male_bmi_normal['charges'].mean()\n", + "mean_charges_smoker = male_bmi_normal_smoker['charges'].mean()\n", + "\n", + "labels = ['Non-Smokers', 'Smokers']\n", + "values = [mean_charges_normal, mean_charges_smoker]\n", + "colors = ['green', 'red']\n", + "\n", + "plt.bar(labels, values, color=colors)\n", + "plt.title('Mean charges for male non-smokers and smokers with normal BMI')\n", + "plt.xlabel('Smoking Status')\n", + "plt.ylabel('Mean Charges')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "male_bmi_over = df[(df['bmi'] >= 24.9) & (df['sex'] == 'male') & (df['smoker'] == 'no')]\n", + "male_bmi_over_smoker = df[(df['bmi'] >= 24.9) & (df['sex'] == 'male') & (df['smoker'] == 'yes')]\n", + "\n", + "mean_charges_over = male_bmi_normal['charges'].mean()\n", + "mean_charges_over_smoker = male_bmi_normal_smoker['charges'].mean()\n", + "\n", + "labels = ['Non-Smokers', 'Smokers']\n", + "values = [mean_charges_over, mean_charges_over_smoker]\n", + "colors = ['green', 'red']\n", + "\n", + "plt.bar(labels, values, color=colors)\n", + "plt.title('Mean charges for male non-smokers and smokers with overweight BMI')\n", + "plt.xlabel('Smoking Status')\n", + "plt.ylabel('Mean Charges')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "female_bmi_normal = df[(df['bmi'] >= 18.5) & (df['bmi'] <= 24.9) & (df['sex'] == 'female') & (df['smoker'] == 'no')]\n", + "female_bmi_normal_smoker = df[(df['bmi'] >= 18.5) & (df['bmi'] <= 24.9) & (df['sex'] == 'female') & (df['smoker'] == 'yes')]\n", + "\n", + "mean_charges_normal2 = female_bmi_normal['charges'].mean()\n", + "mean_charges_smoker2 = female_bmi_normal_smoker['charges'].mean()\n", + "\n", + "labels = ['Non-Smokers', 'Smokers']\n", + "values = [mean_charges_normal2, mean_charges_smoker2]\n", + "colors = ['green', 'red']\n", + "\n", + "plt.bar(labels, values, color=colors)\n", + "plt.title('Mean charges for female non-smokers and smokers with normal BMI')\n", + "plt.xlabel('Smoking Status')\n", + "plt.ylabel('Mean Charges')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "female_bmi_over = df[(df['bmi'] >= 24.9) & (df['sex'] == 'female') & (df['smoker'] == 'no')]\n", + "female_bmi_over_smoker = df[(df['bmi'] >= 24.9) & (df['sex'] == 'female') & (df['smoker'] == 'yes')]\n", + "\n", + "mean_charges_over2 = female_bmi_normal['charges'].mean()\n", + "mean_charges_over_smoker2 = female_bmi_normal_smoker['charges'].mean()\n", + "\n", + "labels = ['Non-Smokers', 'Smokers']\n", + "values = [mean_charges_over2, mean_charges_over_smoker2]\n", + "colors = ['green', 'red']\n", + "\n", + "plt.bar(labels, values, color=colors)\n", + "plt.title('Mean charges for female non-smokers and smokers with overweight BMI')\n", + "plt.xlabel('Smoking Status')\n", + "plt.ylabel('Mean Charges')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "# As we can clearly see, smokoers in both genders have almost 3 times more health expenses. Non smokers have almost the same amount of expenses in both genders. " + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "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", + "
agesexbmichildrensmokerregioncharges
019female27.9000yessouthwest16884.92400
118male33.7701nosoutheast1725.55230
228male33.0003nosoutheast4449.46200
333male22.7050nonorthwest21984.47061
432male28.8800nonorthwest3866.85520
531female25.7400nosoutheast3756.62160
646female33.4401nosoutheast8240.58960
737female27.7403nonorthwest7281.50560
837male29.8302nonortheast6406.41070
960female25.8400nonorthwest28923.13692
\n", + "
" + ], + "text/plain": [ + " age sex bmi children smoker region charges\n", + "0 19 female 27.900 0 yes southwest 16884.92400\n", + "1 18 male 33.770 1 no southeast 1725.55230\n", + "2 28 male 33.000 3 no southeast 4449.46200\n", + "3 33 male 22.705 0 no northwest 21984.47061\n", + "4 32 male 28.880 0 no northwest 3866.85520\n", + "5 31 female 25.740 0 no southeast 3756.62160\n", + "6 46 female 33.440 1 no southeast 8240.58960\n", + "7 37 female 27.740 3 no northwest 7281.50560\n", + "8 37 male 29.830 2 no northeast 6406.41070\n", + "9 60 female 25.840 0 no northwest 28923.13692" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_male = df[df['sex'] == 'male']\n", + "\n", + "region_male = df_male.groupby('region')['charges'].mean()\n", + "\n", + "region_male.plot(kind='bar')\n", + "\n", + "plt.title('Average Charges for Males by Region')\n", + "plt.xlabel('Region')\n", + "plt.ylabel('Average Charges')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_female = df[df['sex'] == 'female']\n", + "\n", + "region_male = df_female.groupby('region')['charges'].mean()\n", + "\n", + "region_male.plot(kind='bar')\n", + "\n", + "plt.title('Average Charges for Females by Region')\n", + "plt.xlabel('Region')\n", + "plt.ylabel('Average Charges')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pivot = df.pivot_table(values = 'charges', index = 'region', columns = 'sex', aggfunc = 'mean')\n", + "\n", + "colors = ['pink', 'blue']\n", + "pivot.plot(kind = 'bar', color = colors, figsize=(8,6))\n", + "\n", + "plt.title('Average Charges by Region and Gender')\n", + "plt.xlabel('Region')\n", + "plt.ylabel('Average Charges')\n", + "plt.show()\n", + "\n", + "# As we can see from the graph, except region northwest, all males of other regions paid more than females. " + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# This is an another form for the visualisation of the avarege charges by region and gender...