From 21821bb75438872b96333a83abed0dd721914463 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=D0=95=D0=BB=D0=B5=D0=BD=D0=B0=20=D0=91=D0=B0=D0=BA=D0=B0?= =?UTF-8?q?=D0=BB=D1=8C=D1=81=D0=BA=D0=B0=D1=8F?= Date: Tue, 26 Nov 2024 00:03:53 +0400 Subject: [PATCH 1/6] lab 2 is done --- lab_2/lab2.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/lab_2/lab2.ipynb b/lab_2/lab2.ipynb index 9096c9f..7997e6d 100644 --- a/lab_2/lab2.ipynb +++ b/lab_2/lab2.ipynb @@ -627,7 +627,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "venv", "language": "python", "name": "python3" }, @@ -641,7 +641,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.5" + "version": "3.12.6" } }, "nbformat": 4, From 9187242e49d8460f4f3371b4b5449a72325fa650 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=D0=95=D0=BB=D0=B5=D0=BD=D0=B0=20=D0=91=D0=B0=D0=BA=D0=B0?= =?UTF-8?q?=D0=BB=D1=8C=D1=81=D0=BA=D0=B0=D1=8F?= Date: Tue, 26 Nov 2024 22:22:49 +0400 Subject: [PATCH 2/6] =?UTF-8?q?=D0=BD=D0=B0=D1=87=D0=B0=D0=BB=D0=B0=20?= =?UTF-8?q?=D0=B4=D0=B5=D0=BB=D0=B0=D1=82=D1=8C=20=D0=BB=D0=B0=D0=B1=D1=83?= =?UTF-8?q?=20=D0=B8=20=D0=BE=D1=82=D0=BE=D0=B2=D0=B5=D1=80=D1=81=D0=B5?= =?UTF-8?q?=D0=BC=D0=BF=D0=BB=D0=B8=D0=BB=D0=B0=20=D0=B4=D0=B0=D0=BD=D0=BD?= =?UTF-8?q?=D1=8B=D0=B5=20=D0=B4=D0=BB=D1=8F=20=D0=BE=D0=B1=D1=83=D1=87?= =?UTF-8?q?=D0=B0=D1=8E=D1=89=D0=B5=D0=B9=20=D0=B2=D1=8B=D0=B1=D0=BE=D1=80?= =?UTF-8?q?=D0=BA=D0=B8?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- lab_3/csv/option4.csv | 5111 +++++++++++++++++++++++++++++++++++++++++ lab_3/lab3.ipynb | 415 ++++ 2 files changed, 5526 insertions(+) create mode 100644 lab_3/csv/option4.csv create mode 100644 lab_3/lab3.ipynb diff --git a/lab_3/csv/option4.csv b/lab_3/csv/option4.csv new file mode 100644 index 0000000..763aacc --- /dev/null +++ b/lab_3/csv/option4.csv @@ -0,0 +1,5111 @@ +id,gender,age,hypertension,heart_disease,ever_married,work_type,Residence_type,avg_glucose_level,bmi,smoking_status,stroke +9046,Male,67,0,1,Yes,Private,Urban,228.69,36.6,formerly smoked,1 +51676,Female,61,0,0,Yes,Self-employed,Rural,202.21,N/A,never smoked,1 +31112,Male,80,0,1,Yes,Private,Rural,105.92,32.5,never smoked,1 +60182,Female,49,0,0,Yes,Private,Urban,171.23,34.4,smokes,1 +1665,Female,79,1,0,Yes,Self-employed,Rural,174.12,24,never smoked,1 +56669,Male,81,0,0,Yes,Private,Urban,186.21,29,formerly smoked,1 +53882,Male,74,1,1,Yes,Private,Rural,70.09,27.4,never smoked,1 +10434,Female,69,0,0,No,Private,Urban,94.39,22.8,never smoked,1 +27419,Female,59,0,0,Yes,Private,Rural,76.15,N/A,Unknown,1 +60491,Female,78,0,0,Yes,Private,Urban,58.57,24.2,Unknown,1 +12109,Female,81,1,0,Yes,Private,Rural,80.43,29.7,never smoked,1 +12095,Female,61,0,1,Yes,Govt_job,Rural,120.46,36.8,smokes,1 +12175,Female,54,0,0,Yes,Private,Urban,104.51,27.3,smokes,1 +8213,Male,78,0,1,Yes,Private,Urban,219.84,N/A,Unknown,1 +5317,Female,79,0,1,Yes,Private,Urban,214.09,28.2,never smoked,1 +58202,Female,50,1,0,Yes,Self-employed,Rural,167.41,30.9,never smoked,1 +56112,Male,64,0,1,Yes,Private,Urban,191.61,37.5,smokes,1 +34120,Male,75,1,0,Yes,Private,Urban,221.29,25.8,smokes,1 +27458,Female,60,0,0,No,Private,Urban,89.22,37.8,never smoked,1 +25226,Male,57,0,1,No,Govt_job,Urban,217.08,N/A,Unknown,1 +70630,Female,71,0,0,Yes,Govt_job,Rural,193.94,22.4,smokes,1 +13861,Female,52,1,0,Yes,Self-employed,Urban,233.29,48.9,never smoked,1 +68794,Female,79,0,0,Yes,Self-employed,Urban,228.7,26.6,never smoked,1 +64778,Male,82,0,1,Yes,Private,Rural,208.3,32.5,Unknown,1 +4219,Male,71,0,0,Yes,Private,Urban,102.87,27.2,formerly smoked,1 +70822,Male,80,0,0,Yes,Self-employed,Rural,104.12,23.5,never smoked,1 +38047,Female,65,0,0,Yes,Private,Rural,100.98,28.2,formerly smoked,1 +61843,Male,58,0,0,Yes,Private,Rural,189.84,N/A,Unknown,1 +54827,Male,69,0,1,Yes,Self-employed,Urban,195.23,28.3,smokes,1 +69160,Male,59,0,0,Yes,Private,Rural,211.78,N/A,formerly smoked,1 +43717,Male,57,1,0,Yes,Private,Urban,212.08,44.2,smokes,1 +33879,Male,42,0,0,Yes,Private,Rural,83.41,25.4,Unknown,1 +39373,Female,82,1,0,Yes,Self-employed,Urban,196.92,22.2,never smoked,1 +54401,Male,80,0,1,Yes,Self-employed,Urban,252.72,30.5,formerly smoked,1 +14248,Male,48,0,0,No,Govt_job,Urban,84.2,29.7,never smoked,1 +712,Female,82,1,1,No,Private,Rural,84.03,26.5,formerly smoked,1 +47269,Male,74,0,0,Yes,Private,Rural,219.72,33.7,formerly smoked,1 +24977,Female,72,1,0,Yes,Private,Rural,74.63,23.1,formerly smoked,1 +47306,Male,58,0,0,No,Private,Rural,92.62,32,Unknown,1 +62602,Female,49,0,0,Yes,Private,Urban,60.91,29.9,never smoked,1 +4651,Male,78,0,0,Yes,Private,Rural,78.03,23.9,formerly smoked,1 +1261,Male,54,0,0,Yes,Private,Urban,71.22,28.5,never smoked,1 +61960,Male,82,0,1,Yes,Private,Urban,144.9,26.4,smokes,1 +1845,Female,63,0,0,Yes,Private,Urban,90.9,N/A,formerly smoked,1 +7937,Male,60,1,0,Yes,Govt_job,Urban,213.03,20.2,smokes,1 +19824,Male,76,1,0,Yes,Private,Rural,243.58,33.6,never smoked,1 +37937,Female,75,0,1,No,Self-employed,Urban,109.78,N/A,Unknown,1 +47472,Female,58,0,0,Yes,Private,Urban,107.26,38.6,formerly smoked,1 +35626,Male,81,0,0,Yes,Self-employed,Urban,99.33,33.7,never smoked,1 +36338,Female,39,1,0,Yes,Private,Rural,58.09,39.2,smokes,1 +18587,Female,76,0,0,No,Private,Urban,89.96,N/A,Unknown,1 +15102,Male,78,1,0,Yes,Private,Urban,75.32,N/A,formerly smoked,1 +59190,Female,79,0,1,Yes,Private,Rural,127.29,27.7,never smoked,1 +47167,Female,77,1,0,Yes,Self-employed,Urban,124.13,31.4,never smoked,1 +8752,Female,63,0,0,Yes,Govt_job,Urban,197.54,N/A,never smoked,1 +25831,Male,63,0,1,Yes,Private,Rural,196.71,36.5,formerly smoked,1 +38829,Female,82,0,0,Yes,Private,Rural,59.32,33.2,never smoked,1 +66400,Male,78,0,0,Yes,Private,Urban,237.75,N/A,formerly smoked,1 +58631,Male,73,1,0,Yes,Self-employed,Urban,194.99,32.8,never smoked,1 +5111,Female,54,1,0,Yes,Govt_job,Urban,180.93,27.7,never smoked,1 +10710,Female,56,0,0,Yes,Private,Urban,185.17,40.4,formerly smoked,1 +55927,Female,80,1,0,Yes,Private,Rural,74.9,22.2,never smoked,1 +65842,Female,67,1,0,Yes,Self-employed,Rural,61.94,25.3,smokes,1 +19557,Female,45,0,0,Yes,Private,Rural,93.72,30.2,formerly smoked,1 +7356,Male,75,0,0,Yes,Private,Urban,104.72,N/A,Unknown,1 +17013,Male,78,1,0,No,Private,Urban,113.01,24,never smoked,1 +17004,Female,70,0,0,Yes,Private,Urban,221.58,47.5,never smoked,1 +72366,Male,76,0,0,Yes,Private,Urban,104.47,20.3,Unknown,1 +6118,Male,59,0,0,Yes,Private,Urban,86.23,30,formerly smoked,1 +7371,Female,80,1,0,Yes,Self-employed,Rural,72.67,28.9,never smoked,1 +70676,Female,76,0,0,Yes,Govt_job,Rural,62.57,N/A,formerly smoked,1 +2326,Female,67,1,0,Yes,Private,Rural,179.12,28.1,formerly smoked,1 +27169,Female,66,1,0,Yes,Govt_job,Rural,116.55,31.1,formerly smoked,1 +50784,Male,63,0,0,Yes,Private,Rural,228.56,27.4,never smoked,1 +19773,Female,52,0,0,Yes,Private,Rural,96.59,26.4,never smoked,1 +66159,Female,80,0,1,Yes,Self-employed,Rural,66.72,21.7,formerly smoked,1 +36236,Male,80,1,0,Yes,Private,Urban,240.09,27,never smoked,1 +71673,Female,79,0,0,Yes,Private,Urban,110.85,24.1,formerly smoked,1 +45805,Female,51,0,0,Yes,Private,Urban,165.31,N/A,never smoked,1 +42117,Male,43,0,0,Yes,Self-employed,Urban,143.43,45.9,Unknown,1 +57419,Male,59,0,0,Yes,Private,Rural,96.16,44.1,Unknown,1 +26015,Female,66,0,0,Yes,Self-employed,Urban,101.45,N/A,Unknown,1 +26727,Female,79,0,0,No,Private,Rural,88.92,22.9,never smoked,1 +66638,Female,68,1,0,No,Self-employed,Urban,79.79,29.7,never smoked,1 +70042,Male,58,0,0,Yes,Private,Urban,71.2,N/A,Unknown,1 +32399,Male,54,0,0,Yes,Private,Rural,96.97,29.1,smokes,1 +3253,Male,61,0,1,Yes,Private,Rural,111.81,27.3,smokes,1 +71796,Female,70,0,1,Yes,Private,Rural,59.35,32.3,formerly smoked,1 +14499,Male,47,0,0,Yes,Private,Urban,86.94,41.1,formerly smoked,1 +49130,Male,74,0,0,Yes,Private,Urban,98.55,25.6,Unknown,1 +28291,Female,79,0,1,Yes,Private,Urban,226.98,29.8,never smoked,1 +51169,Male,81,0,0,Yes,Private,Urban,72.81,26.3,never smoked,1 +66315,Female,57,0,0,No,Self-employed,Urban,68.02,37.5,never smoked,1 +37726,Female,80,1,0,Yes,Self-employed,Urban,68.56,26.2,Unknown,1 +54385,Male,45,0,0,Yes,Private,Rural,64.14,29.4,never smoked,1 +2458,Female,78,0,0,Yes,Private,Rural,235.63,32.3,never smoked,1 +35512,Female,70,0,0,Yes,Self-employed,Rural,76.34,24.4,formerly smoked,1 +56841,Male,58,0,1,Yes,Private,Rural,240.59,31.4,smokes,1 +8154,Male,57,1,0,Yes,Govt_job,Urban,78.92,27.7,formerly smoked,1 +4639,Female,69,0,0,Yes,Govt_job,Urban,82.81,28,never smoked,1 +12363,Male,64,0,1,Yes,Govt_job,Urban,74.1,28.8,Unknown,1 +63973,Female,77,0,0,Yes,Govt_job,Rural,190.32,31.4,never smoked,1 +45277,Female,74,0,0,Yes,Private,Rural,231.61,34.6,formerly smoked,1 +4712,Female,81,0,1,Yes,Self-employed,Rural,78.7,19.4,Unknown,1 +33175,Female,57,0,0,Yes,Govt_job,Urban,110.52,28.5,Unknown,1 +2346,Male,58,0,0,Yes,Private,Urban,82.3,N/A,smokes,1 +42072,Female,50,1,0,Yes,Private,Rural,73.18,30.3,formerly smoked,1 +12062,Female,54,0,0,Yes,Self-employed,Rural,191.82,40.4,smokes,1 +30456,Female,79,0,0,Yes,Private,Rural,93.05,24.2,never smoked,1 +59125,Female,53,0,0,Yes,Govt_job,Urban,64.17,41.5,never smoked,1 +56546,Male,79,0,1,Yes,Private,Rural,129.98,22.6,formerly smoked,1 +48405,Male,80,0,1,Yes,Private,Urban,68.53,24.2,smokes,1 +36706,Female,76,0,0,Yes,Self-employed,Urban,106.41,N/A,formerly smoked,1 +41069,Female,45,0,0,Yes,Private,Rural,224.1,56.6,never smoked,1 +71639,Female,68,0,0,No,Govt_job,Urban,82.1,27.1,Unknown,1 +53401,Male,71,1,1,No,Govt_job,Rural,216.94,30.9,never smoked,1 +60744,Male,61,1,0,Yes,Self-employed,Rural,76.11,27.3,smokes,1 +7547,Male,74,0,0,Yes,Private,Urban,72.96,31.3,smokes,1 +31720,Female,38,0,0,No,Self-employed,Urban,82.28,24,formerly smoked,1 +5563,Female,77,0,0,Yes,Private,Urban,105.22,31,never smoked,1 +68798,Female,58,0,0,Yes,Private,Rural,59.86,28,formerly smoked,1 +72918,Female,53,1,0,Yes,Private,Urban,62.55,30.3,Unknown,1 +13491,Male,80,0,0,Yes,Private,Rural,259.63,31.7,smokes,1 +44033,Male,56,1,0,Yes,Private,Rural,249.31,35.8,never smoked,1 +14164,Female,72,0,0,Yes,Private,Urban,219.91,N/A,Unknown,1 +50522,Female,72,0,0,Yes,Govt_job,Urban,131.41,28.4,never smoked,1 +3352,Male,78,1,0,Yes,Self-employed,Urban,93.13,N/A,formerly smoked,1 +70943,Female,80,0,0,Yes,Private,Urban,73.54,24,Unknown,1 +37132,Male,82,0,0,Yes,Govt_job,Urban,200.59,29,formerly smoked,1 +48796,Female,75,0,0,Yes,Govt_job,Urban,62.48,N/A,Unknown,1 +53440,Female,73,1,0,Yes,Private,Rural,190.14,36.5,never smoked,1 +16817,Female,78,1,0,No,Private,Urban,130.54,20.1,never smoked,1 +69551,Male,69,1,0,No,Private,Rural,182.99,36.5,never smoked,1 +31563,Female,38,0,0,Yes,Private,Rural,101.45,N/A,formerly smoked,1 +20387,Female,68,1,0,Yes,Self-employed,Rural,206.09,26.7,never smoked,1 +71279,Female,71,0,0,Yes,Govt_job,Urban,263.32,38.7,never smoked,1 +55824,Male,76,0,0,Yes,Private,Urban,140.1,29.9,formerly smoked,1 +11762,Female,76,0,0,Yes,Private,Urban,207.28,34.9,Unknown,1 +29281,Male,76,1,0,Yes,Self-employed,Rural,194.37,27,formerly smoked,1 +30683,Female,75,0,0,Yes,Private,Rural,199.2,26.6,Unknown,1 +20439,Male,82,0,1,Yes,Govt_job,Rural,103.68,25,never smoked,1 +45965,Female,59,0,0,Yes,Private,Rural,116.44,23.8,smokes,1 +8045,Female,74,1,0,Yes,Private,Urban,70.28,21.8,never smoked,1 +37651,Female,69,1,1,No,Self-employed,Urban,72.17,36.8,never smoked,1 +17308,Female,72,1,0,Yes,Private,Urban,221.79,30,never smoked,1 +67981,Male,66,0,0,Yes,Private,Urban,151.16,27.5,formerly smoked,1 +41241,Male,65,0,0,Yes,Self-employed,Urban,68.43,N/A,formerly smoked,1 +62861,Female,78,0,0,Yes,Private,Urban,67.29,24.6,never smoked,1 +72081,Female,57,1,0,Yes,Govt_job,Rural,67.41,32.9,never smoked,1 +58978,Female,70,0,1,Yes,Private,Rural,239.07,26.1,never smoked,1 +11933,Female,79,0,0,Yes,Private,Rural,169.67,N/A,Unknown,1 +46703,Male,68,0,1,Yes,Private,Urban,223.83,31.9,formerly smoked,1 +32503,Female,80,0,0,Yes,Self-employed,Urban,76.57,34.1,never smoked,1 +12482,Male,68,0,0,Yes,Self-employed,Urban,77.82,27.5,smokes,1 +56939,Female,55,0,0,Yes,Self-employed,Rural,92.98,25.6,never smoked,1 +24669,Female,77,0,1,Yes,Private,Rural,231.56,36.9,never smoked,1 +43054,Female,50,0,0,Yes,Private,Rural,102.16,31.4,smokes,1 +59437,Female,57,0,0,Yes,Private,Urban,221.89,37.3,smokes,1 +66258,Female,71,0,0,Yes,Self-employed,Urban,195.71,34.1,formerly smoked,1 +34567,Female,81,1,0,Yes,Self-employed,Rural,74.02,25,never smoked,1 +50931,Female,76,0,0,Yes,Private,Urban,57.92,N/A,formerly smoked,1 +16590,Male,71,0,1,Yes,Private,Urban,81.76,N/A,smokes,1 +69768,Female,1.32,0,0,No,children,Urban,70.37,N/A,Unknown,1 +20426,Female,78,1,0,No,Private,Urban,203.87,45.7,never smoked,1 +3512,Female,70,1,0,Yes,Self-employed,Urban,89.13,34.2,formerly smoked,1 +42899,Male,78,0,0,Yes,Self-employed,Urban,133.19,23.6,formerly smoked,1 +63453,Female,56,0,0,Yes,Govt_job,Rural,162.23,27.3,Unknown,1 +43364,Male,79,1,0,Yes,Private,Rural,75.02,N/A,never smoked,1 +44993,Female,79,1,0,No,Govt_job,Urban,98.02,22.3,formerly smoked,1 +210,Male,81,0,0,Yes,Self-employed,Rural,91.54,31.4,never smoked,1 +28939,Male,64,0,0,Yes,Self-employed,Rural,111.98,N/A,formerly smoked,1 +60739,Female,79,1,1,No,Self-employed,Rural,60.94,N/A,never smoked,1 +67432,Female,60,0,0,Yes,Private,Urban,97.43,26.4,smokes,1 +2182,Female,80,1,0,Yes,Self-employed,Rural,91.02,32.9,formerly smoked,1 +40899,Female,78,0,0,Yes,Self-employed,Rural,60.67,N/A,formerly smoked,1 +14431,Male,72,1,0,Yes,Self-employed,Rural,185.49,37.1,never smoked,1 +62466,Female,80,0,0,Yes,Private,Urban,64.44,45,never smoked,1 +36841,Male,78,1,0,Yes,Self-employed,Rural,56.11,25.5,formerly smoked,1 +33486,Female,80,0,0,Yes,Govt_job,Urban,110.66,N/A,Unknown,1 +65105,Male,81,0,0,Yes,Private,Urban,213.22,26.1,Unknown,1 +54567,Female,46,0,0,Yes,Private,Urban,78.18,30.8,never smoked,1 +66204,Male,59,0,0,Yes,Private,Urban,111.04,32,formerly smoked,1 +39912,Female,32,0,0,Yes,Private,Rural,76.13,29.9,smokes,1 +8003,Female,77,0,0,No,Private,Urban,81.32,N/A,Unknown,1 +28378,Male,61,1,1,Yes,Private,Urban,112.24,37.4,smokes,1 +41081,Male,63,0,0,Yes,Private,Rural,137.3,31.7,formerly smoked,1 +16077,Male,63,0,1,Yes,Self-employed,Urban,116.69,34.5,formerly smoked,1 +67895,Female,82,1,1,Yes,Govt_job,Urban,215.94,27.9,formerly smoked,1 +30184,Male,82,0,0,Yes,Private,Rural,86.62,29.5,formerly smoked,1 +66955,Male,61,0,1,Yes,Private,Urban,209.86,N/A,Unknown,1 +24905,Female,65,0,0,Yes,Private,Urban,205.77,46,formerly smoked,1 +66071,Male,51,1,0,Yes,Private,Urban,112.16,42.5,formerly smoked,1 +36255,Male,59,0,0,Yes,Self-employed,Rural,118.03,35.5,smokes,1 +69112,Male,68,1,1,Yes,Private,Rural,271.74,31.1,smokes,1 +23410,Female,72,0,0,Yes,Private,Rural,97.92,26.9,smokes,1 +64373,Male,59,0,0,Yes,Private,Urban,200.62,35.8,formerly smoked,1 +58267,Male,70,1,0,Yes,Private,Rural,242.52,45.5,formerly smoked,1 +35684,Male,69,0,0,Yes,Private,Rural,93.81,28.5,Unknown,1 +18937,Male,79,0,0,Yes,Private,Rural,114.77,N/A,formerly smoked,1 +491,Female,74,0,0,Yes,Self-employed,Urban,74.96,26.6,never smoked,1 +54695,Male,74,0,0,Yes,Private,Urban,167.13,N/A,Unknown,1 +68627,Male,80,1,1,Yes,Private,Urban,175.29,31.5,formerly smoked,1 +8580,Female,77,0,0,Yes,Self-employed,Rural,90,32,never smoked,1 +28484,Female,78,0,0,Yes,Self-employed,Rural,109.47,30.8,never smoked,1 +62019,Male,54,0,0,Yes,Govt_job,Rural,87.85,31.1,smokes,1 +51314,Female,78,0,0,Yes,Private,Urban,106.74,33,formerly smoked,1 +37060,Female,81,0,0,Yes,Private,Rural,80.13,23.4,never smoked,1 +35578,Male,78,0,0,No,Self-employed,Urban,90.19,26.9,never smoked,1 +54921,Male,78,1,0,Yes,Self-employed,Rural,134.8,33.6,Unknown,1 +33454,Female,63,0,0,Yes,Govt_job,Rural,106.58,23.9,Unknown,1 +33943,Female,39,0,0,Yes,Private,Urban,83.24,26.3,never smoked,1 +62439,Female,51,0,0,Yes,Govt_job,Rural,103.43,27.3,formerly smoked,1 +31179,Male,63,0,0,Yes,Private,Urban,208.65,30.7,never smoked,1 +66866,Female,48,0,0,Yes,Private,Urban,74.11,20.5,never smoked,1 +2548,Female,81,0,0,Yes,Self-employed,Urban,95.84,21.5,never smoked,1 +68025,Female,79,0,1,No,Private,Urban,205.33,31,smokes,1 +2390,Male,78,0,0,Yes,Self-employed,Urban,116.1,27.1,never smoked,1 +29552,Female,55,1,1,Yes,Private,Urban,210.4,40,smokes,1 +25904,Female,76,1,1,Yes,Self-employed,Urban,199.86,N/A,smokes,1 +31421,Male,73,0,1,Yes,Govt_job,Rural,219.73,28.6,never smoked,1 +20463,Male,81,1,1,Yes,Private,Urban,250.89,28.1,smokes,1 +68023,Male,79,0,0,Yes,Private,Rural,72.73,28.4,never smoked,1 +12689,Female,63,0,0,Yes,Govt_job,Rural,205.35,42.2,formerly smoked,1 +54724,Female,81,0,0,No,Govt_job,Urban,70.3,25.8,smokes,1 +8899,Male,49,0,0,No,Private,Rural,104.86,31.9,smokes,1 +39186,Female,57,0,1,Yes,Private,Urban,216.58,31,Unknown,1 +32729,Female,81,0,0,Yes,Private,Rural,184.4,27.5,never smoked,1 +39105,Male,74,0,0,Yes,Self-employed,Rural,60.98,N/A,never smoked,1 +31154,Female,39,0,0,Yes,Self-employed,Urban,97.76,29.6,smokes,1 +69959,Female,80,1,0,No,Private,Urban,66.03,35.4,never smoked,1 +10552,Female,81,0,0,Yes,Self-employed,Rural,81.95,16.9,never smoked,1 +12917,Female,79,0,0,Yes,Private,Urban,97.73,21.5,smokes,1 +68356,Female,73,0,0,Yes,Self-employed,Urban,70.94,34.4,never smoked,1 +23368,Female,77,1,0,Yes,Self-employed,Urban,199.84,28,formerly smoked,1 +25974,Male,78,0,0,Yes,Self-employed,Urban,218.46,26.8,Unknown,1 +1210,Female,68,0,0,Yes,Private,Rural,211.06,39.3,Unknown,1 +28493,Male,57,0,0,Yes,Private,Urban,86.3,31.7,Unknown,1 +36857,Male,77,0,0,Yes,Self-employed,Rural,162.14,32.6,formerly smoked,1 +1836,Female,51,1,0,Yes,Private,Urban,88.2,28.4,never smoked,1 +32221,Male,60,0,1,Yes,Private,Urban,91.92,35.9,smokes,1 +10548,Male,66,0,0,Yes,Private,Rural,76.46,21.2,formerly smoked,1 +52282,Male,57,0,0,Yes,Private,Rural,197.28,34.5,formerly smoked,1 +45535,Male,68,0,0,Yes,Private,Rural,233.94,42.4,never smoked,1 +40460,Female,68,1,1,Yes,Private,Urban,247.51,40.5,formerly smoked,1 +17739,Male,57,0,0,Yes,Private,Rural,84.96,36.7,Unknown,1 +49669,Female,14,0,0,No,children,Rural,57.93,30.9,Unknown,1 +27153,Female,75,0,0,Yes,Self-employed,Rural,78.8,29.3,formerly smoked,1 +34060,Male,71,1,0,Yes,Self-employed,Rural,87.8,N/A,Unknown,1 +43424,Female,78,0,0,Yes,Private,Rural,78.81,19.6,Unknown,1 +30669,Male,3,0,0,No,children,Rural,95.12,18,Unknown,0 +30468,Male,58,1,0,Yes,Private,Urban,87.96,39.2,never smoked,0 +16523,Female,8,0,0,No,Private,Urban,110.89,17.6,Unknown,0 +56543,Female,70,0,0,Yes,Private,Rural,69.04,35.9,formerly smoked,0 +46136,Male,14,0,0,No,Never_worked,Rural,161.28,19.1,Unknown,0 +32257,Female,47,0,0,Yes,Private,Urban,210.95,50.1,Unknown,0 +52800,Female,52,0,0,Yes,Private,Urban,77.59,17.7,formerly smoked,0 +41413,Female,75,0,1,Yes,Self-employed,Rural,243.53,27,never smoked,0 +15266,Female,32,0,0,Yes,Private,Rural,77.67,32.3,smokes,0 +28674,Female,74,1,0,Yes,Self-employed,Urban,205.84,54.6,never smoked,0 +10460,Female,79,0,0,Yes,Govt_job,Urban,77.08,35,Unknown,0 +64908,Male,79,0,1,Yes,Private,Urban,57.08,22,formerly smoked,0 +63884,Female,37,0,0,Yes,Private,Rural,162.96,39.4,never smoked,0 +37893,Female,37,0,0,Yes,Private,Rural,73.5,26.1,formerly smoked,0 +67855,Female,40,0,0,Yes,Private,Rural,95.04,42.4,never smoked,0 +25774,Male,35,0,0,No,Private,Rural,85.37,33,never smoked,0 +19584,Female,20,0,0,No,Private,Urban,84.62,19.7,smokes,0 +24447,Female,42,0,0,Yes,Private,Rural,82.67,22.5,never smoked,0 +49589,Female,44,0,0,Yes,Govt_job,Urban,57.33,24.6,smokes,0 +17986,Female,79,0,1,Yes,Self-employed,Urban,67.84,25.2,smokes,0 +29217,Female,65,1,0,Yes,Private,Rural,75.7,41.8,Unknown,0 +72911,Female,57,1,0,Yes,Private,Rural,129.54,60.9,smokes,0 +47175,Female,49,0,0,Yes,Private,Rural,60.22,31.5,smokes,0 +4057,Male,71,0,0,Yes,Private,Urban,198.21,27.3,formerly smoked,0 +48588,Female,59,0,0,Yes,Private,Urban,109.82,23.7,never smoked,0 +70336,Female,25,0,0,Yes,Private,Urban,60.84,24.5,never smoked,0 +66767,Female,67,0,0,Yes,Govt_job,Rural,94.61,28.4,smokes,0 +45801,Female,38,0,0,No,Private,Rural,97.49,26.9,never smoked,0 +36275,Female,54,0,0,Yes,Private,Rural,206.72,26.7,never smoked,0 +11577,Female,70,0,0,Yes,Self-employed,Rural,214.45,31.2,never smoked,0 +67210,Male,27,0,0,Yes,Self-employed,Urban,82.9,25,Unknown,0 +29908,Female,47,0,0,Yes,Private,Urban,103.26,25.4,Unknown,0 +45222,Male,58,1,0,No,Private,Urban,55.78,27.5,smokes,0 +33759,Female,3,0,0,No,children,Urban,73.74,16,Unknown,0 +40311,Female,58,0,0,Yes,Private,Urban,149.75,27,Unknown,0 +26325,Male,14,0,0,No,Govt_job,Urban,82.34,31.6,Unknown,0 +65460,Female,32,0,0,Yes,Private,Rural,62.6,25.1,formerly smoked,0 +36811,Female,23,0,0,No,Private,Urban,94.09,30.9,never smoked,0 +71750,Female,55,0,0,Yes,Private,Urban,55.42,24.8,Unknown,0 +70970,Female,17,0,0,No,Self-employed,Urban,82.18,23.4,Unknown,0 +42203,Male,59,0,0,Yes,Private,Urban,117.92,29.4,smokes,0 +55680,Male,13,0,0,No,children,Urban,114.84,18.3,Unknown,0 +11014,Male,4,0,0,No,children,Rural,79.17,20,Unknown,0 +44338,Female,16,0,0,No,children,Rural,110.63,19.5,Unknown,0 +20980,Male,67,0,0,Yes,Private,Urban,190.7,36,formerly smoked,0 +34974,Female,22,0,0,No,Private,Rural,79.81,27.7,Unknown,0 +71379,Female,45,0,0,Yes,Govt_job,Urban,113.63,27.5,smokes,0 +58261,Female,66,0,0,Yes,Private,Rural,141.24,28.5,never smoked,0 +67318,Male,58,1,0,Yes,Govt_job,Rural,56.96,26.8,smokes,0 +28526,Male,69,0,0,Yes,Self-employed,Rural,203.04,33.6,never smoked,0 +8831,Female,58,0,0,Yes,Private,Rural,94.3,29.1,Unknown,0 +65199,Female,53,0,0,Yes,Self-employed,Urban,81.51,28.5,Unknown,0 +43454,Female,78,0,0,No,Self-employed,Urban,137.74,34.9,formerly smoked,0 +7282,Male,44,0,0,Yes,Private,Rural,81.84,25.1,never smoked,0 +18518,Male,66,0,0,Yes,Private,Rural,242.3,35.3,smokes,0 +41648,Male,27,0,0,Yes,Private,Rural,102.64,26.4,smokes,0 +49003,Male,43,0,0,Yes,Private,Urban,146.01,31.5,smokes,0 +16371,Female,13,0,0,No,children,Urban,75.42,40.1,Unknown,0 +42807,Male,51,0,0,Yes,Govt_job,Urban,220.49,43.1,Unknown,0 +40181,Female,30,0,0,Yes,Private,Urban,61.45,36.7,smokes,0 +66174,Male,46,0,0,Yes,Self-employed,Rural,88.19,29.3,formerly smoked,0 +45538,Female,43,0,0,Yes,Self-employed,Rural,115.22,21.2,Unknown,0 +6319,Female,79,0,0,Yes,Private,Urban,97.93,31.2,Unknown,0 +68249,Female,27,0,0,Yes,Private,Rural,85.6,21.4,Unknown,0 +55232,Female,38,0,0,Yes,Private,Rural,79.83,27.9,smokes,0 +11120,Female,78,1,0,Yes,Private,Urban,218.46,34.3,never smoked,0 +41940,Male,57,0,1,Yes,Private,Rural,62.2,31,formerly smoked,0 +72214,Male,61,0,0,Yes,Self-employed,Urban,69.15,27.7,formerly smoked,0 +37089,Female,37,1,0,Yes,Self-employed,Rural,127.71,36,never smoked,0 +68614,Female,48,0,0,Yes,Private,Rural,216.7,38.7,formerly smoked,0 +1686,Female,29,0,0,No,Private,Urban,71.89,27.6,never smoked,0 +22284,Male,22,0,0,No,Private,Rural,103.56,25.1,Unknown,0 +39038,Male,11,0,0,No,children,Rural,79.03,16.5,Unknown,0 +21956,Female,22,0,0,No,Private,Urban,69.94,22.8,Unknown,0 +52134,Male,53,0,0,Yes,Private,Rural,90.12,35.4,Unknown,0 +30171,Male,27,0,0,No,Govt_job,Urban,95.1,24.3,formerly smoked,0 +4480,Male,76,0,0,Yes,Private,Rural,234.58,34.3,formerly smoked,0 +2982,Female,57,1,0,Yes,Private,Rural,235.85,40.1,never smoked,0 +65535,Male,8,0,0,No,children,Rural,78.05,25.7,Unknown,0 +29865,Female,21,0,0,No,Private,Rural,89.44,21.9,smokes,0 +54918,Female,18,0,0,No,Private,Rural,111.38,38.4,smokes,0 +59368,Female,78,0,0,Yes,Private,Urban,243.5,26.1,never smoked,0 +65836,Female,78,1,0,Yes,Private,Urban,182.2,30.5,formerly smoked,0 +21130,Male,33,0,0,Yes,Self-employed,Urban,229.92,25.9,smokes,0 +1703,Female,52,0,0,Yes,Private,Urban,82.24,54.7,formerly smoked,0 +16934,Female,51,0,0,Yes,Self-employed,Rural,89.84,29.9,Unknown,0 +28799,Male,11,0,0,No,children,Rural,90.69,18.6,Unknown,0 +32689,Female,48,0,0,Yes,Private,Urban,84.38,27.1,Unknown,0 +56357,Female,82,0,1,No,Private,Urban,215.6,24.9,never smoked,0 +18051,Female,54,0,0,Yes,Govt_job,Rural,91.61,25.2,never smoked,0 +40840,Female,49,0,0,Yes,Private,Rural,138.16,19.4,never smoked,0 +10449,Female,24,0,0,Yes,Private,Urban,75.23,29,never smoked,0 +38805,Female,37,0,0,Yes,Private,Rural,75.18,48.2,formerly smoked,0 +31091,Male,34,0,1,Yes,Private,Urban,106.23,N/A,formerly smoked,0 +45053,Male,64,0,0,Yes,Govt_job,Urban,239.64,34.6,formerly smoked,0 +61837,Female,66,0,0,Yes,Self-employed,Urban,58.95,24.6,never smoked,0 +9487,Female,23,0,0,No,Private,Urban,99.92,25.8,never smoked,0 +49713,Male,68,0,0,Yes,Private,Rural,116.23,26.1,never smoked,0 +17608,Female,55,0,0,Yes,Govt_job,Urban,118.82,29,formerly smoked,0 +28102,Female,25,0,0,No,Private,Rural,66.3,27.2,never smoked,0 +1506,Female,48,0,0,No,Govt_job,Urban,101.41,20.7,smokes,0 +28333,Female,79,1,1,Yes,Self-employed,Urban,200.28,30,formerly smoked,0 +62608,Female,47,0,0,Yes,Private,Urban,136.8,37.3,never smoked,0 +40670,Female,20,0,0,No,Private,Rural,96.57,34.1,never smoked,0 +4630,Female,60,0,0,Yes,Private,Rural,66.42,23.6,never smoked,0 +21284,Female,32,0,0,Yes,Private,Urban,98.09,25.2,smokes,0 +49421,Female,66,1,0,Yes,Private,Rural,205.23,39.5,never smoked,0 +5973,Male,43,0,0,Yes,Private,Urban,86.78,23.5,smokes,0 +42996,Female,36,0,0,No,Govt_job,Rural,126.82,23.3,never smoked,0 +66333,Male,52,0,0,Yes,Self-employed,Urban,78.4,64.8,never smoked,0 +46785,Female,29,0,0,Yes,Private,Urban,63.69,28.1,smokes,0 +54312,Female,76,1,0,Yes,Self-employed,Urban,209.58,N/A,never smoked,0 +21408,Female,39,0,0,Yes,Self-employed,Rural,89.86,24.4,never smoked,0 +49916,Male,76,0,0,Yes,Private,Rural,110.99,29.8,formerly smoked,0 +7559,Female,0.64,0,0,No,children,Urban,83.82,24.9,Unknown,0 +71038,Male,34,0,0,Yes,Private,Urban,137.96,35.1,Unknown,0 +69037,Female,72,0,0,Yes,Private,Rural,210.78,32.3,formerly smoked,0 +58617,Female,43,0,0,Yes,Self-employed,Rural,118.89,43.6,never smoked,0 +69064,Female,57,0,0,No,Self-employed,Rural,72.55,21,never smoked,0 +9404,Female,44,0,0,Yes,Private,Rural,107.41,47.3,never smoked,0 +8171,Female,4,0,0,No,children,Rural,93.25,16.6,Unknown,0 +28286,Male,44,0,0,Yes,Private,Rural,74.91,37.5,never smoked,0 +43232,Female,18,0,0,No,Private,Urban,80.05,24.2,never smoked,0 +10159,Male,41,0,0,Yes,Private,Urban,99.8,31.6,never smoked,0 +34402,Female,23,0,0,Yes,Private,Rural,91.97,21.6,formerly smoked,0 +58282,Female,53,0,0,Yes,Govt_job,Rural,64.4,31,smokes,0 +64489,Male,56,0,0,Yes,Govt_job,Rural,73.02,31.1,never smoked,0 +22706,Female,0.88,0,0,No,children,Rural,88.11,15.5,Unknown,0 +71539,Male,25,0,0,No,Private,Urban,138.29,27.3,Unknown,0 +28637,Female,14,0,0,No,children,Rural,72.36,20.5,Unknown,0 +64553,Female,53,0,0,Yes,Private,Rural,68.76,35.6,formerly smoked,0 +31741,Male,4,0,0,No,children,Rural,106.22,16.7,Unknown,0 +69936,Female,39,0,0,Yes,Private,Urban,101.52,41.8,never smoked,0 +46527,Male,53,1,1,Yes,Govt_job,Rural,109.51,41.9,never smoked,0 +22537,Male,5,0,0,No,children,Rural,85.84,16.4,Unknown,0 +50611,Male,4,0,0,No,children,Rural,110.15,17.1,Unknown,0 +13547,Female,37,0,0,Yes,Private,Urban,91.72,29.2,never smoked,0 +63732,Male,70,1,0,Yes,Self-employed,Urban,251.6,27.1,never smoked,0 +9608,Male,24,0,0,No,Private,Urban,123.1,37.9,never smoked,0 +10504,Male,55,0,0,Yes,Govt_job,Rural,97.4,44.6,formerly smoked,0 +37090,Female,70,0,0,Yes,Private,Rural,68.34,22.8,formerly smoked,0 +60148,Male,34,0,0,Yes,Private,Urban,80.81,33.2,never smoked,0 +9637,Male,26,0,0,Yes,Private,Rural,120.31,22.3,smokes,0 +44862,Female,39,0,0,Yes,Private,Rural,83.51,26.4,never smoked,0 +52173,Male,38,0,0,No,Self-employed,Urban,74.09,39.6,never smoked,0 +5708,Female,20,0,0,No,Private,Urban,91.6,28.1,never smoked,0 +23462,Female,17,0,0,No,Private,Urban,87.52,39.2,never smoked,0 +2374,Male,60,1,0,Yes,Private,Rural,213.37,36,never smoked,0 +11091,Female,75,0,0,Yes,Self-employed,Rural,75.39,37.8,never smoked,0 +70374,Female,31,0,0,Yes,Private,Rural,122.41,40.3,smokes,0 +15528,Male,58,1,0,Yes,Private,Rural,223.36,41.5,formerly smoked,0 +65357,Female,5,0,0,No,children,Rural,84.59,17.7,Unknown,0 +49465,Female,13,0,0,No,children,Urban,70.16,21.2,never smoked,0 +31143,Female,22,0,0,No,Private,Rural,107.52,41.6,Unknown,0 +66972,Female,52,0,0,Yes,Govt_job,Urban,80.88,23.8,smokes,0 +55810,Female,61,0,0,Yes,Self-employed,Rural,93.48,23.7,Unknown,0 +37031,Female,78,0,1,Yes,Govt_job,Urban,70.21,24.8,never smoked,0 +34608,Male,57,0,0,Yes,Private,Rural,86.67,39,Unknown,0 +36007,Female,21,0,0,Yes,Private,Rural,101.37,37.9,never smoked,0 +14123,Female,22,0,0,Yes,Private,Rural,105.22,31.1,never smoked,0 +48298,Female,80,0,0,Yes,Private,Rural,70.31,23.2,Unknown,0 +54975,Male,7,0,0,No,Self-employed,Rural,64.06,18.9,Unknown,0 +27213,Male,64,1,0,Yes,Self-employed,Rural,178.29,36.1,never smoked,0 +44749,Female,64,0,0,No,Govt_job,Rural,81.6,36.3,smokes,0 +46468,Female,38,0,0,Yes,Self-employed,Urban,147.48,40.5,Unknown,0 +10913,Male,12,0,0,No,children,Urban,86.86,25.4,never smoked,0 +51983,Female,33,0,0,Yes,Private,Rural,71.16,46.5,smokes,0 +27029,Female,3,0,0,No,children,Urban,73.2,16.8,Unknown,0 +22320,Female,37,0,0,Yes,Private,Urban,203.81,46.6,never smoked,0 +45719,Female,22,0,0,No,Private,Rural,82,26.4,never smoked,0 +129,Female,24,0,0,No,Private,Urban,97.55,26.2,never smoked,0 +20351,Male,75,0,0,Yes,Govt_job,Urban,94.29,35.2,Unknown,0 +530,Female,12,0,0,No,children,Rural,75.22,20.9,Unknown,0 +55351,Male,63,0,0,Yes,Private,Urban,90.07,36.8,Unknown,0 +67431,Female,52,0,0,Yes,Private,Urban,73.73,34.4,formerly smoked,0 +20546,Female,68,0,0,Yes,Private,Urban,79.58,22.2,never smoked,0 +6107,Female,5,0,0,No,children,Urban,77.88,13.8,Unknown,0 +50305,Female,56,1,0,Yes,Private,Rural,205.26,40.3,never smoked,0 +52342,Female,43,0,0,Yes,Private,Rural,58.63,28.4,smokes,0 +59906,Female,40,0,0,Yes,Private,Rural,139.9,31.7,smokes,0 +59729,Male,53,0,0,Yes,Private,Urban,211.03,34.2,formerly smoked,0 +53144,Female,52,0,1,Yes,Private,Urban,72.79,54.7,never smoked,0 +3655,Male,31,0,0,Yes,Govt_job,Rural,91.65,24.6,formerly smoked,0 +11999,Female,63,0,0,Yes,Govt_job,Rural,79.92,N/A,smokes,0 +12985,Female,69,0,0,Yes,Self-employed,Rural,225.47,36.9,never smoked,0 +38119,Male,64,0,0,Yes,Govt_job,Urban,94.48,31.1,never smoked,0 +3355,Female,64,0,0,Yes,Private,Urban,82.34,31.9,never smoked,0 +22091,Female,62,0,0,Yes,Self-employed,Urban,180.63,31.8,formerly smoked,0 +5010,Female,2,0,0,No,children,Rural,92.48,18,Unknown,0 +67177,Male,53,0,0,Yes,Private,Rural,116.66,28.5,formerly smoked,0 +58600,Male,65,1,0,Yes,Private,Urban,112.09,29.5,never smoked,0 +56681,Female,22,0,0,No,Private,Urban,130.34,22,never smoked,0 +56716,Female,26,0,0,No,Private,Urban,82.59,29.4,never smoked,0 +65946,Male,53,0,0,Yes,Private,Rural,123.87,28.8,Unknown,0 +61350,Male,20,0,0,No,Govt_job,Rural,98.7,26.2,Unknown,0 +17291,Female,63,1,0,Yes,Self-employed,Rural,227.1,26.9,Unknown,0 +61465,Male,13,0,0,No,children,Rural,55.39,23.2,Unknown,0 +18108,Male,21,0,0,No,Govt_job,Urban,66.07,27.9,Unknown,0 +48368,Female,65,0,0,Yes,Self-employed,Rural,104.21,36.8,never smoked,0 +36471,Male,65,0,0,Yes,Private,Urban,145.15,28.9,Unknown,0 +15689,Male,42,0,0,Yes,Govt_job,Urban,68.19,31,never smoked,0 +8233,Male,72,0,1,Yes,Self-employed,Rural,97.53,29.4,smokes,0 +46436,Male,13,0,0,No,children,Urban,122.31,15.3,never smoked,0 +23221,Male,29,0,0,No,Private,Urban,83.51,37.1,never smoked,0 +31830,Male,59,0,0,Yes,Self-employed,Urban,86.46,30.5,Unknown,0 +15296,Female,42,0,0,Yes,Private,Rural,112.06,38.2,never smoked,0 +7351,Male,13,0,0,No,Private,Urban,92.14,23.2,never smoked,0 +66196,Male,75,0,1,No,Private,Rural,201.76,30.2,formerly smoked,0 +17718,Female,33,1,0,Yes,Private,Urban,74.44,45.2,smokes,0 +31164,Female,43,0,0,Yes,Private,Rural,95.93,21.8,Unknown,0 +48272,Female,11,0,0,No,children,Rural,87.51,24.4,Unknown,0 +2893,Female,7,0,0,No,children,Rural,72.35,17,Unknown,0 +34376,Female,16,0,0,No,children,Rural,113.47,19.5,Unknown,0 +18498,Female,44,0,0,No,Private,Rural,103.78,49.8,formerly smoked,0 +56735,Female,78,0,0,Yes,Self-employed,Rural,115.43,27.8,never smoked,0 +8595,Male,25,0,0,Yes,Private,Rural,95.59,25.1,never smoked,0 +621,Male,69,0,0,Yes,Private,Rural,101.52,26.8,smokes,0 +1307,Female,61,1,0,Yes,Private,Rural,170.05,60.2,smokes,0 +35846,Female,43,1,0,No,Self-employed,Rural,217.3,27.5,never smoked,0 +28645,Female,38,1,0,Yes,Private,Urban,196.01,28.1,never smoked,0 +5835,Male,68,0,0,Yes,Private,Urban,92.21,27.3,Unknown,0 +46474,Male,26,0,0,Yes,Private,Rural,100.09,27.4,never smoked,0 +69687,Female,18,0,0,No,Self-employed,Rural,93.88,22.2,never smoked,0 +2953,Female,43,0,0,Yes,Private,Rural,75.05,22.9,smokes,0 +11838,Female,43,0,0,Yes,Govt_job,Rural,70.08,26.6,never smoked,0 +9179,Female,32,0,0,No,Private,Urban,74.2,23,smokes,0 +38165,Female,81,0,0,No,Private,Rural,69.01,32.6,never smoked,0 +63050,Male,25,0,0,No,Private,Rural,96.17,22.1,Unknown,0 +22470,Male,61,0,0,Yes,Govt_job,Urban,184.15,N/A,Unknown,0 +71585,Female,66,0,0,Yes,Govt_job,Urban,87.24,22.5,formerly smoked,0 +15649,Male,54,1,0,Yes,Private,Rural,198.69,N/A,smokes,0 +11974,Male,11,0,0,No,children,Urban,82.58,25.5,Unknown,0 +3009,Female,53,0,0,Yes,Self-employed,Rural,96.88,31.4,Unknown,0 +32361,Female,78,0,1,Yes,Self-employed,Urban,73.32,26,Unknown,0 +41523,Male,9,0,0,No,children,Rural,94.59,20,Unknown,0 +53910,Female,48,0,0,Yes,Self-employed,Rural,132.08,31.6,smokes,0 +67548,Female,31,0,0,Yes,Private,Urban,98.99,31.2,never smoked,0 +50441,Male,20,0,0,No,Private,Rural,104.48,21.7,never smoked,0 +16927,Male,21,0,0,Yes,Private,Rural,98.01,24.2,Unknown,0 +28265,Female,42,0,0,Yes,Self-employed,Rural,79.14,25,formerly smoked,0 +33404,Male,35,0,0,Yes,Private,Urban,89.32,36.7,Unknown,0 +50965,Male,53,0,0,No,Private,Rural,65.24,28.9,Unknown,0 +21077,Male,60,0,0,Yes,Private,Rural,80.98,29.7,formerly smoked,0 +12982,Male,74,0,0,Yes,Self-employed,Urban,186.17,44.3,Unknown,0 +66570,Female,23,0,0,No,Private,Rural,69.24,51,never smoked,0 +29158,Female,55,0,0,Yes,Private,Rural,111.19,39.7,formerly smoked,0 +34299,Female,71,0,0,Yes,Private,Urban,93.28,34.7,never smoked,0 +54375,Male,5,0,0,No,children,Rural,122.19,35,Unknown,0 +37832,Female,14,0,0,No,children,Rural,129.53,21.3,never smoked,0 +21058,Female,15,0,0,No,children,Rural,114.53,29.1,Unknown,0 +7696,Female,66,0,0,No,Private,Urban,93.73,23.9,smokes,0 +34668,Female,56,0,0,Yes,Private,Urban,77.49,36,formerly smoked,0 +68483,Female,60,0,0,Yes,Private,Urban,65.38,41.2,formerly smoked,0 +6072,Female,57,0,0,Yes,Private,Urban,94.18,27.1,never smoked,0 +51112,Male,29,0,0,Yes,Self-employed,Urban,118.7,33.2,Unknown,0 +69673,Female,76,0,0,Yes,Govt_job,Urban,96.29,25.4,smokes,0 +71238,Male,52,1,0,Yes,Private,Rural,74.64,30.7,smokes,0 +63958,Female,42,0,0,Yes,Private,Urban,96.99,34.8,formerly smoked,0 +34511,Female,71,0,0,Yes,Private,Rural,100.61,19.2,Unknown,0 +24892,Male,64,0,0,Yes,Private,Rural,97.08,31.7,Unknown,0 +29496,Female,39,0,0,Yes,Private,Rural,84.79,35.7,never smoked,0 +19939,Female,46,0,0,Yes,Private,Rural,78.75,37.8,formerly smoked,0 +27832,Female,51,0,0,Yes,Private,Rural,82.93,29.7,smokes,0 +27757,Male,31,0,0,Yes,Private,Urban,88.78,35.8,smokes,0 +31279,Male,22,0,0,No,Private,Urban,122.1,23.6,smokes,0 +25099,Male,41,0,0,No,Govt_job,Rural,74.81,39.7,smokes,0 +67733,Female,28,0,0,Yes,Private,Urban,183.45,40.5,smokes,0 +9201,Female,44,0,0,Yes,Self-employed,Urban,114.94,21.4,never smoked,0 +33123,Female,68,0,0,Yes,Self-employed,Rural,104.38,40.8,formerly smoked,0 +21713,Male,49,0,0,Yes,Private,Urban,102.91,24.7,Unknown,0 +22622,Male,10,0,0,No,children,Rural,108.79,21,Unknown,0 +6726,Female,31,0,0,Yes,Private,Urban,73.31,45,never smoked,0 +17242,Male,67,0,0,Yes,Self-employed,Urban,68.52,26.2,never smoked,0 +16380,Male,40,0,0,Yes,Private,Rural,89.77,N/A,smokes,0 +9729,Male,70,0,0,Yes,Private,Urban,102.64,28.3,never smoked,0 +56974,Female,38,0,0,Yes,Govt_job,Urban,70.92,41.6,never smoked,0 +29933,Female,5,0,0,No,children,Rural,86.11,19,Unknown,0 +65574,Female,54,0,0,Yes,Private,Urban,129.16,32.4,never smoked,0 +17019,Female,30,0,0,Yes,Govt_job,Urban,113.85,34,never smoked,0 +41800,Female,23,0,0,Yes,Private,Rural,79.35,39.4,formerly smoked,0 +7621,Female,31,0,0,Yes,Private,Rural,80.79,28.7,Unknown,0 +6855,Male,72,1,0,Yes,Self-employed,Urban,114.01,31.8,formerly smoked,0 +5374,Male,23,0,0,No,Private,Rural,93.74,31.2,never smoked,0 +31564,Female,25,0,0,Yes,Private,Rural,90.65,20.9,Unknown,0 +26028,Male,51,0,0,Yes,Private,Urban,98.41,32.1,never smoked,0 +71808,Female,20,0,0,No,Private,Urban,127.18,31,Unknown,0 +56998,Female,12,0,0,No,children,Urban,138.06,23.1,Unknown,0 +14712,Male,57,0,0,Yes,Private,Urban,89.44,26.7,never smoked,0 +23094,Male,65,0,0,Yes,Self-employed,Urban,105.61,27.9,Unknown,0 +43134,Female,16,0,0,No,Private,Rural,155.43,27.3,never smoked,0 +40622,Female,43,0,0,Yes,Private,Rural,80.83,51.5,Unknown,0 +39383,Female,30,0,0,Yes,Private,Urban,80.19,20.4,never smoked,0 +63606,Male,29,0,0,Yes,Govt_job,Urban,60.34,29.6,formerly smoked,0 +46438,Female,54,0,0,Yes,Self-employed,Urban,79.3,30.6,formerly smoked,0 +65144,Female,57,0,0,Yes,Self-employed,Urban,98.44,33.6,Unknown,0 +545,Male,42,0,0,Yes,Private,Rural,210.48,71.9,never smoked,0 +36331,Male,18,0,0,No,Private,Rural,70.34,24.2,Unknown,0 +42359,Male,9,0,0,No,children,Urban,122.22,17.7,Unknown,0 +20751,Female,26,0,0,Yes,Private,Rural,75.29,22.6,smokes,0 +34641,Male,40,0,0,No,Private,Rural,100.35,28.1,never smoked,0 +15791,Male,77,0,0,Yes,Private,Urban,193.83,26.5,never smoked,0 +68241,Female,15,0,0,No,children,Urban,126.96,28.7,Unknown,0 +67780,Female,76,0,0,Yes,Private,Urban,183.34,39.5,formerly smoked,0 +68275,Male,52,0,0,Yes,Private,Urban,247.69,35.1,Unknown,0 +13129,Female,55,0,0,Yes,Self-employed,Rural,76.2,27.9,never smoked,0 +60902,Male,5,0,0,No,children,Rural,71.43,19.3,Unknown,0 +37629,Female,55,0,0,No,Private,Rural,93.36,28.4,never smoked,0 +58439,Male,36,0,0,No,Private,Urban,61.29,26.7,never smoked,0 +62936,Male,46,0,0,Yes,Private,Urban,103.62,40.9,Unknown,0 +29010,Male,5,0,0,No,children,Rural,100.52,17.2,Unknown,0 +36561,Female,39,0,0,Yes,Govt_job,Rural,191.47,28.3,never smoked,0 +44912,Male,12,0,0,No,children,Urban,67.06,16.1,Unknown,0 +59829,Male,67,0,1,Yes,Private,Urban,144.1,27.6,never smoked,0 +45238,Female,1.8,0,0,No,children,Urban,58.26,16.5,Unknown,0 +47811,Female,72,0,0,Yes,Self-employed,Urban,239.82,35.8,never smoked,0 +61511,Female,0.32,0,0,No,children,Rural,73.71,16.2,Unknown,0 +55424,Female,64,1,0,Yes,Private,Rural,88.53,24.6,never smoked,0 +36942,Male,27,0,0,No,Private,Urban,114.79,32,Unknown,0 +61697,Male,25,0,0,No,Private,Rural,113.8,35.3,formerly smoked,0 +55138,Female,81,0,0,No,Self-employed,Urban,71.91,19.2,Unknown,0 +39399,Female,32,0,0,No,Self-employed,Urban,65.3,40.4,never smoked,0 +17148,Male,57,0,0,Yes,Private,Urban,189.57,30.7,never smoked,0 +721,Female,52,1,0,Yes,Self-employed,Urban,114.25,24.3,formerly smoked,0 +40448,Male,54,0,0,Yes,Private,Urban,81.26,26.4,formerly smoked,0 +58007,Female,36,0,0,Yes,Private,Urban,87.88,34.7,smokes,0 +15095,Male,18,0,0,No,Private,Urban,112.17,31.7,Unknown,0 +11960,Male,45,0,0,Yes,Private,Rural,99.97,35.6,never smoked,0 +56179,Male,29,0,0,No,Private,Urban,207.58,22.8,smokes,0 +24592,Female,51,1,0,Yes,Private,Urban,109.16,28,smokes,0 +67744,Female,23,0,0,No,Private,Urban,74.46,35.6,formerly smoked,0 +8328,Female,54,0,0,Yes,Private,Rural,118.51,40.6,never smoked,0 +32437,Female,54,0,0,Yes,Self-employed,Urban,107.47,29.3,formerly smoked,0 +44315,Male,18,0,0,No,Self-employed,Rural,182.86,21,Unknown,0 +68245,Female,26,0,0,Yes,Private,Rural,59.17,20,Unknown,0 +25483,Male,72,0,0,Yes,Private,Rural,215.64,26.7,formerly smoked,0 +47732,Male,5,0,0,No,children,Rural,163.7,18.4,Unknown,0 +50118,Female,65,0,1,Yes,Private,Rural,196.36,34.5,formerly smoked,0 +55420,Female,42,0,0,No,Private,Rural,139.77,27.7,Unknown,0 +55709,Female,47,0,0,Yes,Self-employed,Urban,141.23,21.1,never smoked,0 +15311,Female,24,0,0,Yes,Private,Urban,89.99,24.4,formerly smoked,0 +53660,Male,57,0,0,Yes,Private,Urban,108.53,19.4,smokes,0 +56553,Male,51,0,0,Yes,Private,Urban,63.61,42.3,Unknown,0 +30480,Male,48,0,0,Yes,Private,Urban,85.54,32.2,smokes,0 +31988,Female,56,0,0,Yes,Private,Urban,100.83,26.8,never smoked,0 +59807,Female,30,0,0,Yes,Private,Urban,59.82,25.4,never smoked,0 +45585,Female,63,1,0,Yes,Private,Urban,105.95,23.5,smokes,0 +39639,Female,46,0,0,Yes,Private,Rural,188.11,50.2,smokes,0 +52063,Female,53,0,0,Yes,Self-employed,Urban,71.15,26.1,formerly smoked,0 +40639,Female,1.08,0,0,No,children,Rural,60.53,17.5,Unknown,0 +31090,Male,15,0,0,No,children,Rural,205.5,24.2,never smoked,0 +64174,Female,59,1,0,Yes,Private,Urban,204.86,30.8,never smoked,0 +8544,Female,24,0,0,No,Self-employed,Rural,115.03,23.4,never smoked,0 +27377,Male,53,0,0,Yes,Private,Rural,79.87,30.9,never smoked,0 +3361,Female,39,0,0,Yes,Govt_job,Rural,97.89,23.6,never smoked,0 +61408,Male,23,0,0,No,Never_worked,Urban,125.26,18.7,never smoked,0 +33552,Male,31,0,0,Yes,Private,Rural,114.32,27.7,smokes,0 +31364,Male,5,0,0,No,children,Urban,92.23,16.7,Unknown,0 +7446,Male,44,0,0,Yes,Private,Urban,83.51,31.2,never smoked,0 +9906,Female,1.8,0,0,No,children,Urban,102.34,17,Unknown,0 +65130,Male,40,0,0,Yes,Private,Rural,144.48,29.8,smokes,0 +27794,Male,7,0,0,No,children,Rural,88.39,19.7,Unknown,0 +48993,Female,56,0,0,Yes,Private,Rural,228.08,29.1,Unknown,0 +30753,Male,42,0,0,Yes,Govt_job,Urban,93.79,27.2,never smoked,0 +46809,Male,48,0,0,Yes,Private,Rural,147.14,22.3,Unknown,0 +22853,Male,82,0,0,No,Self-employed,Rural,106.43,27,smokes,0 +12465,Female,52,0,0,No,Private,Rural,88.04,42.1,never smoked,0 +64849,Female,42,0,0,Yes,Private,Urban,92.2,34.2,Unknown,0 +39659,Female,73,0,0,Yes,Govt_job,Urban,219.53,40.9,never smoked,0 +24183,Female,55,0,0,Yes,Govt_job,Rural,75.56,29.4,smokes,0 +71533,Male,50,0,0,Yes,Private,Urban,158.31,32.8,formerly smoked,0 +35565,Male,43,0,0,Yes,Private,Urban,111.43,21.9,smokes,0 +34558,Male,33,0,0,Yes,Private,Rural,219.97,39.6,never smoked,0 +42553,Female,80,0,0,Yes,Private,Rural,148.91,28.3,never smoked,0 +39601,Female,33,0,0,Yes,Private,Urban,69.4,47.8,never smoked,0 +46891,Female,74,0,0,Yes,Private,Rural,68.34,39.3,Unknown,0 +38987,Male,65,0,1,Yes,Self-employed,Urban,58.37,28,smokes,0 +21886,Female,40,0,0,Yes,Private,Urban,71.2,27.1,never smoked,0 +5353,Male,52,0,1,No,Private,Rural,101.5,31.2,smokes,0 +44300,Female,66,0,0,Yes,Govt_job,Urban,92.04,23.1,never smoked,0 +48144,Female,20,0,0,No,Govt_job,Rural,73,20.8,never smoked,0 +46218,Female,51,0,0,Yes,Self-employed,Urban,111.15,34.1,smokes,0 +39745,Female,60,0,0,Yes,Self-employed,Rural,58.65,30.1,never smoked,0 +13517,Male,59,0,0,Yes,Private,Urban,100.54,35.8,never smoked,0 +36355,Male,58,0,0,Yes,Govt_job,Rural,111.73,34.6,never smoked,0 +22678,Female,42,0,0,Yes,Govt_job,Urban,97.78,29.8,Unknown,0 +2532,Male,28,0,0,No,Private,Rural,85.79,26.7,Unknown,0 +52512,Male,57,0,0,Yes,Private,Rural,98.54,30.2,never smoked,0 +3579,Female,66,0,1,Yes,Private,Urban,94.62,29.7,formerly smoked,0 +3130,Female,56,0,0,Yes,Private,Rural,112.43,54.6,never smoked,0 +5545,Male,48,0,0,Yes,Self-employed,Urban,99.67,23.3,formerly smoked,0 +63693,Male,37,0,0,No,Private,Urban,67.39,35.6,Unknown,0 +34363,Female,27,0,0,Yes,Private,Urban,95.12,27,never smoked,0 +23650,Male,15,0,0,No,children,Rural,85.06,21.6,never smoked,0 +53515,Male,61,0,0,Yes,Private,Rural,214.05,29.4,formerly smoked,0 +33528,Female,80,0,1,Yes,Self-employed,Urban,79.09,22.8,never smoked,0 +23046,Female,43,0,0,Yes,Self-employed,Urban,98.09,17.3,never smoked,0 +11068,Male,53,0,0,Yes,Self-employed,Urban,76.36,29.8,Unknown,0 +62233,Female,70,0,0,No,Self-employed,Urban,98.42,36.4,formerly smoked,0 +7291,Female,58,0,0,No,Private,Urban,82.01,34.7,formerly smoked,0 +36814,Female,49,0,0,Yes,Private,Rural,56.11,28.7,smokes,0 +48265,Male,65,0,0,Yes,Govt_job,Rural,111.85,26.7,never smoked,0 +10139,Female,54,0,0,Yes,Self-employed,Urban,92.39,22.1,never smoked,0 +12662,Male,74,1,0,Yes,Self-employed,Urban,112.54,27.7,formerly smoked,0 +43174,Female,56,0,0,Yes,Private,Urban,63.71,40.5,formerly smoked,0 +72823,Female,79,0,0,Yes,Private,Urban,70.35,23,formerly smoked,0 +30567,Male,71,1,0,Yes,Private,Urban,94.65,25.3,formerly smoked,0 +41927,Female,28,0,0,Yes,Private,Rural,64.64,22.1,never smoked,0 +54866,Female,9,0,0,No,children,Rural,57.27,28,Unknown,0 +20364,Female,4,0,0,No,children,Urban,107.25,12,Unknown,0 +21117,Female,36,0,0,No,Self-employed,Rural,77.12,28.4,never smoked,0 +50491,Male,78,0,0,Yes,Self-employed,Urban,55.32,29.6,smokes,0 +61013,Male,52,0,0,No,Private,Rural,69.37,36.2,Unknown,0 +71010,Female,80,0,0,No,Self-employed,Urban,57.57,22.8,never smoked,0 +23551,Male,28,0,0,Yes,Private,Urban,87.43,55.7,Unknown,0 +10997,Female,38,0,0,Yes,Private,Rural,98.73,24.3,never smoked,0 +12738,Male,56,0,0,Yes,Private,Rural,81.18,26.9,never smoked,0 +57772,Female,75,0,0,Yes,Govt_job,Rural,56.23,25.3,never smoked,0 +16615,Male,76,1,0,Yes,Self-employed,Rural,69.61,35.3,never smoked,0 +62999,Male,10,0,0,No,children,Rural,59.49,18.3,Unknown,0 +68995,Female,48,1,0,No,Private,Rural,118.14,N/A,formerly smoked,0 +66184,Male,40,0,0,Yes,Govt_job,Rural,100.26,26,Unknown,0 +53010,Male,82,0,0,Yes,Self-employed,Rural,56.75,21,never smoked,0 +967,Male,61,0,1,Yes,Private,Urban,88.27,N/A,never smoked,0 +31145,Female,17,0,0,No,Private,Urban,67.81,55.7,never smoked,0 +54338,Female,58,0,0,Yes,Govt_job,Rural,77.46,27.6,never smoked,0 +22870,Male,12,0,0,No,children,Urban,76.26,20.5,never smoked,0 +13223,Female,53,0,0,Yes,Govt_job,Rural,86.39,30.2,never smoked,0 +57523,Female,26,0,0,Yes,Private,Urban,116.38,21.9,formerly smoked,0 +67932,Female,48,0,0,Yes,Private,Rural,75.74,28.8,smokes,0 +10255,Male,25,0,0,Yes,Private,Rural,92.14,36.2,Unknown,0 +68131,Female,27,0,0,No,Private,Rural,149.95,25.9,never smoked,0 +29873,Male,31,1,0,Yes,Govt_job,Urban,92.11,N/A,never smoked,0 +54182,Female,16,0,0,No,Private,Rural,74.98,21.4,never smoked,0 +61300,Male,20,0,0,No,Private,Urban,55.25,20.4,never smoked,0 +15274,Female,2,0,0,No,children,Rural,79.89,31.6,Unknown,0 +53016,Female,1.8,0,0,No,children,Urban,130.61,14.4,Unknown,0 +28848,Male,28,0,0,No,Private,Urban,94.26,23.7,Unknown,0 +27012,Male,32,0,0,No,Private,Urban,94.34,30.2,formerly smoked,0 +7745,Female,35,0,0,Yes,Private,Urban,109.03,19.5,formerly smoked,0 +20541,Female,52,1,0,Yes,Private,Rural,81.03,32.6,never smoked,0 +5892,Female,55,1,0,Yes,Private,Rural,99.82,34.2,never smoked,0 +66883,Female,42,0,0,Yes,Self-employed,Urban,140.08,43,never smoked,0 +43196,Female,52,0,0,Yes,Self-employed,Urban,59.54,42.2,Unknown,0 +12593,Female,18,0,0,No,Private,Urban,80.33,19.7,never smoked,0 +51514,Female,13,0,0,No,children,Urban,131.51,41.7,never smoked,0 +15553,Female,45,0,0,Yes,Private,Rural,89.21,21.6,formerly smoked,0 +45796,Female,29,0,0,Yes,Private,Rural,91.45,24.2,never smoked,0 +31840,Female,12,0,0,No,children,Rural,90.58,19.2,Unknown,0 +58767,Female,37,0,0,Yes,Private,Urban,91.45,25.8,Unknown,0 +14391,Female,30,0,0,Yes,Private,Rural,89.63,23.2,smokes,0 +22321,Female,44,0,0,Yes,Private,Urban,124.06,20.8,never smoked,0 +38184,Female,79,1,0,Yes,Private,Rural,99.47,28.4,never smoked,0 +13997,Male,38,0,0,Yes,Private,Urban,88.97,30.2,never smoked,0 +41673,Female,45,0,0,Yes,Private,Rural,80.93,23.1,never smoked,0 +27796,Female,66,0,0,Yes,Private,Urban,102.07,16.7,smokes,0 +18390,Female,19,0,0,No,Private,Rural,91.69,39.5,Unknown,0 +63409,Female,49,0,0,Yes,Private,Urban,63.71,33.8,smokes,0 +9752,Female,66,0,0,Yes,Govt_job,Rural,200.49,34.6,smokes,0 +72882,Male,47,0,0,Yes,Private,Rural,75.3,25,formerly smoked,0 +49744,Female,59,0,0,Yes,Private,Urban,240.71,43.9,formerly smoked,0 +49086,Female,23,0,0,No,Private,Urban,60.5,27.1,formerly smoked,0 +40866,Female,79,0,0,Yes,Self-employed,Rural,131.85,25.9,Unknown,0 +47523,Female,37,0,0,No,Self-employed,Rural,134.39,22.7,formerly smoked,0 +63561,Male,78,0,0,Yes,Private,Urban,56.18,27.1,never smoked,0 +51422,Female,70,1,0,Yes,Private,Rural,113.64,25.6,formerly smoked,0 +56870,Female,34,0,0,No,Private,Rural,156.57,28.4,Unknown,0 +3590,Female,28,1,0,No,Private,Rural,80.4,57.5,never smoked,0 +60665,Male,29,0,0,No,Private,Urban,59.26,35.8,smokes,0 +40791,Female,13,0,0,No,children,Rural,63.26,19.5,Unknown,0 +54304,Female,22,0,0,Yes,Private,Urban,86.24,31.2,never smoked,0 +22485,Male,56,0,0,Yes,Private,Urban,197.1,43.6,formerly smoked,0 +18430,Female,81,0,0,Yes,Self-employed,Urban,90.9,31.2,formerly smoked,0 +19234,Female,28,0,0,No,Private,Rural,84.59,23.5,Unknown,0 +52454,Male,9,0,0,No,children,Rural,121.8,18.7,Unknown,0 +13365,Male,50,0,0,Yes,Private,Rural,77.65,24.4,smokes,0 +60983,Male,70,0,0,Yes,Private,Urban,64.41,29.4,smokes,0 +14615,Female,30,0,0,No,Private,Urban,75.19,37,smokes,0 +50277,Female,51,0,0,Yes,Self-employed,Rural,67.97,29.4,smokes,0 +50811,Male,24,0,0,No,Private,Urban,119.34,38.5,never smoked,0 +16575,Male,17,0,0,No,Private,Rural,94.92,23.5,never smoked,0 +1246,Female,43,0,0,Yes,Govt_job,Rural,107.42,N/A,never smoked,0 +11176,Male,9,0,0,No,children,Rural,85.02,16.3,Unknown,0 +30712,Male,50,0,0,Yes,Private,Urban,103.51,35.9,never smoked,0 +31308,Female,49,0,0,Yes,Private,Urban,114.5,35.9,formerly smoked,0 +9612,Male,6,0,0,No,children,Urban,70.78,20.3,Unknown,0 +3325,Male,30,0,0,Yes,Self-employed,Rural,95.01,32.3,smokes,0 +52808,Male,73,0,0,Yes,Private,Urban,84.11,27.9,never smoked,0 +41513,Female,20,0,0,Yes,Private,Urban,74.02,22.3,never smoked,0 +36109,Male,42,0,0,Yes,Private,Urban,78.49,31.8,smokes,0 +53336,Female,79,0,0,Yes,Govt_job,Urban,74.22,29.7,Unknown,0 +56831,Female,55,0,0,Yes,Private,Urban,55.34,27.1,smokes,0 +52580,Female,27,0,0,No,Private,Rural,75.04,24.5,never smoked,0 +55592,Male,71,0,0,Yes,Private,Rural,109.73,28.9,never smoked,0 +33723,Female,9,0,0,No,children,Urban,95.81,N/A,Unknown,0 +26235,Male,23,0,0,No,Private,Rural,96.78,24.6,smokes,0 +16685,Female,71,1,0,Yes,Private,Urban,194.62,31.6,never smoked,0 +44583,Female,56,0,1,Yes,Private,Rural,70.02,32.3,never smoked,0 +25315,Male,31,0,0,Yes,Private,Urban,222.21,41.1,smokes,0 +58227,Female,64,0,0,Yes,Govt_job,Rural,62.41,30,never smoked,0 +60810,Male,46,0,0,Yes,Self-employed,Urban,55.83,26.4,never smoked,0 +34612,Male,55,0,0,Yes,Govt_job,Rural,65.12,30,never smoked,0 +8320,Male,2,0,0,No,children,Rural,73.62,20.8,Unknown,0 +25595,Female,58,1,0,Yes,Private,Urban,85.83,44,formerly smoked,0 +30550,Female,78,0,0,No,Private,Urban,103.86,30.6,Unknown,0 +49529,Female,1.16,0,0,No,children,Urban,60.98,17.2,Unknown,0 +13367,Female,35,0,0,Yes,Private,Rural,82.69,29.1,Unknown,0 +33585,Female,64,0,0,Yes,Private,Rural,250.2,27.4,Unknown,0 +49785,Female,18,0,0,No,Private,Rural,128.97,23.5,Unknown,0 +6886,Male,19,0,0,No,Private,Rural,84.31,31.8,never smoked,0 +38609,Male,47,0,0,Yes,Govt_job,Rural,74.8,23.5,never smoked,0 +22159,Female,54,1,0,No,Private,Urban,97.06,28.5,formerly smoked,0 +37413,Female,39,0,0,Yes,Private,Urban,77.54,32.7,Unknown,0 +4169,Female,37,0,0,No,Private,Rural,92.78,54.2,never smoked,0 +40055,Female,17,0,0,No,Private,Rural,173.43,25.6,smokes,0 +18888,Female,20,0,0,Yes,Private,Urban,79.08,41.2,never smoked,0 +45283,Female,31,0,0,Yes,Private,Urban,106.18,27,smokes,0 +42503,Female,56,0,0,Yes,Private,Rural,114.21,21.3,never smoked,0 +23645,Female,31,0,0,No,Private,Rural,91.08,34.3,never smoked,0 +62382,Male,82,0,0,Yes,Private,Urban,105.77,29.5,Unknown,0 +59521,Male,33,0,0,Yes,Private,Rural,74.88,31.6,smokes,0 +55386,Male,42,0,0,Yes,Private,Rural,123.15,26.1,smokes,0 +22685,Male,20,0,0,No,Private,Rural,184.25,27.5,never smoked,0 +46745,Male,22,0,0,Yes,Govt_job,Rural,117.69,26.5,never smoked,0 +72547,Male,61,0,0,Yes,Private,Rural,55.26,33.2,Unknown,0 +26973,Female,31,0,0,Yes,Private,Urban,106.51,40.2,never smoked,0 +41033,Female,31,0,0,Yes,Govt_job,Rural,55.27,32.5,formerly smoked,0 +5046,Male,17,0,0,No,Self-employed,Urban,98.42,23.4,Unknown,0 +71442,Female,30,0,0,Yes,Private,Rural,99.2,32.5,never smoked,0 +49624,Male,69,0,0,Yes,Private,Urban,98.92,23.9,formerly smoked,0 +10572,Female,63,0,0,Yes,Private,Rural,92.7,29.5,never smoked,0 +55847,Male,19,0,0,No,Private,Rural,106.7,24,never smoked,0 +42441,Male,7,0,0,No,children,Urban,152.81,17.7,Unknown,0 +28910,Female,51,0,0,Yes,Private,Urban,82.59,26.2,formerly smoked,0 +10381,Female,38,1,0,Yes,Self-employed,Urban,91,33.3,never smoked,0 +14387,Male,2,0,0,No,children,Urban,93.88,17.4,Unknown,0 +31956,Female,58,0,0,Yes,Private,Urban,76.99,29,never smoked,0 +17813,Female,69,0,1,Yes,Private,Rural,254.6,21.7,Unknown,0 +24665,Female,64,1,0,Yes,Private,Rural,93.99,37.8,formerly smoked,0 +13683,Female,31,0,0,Yes,Private,Urban,109.68,41.8,never smoked,0 +7387,Female,59,1,0,Yes,Private,Rural,92.04,24.2,never smoked,0 +57011,Female,54,0,0,Yes,Private,Rural,111.41,31.1,never smoked,0 +22384,Female,24,0,0,Yes,Private,Rural,97.92,23.1,never smoked,0 +24108,Male,19,0,0,No,Private,Urban,65.61,25.1,Unknown,0 +50053,Male,17,0,0,No,Private,Urban,62.37,41.3,never smoked,0 +69427,Female,29,0,0,No,Private,Urban,101.28,22.7,never smoked,0 +21688,Female,42,0,0,Yes,Private,Rural,88.31,24,smokes,0 +60777,Female,31,0,0,Yes,Govt_job,Rural,103.55,20.5,formerly smoked,0 +64732,Female,29,0,0,No,Private,Urban,60.26,20.4,never smoked,0 +42710,Female,23,0,0,No,Private,Urban,79.39,27.6,never smoked,0 +46683,Female,25,0,0,No,Private,Urban,122.01,27,smokes,0 +58909,Female,14,0,0,No,children,Rural,78.09,26.4,Unknown,0 +51125,Female,66,0,0,Yes,Private,Urban,89.7,34.9,smokes,0 +29077,Female,77,0,0,Yes,Private,Rural,95.1,35,never smoked,0 +4970,Male,79,0,0,Yes,Self-employed,Rural,112.64,28.5,formerly smoked,0 +58291,Female,52,0,0,Yes,Private,Rural,79.8,32.3,formerly smoked,0 +18616,Female,41,0,0,Yes,Private,Urban,82.2,23.9,Unknown,0 +99,Female,31,0,0,No,Private,Urban,108.89,52.3,Unknown,0 +55529,Male,39,0,0,Yes,Private,Rural,114.32,26.4,never smoked,0 +12204,Female,51,0,0,No,Govt_job,Rural,116.14,20.9,never smoked,0 +21397,Female,40,0,0,Yes,Govt_job,Urban,122.74,23.3,Unknown,0 +64633,Female,48,0,0,Yes,Private,Urban,94.04,32.7,never smoked,0 +23016,Male,55,0,0,Yes,Private,Rural,86.6,26.5,never smoked,0 +18412,Male,41,0,0,Yes,Private,Rural,82.32,27.9,Unknown,0 +67412,Female,39,0,0,Yes,Private,Rural,83.83,30.3,never smoked,0 +37545,Male,41,0,0,No,Govt_job,Urban,106.98,27.6,never smoked,0 +10324,Female,5,0,0,No,children,Urban,93.88,14.6,Unknown,0 +14491,Male,38,0,0,Yes,Govt_job,Urban,70.53,40.9,smokes,0 +64582,Male,40,1,0,Yes,Govt_job,Rural,212.01,28.4,never smoked,0 +25514,Male,12,0,0,No,children,Rural,65.88,23.7,Unknown,0 +7663,Male,20,0,0,No,Govt_job,Rural,106.97,27.9,formerly smoked,0 +66220,Male,53,0,0,Yes,Private,Urban,126.35,25.2,never smoked,0 +71793,Female,21,0,0,No,Private,Urban,129.16,34.4,Unknown,0 +25458,Female,70,1,0,Yes,Govt_job,Rural,88.66,36.7,formerly smoked,0 +69645,Male,61,0,0,Yes,Govt_job,Rural,112.95,22.2,formerly smoked,0 +53695,Male,70,0,0,Yes,Govt_job,Urban,81.59,27.2,never smoked,0 +26692,Female,38,0,0,Yes,Govt_job,Rural,76.82,27.3,never smoked,0 +33400,Male,59,0,0,Yes,Govt_job,Rural,73.75,27.3,smokes,0 +67078,Female,36,1,0,Yes,Private,Urban,91.56,42.2,never smoked,0 +32352,Female,31,0,0,Yes,Govt_job,Rural,104.55,26.4,never smoked,0 +22540,Female,65,0,0,Yes,Govt_job,Urban,84.84,39.4,Unknown,0 +26999,Male,61,1,1,Yes,Govt_job,Rural,86.06,34.8,never smoked,0 +65218,Male,2,0,0,No,children,Rural,109.1,20,Unknown,0 +30102,Male,52,0,0,Yes,Private,Rural,68.35,34.1,never smoked,0 +49521,Female,33,0,0,Yes,Private,Urban,121.04,31.4,Unknown,0 +54643,Male,5,0,0,No,children,Rural,160.83,17.8,Unknown,0 +29134,Female,32,0,0,Yes,Private,Rural,85.62,46.1,smokes,0 +68281,Female,54,0,0,Yes,Govt_job,Urban,74.23,28.1,formerly smoked,0 +40350,Female,51,0,0,No,Private,Urban,110.76,24.7,formerly smoked,0 +33410,Female,39,0,0,No,Govt_job,Urban,79.44,22.7,never smoked,0 +39375,Female,40,0,0,Yes,Private,Rural,119.52,34.6,never smoked,0 +2543,Female,19,0,0,Yes,Private,Rural,90.42,21.4,never smoked,0 +45289,Female,9,0,0,No,children,Urban,109.32,27.4,Unknown,0 +12106,Male,53,1,0,Yes,Govt_job,Rural,78.16,36.6,never smoked,0 +10792,Female,23,0,0,No,Private,Rural,79.13,32.9,formerly smoked,0 +19153,Female,19,0,0,No,Self-employed,Urban,84.06,24.7,never smoked,0 +47876,Male,1,0,0,No,children,Rural,89.3,21.4,Unknown,0 +25283,Female,48,0,0,Yes,Private,Urban,69.21,33.1,never smoked,0 +12270,Male,71,0,0,Yes,Govt_job,Rural,186.45,26.7,never smoked,0 +49949,Male,44,0,0,Yes,Private,Urban,58.47,24.4,never smoked,0 +50826,Female,53,0,0,Yes,Govt_job,Rural,189.49,25.8,Unknown,0 +28681,Female,70,1,0,Yes,Self-employed,Urban,99.6,34.3,formerly smoked,0 +41615,Female,1.4,0,0,No,children,Rural,126.18,18.1,Unknown,0 +14147,Male,49,0,0,Yes,Private,Urban,186.32,43.8,smokes,0 +41537,Female,17,0,0,No,Private,Rural,62.49,26.9,never smoked,0 +62332,Female,40,0,0,Yes,Private,Rural,74.51,36.6,never smoked,0 +25488,Female,46,0,0,Yes,Self-employed,Urban,94.63,24.9,never smoked,0 +45759,Female,32,0,0,Yes,Private,Rural,91.98,27.6,smokes,0 +71929,Male,2,0,0,No,children,Rural,56.77,20.9,Unknown,0 +14807,Female,40,0,0,Yes,Private,Urban,75.87,30.3,never smoked,0 +16110,Female,19,0,0,No,Private,Rural,77.19,37.4,smokes,0 +40970,Male,43,0,0,Yes,Private,Urban,135.75,35.9,smokes,0 +28933,Female,46,0,0,Yes,Private,Rural,100.15,50.3,smokes,0 +11709,Male,71,0,0,No,Private,Urban,95.08,31.5,never smoked,0 +37154,Female,31,0,0,Yes,Private,Urban,125.38,24.4,smokes,0 +16809,Male,41,0,0,Yes,Private,Urban,111.71,38.9,formerly smoked,0 +13907,Male,65,0,0,Yes,Self-employed,Rural,94.64,28.6,never smoked,0 +2314,Male,52,0,0,Yes,Private,Urban,226.7,N/A,smokes,0 +70380,Female,20,0,0,No,Private,Urban,112.96,27.5,never smoked,0 +63058,Female,77,0,1,Yes,Private,Rural,183.1,N/A,never smoked,0 +54071,Female,51,0,0,Yes,Private,Urban,105.36,43.7,Unknown,0 +67405,Female,37,0,0,Yes,Private,Urban,84.13,27,never smoked,0 +28024,Male,49,0,0,Yes,Private,Rural,102.47,29.3,formerly smoked,0 +11730,Female,62,1,0,Yes,Govt_job,Rural,77.04,34.7,never smoked,0 +2549,Female,17,0,0,No,Private,Rural,83.23,N/A,never smoked,0 +17245,Female,28,0,0,Yes,Private,Rural,87.01,39.9,never smoked,0 +70852,Male,80,0,0,Yes,Private,Rural,56.99,26.7,never smoked,0 +60957,Male,45,0,0,Yes,Private,Rural,73.01,24.8,formerly smoked,0 +19742,Female,37,0,0,Yes,Private,Urban,106.35,29.7,never smoked,0 +10782,Female,3,0,0,No,children,Rural,80.63,15.9,Unknown,0 +61742,Male,26,0,0,No,Private,Urban,103.61,31.4,never smoked,0 +4808,Female,71,0,0,Yes,Self-employed,Urban,91.35,N/A,formerly smoked,0 +13571,Male,58,0,0,Yes,Govt_job,Urban,194.04,27.8,never smoked,0 +49928,Female,59,0,0,Yes,Govt_job,Rural,111.99,35.5,formerly smoked,0 +52688,Male,74,1,0,Yes,Private,Rural,57.51,31.7,smokes,0 +24099,Male,17,0,0,No,Private,Rural,68.49,33.2,never smoked,0 +65698,Female,62,0,0,Yes,Private,Urban,60.2,27.7,formerly smoked,0 +47885,Male,37,0,0,Yes,Self-employed,Urban,160,31.9,formerly smoked,0 +13948,Female,19,0,0,No,Never_worked,Urban,86.96,25.8,never smoked,0 +17351,Female,59,0,0,Yes,Private,Rural,237.15,27.7,never smoked,0 +820,Female,59,1,0,Yes,Private,Rural,99.06,23.4,never smoked,0 +55721,Male,62,0,1,Yes,Self-employed,Urban,56.31,24.3,formerly smoked,0 +72310,Male,80,1,1,Yes,Self-employed,Urban,84.31,30.3,smokes,0 +24115,Female,54,0,0,Yes,Private,Rural,90.92,29.1,never smoked,0 +65766,Female,27,0,0,No,Private,Rural,104.33,20.1,never smoked,0 +42482,Female,4,0,0,No,children,Urban,62.61,21.2,Unknown,0 +25627,Male,81,1,0,Yes,Self-employed,Urban,231.19,31.6,formerly smoked,0 +7122,Female,41,0,0,No,Private,Rural,94.3,41.6,Unknown,0 +48755,Male,27,0,0,Yes,Private,Rural,104.48,36.4,smokes,0 +33551,Female,51,1,0,Yes,Private,Urban,72.62,30.5,never smoked,0 +62716,Female,59,0,0,Yes,Self-employed,Urban,81.64,32.8,Unknown,0 +68438,Female,51,0,0,Yes,Private,Rural,90.78,32.3,never smoked,0 +41148,Male,71,0,1,Yes,Private,Urban,70.71,30.1,never smoked,0 +14924,Male,48,0,0,Yes,Private,Urban,72.36,34.7,smokes,0 +47950,Female,49,0,0,Yes,Self-employed,Urban,59.76,29.7,Unknown,0 +8008,Female,35,0,0,No,Govt_job,Urban,83.76,N/A,smokes,0 +56089,Female,25,0,0,Yes,Private,Rural,63.64,31.3,formerly smoked,0 +9262,Female,31,0,0,Yes,Private,Rural,76.26,35.6,never smoked,0 +71896,Female,68,0,0,Yes,Private,Rural,82.06,35.2,formerly smoked,0 +38623,Male,39,0,0,No,Private,Urban,110.91,27.6,never smoked,0 +26503,Female,32,0,0,No,Private,Rural,77.16,35.2,smokes,0 +5475,Female,39,0,0,Yes,Private,Rural,69.58,28.1,Unknown,0 +15525,Female,63,0,0,Yes,Private,Urban,96.26,31.8,Unknown,0 +48748,Female,69,0,0,Yes,Private,Rural,87.27,23.3,smokes,0 +11745,Female,29,0,0,Yes,Private,Urban,65.36,28.8,formerly smoked,0 +17733,Female,1.72,0,0,No,children,Rural,109.51,19.5,Unknown,0 +71591,Female,58,0,0,Yes,Private,Urban,89.03,30,smokes,0 +11743,Female,32,0,0,Yes,Private,Urban,91.34,25.5,formerly smoked,0 +67864,Male,63,0,0,Yes,Private,Rural,57.82,28.8,formerly smoked,0 +34857,Male,57,0,0,Yes,Self-employed,Urban,81.15,40.2,formerly smoked,0 +34995,Female,77,0,0,Yes,Private,Rural,115.29,32.9,Unknown,0 +3606,Male,8,0,0,No,children,Urban,111.02,22.4,Unknown,0 +22952,Female,21,0,0,No,Govt_job,Urban,111.61,36.9,smokes,0 +32554,Female,16,0,0,No,children,Rural,109.02,19.8,Unknown,0 +45893,Female,8,0,0,No,children,Urban,106.51,12.3,Unknown,0 +72020,Male,71,0,1,Yes,Self-employed,Rural,207.32,32.4,smokes,0 +57879,Female,74,0,0,Yes,Private,Urban,87.11,24.8,never smoked,0 +53538,Female,7,0,0,No,children,Urban,61.68,16.4,Unknown,0 +17006,Male,19,0,0,No,Private,Rural,119.04,35.9,Unknown,0 +36638,Male,64,0,0,Yes,Private,Urban,86.05,23,Unknown,0 +41097,Female,23,1,0,No,Private,Urban,70.03,78,smokes,0 +36618,Male,75,0,1,Yes,Self-employed,Urban,207.64,30.5,formerly smoked,0 +37290,Male,80,0,0,Yes,Self-employed,Rural,236.84,26.8,never smoked,0 +54620,Male,40,0,0,Yes,Private,Urban,78.11,35.3,never smoked,0 +42108,Female,24,0,0,No,Govt_job,Rural,100.97,27.9,never smoked,0 +19681,Female,74,0,0,Yes,Self-employed,Urban,99.21,22.1,never smoked,0 +6988,Female,52,0,0,Yes,Self-employed,Urban,113.21,38.3,never smoked,0 +25287,Male,54,0,0,Yes,Private,Urban,92.95,41,never smoked,0 +224,Female,23,0,0,No,Private,Urban,110.16,N/A,never smoked,0 +56679,Male,19,0,0,No,Private,Rural,142.57,22.8,Unknown,0 +27146,Female,23,0,0,No,Private,Rural,92.87,30.1,never smoked,0 +16556,Male,13,0,0,No,Never_worked,Rural,111.48,20.8,Unknown,0 +5934,Female,51,0,0,Yes,Private,Urban,123,31.7,never smoked,0 +58999,Male,60,0,0,Yes,Govt_job,Urban,100.54,30.1,never smoked,0 +28261,Male,79,0,1,Yes,Self-employed,Urban,106.68,30.8,never smoked,0 +35222,Female,75,0,0,Yes,Private,Urban,86.4,42.6,never smoked,0 +44105,Female,69,1,0,Yes,Self-employed,Urban,61.81,37.1,Unknown,0 +65256,Female,57,0,0,Yes,Self-employed,Rural,128.28,34.2,never smoked,0 +62709,Female,47,0,0,Yes,Private,Rural,204.63,43.4,never smoked,0 +36698,Female,33,0,0,Yes,Private,Urban,89.98,18.7,smokes,0 +7273,Female,51,0,0,Yes,Self-employed,Urban,232.89,34,smokes,0 +20044,Female,47,0,0,Yes,Private,Rural,98.58,23.2,never smoked,0 +54769,Male,15,0,0,No,Private,Urban,57.94,41.7,Unknown,0 +57372,Male,1,0,0,No,children,Rural,123.21,15.1,Unknown,0 +30605,Female,20,0,0,No,Private,Urban,76.34,20.6,smokes,0 +13622,Male,6,0,0,No,children,Rural,92.98,18.9,Unknown,0 +12686,Male,50,0,0,No,Govt_job,Rural,92.81,26.6,never smoked,0 +39250,Male,31,0,0,Yes,Private,Urban,85.16,30.1,smokes,0 +2879,Female,15,0,0,No,Self-employed,Urban,90.1,32.1,never smoked,0 +59684,Female,3,0,0,No,children,Urban,65.15,15.1,Unknown,0 +48830,Male,30,0,0,Yes,Private,Urban,104.62,33.5,smokes,0 +56986,Male,17,0,0,No,Never_worked,Urban,113.25,23.4,never smoked,0 +47924,Male,24,0,0,No,Private,Urban,59.28,43.2,never smoked,0 +16402,Female,5,0,0,No,children,Urban,93.07,19.1,Unknown,0 +40889,Male,33,0,0,No,Private,Rural,77.42,26.1,Unknown,0 +4083,Female,30,0,0,No,Private,Rural,73.69,17.3,never smoked,0 +59336,Male,66,1,0,Yes,Private,Rural,74.9,32.1,never smoked,0 +5684,Male,40,0,0,No,Private,Urban,88.27,N/A,formerly smoked,0 +48843,Female,27,0,0,No,Private,Urban,58.39,30.4,never smoked,0 +5694,Male,21,0,0,No,Private,Rural,102.05,29.9,never smoked,0 +3673,Female,55,0,0,Yes,Private,Rural,112.47,32.8,smokes,0 +44481,Female,19,0,0,No,Private,Rural,72.84,22.7,never smoked,0 +10538,Male,75,1,1,Yes,Self-employed,Urban,195.03,28.7,formerly smoked,0 +9648,Female,71,0,1,Yes,Private,Urban,170.95,35.2,never smoked,0 +19101,Female,16,0,0,No,Private,Urban,87.98,22.4,never smoked,0 +31867,Female,49,0,0,No,Private,Rural,65.81,32.3,Unknown,0 +11973,Female,10,0,0,No,children,Urban,124.6,18.6,Unknown,0 +23633,Female,37,0,0,Yes,Private,Rural,83.65,42.1,smokes,0 +52549,Male,59,0,0,Yes,Govt_job,Rural,88.81,38,formerly smoked,0 +59178,Female,7,0,0,No,children,Urban,86.75,22.3,Unknown,0 +37349,Female,61,0,0,Yes,Private,Rural,123.36,33.4,never smoked,0 +44281,Male,34,0,0,No,Private,Rural,89.68,23.2,smokes,0 +55599,Female,9,0,0,No,children,Rural,69.87,18,Unknown,0 +45224,Female,46,0,0,Yes,Private,Rural,109.22,20.1,never smoked,0 +54747,Male,0.88,0,0,No,children,Rural,157.57,19.2,Unknown,0 +2751,Male,50,0,0,Yes,Govt_job,Urban,110.73,28.7,smokes,0 +6090,Male,19,0,0,Yes,Private,Urban,99.14,28.1,never smoked,0 +46385,Female,21,0,0,Yes,Private,Urban,59.15,22.6,never smoked,0 +46323,Female,2,0,0,No,children,Rural,165.11,18,Unknown,0 +28122,Female,37,0,0,Yes,Self-employed,Rural,77.44,21.4,formerly smoked,0 +50843,Male,20,0,0,No,Private,Rural,100.33,27.8,Unknown,0 +64464,Male,50,0,0,Yes,Private,Urban,57.93,27.6,Unknown,0 +66922,Male,61,1,1,No,Private,Rural,148.24,32.2,formerly smoked,0 +66494,Male,48,0,0,Yes,Private,Urban,91.96,24.9,Unknown,0 +42786,Male,82,0,1,Yes,Self-employed,Rural,72.93,27.1,formerly smoked,0 +33401,Male,64,0,0,Yes,Private,Rural,84.27,24.6,Unknown,0 +24174,Female,50,0,0,Yes,Govt_job,Rural,124.45,24.6,never smoked,0 +60211,Male,1.4,0,0,No,children,Urban,90.51,18.9,Unknown,0 +53279,Male,0.24,0,0,No,children,Rural,118.87,16.3,Unknown,0 +61715,Male,55,0,0,Yes,Private,Rural,56.42,31.8,never smoked,0 +37830,Female,29,0,0,No,Private,Urban,73.67,21,Unknown,0 +2454,Male,4,0,0,No,children,Rural,89.11,20.1,Unknown,0 +60663,Male,70,1,0,Yes,Private,Rural,74.04,29.1,never smoked,0 +46875,Male,35,0,0,Yes,Private,Urban,145.23,32.3,never smoked,0 +69091,Female,80,0,1,Yes,Private,Rural,100.8,29.4,never smoked,0 +1821,Female,54,0,0,Yes,Private,Urban,85.22,50.2,never smoked,0 +44978,Male,39,0,0,Yes,Govt_job,Rural,72.49,44.9,formerly smoked,0 +3437,Female,26,0,0,No,Private,Urban,82.61,28.5,smokes,0 +6355,Female,6,0,0,No,children,Rural,72.07,19.5,Unknown,0 +10762,Female,41,0,0,Yes,Private,Rural,79.85,45,Unknown,0 +58567,Female,42,0,0,Yes,Private,Rural,84.86,22.8,Unknown,0 +62187,Male,9,0,0,No,children,Urban,131.89,25.5,Unknown,0 +84,Male,55,0,0,Yes,Private,Urban,89.17,31.5,never smoked,0 +8521,Male,71,0,0,Yes,Private,Rural,227.91,31.6,formerly smoked,0 +72779,Female,14,0,0,No,children,Urban,131.77,31,Unknown,0 +45824,Female,77,1,0,Yes,Self-employed,Urban,102.01,29.5,Unknown,0 +61838,Female,50,0,0,Yes,Govt_job,Urban,128.63,23.1,Unknown,0 +57212,Male,49,0,0,No,Private,Urban,144.1,30.7,smokes,0 +62668,Female,51,0,0,Yes,Self-employed,Urban,143.15,44.7,formerly smoked,0 +33142,Male,79,0,0,Yes,Self-employed,Rural,116.67,33.5,never smoked,0 +17437,Female,63,0,0,Yes,Self-employed,Rural,85.6,25.9,Unknown,0 +38303,Female,66,0,0,Yes,Self-employed,Urban,142.12,28.3,never smoked,0 +12396,Female,20,0,0,No,Private,Urban,100.81,26.8,Unknown,0 +36484,Female,37,0,0,Yes,Govt_job,Urban,69.17,27.8,never smoked,0 +60047,Male,22,0,0,No,Private,Rural,58.38,36,never smoked,0 +16542,Female,60,0,0,Yes,Govt_job,Urban,86.34,22.1,never smoked,0 +18805,Male,39,0,0,Yes,Private,Urban,95.44,38.4,never smoked,0 +17869,Female,53,0,0,Yes,Private,Urban,94.78,30.1,Unknown,0 +6793,Female,55,0,0,Yes,Private,Rural,109.59,26.2,formerly smoked,0 +49265,Female,63,0,0,Yes,Private,Rural,79.26,26.6,smokes,0 +6606,Female,57,0,0,Yes,Private,Urban,78.46,32.6,never smoked,0 +23031,Male,82,0,0,Yes,Self-employed,Rural,85.29,27,never smoked,0 +69330,Male,56,0,0,Yes,Private,Rural,156.18,25.3,smokes,0 +22902,Male,41,1,0,Yes,Private,Urban,69.52,31.9,never smoked,0 +69622,Female,8,0,0,No,children,Urban,65.32,18.4,Unknown,0 +4807,Male,34,0,0,No,Private,Urban,108.47,30.4,smokes,0 +9641,Male,75,0,0,Yes,Private,Urban,105.63,28.2,smokes,0 +10313,Male,57,0,0,Yes,Private,Urban,77.93,35.7,formerly smoked,0 +12097,Female,72,0,0,Yes,Private,Urban,95.2,35,never smoked,0 +58037,Male,21,0,0,No,Private,Rural,78.52,27.2,never smoked,0 +45323,Female,51,0,0,Yes,Private,Urban,114.89,23,never smoked,0 +34281,Female,15,0,0,No,Private,Rural,95.43,25,Unknown,0 +7990,Female,24,0,0,Yes,Private,Rural,84.08,24.5,Unknown,0 +57622,Female,30,0,0,Yes,Govt_job,Rural,110.55,30.9,smokes,0 +39120,Female,82,0,0,No,Self-employed,Urban,82.21,26,never smoked,0 +68344,Female,62,0,0,Yes,Private,Urban,82.38,27.2,formerly smoked,0 +66752,Female,79,0,0,Yes,Govt_job,Urban,93.89,30.4,never smoked,0 +11691,Female,19,0,0,No,Private,Rural,75.08,21.7,Unknown,0 +5077,Male,45,0,0,Yes,Private,Urban,76.72,29.1,Unknown,0 +13319,Female,5,0,0,No,children,Rural,84.93,17.6,Unknown,0 +49279,Male,57,0,1,Yes,Private,Urban,76.5,29.2,formerly smoked,0 +53815,Female,31,0,0,No,Private,Urban,65.47,28.1,never smoked,0 +42856,Male,61,0,0,Yes,Private,Urban,99.16,26.6,smokes,0 +51579,Male,27,0,0,No,Self-employed,Rural,63.53,26.9,never smoked,0 +10752,Female,61,0,0,Yes,Private,Rural,78.65,36.2,formerly smoked,0 +42133,Female,53,0,0,Yes,Self-employed,Urban,63.78,25.9,never smoked,0 +4842,Female,76,0,0,No,Self-employed,Urban,77.52,40.9,formerly smoked,0 +58138,Male,57,0,0,Yes,Private,Rural,111.64,31.5,never smoked,0 +58203,Male,9,0,0,No,children,Urban,97.84,23.3,Unknown,0 +65053,Female,34,0,0,Yes,Private,Urban,113.01,37.6,never smoked,0 +24168,Male,51,1,0,Yes,Private,Urban,56.48,39.8,never smoked,0 +5824,Male,61,0,0,Yes,Private,Rural,204.5,35.1,formerly smoked,0 +6965,Female,19,0,0,No,Private,Rural,96.02,21.9,never smoked,0 +8332,Female,50,0,0,Yes,Private,Rural,206.25,53.4,formerly smoked,0 +61973,Female,80,1,1,Yes,Private,Rural,115.52,34.4,Unknown,0 +42821,Female,13,0,0,No,Private,Rural,60.69,24,smokes,0 +18687,Male,55,0,0,Yes,Self-employed,Urban,93.67,29.3,Unknown,0 +72642,Male,67,0,0,Yes,Govt_job,Urban,67.79,26,formerly smoked,0 +54782,Female,30,0,0,No,Self-employed,Rural,56.07,31.3,never smoked,0 +55862,Male,67,1,1,Yes,Private,Rural,254.63,31,never smoked,0 +24437,Female,82,0,0,Yes,Private,Rural,96.63,26.5,Unknown,0 +10367,Male,5,0,0,No,children,Rural,84.3,16,Unknown,0 +42550,Female,81,0,0,Yes,Self-employed,Rural,246.34,21.1,never smoked,0 +14178,Female,48,0,0,Yes,Private,Rural,195.16,42.2,Unknown,0 +65429,Female,66,0,0,Yes,Govt_job,Rural,93.34,27.7,never smoked,0 +66530,Female,38,0,0,Yes,Private,Urban,162.3,23.6,never smoked,0 +43146,Male,8,0,0,No,children,Urban,106.4,18.3,Unknown,0 +3509,Male,47,1,0,Yes,Private,Urban,110.25,44.3,never smoked,0 +57497,Male,27,0,0,No,Private,Rural,69.7,27.3,never smoked,0 +15220,Female,53,1,0,Yes,Private,Urban,87.03,55.2,formerly smoked,0 +4813,Male,27,0,0,No,Private,Urban,112.98,44.7,never smoked,0 +31166,Female,36,0,0,Yes,Govt_job,Rural,82.47,33.1,smokes,0 +9051,Female,50,0,0,Yes,Private,Urban,75.88,30,never smoked,0 +28669,Female,32,0,0,Yes,Private,Urban,84.63,40.1,Unknown,0 +59894,Female,58,0,0,Yes,Govt_job,Rural,109.56,23.1,never smoked,0 +18684,Female,73,0,0,Yes,Self-employed,Rural,89.45,30.3,formerly smoked,0 +35866,Female,62,0,0,Yes,Private,Rural,91.65,30.5,never smoked,0 +51907,Female,50,0,0,Yes,Self-employed,Urban,121.14,22.8,never smoked,0 +7250,Female,51,0,0,No,Private,Rural,87.77,42,Unknown,0 +16147,Female,19,0,0,No,Private,Rural,106.56,29.9,never smoked,0 +18306,Female,30,0,0,No,Private,Rural,93.88,24,formerly smoked,0 +69143,Female,45,0,0,No,Private,Rural,153.76,36.7,Unknown,0 +61769,Male,30,0,0,No,Private,Urban,88.65,22.2,never smoked,0 +26134,Female,28,0,0,Yes,Private,Urban,111.22,25.5,Unknown,0 +67603,Male,70,0,0,Yes,Self-employed,Urban,223.68,34.3,formerly smoked,0 +66772,Female,0.32,0,0,No,children,Rural,55.86,16,Unknown,0 +41861,Female,23,0,0,No,Private,Rural,63.73,25.6,smokes,0 +954,Male,18,0,0,No,Private,Rural,103.94,23.3,never smoked,0 +37888,Male,41,0,0,Yes,Private,Rural,92.49,41.6,Unknown,0 +34326,Male,52,0,0,Yes,Private,Urban,229.2,35.6,formerly smoked,0 +42329,Female,77,0,0,Yes,Private,Rural,75.06,22,Unknown,0 +23565,Male,34,0,0,Yes,Private,Urban,85.57,26.8,Unknown,0 +27323,Female,67,0,0,Yes,Self-employed,Urban,68.61,31.9,never smoked,0 +57854,Male,1.64,0,0,No,children,Urban,56.3,19.7,Unknown,0 +18414,Female,23,0,0,No,Private,Rural,193.22,N/A,smokes,0 +72836,Female,59,0,0,Yes,Private,Urban,65.98,31.1,Unknown,0 +17708,Male,62,0,0,Yes,Govt_job,Rural,204.57,34.4,Unknown,0 +66321,Male,47,0,0,Yes,Govt_job,Urban,64.99,33.2,never smoked,0 +53817,Female,71,1,0,Yes,Self-employed,Rural,66.12,N/A,never smoked,0 +66678,Female,22,0,0,No,Private,Urban,73.4,21.6,never smoked,0 +56734,Male,33,0,0,Yes,Govt_job,Urban,82.83,25.4,Unknown,0 +32240,Female,27,0,0,No,Private,Urban,93.55,41.6,never smoked,0 +28127,Female,44,0,0,Yes,Private,Rural,90.4,33.1,formerly smoked,0 +20347,Female,18,0,0,No,Private,Rural,98.1,21.8,never smoked,0 +40824,Male,47,0,0,Yes,Private,Rural,142.02,30,Unknown,0 +38678,Female,66,0,0,Yes,Self-employed,Rural,251.46,35.2,smokes,0 +29380,Female,42,1,0,Yes,Private,Rural,89.96,35.6,never smoked,0 +809,Male,13,0,0,No,children,Urban,71.73,N/A,Unknown,0 +65453,Female,56,1,0,Yes,Govt_job,Urban,82.44,27.8,smokes,0 +9415,Female,69,0,0,Yes,Self-employed,Urban,80.85,29.3,formerly smoked,0 +30989,Female,65,0,0,Yes,Self-employed,Rural,220.52,37.2,smokes,0 +65258,Male,53,0,0,Yes,Private,Urban,86.73,26.1,Unknown,0 +67052,Female,36,0,0,Yes,Private,Urban,76.93,21.6,never smoked,0 +62756,Female,69,0,0,Yes,Self-employed,Urban,113.1,22.7,never smoked,0 +69224,Male,19,0,0,No,Private,Rural,96.84,30.2,formerly smoked,0 +13323,Male,3,0,0,No,children,Urban,100.91,18,Unknown,0 +59940,Male,15,0,0,No,children,Urban,116.5,27.8,Unknown,0 +49042,Female,59,1,0,No,Private,Rural,57.26,23.5,never smoked,0 +66362,Female,61,0,0,Yes,Private,Urban,129.31,41.2,Unknown,0 +46093,Female,28,0,0,Yes,Private,Rural,56.47,22.7,never smoked,0 +10370,Male,52,0,0,Yes,Govt_job,Urban,86.06,29.2,formerly smoked,0 +156,Female,33,0,0,Yes,Private,Rural,86.97,42.2,never smoked,0 +11105,Male,80,0,0,Yes,Private,Urban,78.78,24,formerly smoked,0 +22363,Female,47,0,0,Yes,Private,Rural,195.04,45.5,never smoked,0 +46072,Male,2,0,0,No,children,Rural,103.25,19.4,Unknown,0 +65667,Female,48,0,0,Yes,Private,Rural,134.59,28.2,smokes,0 +47848,Male,1.56,0,0,No,children,Rural,93.74,20.1,Unknown,0 +71440,Female,26,0,0,Yes,Private,Urban,90.66,27.2,Unknown,0 +35231,Male,62,0,0,Yes,Govt_job,Urban,91.68,26.5,Unknown,0 +59734,Male,1.72,0,0,No,children,Urban,75.79,17.6,Unknown,0 +1893,Female,38,0,0,Yes,Private,Urban,91.68,42.8,formerly smoked,0 +32733,Female,28,0,0,Yes,Private,Rural,106.68,29.3,never smoked,0 +34728,Female,67,0,0,Yes,Private,Rural,82.31,21.3,never smoked,0 +30352,Male,57,0,0,Yes,Private,Rural,90.06,29.8,Unknown,0 +61338,Female,40,0,0,Yes,Private,Rural,65.47,24.1,smokes,0 +59275,Male,10,0,0,No,children,Rural,58.03,35.2,Unknown,0 +45497,Female,55,0,0,No,Private,Rural,83.09,18.8,never smoked,0 +19996,Female,7,0,0,No,children,Urban,88.6,17.4,Unknown,0 +50371,Male,56,0,0,Yes,Private,Urban,63.18,31.5,Unknown,0 +32687,Male,37,0,0,Yes,Private,Rural,78.42,29.9,never smoked,0 +35295,Male,69,0,0,Yes,Private,Urban,65.08,27.3,formerly smoked,0 +15746,Female,45,0,0,Yes,Govt_job,Urban,79.47,28.1,never smoked,0 +31517,Female,28,0,0,Yes,Private,Rural,95.52,28.9,never smoked,0 +43268,Female,52,1,0,No,Private,Urban,73,25.2,smokes,0 +54540,Male,46,0,0,Yes,Private,Rural,138.07,24.3,never smoked,0 +20973,Male,45,0,0,Yes,Govt_job,Rural,86.99,37.9,never smoked,0 +56245,Female,21,0,0,No,Private,Urban,112.07,28.2,never smoked,0 +9225,Male,4,0,0,No,children,Rural,105.76,18.4,Unknown,0 +45955,Female,45,0,0,Yes,Private,Urban,55.67,23.1,smokes,0 +3532,Female,71,0,0,Yes,Private,Urban,90.55,39.4,formerly smoked,0 +41291,Female,46,0,0,Yes,Private,Rural,218.65,29.5,never smoked,0 +53943,Female,3,0,0,No,children,Rural,111.21,18.3,Unknown,0 +52550,Female,79,0,0,Yes,Govt_job,Urban,83.56,28.7,smokes,0 +47414,Female,71,1,0,Yes,Private,Urban,116.76,32.9,formerly smoked,0 +38804,Male,74,0,0,Yes,Private,Rural,83.5,26.7,Unknown,0 +72861,Female,52,0,0,Yes,Private,Urban,69.3,20.1,never smoked,0 +53276,Female,49,0,0,Yes,Private,Urban,67.55,17.6,formerly smoked,0 +30944,Female,32,0,0,Yes,Private,Rural,80.28,43.7,never smoked,0 +33622,Male,62,1,0,Yes,Private,Urban,211.49,41.1,Unknown,0 +26191,Female,78,0,0,No,Private,Urban,67.96,26.8,Unknown,0 +69312,Female,48,0,0,Yes,Self-employed,Urban,99.29,31.2,never smoked,0 +39661,Male,18,0,0,Yes,Private,Rural,140.52,27.4,never smoked,0 +20162,Female,80,0,0,Yes,Private,Rural,75.62,25.1,smokes,0 +48989,Female,34,0,0,No,Govt_job,Rural,120.06,33,never smoked,0 +30411,Female,40,0,0,No,Private,Rural,117.45,30.7,smokes,0 +47735,Female,59,0,0,Yes,Private,Rural,224.71,42.9,never smoked,0 +51162,Female,11,0,0,No,children,Rural,122.75,14.3,Unknown,0 +8598,Female,35,0,0,Yes,Govt_job,Urban,82.39,33.2,never smoked,0 +57347,Female,29,0,0,No,Govt_job,Rural,57.02,43,formerly smoked,0 +4683,Male,23,0,0,No,Private,Urban,115.98,22.3,never smoked,0 +55775,Female,59,0,0,Yes,Private,Rural,226.11,32.8,formerly smoked,0 +32645,Female,44,0,0,Yes,Private,Rural,97.59,30.5,smokes,0 +46643,Female,62,0,0,Yes,Private,Rural,82.57,36,formerly smoked,0 +782,Female,32,0,0,No,Private,Urban,79.34,26.5,formerly smoked,0 +63565,Female,2,0,0,No,children,Rural,125.68,20.1,Unknown,0 +13602,Male,73,1,0,Yes,Self-employed,Rural,102.06,N/A,Unknown,0 +28326,Female,79,0,0,Yes,Private,Urban,65.59,28.1,never smoked,0 +26389,Female,2,0,0,No,children,Urban,120.85,16.2,Unknown,0 +16906,Male,43,0,0,Yes,Govt_job,Urban,101.65,30,never smoked,0 +35140,Male,43,0,0,Yes,Govt_job,Urban,210.94,31.3,never smoked,0 +16837,Male,62,1,0,Yes,Private,Rural,77.92,26.7,never smoked,0 +2750,Male,73,1,1,Yes,Self-employed,Rural,230.68,37.7,Unknown,0 +47585,Female,31,0,0,No,Self-employed,Urban,62.68,35.8,never smoked,0 +37404,Male,42,0,0,Yes,Private,Urban,55.22,27,never smoked,0 +39518,Female,20,0,0,No,Private,Rural,78.94,20.7,never smoked,0 +70678,Female,55,0,1,No,Private,Rural,109.69,22.2,smokes,0 +542,Female,3,0,0,No,children,Urban,79.63,N/A,Unknown,0 +38649,Female,23,0,0,No,Private,Rural,79.33,41.5,never smoked,0 +53266,Female,33,0,0,Yes,Private,Urban,79.91,33.5,never smoked,0 +26031,Female,14,0,0,No,Private,Rural,84.46,21.8,Unknown,0 +1191,Female,79,0,1,Yes,Private,Urban,68.4,22.1,formerly smoked,0 +36820,Male,64,1,0,Yes,Private,Rural,78.43,30.2,smokes,0 +62783,Female,76,0,0,Yes,Private,Urban,198.02,38.7,Unknown,0 +10133,Male,46,0,0,Yes,Private,Urban,85.35,32.1,smokes,0 +19778,Male,80,0,0,No,Self-employed,Rural,204.17,41.3,formerly smoked,0 +38255,Male,21,0,0,No,Private,Urban,82.71,20.1,formerly smoked,0 +41565,Female,33,0,0,No,Private,Urban,121.19,22.1,never smoked,0 +39423,Female,32,0,0,Yes,Private,Rural,106.02,24.9,smokes,0 +68908,Female,0.72,0,0,No,children,Urban,66.36,23,Unknown,0 +22440,Female,49,0,0,Yes,Private,Urban,267.76,29.3,formerly smoked,0 +28418,Female,41,0,0,Yes,Private,Rural,107.18,22.8,never smoked,0 +22566,Male,37,0,0,Yes,Private,Rural,74.58,31.6,Unknown,0 +7055,Female,58,0,0,Yes,Private,Urban,80.92,19.4,Unknown,0 +69177,Female,79,0,0,Yes,Private,Rural,90.77,22.5,never smoked,0 +33162,Female,23,0,0,No,Private,Rural,90.84,31.6,never smoked,0 +44764,Female,78,1,0,Yes,Self-employed,Rural,59.2,29.1,Unknown,0 +32157,Male,51,0,0,Yes,Private,Rural,217.71,N/A,formerly smoked,0 +61983,Female,41,0,0,Yes,Private,Urban,133.76,43.4,smokes,0 +72268,Male,68,0,0,Yes,Self-employed,Urban,61.36,26.5,formerly smoked,0 +39467,Female,30,0,0,No,Private,Rural,118.62,29.7,Unknown,0 +20282,Male,1.88,0,0,No,children,Rural,77.91,21.8,Unknown,0 +51159,Female,32,0,0,No,Govt_job,Urban,68.98,23.4,formerly smoked,0 +7167,Female,20,0,0,No,Private,Rural,112.08,23,never smoked,0 +59147,Male,20,0,0,No,Private,Urban,96.2,21.5,never smoked,0 +18192,Male,10,0,0,No,children,Rural,93.11,14.6,Unknown,0 +14049,Male,8,0,0,No,children,Rural,115.54,28.5,Unknown,0 +35927,Male,65,0,0,Yes,Private,Urban,88.57,29,smokes,0 +28150,Female,65,1,0,Yes,Private,Urban,180.76,26.9,Unknown,0 +8727,Male,46,0,0,Yes,Self-employed,Urban,83.12,29.6,formerly smoked,0 +7516,Male,53,0,0,Yes,Self-employed,Urban,94.89,28.5,never smoked,0 +6419,Female,79,0,0,No,Private,Rural,239.52,25.5,never smoked,0 +20425,Male,43,0,0,Yes,Self-employed,Rural,99.15,30.5,formerly smoked,0 +59878,Female,56,0,0,Yes,Self-employed,Urban,124.16,23,never smoked,0 +69355,Male,3,0,0,No,children,Rural,86.38,22.8,Unknown,0 +5858,Male,32,0,0,No,Private,Rural,93.68,31.4,never smoked,0 +39823,Female,41,0,0,Yes,Govt_job,Rural,229.86,35.2,smokes,0 +37053,Male,53,0,0,Yes,Govt_job,Rural,78.73,23.3,never smoked,0 +2082,Male,35,0,0,Yes,Private,Rural,115.92,N/A,formerly smoked,0 +48073,Male,67,0,0,Yes,Govt_job,Rural,93.71,31.2,formerly smoked,0 +16449,Female,33,0,0,Yes,Govt_job,Rural,76.66,24.8,never smoked,0 +5447,Female,21,0,0,No,Private,Rural,112.38,25.8,Unknown,0 +27145,Female,26,0,0,No,Private,Rural,89.3,48.4,smokes,0 +30328,Female,69,1,0,Yes,Govt_job,Rural,103.44,43.1,formerly smoked,0 +739,Female,73,0,0,Yes,Self-employed,Rural,79.69,N/A,formerly smoked,0 +44224,Male,15,0,0,No,Private,Rural,61.61,27.8,never smoked,0 +533,Female,3,0,0,No,children,Rural,94.12,21.4,Unknown,0 +45554,Female,1.24,0,0,No,children,Urban,62.4,22.1,Unknown,0 +32884,Female,80,1,0,Yes,Private,Urban,210.96,31.8,never smoked,0 +55744,Male,2,0,0,No,children,Urban,76.25,20.1,Unknown,0 +28414,Male,50,0,0,Yes,Private,Urban,103.48,29.1,smokes,0 +25767,Female,30,0,0,No,Private,Urban,96.42,22.6,Unknown,0 +71319,Male,15,0,0,No,Private,Rural,78.59,25.1,Unknown,0 +70031,Female,71,1,0,Yes,Private,Rural,195.25,33.3,never smoked,0 +23604,Male,4,0,0,No,children,Rural,103.76,15.9,Unknown,0 +46576,Male,2,0,0,No,children,Rural,68.52,20.8,Unknown,0 +31293,Male,11,0,0,No,children,Urban,92.17,19.5,Unknown,0 +70610,Female,45,0,0,Yes,Private,Rural,81.02,39,never smoked,0 +6044,Male,22,0,0,No,Govt_job,Rural,94.33,23.1,never smoked,0 +62284,Male,63,0,0,Yes,Self-employed,Rural,78.43,18.8,never smoked,0 +5821,Female,50,0,0,Yes,Private,Rural,217.39,50.6,Unknown,0 +22295,Female,25,0,0,No,Private,Urban,82.77,36.3,Unknown,0 +27583,Male,49,0,0,Yes,Private,Rural,88.13,32.8,never smoked,0 +9696,Male,39,0,0,Yes,Private,Urban,102.77,35.8,smokes,0 +1164,Female,43,0,0,No,Private,Rural,101.75,26.7,smokes,0 +48781,Male,67,0,0,Yes,Private,Rural,113.34,26.3,formerly smoked,0 +50947,Male,48,0,0,Yes,Private,Urban,63.33,26.5,smokes,0 +47844,Female,38,0,0,Yes,Private,Urban,69.34,43.7,never smoked,0 +45209,Female,14,0,0,No,Private,Rural,118.81,24.7,Unknown,0 +49412,Male,63,0,0,Yes,Govt_job,Urban,66.13,46.2,never smoked,0 +43088,Male,37,0,0,No,Private,Urban,67.53,49.5,formerly smoked,0 +16355,Male,20,0,0,No,Private,Urban,96.58,43.3,never smoked,0 +43172,Female,60,0,0,Yes,Private,Urban,57.89,30.9,formerly smoked,0 +43155,Female,13,0,0,No,children,Rural,78.38,38.7,Unknown,0 +11882,Male,34,0,0,No,Private,Urban,94.15,28.6,never smoked,0 +45669,Male,22,0,0,No,Private,Urban,89.53,30.2,Unknown,0 +65339,Female,46,0,0,Yes,Private,Urban,127.75,30.5,never smoked,0 +60399,Male,53,0,0,Yes,Self-employed,Rural,76.79,33.9,Unknown,0 +59604,Female,28,0,0,Yes,Private,Rural,141.15,28.6,never smoked,0 +22488,Female,62,0,0,Yes,Govt_job,Urban,88.63,24.5,never smoked,0 +33187,Female,6,0,0,No,children,Urban,201.25,N/A,Unknown,0 +44192,Female,11,0,0,No,children,Urban,130.15,17.2,Unknown,0 +16114,Male,66,0,0,No,Private,Urban,108.03,27.2,never smoked,0 +35293,Female,80,0,0,Yes,Self-employed,Rural,104.07,19.3,formerly smoked,0 +728,Male,8,0,0,No,children,Urban,88.83,18.5,Unknown,0 +45788,Male,53,0,1,Yes,Private,Rural,197.79,32,Unknown,0 +52150,Male,63,1,1,Yes,Private,Urban,150.45,44.5,formerly smoked,0 +26172,Male,31,0,0,Yes,Private,Rural,100.39,37,never smoked,0 +67814,Male,43,0,0,Yes,Govt_job,Rural,79.92,30.8,formerly smoked,0 +12618,Male,79,0,1,Yes,Self-employed,Urban,96.79,24.7,Unknown,0 +28952,Male,8,0,0,No,children,Rural,86.84,18.3,Unknown,0 +39123,Male,38,0,0,Yes,Private,Rural,61.27,44,Unknown,0 +53967,Female,80,0,0,Yes,Self-employed,Rural,72.61,27.6,never smoked,0 +34772,Female,49,0,0,Yes,Private,Rural,82.41,45.4,smokes,0 +43124,Female,50,0,0,Yes,Govt_job,Urban,74.72,28.5,never smoked,0 +51916,Male,13,0,0,No,children,Rural,57.37,17.6,Unknown,0 +68003,Male,46,1,0,Yes,Private,Rural,73.72,N/A,smokes,0 +59157,Male,73,1,0,Yes,Private,Urban,88.34,27.5,never smoked,0 +54383,Male,60,0,0,Yes,Private,Rural,101.34,32.8,never smoked,0 +6928,Male,44,0,0,Yes,Private,Rural,119.01,29.5,never smoked,0 +321,Female,79,0,0,No,Self-employed,Rural,71.98,36.4,never smoked,0 +21857,Female,5,0,0,No,children,Urban,84.91,26.1,Unknown,0 +33526,Female,51,0,0,Yes,Self-employed,Rural,91.63,35.3,Unknown,0 +37327,Female,71,0,0,Yes,Private,Urban,214.77,N/A,Unknown,0 +55976,Male,5,0,0,No,children,Rural,145.71,18.1,Unknown,0 +56090,Female,65,0,0,Yes,Self-employed,Rural,167.31,27.1,never smoked,0 +38350,Female,81,0,0,Yes,Self-employed,Urban,63.65,23,Unknown,0 +6040,Female,46,0,0,No,Private,Rural,79.63,55,Unknown,0 +17639,Male,44,0,0,Yes,Govt_job,Rural,87.49,26.6,never smoked,0 +1678,Female,54,1,0,Yes,Private,Rural,98.74,N/A,never smoked,0 +27572,Female,25,0,0,No,Private,Rural,92.82,24.1,never smoked,0 +57668,Male,49,0,0,Yes,Govt_job,Urban,72.2,30.3,formerly smoked,0 +22001,Male,80,0,1,Yes,Govt_job,Rural,181.23,32.2,formerly smoked,0 +54184,Female,22,0,0,No,Private,Urban,63.37,26.5,never smoked,0 +27966,Female,61,0,0,Yes,Private,Urban,74.82,30.6,never smoked,0 +4702,Female,3,0,0,No,children,Rural,97.6,25.8,Unknown,0 +38123,Male,50,0,0,Yes,Private,Rural,93.04,41.9,smokes,0 +47345,Male,45,0,0,Yes,Private,Rural,97.12,29.2,never smoked,0 +17222,Male,55,1,0,Yes,Self-employed,Rural,82.81,44.3,never smoked,0 +45048,Female,21,0,0,No,Private,Urban,134.45,29.1,never smoked,0 +30084,Male,0.8,0,0,No,children,Rural,98.67,17.5,Unknown,0 +7195,Male,50,0,1,No,Private,Urban,85.82,31.9,never smoked,0 +16260,Male,73,0,1,Yes,Self-employed,Rural,189.45,32.2,never smoked,0 +52457,Female,58,0,1,Yes,Private,Rural,144.16,26,smokes,0 +50650,Male,30,0,0,No,Private,Rural,82.56,25.4,formerly smoked,0 +35913,Female,55,1,0,Yes,Private,Urban,206.4,54.8,never smoked,0 +52306,Male,57,0,0,Yes,Self-employed,Urban,67.97,27.9,never smoked,0 +132,Female,80,0,0,Yes,Govt_job,Urban,84.86,N/A,Unknown,0 +8951,Female,77,1,0,Yes,Self-employed,Urban,71.7,32.8,never smoked,0 +64752,Female,29,0,0,No,Private,Urban,72.02,34,formerly smoked,0 +51285,Female,46,0,0,Yes,Private,Urban,61.81,25.5,Unknown,0 +14349,Female,40,0,0,Yes,Private,Urban,103.09,35.6,Unknown,0 +40571,Male,29,0,0,No,Private,Urban,73.75,28.3,never smoked,0 +40624,Female,37,0,0,Yes,Private,Rural,156.7,36.9,never smoked,0 +13072,Female,35,0,0,Yes,Self-employed,Urban,70.87,22.1,formerly smoked,0 +66310,Male,54,0,0,Yes,Self-employed,Rural,138.47,31.5,never smoked,0 +58101,Female,56,0,1,Yes,Private,Rural,64.66,26.7,formerly smoked,0 +22969,Female,26,0,0,Yes,Private,Rural,91.88,24.9,formerly smoked,0 +28904,Female,75,0,0,Yes,Self-employed,Rural,74.79,32.4,never smoked,0 +6563,Female,44,0,0,No,Private,Rural,78.18,32.2,never smoked,0 +55315,Male,63,0,0,Yes,Private,Rural,77.82,30.3,Unknown,0 +47537,Female,17,0,0,No,Private,Rural,112.23,28.7,never smoked,0 +45945,Male,46,0,1,Yes,Private,Urban,178.76,24.1,never smoked,0 +65849,Female,47,0,0,Yes,Private,Rural,121.43,25.3,never smoked,0 +31125,Female,50,0,0,Yes,Private,Rural,94.22,24.8,never smoked,0 +5103,Female,49,0,0,Yes,Private,Rural,67.27,N/A,formerly smoked,0 +54526,Male,76,1,0,Yes,Self-employed,Rural,197.58,34.8,formerly smoked,0 +67309,Male,47,0,0,Yes,Private,Rural,86.37,39.2,smokes,0 +2275,Female,47,0,0,Yes,Private,Urban,112.09,24.7,smokes,0 +29869,Male,49,0,0,Yes,Private,Urban,199.96,28.6,never smoked,0 +15757,Male,71,0,0,Yes,Private,Urban,85.33,27.7,never smoked,0 +38523,Female,65,0,0,No,Self-employed,Rural,86.33,33.1,never smoked,0 +65388,Female,40,0,0,No,Private,Urban,80.47,27.3,smokes,0 +60816,Female,82,1,0,Yes,Private,Urban,62.46,20.3,formerly smoked,0 +67350,Female,64,0,0,Yes,Govt_job,Rural,78.85,33.9,never smoked,0 +40124,Male,72,0,0,Yes,Self-employed,Rural,72.09,N/A,smokes,0 +20370,Female,50,0,0,Yes,Self-employed,Rural,103.81,28.3,never smoked,0 +35188,Female,40,0,0,No,Private,Urban,78.04,32.4,smokes,0 +28716,Female,74,0,0,Yes,Self-employed,Rural,94.67,19.7,Unknown,0 +56166,Female,30,0,0,Yes,Govt_job,Rural,62.25,33.7,never smoked,0 +47159,Male,68,0,0,Yes,Private,Urban,155.17,35.5,never smoked,0 +26242,Male,6,0,0,No,children,Urban,83.28,20,Unknown,0 +36226,Male,4,0,0,No,children,Urban,132.41,16.3,Unknown,0 +47357,Female,60,0,0,Yes,Private,Rural,62.78,36.4,Unknown,0 +33167,Female,59,0,0,Yes,Private,Urban,89.96,28.1,Unknown,0 +21042,Female,72,0,0,Yes,Self-employed,Rural,103.25,26.9,formerly smoked,0 +71062,Female,62,0,0,Yes,Private,Rural,126.99,29.4,formerly smoked,0 +32723,Female,13,0,0,No,children,Rural,102.27,17.2,never smoked,0 +49646,Male,72,0,1,Yes,Self-employed,Rural,113.63,26.5,Unknown,0 +35737,Male,1.08,0,0,No,children,Urban,86.09,19.5,Unknown,0 +24256,Male,35,0,0,Yes,Private,Rural,108.08,30.6,formerly smoked,0 +62340,Male,54,0,0,Yes,Private,Urban,108.34,31.9,never smoked,0 +39927,Male,40,0,0,Yes,Private,Rural,56.07,26.6,never smoked,0 +30677,Female,3,0,0,No,children,Urban,82.91,19.9,Unknown,0 +50453,Male,2,0,0,No,children,Urban,94.75,18,Unknown,0 +17398,Male,41,0,0,Yes,Private,Rural,101.79,26.7,Unknown,0 +20938,Female,61,0,0,Yes,Private,Rural,88.41,25.3,formerly smoked,0 +21850,Male,58,0,0,Yes,Govt_job,Urban,101.05,31.4,Unknown,0 +14241,Male,17,0,0,No,Private,Urban,85.07,21.1,never smoked,0 +43905,Female,64,0,0,No,Govt_job,Rural,108.1,17.9,never smoked,0 +40144,Female,32,0,0,No,Self-employed,Rural,93.17,27.5,smokes,0 +7806,Female,42,0,0,Yes,Private,Urban,158.89,37.6,smokes,0 +63984,Male,39,0,0,Yes,Private,Rural,205.77,24.1,never smoked,0 +13504,Female,10,0,0,No,children,Urban,112.34,18.1,Unknown,0 +62272,Female,78,0,0,Yes,Private,Urban,119.03,31,never smoked,0 +5878,Female,68,0,0,Yes,Private,Urban,237.21,26.6,smokes,0 +62767,Female,24,0,0,Yes,Private,Urban,89.68,38.7,never smoked,0 +239,Male,59,1,1,Yes,Private,Rural,246.53,27.2,formerly smoked,0 +3184,Female,45,0,0,Yes,Private,Urban,89.05,27.8,formerly smoked,0 +51959,Male,12,0,0,No,children,Rural,81.74,28.3,Unknown,0 +2092,Female,37,0,0,Yes,Private,Rural,98.12,27.5,never smoked,0 +69239,Female,43,0,0,Yes,Self-employed,Rural,105.59,43.3,smokes,0 +68235,Male,12,0,0,No,children,Rural,86,20.1,formerly smoked,0 +3956,Male,13,0,0,No,children,Urban,65.51,25.9,Unknown,0 +42703,Male,74,0,0,Yes,Self-employed,Urban,61.78,25.8,Unknown,0 +34436,Female,2,0,0,No,children,Rural,109.56,16.4,Unknown,0 +39258,Female,59,0,0,Yes,Self-employed,Urban,65.82,29.4,never smoked,0 +40513,Female,21,0,0,No,Private,Urban,90.16,28.9,smokes,0 +48648,Female,55,0,0,Yes,Private,Urban,64.45,26.7,never smoked,0 +48836,Female,14,0,0,No,children,Urban,91.85,27.8,never smoked,0 +71444,Female,53,0,0,Yes,Private,Rural,97.89,38.7,formerly smoked,0 +33983,Male,75,0,0,Yes,Govt_job,Rural,206.33,26.8,never smoked,0 +35372,Male,37,0,0,Yes,Govt_job,Rural,74.29,36.1,never smoked,0 +31849,Female,49,0,0,Yes,Private,Rural,107.4,26.7,smokes,0 +2772,Male,55,0,0,Yes,Private,Urban,87.72,27,Unknown,0 +11148,Male,57,0,0,Yes,Private,Rural,85.99,21.2,Unknown,0 +62387,Female,45,0,0,Yes,Private,Urban,100.84,21,never smoked,0 +50775,Male,46,0,0,No,Private,Urban,124.61,37.4,Unknown,0 +3807,Female,12,0,0,No,children,Urban,86.55,26.5,Unknown,0 +51339,Male,12,0,0,No,children,Rural,90.42,28.9,Unknown,0 +69259,Female,77,0,0,Yes,Private,Rural,100.85,29.5,smokes,0 +32826,Male,6,0,0,No,children,Urban,87.74,17.7,Unknown,0 +12414,Male,76,1,0,Yes,Private,Rural,80.15,34.9,formerly smoked,0 +21381,Female,52,0,0,Yes,Private,Urban,107.29,28.1,never smoked,0 +29375,Male,62,0,0,Yes,Private,Urban,206.98,36.8,smokes,0 +62452,Male,82,1,0,Yes,Private,Rural,227.28,33.3,never smoked,0 +68650,Male,69,0,1,Yes,Private,Rural,80.43,29.2,Unknown,0 +47622,Male,78,0,1,Yes,Self-employed,Urban,228.7,34,Unknown,0 +57124,Male,37,0,0,Yes,Private,Urban,120.07,33.9,smokes,0 +19382,Female,50,0,0,Yes,Private,Rural,93.47,28.7,never smoked,0 +44179,Female,41,0,0,Yes,Private,Urban,80.77,21.1,never smoked,0 +50098,Male,54,0,0,Yes,Private,Rural,150.27,38.2,smokes,0 +24674,Male,43,0,0,Yes,Private,Urban,81.94,27.7,smokes,0 +72361,Female,37,0,0,Yes,Private,Urban,70.75,35.8,Unknown,0 +14563,Male,9,0,0,No,children,Urban,83.83,27.1,Unknown,0 +40237,Female,11,0,0,No,children,Urban,73.66,20.5,never smoked,0 +36523,Male,56,1,0,Yes,Private,Urban,102.37,35.6,never smoked,0 +65970,Female,5,0,0,No,children,Rural,77.83,15.6,Unknown,0 +1577,Female,17,0,0,No,Private,Urban,70.01,43,Unknown,0 +51109,Female,6,0,0,No,children,Rural,119.88,17.8,Unknown,0 +5984,Male,25,0,0,Yes,Private,Rural,78.29,N/A,smokes,0 +46373,Female,57,0,0,Yes,Private,Rural,169.97,25.8,never smoked,0 +13062,Male,18,0,0,No,Private,Rural,123.79,20.5,Unknown,0 +47770,Male,2,0,0,No,children,Urban,80.98,19.9,Unknown,0 +32459,Female,76,0,0,Yes,Govt_job,Rural,84.21,24.4,never smoked,0 +12687,Male,1,0,0,No,children,Urban,101.31,18.3,Unknown,0 +7725,Male,54,0,0,Yes,Private,Urban,86.26,35.1,formerly smoked,0 +67217,Female,45,0,0,Yes,Private,Urban,92.86,35.1,formerly smoked,0 +49976,Female,54,0,1,Yes,Private,Urban,140.28,37.1,formerly smoked,0 +71318,Male,67,0,0,Yes,Govt_job,Rural,244.28,29.4,formerly smoked,0 +42201,Male,53,0,0,Yes,Private,Urban,124.16,31.7,never smoked,0 +11232,Male,47,0,0,Yes,Private,Rural,93.55,31.4,never smoked,0 +14709,Male,44,0,0,Yes,Private,Urban,99.34,33.1,never smoked,0 +57137,Male,65,0,0,Yes,Private,Urban,59.87,28.5,smokes,0 +36858,Female,40,0,0,Yes,Private,Rural,72.76,24,formerly smoked,0 +50373,Female,3,0,0,No,children,Rural,68.34,18,Unknown,0 +51124,Male,81,0,0,Yes,Self-employed,Urban,61.1,27.6,smokes,0 +13191,Female,24,0,0,No,Private,Rural,120.77,16.9,never smoked,0 +47330,Male,9,0,0,No,children,Rural,60.39,16.4,Unknown,0 +42191,Female,52,0,0,Yes,Govt_job,Urban,126.34,35.1,never smoked,0 +35332,Female,63,0,0,Yes,Private,Rural,93.24,28.8,never smoked,0 +49341,Female,78,0,0,Yes,Private,Rural,154.75,17.6,never smoked,0 +64750,Female,22,0,0,No,Private,Rural,62.81,21.3,never smoked,0 +70259,Female,2,0,0,No,children,Rural,65.96,19.7,Unknown,0 +36960,Female,79,0,0,Yes,Private,Rural,79.53,37.3,never smoked,0 +12992,Female,49,0,0,Yes,Private,Rural,96.85,35.5,never smoked,0 +4692,Female,74,0,0,Yes,Govt_job,Urban,251.99,25.5,never smoked,0 +62460,Male,62,0,0,Yes,Private,Rural,115.13,30,smokes,0 +72132,Male,16,0,0,No,children,Urban,102.3,21.9,Unknown,0 +41402,Male,62,0,0,Yes,Self-employed,Urban,78.99,45.5,never smoked,0 +40253,Male,27,0,0,No,Private,Rural,191.79,N/A,smokes,0 +63577,Female,50,1,0,Yes,Self-employed,Rural,68.8,34.9,never smoked,0 +11726,Female,49,0,0,Yes,Govt_job,Rural,83.84,19.3,formerly smoked,0 +13736,Male,24,0,0,Yes,Private,Urban,94.66,32.1,formerly smoked,0 +43913,Female,21,0,0,No,Private,Rural,107.98,26.9,never smoked,0 +41870,Male,17,0,0,No,Never_worked,Rural,61.01,32.5,Unknown,0 +37907,Female,22,0,0,No,Private,Urban,135.64,19.5,never smoked,0 +15987,Male,13,0,0,No,children,Urban,92.65,31.7,never smoked,0 +57166,Female,21,0,0,No,Private,Rural,121.11,21,Unknown,0 +44950,Male,51,1,0,Yes,Private,Rural,163.56,N/A,formerly smoked,0 +47627,Male,8,0,0,No,children,Urban,107.69,20.3,Unknown,0 +42460,Male,48,0,0,Yes,Self-employed,Rural,216.88,N/A,smokes,0 +8723,Female,16,0,0,No,Private,Rural,70.15,21.5,Unknown,0 +52559,Male,18,0,0,No,Private,Urban,83.02,40.4,Unknown,0 +937,Male,7,0,0,No,children,Urban,87.94,N/A,Unknown,0 +41271,Male,68,1,0,Yes,Govt_job,Urban,222.29,30.1,never smoked,0 +66893,Male,49,1,0,Yes,Govt_job,Urban,139.43,40.2,formerly smoked,0 +21491,Female,80,0,0,Yes,Private,Urban,213.11,34.7,never smoked,0 +51806,Male,31,0,0,Yes,Private,Rural,77.23,25.9,smokes,0 +59412,Female,25,0,0,Yes,Private,Urban,58.48,23.7,never smoked,0 +742,Female,39,0,0,No,Govt_job,Rural,87.33,34.3,never smoked,0 +42902,Male,35,0,0,Yes,Private,Rural,102.34,34.3,never smoked,0 +43059,Female,71,0,0,Yes,Self-employed,Rural,151.3,26.3,never smoked,0 +61512,Female,71,0,0,Yes,Self-employed,Urban,144.23,22.1,formerly smoked,0 +10943,Female,40,0,0,Yes,Govt_job,Rural,110.6,33.3,formerly smoked,0 +11447,Female,41,0,0,Yes,Govt_job,Urban,80.28,37.3,never smoked,0 +29233,Male,2,0,0,No,children,Rural,111.02,20.5,Unknown,0 +17762,Female,3,0,0,No,children,Rural,114.88,19.1,Unknown,0 +46284,Male,53,1,0,Yes,Self-employed,Urban,227.51,34.7,formerly smoked,0 +1405,Male,1.88,0,0,No,children,Urban,111.65,16.3,Unknown,0 +38493,Male,60,1,1,Yes,Private,Urban,201.01,28,never smoked,0 +57953,Female,5,0,0,No,children,Urban,129.01,17.2,Unknown,0 +30746,Female,30,0,0,Yes,Private,Rural,124.08,41.1,Unknown,0 +16949,Female,49,1,0,Yes,Govt_job,Rural,107.91,25,Unknown,0 +45297,Male,68,1,0,Yes,Private,Rural,95.4,27.5,never smoked,0 +40251,Female,23,0,0,No,Private,Rural,65.9,21.5,never smoked,0 +27013,Male,2,0,0,No,children,Urban,78.98,15.1,Unknown,0 +7586,Male,24,0,0,No,Self-employed,Rural,111.33,29.6,formerly smoked,0 +26452,Female,41,0,0,Yes,Private,Rural,104.36,30.2,never smoked,0 +16378,Female,63,0,0,Yes,Govt_job,Urban,123.87,34.9,Unknown,0 +5137,Male,64,0,0,Yes,Self-employed,Rural,210,30.7,formerly smoked,0 +4559,Male,38,0,0,No,Private,Rural,86.86,36.5,Unknown,0 +45357,Female,1.24,0,0,No,children,Rural,113.96,21.5,Unknown,0 +45257,Female,38,0,0,Yes,Private,Rural,81.28,33.2,smokes,0 +34386,Female,43,0,0,Yes,Private,Rural,102.5,50.2,never smoked,0 +15219,Female,27,0,0,No,Private,Rural,78.05,22.3,never smoked,0 +39202,Female,61,1,1,Yes,Private,Urban,237.58,N/A,formerly smoked,0 +9076,Male,42,0,0,Yes,Self-employed,Urban,86.07,27.3,Unknown,0 +72824,Male,46,0,0,Yes,Private,Rural,59.05,28.3,formerly smoked,0 +64132,Male,67,0,1,Yes,Self-employed,Rural,95.88,31.9,Unknown,0 +52987,Female,34,0,0,Yes,Govt_job,Rural,70.18,24.9,Unknown,0 +17827,Male,51,0,0,Yes,Private,Rural,111.13,32.7,formerly smoked,0 +29378,Female,77,0,0,Yes,Private,Urban,79.3,26.4,Unknown,0 +29327,Female,30,0,0,No,Self-employed,Urban,65.84,24.8,smokes,0 +48609,Female,81,0,1,Yes,Private,Rural,123.49,30.7,smokes,0 +4833,Female,12,0,0,No,children,Rural,207.45,25.4,smokes,0 +8085,Male,18,0,0,No,Private,Rural,143.45,32,smokes,0 +41820,Female,35,0,0,Yes,Govt_job,Rural,89.11,24.4,never smoked,0 +72474,Female,82,0,0,Yes,Govt_job,Rural,58.3,20.4,never smoked,0 +32094,Male,53,1,0,Yes,Self-employed,Urban,78.68,29.5,never smoked,0 +66818,Male,75,0,0,Yes,Govt_job,Urban,98.91,24.4,never smoked,0 +49057,Female,32,0,0,No,Private,Rural,67.92,22.8,smokes,0 +18070,Female,27,0,0,No,Private,Rural,73,20,never smoked,0 +17860,Male,56,0,0,Yes,Private,Rural,97.5,36.3,formerly smoked,0 +17078,Male,71,0,0,Yes,Private,Urban,108.43,32.8,smokes,0 +23836,Male,78,0,0,Yes,Private,Urban,90.43,34.4,formerly smoked,0 +5296,Female,44,0,0,No,Private,Urban,76.3,30.5,never smoked,0 +48184,Male,62,0,0,Yes,Private,Rural,121.27,29.7,smokes,0 +9511,Male,27,0,0,No,Private,Urban,119.67,36.9,Unknown,0 +19389,Female,42,0,1,Yes,Govt_job,Urban,226.93,34.2,smokes,0 +25559,Female,66,0,1,Yes,Govt_job,Rural,76.11,37,Unknown,0 +11770,Female,25,0,0,Yes,Govt_job,Urban,93.23,N/A,smokes,0 +34496,Female,82,0,0,Yes,Private,Urban,253.16,47.5,Unknown,0 +8096,Female,49,0,0,Yes,Private,Urban,101.02,24.2,smokes,0 +49709,Female,77,1,0,Yes,Self-employed,Rural,238.53,30.6,never smoked,0 +19735,Female,59,0,0,Yes,Private,Rural,79.18,52.8,formerly smoked,0 +31415,Female,54,0,0,Yes,Private,Urban,207.79,38.6,never smoked,0 +71322,Female,38,0,0,Yes,Private,Rural,196.2,32.8,never smoked,0 +72337,Female,55,0,0,Yes,Private,Urban,231.76,42.9,never smoked,0 +25454,Female,13,0,0,No,children,Rural,93.3,25.9,Unknown,0 +15310,Female,45,0,0,Yes,Private,Urban,110.47,24.7,smokes,0 +10245,Female,54,0,0,Yes,Self-employed,Rural,77.52,35.8,never smoked,0 +29224,Male,30,0,0,Yes,Private,Urban,91.23,N/A,smokes,0 +7550,Female,51,0,0,Yes,Private,Rural,216.92,31.2,Unknown,0 +57917,Female,47,0,0,Yes,Private,Urban,157.01,26.1,smokes,0 +24219,Male,25,0,0,Yes,Private,Urban,93.51,30.8,never smoked,0 +49023,Male,61,1,0,Yes,Self-employed,Rural,102.54,40.5,never smoked,0 +51020,Female,55,0,0,Yes,Private,Rural,87.78,25.2,formerly smoked,0 +52089,Female,23,0,0,No,Private,Urban,126.67,28.7,smokes,0 +29095,Male,71,1,0,Yes,Self-employed,Rural,93.6,N/A,never smoked,0 +41424,Male,59,0,1,Yes,Self-employed,Rural,194.98,30.4,Unknown,0 +7297,Male,4,0,0,No,children,Rural,99.96,15.2,Unknown,0 +68994,Male,65,0,0,Yes,Private,Urban,58.87,36.6,never smoked,0 +25935,Female,50,0,0,No,Self-employed,Urban,77.67,34.5,Unknown,0 +29910,Male,42,0,0,Yes,Private,Urban,83.14,23.7,never smoked,0 +24567,Male,51,0,0,Yes,Self-employed,Urban,69.18,35.7,smokes,0 +54858,Male,66,0,0,Yes,Govt_job,Rural,218.54,38.9,smokes,0 +36679,Female,22,1,0,No,Private,Urban,71.22,40,never smoked,0 +59339,Male,5,0,0,No,children,Urban,82.41,18.4,Unknown,0 +18754,Male,19,0,0,No,Self-employed,Rural,82.07,29,never smoked,0 +34312,Female,47,0,0,Yes,Self-employed,Urban,73,20.6,never smoked,0 +57798,Male,12,0,0,No,children,Rural,127.25,28.2,Unknown,0 +37759,Female,53,0,0,Yes,Private,Rural,72.63,66.8,Unknown,0 +11605,Female,26,0,0,No,Private,Rural,108.2,26.2,never smoked,0 +47558,Male,62,1,1,Yes,Private,Urban,123.95,34.8,formerly smoked,0 +54264,Female,81,1,0,Yes,Private,Urban,58.71,34.5,never smoked,0 +47893,Male,63,0,0,Yes,Private,Rural,98.46,30.6,never smoked,0 +3178,Female,25,0,0,Yes,Private,Rural,68.78,55.1,formerly smoked,0 +61924,Male,8,0,0,No,children,Rural,133.63,18.8,Unknown,0 +18141,Male,76,0,1,Yes,Self-employed,Rural,101.43,29.1,Unknown,0 +58015,Female,44,0,0,No,Private,Rural,65.3,22.1,smokes,0 +354,Female,65,0,0,Yes,Private,Urban,72.49,28.9,smokes,0 +5777,Female,54,0,0,Yes,Private,Urban,65.49,34.7,Unknown,0 +43271,Female,24,0,0,No,Govt_job,Urban,63.4,20.3,smokes,0 +46210,Female,65,0,0,Yes,Self-employed,Rural,105.29,25.1,formerly smoked,0 +39714,Male,12,0,0,No,children,Urban,64.08,18.2,Unknown,0 +21785,Female,33,0,0,No,Private,Urban,78.34,25.5,never smoked,0 +36620,Female,74,0,0,Yes,Private,Rural,66.32,34.4,formerly smoked,0 +49495,Female,18,0,0,No,Private,Rural,168.15,48.5,never smoked,0 +21720,Female,77,0,0,Yes,Private,Rural,93.48,25.2,formerly smoked,0 +6304,Male,48,1,0,Yes,Self-employed,Urban,79.2,32.5,never smoked,0 +18887,Male,52,0,0,Yes,Private,Rural,107.45,42.1,formerly smoked,0 +30214,Male,23,0,0,No,Private,Rural,83.86,19.5,never smoked,0 +66419,Male,25,0,0,Yes,Private,Rural,119.96,27.7,never smoked,0 +57468,Female,44,0,0,Yes,Private,Rural,70.58,25.1,never smoked,0 +24218,Female,78,0,0,No,Private,Rural,87.7,29.6,never smoked,0 +69792,Female,37,0,0,Yes,Govt_job,Urban,65.29,32.9,never smoked,0 +6372,Female,32,0,0,Yes,Private,Urban,97.14,55.9,never smoked,0 +34664,Male,67,0,0,Yes,Private,Urban,110.68,25.1,formerly smoked,0 +40931,Female,41,0,0,Yes,Govt_job,Urban,91.93,24.7,smokes,0 +28559,Male,2,0,0,No,children,Urban,88.54,17.5,Unknown,0 +15166,Female,75,1,0,Yes,Private,Urban,183,20.8,Unknown,0 +49815,Female,17,0,0,No,Govt_job,Rural,115.93,23.3,never smoked,0 +1625,Female,13,0,0,No,children,Urban,99.13,22.8,Unknown,0 +56309,Female,25,0,0,Yes,Private,Rural,69.24,26.6,never smoked,0 +30116,Female,57,0,0,Yes,Private,Rural,102.28,25.5,never smoked,0 +52034,Male,31,0,0,Yes,Private,Urban,71.31,25.8,never smoked,0 +35584,Male,61,0,0,Yes,Private,Rural,89.75,25.4,never smoked,0 +2898,Male,46,0,0,Yes,Private,Urban,87.66,57.3,never smoked,0 +16593,Male,47,0,0,No,Private,Rural,237.17,N/A,Unknown,0 +17175,Female,15,0,0,No,children,Urban,81.11,20.2,Unknown,0 +63663,Male,47,0,0,Yes,Private,Urban,178.33,27.7,never smoked,0 +10603,Female,68,0,0,Yes,Private,Rural,81.38,23.1,Unknown,0 +40544,Male,0.4,0,0,No,children,Urban,109.56,14.3,Unknown,0 +49152,Female,40,0,0,No,Private,Rural,70.45,23.3,smokes,0 +1231,Female,62,0,0,Yes,Govt_job,Rural,73.44,23.4,Unknown,0 +43672,Female,45,0,0,Yes,Private,Urban,146.44,22.8,formerly smoked,0 +25107,Female,47,0,0,Yes,Private,Urban,65.04,30.9,never smoked,0 +39286,Female,35,0,0,Yes,Self-employed,Rural,151.25,28.4,Unknown,0 +32766,Male,51,0,0,No,Private,Rural,106.41,41.9,smokes,0 +15988,Male,60,1,0,Yes,Private,Urban,197.09,34.3,Unknown,0 +9011,Male,59,0,0,Yes,Private,Urban,93.58,25.1,smokes,0 +38043,Female,1.24,0,0,No,children,Rural,122.04,10.3,Unknown,0 +71721,Female,18,0,0,No,Private,Rural,80.06,31.8,Unknown,0 +14832,Female,81,0,1,Yes,Private,Urban,84.93,31.8,Unknown,0 +38094,Male,15,0,0,No,Self-employed,Urban,68.4,23,never smoked,0 +49789,Female,73,0,0,No,Govt_job,Urban,62.99,25.4,formerly smoked,0 +47350,Female,0.08,0,0,No,children,Urban,139.67,14.1,Unknown,0 +33525,Male,53,0,0,Yes,Govt_job,Urban,113.4,35.1,smokes,0 +12318,Male,45,0,0,Yes,Self-employed,Urban,101.92,26.9,Unknown,0 +54553,Male,70,1,0,Yes,Private,Urban,65.98,33,formerly smoked,0 +45976,Male,56,0,0,Yes,Private,Urban,84.3,22.1,Unknown,0 +43675,Female,7,0,0,No,children,Urban,61.42,20.8,Unknown,0 +12915,Female,66,0,0,Yes,Govt_job,Rural,85.52,30,never smoked,0 +4542,Female,53,0,0,Yes,Govt_job,Urban,83.79,44,Unknown,0 +65801,Female,20,0,0,No,Private,Urban,73.83,16.6,Unknown,0 +59953,Female,15,0,0,No,Private,Rural,69.38,28.4,never smoked,0 +60973,Male,51,0,0,Yes,Private,Urban,66.11,26.3,never smoked,0 +68739,Male,34,0,0,Yes,Private,Urban,149.62,39.4,formerly smoked,0 +35829,Female,33,0,0,Yes,Private,Urban,242.84,15.7,smokes,0 +53909,Female,53,1,0,Yes,Private,Urban,202.66,34.1,smokes,0 +5799,Male,69,0,1,Yes,Private,Rural,216.9,29.8,formerly smoked,0 +43772,Female,28,0,0,No,Private,Urban,103.78,23.6,Unknown,0 +3154,Female,81,0,0,Yes,Self-employed,Rural,114.88,18.3,formerly smoked,0 +45754,Female,20,0,0,No,Private,Urban,75.94,28.3,never smoked,0 +57485,Female,1.48,0,0,No,children,Rural,55.51,18.5,Unknown,0 +6128,Male,2,0,0,No,children,Rural,93.74,18.4,Unknown,0 +22623,Male,77,0,0,Yes,Private,Urban,71.44,24.1,smokes,0 +37082,Female,38,0,0,Yes,Govt_job,Urban,58.29,25.5,formerly smoked,0 +64541,Male,23,0,0,Yes,Private,Urban,115.83,25.3,never smoked,0 +47037,Female,67,0,0,Yes,Private,Urban,102.71,39.9,formerly smoked,0 +48614,Male,59,0,0,Yes,Govt_job,Urban,99.69,28.8,smokes,0 +15969,Female,41,0,0,Yes,Self-employed,Rural,102.89,37.2,formerly smoked,0 +17752,Male,76,0,1,Yes,Private,Urban,79.05,N/A,Unknown,0 +50889,Female,21,0,0,No,Govt_job,Rural,56.63,49.8,never smoked,0 +56459,Male,41,0,0,Yes,Private,Rural,87.34,34.3,formerly smoked,0 +34163,Male,54,0,0,Yes,Private,Rural,109.51,29,never smoked,0 +4538,Female,29,0,0,No,Private,Urban,81.43,N/A,formerly smoked,0 +14222,Female,25,0,0,No,Private,Urban,78.59,37.2,never smoked,0 +31461,Female,48,0,1,Yes,Self-employed,Urban,101.22,N/A,formerly smoked,0 +34001,Female,6,0,0,No,children,Urban,78.26,19.4,Unknown,0 +48964,Male,21,0,0,No,Private,Rural,105.47,26.2,never smoked,0 +40393,Female,32,0,0,No,Private,Urban,68.19,21.1,never smoked,0 +16488,Female,57,1,0,Yes,Private,Urban,210,N/A,never smoked,0 +47947,Female,64,0,0,Yes,Self-employed,Rural,114.47,31.6,smokes,0 +51149,Male,70,0,0,Yes,Private,Urban,66.85,29.3,Unknown,0 +17079,Male,44,0,0,Yes,Private,Rural,94.71,28.4,smokes,0 +44781,Female,60,0,1,Yes,Private,Urban,208.05,35.3,smokes,0 +29385,Female,56,0,0,Yes,Private,Rural,222.6,40.1,smokes,0 +53610,Male,53,0,0,Yes,Private,Urban,80.81,39,formerly smoked,0 +48210,Male,59,0,0,Yes,Private,Rural,64.51,31.5,never smoked,0 +48072,Female,53,1,0,Yes,Private,Urban,151.56,28.5,Unknown,0 +32776,Male,63,0,0,Yes,Private,Urban,199.14,28.5,never smoked,0 +8960,Female,42,0,0,No,Self-employed,Rural,73.41,56,smokes,0 +63491,Female,63,0,0,Yes,Private,Urban,109.65,28.6,formerly smoked,0 +51883,Female,52,0,0,Yes,Govt_job,Rural,69.11,35.2,never smoked,0 +20460,Female,62,0,0,Yes,Private,Urban,114.41,32.5,never smoked,0 +47181,Female,68,0,0,Yes,Private,Urban,103.46,35.9,never smoked,0 +35432,Female,36,0,0,Yes,Private,Rural,95.36,25.1,never smoked,0 +44010,Female,3,0,0,No,children,Urban,57.33,16.8,Unknown,0 +50841,Female,40,0,0,Yes,Private,Rural,191.48,27.9,smokes,0 +71044,Female,8,0,0,No,children,Rural,71.63,16.3,Unknown,0 +1842,Male,58,0,0,Yes,Private,Urban,94,N/A,Unknown,0 +34720,Male,45,0,1,Yes,Private,Rural,93.77,N/A,Unknown,0 +9489,Female,65,0,0,Yes,Private,Urban,84.75,21.4,Unknown,0 +28725,Female,28,0,0,No,Private,Rural,89.24,32.7,formerly smoked,0 +30290,Female,40,0,0,Yes,Private,Urban,70.13,23.6,never smoked,0 +13723,Female,65,0,0,Yes,Private,Urban,82.26,19.8,formerly smoked,0 +26328,Male,58,1,0,Yes,Private,Urban,200.16,33.1,never smoked,0 +60104,Male,44,0,0,Yes,Private,Urban,80.73,28.1,smokes,0 +48722,Female,54,0,0,Yes,Private,Urban,75.09,38.9,formerly smoked,0 +14481,Female,79,0,0,Yes,Self-employed,Urban,80.57,23.8,never smoked,0 +67963,Female,62,1,0,No,Private,Rural,77.04,33.8,formerly smoked,0 +70752,Male,37,0,0,Yes,Private,Urban,145.26,26.7,Unknown,0 +52419,Male,66,0,0,Yes,Private,Urban,190.4,N/A,formerly smoked,0 +14711,Male,63,0,0,Yes,Self-employed,Urban,82.08,32.2,formerly smoked,0 +26366,Female,27,0,0,No,Private,Rural,103.35,28.1,formerly smoked,0 +12436,Male,6,0,0,No,children,Urban,97.46,21.3,Unknown,0 +36722,Female,30,0,0,Yes,Private,Urban,123.65,44,smokes,0 +37698,Female,15,0,0,No,children,Urban,87.96,21.5,formerly smoked,0 +55235,Female,50,0,0,Yes,Self-employed,Urban,85.92,37.3,smokes,0 +20468,Female,32,0,0,Yes,Private,Urban,80.8,44.8,never smoked,0 +14677,Female,33,0,0,Yes,Self-employed,Rural,99.3,21.4,never smoked,0 +44171,Male,62,0,0,Yes,Private,Rural,62.56,32.3,never smoked,0 +70344,Male,82,0,0,Yes,Private,Urban,144.2,35.4,smokes,0 +8470,Female,71,0,0,Yes,Private,Urban,71.38,19.7,never smoked,0 +42743,Female,20,0,0,No,Private,Urban,95.5,31.3,Unknown,0 +13949,Female,44,0,0,Yes,Govt_job,Urban,67.06,35.5,never smoked,0 +61096,Male,57,0,0,Yes,Private,Rural,70.16,25.8,formerly smoked,0 +19239,Female,50,0,0,Yes,Govt_job,Urban,104.24,32.8,Unknown,0 +70447,Male,50,0,0,Yes,Private,Rural,122.48,35.9,smokes,0 +6879,Female,44,0,0,No,Govt_job,Urban,215.9,41.8,smokes,0 +37451,Female,47,0,0,Yes,Govt_job,Rural,108.56,27.3,formerly smoked,0 +5686,Male,35,0,0,Yes,Private,Urban,69.88,27.7,Unknown,0 +4789,Male,8,0,0,No,children,Rural,91.54,13.4,Unknown,0 +897,Male,3,0,0,No,children,Rural,65.85,17,Unknown,0 +69553,Female,29,0,0,Yes,Private,Rural,60.74,20,never smoked,0 +58438,Male,36,0,0,No,Private,Rural,233.52,40.9,never smoked,0 +29104,Female,19,0,0,No,Private,Urban,110.7,38.5,never smoked,0 +26862,Female,41,0,0,Yes,Govt_job,Rural,78.93,30.9,formerly smoked,0 +38036,Female,23,0,0,No,Private,Urban,124.5,33.4,Unknown,0 +36666,Male,14,0,0,No,children,Urban,57.95,17.1,Unknown,0 +16316,Male,35,0,0,Yes,Private,Rural,92.82,28.6,Unknown,0 +61365,Male,45,0,0,Yes,Private,Rural,58.25,24,smokes,0 +12512,Female,52,1,0,Yes,Private,Rural,213.54,32,never smoked,0 +31835,Male,19,0,0,No,Private,Urban,74.86,28.4,never smoked,0 +4099,Female,21,0,0,No,Private,Urban,78.35,20.3,Unknown,0 +26893,Male,8,0,0,No,children,Urban,101.26,33.8,Unknown,0 +35143,Female,35,0,0,Yes,Private,Urban,86.87,43.2,Unknown,0 +1486,Female,33,0,0,Yes,Private,Rural,124.01,22.7,Unknown,0 +5043,Female,53,0,0,Yes,Private,Urban,83.41,29.9,never smoked,0 +2513,Male,59,0,1,Yes,Govt_job,Urban,188.69,N/A,formerly smoked,0 +5451,Male,34,0,0,Yes,Private,Rural,86.51,N/A,formerly smoked,0 +3640,Female,31,0,0,No,Self-employed,Rural,70.65,29.9,Unknown,0 +17835,Female,43,0,0,No,Self-employed,Rural,92.4,22.7,Unknown,0 +26826,Female,61,0,0,Yes,Self-employed,Urban,73.36,16.1,never smoked,0 +45713,Female,57,0,0,Yes,Govt_job,Urban,219.5,33.8,formerly smoked,0 +37660,Male,11,0,0,No,children,Rural,105.73,22.6,never smoked,0 +24782,Male,36,0,0,Yes,Private,Rural,83.79,25.5,smokes,0 +63416,Female,16,0,0,No,Private,Urban,58.02,22.5,Unknown,0 +16953,Female,60,0,0,Yes,Govt_job,Rural,61.94,27.9,formerly smoked,0 +42082,Male,13,0,0,No,children,Rural,99.71,23.5,Unknown,0 +51660,Female,69,0,0,Yes,Self-employed,Rural,63.19,32.2,never smoked,0 +27135,Male,69,1,0,Yes,Private,Rural,107.11,N/A,smokes,0 +54058,Female,22,0,0,No,Private,Urban,56.84,29.9,smokes,0 +24272,Male,63,0,0,Yes,Govt_job,Rural,217.66,28.7,formerly smoked,0 +16028,Female,45,0,0,Yes,Private,Rural,77.19,37.2,smokes,0 +49645,Male,58,0,0,No,Private,Rural,76.22,22.2,formerly smoked,0 +54347,Male,61,0,0,Yes,Self-employed,Rural,155.32,26.6,formerly smoked,0 +4861,Female,30,0,0,Yes,Private,Urban,70.67,24.6,smokes,0 +54353,Female,78,1,1,Yes,Private,Urban,227.16,41.7,never smoked,0 +71016,Female,68,0,0,Yes,Private,Rural,58.69,26.2,formerly smoked,0 +33768,Female,16,0,0,No,Self-employed,Urban,88.85,27.1,Unknown,0 +62681,Female,38,1,0,Yes,Private,Urban,137.94,41.8,never smoked,0 +41007,Female,39,0,0,Yes,Private,Urban,60.6,34.2,never smoked,0 +35450,Female,51,0,0,Yes,Private,Rural,93.67,19.2,never smoked,0 +62793,Male,37,0,0,Yes,Private,Urban,79.56,25.2,never smoked,0 +66592,Male,16,0,0,No,Private,Rural,122.46,18.7,never smoked,0 +33462,Male,39,0,0,Yes,Private,Urban,92.32,43,never smoked,0 +29804,Male,24,1,0,Yes,Private,Rural,80.63,28.2,smokes,0 +33906,Male,51,0,0,Yes,Govt_job,Urban,92.32,34.7,smokes,0 +43510,Female,50,1,0,Yes,Govt_job,Urban,59.89,25.5,never smoked,0 +21202,Female,27,0,0,Yes,Private,Urban,80.57,39.8,smokes,0 +7222,Female,73,0,0,Yes,Self-employed,Urban,88.52,20.8,formerly smoked,0 +13561,Female,65,0,0,Yes,Private,Urban,88.82,28.2,formerly smoked,0 +29179,Female,76,1,1,Yes,Private,Rural,102.08,31,smokes,0 +5511,Male,66,0,0,Yes,Self-employed,Urban,71.38,N/A,formerly smoked,0 +20825,Female,53,0,0,Yes,Govt_job,Rural,84.9,21.6,never smoked,0 +67144,Female,65,0,0,Yes,Self-employed,Urban,82.21,26.2,Unknown,0 +15515,Female,48,0,0,Yes,Self-employed,Rural,209.9,N/A,smokes,0 +3753,Male,31,0,0,Yes,Private,Urban,74.05,26,Unknown,0 +27279,Male,1.72,0,0,No,children,Urban,90.46,22.5,Unknown,0 +48759,Female,45,0,0,Yes,Private,Rural,176.48,24,formerly smoked,0 +69524,Male,56,0,0,Yes,Self-employed,Urban,94.07,31.5,never smoked,0 +28443,Male,62,0,0,Yes,Self-employed,Urban,85.12,36.3,formerly smoked,0 +38578,Female,35,0,0,No,Private,Urban,71.81,25.4,Unknown,0 +66502,Male,16,0,0,No,Private,Rural,111.93,32.2,never smoked,0 +50978,Female,31,0,0,Yes,Govt_job,Urban,94.4,39.8,Unknown,0 +9034,Male,5,0,0,No,children,Urban,70,18.6,Unknown,0 +16582,Male,26,0,0,Yes,Private,Rural,95.57,30.7,smokes,0 +28500,Male,10,0,0,No,children,Urban,91.98,16.4,Unknown,0 +70241,Female,22,0,0,No,Private,Urban,66.29,20.5,smokes,0 +32452,Female,82,0,1,Yes,Self-employed,Rural,211.88,28.7,never smoked,0 +45573,Female,50,0,0,Yes,Private,Rural,76.55,29,smokes,0 +64412,Female,47,0,0,Yes,Private,Urban,56.67,24.4,never smoked,0 +66647,Male,31,0,0,Yes,Private,Rural,100.52,29.9,Unknown,0 +39450,Male,22,0,0,No,Private,Rural,58.96,25.3,Unknown,0 +57109,Female,12,0,0,No,children,Rural,81.66,23.5,formerly smoked,0 +3591,Female,63,1,0,Yes,Private,Rural,96.77,20.5,never smoked,0 +25138,Female,78,1,0,Yes,Private,Rural,91.63,33.5,smokes,0 +17277,Male,4,0,0,No,children,Urban,97.51,22,Unknown,0 +35333,Male,76,1,0,Yes,Private,Rural,225.6,29,never smoked,0 +18861,Male,32,0,0,No,Private,Rural,95.58,N/A,smokes,0 +15120,Female,81,1,0,Yes,Self-employed,Rural,210.23,30.7,never smoked,0 +29221,Female,39,0,0,Yes,Private,Urban,92.82,37.4,never smoked,0 +11412,Female,59,0,0,Yes,Private,Rural,234.82,51.8,never smoked,0 +38858,Male,2,0,0,No,children,Rural,65.67,16.6,Unknown,0 +6802,Female,37,0,0,Yes,Private,Urban,74.51,29.5,Unknown,0 +8644,Female,78,0,1,Yes,Private,Rural,81.99,27.3,formerly smoked,0 +54579,Female,75,0,0,Yes,Self-employed,Urban,87.69,27.5,formerly smoked,0 +41935,Male,34,0,0,No,Private,Rural,125.29,33.9,never smoked,0 +17926,Female,48,0,0,Yes,Govt_job,Rural,111.64,27.9,Unknown,0 +13862,Female,13,0,0,No,Never_worked,Urban,70.93,22.9,never smoked,0 +64523,Male,54,1,0,Yes,Private,Urban,89.93,32.1,never smoked,0 +66065,Male,13,0,0,No,children,Rural,137.45,18.2,Unknown,0 +71869,Female,24,0,0,No,Private,Rural,72.06,30.2,formerly smoked,0 +11024,Female,76,0,0,Yes,Private,Rural,97.9,31.3,formerly smoked,0 +46035,Male,1,0,0,No,children,Urban,84.85,20.3,Unknown,0 +24630,Male,57,0,0,Yes,Private,Rural,230.59,23.2,formerly smoked,0 +11238,Male,46,0,0,Yes,Private,Rural,92.81,30.8,Unknown,0 +54946,Female,26,0,0,No,Private,Urban,168.15,22.9,never smoked,0 +24229,Female,56,0,0,Yes,Self-employed,Urban,224.63,42.8,never smoked,0 +29934,Male,34,0,0,Yes,Private,Urban,108.12,22.2,Unknown,0 +28998,Male,25,0,0,No,Private,Rural,85.17,28.7,smokes,0 +19805,Male,60,0,0,No,Private,Urban,84.14,32.3,never smoked,0 +63668,Male,22,0,0,No,Private,Rural,85.57,24.2,formerly smoked,0 +24876,Male,35,0,0,Yes,Private,Urban,82.81,23.9,never smoked,0 +34719,Male,48,1,0,No,Private,Urban,110.53,34.2,never smoked,0 +48769,Female,38,0,0,Yes,Private,Rural,61.88,29,Unknown,0 +22536,Female,12,0,0,No,children,Urban,85.04,29.9,never smoked,0 +8760,Female,22,0,0,No,Private,Urban,140.4,23,smokes,0 +53126,Female,0.64,0,0,No,children,Urban,62.27,17.3,Unknown,0 +18179,Male,13,0,0,No,Private,Rural,99.44,21,never smoked,0 +38242,Female,78,0,1,Yes,Self-employed,Rural,88.9,34.3,Unknown,0 +68708,Female,23,0,0,No,Private,Urban,64.1,19.8,Unknown,0 +12366,Female,35,0,0,No,Private,Urban,97.58,24.3,Unknown,0 +42465,Female,78,1,0,Yes,Private,Rural,58.66,16.4,never smoked,0 +24638,Male,50,0,0,Yes,Govt_job,Urban,88.24,32.6,Unknown,0 +58587,Male,61,0,0,Yes,Private,Urban,61.32,23.7,smokes,0 +9170,Male,60,0,0,Yes,Self-employed,Urban,185.71,N/A,Unknown,0 +36545,Male,43,0,0,Yes,Private,Rural,62.99,27,formerly smoked,0 +19467,Male,60,1,0,Yes,Private,Urban,86.04,25.6,smokes,0 +16868,Female,51,0,0,Yes,Private,Rural,83.3,34,formerly smoked,0 +47608,Female,21,0,0,No,Private,Urban,208.17,24.9,never smoked,0 +38440,Male,16,0,0,No,Private,Rural,133.2,26.3,Unknown,0 +23543,Female,25,0,0,No,Private,Rural,81.54,43.1,Unknown,0 +65396,Female,36,0,0,Yes,Private,Rural,146.61,39.6,never smoked,0 +34621,Female,8,0,0,No,children,Urban,79.33,15.2,Unknown,0 +23561,Female,48,0,0,Yes,Private,Rural,84.56,41.8,never smoked,0 +16091,Male,14,0,0,No,Private,Rural,103.44,20.1,never smoked,0 +63597,Female,60,0,0,Yes,Private,Urban,185.31,39.3,never smoked,0 +57533,Male,61,1,0,Yes,Private,Urban,102.53,28.3,formerly smoked,0 +59370,Female,60,0,0,Yes,Private,Urban,65.78,27.5,Unknown,0 +57285,Male,56,0,0,No,Private,Rural,62.6,33.9,never smoked,0 +17515,Female,9,0,0,No,children,Rural,81.18,20,Unknown,0 +23988,Female,45,0,0,Yes,Private,Rural,76.68,34.8,smokes,0 +34958,Male,14,0,0,No,children,Urban,92.86,20.7,formerly smoked,0 +30620,Male,37,0,0,No,Private,Urban,90.95,24.6,smokes,0 +31811,Female,52,0,1,Yes,Private,Urban,85.66,39.4,never smoked,0 +1818,Female,30,0,0,No,Govt_job,Urban,88.2,N/A,smokes,0 +5478,Female,60,0,0,Yes,Self-employed,Urban,203.04,N/A,smokes,0 +26830,Female,47,0,0,Yes,Self-employed,Rural,68.37,29.4,smokes,0 +25883,Female,82,1,0,Yes,Self-employed,Urban,77.32,24.8,Unknown,0 +43657,Male,64,0,0,Yes,Govt_job,Rural,187.87,32.3,never smoked,0 +71917,Male,12,0,0,No,children,Rural,213.87,25.3,never smoked,0 +61299,Female,79,1,0,Yes,Private,Rural,119.62,39,Unknown,0 +24603,Male,77,0,0,Yes,Private,Urban,222.85,29.4,formerly smoked,0 +70654,Female,25,0,0,No,Private,Rural,100.82,31.9,Unknown,0 +49485,Female,26,0,0,No,Private,Rural,136.1,26.4,Unknown,0 +61641,Male,14,0,0,No,children,Rural,149.42,20.6,Unknown,0 +12600,Female,42,0,0,Yes,Self-employed,Rural,79.99,26.3,never smoked,0 +11566,Male,37,0,0,Yes,Private,Rural,118.21,23.6,Unknown,0 +72108,Male,8,0,0,No,children,Rural,56.3,18,Unknown,0 +35117,Female,78,0,0,Yes,Self-employed,Rural,84.49,26.4,never smoked,0 +22967,Male,18,0,0,No,Private,Rural,89.61,22,never smoked,0 +28913,Male,78,0,0,Yes,Private,Rural,100.09,30.5,Unknown,0 +70857,Female,55,0,0,Yes,Govt_job,Urban,198.36,29.1,smokes,0 +42229,Female,68,0,0,Yes,Self-employed,Rural,93.61,24.9,never smoked,0 +23459,Female,47,0,0,Yes,Private,Rural,75.43,36.4,smokes,0 +2209,Female,47,0,0,Yes,Govt_job,Urban,100.31,31.2,smokes,0 +38673,Female,51,0,0,Yes,Private,Rural,105.63,32.8,never smoked,0 +42184,Male,43,0,0,Yes,Self-employed,Rural,82.84,31.6,never smoked,0 +59250,Female,78,0,0,Yes,Govt_job,Urban,58.88,35.8,Unknown,0 +29525,Male,63,0,0,Yes,Private,Urban,92.27,35.2,formerly smoked,0 +42713,Female,45,0,0,Yes,Private,Urban,115.23,28,never smoked,0 +16066,Female,53,1,1,Yes,Private,Urban,196.25,24.9,smokes,0 +33692,Female,12,0,0,No,children,Rural,85.97,35.7,Unknown,0 +29232,Female,56,0,0,Yes,Private,Urban,114.33,30.7,smokes,0 +70122,Female,29,0,0,Yes,Private,Rural,72.52,33.9,never smoked,0 +25305,Male,10,0,0,No,children,Rural,99.87,N/A,formerly smoked,0 +66110,Female,55,0,0,Yes,Private,Rural,63.47,27.8,Unknown,0 +69461,Female,49,0,0,Yes,Govt_job,Urban,90.58,23.2,Unknown,0 +7885,Female,23,0,0,No,Private,Rural,92.26,17.1,Unknown,0 +60050,Female,53,0,0,Yes,Self-employed,Urban,113.74,31.6,smokes,0 +21608,Male,56,1,0,Yes,Govt_job,Urban,72.79,23.8,smokes,0 +32150,Female,56,0,0,Yes,Self-employed,Rural,94.71,29.6,smokes,0 +48069,Female,61,0,0,Yes,Private,Rural,194.53,45,never smoked,0 +24066,Female,45,0,0,Yes,Private,Urban,72.65,25.6,Unknown,0 +39242,Male,80,1,1,Yes,Private,Urban,86.68,27.7,formerly smoked,0 +57618,Female,47,0,0,Yes,Self-employed,Rural,140.39,25.5,never smoked,0 +14599,Female,3,0,0,No,children,Rural,77.87,18.3,Unknown,0 +27479,Male,63,0,0,Yes,Self-employed,Rural,104.7,21,formerly smoked,0 +10238,Female,68,1,0,Yes,Private,Urban,95.82,28.6,never smoked,0 +49014,Female,76,0,0,Yes,Govt_job,Urban,204.05,23.5,never smoked,0 +67063,Male,62,0,0,Yes,Self-employed,Urban,130.56,36.1,Unknown,0 +38488,Female,30,0,0,Yes,Private,Urban,67.78,29.2,smokes,0 +33298,Female,44,0,0,Yes,Private,Urban,105.29,27.6,formerly smoked,0 +48739,Male,47,0,0,Yes,Self-employed,Urban,135.19,36,smokes,0 +52428,Male,25,0,0,No,Private,Urban,116.12,20.4,smokes,0 +61171,Female,31,0,0,No,Private,Rural,59.63,19.9,never smoked,0 +40878,Male,71,0,0,Yes,Self-employed,Rural,56.43,29.2,formerly smoked,0 +61247,Female,32,0,0,No,Private,Rural,199.18,27.9,never smoked,0 +27799,Male,72,0,0,Yes,Private,Rural,209.26,38.1,formerly smoked,0 +2824,Female,44,0,0,Yes,Govt_job,Urban,91.21,24.1,never smoked,0 +12376,Male,63,0,0,Yes,Govt_job,Urban,95.16,37.8,formerly smoked,0 +72435,Female,37,0,0,Yes,Private,Urban,217.11,29.1,never smoked,0 +46864,Male,54,0,1,Yes,Govt_job,Urban,222.46,35.7,never smoked,0 +2019,Male,20,0,0,No,Private,Rural,70.96,N/A,Unknown,0 +26154,Male,56,0,0,Yes,Private,Rural,82.44,34.5,never smoked,0 +47972,Female,25,0,0,No,Govt_job,Rural,74.11,34.1,smokes,0 +47751,Female,19,0,0,No,Private,Urban,131.23,21.1,Unknown,0 +25405,Male,62,0,0,Yes,Govt_job,Urban,187.52,57.7,never smoked,0 +34525,Female,27,0,0,No,Private,Rural,83.26,22.2,never smoked,0 +13755,Male,5,0,0,No,children,Rural,99.07,20.5,Unknown,0 +56019,Female,20,0,0,No,Private,Urban,76.63,26.2,never smoked,0 +67942,Male,21,0,0,No,Private,Rural,65.09,23.5,never smoked,0 +43806,Male,44,0,0,Yes,Private,Urban,142.31,29.1,smokes,0 +39849,Male,39,1,0,No,Private,Urban,80.99,39.8,Unknown,0 +7344,Male,38,0,0,Yes,Govt_job,Rural,237.74,21.2,never smoked,0 +1741,Male,77,0,0,Yes,Private,Urban,74.26,N/A,formerly smoked,0 +52220,Female,26,0,0,No,Private,Rural,154.08,20.2,formerly smoked,0 +20129,Male,51,0,0,Yes,Private,Rural,78.29,30.8,never smoked,0 +61178,Male,39,0,0,Yes,Private,Urban,164.67,33.8,Unknown,0 +48226,Female,5,0,0,No,children,Rural,59.61,17.1,Unknown,0 +1151,Female,59,0,0,Yes,Self-employed,Urban,67.75,21.3,formerly smoked,0 +6672,Male,67,0,0,Yes,Private,Urban,92.73,N/A,never smoked,0 +10333,Female,45,0,0,Yes,Private,Urban,90.35,22.3,never smoked,0 +11134,Male,43,0,0,Yes,Private,Rural,77.86,28.9,never smoked,0 +25199,Female,80,0,0,Yes,Private,Rural,71.88,26.7,never smoked,0 +66490,Male,42,1,0,Yes,Govt_job,Urban,118.82,41,smokes,0 +10390,Female,8,0,0,No,children,Urban,67.33,16.7,Unknown,0 +33144,Female,68,0,0,No,Govt_job,Urban,121.66,29.1,smokes,0 +72497,Female,5,0,0,No,children,Rural,111.92,23.6,Unknown,0 +16783,Male,57,0,1,Yes,Self-employed,Urban,92.82,27.8,formerly smoked,0 +727,Male,44,0,0,Yes,Private,Rural,95.46,31.4,smokes,0 +51935,Male,16,0,0,No,Never_worked,Urban,59.99,28.2,never smoked,0 +44177,Female,60,0,0,Yes,Self-employed,Rural,68.96,30.8,Unknown,0 +2421,Female,58,0,0,Yes,Private,Urban,90.26,36.1,never smoked,0 +48693,Female,43,0,0,Yes,Private,Rural,91.9,32.7,formerly smoked,0 +5723,Female,50,0,0,Yes,Private,Urban,91.08,26.4,never smoked,0 +29470,Female,1.48,0,0,No,children,Rural,118.55,20.7,Unknown,0 +71590,Female,5,0,0,No,children,Rural,102.04,18.5,Unknown,0 +16600,Male,9,0,0,No,children,Rural,65.52,33.5,Unknown,0 +28309,Female,67,0,0,Yes,Private,Urban,82.09,14.1,never smoked,0 +41911,Female,21,0,0,Yes,Private,Rural,149.9,23.4,Unknown,0 +3390,Female,36,0,0,Yes,Private,Rural,100.33,23.2,never smoked,0 +31806,Female,70,0,0,Yes,Private,Urban,91.25,36,Unknown,0 +68750,Male,57,0,0,Yes,Private,Rural,89.81,35.6,never smoked,0 +32840,Female,52,0,0,Yes,Private,Urban,97.32,21.8,smokes,0 +49797,Female,28,0,0,No,Private,Rural,75.53,34.9,never smoked,0 +72096,Female,41,0,0,Yes,Private,Rural,121.44,20.4,never smoked,0 +13503,Male,81,0,0,Yes,Self-employed,Urban,83.52,25,never smoked,0 +41536,Female,33,0,0,Yes,Govt_job,Rural,57.92,22.3,Unknown,0 +17441,Female,31,0,0,No,Self-employed,Rural,75.27,27.3,never smoked,0 +62238,Female,42,0,0,No,Private,Urban,80.24,28.9,never smoked,0 +737,Male,10,0,0,No,children,Urban,88.69,30.4,Unknown,0 +4627,Male,34,0,0,No,Private,Urban,69.09,36.9,formerly smoked,0 +47208,Female,70,0,0,Yes,Self-employed,Rural,62.67,27.7,never smoked,0 +6844,Male,33,0,0,Yes,Private,Urban,98.74,44.4,never smoked,0 +60001,Female,58,0,0,Yes,Private,Rural,56.51,28.2,smokes,0 +44503,Female,25,0,0,No,Private,Rural,65.95,35,never smoked,0 +44938,Female,1.4,0,0,No,children,Urban,129.07,20.6,Unknown,0 +40371,Female,47,0,0,Yes,Private,Urban,62.47,26.5,never smoked,0 +39011,Female,14,0,0,No,children,Urban,69.82,25.1,never smoked,0 +1460,Female,82,0,0,Yes,Private,Urban,99.68,22.2,Unknown,0 +48364,Male,52,0,0,Yes,Govt_job,Urban,223.35,27.3,formerly smoked,0 +30285,Male,72,0,1,Yes,Self-employed,Rural,74.36,27.3,never smoked,0 +21472,Male,52,0,1,Yes,Self-employed,Rural,102.97,41.9,formerly smoked,0 +71182,Female,61,1,0,Yes,Govt_job,Urban,153.38,38.8,never smoked,0 +33412,Female,15,0,0,No,Private,Rural,87.1,18.3,never smoked,0 +16061,Female,1.56,0,0,No,children,Urban,113.4,19.5,Unknown,0 +60266,Male,6,0,0,No,children,Rural,94.88,17.2,Unknown,0 +70965,Male,3,0,0,No,children,Urban,82.73,20.8,Unknown,0 +56736,Male,18,0,0,No,Private,Rural,67.8,23.8,Unknown,0 +6537,Female,53,0,0,Yes,Self-employed,Urban,84.85,24.7,never smoked,0 +41827,Male,58,0,0,Yes,Private,Rural,135.89,23.1,formerly smoked,0 +49480,Female,31,0,0,No,Private,Urban,106.13,22.4,never smoked,0 +36704,Female,29,0,0,Yes,Self-employed,Rural,74.33,29.9,smokes,0 +8884,Female,5,0,0,No,children,Rural,109.4,20,Unknown,0 +49775,Male,40,0,0,Yes,Private,Rural,75.4,28.7,Unknown,0 +25777,Male,75,0,0,Yes,Private,Rural,87.69,26.2,formerly smoked,0 +2070,Male,52,0,0,Yes,Private,Urban,95.85,29.6,smokes,0 +15752,Male,39,0,0,Yes,Private,Urban,90.36,30.8,formerly smoked,0 +45915,Female,40,0,0,No,Private,Rural,63.45,32.7,formerly smoked,0 +48775,Female,78,1,0,Yes,Self-employed,Rural,201.07,21.8,Unknown,0 +65697,Female,39,0,0,Yes,Private,Urban,122.91,35.7,never smoked,0 +65229,Female,17,0,0,No,Private,Rural,55.41,25.4,Unknown,0 +56889,Male,45,1,0,Yes,Private,Urban,60.99,32.8,Unknown,0 +6596,Male,0.56,0,0,No,children,Rural,111.77,21.1,Unknown,0 +46577,Female,13,0,0,No,Private,Urban,77.63,31.7,never smoked,0 +63455,Male,26,0,0,Yes,Private,Urban,70.61,20,never smoked,0 +21724,Female,42,0,0,Yes,Self-employed,Urban,124.34,34.7,formerly smoked,0 +29863,Male,44,0,0,No,Private,Urban,103.44,28,never smoked,0 +69249,Female,3,0,0,No,children,Urban,124.5,16.4,Unknown,0 +8968,Female,42,0,0,Yes,Private,Urban,208.06,N/A,smokes,0 +20310,Male,25,0,0,No,Govt_job,Urban,75.5,24.6,never smoked,0 +11450,Female,41,0,0,Yes,Self-employed,Urban,98.85,24.6,never smoked,0 +31999,Male,51,0,1,Yes,Private,Rural,96.06,30.3,Unknown,0 +34133,Female,20,0,0,No,Private,Rural,93.74,23.7,Unknown,0 +44202,Female,25,0,0,Yes,Private,Urban,65.6,33.5,never smoked,0 +72311,Male,18,0,0,No,Private,Urban,113.24,24.9,Unknown,0 +18704,Female,37,0,0,Yes,Private,Rural,94.77,48.9,Unknown,0 +36518,Female,51,0,0,Yes,Private,Urban,145.22,31.4,Unknown,0 +35651,Male,2,0,0,No,children,Urban,112.92,18.4,Unknown,0 +13749,Female,38,0,0,Yes,Private,Rural,84.79,24.2,formerly smoked,0 +21521,Male,64,0,1,Yes,Private,Urban,103.28,34.3,smokes,0 +27163,Female,60,1,0,Yes,Private,Urban,109,N/A,Unknown,0 +8882,Male,22,0,0,No,Govt_job,Rural,96.18,25.1,never smoked,0 +32016,Male,71,1,0,Yes,Private,Rural,186.95,33.3,never smoked,0 +14287,Female,32,0,0,Yes,Private,Urban,68.66,22.6,Unknown,0 +60139,Female,32,0,0,Yes,Self-employed,Rural,128.72,26.3,smokes,0 +2447,Female,63,0,0,Yes,Private,Urban,85.04,29.7,formerly smoked,0 +42500,Male,0.24,0,0,No,children,Rural,146.97,18.5,Unknown,0 +44391,Male,54,0,0,Yes,Private,Urban,65.69,21.4,never smoked,0 +12741,Female,25,0,0,Yes,Private,Rural,97.52,45.5,formerly smoked,0 +15418,Female,80,0,0,Yes,Self-employed,Rural,90.43,34.2,never smoked,0 +69482,Female,31,0,0,Yes,Govt_job,Urban,81.71,32.7,Unknown,0 +32270,Male,53,0,0,Yes,Private,Rural,198.24,38.1,never smoked,0 +50983,Male,35,0,0,Yes,Private,Rural,90.51,26.7,never smoked,0 +6493,Male,31,0,0,No,Private,Urban,97.78,22.6,smokes,0 +45399,Male,60,0,0,Yes,Private,Urban,80.74,27.7,Unknown,0 +67099,Male,0.56,0,0,No,children,Rural,57.02,20.7,Unknown,0 +19585,Female,21,0,0,No,Private,Rural,93,25.7,never smoked,0 +26247,Female,78,0,0,Yes,Private,Rural,95.37,17.3,Unknown,0 +25818,Male,59,0,0,Yes,Govt_job,Rural,96.25,23.3,formerly smoked,0 +34261,Male,0.64,0,0,No,children,Rural,86.74,16.2,Unknown,0 +64128,Male,10,0,0,No,children,Urban,63.08,20.5,smokes,0 +62817,Male,60,0,0,Yes,Private,Urban,129.16,33.6,smokes,0 +69339,Male,11,0,0,No,children,Urban,99.79,20.2,Unknown,0 +25919,Male,48,1,0,Yes,Self-employed,Urban,83.34,49.3,never smoked,0 +71978,Female,50,0,0,Yes,Private,Urban,95.01,26.2,formerly smoked,0 +1473,Male,69,1,0,Yes,Private,Urban,229.21,30.1,smokes,0 +66546,Female,20,0,0,No,Private,Urban,80.08,25.1,never smoked,0 +56584,Female,22,0,0,No,Private,Rural,62,32.7,smokes,0 +38316,Male,55,0,0,Yes,Private,Rural,118.69,26.4,Unknown,0 +15647,Female,57,0,0,No,Private,Rural,77.57,21,Unknown,0 +59933,Female,29,0,0,No,Private,Rural,108.75,24.1,Unknown,0 +3429,Female,32,0,0,No,Govt_job,Urban,108.23,20.4,Unknown,0 +60963,Female,54,0,0,Yes,Private,Rural,151.33,30.9,formerly smoked,0 +67689,Male,37,0,0,Yes,Self-employed,Rural,82.43,39.1,Unknown,0 +31689,Female,58,0,0,Yes,Private,Rural,107.17,27.7,Unknown,0 +23240,Female,41,0,0,Yes,Private,Rural,91.46,29.5,never smoked,0 +30850,Male,72,0,0,Yes,Private,Urban,81.05,30.3,Unknown,0 +38920,Male,0.48,0,0,No,children,Urban,73.02,N/A,Unknown,0 +66080,Female,32,0,0,No,Private,Urban,114.37,37.8,Unknown,0 +57263,Female,54,0,0,Yes,Private,Urban,100.29,30.2,never smoked,0 +60126,Female,79,0,0,Yes,Private,Urban,68.37,24.2,smokes,0 +64393,Male,56,0,0,No,Self-employed,Rural,87.95,25.2,never smoked,0 +69285,Female,45,0,0,Yes,Private,Urban,73.27,22.2,smokes,0 +24428,Male,6,0,0,No,children,Rural,131.43,17.7,Unknown,0 +59642,Female,45,0,0,Yes,Private,Urban,107.29,29.6,never smoked,0 +12064,Male,60,0,0,Yes,Private,Rural,68.24,32.2,Unknown,0 +59737,Female,65,0,0,Yes,Private,Urban,74.01,28.7,smokes,0 +19352,Female,57,0,0,Yes,Private,Urban,95.4,19.5,Unknown,0 +61903,Male,58,0,0,No,Govt_job,Rural,95.75,38.5,smokes,0 +47701,Male,8,0,0,No,children,Urban,104.51,20.6,Unknown,0 +15225,Male,18,0,0,No,Private,Rural,108.87,21.5,Unknown,0 +66431,Male,49,0,0,Yes,Private,Urban,209.06,43.8,Unknown,0 +57236,Male,2,0,0,No,children,Rural,86.57,18,Unknown,0 +48453,Female,52,0,0,Yes,Private,Urban,120.25,28.2,Unknown,0 +8031,Female,63,0,0,Yes,Self-employed,Rural,85.51,26.6,smokes,0 +39139,Female,57,0,0,Yes,Private,Rural,84.18,35.5,never smoked,0 +4838,Female,50,0,0,Yes,Govt_job,Urban,82.37,30.7,never smoked,0 +22689,Male,12,0,0,No,children,Rural,96.15,18.7,Unknown,0 +37752,Female,35,0,0,Yes,Private,Rural,74.55,22.4,never smoked,0 +32320,Female,35,0,0,Yes,Self-employed,Urban,114.45,25.2,smokes,0 +14889,Male,64,0,0,Yes,Govt_job,Rural,113.68,24.2,never smoked,0 +13964,Female,42,0,0,Yes,Private,Rural,107.91,20.5,never smoked,0 +31746,Female,62,0,0,Yes,Private,Rural,83.85,24.5,never smoked,0 +17492,Female,3,0,0,No,children,Urban,101.3,24.8,Unknown,0 +1499,Female,43,0,0,Yes,Govt_job,Rural,72.13,42.6,never smoked,0 +34396,Female,52,1,0,Yes,Private,Urban,94.98,23.8,never smoked,0 +36750,Male,64,1,0,Yes,Private,Rural,228.42,42.3,formerly smoked,0 +68816,Male,59,0,0,Yes,Private,Rural,93.9,42.2,never smoked,0 +16129,Female,81,0,0,Yes,Self-employed,Urban,93.13,26.1,Unknown,0 +64006,Female,15,0,0,No,Private,Urban,121.6,22.8,never smoked,0 +51845,Male,50,0,0,Yes,Govt_job,Rural,84.4,42.3,formerly smoked,0 +30692,Male,73,0,0,Yes,Private,Rural,82.13,28.5,never smoked,0 +65712,Male,19,0,0,No,Private,Urban,73.33,23,never smoked,0 +42161,Female,30,0,0,Yes,Private,Urban,75.88,32.8,Unknown,0 +16938,Female,40,0,0,Yes,Self-employed,Rural,212.97,49.8,formerly smoked,0 +16113,Female,47,0,0,Yes,Govt_job,Rural,100.41,23.8,never smoked,0 +29388,Female,66,0,0,Yes,Private,Urban,202.05,31.7,smokes,0 +65109,Male,47,0,0,Yes,Private,Urban,71.42,34.9,smokes,0 +61242,Female,41,1,0,Yes,Govt_job,Rural,107.5,54,never smoked,0 +65252,Female,63,0,0,Yes,Govt_job,Rural,55.57,26.8,formerly smoked,0 +49615,Female,12,0,0,No,children,Urban,58.14,21.3,never smoked,0 +63511,Male,1.32,0,0,No,children,Rural,78.53,19.8,Unknown,0 +14089,Female,46,0,0,Yes,Private,Urban,78.79,42.4,smokes,0 +16987,Female,8,0,0,No,children,Urban,96.62,16.4,Unknown,0 +53399,Male,74,0,0,Yes,Private,Rural,65.28,28.2,never smoked,0 +36946,Male,74,0,0,Yes,Private,Rural,92.67,26.3,formerly smoked,0 +55522,Female,4,0,0,No,children,Rural,206.25,17,Unknown,0 +27954,Female,26,0,0,No,Private,Urban,114.18,23.3,never smoked,0 +5355,Male,63,0,0,Yes,Govt_job,Rural,231.69,56.1,formerly smoked,0 +69069,Female,48,0,1,No,Private,Rural,101.89,25.1,smokes,0 +11539,Female,24,1,0,No,Private,Urban,107.22,35.3,smokes,0 +16847,Male,47,0,0,No,Private,Rural,101.99,36.3,never smoked,0 +15873,Male,70,0,0,Yes,Private,Rural,72.56,30.4,formerly smoked,0 +15415,Male,41,1,1,Yes,Private,Urban,94.47,43.9,never smoked,0 +22891,Female,42,0,0,Yes,Self-employed,Urban,98.76,26.4,smokes,0 +7394,Female,57,1,0,No,Private,Rural,116.93,28.3,never smoked,0 +29915,Female,51,0,0,No,Private,Rural,219.96,42.3,never smoked,0 +62607,Male,15,0,0,No,Private,Urban,75.77,38,never smoked,0 +24404,Male,11,0,0,No,children,Urban,124.35,32.7,Unknown,0 +69666,Female,27,0,0,Yes,Self-employed,Urban,88.97,28.8,never smoked,0 +54997,Female,53,0,0,Yes,Self-employed,Rural,72.49,38.5,never smoked,0 +6199,Female,52,0,0,Yes,Govt_job,Rural,107.27,30.1,Unknown,0 +4635,Female,68,0,0,Yes,Private,Rural,97.96,31.3,never smoked,0 +3305,Male,65,0,0,Yes,Private,Urban,197.69,28.4,smokes,0 +24342,Female,23,0,0,No,Private,Rural,112.3,26.6,Unknown,0 +65093,Female,43,0,0,Yes,Self-employed,Urban,75.77,20.4,formerly smoked,0 +46261,Male,55,0,0,Yes,Private,Urban,76.51,34.7,Unknown,0 +42624,Female,52,0,0,Yes,Private,Urban,93.14,32.5,never smoked,0 +24735,Female,21,0,0,No,Private,Rural,80.84,30.7,Unknown,0 +50671,Male,78,1,1,Yes,Self-employed,Rural,199.88,29.6,formerly smoked,0 +1679,Male,35,0,0,Yes,Private,Rural,77.48,N/A,formerly smoked,0 +66680,Female,49,1,0,Yes,Private,Rural,65.34,39.4,never smoked,0 +34248,Male,50,1,0,No,Private,Urban,81.96,N/A,formerly smoked,0 +65336,Female,27,0,0,Yes,Private,Urban,98.71,26.1,formerly smoked,0 +68333,Female,52,1,0,No,Private,Rural,170.22,27.2,formerly smoked,0 +60210,Female,22,0,0,No,Private,Urban,73.5,41.3,smokes,0 +11573,Female,19,0,0,No,Private,Rural,72.39,N/A,smokes,0 +67890,Male,77,0,1,Yes,Private,Urban,102.96,20.9,formerly smoked,0 +49254,Male,57,1,0,Yes,Private,Urban,80.72,41.5,formerly smoked,0 +9199,Male,13,0,0,No,Self-employed,Urban,74.19,31.1,formerly smoked,0 +35402,Male,14,0,0,No,Private,Urban,77.12,24.5,formerly smoked,0 +25996,Female,29,0,0,Yes,Private,Urban,81.2,23,Unknown,0 +8345,Female,49,0,0,Yes,Private,Rural,114.76,24.7,never smoked,0 +63219,Male,1.24,0,0,No,children,Urban,109.97,19.3,Unknown,0 +8770,Male,21,0,0,No,Self-employed,Urban,92.87,37,never smoked,0 +22370,Male,36,1,0,No,Govt_job,Urban,113.05,31,smokes,0 +25930,Male,42,0,0,Yes,Private,Urban,68.24,33.1,formerly smoked,0 +33478,Female,56,0,0,No,Private,Rural,74.35,26.6,smokes,0 +23009,Male,46,0,0,Yes,Private,Urban,91.08,27.7,never smoked,0 +24885,Male,79,0,1,Yes,Self-employed,Urban,88.83,40.3,smokes,0 +58591,Female,25,0,0,No,Private,Rural,134.33,19.5,Unknown,0 +44777,Male,67,0,0,Yes,Private,Rural,208.78,26.7,Unknown,0 +46363,Male,37,0,0,Yes,Private,Rural,66.17,26.1,never smoked,0 +36377,Female,44,0,0,Yes,Private,Rural,222.29,38.2,never smoked,0 +15440,Female,36,0,0,Yes,Private,Rural,114.16,21.3,smokes,0 +56420,Male,17,1,0,No,Private,Rural,61.67,97.6,Unknown,0 +39531,Male,50,1,0,Yes,Private,Rural,220.36,40.9,formerly smoked,0 +55220,Male,53,0,0,Yes,Private,Urban,76.03,27.3,never smoked,0 +30731,Female,39,0,0,No,Self-employed,Urban,73.06,20.9,never smoked,0 +14479,Female,71,0,1,Yes,Private,Urban,187.88,29.2,formerly smoked,0 +40471,Female,18,0,0,No,Private,Urban,79.89,17.9,Unknown,0 +7384,Male,55,0,0,No,Self-employed,Rural,79.02,38,Unknown,0 +53422,Male,52,0,0,Yes,Private,Rural,191.66,26.1,smokes,0 +59745,Female,27,0,0,Yes,Private,Urban,76.74,53.9,Unknown,0 +24721,Male,24,0,0,No,Private,Urban,72.29,22.2,Unknown,0 +9644,Male,72,0,0,Yes,Private,Urban,92.59,24.6,formerly smoked,0 +50837,Male,41,0,0,Yes,Self-employed,Rural,80.42,33.4,formerly smoked,0 +67941,Female,29,0,0,No,Self-employed,Rural,62.47,34.4,formerly smoked,0 +43590,Female,26,0,0,Yes,Private,Rural,63.94,17.6,never smoked,0 +29014,Female,23,0,0,Yes,Private,Rural,77.73,19.2,never smoked,0 +66051,Male,43,0,0,Yes,Self-employed,Rural,115.79,31.8,Unknown,0 +70783,Female,43,0,0,Yes,Private,Urban,96.3,28.1,smokes,0 +10716,Female,49,0,0,Yes,Private,Rural,107.46,32.1,never smoked,0 +7868,Male,13,0,0,No,children,Rural,108.33,17.4,never smoked,0 +58350,Female,26,0,0,No,Govt_job,Rural,89.37,20.2,never smoked,0 +18927,Female,10,0,0,No,children,Urban,93.64,23.4,Unknown,0 +19550,Male,39,0,0,Yes,Private,Urban,217.75,39.5,never smoked,0 +31372,Female,41,0,0,Yes,Private,Rural,83.44,21.5,Unknown,0 +55262,Male,25,0,0,Yes,Private,Rural,93.88,24.3,smokes,0 +50238,Male,10,0,0,No,children,Urban,55.34,15.3,Unknown,0 +2868,Female,54,0,0,Yes,Govt_job,Rural,102.61,32.4,Unknown,0 +51343,Male,7,0,0,No,children,Rural,62.08,16.1,Unknown,0 +56324,Female,53,0,0,Yes,Self-employed,Rural,81.76,34.3,formerly smoked,0 +42047,Female,55,0,0,Yes,Self-employed,Urban,59.2,43.8,never smoked,0 +36486,Male,6,0,0,No,children,Urban,55.61,19.6,Unknown,0 +62456,Female,72,0,0,Yes,Self-employed,Urban,226.88,36.7,formerly smoked,0 +64980,Female,42,0,0,Yes,Govt_job,Urban,65.66,33.7,never smoked,0 +65962,Male,50,0,0,Yes,Private,Urban,58.7,38.9,smokes,0 +47521,Female,55,1,0,Yes,Govt_job,Urban,186.4,28,never smoked,0 +41501,Female,47,0,0,Yes,Govt_job,Urban,122.32,23.9,Unknown,0 +47582,Male,3,0,0,No,children,Urban,59.05,16.6,Unknown,0 +63938,Female,49,0,0,Yes,Self-employed,Urban,149.13,42.9,smokes,0 +49627,Female,12,0,0,No,children,Urban,82.39,17.1,never smoked,0 +61291,Male,28,0,0,Yes,Private,Rural,169.49,27.2,Unknown,0 +53032,Male,40,0,0,Yes,Private,Rural,80.25,30.3,formerly smoked,0 +45040,Male,55,0,0,Yes,Private,Urban,203.81,33.9,formerly smoked,0 +56791,Male,9,0,0,No,children,Urban,170.76,20,Unknown,0 +37320,Female,77,0,0,Yes,Private,Rural,80.85,19.4,Unknown,0 +72514,Male,18,0,0,No,Private,Rural,120.58,21.5,never smoked,0 +3842,Male,73,0,0,Yes,Private,Rural,86.57,28.5,formerly smoked,0 +38143,Female,67,1,0,Yes,Private,Urban,90.01,34.4,smokes,0 +54296,Male,58,0,0,Yes,Self-employed,Rural,68.84,43.7,formerly smoked,0 +48435,Female,2,0,0,No,children,Rural,155.14,13.7,Unknown,0 +42212,Female,38,0,0,Yes,Private,Urban,158.48,33.7,formerly smoked,0 +47607,Male,5,0,0,No,children,Rural,92.56,18,Unknown,0 +16535,Female,34,0,0,No,Private,Rural,90.15,27.9,formerly smoked,0 +66677,Male,78,0,0,Yes,Private,Rural,80.09,21.8,never smoked,0 +57270,Female,57,0,0,Yes,Private,Rural,189.44,35.8,never smoked,0 +22414,Female,17,0,0,No,Private,Rural,70.03,23.1,smokes,0 +63401,Female,71,0,0,Yes,Self-employed,Rural,249.29,30.3,smokes,0 +32252,Female,19,0,0,No,Private,Rural,72.52,32,Unknown,0 +17950,Male,56,0,0,Yes,Private,Urban,96.93,25,smokes,0 +53990,Male,64,0,1,Yes,Private,Urban,211.35,30.7,formerly smoked,0 +20565,Male,13,0,0,No,children,Rural,85.87,24.3,Unknown,0 +59993,Male,40,0,0,Yes,Private,Rural,60.96,11.5,never smoked,0 +42830,Male,80,0,1,Yes,Private,Urban,120.09,30.7,never smoked,0 +34721,Female,62,1,0,Yes,Govt_job,Urban,92.13,33.7,never smoked,0 +5157,Male,79,1,0,Yes,Self-employed,Urban,83.07,26.5,smokes,0 +48851,Female,9,0,0,No,children,Rural,77.67,17.6,Unknown,0 +26084,Female,77,1,0,Yes,Self-employed,Urban,109.51,N/A,never smoked,0 +23413,Female,26,0,0,No,Private,Urban,97.24,22.5,never smoked,0 +49970,Male,1.72,0,0,No,children,Rural,127.29,18.5,Unknown,0 +72414,Male,16,0,0,No,Private,Urban,134.8,22.4,never smoked,0 +21374,Female,40,0,0,Yes,Private,Urban,74.65,25.3,formerly smoked,0 +69623,Male,46,0,0,Yes,Private,Urban,85.84,37.3,never smoked,0 +40378,Male,45,1,0,Yes,Self-employed,Urban,90.43,39.7,smokes,0 +4671,Female,59,0,0,No,Private,Urban,74.35,28,never smoked,0 +17295,Female,31,0,0,Yes,Self-employed,Urban,206.59,41.4,smokes,0 +55466,Female,69,0,1,Yes,Private,Urban,196.33,25.3,never smoked,0 +65419,Male,73,0,1,Yes,Govt_job,Rural,70.23,28.1,never smoked,0 +34448,Female,56,0,0,Yes,Self-employed,Urban,242.94,41.2,never smoked,0 +14406,Female,80,0,1,Yes,Self-employed,Rural,103.06,28.8,never smoked,0 +924,Female,60,0,0,Yes,Govt_job,Urban,80.86,31,smokes,0 +71339,Female,40,0,0,Yes,Govt_job,Urban,114.32,28.3,smokes,0 +31443,Female,30,0,0,Yes,Govt_job,Urban,83.91,23.9,Unknown,0 +49672,Female,66,0,0,Yes,Govt_job,Rural,152.02,44.2,formerly smoked,0 +394,Male,78,1,0,Yes,Self-employed,Rural,75.19,27.6,never smoked,0 +63362,Female,37,0,0,Yes,Private,Urban,60.61,35.7,formerly smoked,0 +59928,Female,41,0,0,Yes,Self-employed,Rural,89.14,37.4,formerly smoked,0 +62289,Female,34,0,0,Yes,Private,Urban,97.23,27.5,Unknown,0 +59464,Female,18,0,0,No,Private,Rural,135.19,23.4,never smoked,0 +18680,Male,69,0,0,Yes,Self-employed,Urban,78.48,25.8,formerly smoked,0 +19439,Male,67,0,1,Yes,Private,Rural,97.24,N/A,Unknown,0 +27017,Male,28,0,0,No,Private,Urban,75.92,22.8,never smoked,0 +8277,Female,3,0,0,No,children,Urban,93.3,19.5,Unknown,0 +14099,Female,57,0,0,Yes,Govt_job,Urban,97.39,38,Unknown,0 +37128,Male,34,0,0,Yes,Private,Rural,134.61,23.4,never smoked,0 +57774,Male,50,0,0,Yes,Private,Rural,104.02,29.5,never smoked,0 +64033,Male,55,0,1,No,Private,Urban,56.9,28.2,never smoked,0 +72701,Male,2,0,0,No,children,Rural,112.66,14.2,Unknown,0 +59130,Female,27,0,0,No,Private,Rural,226.75,28.9,Unknown,0 +48472,Male,57,0,0,Yes,Private,Rural,76.28,31.4,formerly smoked,0 +67956,Female,73,0,0,Yes,Private,Urban,90.01,32.4,formerly smoked,0 +35602,Female,52,0,0,Yes,Govt_job,Rural,107.84,22,formerly smoked,0 +13818,Female,65,0,0,Yes,Private,Rural,71.06,26.4,never smoked,0 +34661,Male,48,1,0,Yes,Private,Urban,185,26.1,never smoked,0 +64895,Male,54,1,0,Yes,Self-employed,Rural,104.42,37.6,smokes,0 +21969,Male,8,0,0,No,children,Urban,89.57,18.8,Unknown,0 +38320,Male,45,1,0,Yes,Private,Rural,136.2,23.8,Unknown,0 +42040,Female,48,0,0,Yes,Govt_job,Urban,128.23,49.4,never smoked,0 +31857,Female,77,0,0,Yes,Self-employed,Rural,104.23,23.8,smokes,0 +64494,Female,34,0,0,Yes,Private,Urban,133.82,20.4,never smoked,0 +34764,Female,33,0,0,Yes,Private,Rural,80.82,40.3,never smoked,0 +20673,Male,39,0,0,Yes,Private,Rural,102.35,23.6,never smoked,0 +64817,Male,39,0,0,Yes,Self-employed,Rural,88.48,34.3,never smoked,0 +72450,Male,40,0,0,Yes,Private,Rural,88.81,32.7,Unknown,0 +13988,Female,46,0,0,Yes,Private,Rural,75.09,28.7,never smoked,0 +54985,Female,1,0,0,No,children,Urban,199.83,24.5,Unknown,0 +6049,Female,5,0,0,No,children,Rural,73.69,24.8,Unknown,0 +13380,Male,14,0,0,No,children,Urban,111.27,23.2,Unknown,0 +64371,Female,49,0,0,Yes,Self-employed,Rural,68.44,23,smokes,0 +50295,Female,45,0,0,Yes,Private,Urban,65.36,39.3,never smoked,0 +14404,Female,13,0,0,No,children,Urban,94.12,20.1,never smoked,0 +58645,Female,76,0,0,Yes,Private,Rural,96.24,25.4,never smoked,0 +19419,Male,14,0,0,No,children,Rural,91.25,23.8,Unknown,0 +24518,Female,20,0,0,No,Private,Rural,77.29,28.4,never smoked,0 +53494,Female,9,0,0,No,children,Rural,125.09,15.4,Unknown,0 +42599,Female,78,0,1,Yes,Private,Urban,107.18,28.2,never smoked,0 +68370,Male,49,0,0,Yes,Private,Urban,130.07,26,never smoked,0 +57813,Female,55,0,0,Yes,Private,Urban,57.3,41.5,never smoked,0 +1329,Female,43,0,0,No,Govt_job,Rural,101.35,32.2,never smoked,0 +15255,Female,16,0,0,No,Private,Rural,94.03,25.7,never smoked,0 +65680,Male,58,0,1,Yes,Self-employed,Urban,227.81,33,formerly smoked,0 +32974,Male,67,0,0,Yes,Govt_job,Urban,66.67,35,smokes,0 +5863,Female,71,0,0,Yes,Private,Urban,240.81,27.4,never smoked,0 +10584,Male,8,0,0,No,children,Urban,88.02,16.4,Unknown,0 +38675,Female,18,0,0,No,Private,Urban,152.87,31.5,Unknown,0 +47600,Female,47,0,0,Yes,Private,Urban,96.04,29.2,Unknown,0 +48246,Male,59,0,0,Yes,Private,Urban,60.35,25.9,formerly smoked,0 +61743,Male,28,0,0,No,Govt_job,Urban,118.66,32.3,never smoked,0 +3879,Female,20,0,0,No,Private,Urban,89.03,N/A,smokes,0 +58086,Male,67,0,0,Yes,Private,Urban,58.51,30.4,formerly smoked,0 +53957,Male,71,0,0,Yes,Self-employed,Urban,96.04,45.1,formerly smoked,0 +40137,Female,56,0,0,Yes,Self-employed,Rural,110.92,25.9,Unknown,0 +70500,Female,44,0,0,No,Private,Rural,92.72,36.6,never smoked,0 +35085,Female,6,0,0,No,children,Rural,108.23,18.6,Unknown,0 +43872,Female,78,0,0,Yes,Private,Rural,56.34,27.5,Unknown,0 +62951,Female,32,0,0,Yes,Private,Rural,61.83,31.3,never smoked,0 +43244,Female,40,0,0,Yes,Private,Rural,131.99,37.5,never smoked,0 +31198,Female,63,0,0,Yes,Self-employed,Rural,136.81,23.1,smokes,0 +23223,Male,51,0,0,Yes,Private,Rural,239.28,35,never smoked,0 +38474,Male,22,0,0,Yes,Govt_job,Urban,131.3,27,never smoked,0 +4591,Female,82,0,0,Yes,Self-employed,Rural,117.75,29.8,never smoked,0 +1451,Female,17,0,0,No,Private,Urban,78.46,23.5,Unknown,0 +37150,Female,34,0,0,Yes,Private,Rural,83.53,48.5,formerly smoked,0 +65632,Male,42,0,0,Yes,Private,Rural,145.5,31.8,formerly smoked,0 +62834,Female,32,0,0,Yes,Private,Urban,88.33,20,Unknown,0 +21826,Male,73,0,0,Yes,Self-employed,Rural,101.25,29.4,formerly smoked,0 +21036,Female,47,0,0,Yes,Private,Urban,131.43,24.3,never smoked,0 +55566,Female,34,0,0,Yes,Private,Rural,231.5,45.4,never smoked,0 +46923,Male,64,0,1,Yes,Private,Rural,82.89,29.5,never smoked,0 +63990,Male,52,1,0,Yes,Self-employed,Rural,192.37,49.2,never smoked,0 +2265,Male,49,0,0,Yes,Private,Rural,79.64,N/A,smokes,0 +2860,Male,55,0,0,Yes,Private,Rural,82.88,29.4,Unknown,0 +15964,Female,64,1,0,Yes,Private,Rural,99.4,29.1,never smoked,0 +46483,Male,23,0,0,No,Private,Urban,77.75,38.8,smokes,0 +33284,Male,18,0,0,No,Private,Rural,75.03,23.4,never smoked,0 +61895,Female,65,0,0,Yes,Private,Rural,220.47,48.7,never smoked,0 +48875,Male,12,0,0,No,children,Rural,196.91,19.7,Unknown,0 +36589,Female,61,0,0,Yes,Self-employed,Urban,180.8,20.3,never smoked,0 +28651,Male,66,0,0,Yes,Private,Urban,247.48,33.5,smokes,0 +45033,Male,59,0,0,Yes,Govt_job,Urban,216,36.7,smokes,0 +32166,Male,47,1,0,Yes,Private,Urban,75.64,24.4,never smoked,0 +34188,Female,47,0,0,Yes,Govt_job,Urban,95.07,38.8,formerly smoked,0 +58359,Female,71,1,0,Yes,Private,Urban,129.97,44.2,smokes,0 +59347,Male,62,0,0,Yes,Private,Urban,124.26,33.4,never smoked,0 +12849,Female,28,0,0,Yes,Private,Urban,87.92,32.5,Unknown,0 +6104,Female,7,0,0,No,children,Rural,85.15,15.1,Unknown,0 +29694,Female,68,0,0,Yes,Private,Rural,95.36,21.5,smokes,0 +30806,Male,37,0,0,Yes,Self-employed,Urban,87.16,30.4,formerly smoked,0 +20316,Female,75,0,0,Yes,Govt_job,Rural,219.39,33.4,smokes,0 +58253,Male,5,0,0,No,children,Urban,71.92,18.2,Unknown,0 +57679,Male,1.08,0,0,No,children,Urban,167.66,18.7,Unknown,0 +39956,Female,34,0,0,No,Private,Rural,87.21,38.4,Unknown,0 +7683,Male,49,0,0,Yes,Self-employed,Rural,220.47,36.4,smokes,0 +9197,Female,8,0,0,No,children,Urban,80.47,20.6,Unknown,0 +58543,Female,50,0,0,Yes,Govt_job,Urban,89.95,48.9,formerly smoked,0 +6968,Male,2,0,0,No,children,Rural,111.32,18.2,Unknown,0 +35838,Female,1.16,0,0,No,children,Urban,65.01,17,Unknown,0 +57549,Female,76,0,0,Yes,Self-employed,Urban,110.07,31.8,never smoked,0 +59200,Male,18,0,0,No,Private,Urban,60.56,33,never smoked,0 +24289,Male,82,0,0,Yes,Private,Urban,89.83,24.7,smokes,0 +6206,Female,67,0,0,Yes,Self-employed,Rural,90.35,28.1,Unknown,0 +28227,Female,27,0,0,Yes,Private,Urban,71.5,40.3,smokes,0 +35229,Male,57,0,0,Yes,Govt_job,Urban,71.71,35.2,smokes,0 +23176,Female,51,1,0,Yes,Private,Urban,173.96,31.2,formerly smoked,0 +3045,Male,68,1,0,Yes,Private,Urban,96.06,37.6,never smoked,0 +22386,Female,56,0,0,Yes,Private,Urban,113.2,38.7,smokes,0 +1077,Male,77,0,1,Yes,Govt_job,Rural,106.03,N/A,Unknown,0 +57903,Female,52,1,0,Yes,Self-employed,Rural,111.38,N/A,smokes,0 +22108,Female,18,0,0,No,Private,Rural,73.29,28.1,smokes,0 +55982,Female,63,0,0,Yes,Self-employed,Urban,65.71,29.2,smokes,0 +55465,Female,31,0,0,Yes,Private,Rural,60.41,31.1,Unknown,0 +29258,Female,37,0,0,No,Private,Urban,89.11,24.1,never smoked,0 +38432,Female,64,0,0,Yes,Private,Urban,63.32,18.7,formerly smoked,0 +49666,Male,47,0,0,Yes,Self-employed,Urban,85.68,39.6,never smoked,0 +59904,Female,1.8,0,0,No,children,Urban,162.93,15.7,Unknown,0 +32365,Male,42,0,0,Yes,Private,Rural,89.22,53.8,Unknown,0 +15351,Male,37,0,0,Yes,Private,Rural,91.68,32.4,formerly smoked,0 +61000,Female,69,0,1,No,Private,Urban,198.33,42.7,smokes,0 +77,Female,13,0,0,No,children,Rural,85.81,18.6,Unknown,0 +17466,Male,73,0,0,No,Govt_job,Rural,79.59,31.4,smokes,0 +57569,Male,48,0,0,Yes,Private,Rural,106.74,33.7,formerly smoked,0 +9026,Female,78,1,0,Yes,Self-employed,Urban,191.33,24.5,never smoked,0 +54590,Female,21,0,0,No,Private,Rural,59.52,33.7,never smoked,0 +54301,Male,54,0,0,Yes,Private,Rural,206.52,35.4,smokes,0 +170,Male,43,0,0,Yes,Govt_job,Rural,80.07,N/A,never smoked,0 +52554,Male,19,0,0,No,Private,Rural,64.92,22.5,Unknown,0 +10649,Female,82,0,0,Yes,Private,Urban,80,33.6,never smoked,0 +28258,Female,80,0,0,Yes,Self-employed,Urban,75.06,29.7,Unknown,0 +22269,Female,69,1,0,Yes,Govt_job,Urban,112.2,N/A,never smoked,0 +12557,Female,21,0,0,No,Self-employed,Urban,91.18,25.7,never smoked,0 +2846,Female,46,0,0,Yes,Private,Rural,85.81,20.2,formerly smoked,0 +61219,Female,14,0,0,No,Never_worked,Urban,148.37,22.7,never smoked,0 +65321,Male,6,0,0,No,children,Rural,64.55,17.4,Unknown,0 +23946,Female,3,0,0,No,children,Rural,97.31,22.2,Unknown,0 +56312,Male,47,0,0,No,Private,Rural,111.15,23.8,never smoked,0 +20256,Male,34,0,0,Yes,Private,Urban,80.97,28.7,never smoked,0 +26993,Female,41,0,0,Yes,Private,Rural,89.88,33.1,formerly smoked,0 +58599,Female,67,0,0,Yes,Private,Rural,62.66,28,formerly smoked,0 +27849,Female,5,0,0,No,children,Urban,122.25,16.7,Unknown,0 +33367,Male,20,0,0,No,Private,Rural,87.08,27.1,never smoked,0 +61764,Female,63,0,0,Yes,Private,Rural,85,26.4,smokes,0 +13620,Female,73,0,0,Yes,Self-employed,Urban,100.49,23.7,smokes,0 +39308,Male,62,0,0,Yes,Private,Urban,145.37,33.3,Unknown,0 +1275,Male,0.88,0,0,No,children,Urban,112.19,18.9,Unknown,0 +34336,Male,50,1,0,Yes,Govt_job,Rural,79.73,25.5,smokes,0 +1505,Male,71,0,1,Yes,Self-employed,Rural,101.13,35.9,formerly smoked,0 +31887,Female,30,0,0,Yes,Private,Urban,101.98,23.2,Unknown,0 +60258,Female,80,0,1,Yes,Self-employed,Rural,98.39,22.2,smokes,0 +63450,Female,64,0,0,Yes,Self-employed,Rural,128.04,34,smokes,0 +35178,Male,7,0,0,No,children,Urban,98.12,20.4,Unknown,0 +3099,Female,36,0,0,No,Private,Urban,216.96,34.5,Unknown,0 +43903,Male,79,0,0,Yes,Self-employed,Rural,94.92,31.9,Unknown,0 +9013,Female,35,0,0,Yes,Private,Rural,83.27,19.8,formerly smoked,0 +60158,Female,28,0,0,No,Private,Rural,96.86,29,Unknown,0 +15579,Male,72,0,0,Yes,Self-employed,Rural,99.73,36.7,formerly smoked,0 +8563,Female,12,0,0,No,children,Rural,91.71,21.3,Unknown,0 +61573,Male,25,0,0,No,Private,Rural,65.77,23.7,smokes,0 +43827,Female,27,0,0,Yes,Private,Urban,161.57,25.7,smokes,0 +43090,Female,62,1,0,Yes,Self-employed,Rural,74.32,34,never smoked,0 +46068,Male,58,0,0,No,Self-employed,Rural,170.93,30.7,Unknown,0 +12469,Female,30,0,0,Yes,Private,Urban,74.43,44.8,never smoked,0 +58820,Male,56,0,0,Yes,Private,Rural,86.36,27.7,formerly smoked,0 +31893,Female,28,0,0,Yes,Private,Rural,97.06,23.2,Unknown,0 +45259,Male,47,0,0,Yes,Private,Rural,110.38,30.1,Unknown,0 +63779,Female,16,0,0,No,Private,Rural,79.03,29.3,Unknown,0 +71250,Female,29,0,0,Yes,Private,Rural,62.48,29.5,never smoked,0 +55051,Male,26,0,0,Yes,Private,Rural,55.62,25.8,never smoked,0 +2520,Female,26,0,0,Yes,Private,Rural,84.9,26.2,never smoked,0 +3715,Male,55,0,0,Yes,Private,Rural,232.81,28.8,Unknown,0 +21206,Female,29,0,0,No,Private,Rural,86.55,29.8,smokes,0 +60159,Female,29,0,0,No,Govt_job,Rural,118.61,26.5,never smoked,0 +3113,Female,33,0,0,No,Private,Rural,80.21,27.8,formerly smoked,0 +62126,Female,19,1,0,No,Private,Rural,65.96,29,never smoked,0 +51275,Female,10,0,0,No,children,Urban,61.34,19.1,Unknown,0 +3115,Female,3,0,0,No,children,Urban,116.6,17.1,Unknown,0 +9986,Female,60,0,0,Yes,Private,Urban,85.13,24.6,Unknown,0 +35974,Female,16,0,0,No,Private,Rural,86.32,18.3,Unknown,0 +46488,Male,35,0,0,Yes,Private,Rural,69.22,42.8,never smoked,0 +54172,Female,41,0,0,Yes,Private,Urban,140.93,46.5,Unknown,0 +21804,Female,19,0,0,No,Private,Urban,83.43,38.4,Unknown,0 +50402,Female,79,0,0,Yes,Private,Urban,207.95,26,formerly smoked,0 +36317,Female,41,0,0,Yes,Private,Rural,134.29,26.8,smokes,0 +44676,Male,1.64,0,0,No,children,Urban,115.12,21.1,Unknown,0 +3724,Female,51,0,0,Yes,Govt_job,Urban,86.25,29,never smoked,0 +69668,Female,33,0,0,Yes,Self-employed,Rural,112.94,43,never smoked,0 +59274,Female,33,0,0,Yes,Govt_job,Rural,73.54,36.6,smokes,0 +29676,Male,48,0,0,No,Private,Urban,80.86,27.5,Unknown,0 +37655,Male,45,0,0,Yes,Private,Rural,83.91,40.2,Unknown,0 +16980,Female,61,0,0,No,Private,Rural,69.91,37.1,never smoked,0 +40213,Male,31,0,0,No,Private,Rural,95.62,32,smokes,0 +47831,Male,60,1,0,No,Private,Urban,63.95,32.2,never smoked,0 +40977,Male,51,0,0,Yes,Private,Rural,122.5,20.6,Unknown,0 +39129,Male,53,0,0,Yes,Govt_job,Rural,86,24.1,never smoked,0 +40837,Male,52,0,0,Yes,Govt_job,Urban,120.27,25,never smoked,0 +59000,Female,42,0,0,Yes,Govt_job,Urban,56.71,25.2,Unknown,0 +44510,Female,56,0,0,Yes,Private,Rural,131.63,27.6,never smoked,0 +3793,Male,14,0,0,No,Private,Urban,79.36,48.8,never smoked,0 +32215,Female,40,0,0,No,Private,Urban,120.77,27.6,never smoked,0 +35296,Female,58,0,0,Yes,Private,Rural,100.42,39.5,smokes,0 +69502,Female,52,1,0,Yes,Private,Urban,155.86,27.2,smokes,0 +67620,Male,30,0,0,Yes,Govt_job,Rural,66.01,26.3,smokes,0 +27664,Female,47,0,0,Yes,Private,Urban,86.99,28.9,smokes,0 +49555,Female,34,0,0,Yes,Govt_job,Urban,90.55,30,never smoked,0 +16812,Female,82,0,1,Yes,Self-employed,Rural,229.58,23.7,Unknown,0 +63665,Female,31,0,0,Yes,Private,Urban,60.06,25.5,smokes,0 +68141,Female,58,0,0,Yes,Private,Rural,65.66,24.6,formerly smoked,0 +33674,Female,47,0,0,Yes,Private,Urban,104.7,20.7,smokes,0 +30432,Male,65,1,0,Yes,Self-employed,Urban,113.86,36.4,never smoked,0 +10886,Female,13,0,0,No,children,Rural,99.49,23.4,Unknown,0 +62629,Male,37,1,0,Yes,Private,Urban,165.99,32.3,never smoked,0 +67758,Male,9,0,0,No,children,Urban,114.99,18.8,Unknown,0 +41244,Female,7,0,0,No,children,Urban,79.58,15.5,Unknown,0 +50309,Female,37,0,0,No,Govt_job,Rural,77.37,21.4,never smoked,0 +6480,Male,62,0,0,No,Govt_job,Urban,93.55,31.7,never smoked,0 +27007,Male,14,0,0,No,Self-employed,Urban,187.22,29.7,Unknown,0 +63912,Female,77,0,0,Yes,Govt_job,Rural,167.59,34.3,formerly smoked,0 +37483,Male,36,0,0,Yes,Private,Urban,98.03,22.1,smokes,0 +29855,Female,3,0,0,No,children,Urban,88.79,21.5,Unknown,0 +22136,Male,78,1,1,No,Self-employed,Urban,92.9,30.4,smokes,0 +66637,Female,49,0,0,Yes,Govt_job,Urban,117.34,21.6,never smoked,0 +2244,Male,44,0,0,Yes,Private,Urban,80.75,30.9,never smoked,0 +22259,Male,10,0,0,No,children,Rural,77.51,21.9,Unknown,0 +19088,Male,8,0,0,No,children,Urban,105.63,19.2,Unknown,0 +61010,Female,60,0,0,Yes,Private,Urban,114.34,30.3,smokes,0 +49574,Female,56,0,0,Yes,Private,Rural,227.04,23,smokes,0 +12336,Female,73,0,0,Yes,Self-employed,Urban,87.56,24.1,never smoked,0 +3668,Female,65,0,0,Yes,Govt_job,Urban,84.47,52.7,smokes,0 +6034,Female,34,0,0,Yes,Self-employed,Rural,96.26,27.6,Unknown,0 +61418,Male,13,0,0,No,children,Rural,116.64,23.9,Unknown,0 +68725,Female,80,0,0,Yes,Private,Urban,79.57,26.9,never smoked,0 +464,Male,46,0,0,Yes,Private,Rural,78.44,23.9,never smoked,0 +42225,Female,80,0,0,Yes,Self-employed,Urban,64.15,40.5,never smoked,0 +51254,Female,65,0,0,No,Private,Urban,74.5,32,never smoked,0 +59164,Female,24,0,0,No,Private,Urban,70.32,20.5,Unknown,0 +70429,Female,33,0,0,Yes,Private,Urban,84.48,44.5,never smoked,0 +54253,Male,11,0,0,No,children,Urban,144.08,16.2,formerly smoked,0 +47937,Female,57,0,0,Yes,Self-employed,Rural,78.14,35.8,never smoked,0 +66882,Female,19,0,0,No,Govt_job,Urban,133.58,24,never smoked,0 +7411,Male,82,0,0,Yes,Private,Urban,214.42,33.9,formerly smoked,0 +39593,Female,39,0,0,Yes,Private,Urban,80.63,36,smokes,0 +6239,Female,14,0,0,No,Private,Rural,233.71,22.9,never smoked,0 +35378,Female,60,1,0,No,Private,Urban,96,44.5,smokes,0 +54012,Female,3,0,0,No,children,Urban,74.52,17.5,Unknown,0 +69835,Female,57,0,0,Yes,Private,Rural,131.4,32.3,never smoked,0 +44591,Male,79,0,0,Yes,Private,Urban,216.4,30.3,never smoked,0 +4709,Female,65,0,0,Yes,Private,Rural,108.8,33.5,Unknown,0 +20393,Female,67,1,0,Yes,Private,Urban,97.06,30.9,never smoked,0 +27626,Female,60,0,0,No,Govt_job,Rural,266.59,25.5,never smoked,0 +45864,Female,36,0,0,No,Private,Rural,55.58,30,never smoked,0 +68685,Male,36,0,0,Yes,Govt_job,Urban,65.87,32.2,formerly smoked,0 +28711,Female,26,0,0,No,Private,Urban,89.28,21.7,smokes,0 +44962,Male,71,0,0,Yes,Govt_job,Urban,56.12,24.7,Unknown,0 +7892,Male,78,0,0,Yes,Private,Urban,74.7,28.8,formerly smoked,0 +11744,Male,77,0,0,Yes,Self-employed,Urban,83.06,27,Unknown,0 +12279,Male,74,0,0,Yes,Private,Urban,227.94,26,Unknown,0 +20740,Female,50,0,0,Yes,Self-employed,Rural,84.88,27.1,never smoked,0 +58257,Male,9,0,0,No,children,Urban,64.2,18.5,Unknown,0 +36547,Male,1.64,0,0,No,children,Rural,137.22,18.8,Unknown,0 +559,Female,54,0,0,Yes,Private,Urban,81.44,31.5,formerly smoked,0 +13728,Male,8,0,0,No,children,Rural,90.26,18.1,Unknown,0 +4400,Female,36,0,0,Yes,Private,Urban,68.48,24.3,never smoked,0 +68524,Female,38,0,0,Yes,Private,Urban,100.02,28,never smoked,0 +24096,Female,34,1,0,Yes,Self-employed,Urban,100.61,N/A,Unknown,0 +65643,Female,7,0,0,No,children,Urban,156.82,17.3,Unknown,0 +30186,Female,5,0,0,No,children,Urban,81.66,17.2,Unknown,0 +11904,Male,14,0,0,No,children,Rural,112.22,26.9,Unknown,0 +20257,Male,0.88,0,0,No,children,Urban,90.62,22.4,Unknown,0 +2822,Female,30,0,0,Yes,Private,Rural,72.49,25.8,never smoked,0 +18072,Female,39,0,0,Yes,Govt_job,Urban,107.47,21.3,Unknown,0 +34896,Female,17,0,0,No,Private,Rural,92.11,43,never smoked,0 +53328,Female,14,0,0,No,Private,Rural,70.54,24.4,formerly smoked,0 +28303,Female,52,0,0,Yes,Self-employed,Rural,205,30.1,never smoked,0 +44325,Male,78,0,0,Yes,Self-employed,Rural,126.39,21.3,smokes,0 +8579,Female,2,0,0,No,children,Rural,89.72,17.8,Unknown,0 +29229,Male,32,0,0,Yes,Private,Urban,92.08,28.4,smokes,0 +48406,Male,0.88,0,0,No,children,Urban,85.38,23.4,Unknown,0 +3761,Female,50,0,0,Yes,Self-employed,Rural,95.25,24.3,never smoked,0 +65324,Female,48,0,0,Yes,Govt_job,Rural,75.91,27.8,Unknown,0 +7658,Male,66,0,0,Yes,Govt_job,Rural,203.44,30.5,formerly smoked,0 +35997,Male,78,0,1,Yes,Self-employed,Urban,243.73,N/A,smokes,0 +34383,Male,46,0,0,Yes,Private,Urban,88.23,25.8,Unknown,0 +8646,Female,54,0,0,Yes,Private,Rural,97.47,26.7,never smoked,0 +46653,Female,81,1,1,Yes,Private,Rural,59.28,28.1,never smoked,0 +1099,Female,15,0,0,No,children,Rural,101.15,22.2,Unknown,0 +61676,Male,77,0,0,Yes,Self-employed,Urban,68.38,25.1,Unknown,0 +38131,Female,59,0,0,Yes,Self-employed,Rural,55.46,20.9,never smoked,0 +61848,Female,48,0,0,Yes,Private,Urban,113.87,28.9,never smoked,0 +56228,Male,76,0,1,Yes,Self-employed,Urban,67.03,N/A,never smoked,0 +4949,Male,49,0,0,Yes,Private,Rural,96.35,35.9,never smoked,0 +46688,Female,44,0,0,No,Private,Urban,127.21,29.8,smokes,0 +30491,Female,39,0,0,Yes,Private,Urban,78.9,26.7,never smoked,0 +43478,Male,34,0,0,Yes,Private,Urban,59.91,28.4,formerly smoked,0 +25443,Male,50,0,0,No,Private,Urban,160.94,26.7,smokes,0 +52519,Male,62,0,0,Yes,Private,Rural,59.61,32.5,Unknown,0 +24361,Female,38,0,0,Yes,Private,Urban,87.94,43.8,never smoked,0 +29514,Female,43,0,0,Yes,Private,Rural,97.55,28.3,formerly smoked,0 +35893,Male,28,0,0,No,Private,Urban,116.02,36.6,formerly smoked,0 +58568,Female,58,0,0,Yes,Private,Rural,127.32,33.1,smokes,0 +63303,Male,28,0,0,No,Private,Urban,75.5,27,smokes,0 +70625,Male,18,0,0,No,Private,Urban,79.35,23.6,Unknown,0 +54807,Male,62,1,1,Yes,Private,Rural,176.25,N/A,never smoked,0 +18820,Male,31,0,0,No,Private,Rural,108.56,21.8,never smoked,0 +64029,Male,55,1,0,Yes,Private,Urban,168.06,23.5,smokes,0 +72703,Female,54,0,0,Yes,Private,Urban,75.52,28.7,formerly smoked,0 +11394,Male,73,0,1,Yes,Private,Rural,82.15,31.6,formerly smoked,0 +12298,Male,26,0,0,No,Self-employed,Urban,200.28,31.9,formerly smoked,0 +70845,Male,73,0,1,Yes,Private,Rural,62.44,25.2,smokes,0 +44494,Female,38,0,0,Yes,Private,Rural,84.31,25.9,smokes,0 +30953,Male,75,1,1,Yes,Private,Rural,221.43,32.5,Unknown,0 +47861,Male,81,0,0,Yes,Private,Urban,165.47,28.1,Unknown,0 +13465,Female,20,0,0,No,Private,Rural,96.69,27.4,smokes,0 +62454,Female,12,0,0,No,children,Urban,63.98,21.2,formerly smoked,0 +52593,Male,78,0,1,Yes,Private,Urban,145.03,26.8,formerly smoked,0 +91,Female,42,0,0,No,Private,Urban,98.53,18.5,never smoked,0 +22056,Female,71,1,0,Yes,Private,Urban,105.55,N/A,smokes,0 +45469,Male,16,0,0,No,children,Rural,134.23,30.6,Unknown,0 +41284,Male,4,0,0,No,children,Rural,62.48,19.9,Unknown,0 +20112,Male,79,0,1,Yes,Private,Urban,213.38,N/A,Unknown,0 +45627,Male,60,0,0,Yes,Private,Rural,70.52,26.5,formerly smoked,0 +4174,Female,45,1,0,Yes,Private,Urban,93.21,43.8,never smoked,0 +31660,Male,23,0,0,No,Private,Rural,82.39,31.8,Unknown,0 +36196,Male,21,0,0,No,Private,Rural,88.29,36.6,smokes,0 +19769,Female,67,0,0,Yes,Self-employed,Rural,80.18,22.9,formerly smoked,0 +8341,Male,10,0,0,No,children,Rural,84.02,18.7,never smoked,0 +42172,Female,24,0,0,Yes,Self-employed,Rural,69.72,29.6,never smoked,0 +14372,Male,50,0,0,Yes,Self-employed,Urban,192.16,43.6,never smoked,0 +61252,Male,79,0,1,Yes,Private,Rural,82.27,N/A,never smoked,0 +15251,Male,14,0,0,No,children,Urban,101.87,20.3,never smoked,0 +67800,Female,13,0,0,No,children,Rural,77.55,21.3,Unknown,0 +10416,Male,71,0,1,Yes,Private,Urban,215.72,39.2,smokes,0 +19504,Female,66,0,0,Yes,Private,Rural,87.84,52.8,Unknown,0 +7476,Male,32,0,0,No,Govt_job,Rural,91.93,30.2,never smoked,0 +55526,Male,46,0,0,Yes,Govt_job,Urban,58.63,35.3,never smoked,0 +452,Male,48,1,0,Yes,Private,Urban,173.14,37,smokes,0 +55790,Female,45,0,0,Yes,Private,Urban,106.83,32.1,formerly smoked,0 +38541,Male,55,0,0,Yes,Private,Urban,84.44,30.5,formerly smoked,0 +23748,Female,31,0,0,Yes,Private,Urban,92.16,22.8,never smoked,0 +18790,Male,25,0,0,No,Private,Urban,85.96,34.5,formerly smoked,0 +45751,Male,73,1,0,Yes,Self-employed,Rural,202.57,37.4,never smoked,0 +72369,Female,14,0,0,No,children,Rural,65.41,19.5,Unknown,0 +7171,Female,56,0,0,Yes,Govt_job,Urban,102.51,55.7,Unknown,0 +52826,Male,60,0,0,Yes,Private,Rural,62.6,30.4,Unknown,0 +42556,Male,27,0,0,Yes,Private,Urban,150.1,25.3,never smoked,0 +507,Female,28,0,0,Yes,Private,Rural,94.15,23.1,smokes,0 +56746,Male,46,1,0,Yes,Private,Urban,65.5,30.7,never smoked,0 +54072,Female,11,0,0,No,children,Urban,81.31,18.8,never smoked,0 +49760,Female,63,0,0,Yes,Private,Rural,78.96,28.6,never smoked,0 +61821,Female,59,0,0,Yes,Private,Rural,123.47,27.5,Unknown,0 +65481,Male,57,0,0,Yes,Private,Urban,90.4,26.5,never smoked,0 +6174,Female,35,0,0,No,Private,Urban,71.59,40.3,never smoked,0 +68224,Male,54,0,0,Yes,Private,Rural,209.5,37.9,formerly smoked,0 +61559,Male,7,0,0,No,children,Urban,86.6,17.1,Unknown,0 +65564,Female,48,0,0,Yes,Private,Urban,57.43,53.5,formerly smoked,0 +18890,Male,69,1,0,Yes,Private,Rural,87.93,33.6,never smoked,0 +58936,Male,59,0,0,Yes,Private,Rural,203.16,43.4,Unknown,0 +67667,Female,72,1,0,Yes,Self-employed,Rural,112.12,30.5,never smoked,0 +68138,Male,49,0,0,Yes,Private,Urban,92.02,38.1,never smoked,0 +50363,Female,73,1,0,Yes,Private,Rural,60.98,29.9,formerly smoked,0 +4740,Female,24,0,0,No,Private,Urban,86.35,32.7,never smoked,0 +39683,Male,26,0,0,No,Private,Rural,71.26,28.6,Unknown,0 +49903,Male,27,0,0,No,Private,Urban,72.61,38.5,never smoked,0 +63457,Female,78,0,1,No,Self-employed,Urban,110.78,22.9,never smoked,0 +18595,Female,77,0,0,Yes,Private,Urban,99.78,38,never smoked,0 +64912,Female,59,0,0,Yes,Self-employed,Rural,201.45,43.8,smokes,0 +68382,Male,0.32,0,0,No,children,Urban,127.78,20.8,Unknown,0 +69510,Male,39,0,0,Yes,Private,Rural,121.32,26.8,never smoked,0 +29872,Female,35,0,0,Yes,Private,Urban,83.89,25.5,never smoked,0 +1924,Male,54,0,0,Yes,Private,Rural,74.06,N/A,never smoked,0 +67243,Female,75,0,1,Yes,Private,Urban,206.15,25.4,never smoked,0 +3494,Female,80,0,0,Yes,Private,Rural,102.9,26.7,Unknown,0 +37307,Female,35,0,0,Yes,Private,Urban,65.48,50.5,never smoked,0 +41175,Female,22,0,0,No,Govt_job,Urban,123.23,21.3,Unknown,0 +48303,Male,39,0,0,Yes,Private,Rural,71.3,34.7,never smoked,0 +31473,Male,6,0,0,No,children,Rural,79.05,17.9,Unknown,0 +31402,Female,62,0,0,Yes,Self-employed,Rural,102.21,36.3,never smoked,0 +18996,Female,13,0,0,No,children,Urban,105.22,18.4,Unknown,0 +2573,Male,56,0,0,Yes,Govt_job,Rural,84.58,34.5,Unknown,0 +60683,Male,53,0,1,Yes,Govt_job,Urban,77.3,33.4,never smoked,0 +70537,Male,5,0,0,No,children,Rural,74.79,19.4,Unknown,0 +63193,Female,44,0,0,Yes,Private,Rural,88.75,25.6,Unknown,0 +12228,Male,13,0,0,No,children,Rural,97.97,24.5,never smoked,0 +58107,Female,59,0,0,Yes,Private,Rural,79.18,30,Unknown,0 +28647,Female,35,0,0,Yes,Private,Urban,81.33,28.9,never smoked,0 +57086,Female,52,0,0,Yes,Private,Urban,126.68,28.1,never smoked,0 +5505,Female,76,0,0,Yes,Private,Urban,196.61,23,never smoked,0 +44112,Female,51,0,0,Yes,Self-employed,Urban,219.92,33.5,formerly smoked,0 +56645,Female,79,0,0,Yes,Govt_job,Rural,79.16,34.8,formerly smoked,0 +16652,Female,69,0,0,Yes,Self-employed,Urban,99.68,17.6,formerly smoked,0 +32445,Female,78,0,0,Yes,Self-employed,Urban,79.55,21.1,formerly smoked,0 +18752,Male,60,0,0,Yes,Private,Rural,87.86,29,formerly smoked,0 +35152,Male,10,0,0,No,children,Urban,76.92,15.8,Unknown,0 +70081,Male,42,1,0,Yes,Self-employed,Rural,77.24,41.2,Unknown,0 +72340,Male,21,0,0,No,Private,Urban,120.94,29.7,formerly smoked,0 +67112,Female,56,0,0,Yes,Private,Rural,77.66,40.8,never smoked,0 +42323,Male,59,0,0,Yes,Govt_job,Rural,231.95,33.2,never smoked,0 +35022,Female,69,0,0,Yes,Private,Urban,111.48,37,smokes,0 +21625,Female,25,0,0,Yes,Private,Urban,84.25,24.5,Unknown,0 +49972,Male,63,0,0,Yes,Self-employed,Rural,216.38,34.5,never smoked,0 +44142,Male,25,0,0,No,Private,Rural,95.01,28,never smoked,0 +364,Female,58,0,0,Yes,Private,Urban,105.74,26.8,formerly smoked,0 +59669,Female,28,0,0,Yes,Private,Rural,58.41,21,Unknown,0 +69900,Female,46,0,0,Yes,Govt_job,Urban,56.89,23.8,smokes,0 +12753,Male,53,0,0,Yes,Private,Urban,86.25,29.3,never smoked,0 +10273,Female,37,0,0,Yes,Private,Rural,86.49,24.4,Unknown,0 +30824,Male,12,0,0,No,children,Rural,115.47,22.6,Unknown,0 +587,Female,14,0,0,No,children,Rural,92.22,22.8,Unknown,0 +55856,Female,60,0,0,Yes,Private,Rural,83.16,29.7,smokes,0 +47196,Male,42,0,0,Yes,Private,Rural,110.68,32.4,formerly smoked,0 +67724,Female,65,0,0,Yes,Private,Rural,70.06,35.8,Unknown,0 +23488,Male,80,1,0,Yes,Self-employed,Urban,213.33,31.1,formerly smoked,0 +2849,Male,32,0,0,Yes,Private,Urban,93.52,31.9,Unknown,0 +12134,Female,53,0,0,Yes,Govt_job,Rural,87.62,33.7,smokes,0 +24058,Female,50,0,0,Yes,Govt_job,Rural,77.67,25.6,never smoked,0 +15117,Female,23,0,0,No,Private,Rural,95.66,19.9,smokes,0 +72915,Female,45,0,0,Yes,Private,Urban,172.33,45.3,formerly smoked,0 +61836,Female,0.8,0,0,No,children,Urban,106.59,15.5,Unknown,0 +13116,Male,49,0,0,Yes,Private,Urban,87.06,28.3,never smoked,0 +48146,Male,70,0,1,Yes,Private,Rural,93.02,40.2,formerly smoked,0 +72819,Female,82,0,0,Yes,Self-employed,Urban,243.59,24.3,never smoked,0 +20070,Male,23,0,0,No,Private,Urban,86.7,24.6,Unknown,0 +8778,Female,79,0,0,Yes,Self-employed,Rural,97.81,26.6,formerly smoked,0 +13764,Female,74,0,0,Yes,Private,Urban,116.04,30.9,never smoked,0 +2005,Male,78,0,1,Yes,Self-employed,Urban,169.43,23.5,formerly smoked,0 +8616,Female,50,0,0,Yes,Private,Rural,68.41,23.9,smokes,0 +51524,Female,34,0,0,Yes,Private,Rural,94.44,34.2,Unknown,0 +50541,Male,47,0,0,Yes,Govt_job,Urban,73.48,34.9,smokes,0 +21971,Female,52,0,0,Yes,Govt_job,Rural,183.87,26.2,never smoked,0 +32183,Female,67,0,0,Yes,Private,Rural,66.08,36.2,never smoked,0 +30145,Female,62,0,0,Yes,Private,Rural,72.19,22.4,Unknown,0 +30482,Female,18,0,0,No,Private,Rural,101.09,19.3,smokes,0 +30790,Female,75,1,0,Yes,Govt_job,Urban,88.83,41.7,never smoked,0 +63337,Female,42,0,0,Yes,Private,Rural,69.99,46,smokes,0 +66264,Male,29,0,0,Yes,Govt_job,Urban,102.4,26.9,smokes,0 +641,Male,52,0,0,Yes,Govt_job,Rural,87.26,40.1,smokes,0 +42412,Female,18,0,0,No,Private,Urban,146.59,27.7,Unknown,0 +65693,Male,67,0,0,Yes,Govt_job,Rural,59,29.5,Unknown,0 +3746,Female,66,0,0,Yes,Private,Urban,76.83,26,never smoked,0 +71304,Male,5,0,0,No,children,Urban,101.83,22.7,Unknown,0 +34935,Female,18,0,0,No,Govt_job,Urban,90.92,16,never smoked,0 +29173,Male,52,0,0,Yes,Govt_job,Urban,67.5,27.7,smokes,0 +26474,Female,44,0,0,Yes,Govt_job,Urban,97.16,33.1,Unknown,0 +56857,Male,46,1,0,Yes,Govt_job,Urban,85.62,33.1,formerly smoked,0 +13529,Female,36,0,0,Yes,Govt_job,Rural,129.43,29.7,never smoked,0 +61979,Female,61,0,0,Yes,Govt_job,Urban,106.01,34,smokes,0 +70886,Female,7,0,0,No,children,Rural,114.82,33.3,Unknown,0 +27693,Female,15,0,0,No,children,Urban,121.39,27,Unknown,0 +59762,Male,61,0,0,Yes,Private,Urban,227.98,14.2,Unknown,0 +57308,Male,20,0,0,No,Private,Urban,78.97,19.4,never smoked,0 +3701,Female,2,0,0,No,children,Urban,84.12,15.3,Unknown,0 +61339,Male,47,0,0,Yes,Self-employed,Urban,95.04,28.7,never smoked,0 +24965,Female,25,0,0,No,Govt_job,Rural,103.15,21,smokes,0 +33952,Male,66,1,0,Yes,Private,Urban,82.91,28.9,formerly smoked,0 +39042,Male,2,0,0,No,children,Urban,70.93,20.3,Unknown,0 +43039,Female,63,0,0,Yes,Private,Rural,153.6,28,formerly smoked,0 +59915,Female,53,0,0,No,Private,Urban,129.43,29.6,never smoked,0 +4727,Female,33,0,0,Yes,Govt_job,Rural,81,30.2,formerly smoked,0 +16481,Female,23,0,0,No,Govt_job,Rural,71.81,22.2,Unknown,0 +15018,Female,23,0,0,No,Govt_job,Urban,84.46,28.4,formerly smoked,0 +49702,Female,81,0,0,Yes,Self-employed,Rural,101.32,29.6,formerly smoked,0 +48017,Male,55,0,0,Yes,Private,Urban,62.56,28.6,never smoked,0 +15313,Female,69,1,0,Yes,Govt_job,Urban,208.2,32.6,formerly smoked,0 +22231,Male,58,0,0,Yes,Private,Urban,199.42,29,never smoked,0 +45461,Female,70,0,0,Yes,Private,Urban,91.28,30.1,Unknown,0 +30678,Female,48,0,0,Yes,Private,Urban,77.99,31.2,formerly smoked,0 +57904,Male,15,0,0,No,Private,Urban,190.13,20.7,never smoked,0 +67483,Male,31,1,0,Yes,Private,Urban,149.68,45.1,never smoked,0 +5646,Female,2,0,0,No,children,Rural,92.3,14.8,Unknown,0 +67911,Male,80,0,0,No,Self-employed,Rural,235.54,37.4,formerly smoked,0 +16856,Female,69,0,0,Yes,Private,Rural,84.46,19.9,Unknown,0 +37972,Female,52,0,0,Yes,Private,Rural,68.7,16,Unknown,0 +62414,Male,80,1,0,Yes,Self-employed,Urban,178.89,27.4,Unknown,0 +50485,Male,54,0,0,Yes,Private,Rural,227.74,33.4,smokes,0 +47405,Female,2,0,0,No,children,Rural,100.66,18.5,Unknown,0 +70928,Male,39,0,0,Yes,Govt_job,Urban,73.62,33.4,Unknown,0 +4679,Female,38,0,0,Yes,Private,Rural,100.05,20.8,smokes,0 +15070,Male,76,0,1,Yes,Private,Rural,213.8,22,never smoked,0 +25625,Female,45,0,0,No,Private,Rural,103.94,32.5,smokes,0 +35123,Female,1.24,0,0,No,children,Urban,84.2,19.2,Unknown,0 +20165,Female,77,0,0,Yes,Private,Urban,250.8,32.9,never smoked,0 +41730,Female,46,0,0,No,Govt_job,Rural,112.29,23.5,Unknown,0 +38761,Female,50,0,0,Yes,Private,Urban,65.98,21.7,never smoked,0 +4797,Female,52,0,0,Yes,Private,Urban,99.1,29.1,Unknown,0 +19199,Female,73,1,0,Yes,Private,Rural,217.84,N/A,never smoked,0 +30402,Male,41,0,0,Yes,Private,Urban,104.34,30.3,Unknown,0 +25088,Female,40,0,0,No,Private,Rural,217,29.4,formerly smoked,0 +54756,Female,59,0,0,Yes,Private,Rural,57.47,30.1,formerly smoked,0 +19590,Male,48,0,0,Yes,Govt_job,Urban,78.24,32.9,never smoked,0 +23332,Female,42,0,0,Yes,Private,Rural,94.38,34,never