\n", + "df_male = df[df['sex'] == 'male']\n", + "region_male = df_male.groupby('region')['charges'].mean()\n", + "df_female = df[df['sex'] == 'female']\n", + "region_female = df_female.groupby('region')['charges'].mean()\n", + "\n", + "plt.bar(region_male.index, region_male, color='b', label='Male')\n", + "plt.bar(region_female.index, region_female, color='r', label='Female')\n", + "plt.title('Average Charges by Region and Gender')\n", + "plt.xlabel('Region')\n", + "plt.ylabel('Average Charges')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAz8AAAKqCAYAAAAUieAHAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/P9b71AAAACXBIWXMAAA9hAAAPYQGoP6dpAAB2iUlEQVR4nO3de3wU9b3/8Xcumw0BNiFIEiIQURSIgFCQsAWVQkjE1KrknIqlNlqOnNKAYqwX+uMSoBoOtdXqiWAtB2yVWvF4qYiQCAK1hluUysVSsFhU2MRCQ4DIsmTn9wcni0sSyCabnWzm9Xw89pHMzHdmPp/vbva7n8zOTIRhGIYAAAAAoJ2LNDsAAAAAAAgFih8AAAAAlkDxAwAAAMASKH4AAAAAWALFDwAAAABLoPgBAAAAYAkUPwAAAAAsgeIHAAAAgCVQ/AAAAACwBIofAAAAiygsLFRERIT++c9/tup+7rrrLl122WWtug+gOSh+AAAAAFhCtNkBAAAAoH157rnn5PV6zQ4DqIfiBwAAAEFls9nMDgFoEF97Ay7gH//4h3784x+rb9++6tChg7p27ap///d/16efflqv7UcffaQbbrhBHTp0UI8ePfSzn/1My5YtU0RERL32b7/9tq677jp17NhRnTt3Vk5Ojnbv3h2apAAAlvfPf/5T3/3ud+VwONS1a1fdd999OnXqlG95RESEpk2bppUrVyo9PV0dOnSQ0+nUzp07JUnPPvus+vTpo9jYWI0ePbreOMc5P2irOPIDXMC2bdv0/vvva+LEierRo4c+/fRTLV68WKNHj9aePXsUFxcnSfriiy/0rW99SxEREZo5c6Y6duyo3/zmN7Lb7fW2+bvf/U55eXnKzs7Wf/3Xf6mmpkaLFy/WqFGj9OGHHzJYAABa3Xe/+11ddtllKioq0ubNm/XUU0/pX//6l37729/62vzpT3/SH//4R+Xn50uSioqK9O1vf1sPPfSQnnnmGf34xz/Wv/71Ly1atEg//OEPtX79erPSAZrOANCompqaevPKysoMScZvf/tb37zp06cbERERxocffuibd+TIESMxMdGQZBw4cMAwDMM4fvy4kZCQYNxzzz1+23S5XEZ8fHy9+QAABNPcuXMNScZ3vvMdv/k//vGPDUnGX/7yF8MwDEOSYbfbfeOXYRjGs88+a0gyUlJSjOrqat/8mTNn+o11hmEYeXl5RlpaWmumAjQLX3sDLqBDhw6+3z0ej44cOaI+ffooISFBH3zwgW/ZmjVr5HQ6NXjwYN+8xMRETZo0yW97paWlqqqq0h133KF//vOfvkdUVJQyMjL07rvvtnpOAADUHc2pM336dEnS6tWrffPGjh3r922EjIwMSVJubq46d+5cb/7f//731goXCBq+9gZcwFdffaWioiItW7ZMX3zxhQzD8C07duyY7/d//OMfcjqd9dbv06eP3/S+ffskSWPGjGlwfw6HIxhhAwBwQVdeeaXf9BVXXKHIyEi/c3d69erl1yY+Pl6S1LNnzwbn/+tf/2qFSIHgovgBLmD69OlatmyZZsyYIafTqfj4eEVERGjixInNuoRn3Tq/+93vlJKSUm95dDR/kgCA0IuIiKg3LyoqqsG2jc3/+j8IgbaKT1rABbzyyivKy8vTL37xC9+8U6dOqaqqyq9dWlqa9u/fX2/98+ddccUVkqSkpCRlZmYGP2AAAJpg37596t27t296//798nq9XHQH7R7n/AAXEBUVVe8/WU8//bRqa2v95mVnZ6usrEw7duzwzTt69KhefPHFeu0cDocee+wxeTyeevv78ssvgxc8AACNKC4u9pt++umnJUnjx483IxwgZDjyA1zAt7/9bf3ud79TfHy80tPTVVZWpnfeeUddu3b1a/fQQw/phRde0Lhx4zR9+nTfpa579eqlo0eP+r5O4HA4tHjxYt155536xje+oYkTJ6pbt246ePCg3nrrLY0cOVL//d//bUaqAAALOXDggL7zne/oxhtvVFlZmV544QV973vf0zXXXGN2aECrovgBLuBXv/qVoqKi9OKLL+rUqVMaOXKk3nnnHWVnZ/u169mzp959913de++9euyxx9StWzfl5+erY8eOuvfeexUbG+tr+73vfU+pqalauHChfv7zn8vtduvSSy/Vddddp7vvvjvUKQIALOgPf/iD5syZo0ceeUTR0dGaNm2afv7zn5sdFtDqIgzOTgNazYwZM/Tss8/qxIkTjZ4gCgAAgNDgnB8gSL766iu/6SNHjuh3v/udRo0aReEDAADQBvC1NyBInE6nRo8erf79+6uiokJLly5VdXW1Zs+ebXZoAAAAEMUPEDQ33XSTXnnlFf36179WRESEvvGNb2jp0qW6/vrrzQ4NAAAA4pwfAAAAABbBOT8AAAAALIHiBwAAAIAlhOU5P16vV4cOHVLnzp19N48EADSNYRg6fvy4UlNTFRnJ/8DaAsY1AGi+QMa1sCx+Dh06pJ49e5odBgCEtc8++0w9evQwOwyIcQ0AgqEp41pYFj+dO3eWdDZBh8MRkn16PB6VlJQoKytLNpstJPtsi+iHc+iLc+iLs8KlH6qrq9WzZ0/feynMZ8a4Fmzh8vpv6+jH4KEvgyMc+jGQcS0si5+6rwQ4HI6QFj9xcXFyOBxt9okPBfrhHPriHPrirHDrB75e1XaYMa4FW7i9/tsq+jF46MvgCKd+bMq4xpe9AQAAAFgCxQ8AAAAAS6D4AQAAAGAJFD8AAAAALIHiBwAAAIAlUPwAAAAAsASKHwAAAACWQPEDAAAAwBIofgAAAABYAsUPAAAAAEuINjsAM1z2yFsBr2OPMrRouDSgcK3ctRHN3venC3OavS4AADBfcz5HNNXFPm/wOQJoGY78AAAAALAEih8AAAAAlkDxAwAAAMASKH4AAAAAWALFDwAAAABLoPgBAAAAYAkUPwAAAAAsgeIHAAAAgCVQ/AAAAACwBIofAAAAAJZA8QMAsKzFixdr0KBBcjgccjgccjqdevvtt33LT506pfz8fHXt2lWdOnVSbm6uKioq/LZx8OBB5eTkKC4uTklJSXrwwQd15syZUKcCAGgCih8AgGX16NFDCxcuVHl5ubZv364xY8bolltu0e7duyVJ999/v958802tXLlSGzdu1KFDhzRhwgTf+rW1tcrJydHp06f1/vvv6/nnn9fy5cs1Z84cs1ICAFxAtNkBAABglptvvtlv+tFHH9XixYu1efNm9ejRQ0uXLtWKFSs0ZswYSdKyZcvUv39/bd68WSNGjFBJSYn27Nmjd955R8nJyRo8eLAWLFighx9+WIWFhYqJiTEjLQBAIyh+AADQ2aM4K1eu1MmTJ+V0OlVeXi6Px6PMzExfm379+qlXr14qKyvTiBEjVFZWpoEDByo5OdnXJjs7W1OnTtXu3bs1ZMiQBvfldrvldrt909XV1ZIkj8cjj8fTShm2rrq4wzX+QNijjNbbdqTh9/N8VujfYLHSa7I1hUM/BhIbxQ8AwNJ27twpp9OpU6dOqVOnTnrttdeUnp6uHTt2KCYmRgkJCX7tk5OT5XK5JEkul8uv8KlbXresMUVFRZo3b169+SUlJYqLi2thRuYqLS01O4RWt2h46+9jwTBvg/NXr17d+jtvZ6zwmgyFttyPNTU1TW5L8QMAsLS+fftqx44dOnbsmF555RXl5eVp48aNrbrPmTNnqqCgwDddXV2tnj17KisrSw6Ho1X33Vo8Ho9KS0s1btw42Ww2s8NpVQMK17batu2RhhYM82r29ki5vRH1lu8qzG61fbc3VnpNtqZw6Me6o+dNQfEDALC0mJgY9enTR5I0dOhQbdu2Tb/61a90++236/Tp06qqqvI7+lNRUaGUlBRJUkpKirZu3eq3vbqrwdW1aYjdbpfdbq8332aztdkPF03VHnK4GHdt/aIk6PvwRjS4n/bet63BCq/JUGjL/RhIXFztDQCAr/F6vXK73Ro6dKhsNpvWrVvnW7Z3714dPHhQTqdTkuR0OrVz505VVlb62pSWlsrhcCg9PT3ksQMALowjPwAAy5o5c6bGjx+vXr166fjx41qxYoU2bNigtWvXKj4+XpMnT1ZBQYESExPlcDg0ffp0OZ1OjRgxQpKUlZWl9PR03XnnnVq0aJFcLpdmzZql/Pz8Bo/sAADMRfEDALCsyspK/eAHP9Dhw4cVHx+vQYMGae3atRo3bpwk6YknnlBkZKRyc3PldruVnZ2tZ555xrd+VFSUVq1apalTp8rpdKpjx47Ky8vT/PnzzUoJAHABAX3traioSNdee606d+6spKQk3Xrrrdq7d69fG+6GDQAIF0uXLtWnn34qt9utyspKvfPOO77CR5JiY2NVXFyso0eP6uTJk3r11VfrncuTlpam1atXq6amRl9++aUef/xxRUfzv0UAaIsCKn42btyo/Px8bd68WaWlpfJ4PMrKytLJkyd9bbgbNgAAAIC2KKB/Ta1Zs8Zvevny5UpKSlJ5ebmuv/56HTt2jLthAwAAAGiTWnRc/tixY5KkxMRESWq1u2EH+07Yzbkz88XuuNxUbfnuuE0RDnf5DRX64hz64qxw6Ye2Hh8AAK2l2cWP1+vVjBkzNHLkSA0YMEDS2btZt8bdsIN9J+yW3Jm5sTsuN1V7uTNzW77Lb6jRF+fQF2e19X4I5E7YANqWyx55y7R9f7owx7R9A8HS7OInPz9fu3bt0nvvvRfMeBoU7DthN+fOzBe743JThfudmcPhLr+hQl+cQ1+cFS79EMidsAEAaE+aVfxMmzZNq1at0qZNm9SjRw/f/JSUlFa5G3aw74TdkjszN3bH5aZqyx+IAtGW7/IbavTFOfTFWW29H9pybAAAtKaArvZmGIamTZum1157TevXr1fv3r39lnM3bAAAAABtVUBHfvLz87VixQq98cYb6ty5s+8cnfj4eHXo0IG7YQMAAABoswIqfhYvXixJGj16tN/8ZcuW6a677pLE3bABAAAAtE0BFT+GcfHLPNfdDbu4uLjRNnV3wwYAAACAUAnonB8AAAAACFcUPwAAAAAsgeIHAAAAgCVQ/AAAAACwBIofAAAAAJZA8QMAAADAEih+AAAAAFgCxQ8AAAAAS6D4AQAAAGAJFD8AAAAALIHiBwAAAIAlUPwAAAAAsASKHwAAAACWQPEDAAAAwBIofgAAAABYAsUPAAAAAEug+AEAAABgCRQ/AAAAACyB4gcAAACAJVD8AAAsq6ioSNdee606d+6spKQk3Xrrrdq7d69fm9GjRysiIsLv8aMf/civzcGDB5WTk6O4uDglJSXpwQcf1JkzZ0KZCgCgCaLNDgAAALNs3LhR+fn5uvbaa3XmzBn99Kc/VVZWlvbs2aOOHTv62t1zzz2aP3++bzouLs73e21trXJycpSSkqL3339fhw8f1g9+8APZbDY99thjIc0HAHBhFD8AAMtas2aN3/Ty5cuVlJSk8vJyXX/99b75cXFxSklJaXAbJSUl2rNnj9555x0lJydr8ODBWrBggR5++GEVFhYqJiamVXMAADQdxQ8AAP/n2LFjkqTExES/+S+++KJeeOEFpaSk6Oabb9bs2bN9R3/Kyso0cOBAJScn+9pnZ2dr6tSp2r17t4YMGVJvP263W2632zddXV0tSfJ4PPJ4PEHPKxTq4g7X+ANhjzJab9uRht/PtiTcnlsrvSZbUzj0YyCxUfwAACDJ6/VqxowZGjlypAYMGOCb/73vfU9paWlKTU3VRx99pIcfflh79+7Vq6++KklyuVx+hY8k37TL5WpwX0VFRZo3b169+SUlJX5fqQtHpaWlZofQ6hYNb/19LBjmbf2dBGj16tVmh9AsVnhNhkJb7seampomt6X4AQBAUn5+vnbt2qX33nvPb/6UKVN8vw8cOFDdu3fX2LFj9cknn+iKK65o1r5mzpypgoIC33R1dbV69uyprKwsORyO5iVgMo/Ho9LSUo0bN042m83scFrVgMK1rbZte6ShBcO8mr09Um5vRKvtpzl2FWabHUJArPSabE3h0I91R8+bguIHAGB506ZN06pVq7Rp0yb16NHjgm0zMjIkSfv379cVV1yhlJQUbd261a9NRUWFJDV6npDdbpfdbq8332aztdkPF03VHnK4GHdt6xclbm9ESPYTiHB9Xq3wmgyFttyPgcTFpa4BAJZlGIamTZum1157TevXr1fv3r0vus6OHTskSd27d5ckOZ1O7dy5U5WVlb42paWlcjgcSk9Pb5W4AQDNw5EfAIBl5efna8WKFXrjjTfUuXNn3zk68fHx6tChgz755BOtWLFCN910k7p27aqPPvpI999/v66//noNGjRIkpSVlaX09HTdeeedWrRokVwul2bNmqX8/PwGj+4AAMzDkR8AgGUtXrxYx44d0+jRo9W9e3ff4w9/+IMkKSYmRu+8846ysrLUr18/PfDAA8rNzdWbb77p20ZUVJRWrVqlqKgoOZ1Off/739cPfvADv/sCAQDaBo78AAAsyzAufDnhnj17auPGjRfdTlpaWtheCQsArIQjPwAAAAAsgeIHAAAAgCVQ/AAAAACwBIofAAAAAJZA8QMAAADAEih+AAAAAFgCl7oGAABh6bJH3jI7BABhhiM/AAAAACyB4gcAAACAJVD8AAAAALAEih8AAAAAlkDxAwAAAMASKH4AAAAAWALFDwAAAABLoPgBAAAAYAkUPwAAAAAsIeDiZ9OmTbr55puVmpqqiIgIvf76637L77rrLkVERPg9brzxRr82R48e1aRJk+RwOJSQkKDJkyfrxIkTLUoEAAAAAC4k4OLn5MmTuuaaa1RcXNxomxtvvFGHDx/2PX7/+9/7LZ80aZJ2796t0tJSrVq1Sps2bdKUKVMCjx4AAAAAmig60BXGjx+v8ePHX7CN3W5XSkpKg8s+/vhjrVmzRtu2bdOwYcMkSU8//bRuuukmPf7440pNTQ00JAAAAAC4qFY552fDhg1KSkpS3759NXXqVB05csS3rKysTAkJCb7CR5IyMzMVGRmpLVu2tEY4AAAAABD4kZ+LufHGGzVhwgT17t1bn3zyiX76059q/PjxKisrU1RUlFwul5KSkvyDiI5WYmKiXC5Xg9t0u91yu92+6erqakmSx+ORx+MJOEZ7lBH4OpGG38/mak68bUld/OGeRzDQF+fQF2eFSz+09fgAAGgtQS9+Jk6c6Pt94MCBGjRokK644gpt2LBBY8eObdY2i4qKNG/evHrzS0pKFBcXF/D2Fg1vVhiSpAXDvM1fWdLq1atbtH5bUVpaanYIbQZ9cQ59cVZb74eamhqzQwAAwBRBL37Od/nll+uSSy7R/v37NXbsWKWkpKiystKvzZkzZ3T06NFGzxOaOXOmCgoKfNPV1dXq2bOnsrKy5HA4Ao5pQOHagNexRxpaMMyr2dsj5fZGBLx+nV2F2c1ety3weDwqLS3VuHHjZLPZzA7HVPTFOfTFWeHSD3VHzwEAsJpWL34+//xzHTlyRN27d5ckOZ1OVVVVqby8XEOHDpUkrV+/Xl6vVxkZGQ1uw263y26315tvs9ma9QHDXdv84sXtjWjR+m35A1Egmtv37RF9cQ59cVZb74e2HBsAAK0p4OLnxIkT2r9/v2/6wIED2rFjhxITE5WYmKh58+YpNzdXKSkp+uSTT/TQQw+pT58+ys4+e8Sjf//+uvHGG3XPPfdoyZIl8ng8mjZtmiZOnMiV3gAAAAC0moCv9rZ9+3YNGTJEQ4YMkSQVFBRoyJAhmjNnjqKiovTRRx/pO9/5jq666ipNnjxZQ4cO1Z/+9Ce/Izcvvvii+vXrp7Fjx+qmm27SqFGj9Otf/zp4WQEAAADAeQI+8jN69GgZRuNXPFu79uLn0yQmJmrFihWB7hoAAAAAmq1V7vMDAAAAAG1Nq1/wAEBoXfbIWyHfpz3KaNEl5AEAAEKBIz8AAMsqKirStddeq86dOyspKUm33nqr9u7d69fm1KlTys/PV9euXdWpUyfl5uaqoqLCr83BgweVk5OjuLg4JSUl6cEHH9SZM2dCmQoAoAkofgAAlrVx40bl5+dr8+bNKi0tlcfjUVZWlk6ePOlrc//99+vNN9/UypUrtXHjRh06dEgTJkzwLa+trVVOTo5Onz6t999/X88//7yWL1+uOXPmmJESAOAC+NobAMCy1qxZ4ze9fPlyJSUlqby8XNdff72OHTumpUuXasWKFRozZowkadmyZerfv782b96sESNGqKSkRHv27NE777yj5ORkDR48WAsWLNDDDz+swsJCxcTEmJEaAKABFD8hZsb5GHU+XZhj2r4BIBwcO3ZM0tmrkkpSeXm5PB6PMjMzfW369eunXr16qaysTCNGjFBZWZkGDhyo5ORkX5vs7GxNnTpVu3fv9t0a4uvcbrfcbrdvurq6WpLk8Xjk8XhaJbfWVhd3KOO3RzV+9dlwZY80/H62JeH22jTjNdkehUM/BhIbxQ8AAJK8Xq9mzJihkSNHasCAAZIkl8ulmJgYJSQk+LVNTk6Wy+Xytfl64VO3vG5ZQ4qKijRv3rx680tKShQXF9fSVExVWloasn215wutLBjmNTuEelavXm12CM0Sytdke9aW+7GmpqbJbSl+AACQlJ+fr127dum9995r9X3NnDlTBQUFvunq6mr17NlTWVlZcjgcrb7/1uDxeFRaWqpx48bJZrOFZJ8DCi9+b8FwY480tGCYV7O3R8rtjTA7HD+7CrPNDiEgZrwm26Nw6Me6o+dNQfEDALC8adOmadWqVdq0aZN69Ojhm5+SkqLTp0+rqqrK7+hPRUWFUlJSfG22bt3qt726q8HVtTmf3W6X3W6vN99ms7XZDxdNFcoc3LVtqzgIJrc3os3lF66vzfbwd9UWtOV+DCQuih+glZh5fheApjEMQ9OnT9drr72mDRs2qHfv3n7Lhw4dKpvNpnXr1ik3N1eStHfvXh08eFBOp1OS5HQ69eijj6qyslJJSUmSzn49xOFwKD09PbQJAQAuiOIHAGBZ+fn5WrFihd544w117tzZd45OfHy8OnTooPj4eE2ePFkFBQVKTEyUw+HQ9OnT5XQ6NWLECElSVlaW0tPTdeedd2rRokVyuVyaNWuW8vPzGzy6A4Qrs/6pxwWbEEwUPwAAy1q8eLEkafTo0X7zly1bprvuukuS9MQTTygyMlK5ublyu93Kzs7WM88842sbFRWlVatWaerUqXI6nerYsaPy8vI0f/78UKUBAGgiih8AgGUZxsUvJxwbG6vi4mIVFxc32iYtLS1sr4QFAFYSaXYAAAAAABAKFD8AAAAALIHiBwAAAIAlUPwAAAAAsASKHwAAAACWQPEDAAAAwBK41DVanVk3RZO4MZpV8BoDAABNwZEfAAAAAJZA8QMAAADAEih+AAAAAFgCxQ8AAAAAS6D4AQAAAGAJFD8AAAAALIHiBwAAAIAlUPwAAAAAsASKHwAAAACWQPEDAAAAwBIofgAAAABYAsUPAAAAAEug+AEAAABgCRQ/AAAAACyB4gcAAACAJUSbHQCA9mNA4Vq5ayPMDiOkLnvkLd/v9ihDi4aHrh8+XZjT6vsAAKA94cgPAAAAAEug+AEAAABgCRQ/AAAAACyB4gcAAACAJVD8AAAAALAErvZmIV+/KlVzhfpqVgAAAECwcOQHAGBpmzZt0s0336zU1FRFRETo9ddf91t+1113KSIiwu9x4403+rU5evSoJk2aJIfDoYSEBE2ePFknTpwIYRYAgKag+AEAWNrJkyd1zTXXqLi4uNE2N954ow4fPux7/P73v/dbPmnSJO3evVulpaVatWqVNm3apClTprR26ACAAPG1NwCApY0fP17jx4+/YBu73a6UlJQGl3388cdas2aNtm3bpmHDhkmSnn76ad100016/PHHlZqaGvSYAQDNQ/EDAMBFbNiwQUlJSerSpYvGjBmjn/3sZ+rataskqaysTAkJCb7CR5IyMzMVGRmpLVu26Lbbbqu3PbfbLbfb7Zuurq6WJHk8Hnk8nlbOpnXUxR3K+O1RRsj2FSr2SMPvJ5r/mjLjNdkehUM/BhIbxQ8AABdw4403asKECerdu7c++eQT/fSnP9X48eNVVlamqKgouVwuJSUl+a0THR2txMREuVyuBrdZVFSkefPm1ZtfUlKiuLi4VskjVEpLS0O2r0XDQ7arkFswzGt2CG3G6tWrW7R+KF+T7Vlb7seampomtw24+Nm0aZN+/vOfq7y8XIcPH9Zrr72mW2+91bfcMAzNnTtXzz33nKqqqjRy5EgtXrxYV155pa/N0aNHNX36dL355puKjIxUbm6ufvWrX6lTp06BhgMAQKuaOHGi7/eBAwdq0KBBuuKKK7RhwwaNHTu2WducOXOmCgoKfNPV1dXq2bOnsrKy5HA4WhyzGTwej0pLSzVu3DjZbLaQ7HNA4dqQ7CeU7JGGFgzzavb2SLm9XFVVknYVZjdrPTNek+1ROPRj3dHzpgi4+Kk7MfSHP/yhJkyYUG/5okWL9NRTT+n5559X7969NXv2bGVnZ2vPnj2KjY2VdPbE0MOHD6u0tFQej0d33323pkyZohUrVgQaDgAAIXX55Zfrkksu0f79+zV27FilpKSosrLSr82ZM2d09OjRRs8Tstvtstvt9ebbbLY2++GiqUKZQ3u+5YLbG9Gu8wtES19P7eHvqi1oy/0YSFwBFz8XOjHUMAw9+eSTmjVrlm655RZJ0m9/+1slJyfr9ddf18SJEzkxFCEVjHsbNYZ7HgHW9Pnnn+vIkSPq3r27JMnpdKqqqkrl5eUaOnSoJGn9+vXyer3KyMgwM1QAwHmCes7PgQMH5HK5lJmZ6ZsXHx+vjIwMlZWVaeLEiW3ixNDmnCDJCYhn0Q/n0Bfn0BdnhbofWnoSMM46ceKE9u/f75s+cOCAduzYocTERCUmJmrevHnKzc1VSkqKPvnkEz300EPq06ePsrPPfhWnf//+uvHGG3XPPfdoyZIl8ng8mjZtmiZOnMg/9ACgjQlq8VN3YmdycrLf/OTkZN+ytnBiaEtOkOQExLPoh3Poi3Poi7NC1Q/NPQk4kBNDrWD79u361re+5ZuuOxcnLy9Pixcv1kcffaTnn39eVVVVSk1NVVZWlhYsWOD3tbUXX3xR06ZN09ixY33nsj711FMhzwUAcGFhcbW3YJ8Y2pwTJDkB8Sz64Rz64hz64qxQ90NzTwIO5MRQKxg9erQMo/GjdWvXXnzMSExM5LxVAAgDQS1+6k7srKio8H0Xum568ODBvjZmnxjakvMzOAHxLPrhHPriHPrirFD1Q3NPPG2rJ6wCANDaIoO5sd69eyslJUXr1q3zzauurtaWLVvkdDol+Z8YWocTQwEAAAC0toCP/FzoxNBevXppxowZ+tnPfqYrr7zSd6nr1NRU372AODEUAAAAgBkCLn4udGLo8uXL9dBDD+nkyZOaMmWKqqqqNGrUKK1Zs8Z3jx+JE0MBAAAAhF7Axc/FTgyNiIjQ/PnzNX/+/EbbcGIoAAAAgFAL6jk/AAAAANBWUfwAAAAAsASKHwAAAACWQPEDAAAAwBIofgAAAABYAsUPAAAAAEug+AEAAABgCQHf5wcAAKDOZY+8JUmyRxlaNFwaULhW7toIk6MCgIZx5AcAAACAJVD8AAAAALAEih8AAAAAlkDxAwAAAMASKH4AAAAAWALFDwAAAABLoPgBAAAAYAkUPwAAAAAsgeIHAAAAgCVQ/AAAAACwBIofAAAAAJZA8QMAAADAEih+AAAAAFgCxQ8AAAAAS6D4AQAAAGAJFD8AAAAALIHiBwBgaZs2bdLNN9+s1NRURURE6PXXX/dbbhiG5syZo+7du6tDhw7KzMzUvn37/NocPXpUkyZNksPhUEJCgiZPnqwTJ06EMAsAQFNQ/AAALO3kyZO65pprVFxc3ODyRYsW6amnntKSJUu0ZcsWdezYUdnZ2Tp16pSvzaRJk7R7926VlpZq1apV2rRpk6ZMmRKqFAAATRRtdgAAAJhp/PjxGj9+fIPLDMPQk08+qVmzZumWW26RJP32t79VcnKyXn/9dU2cOFEff/yx1qxZo23btmnYsGGSpKefflo33XSTHn/8caWmpoYsFwDAhVH8AADQiAMHDsjlcikzM9M3Lz4+XhkZGSorK9PEiRNVVlamhIQEX+EjSZmZmYqMjNSWLVt022231duu2+2W2+32TVdXV0uSPB6PPB5PK2YUfPYo4+zPSP+faB76sb7m/k3UrRduf1NtTTj0YyCxUfwAANAIl8slSUpOTvabn5yc7FvmcrmUlJTktzw6OlqJiYm+NucrKirSvHnz6s0vKSlRXFxcMEIPmUXD/acXDPOaE0g7Qz+es3r16hatX1paGqRIrK0t92NNTU2T21L8AAAQYjNnzlRBQYFvurq6Wj179lRWVpYcDoeJkQVuQOFaSWePVCwY5tXs7ZFyeyNMjip80Y/17SrMbtZ6Ho9HpaWlGjdunGw2W5Cjso5w6Me6o+dNQfEDAEAjUlJSJEkVFRXq3r27b35FRYUGDx7sa1NZWem33pkzZ3T06FHf+uez2+2y2+315ttstjb74aIx7lr/D+hub0S9eQgc/XhOS/8mwvHvqi1qy/0YSFwUPwAANKJ3795KSUnRunXrfMVOdXW1tmzZoqlTp0qSnE6nqqqqVF5erqFDh0qS1q9fL6/Xq4yMDLNCB9qNyx55q1nr2aMMLRp+9uhkcwvJTxfmNGs9tF0UPwAASztx4oT279/vmz5w4IB27NihxMRE9erVSzNmzNDPfvYzXXnllerdu7dmz56t1NRU3XrrrZKk/v3768Ybb9Q999yjJUuWyOPxaNq0aZo4cSJXegOANobiBwBgadu3b9e3vvUt33TduTh5eXlavny5HnroIZ08eVJTpkxRVVWVRo0apTVr1ig2Nta3zosvvqhp06Zp7NixioyMVG5urp566qmQ5wIAuDCKHwCApY0ePVqG0fhlhSMiIjR//nzNnz+/0TaJiYlasWJFa4QHAAiiSLMDAAAAAIBQoPgBAAAAYAkUPwAAAAAsgeIHAAAAgCVQ/AAAAACwBIofAAAAAJZA8QMAAADAEih+AAAAAFgCxQ8AAAAAS6D4AQAAAGAJFD8AAAAALCHoxU9hYaEiIiL8Hv369fMtP3XqlPLz89W1a1d16tRJubm5qqioCHYYAAAAAOCnVY78XH311Tp8+LDv8d577/mW3X///XrzzTe1cuVKbdy4UYcOHdKECRNaIwwAAAAA8IlulY1GRyslJaXe/GPHjmnp0qVasWKFxowZI0latmyZ+vfvr82bN2vEiBGtEQ4AAAAAtM6Rn3379ik1NVWXX365Jk2apIMHD0qSysvL5fF4lJmZ6Wvbr18/9erVS2VlZa0RCgAAAABIaoUjPxkZGVq+fLn69u2rw4cPa968ebruuuu0a9cuuVwuxcTEKCEhwW+d5ORkuVyuRrfpdrvldrt909XV1ZIkj8cjj8cTcIz2KCPwdSINv59WRT+cQ1+cQ1+cFep+aM77X0vWAwAg3AW9+Bk/frzv90GDBikjI0NpaWl6+eWX1aFDh2Zts6ioSPPmzas3v6SkRHFxcQFvb9HwZoUhSVowzNv8ldsR+uEc+uIc+uKsUPXD6tWrm7VeTU1NkCMBACA8tMo5P1+XkJCgq666Svv379e4ceN0+vRpVVVV+R39qaioaPAcoTozZ85UQUGBb7q6ulo9e/ZUVlaWHA5HwDENKFwb8Dr2SEMLhnk1e3uk3N6IgNdvL+iHc+iLc+iLs0LdD7sKs5u1Xt3RcwAArKbVi58TJ07ok08+0Z133qmhQ4fKZrNp3bp1ys3NlSTt3btXBw8elNPpbHQbdrtddru93nybzSabzRZwTO7a5n8ocXsjWrR+e0E/nENfnENfnBWqfmjO+19L1gMAINwFvfj5yU9+optvvllpaWk6dOiQ5s6dq6ioKN1xxx2Kj4/X5MmTVVBQoMTERDkcDk2fPl1Op5MrvQEAAABoVUEvfj7//HPdcccdOnLkiLp166ZRo0Zp8+bN6tatmyTpiSeeUGRkpHJzc+V2u5Wdna1nnnkm2GEAAAAAgJ+gFz8vvfTSBZfHxsaquLhYxcXFwd41AAAAADSqVe7zAwAAAABtDcUPAAAAAEug+AEAAABgCRQ/AAAAACyB4gcAAACAJVD8AAAAALAEih8AAAAAlkDxAwDABRQWFioiIsLv0a9fP9/yU6dOKT8/X127dlWnTp2Um5uriooKEyMGADSG4gcAgIu4+uqrdfjwYd/jvffe8y27//779eabb2rlypXauHGjDh06pAkTJpgYLQCgMdFmBwAAQFsXHR2tlJSUevOPHTumpUuXasWKFRozZowkadmyZerfv782b96sESNGhDpUAMAFUPwAAHAR+/btU2pqqmJjY+V0OlVUVKRevXqpvLxcHo9HmZmZvrb9+vVTr169VFZW1mjx43a75Xa7fdPV1dWSJI/HI4/H07rJBJk9yjj7M9L/J5qHfgyeYPRluP09toa6PmjLfRFIbBQ/AABcQEZGhpYvX66+ffvq8OHDmjdvnq677jrt2rVLLpdLMTExSkhI8FsnOTlZLper0W0WFRVp3rx59eaXlJQoLi4u2Cm0qkXD/acXDPOaE0g7Qz8GT0v6cvXq1UGMJLyVlpaaHUKjampqmtyW4gcAgAsYP3687/dBgwYpIyNDaWlpevnll9WhQ4dmbXPmzJkqKCjwTVdXV6tnz57KysqSw+FoccyhNKBwraSz/11fMMyr2dsj5fZGmBxV+KIfgycYfbmrMDvIUYUfj8ej0tJSjRs3TjabzexwGlR39LwpKH4AAAhAQkKCrrrqKu3fv1/jxo3T6dOnVVVV5Xf0p6KiosFzhOrY7XbZ7fZ68202W5v9cNEYd63/h0q3N6LePASOfgyelvRluP09tqa2/P4USFxc7Q0AgACcOHFCn3zyibp3766hQ4fKZrNp3bp1vuV79+7VwYMH5XQ6TYwSANAQjvwAAHABP/nJT3TzzTcrLS1Nhw4d0ty5cxUVFaU77rhD8fHxmjx5sgoKCpSYmCiHw6Hp06fL6XRypTcAaIMofgAAuIDPP/9cd9xxh44cOaJu3bpp1KhR2rx5s7p16yZJeuKJJxQZGanc3Fy53W5lZ2frmWeeMTlqAEBDKH4AALiAl1566YLLY2NjVVxcrOLi4hBFBABoLs75AQAAAGAJFD8AAAAALIHiBwAAAIAlUPwAAAAAsASKHwAAAACWQPEDAAAAwBIofgAAAABYAsUPAAAAAEvgJqcAAABAAy575C3T9v3pwhzT9t2eUfwAABDmzPyABgDhhK+9AQAAALAEih8AAAAAlkDxAwAAAMASKH4AAAAAWALFDwAAAABLoPgBAAAAYAkUPwAAAAAsgeIHAAAAgCVQ/AAAAACwBIofAAAAAJZA8QMAAADAEih+AAAAAFhCtNkBAAAAAPB32SNvmbLfTxfmmLLfUOHIDwAAAABLoPgBAAAAYAkUPwAAAAAsgeIHAAAAgCVQ/AAAAACwBIofAAAAAJZgavFTXFysyy67TLGxscrIyNDWrVvNDAcAgBZhXAOAts204ucPf/iDCgoKNHfuXH3wwQe65pprlJ2drcrKSrNCAgCg2RjXAKDtM+0mp7/85S91zz336O6775YkLVmyRG+99Zb+53/+R4888ohZYQEA0CyMawDag/NvrmqPMrRouDSgcK3ctRGtuu9Q3GDVlOLn9OnTKi8v18yZM33zIiMjlZmZqbKysnrt3W633G63b/rYsWOSpKNHj8rj8QS8/+gzJwNfx2uopsaraE+kar2t+8S3ZfTDOfTFOfTFWaHuhyNHjjRrvePHj0uSDMMIZjiWFo7jWrDxPhAc9GPw0JfBEcp+DMW4Zkrx889//lO1tbVKTk72m5+cnKy//vWv9doXFRVp3rx59eb37t271WJsyPdCure2i344h744h744K5T9cMkvWrb+8ePHFR8fH5xgLC5cx7Vg430gOOjH4KEvgyNU/RiKcc20r70FYubMmSooKPBNe71eHT16VF27dlVERGgq+erqavXs2VOfffaZHA5HSPbZFtEP59AX59AXZ4VLPxiGoePHjys1NdXsUCyrLYxrwRYur/+2jn4MHvoyOMKhHwMZ10wpfi655BJFRUWpoqLCb35FRYVSUlLqtbfb7bLb7X7zEhISWjPERjkcjjb7xIcS/XAOfXEOfXFWOPQDR3yCK5zHtWALh9d/OKAfg4e+DI623o9NHddMudpbTEyMhg4dqnXr1vnmeb1erVu3Tk6n04yQAABoNsY1AAgPpn3traCgQHl5eRo2bJiGDx+uJ598UidPnvRdJQcAgHDCuAYAbZ9pxc/tt9+uL7/8UnPmzJHL5dLgwYO1Zs2aeieLthV2u11z586t9zUFq6EfzqEvzqEvzqIfrC3cxrVg4/UfHPRj8NCXwdHe+jHC4FqnAAAAACzAlHN+AAAAACDUKH4AAAAAWALFDwAAAABLoPgBAAAAYAkUP19TVFSka6+9Vp07d1ZSUpJuvfVW7d2716/NqVOnlJ+fr65du6pTp07Kzc2td1O79mDx4sUaNGiQ74ZWTqdTb7/9tm+5VfrhfAsXLlRERIRmzJjhm2eVvigsLFRERITfo1+/fr7lVukHSfriiy/0/e9/X127dlWHDh00cOBAbd++3bfcMAzNmTNH3bt3V4cOHZSZmal9+/aZGDEQHIyTwcEY23qsPE63hJXGeIqfr9m4caPy8/O1efNmlZaWyuPxKCsrSydPnvS1uf/++/Xmm29q5cqV2rhxow4dOqQJEyaYGHXr6NGjhxYuXKjy8nJt375dY8aM0S233KLdu3dLsk4/fN22bdv07LPPatCgQX7zrdQXV199tQ4fPux7vPfee75lVumHf/3rXxo5cqRsNpvefvtt7dmzR7/4xS/UpUsXX5tFixbpqaee0pIlS7RlyxZ17NhR2dnZOnXqlImRAy3HOBkcjLGtg3G6ZSwzxhtoVGVlpSHJ2Lhxo2EYhlFVVWXYbDZj5cqVvjYff/yxIckoKyszK8yQ6dKli/Gb3/zGkv1w/Phx48orrzRKS0uNG264wbjvvvsMw7DWa2Lu3LnGNddc0+AyK/XDww8/bIwaNarR5V6v10hJSTF+/vOf++ZVVVUZdrvd+P3vfx+KEIGQYZwMHiuPscHAON0yVhrjOfJzAceOHZMkJSYmSpLKy8vl8XiUmZnpa9OvXz/16tVLZWVlpsQYCrW1tXrppZd08uRJOZ1OS/ZDfn6+cnJy/HKWrPea2Ldvn1JTU3X55Zdr0qRJOnjwoCRr9cMf//hHDRs2TP/+7/+upKQkDRkyRM8995xv+YEDB+Ryufz6Ij4+XhkZGe2uLwDGyZZjjA0OxumWs8oYH212AG2V1+vVjBkzNHLkSA0YMECS5HK5FBMTo4SEBL+2ycnJcrlcJkTZunbu3Cmn06lTp06pU6dOeu2115Senq4dO3ZYqh9eeuklffDBB9q2bVu9ZVZ6TWRkZGj58uXq27evDh8+rHnz5um6667Trl27LNUPf//737V48WIVFBTopz/9qbZt26Z7771XMTExysvL8+WbnJzst1577AtYG+NkyzDGBg/jdMtZaYyn+GlEfn6+du3a5fd9R6vp27evduzYoWPHjumVV15RXl6eNm7caHZYIfXZZ5/pvvvuU2lpqWJjY80Ox1Tjx4/3/T5o0CBlZGQoLS1NL7/8sjp06GBiZKHl9Xo1bNgwPfbYY5KkIUOGaNeuXVqyZIny8vJMjg4IHcbJlmGMDQ7G6eCw0hjP194aMG3aNK1atUrvvvuuevTo4ZufkpKi06dPq6qqyq99RUWFUlJSQhxl64uJiVGfPn00dOhQFRUV6ZprrtGvfvUrS/VDeXm5Kisr9Y1vfEPR0dGKjo7Wxo0b9dRTTyk6OlrJycmW6YvzJSQk6KqrrtL+/fst9Zro3r270tPT/eb179/f9/WAunzPvwpOe+wLWBfjZMsxxgYH43TraM9jPMXP1xiGoWnTpum1117T+vXr1bt3b7/lQ4cOlc1m07p163zz9u7dq4MHD8rpdIY63JDzer1yu92W6oexY8dq586d2rFjh+8xbNgwTZo0yfe7VfrifCdOnNAnn3yi7t27W+o1MXLkyHqX9v3b3/6mtLQ0SVLv3r2VkpLi1xfV1dXasmVLu+sLWA/jZOux4hgbDIzTraNdj/FmX3GhLZk6daoRHx9vbNiwwTh8+LDvUVNT42vzox/9yOjVq5exfv16Y/v27YbT6TScTqeJUbeORx55xNi4caNx4MAB46OPPjIeeeQRIyIiwigpKTEMwzr90JCvX0XGMKzTFw888ICxYcMG48CBA8af//xnIzMz07jkkkuMyspKwzCs0w9bt241oqOjjUcffdTYt2+f8eKLLxpxcXHGCy+84GuzcOFCIyEhwXjjjTeMjz76yLjllluM3r17G1999ZWJkQMtxzgZHIyxrcuq43RLWGmMp/j5GkkNPpYtW+Zr89VXXxk//vGPjS5duhhxcXHGbbfdZhw+fNi8oFvJD3/4QyMtLc2IiYkxunXrZowdO9b3pmwY1umHhpz/pmqVvrj99tuN7t27GzExMcall15q3H777cb+/ft9y63SD4ZhGG+++aYxYMAAw263G/369TN+/etf+y33er3G7NmzjeTkZMNutxtjx4419u7da1K0QPAwTgYHY2zrsuo43RJWGuMjDMMwzDnmBAAAAAChwzk/AAAAACyB4gcAAACAJVD8AAAAALAEih8AAAAAlkDxAwAAAMASKH4AAAAAWALFDwAAAABLoPgBAAAAYAkUPwAAAAAsgeIHAAAAgCVQ/AAAAACwBIofAAAAAJZA8QMAAADAEih+AAAAAFgCxQ8AAAAAS6D4AQAAAGAJFD8AAAAALIHiBwAAAIAlUPwAAAAAsASKHwAAAACWQPEDAAAAwBIofgAAAABYAsUPAAAAAEug+AEAAABgCRQ/AAAAACyB4gcAAACAJVD8AAAAALAEih8AAAAAlkDxAwAAAMASKH4AAAAAWALFDwAAAABLoPgBAAAAYAkUPwAAAAAsgeIHAAAAgCVQ/AAAAACwBIofAAAAAJZA8QPLWr58uSIiIrR9+/aLth09erRGjx7tm/70008VERGh5cuXX3Tdu+66S5dddlnzAwUAoIkCGdsAK6L4AQAAAGAJ0WYHAISDkpISs0MAAABAC3HkB2iCmJgYxcTEtNr2z5w5o9OnT7fa9gEACKaamhqzQwCaheIH7doXX3yhyZMnKzU1VXa7Xb1799bUqVP9Cg23262CggJ169ZNHTt21G233aYvv/zSbzvnn/PTmNdff10DBgxQbGysBgwYoNdee61em7rzhR5//HE9+eSTuuKKK2S327Vnzx5J0l//+lf927/9mxITExUbG6thw4bpj3/8o9826r7T/ec///misQMA2pdgjW1vvPGGcnJyfNu54oortGDBAtXW1vq1Gz16tAYMGKDy8nJdf/31iouL009/+lNJ0pEjR3TnnXfK4XAoISFBeXl5+stf/tLgebFNGd88Ho/mzZunK6+8UrGxseratatGjRql0tLSIPYgrIyvvaHdOnTokIYPH66qqipNmTJF/fr10xdffKFXXnnF7z9W06dPV5cuXTR37lx9+umnevLJJzVt2jT94Q9/CGh/JSUlys3NVXp6uoqKinTkyBHdfffd6tGjR4Ptly1bplOnTmnKlCmy2+1KTEzU7t27NXLkSF166aV65JFH1LFjR7388su69dZb9b//+7+67bbb/LYRrNgBAOEhmGPb8uXL1alTJxUUFKhTp05av3695syZo+rqav385z/32++RI0c0fvx4TZw4Ud///veVnJwsr9erm2++WVu3btXUqVPVr18/vfHGG8rLy6sXd1PHt8LCQhUVFek//uM/NHz4cFVXV2v79u364IMPNG7cuFbqVViKAbRTP/jBD4zIyEhj27Zt9ZZ5vV5j2bJlhiQjMzPT8Hq9vmX333+/ERUVZVRVVfnm3XDDDcYNN9zgmz5w4IAhyVi2bJlv3uDBg43u3bv7rVdSUmJIMtLS0uqt63A4jMrKSr+4xo4dawwcONA4deqUX6zf/OY3jSuvvNI3L5DYAQDtRzDHtpqamnrb+M///E8jLi7Obxy64YYbDEnGkiVL/Nr+7//+ryHJePLJJ33zamtrjTFjxtQbI5s6vl1zzTVGTk5OE3sDCBxfe0O75PV69frrr+vmm2/WsGHD6i2PiIjw/T5lyhS/6euuu061tbX6xz/+0eT9HT58WDt27FBeXp7i4+N988eNG6f09PQG18nNzVW3bt1800ePHtX69ev13e9+V8ePH9c///lP/fOf/9SRI0eUnZ2tffv26YsvvvDbRjBiBwCEh2CPbR06dPD9XjfuXHfddaqpqdFf//pXv23b7XbdfffdfvPWrFkjm82me+65xzcvMjJS+fn5fu0CGd8SEhK0e/du7du3L5CuAZqM4gft0pdffqnq6moNGDDgom179erlN92lSxdJ0r/+9a8m769uMLnyyivrLevbt2+D6/Tu3dtvev/+/TIMQ7Nnz1a3bt38HnPnzpUkVVZWBj12AEB4CPbYtnv3bt12222Kj4+Xw+FQt27d9P3vf1+SdOzYMb/1L7300noX/vnHP/6h7t27Ky4uzm9+nz59/KYDGd/mz5+vqqoqXXXVVRo4cKAefPBBffTRRxfNF2gqzvmB5UVFRTU43zCMVt3v1//jJp39j54k/eQnP1F2dnaD65w/oJgVOwCgbbvY+FBVVaUbbrhBDodD8+fP1xVXXKHY2Fh98MEHevjhh31jUp3zx6xABDK+XX/99frkk0/0xhtvqKSkRL/5zW/0xBNPaMmSJfqP//iPZscA1KH4QbvUrVs3ORwO7dq1KyT7S0tLk6QGD9Pv3bu3Sdu4/PLLJUk2m02ZmZnBCw4A0C4Ec2zbsGGDjhw5oldffVXXX3+9b/6BAweavI20tDS9++67qqmp8Tv6s3//fr92gY5viYmJuvvuu3X33XfrxIkTuv7661VYWEjxg6Dga29olyIjI3XrrbfqzTff1Pbt2+stD/aRke7du2vw4MF6/vnn/b4qUFpa6ruE9cUkJSVp9OjRevbZZ3X48OF6y7mENQBYWzDHtrojQ19f5/Tp03rmmWeavI3s7Gx5PB4999xzvnler1fFxcV+7QIZ344cOeK3rFOnTurTp4/cbneT4wIuhCM/aLcee+wxlZSU6IYbbtCUKVPUv39/HT58WCtXrtR7770X9P0VFRUpJydHo0aN0g9/+EMdPXpUTz/9tK6++mqdOHGiSdsoLi7WqFGjNHDgQN1zzz26/PLLVVFRobKyMn3++ef6y1/+EvS4AQDhI1hj2ze/+U116dJFeXl5uvfeexUREaHf/e53ARVQt956q4YPH64HHnhA+/fvV79+/fTHP/5RR48eleR/AYamjm/p6ekaPXq0hg4dqsTERG3fvl2vvPKKpk2b1uS4gAuh+EG7demll2rLli2aPXu2XnzxRVVXV+vSSy/V+PHj652cGQw33nijVq5cqVmzZmnmzJm64oortGzZMr3xxhvasGFDk7aRnp6u7du3a968eVq+fLmOHDmipKQkDRkyRHPmzAl6zACA8BKssa1r165atWqVHnjgAc2aNUtdunTR97//fY0dO7bR83LOFxUVpbfeekv33Xefnn/+eUVGRuq2227T3LlzNXLkSMXGxvraNnV8u/fee/XHP/5RJSUlcrvdSktL089+9jM9+OCDTe8k4AIiDM6MBgAAQJC8/vrruu222/Tee+9p5MiRZocD+KH4AQAAQLN89dVXfleCq62tVVZWlrZv3y6Xy9Wiq8QBrYGvvQEAAKBZpk+frq+++kpOp1Nut1uvvvqq3n//fT322GMUPmiTOPIDAACAZlmxYoV+8YtfaP/+/Tp16pT69OmjqVOncoECtFkUPwAAAAAsIeD7/HzxxRf6/ve/r65du6pDhw4aOHCg37XmDcPQnDlz1L17d3Xo0EGZmZn1bvx49OhRTZo0SQ6HQwkJCZo8eXKTLwUMAAAAAM0RUPHzr3/9SyNHjpTNZtPbb7+tPXv26Be/+IW6dOnia7No0SI99dRTWrJkibZs2aKOHTsqOztbp06d8rWZNGmSdu/erdLSUq1atUqbNm3SlClTgpcVAAAAAJwnoK+9PfLII/rzn/+sP/3pTw0uNwxDqampeuCBB/STn/xEknTs2DElJydr+fLlmjhxoj7++GOlp6dr27ZtGjZsmCRpzZo1uummm/T5558rNTX1onF4vV4dOnRInTt39ruBFgDg4gzD0PHjx5WamqrIyIC/AIBWwLgGAM0X0LhmBKB///7GjBkzjH/7t38zunXrZgwePNj49a9/7Vv+ySefGJKMDz/80G+966+/3rj33nsNwzCMpUuXGgkJCX7LPR6PERUVZbz66qtNiuOzzz4zJPHgwYMHjxY8Pvvss0CGALQixjUePHjwaPmjKeNaQJe6/vvf/67FixeroKBAP/3pT7Vt2zbde++9iomJUV5enlwulyQpOTnZb73k5GTfMpfLpaSkJL/l0dHRSkxM9LU5n9vtltvt9k0b/3ew6sCBA+rcuXMgKcjj8ejdd9/Vt771LdlstoDWDWdWzJucybk9a0nex48fV+/evQN+/0TrqXsuPvvsMzkcjkbbeTwelZSUKCsrK2xf7+TQNpCD+cI9fqnt5FBdXa2ePXs2aVwLqPjxer0aNmyYHnvsMUnSkCFDtGvXLi1ZskR5eXnNi7YJioqKNG/evHrzy8rKFBcXF/D24uLitGXLlmCEFlasmDc5W4MVc5aan3dNTY0k8fWqNqTuuXA4HBctfuLi4uRwOML6wxI5mI8czBfu8UttL4emjGsBFT/du3dXenq637z+/fvrf//3fyVJKSkpkqSKigp1797d16aiokKDBw/2tamsrPTbxpkzZ3T06FHf+uebOXOmCgoKfNN11V1WVtYFB4mGeDwelZaWaty4cW3iSQoVK+ZNzuTcnrUk7+rq6laKCgCAti2g4mfkyJHau3ev37y//e1vSktLkyT17t1bKSkpWrduna/Yqa6u1pYtWzR16lRJktPpVFVVlcrLyzV06FBJ0vr16+X1epWRkdHgfu12u+x2e735Nput2R92WrJuOLNi3uRsDVbMWWpe3lbsJwAApACLn/vvv1/f/OY39dhjj+m73/2utm7dql//+tf69a9/LensoaYZM2boZz/7ma688kr17t1bs2fPVmpqqm699VZJZ48U3Xjjjbrnnnu0ZMkSeTweTZs2TRMnTmzSld4AAAAAoDkCKn6uvfZavfbaa5o5c6bmz5+v3r1768knn9SkSZN8bR566CGdPHlSU6ZMUVVVlUaNGqU1a9YoNjbW1+bFF1/UtGnTNHbsWEVGRio3N1dPPfVU8LICAAAAgPMEVPxI0re//W19+9vfbnR5RESE5s+fr/nz5zfaJjExUStWrAh01wAAAADQbNzdDgAAAIAlUPwAAAAAsASKHwAAAACWQPEDAAAAwBIofgAAAABYQsBXe2svBhSulbs2IuT7/XRhTsj3CQBo3y575C3T9s24BiCccOQHAAAAgCVQ/AAAAACwBIofAAAAAJZA8QMAAADAEih+AAAAAFgCxQ8AAAAAS6D4AQAAAGAJFD8AAAAALIHiBwAAAIAlUPwAAAAAsASKHwAAAACWQPEDAAAAwBIofgAAllVYWKiIiAi/R79+/XzLT506pfz8fHXt2lWdOnVSbm6uKioq/LZx8OBB5eTkKC4uTklJSXrwwQd15syZUKcCAGiCaLMDAADATFdffbXeeecd33R09Lmh8f7779dbb72llStXKj4+XtOmTdOECRP05z//WZJUW1urnJwcpaSk6P3339fhw4f1gx/8QDabTY899ljIcwEAXBjFDwDA0qKjo5WSklJv/rFjx7R06VKtWLFCY8aMkSQtW7ZM/fv31+bNmzVixAiVlJRoz549euedd5ScnKzBgwdrwYIFevjhh1VYWKiYmJhQpwMAuACKHwCApe3bt0+pqamKjY2V0+lUUVGRevXqpfLycnk8HmVmZvra9uvXT7169VJZWZlGjBihsrIyDRw4UMnJyb422dnZmjp1qnbv3q0hQ4Y0uE+32y232+2brq6uliR5PB55PJ5GY61bdn4be5QReOJBcqF4L9Q+0PXaEnJoG8I9h3CPX2o7OQSyf4ofAIBlZWRkaPny5erbt68OHz6sefPm6brrrtOuXbvkcrkUExOjhIQEv3WSk5PlcrkkSS6Xy6/wqVtet6wxRUVFmjdvXr35JSUliouLu2jcpaWlftOLhl90lVazevXqZq13fg7hiBzahnDPIdzjl8zPoaampsltKX4AAJY1fvx43++DBg1SRkaG0tLS9PLLL6tDhw6ttt+ZM2eqoKDAN11dXa2ePXsqKytLDoej0fU8Ho9KS0s1btw42Ww23/wBhWtbLdaL2VWYHVD7xnIIJ+TQNoR7DuEev9R2cqg7et4UFD8AAPyfhIQEXXXVVdq/f7/GjRun06dPq6qqyu/oT0VFhe8coZSUFG3dutVvG3VXg2voPKI6drtddru93nybzdakDxDnt3PXRlx0ndbS3A88Tc21LSOHtiHccwj3+CXzcwhk31zqGgCA/3PixAl98skn6t69u4YOHSqbzaZ169b5lu/du1cHDx6U0+mUJDmdTu3cuVOVlZW+NqWlpXI4HEpPTw95/ACAC+PIDwDAsn7yk5/o5ptvVlpamg4dOqS5c+cqKipKd9xxh+Lj4zV58mQVFBQoMTFRDodD06dPl9Pp1IgRIyRJWVlZSk9P15133qlFixbJ5XJp1qxZys/Pb/DIDgDAXBQ/AADL+vzzz3XHHXfoyJEj6tatm0aNGqXNmzerW7dukqQnnnhCkZGRys3NldvtVnZ2tp555hnf+lFRUVq1apWmTp0qp9Opjh07Ki8vT/PnzzcrJQDABVD8AAAs66WXXrrg8tjYWBUXF6u4uLjRNmlpac2+4hkAILQ45wcAAACAJVD8AAAAALAEih8AAAAAlkDxAwAAAMASKH4AAAAAWEJAxU9hYaEiIiL8Hv369fMtP3XqlPLz89W1a1d16tRJubm5vjtd1zl48KBycnIUFxenpKQkPfjggzpz5kxwsgEAAACARgR8qeurr75a77zzzrkNRJ/bxP3336+33npLK1euVHx8vKZNm6YJEyboz3/+sySptrZWOTk5SklJ0fvvv6/Dhw/rBz/4gWw2mx577LEgpAMAAAAADQu4+ImOjlZKSkq9+ceOHdPSpUu1YsUKjRkzRpK0bNky9e/fX5s3b9aIESNUUlKiPXv26J133lFycrIGDx6sBQsW6OGHH1ZhYaFiYmJanhEAAAAANCDg4mffvn1KTU1VbGysnE6nioqK1KtXL5WXl8vj8SgzM9PXtl+/furVq5fKyso0YsQIlZWVaeDAgUpOTva1yc7O1tSpU7V7924NGTKkwX263W653W7fdHV1tSTJ4/HI4/EEFH9de3ukEdB6wRJovMHer1n7NwM5W4MVc5ZalrfV+goAgDoBFT8ZGRlavny5+vbtq8OHD2vevHm67rrrtGvXLrlcLsXExCghIcFvneTkZLlcLkmSy+XyK3zqltcta0xRUZHmzZtXb35JSYni4uICScFnwTBvs9ZrKbPvAl5aWmrq/s1AztZgxZyl5uVdU1PTCpEAAND2BVT8jB8/3vf7oEGDlJGRobS0NL388svq0KFD0IOrM3PmTBUUFPimq6ur1bNnT2VlZcnhcAS0LY/Ho9LSUs3eHim3NyLYoV7UrsLskO9TOpf3uHHjZLPZTIkh1MiZnNuzluRdd/QcAACrCfhrb1+XkJCgq666Svv379e4ceN0+vRpVVVV+R39qaio8J0jlJKSoq1bt/pto+5qcA2dR1THbrfLbrfXm2+z2Zr9YcftjZC7NvTFj9kfzlrSZ+GKnK3BijlLzcvbiv0EAIDUwvv8nDhxQp988om6d++uoUOHymazad26db7le/fu1cGDB+V0OiVJTqdTO3fuVGVlpa9NaWmpHA6H0tPTWxIKAAAAAFxQQEd+fvKTn+jmm29WWlqaDh06pLlz5yoqKkp33HGH4uPjNXnyZBUUFCgxMVEOh0PTp0+X0+nUiBEjJElZWVlKT0/XnXfeqUWLFsnlcmnWrFnKz89v8MgOAAAAAARLQMXP559/rjvuuENHjhxRt27dNGrUKG3evFndunWTJD3xxBOKjIxUbm6u3G63srOz9cwzz/jWj4qK0qpVqzR16lQ5nU517NhReXl5mj9/fnCzAgAAAIDzBFT8vPTSSxdcHhsbq+LiYhUXFzfaJi0tzfQrngEAAACwnhad8wMAAAAA4YLiBwAAAIAlUPwAAAAAsASKHwAAAACWQPEDAAAAwBIofgAAAABYAsUPAAAAAEug+AEAAABgCRQ/AAAAACyB4gcAAACAJVD8AAAAALAEih8AAAAAlkDxAwAAAMASKH4AAAAAWALFDwAAAABLoPgBAAAAYAkUPwAAAAAsgeIHAAAAgCVQ/AAAAACwBIofAAAAAJZA8QMAwP9ZuHChIiIiNGPGDN+8U6dOKT8/X127dlWnTp2Um5uriooKv/UOHjyonJwcxcXFKSkpSQ8++KDOnDkT4ugBABdD8QMAgKRt27bp2Wef1aBBg/zm33///XrzzTe1cuVKbdy4UYcOHdKECRN8y2tra5WTk6PTp0/r/fff1/PPP6/ly5drzpw5oU4BAHARFD8AAMs7ceKEJk2apOeee05dunTxzT927JiWLl2qX/7ylxozZoyGDh2qZcuW6f3339fmzZslSSUlJdqzZ49eeOEFDR48WOPHj9eCBQtUXFys06dPm5USAKABFD8AAMvLz89XTk6OMjMz/eaXl5fL4/H4ze/Xr5969eqlsrIySVJZWZkGDhyo5ORkX5vs7GxVV1dr9+7doUkAANAk0WYHAACAmV566SV98MEH2rZtW71lLpdLMTExSkhI8JufnJwsl8vla/P1wqdued2yhrjdbrndbt90dXW1JMnj8cjj8TQaa92y89vYo4xG12ltF4r3Qu0DXa8tIYe2IdxzCPf4pbaTQyD7p/gBAFjWZ599pvvuu0+lpaWKjY0N2X6Lioo0b968evNLSkoUFxd30fVLS0v9phcND1poAVu9enWz1js/h3BEDm1DuOcQ7vFL5udQU1PT5LYUPwAAyyovL1dlZaW+8Y1v+ObV1tZq06ZN+u///m+tXbtWp0+fVlVVld/Rn4qKCqWkpEiSUlJStHXrVr/t1l0Nrq7N+WbOnKmCggLfdHV1tXr27KmsrCw5HI5G4/V4PCotLdW4ceNks9l88wcUrm160iazRxpaMMyr2dsj5fZGtGhbuwqzgxRVYBp7HsIJOZgv3OOX2k4OdUfPm4LiBwBgWWPHjtXOnTv95t19993q16+fHn74YfXs2VM2m03r1q1Tbm6uJGnv3r06ePCgnE6nJMnpdOrRRx9VZWWlkpKSJJ39L6jD4VB6enqD+7Xb7bLb7fXm22y2Jn2AOL+du7ZlRYQZ3N6IFsdt9gfGpj5fbRk5mC/c45fMzyGQfVP8AAAsq3PnzhowYIDfvI4dO6pr166++ZMnT1ZBQYESExPlcDg0ffp0OZ1OjRgxQpKUlZWl9PR03XnnnVq0aJFcLpdmzZql/Pz8BgscAIB5KH4AALiAJ554QpGRkcrNzZXb7VZ2draeeeYZ3/KoqCitWrVKU6dOldPpVMeOHZWXl6f58+ebGDUAoCEUPwAAfM2GDRv8pmNjY1VcXKzi4uJG10lLS2v2if8AgNDhPj8AAAAALIHiBwAAAIAltKj4WbhwoSIiIjRjxgzfvFOnTik/P19du3ZVp06dlJub67vkZ52DBw8qJydHcXFxSkpK0oMPPqgzZ860JBQAAAAAuKBmFz/btm3Ts88+q0GDBvnNv//++/Xmm29q5cqV2rhxow4dOqQJEyb4ltfW1ionJ0enT5/W+++/r+eff17Lly/XnDlzmp8FAAAAAFxEs4qfEydOaNKkSXruuefUpUsX3/xjx45p6dKl+uUvf6kxY8Zo6NChWrZsmd5//31t3rxZ0tm7V+/Zs0cvvPCCBg8erPHjx2vBggUqLi7W6dOng5MVAAAAAJynWcVPfn6+cnJylJmZ6Te/vLxcHo/Hb36/fv3Uq1cvlZWVSZLKyso0cOBAJScn+9pkZ2erurpau3fvbk44AAAAAHBRAV/q+qWXXtIHH3ygbdu21VvmcrkUExOjhIQEv/nJyclyuVy+Nl8vfOqW1y1riNvtltvt9k1XV1dLkjwejzweT0Dx17W3RxoBrRcsgcYb7P2atX8zkLM1WDFnqWV5W62vAACoE1Dx89lnn+m+++5TaWmpYmNjWyumeoqKijRv3rx680tKShQXF9esbS4Y5m1pWM1i9n0gSktLTd2/GcjZGqyYs9S8vGtqalohEgAA2r6Aip/y8nJVVlbqG9/4hm9ebW2tNm3apP/+7//W2rVrdfr0aVVVVfkd/amoqFBKSookKSUlRVu3bvXbbt3V4OranG/mzJkqKCjwTVdXV6tnz57KysqSw+EIJAV5PB6VlpZq9vZIub0RAa0bDLsKs0O+T+lc3uPGjZPNZjMlhlAjZ3Juz1qSd93RcwAArCag4mfs2LHauXOn37y7775b/fr108MPP6yePXvKZrNp3bp1ys3NlSTt3btXBw8elNPplCQ5nU49+uijqqysVFJSkqSz/7l0OBxKT09vcL92u112u73efJvN1uwPO25vhNy1oS9+zP5w1pI+C1fkbA1WzFlqXt5W7CcAAKQAi5/OnTtrwIABfvM6duyorl27+uZPnjxZBQUFSkxMlMPh0PTp0+V0OjVixAhJUlZWltLT03XnnXdq0aJFcrlcmjVrlvLz8xsscAAAAAAgGAK+4MHFPPHEE4qMjFRubq7cbreys7P1zDPP+JZHRUVp1apVmjp1qpxOpzp27Ki8vDzNnz8/2KEAAAAAgE+Li58NGzb4TcfGxqq4uFjFxcWNrpOWlmb6if8AAAAArKVZ9/kBAAAAgHBD8QMAAADAEih+AAAAAFgCxQ8AAAAAS6D4AQAAAGAJFD8AAAAALIHiBwAAAIAlUPwAAAAAsASKHwAAAACWQPEDAAAAwBIofgAAAABYAsUPAAAAAEug+AEAAABgCRQ/AAAAACyB4gcAAACAJVD8AAAAALAEih8AAAAAlkDxAwAAAMASKH4AAAAAWALFDwAAAABLoPgBAAAAYAkUPwAAAAAsgeIHAAAAgCVQ/AAAAACwBIofAIBlLV68WIMGDZLD4ZDD4ZDT6dTbb7/tW37q1Cnl5+era9eu6tSpk3Jzc1VRUeG3jYMHDyonJ0dxcXFKSkrSgw8+qDNnzoQ6FQBAE1D8AAAsq0ePHlq4cKHKy8u1fft2jRkzRrfccot2794tSbr//vv15ptvauXKldq4caMOHTqkCRMm+Navra1VTk6OTp8+rffff1/PP/+8li9frjlz5piVEgDgAqLNDgAAALPcfPPNftOPPvqoFi9erM2bN6tHjx5aunSpVqxYoTFjxkiSli1bpv79+2vz5s0aMWKESkpKtGfPHr3zzjtKTk7W4MGDtWDBAj388MMqLCxUTEyMGWkBABpB8WMxAwrXyl0bEdJ9frowJ6T7A4DmqK2t1cqVK3Xy5Ek5nU6Vl5fL4/EoMzPT16Zfv37q1auXysrKNGLECJWVlWngwIFKTk72tcnOztbUqVO1e/duDRkyxIxUAACNoPgBAFjazp075XQ6derUKXXq1Emvvfaa0tPTtWPHDsXExCghIcGvfXJyslwulyTJ5XL5FT51y+uWNcbtdsvtdvumq6urJUkej0cej6fR9eqWnd/GHmVcJMu2wx5p+P1siQv1VWtq7HkIJ+RgvnCPX2o7OQSyf4ofAICl9e3bVzt27NCxY8f0yiuvKC8vTxs3bmzVfRYVFWnevHn15peUlCguLu6i65eWlvpNLxoetNBCZsEwb4u3sXr16iBE0nznPw/hiBzMF+7xS+bnUFNT0+S2FD8AAEuLiYlRnz59JElDhw7Vtm3b9Ktf/Uq33367Tp8+raqqKr+jPxUVFUpJSZEkpaSkaOvWrX7bq7saXF2bhsycOVMFBQW+6erqavXs2VNZWVlyOByNrufxeFRaWqpx48bJZrP55g8oXNv0hE1mjzS0YJhXs7dHyu1t2dewdxVmBymqwDT2PIQTcjBfuMcvtZ0c6o6eNwXFDwAAX+P1euV2uzV06FDZbDatW7dOubm5kqS9e/fq4MGDcjqdkiSn06lHH31UlZWVSkpKknT2P6AOh0Pp6emN7sNut8tut9ebb7PZmvQB4vx2oT6XMxjc3ogWx232B8amPl9tGTmYL9zjl8zPIZB9U/wAACxr5syZGj9+vHr16qXjx49rxYoV2rBhg9auXav4+HhNnjxZBQUFSkxMlMPh0PTp0+V0OjVixAhJUlZWltLT03XnnXdq0aJFcrlcmjVrlvLz8xssbgAA5qL4AQBYVmVlpX7wgx/o8OHDio+P16BBg7R27VqNGzdOkvTEE08oMjJSubm5crvdys7O1jPPPONbPyoqSqtWrdLUqVPldDrVsWNH5eXlaf78+WalBAC4gIBucsqdsAEA7cnSpUv16aefyu12q7KyUu+8846v8JGk2NhYFRcX6+jRozp58qReffXVeufypKWlafXq1aqpqdGXX36pxx9/XNHR/G8RANqigIof7oQNAAAAIFwF9K8p7oQNAAAAIFw1+7h8KO+E3dybwTWkrn0wbq7WHGbfkM2MvM3O2ewbb4USOVtHS/K2Wl8BAFAn4OLHjDtht/RmcA0Jxs3VmsPsG7KZkbfZOZt94y0zkLN1NCfvQG4GBwBAexJw8WPGnbCbezO4htTdjCkYN1drDrNvyGZG3mbnbPaNt0KJnK2Rs9SyvAO5GRwAAO1JwMWPGXfCbunN4BoSjJurNYfZH87MyNvsnM2+8ZYZyNk6mpO3FfsJAAApwKu9NaShO2HXaehO2Dt37lRlZaWvTVPuhA0AAAAALRXQkR/uhA0AAAAgXAVU/HAnbAAAAADhKqDiZ+nSpRdcXncn7OLi4kbb1N0JGwAAAABCqcXn/AAAAABAOKD4AQAAAGAJFD8AAAAALIHiBwAAAIAlUPwAAAAAsASKHwAAAACWQPEDAAAAwBIofgAAAABYAsUPAAAAAEug+AEAAABgCRQ/AAAAACyB4gcAAACAJVD8AAAAALAEih8AAAAAlkDxAwAAAMASKH4AAAAAWALFDwAAAABLoPgBAAAAYAkUPwAAAAAsgeIHAAAAgCVEmx0A0NoGFK6VuzYi5Pv9dGFOyPcJAACAxnHkBwAAAIAlUPwAAAAAsASKHwAAAACWQPEDAAAAwBIofgAAAABYAsUPAAAAAEug+AEAWFZRUZGuvfZade7cWUlJSbr11lu1d+9evzanTp1Sfn6+unbtqk6dOik3N1cVFRV+bQ4ePKicnBzFxcUpKSlJDz74oM6cORPKVAAATUDxAwCwrI0bNyo/P1+bN29WaWmpPB6PsrKydPLkSV+b+++/X2+++aZWrlypjRs36tChQ5owYYJveW1trXJycnT69Gm9//77ev7557V8+XLNmTPHjJQAABfATU4BAJa1Zs0av+nly5crKSlJ5eXluv7663Xs2DEtXbpUK1as0JgxYyRJy5YtU//+/bV582aNGDFCJSUl2rNnj9555x0lJydr8ODBWrBggR5++GEVFhYqJibGjNQAAA2g+AEA4P8cO3ZMkpSYmChJKi8vl8fjUWZmpq9Nv3791KtXL5WVlWnEiBEqKyvTwIEDlZyc7GuTnZ2tqVOnavfu3RoyZEi9/bjdbrndbt90dXW1JMnj8cjj8TQaX92y89vYo4xAUzWNPdLw+9kSF+qr1tTY8xBOyMF84R6/1HZyCGT/FD8AAEjyer2aMWOGRo4cqQEDBkiSXC6XYmJilJCQ4Nc2OTlZLpfL1+brhU/d8rplDSkqKtK8efPqzS8pKVFcXNxFYy0tLfWbXjT8oqu0OQuGeVu8jdWrVwchkuY7/3kIR+RgvnCPXzI/h5qamia3pfgBAEBSfn6+du3apffee6/V9zVz5kwVFBT4pqurq9WzZ09lZWXJ4XA0up7H41FpaanGjRsnm83mmz+gcG2rxhtM9khDC4Z5NXt7pNzeiBZta1dhdpCiCkxjz0M4IQfzhXv8UtvJoe7oeVMEVPwUFRXp1Vdf1V//+ld16NBB3/zmN/Vf//Vf6tu3r6/NqVOn9MADD+ill16S2+1Wdna2nnnmGb//ih08eFBTp07Vu+++q06dOikvL09FRUWKjqYWAwCE3rRp07Rq1Spt2rRJPXr08M1PSUnR6dOnVVVV5Xf0p6KiQikpKb42W7du9dte3dXg6tqcz263y26315tvs9ma9AHi/Hbu2pYVEWZweyNaHLfZHxib+ny1ZeRgvnCPXzI/h0D2HdDV3rgqDgCgPTEMQ9OmTdNrr72m9evXq3fv3n7Lhw4dKpvNpnXr1vnm7d27VwcPHpTT6ZQkOZ1O7dy5U5WVlb42paWlcjgcSk9PD00iAIAmCehQC1fFAQC0J/n5+VqxYoXeeOMNde7c2XeOTnx8vDp06KD4+HhNnjxZBQUFSkxMlMPh0PTp0+V0OjVixAhJUlZWltLT03XnnXdq0aJFcrlcmjVrlvLz8xs8ugMAME+LvmfW1q+K05C69sG4ykxzmH1lGjPytmLOX9+/Gfs0+6oroWTFnKWW5W21vrqQxYsXS5JGjx7tN3/ZsmW66667JElPPPGEIiMjlZub6/d17jpRUVFatWqVpk6dKqfTqY4dOyovL0/z588PVRoAgCZqdvETTlfFaUgwrjLTHGZfmcaMvK2Ys2Ru3mZfdcUMVsxZal7egVwVp70zjIv/cyQ2NlbFxcUqLi5utE1aWprp73UAgItrdvETDlfFaUjdVSmCcZWZ5jD7yjRm5G3FnCVz8m4rV10JJSvmLLUs70CuigMAQHvSrOIn3K6K05BgXGWmOcz+cGZG3lbMWTI3b7OvumIGK+YsNS9vK/YTAABSgFd746o4AAAAAMJVQEd+uCoOAAAAgHAVUPHDVXEAAAAAhKuAih+uigMAAAAgXAV0zg8AAAAAhCuKHwAAAACWQPEDAAAAwBIofgAAAABYAsUPAAAAAEug+AEAAABgCRQ/AAAAACyB4gcAAACAJVD8AAAAALAEih8AAAAAlkDxAwAAAMASKH4AAAAAWALFDwAAAABLiDY7AADBN6Bwrdy1ESHf76cLc0K+TwAAgKbiyA8AAAAAS6D4AQAAAGAJFD8AAAAALIHiBwAAAIAlUPwAAAAAsASKHwAAAACWQPEDAAAAwBK4zw8AAAhLlz3ylin73bcgy5T9Amg5jvwAAAAAsASKHwAAAACWQPEDAAAAwBIofgAAAABYAsUPAAAAAEug+AEAAABgCRQ/AAAAACyB4gcAAACAJVD8AAAsbdOmTbr55puVmpqqiIgIvf76637LDcPQnDlz1L17d3Xo0EGZmZnat2+fX5ujR49q0qRJcjgcSkhI0OTJk3XixIkQZgEAaAqKHwCApZ08eVLXXHONiouLG1y+aNEiPfXUU1qyZIm2bNmijh07Kjs7W6dOnfK1mTRpknbv3q3S0lKtWrVKmzZt0pQpU0KVAgCgiaLNDgAAADONHz9e48ePb3CZYRh68sknNWvWLN1yyy2SpN/+9rdKTk7W66+/rokTJ+rjjz/WmjVrtG3bNg0bNkyS9PTTT+umm27S448/rtTU1JDlAgC4sICP/PD1AACAVRw4cEAul0uZmZm+efHx8crIyFBZWZkkqaysTAkJCb7CR5IyMzMVGRmpLVu2hDxmAEDjAj7yU/f1gB/+8IeaMGFCveV1Xw94/vnn1bt3b82ePVvZ2dnas2ePYmNjJZ39esDhw4dVWloqj8eju+++W1OmTNGKFStanhEAAEHicrkkScnJyX7zk5OTfctcLpeSkpL8lkdHRysxMdHX5nxut1tut9s3XV1dLUnyeDzyeDyNxlO37Pw29iijKem0CfZIw+9nOGrseQgn5GC+cI9fajs5BLL/gIsfvh4AAEDLFBUVad68efXml5SUKC4u7qLrl5aW+k0vGh600EJmwTCv2SE0W13/n/88hCNyMF+4xy+Zn0NNTU2T2wb1nJ+LfT1g4sSJF/16wG233RbMkAAAaLaUlBRJUkVFhbp37+6bX1FRocGDB/vaVFZW+q135swZHT161Lf++WbOnKmCggLfdHV1tXr27KmsrCw5HI5G4/F4PCotLdW4ceNks9l88wcUrg04N7PYIw0tGObV7O2RcnsjzA6nWT78f2MafB7CSWOvpXAS7jmEe/xS28mh7uh5UwS1+GlrXw9oSF17sw63m3VY0My8rZjz1/dvxj6tmLPZh9xDrSV5W62vWqJ3795KSUnRunXrfMVOdXW1tmzZoqlTp0qSnE6nqqqqVF5erqFDh0qS1q9fL6/Xq4yMjAa3a7fbZbfb68232WxN+gBxfjt3bfgVEW5vRFjGLcnX9019vtoycjBfuMcvmZ9DIPsOi6u9tfTrAQ0x63D76tWrTdlvHTPytmLOkrl5WzFnsw+5m6U5eQfy9QArOHHihPbv3++bPnDggHbs2KHExET16tVLM2bM0M9+9jNdeeWVvnNZU1NTdeutt0qS+vfvrxtvvFH33HOPlixZIo/Ho2nTpmnixIl8lRsA2pigFj9t7esBDak7PGfW4fZdhdkh36dkbt5WzFkyJ28r52z2IfdQa0negXw9wAq2b9+ub33rW77puvEmLy9Py5cv10MPPaSTJ09qypQpqqqq0qhRo7RmzRrfRXwk6cUXX9S0adM0duxYRUZGKjc3V0899VTIcwEAXFhQi5+2+vWAhph1uN3sD2dm5G3FnCVz87ZizmYfcjdLc/K2Yj9dyOjRo2UYjX9VNCIiQvPnz9f8+fMbbZOYmMgVSwEgDARc/PD1AAAAYGUDCtdq0fCzP0P9j6ZPF+aEdH9AexNw8cPXAwAAAACEo4CLH74eAAAAACAcRZodAAAAAACEAsUPAAAAAEug+AEAAABgCRQ/AAAAACyB4gcAAACAJVD8AAAAALAEih8AAAAAlkDxAwAAAMASKH4AAAAAWALFDwAAAABLiDY7AAAAALR9lz3ylin7/XRhjin7RftE8QMAAIA2q7Giyx5laNFwaUDhWrlrI1pl3xRe7Q9fewMAAABgCRQ/AAAAACyB4gcAAACAJVD8AAAAALAEih8AAAAAlkDxAwAAAMASKH4AAAAAWALFDwAAAABLoPgBAAAAYAkUPwAAAAAsIdrsAAAAANA0lz3yVlC2Y48ytGi4NKBwrdy1EUHZJhAOKH4AAACABgSr2GzIxQrQTxfmtNq+rYyvvQEAAACwBIofAAAAAJZA8QMAAADAEjjnB0C7YNZJu3wnGwCA8MGRHwAAAACWQPEDAAAAwBL42hsAtEBrXgb1QuoukQoAAJqOIz8AAAAALIHiBwAAAIAlUPwAAAAAsARTi5/i4mJddtllio2NVUZGhrZu3WpmOAAAtAjjGgC0baYVP3/4wx9UUFCguXPn6oMPPtA111yj7OxsVVZWmhUSAADNxrgGAG2faVd7++Uvf6l77rlHd999tyRpyZIleuutt/Q///M/euSRR8wKCwCAZmFcA9AeBHIV07orjwbrRuOhuHG4KcXP6dOnVV5erpkzZ/rmRUZGKjMzU2VlZfXau91uud1u3/SxY8ckSUePHpXH4wlo3x6PRzU1NYr2RKrWG/q7wR85ciTk+5TMzduKOUvm5E3Ooc/ZLNFeQzU1Xh05ckQ2my2gdY8fPy5JMgyjNUKzpFCNa3Wv9/Of9+gzJ4ORRkjUvXbD+W+WHNqGcM/hYvH3+cnLJkQVWHEQ7OeguZ8jAhrXDBN88cUXhiTj/fff95v/4IMPGsOHD6/Xfu7cuYYkHjx48OARxMdnn30Wqrf9do9xjQcPHjzMfzRlXAuLm5zOnDlTBQUFvmmv16ujR4+qa9euiogIrMqsrq5Wz5499dlnn8nhcAQ71DbLinmTMzm3Zy3J2zAMHT9+XKmpqa0UHS6mueNae3i9k0PbQA7mC/f4pbaTQyDjminFzyWXXKKoqChVVFT4za+oqFBKSkq99na7XXa73W9eQkJCi2JwOBxh+0JrCSvmTc7WYMWcpebnHR8f3wrRWFeox7X28Honh7aBHMwX7vFLbSOHpo5rplztLSYmRkOHDtW6det887xer9atWyen02lGSAAANBvjGgCEB9O+9lZQUKC8vDwNGzZMw4cP15NPPqmTJ0/6rpIDAEA4YVwDgLbPtOLn9ttv15dffqk5c+bI5XJp8ODBWrNmjZKTk1t1v3a7XXPnzq33dYP2zop5k7M1WDFnybp5t2WhGNfaw/NODm0DOZgv3OOXwjOHCMPgWqcAAAAA2j9TzvkBAAAAgFCj+AEAAABgCRQ/AAAAACyB4gcAAACAJViu+CkuLtZll12m2NhYZWRkaOvWrWaH1Ko2bdqkm2++WampqYqIiNDrr79udkitrqioSNdee606d+6spKQk3Xrrrdq7d6/ZYbWqxYsXa9CgQb6bjDmdTr399ttmhxVSCxcuVEREhGbMmGF2KK2msLBQERERfo9+/fqZHRZCxKzx62LjiGEYmjNnjrp3764OHTooMzNT+/bt82tz9OhRTZo0SQ6HQwkJCZo8ebJOnDjh1+ajjz7Sddddp9jYWPXs2VOLFi2qF8vKlSvVr18/xcbGauDAgVq9enWTcmjKuHDq1Cnl5+era9eu6tSpk3Jzc+vdtPbgwYPKyclRXFyckpKS9OCDD+rMmTN+bTZs2KBvfOMbstvt6tOnj5YvX14vnuY8lxd7n2/r8Z+voffscMjhYu/D4ZDDF198oe9///vq2rWrOnTooIEDB2r79u2+5eHwN90ihoW89NJLRkxMjPE///M/xu7du4177rnHSEhIMCoqKswOrdWsXr3a+H//7/8Zr776qiHJeO2118wOqdVlZ2cby5YtM3bt2mXs2LHDuOmmm4xevXoZJ06cMDu0VvPHP/7ReOutt4y//e1vxt69e42f/vSnhs1mM3bt2mV2aCGxdetW47LLLjMGDRpk3HfffWaH02rmzp1rXH311cbhw4d9jy+//NLssBACZo5fFxtHFi5caMTHxxuvv/668Ze//MX4zne+Y/Tu3dv46quvfG1uvPFG45prrjE2b95s/OlPfzL69Olj3HHHHb7lx44dM5KTk41JkyYZu3btMn7/+98bHTp0MJ599llfmz//+c9GVFSUsWjRImPPnj3GrFmzDJvNZuzcufOiOTRlXPjRj35k9OzZ01i3bp2xfft2Y8SIEcY3v/lN3/IzZ84YAwYMMDIzM40PP/zQWL16tXHJJZcYM2fO9LX5+9//bsTFxRkFBQXGnj17jKefftqIiooy1qxZ42vT3OfyYu/zbT3+r2vsPTsccrjY+3Bbz+Ho0aNGWlqacddddxlbtmwx/v73vxtr16419u/f72sTDn/TLWGp4mf48OFGfn6+b7q2ttZITU01ioqKTIwqdKxS/JyvsrLSkGRs3LjR7FBCqkuXLsZvfvMbs8NodcePHzeuvPJKo7S01LjhhhvaffFzzTXXmB0GTNBWxq/zxxGv12ukpKQYP//5z33zqqqqDLvdbvz+9783DMMw9uzZY0gytm3b5mvz9ttvGxEREcYXX3xhGIZhPPPMM0aXLl0Mt9vta/Pwww8bffv29U1/97vfNXJycvziycjIMP7zP/8z4DzOHxeqqqoMm81mrFy50tfm448/NiQZZWVlhmGcLQIjIyMNl8vla7N48WLD4XD44n7ooYeMq6++2m9ft99+u5Gdne2bDuZzWfc+H07xN/aeHS45XOh9OBxyePjhh41Ro0Y1ujxc/6YDYZmvvZ0+fVrl5eXKzMz0zYuMjFRmZqbKyspMjAyt7dixY5KkxMREkyMJjdraWr300ks6efKknE6n2eG0uvz8fOXk5Pj9bbdn+/btU2pqqi6//HJNmjRJBw8eNDsktLK2PH4dOHBALpfLL7b4+HhlZGT4YisrK1NCQoKGDRvma5OZmanIyEht2bLF1+b6669XTEyMr012drb27t2rf/3rX7425/+dZ2dnN6sPzh8XysvL5fF4/Lbfr18/9erVyy+PgQMH+t20Njs7W9XV1dq9e3eTYgzWc3n++3w4xd/Ye3Y45dDY+3A45PDHP/5Rw4YN07//+78rKSlJQ4YM0XPPPedbHq5/04GwTPHzz3/+U7W1tfXutJ2cnCyXy2VSVGhtXq9XM2bM0MiRIzVgwACzw2lVO3fuVKdOnWS32/WjH/1Ir732mtLT080Oq1W99NJL+uCDD1RUVGR2KCGRkZGh5cuXa82aNVq8eLEOHDig6667TsePHzc7NLSitjx+1e3/QrG5XC4lJSX5LY+OjlZiYqJfm4a28fV9NNYm0D5oaFxwuVyKiYlRQkLCBfNobozV1dX66quvWvxcNvY+Hy7xX+g9O1xyuND7cDjk8Pe//12LFy/WlVdeqbVr12rq1Km699579fzzz/vFEE5/04GKbtWtAybLz8/Xrl279N5775kdSqvr27evduzYoWPHjumVV15RXl6eNm7c2G4LoM8++0z33XefSktLFRsba3Y4ITF+/Hjf74MGDVJGRobS0tL08ssva/LkySZGBoSPcB4XGnufDwft5T37Qu/DHTp0MDGypvF6vRo2bJgee+wxSdKQIUO0a9cuLVmyRHl5eSZHFxqWOfJzySWXKCoqqt4VNyoqKpSSkmJSVGhN06ZN06pVq/Tuu++qR48eZofT6mJiYtSnTx8NHTpURUVFuuaaa/SrX/3K7LBaTXl5uSorK/WNb3xD0dHRio6O1saNG/XUU08pOjpatbW1ZofY6hISEnTVVVdp//79ZoeCVtSWx6+6/V8otpSUFFVWVvotP3PmjI4ePerXpqFtfH0fjbUJpA8aGxdSUlJ0+vRpVVVVXTCP5sbocDjUoUOHFj+Xjb3Ph0P8F3vPTk5ObvM5NOTr78Ph8Dx079693j9F+/fv7/vqXrj9TTeHZYqfmJgYDR06VOvWrfPN83q9WrdunSXOi7ASwzA0bdo0vfbaa1q/fr169+5tdkim8Hq9crvdZofRasaOHaudO3dqx44dvsewYcM0adIk7dixQ1FRUWaH2OpOnDihTz75RN27dzc7FLSitjx+9e7dWykpKX6xVVdXa8uWLb7YnE6nqqqqVF5e7muzfv16eb1eZWRk+Nps2rRJHo/H16a0tFR9+/ZVly5dfG2+vp+6Nk3pg4uNC0OHDpXNZvPb/t69e3Xw4EG/PHbu3On3oa+0tFQOh8P3YfJiMQb7uax7nw+H+C/2nj1s2LA2n0NDvv4+HA7Pw8iRI+td5v1vf/ub0tLSJIXP33SLtOrlFNqYl156ybDb7cby5cuNPXv2GFOmTDESEhL8rrjR3hw/ftz48MMPjQ8//NCQZPzyl780PvzwQ+Mf//iH2aG1mqlTpxrx8fHGhg0b/C5FWVNTY3ZoreaRRx4xNm7caBw4cMD46KOPjEceecSIiIgwSkpKzA4tpNr71d4eeOABY8OGDcaBAweMP//5z0ZmZqZxySWXGJWVlWaHhlZm5vh1sXFk4cKFRkJCgvHGG28YH330kXHLLbc0eFncIUOGGFu2bDHee+8948orr/S7LG5VVZWRnJxs3HnnncauXbuMl156yYiLi6t3Wdzo6Gjj8ccfNz7++GNj7ty5Tb4sblPGhR/96EdGr169jPXr1xvbt283nE6n4XQ6fcvrLlGclZVl7Nixw1izZo3RrVu3Bi9R/OCDDxoff/yxUVxc3OAlipvzXF7sfb6tx9+Q89+zwyGHi70Pt/Uctm7dakRHRxuPPvqosW/fPuPFF1804uLijBdeeMHXJhz+plvCUsWPYRjG008/bfTq1cuIiYkxhg8fbmzevNnskFrVu+++a0iq98jLyzM7tFbTUL6SjGXLlpkdWqv54Q9/aKSlpRkxMTFGt27djLFjx1qu8DGM9l/83H777Ub37t2NmJgY49JLLzVuv/12v3szoH0za/y62Dji9XqN2bNnG8nJyYbdbjfGjh1r7N27128bR44cMe644w6jU6dOhsPhMO6++27j+PHjfm3+8pe/GKNGjTLsdrtx6aWXGgsXLqwXy8svv2xcddVVRkxMjHH11Vcbb731VpNyaMq48NVXXxk//vGPjS5duhhxcXHGbbfdZhw+fNhvO59++qkxfvx4o0OHDsYll1xiPPDAA4bH46nXX4MHDzZiYmKMyy+/vMGxpznP5cXe59t6/A05/z07HHK42PtwOOTw5ptvGgMGDDDsdrvRr18/49e//rXf8nD4m26JCMMwjNY9tgQAAAAA5rPMOT8AAAAArI3iBwAAAIAlUPwAAAAAsASKHwAAAACWQPEDAAAAwBIofgAAAABYAsUPAAAAAEug+AEAAABgCRQ/AAAAACyB4gcAAACAJVD8AAAAALAEih8AAAAAlvD/AaWGWBlD3tncAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.hist(figsize=(10, 8))\n", + "plt.show()" + ] + }, + { + "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": "3.11.2" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "910cb3871de72345056e7dbe7ea0721f052f0f509eaf57b0b644cb7a0f59b76a" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}