smoked,0 +16971,Female,26,0,0,No,Private,Urban,100.31,38.6,never smoked,0 +11727,Male,39,0,0,Yes,Self-employed,Urban,74.29,29.3,smokes,0 +60255,Female,34,0,0,No,Private,Rural,103.43,43.6,smokes,0 +38796,Female,54,0,0,Yes,Private,Urban,99.83,22.7,formerly smoked,0 +46498,Female,57,0,0,Yes,Private,Urban,217.4,36.6,never smoked,0 +41042,Female,1.56,0,0,No,children,Urban,71.81,22.6,Unknown,0 +35069,Female,50,1,1,No,Govt_job,Urban,79.79,25.6,smokes,0 +61103,Female,64,1,0,Yes,Self-employed,Urban,190.92,31.4,never smoked,0 +25095,Male,44,0,0,Yes,Govt_job,Urban,94.76,26,formerly smoked,0 +55607,Male,38,0,0,Yes,Private,Urban,101.43,27,formerly smoked,0 +63029,Male,32,0,0,Yes,Private,Rural,115.86,33.3,never smoked,0 +2919,Male,17,0,0,No,Private,Rural,95.27,17.3,Unknown,0 +60003,Male,81,0,0,Yes,Govt_job,Rural,89.02,26.9,never smoked,0 +46256,Male,15,0,0,No,Private,Urban,77.55,24.8,Unknown,0 +23659,Female,5,0,0,No,children,Urban,75.86,20,Unknown,0 +2952,Male,70,1,1,Yes,Private,Rural,93.62,35.8,never smoked,0 +49229,Male,52,0,0,No,Govt_job,Rural,72.71,36.9,formerly smoked,0 +2457,Female,67,0,1,Yes,Self-employed,Rural,94.45,29.6,formerly smoked,0 +23508,Female,17,0,0,No,Never_worked,Rural,88.57,31.1,never smoked,0 +28364,Male,61,0,0,Yes,Private,Urban,84.12,25.1,formerly smoked,0 +31360,Female,31,0,0,No,Private,Urban,89.11,51.9,smokes,0 +19335,Male,58,0,0,Yes,Self-employed,Rural,99.83,36.3,smokes,0 +40390,Female,12,0,0,No,children,Rural,150.03,28.2,never smoked,0 +63936,Female,30,0,0,No,Private,Urban,69.67,35.8,formerly smoked,0 +24832,Female,65,0,0,Yes,Self-employed,Urban,77.46,30.9,formerly smoked,0 +25219,Female,23,0,0,No,Private,Urban,100.54,22.1,smokes,0 +42393,Male,14,0,0,No,children,Rural,142.38,17.6,never smoked,0 +17951,Male,27,0,0,No,Self-employed,Rural,110.87,29.5,smokes,0 +17443,Female,53,0,0,Yes,Private,Urban,73.6,27,never smoked,0 +52242,Female,58,1,0,Yes,Govt_job,Rural,59.52,33.2,never smoked,0 +45931,Male,9,0,0,No,children,Urban,142.68,24.4,Unknown,0 +7828,Male,59,1,0,Yes,Self-employed,Urban,182.9,34.4,smokes,0 +21547,Female,46,0,0,Yes,Govt_job,Urban,75.28,36.7,formerly smoked,0 +42305,Female,41,0,0,No,Private,Rural,100.75,27.2,never smoked,0 +9442,Male,55,0,0,Yes,Self-employed,Rural,163.82,27.5,never smoked,0 +57047,Female,43,0,0,Yes,Private,Urban,110.42,32.6,smokes,0 +2538,Female,5,0,0,No,children,Rural,105.18,N/A,Unknown,0 +28461,Male,15,0,0,No,Never_worked,Rural,79.59,28.4,Unknown,0 +16433,Female,36,0,0,Yes,Private,Rural,107.99,25.5,never smoked,0 +50681,Female,36,0,0,Yes,Private,Rural,90.22,28.7,formerly smoked,0 +71327,Female,47,0,0,No,Private,Rural,143.45,23.8,never smoked,0 +46699,Female,18,0,0,No,Private,Rural,78.57,34.4,Unknown,0 +25248,Male,19,0,0,No,Private,Rural,79.82,26.1,Unknown,0 +35315,Male,65,0,0,Yes,Self-employed,Urban,95.88,28.5,never smoked,0 +63144,Male,17,0,0,No,Govt_job,Urban,123.04,29.6,never smoked,0 +21517,Male,54,0,0,Yes,Private,Urban,92.34,29.4,smokes,0 +29789,Female,46,0,0,Yes,Private,Rural,116.84,28.2,never smoked,0 +52207,Female,59,0,0,Yes,Self-employed,Urban,90.04,28.7,formerly smoked,0 +19209,Female,48,0,0,Yes,Govt_job,Rural,255.17,38.1,formerly smoked,0 +42041,Female,38,0,0,Yes,Private,Rural,217.55,N/A,smokes,0 +58153,Female,18,0,0,No,Private,Urban,123.66,22.2,never smoked,0 +27717,Female,56,0,0,Yes,Self-employed,Urban,112.16,25.7,Unknown,0 +35106,Male,3,0,0,No,children,Urban,88.43,17.7,Unknown,0 +47730,Female,41,0,0,No,Private,Urban,86.03,26.4,never smoked,0 +20657,Female,67,0,0,Yes,Private,Urban,227.96,32.8,Unknown,0 +63411,Female,60,0,0,Yes,Private,Rural,85.6,34.5,Unknown,0 +18671,Female,47,0,0,Yes,Govt_job,Rural,111.68,39.5,never smoked,0 +3843,Female,24,0,0,No,Private,Urban,73.49,23.5,never smoked,0 +1225,Male,43,0,0,Yes,Private,Urban,87.82,38.8,formerly smoked,0 +40264,Female,17,0,0,No,Private,Rural,99.29,21.2,Unknown,0 +72451,Female,45,0,0,Yes,Private,Rural,63.73,32,Unknown,0 +20292,Female,24,0,0,Yes,Private,Urban,85.55,63.3,never smoked,0 +31201,Female,79,0,0,No,Self-employed,Urban,79.2,32.6,never smoked,0 +59359,Male,79,0,0,Yes,Self-employed,Urban,105.93,25.2,never smoked,0 +57985,Female,27,0,0,Yes,Private,Urban,94.19,27.4,formerly smoked,0 +2885,Male,72,1,0,Yes,Private,Rural,231.71,N/A,Unknown,0 +59743,Male,64,0,1,Yes,Self-employed,Rural,69.28,38.6,formerly smoked,0 +11544,Female,34,0,0,Yes,Private,Urban,71.37,32.9,never smoked,0 +11969,Female,50,0,0,Yes,Self-employed,Urban,110.18,26,formerly smoked,0 +42929,Female,58,0,0,Yes,Self-employed,Rural,59.68,29.2,formerly smoked,0 +72776,Male,26,0,0,Yes,Govt_job,Urban,94.24,29.2,formerly smoked,0 +21438,Female,50,0,0,Yes,Private,Rural,82.1,26.4,Unknown,0 +51084,Female,80,0,0,Yes,Private,Urban,62.62,23.1,formerly smoked,0 +13440,Male,2,0,0,No,children,Urban,107.83,21.2,Unknown,0 +15533,Male,46,0,0,No,Private,Urban,107.59,26.2,formerly smoked,0 +50903,Female,29,0,0,Yes,Private,Urban,116.98,23.4,never smoked,0 +35276,Female,6,0,0,No,children,Rural,84.1,19.8,Unknown,0 +44472,Male,32,0,0,Yes,Self-employed,Urban,160.64,20.4,smokes,0 +23587,Female,16,0,0,No,Never_worked,Urban,84.4,25.9,never smoked,0 +66794,Female,44,0,0,Yes,Govt_job,Rural,81.13,34.1,never smoked,0 +35854,Female,23,0,0,No,Private,Urban,88.19,18.3,never smoked,0 +60907,Male,48,0,0,Yes,Private,Rural,127.13,35,Unknown,0 +12449,Female,34,0,0,Yes,Private,Rural,119.61,26.4,Unknown,0 +54371,Male,78,0,0,Yes,Govt_job,Urban,143.47,27.6,formerly smoked,0 +8106,Female,42,0,0,Yes,Private,Rural,84.6,27,smokes,0 +2013,Male,14,0,0,No,Private,Rural,110.72,N/A,never smoked,0 +61785,Female,40,0,0,No,Private,Rural,158.93,31.3,smokes,0 +2707,Male,10,0,0,No,children,Rural,68.94,18,Unknown,0 +49120,Female,39,0,0,Yes,Govt_job,Rural,69.38,22.1,Unknown,0 +30752,Female,42,0,0,No,Self-employed,Urban,72,34.4,never smoked,0 +64972,Male,47,0,0,Yes,Private,Rural,57.76,33.2,smokes,0 +49537,Male,14,0,0,No,Private,Rural,108.65,23.1,never smoked,0 +315,Male,45,0,0,Yes,Private,Rural,65.42,39.7,never smoked,0 +62814,Male,58,0,0,No,Private,Rural,78.93,40.7,formerly smoked,0 +7665,Female,73,0,0,Yes,Private,Rural,98.34,30.9,Unknown,0 +28108,Female,62,0,0,Yes,Private,Rural,82.57,27.5,Unknown,0 +50536,Female,62,0,1,Yes,Govt_job,Urban,124.37,28.3,never smoked,0 +8655,Female,51,0,1,Yes,Self-employed,Urban,100.96,33.4,never smoked,0 +760,Male,0.8,0,0,No,children,Urban,75.22,33.1,Unknown,0 +47501,Female,57,0,0,Yes,Private,Urban,59.85,41.5,never smoked,0 +16863,Female,8,0,0,No,children,Rural,104.75,17.1,Unknown,0 +51342,Female,69,0,0,Yes,Govt_job,Rural,70.98,30,Unknown,0 +35759,Female,16,0,0,No,Private,Rural,92.77,24.9,Unknown,0 +17270,Female,56,0,0,Yes,Private,Urban,82.12,32.5,smokes,0 +53862,Female,41,0,0,Yes,Govt_job,Rural,106.35,26.1,never smoked,0 +40951,Female,1.24,0,0,No,children,Rural,77.33,19.2,Unknown,0 +56976,Female,42,0,0,Yes,Private,Urban,96.01,38.7,Unknown,0 +37299,Male,57,0,0,Yes,Private,Urban,107.49,29.5,never smoked,0 +33247,Male,20,0,0,No,Private,Rural,88.47,28.1,smokes,0 +32560,Female,8,0,0,No,children,Rural,87.92,14.1,Unknown,0 +10973,Male,43,0,0,Yes,Private,Urban,91.13,33.9,never smoked,0 +3816,Male,62,0,0,Yes,Private,Rural,80.72,26,formerly smoked,0 +50215,Male,42,0,0,No,Govt_job,Rural,59.83,52.8,never smoked,0 +10351,Male,50,0,0,Yes,Private,Urban,67.02,N/A,formerly smoked,0 +69665,Female,63,0,0,Yes,Private,Rural,60.22,29.2,never smoked,0 +14976,Male,80,0,1,Yes,Private,Rural,82.41,26.3,smokes,0 +28183,Female,13,0,0,No,children,Urban,75.78,23.6,Unknown,0 +33085,Female,20,0,0,No,Private,Rural,102.42,18.6,never smoked,0 +13386,Female,71,0,1,Yes,Self-employed,Rural,98.45,29.7,Unknown,0 +15601,Female,50,0,0,Yes,Private,Urban,93.51,30.9,smokes,0 +22254,Female,76,0,0,Yes,Private,Rural,113.68,22.8,Unknown,0 +15539,Female,41,0,0,Yes,Private,Rural,97.41,25.5,never smoked,0 +58235,Male,76,0,0,Yes,Private,Urban,58.65,25.6,smokes,0 +21162,Female,78,0,0,Yes,Self-employed,Rural,81.68,23,Unknown,0 +67880,Male,5,0,0,No,children,Urban,148.52,20.6,Unknown,0 +42545,Male,29,1,0,Yes,Private,Urban,77.55,N/A,formerly smoked,0 +48359,Female,43,0,0,Yes,Private,Rural,142.12,28.4,smokes,0 +54815,Female,49,0,0,Yes,Private,Urban,125.3,29.7,formerly smoked,0 +6233,Male,70,1,0,Yes,Self-employed,Rural,118.81,26,smokes,0 +52225,Male,24,0,0,No,Private,Urban,84.16,37.5,smokes,0 +50463,Female,41,0,0,Yes,Private,Urban,78.74,42.3,smokes,0 +49084,Male,20,0,0,No,Private,Urban,57.51,21.4,Unknown,0 +61889,Male,34,0,0,Yes,Private,Urban,61.11,29.3,never smoked,0 +25525,Male,32,0,0,Yes,Private,Urban,78.3,31,Unknown,0 +9730,Male,27,0,0,Yes,Private,Urban,76.19,22,never smoked,0 +30622,Female,44,0,0,Yes,Govt_job,Rural,115.99,20.9,never smoked,0 +26480,Male,20,0,0,No,Private,Rural,100.8,45.9,never smoked,0 +65895,Female,52,0,0,Yes,Private,Urban,98.27,61.2,Unknown,0 +4913,Female,57,0,0,Yes,Private,Rural,93.85,29.1,never smoked,0 +20676,Male,29,0,0,No,Private,Rural,94.69,28.4,smokes,0 +52410,Female,16,0,0,No,Private,Urban,136.23,22.6,Unknown,0 +57944,Female,35,0,0,Yes,Govt_job,Rural,56.12,24.2,smokes,0 +20290,Female,5,0,0,No,children,Rural,93.03,16.3,Unknown,0 +10875,Male,63,0,0,Yes,Private,Rural,196.81,35.9,never smoked,0 +2393,Male,59,1,0,Yes,Private,Rural,87.81,29.8,formerly smoked,0 +66464,Male,63,0,0,Yes,Private,Urban,222.66,37,formerly smoked,0 +40548,Male,52,0,0,Yes,Private,Rural,223.58,35.8,never smoked,0 +19699,Female,50,0,0,No,Private,Urban,85.77,21.1,never smoked,0 +205,Female,43,0,0,Yes,Private,Rural,88.23,37.6,Unknown,0 +54805,Female,27,0,0,No,Self-employed,Urban,73.65,24.8,Unknown,0 +53195,Male,30,0,0,No,Private,Urban,141.8,31.9,never smoked,0 +9107,Female,8,0,0,No,children,Rural,92.65,17.5,Unknown,0 +65196,Male,75,1,0,Yes,Private,Rural,198.79,N/A,smokes,0 +58833,Male,14,0,0,No,Private,Rural,61.04,17.6,Unknown,0 +4309,Female,23,0,0,Yes,Private,Rural,102.88,38.9,Unknown,0 +55462,Male,6,0,0,No,children,Urban,123.39,15.2,Unknown,0 +51746,Female,37,0,0,Yes,Govt_job,Rural,67.07,27.4,never smoked,0 +59335,Male,38,0,0,Yes,Govt_job,Rural,69.88,27.9,smokes,0 +65644,Male,3,0,0,No,children,Urban,57.02,16.1,Unknown,0 +52790,Female,26,0,0,No,Govt_job,Urban,123.81,39,never smoked,0 +42681,Female,58,0,0,Yes,Govt_job,Rural,73.36,36.6,formerly smoked,0 +33697,Male,57,0,0,Yes,Private,Rural,90.54,33.7,never smoked,0 +51963,Male,58,0,0,Yes,Private,Urban,69.24,27.6,never smoked,0 +13375,Male,76,0,0,Yes,Private,Urban,192.39,31,never smoked,0 +37526,Female,68,1,1,Yes,Private,Rural,233.3,N/A,Unknown,0 +59454,Female,79,0,0,Yes,Self-employed,Urban,74.35,28.5,formerly smoked,0 +23600,Male,34,0,0,Yes,Private,Rural,71.94,31.4,smokes,0 +61245,Male,75,0,0,Yes,Self-employed,Rural,82.35,25.3,never smoked,0 +53489,Male,11,0,0,No,children,Rural,73.28,17.2,never smoked,0 +42284,Male,71,1,0,Yes,Self-employed,Rural,97.57,26.9,Unknown,0 +69089,Female,40,0,0,Yes,Private,Rural,83.3,32,smokes,0 +68970,Female,24,0,0,No,Private,Urban,85.07,22.5,Unknown,0 +42938,Male,0.64,0,0,No,children,Urban,60.4,17.3,Unknown,0 +11327,Female,82,0,0,Yes,Self-employed,Urban,79.96,27,formerly smoked,0 +5464,Male,32,0,0,Yes,Private,Rural,70.96,33.1,Unknown,0 +56995,Female,81,0,0,Yes,Private,Urban,82.86,25,never smoked,0 +53646,Female,33,1,0,No,Private,Rural,97.87,N/A,smokes,0 +45139,Female,79,0,1,Yes,Private,Rural,201.38,31.1,never smoked,0 +38354,Female,62,0,0,Yes,Self-employed,Urban,91.82,19.6,Unknown,0 +15566,Male,39,0,0,Yes,Private,Rural,91.85,24.7,smokes,0 +4793,Female,60,1,0,Yes,Self-employed,Urban,99.23,48,formerly smoked,0 +59223,Male,48,0,0,Yes,Private,Urban,68.13,38,formerly smoked,0 +30927,Male,24,0,0,No,Private,Rural,93.76,24,formerly smoked,0 +966,Female,70,1,0,Yes,Self-employed,Rural,103.89,30,never smoked,0 +62923,Female,17,0,0,No,Private,Urban,87.39,24.6,Unknown,0 +30627,Female,56,0,0,Yes,Govt_job,Urban,89.53,23.1,Unknown,0 +17236,Female,3,0,0,No,children,Urban,66.61,17.4,Unknown,0 +27566,Male,65,0,0,Yes,Private,Rural,236.14,43.1,Unknown,0 +6368,Male,72,0,1,Yes,Private,Urban,99.76,27.1,formerly smoked,0 +33876,Male,10,0,0,No,children,Urban,87.09,14.3,Unknown,0 +52164,Male,29,0,0,Yes,Private,Urban,193.81,46.8,never smoked,0 +32446,Female,44,0,0,Yes,Private,Rural,97.27,26,never smoked,0 +56855,Male,46,0,0,Yes,Private,Urban,137.77,29.3,never smoked,0 +43837,Male,33,0,0,Yes,Private,Urban,105.19,50.1,smokes,0 +5477,Male,63,0,1,Yes,Self-employed,Urban,82.72,N/A,never smoked,0 +64974,Male,0.24,0,0,No,children,Urban,58.35,18.6,Unknown,0 +33976,Male,55,0,0,Yes,Private,Urban,68.79,27,never smoked,0 +31019,Female,56,0,0,Yes,Private,Urban,94.19,25.7,never smoked,0 +4699,Male,50,0,0,No,Govt_job,Rural,121.17,25.5,formerly smoked,0 +60276,Male,78,1,1,Yes,Self-employed,Rural,106.41,27.3,never smoked,0 +24420,Male,63,0,0,Yes,Private,Rural,104.79,24.1,Unknown,0 +28478,Female,31,0,0,Yes,Private,Urban,82.18,42.7,never smoked,0 +63236,Male,65,0,0,Yes,Private,Urban,96.81,41.2,smokes,0 +6324,Male,51,0,0,Yes,Private,Rural,107.42,20.2,formerly smoked,0 +62059,Male,60,0,0,Yes,Private,Rural,69.2,30.9,never smoked,0 +28400,Male,69,0,0,Yes,Self-employed,Urban,92.73,27.7,never smoked,0 +5841,Female,23,0,0,No,Private,Urban,86.11,22.3,never smoked,0 +5681,Male,46,0,0,Yes,Private,Rural,111.78,39.4,smokes,0 +16587,Female,16,0,0,No,Private,Urban,122.26,34.2,never smoked,0 +3477,Female,26,0,0,No,Private,Rural,78.16,20.1,never smoked,0 +23890,Female,44,1,0,Yes,Govt_job,Rural,105.77,36.8,never smoked,0 +3803,Female,56,0,0,Yes,Private,Urban,102.97,N/A,smokes,0 +34068,Female,23,0,0,Yes,Govt_job,Urban,77.53,33.9,formerly smoked,0 +60145,Female,38,0,0,Yes,Private,Urban,77.35,27.7,never smoked,0 +11702,Female,18,0,0,No,Never_worked,Urban,82.36,22.7,Unknown,0 +50508,Female,63,0,1,Yes,Self-employed,Rural,239.95,32.2,smokes,0 +65473,Male,23,0,0,No,Private,Urban,61.96,22,smokes,0 +51257,Male,32,0,0,No,Private,Rural,72.1,23.2,never smoked,0 +47810,Male,8,0,0,No,children,Rural,107.97,26.7,Unknown,0 +38737,Male,77,0,0,Yes,Self-employed,Urban,60.77,23,smokes,0 +39060,Female,41,0,0,Yes,Private,Urban,71.06,23.4,never smoked,0 +56804,Female,34,0,0,No,Govt_job,Urban,60.36,24.1,never smoked,0 +45099,Male,25,0,0,Yes,Self-employed,Urban,83.33,31.5,Unknown,0 +22221,Female,35,0,0,Yes,Self-employed,Urban,65.33,26.1,never smoked,0 +57134,Male,15,0,0,No,children,Urban,113.28,23.7,never smoked,0 +57609,Male,1.64,0,0,No,children,Urban,170.88,20.8,Unknown,0 +6132,Male,4,0,0,No,children,Urban,103.34,18.8,Unknown,0 +31600,Female,33,0,0,No,Private,Rural,106.08,32.5,formerly smoked,0 +51497,Male,28,0,0,Yes,Self-employed,Urban,156.45,24.3,never smoked,0 +48455,Female,37,0,0,Yes,Private,Urban,60.05,24.1,Unknown,0 +13049,Female,50,0,0,Yes,Private,Rural,114.05,32.5,never smoked,0 +9079,Female,76,0,1,Yes,Self-employed,Urban,202.21,39.3,formerly smoked,0 +68568,Female,72,0,0,Yes,Self-employed,Rural,57.28,23.9,never smoked,0 +72867,Male,16,0,0,No,Private,Rural,99.49,22,Unknown,0 +53121,Male,44,0,0,Yes,Private,Urban,63.6,37.3,never smoked,0 +33779,Male,46,0,1,Yes,Govt_job,Urban,80.01,33,formerly smoked,0 +52367,Male,46,0,0,Yes,Private,Urban,58.42,24.7,formerly smoked,0 +29314,Female,73,1,1,Yes,Govt_job,Urban,67.38,32.8,formerly smoked,0 +18366,Female,29,0,0,Yes,Self-employed,Rural,73.58,29.8,Unknown,0 +32522,Male,19,0,0,No,Private,Urban,103.92,24.1,Unknown,0 +3980,Female,27,0,0,No,Private,Rural,80.22,21.6,never smoked,0 +5350,Female,36,0,0,Yes,Private,Rural,103.76,27.1,never smoked,0 +3428,Female,61,0,0,Yes,Self-employed,Urban,77.06,27,never smoked,0 +62552,Female,9,0,0,No,children,Rural,90.22,18.7,Unknown,0 +51085,Female,25,0,0,No,Private,Urban,181.3,35.8,never smoked,0 +60586,Female,68,0,0,Yes,Private,Rural,85.29,27.1,formerly smoked,0 +59988,Female,26,1,0,Yes,Private,Urban,107.59,33.1,smokes,0 +34122,Female,17,0,0,No,Private,Urban,87.72,25.9,smokes,0 +11392,Male,75,0,0,Yes,Private,Rural,70.73,26.7,smokes,0 +53632,Male,34,0,0,No,Govt_job,Urban,72.75,22.2,Unknown,0 +32202,Male,53,0,0,Yes,Private,Rural,95.47,26,smokes,0 +52489,Female,18,0,0,No,Private,Urban,70.54,23.5,Unknown,0 +13374,Male,48,0,0,Yes,Private,Urban,100.03,23.5,never smoked,0 +66370,Female,5,0,0,No,children,Rural,59.78,15.9,Unknown,0 +259,Male,79,0,0,Yes,Private,Urban,198.79,24.9,never smoked,0 +12092,Male,16,0,0,No,Private,Rural,90.39,26.5,never smoked,0 +38263,Female,32,0,0,Yes,Private,Rural,147.04,35.7,Unknown,0 +1666,Male,70,0,0,Yes,Govt_job,Urban,202.55,N/A,formerly smoked,0 +48922,Male,55,1,1,Yes,Private,Rural,64.92,32.1,smokes,0 +58061,Female,70,1,0,Yes,Self-employed,Rural,154.6,28.5,formerly smoked,0 +50283,Female,51,0,0,Yes,Private,Urban,95.98,40.1,smokes,0 +26605,Female,39,0,0,Yes,Private,Rural,102.51,26.6,smokes,0 +10396,Male,79,1,0,No,Private,Urban,96.52,21.7,Unknown,0 +14695,Male,80,1,0,Yes,Self-employed,Rural,232.12,28.8,never smoked,0 +2579,Female,34,0,0,Yes,Self-employed,Rural,78.12,32,Unknown,0 +71061,Male,59,0,0,Yes,Govt_job,Urban,70.04,31.4,never smoked,0 +41250,Female,54,0,0,Yes,Private,Rural,97.61,32.1,smokes,0 +53923,Female,22,0,0,No,Private,Urban,113.11,19.8,Unknown,0 +54139,Female,21,0,0,No,Private,Rural,71.06,25.3,formerly smoked,0 +32430,Female,4,0,0,No,children,Rural,104.95,28.8,Unknown,0 +14928,Female,26,0,0,No,Private,Urban,81.94,26,smokes,0 +32457,Male,62,0,0,Yes,Private,Urban,96.37,30.7,formerly smoked,0 +59718,Female,33,0,0,Yes,Private,Rural,114.16,43.3,never smoked,0 +4948,Male,51,0,0,Yes,Self-employed,Rural,93.58,35.2,smokes,0 +40870,Female,75,0,0,Yes,Govt_job,Urban,73.89,20.9,Unknown,0 +2218,Male,42,0,0,Yes,Private,Rural,107.83,35.3,smokes,0 +57494,Female,82,1,0,Yes,Self-employed,Urban,107.21,27,formerly smoked,0 +1534,Female,61,0,0,Yes,Private,Rural,99.35,26.1,smokes,0 +69329,Female,62,0,0,Yes,Private,Rural,203.57,29.1,Unknown,0 +39852,Male,59,1,1,Yes,Govt_job,Rural,81.51,32.6,never smoked,0 +65358,Female,31,0,0,Yes,Private,Rural,69.26,21.8,formerly smoked,0 +36488,Male,12,0,0,No,children,Urban,111.47,32.3,never smoked,0 +55567,Female,76,0,1,Yes,Private,Rural,86.09,28.1,never smoked,0 +33562,Male,71,0,1,Yes,Govt_job,Rural,72.94,32.3,formerly smoked,0 +20006,Female,15,0,0,No,Private,Urban,76.77,21.7,Unknown,0 +47696,Male,44,0,0,Yes,Private,Rural,60.32,25,never smoked,0 +60117,Male,30,0,0,No,Private,Rural,133.24,28.9,never smoked,0 +5032,Female,47,0,0,Yes,Private,Rural,65.01,21.7,formerly smoked,0 +5780,Female,47,0,0,Yes,Private,Urban,74.63,45.3,never smoked,0 +52236,Female,60,0,0,Yes,Private,Rural,230.78,40.2,never smoked,0 +59752,Male,62,0,0,Yes,Private,Urban,72.5,22.5,formerly smoked,0 +47005,Female,47,0,0,Yes,Private,Urban,68.48,21.3,never smoked,0 +4750,Male,78,0,0,Yes,Private,Urban,85.03,26.1,formerly smoked,0 +65127,Female,35,0,0,Yes,Private,Urban,80.76,28.8,smokes,0 +4498,Male,71,0,1,Yes,Private,Urban,204.98,N/A,formerly smoked,0 +32203,Female,57,0,0,Yes,Self-employed,Rural,95.36,32.4,formerly smoked,0 +27436,Male,12,0,0,No,children,Urban,110.33,20.4,Unknown,0 +34999,Male,26,0,0,Yes,Private,Urban,89.18,25.9,formerly smoked,0 +4213,Male,33,0,0,No,Self-employed,Rural,91.53,38.8,formerly smoked,0 +71669,Male,60,0,0,Yes,Private,Rural,65.16,30.8,never smoked,0 +36803,Female,35,0,0,No,Private,Rural,74.53,24.6,never smoked,0 +17725,Female,10,0,0,No,children,Rural,93.29,20.6,Unknown,0 +57983,Male,50,0,0,Yes,Govt_job,Urban,227.89,38.8,formerly smoked,0 +68089,Female,44,0,0,Yes,Private,Urban,121.46,40.4,Unknown,0 +3135,Female,73,0,0,No,Self-employed,Rural,69.35,N/A,never smoked,0 +563,Female,41,0,0,Yes,Private,Rural,216.71,36.2,never smoked,0 +19364,Female,7,0,0,No,children,Rural,74.96,18.8,Unknown,0 +34590,Male,45,0,0,Yes,Self-employed,Rural,75.25,27.6,smokes,0 +55459,Female,60,0,0,No,Private,Rural,91.82,28.3,formerly smoked,0 +38724,Female,49,1,0,Yes,Govt_job,Urban,56.37,39.4,smokes,0 +52968,Female,45,0,0,Yes,Self-employed,Rural,149.15,33.5,Unknown,0 +35716,Female,55,1,0,Yes,Private,Urban,202.67,40.4,formerly smoked,0 +51421,Female,54,0,0,Yes,Private,Rural,65.38,25.9,Unknown,0 +72525,Female,39,0,0,Yes,Private,Urban,90.31,27.6,smokes,0 +33009,Male,76,0,0,Yes,Self-employed,Rural,221.8,44.7,formerly smoked,0 +35437,Female,28,0,0,Yes,Private,Rural,73.39,30.8,Unknown,0 +37253,Female,70,1,0,Yes,Private,Urban,147.12,22.3,formerly smoked,0 +46171,Male,28,0,0,Yes,Private,Urban,109.85,27.9,Unknown,0 +18143,Male,79,0,0,Yes,Self-employed,Rural,103.21,22.9,formerly smoked,0 +35330,Male,30,0,0,Yes,Private,Urban,81.25,27.3,smokes,0 +32127,Female,26,0,0,Yes,Govt_job,Urban,84.69,25,never smoked,0 +69834,Female,57,0,0,Yes,Govt_job,Rural,87.1,48.3,smokes,0 +56311,Female,16,0,0,No,Private,Rural,81.92,22.7,Unknown,0 +13439,Male,40,1,0,Yes,Private,Urban,90.91,39.1,Unknown,0 +36366,Male,77,0,0,Yes,Govt_job,Urban,64.4,27.8,never smoked,0 +13111,Female,67,1,0,Yes,Private,Rural,85.48,N/A,smokes,0 +28932,Female,36,0,0,Yes,Private,Rural,67.29,36.7,formerly smoked,0 +67521,Female,40,1,0,Yes,Private,Urban,124.48,38.5,Unknown,0 +65688,Male,2,0,1,No,children,Urban,62.89,29.4,Unknown,0 +58761,Male,52,0,0,Yes,Private,Urban,87.51,30.5,formerly smoked,0 +21192,Female,78,0,0,Yes,Private,Urban,93.15,23.6,Unknown,0 +72348,Female,22,0,0,No,Private,Urban,64.87,20.6,Unknown,0 +1825,Male,33,0,0,Yes,Self-employed,Urban,90.68,31.7,smokes,0 +25674,Male,40,0,0,Yes,Private,Urban,104.64,24.9,Unknown,0 +33035,Female,20,0,0,No,Private,Urban,92.44,33.4,never smoked,0 +54297,Male,19,0,0,No,Private,Rural,120.46,22.2,Unknown,0 +9122,Male,25,0,0,Yes,Private,Urban,89.87,26.5,never smoked,0 +1218,Female,23,0,0,No,Private,Urban,105.28,27.1,formerly smoked,0 +57210,Female,28,0,0,Yes,Private,Rural,131.8,30.3,never smoked,0 +37096,Female,6,0,0,No,children,Rural,66.33,18.6,Unknown,0 +38243,Female,37,0,0,Yes,Private,Rural,101.07,26.4,Unknown,0 +17198,Female,10,0,0,No,children,Rural,83.37,17.8,formerly smoked,0 +70884,Female,34,0,0,Yes,Private,Urban,79.8,37.4,smokes,0 +51809,Female,60,0,0,Yes,Self-employed,Rural,103.17,32.1,formerly smoked,0 +40602,Female,22,0,0,No,Private,Urban,62.52,38.2,never smoked,0 +65116,Female,62,1,0,Yes,Self-employed,Urban,75.78,N/A,smokes,0 +70455,Female,52,0,0,Yes,Govt_job,Urban,110.36,39.1,formerly smoked,0 +41618,Male,61,0,0,No,Private,Rural,140.07,29.5,never smoked,0 +21209,Female,10,0,0,No,children,Rural,84.86,28.6,never smoked,0 +26103,Male,36,0,0,Yes,Private,Rural,106.85,40.1,never smoked,0 +10436,Female,29,0,0,Yes,Private,Rural,102.07,31.8,never smoked,0 +16550,Female,69,0,1,No,Govt_job,Urban,202.38,34.6,Unknown,0 +17697,Female,62,0,0,Yes,Govt_job,Urban,67.07,24.5,never smoked,0 +10744,Male,62,0,1,Yes,Govt_job,Rural,73.7,26.2,never smoked,0 +7799,Female,79,0,0,No,Self-employed,Urban,77.59,33,never smoked,0 +57183,Male,13,0,0,No,children,Rural,69.16,22.3,Unknown,0 +121,Female,38,0,0,Yes,Private,Urban,91.44,N/A,Unknown,0 +32604,Male,49,0,0,Yes,Self-employed,Rural,215.81,58.1,never smoked,0 +49883,Female,41,0,0,Yes,Private,Rural,65.4,36.9,formerly smoked,0 +68242,Male,56,0,0,Yes,Private,Urban,139.72,43.9,never smoked,0 +33726,Female,8,0,0,No,children,Urban,72.81,18.2,Unknown,0 +56255,Female,24,0,0,No,Private,Urban,149.17,23.1,never smoked,0 +46455,Female,61,0,0,Yes,Private,Urban,125.74,32.6,Unknown,0 +13270,Female,40,0,0,No,Govt_job,Urban,90.21,41.2,never smoked,0 +38067,Female,22,0,0,No,Private,Urban,139.48,28.6,formerly smoked,0 +9160,Female,80,1,0,Yes,Private,Urban,90.77,26,never smoked,0 +52843,Female,60,1,1,Yes,Private,Urban,220.24,36.8,never smoked,0 +67343,Female,57,0,0,Yes,Private,Rural,81.42,35.8,never smoked,0 +50805,Female,55,0,0,Yes,Private,Urban,102.36,24.2,never smoked,0 +10826,Female,39,0,0,Yes,Self-employed,Urban,82.85,22.9,smokes,0 +60358,Female,51,0,0,Yes,Private,Urban,102.11,23.1,never smoked,0 +72231,Female,47,0,0,Yes,Self-employed,Rural,195.61,N/A,never smoked,0 +58586,Male,77,1,1,Yes,Self-employed,Urban,80.92,28.9,smokes,0 +50499,Female,32,0,0,Yes,Private,Rural,71.8,26.5,never smoked,0 +18986,Female,45,0,0,No,Self-employed,Urban,88.47,29.3,never smoked,0 +51177,Female,49,0,0,Yes,Private,Urban,67.68,24.8,formerly smoked,0 +575,Male,13,0,0,No,children,Rural,98.65,20.1,Unknown,0 +47321,Female,74,0,0,Yes,Private,Rural,83.58,18.2,never smoked,0 +7754,Female,72,0,0,Yes,Self-employed,Rural,104.04,34.7,formerly smoked,0 +66270,Female,57,0,0,Yes,Private,Rural,69.4,24,Unknown,0 +2814,Male,51,1,0,No,Govt_job,Urban,106.22,29,never smoked,0 +52847,Female,55,0,0,Yes,Private,Rural,112.46,27.3,never smoked,0 +60235,Male,73,0,1,Yes,Private,Rural,72.42,27.6,never smoked,0 +10981,Male,12,0,0,No,children,Rural,96.73,20.4,never smoked,0 +62833,Female,6,0,0,No,children,Urban,107.4,17.7,Unknown,0 +26267,Female,76,0,0,Yes,Self-employed,Urban,267.61,27.9,smokes,0 +69918,Female,38,1,0,Yes,Private,Rural,109.46,41.5,never smoked,0 +44927,Female,50,0,0,Yes,Govt_job,Rural,120.05,27.4,Unknown,0 +20169,Female,75,0,0,Yes,Private,Rural,106.33,27.8,Unknown,0 +31481,Female,1.16,0,0,No,children,Urban,97.28,17.8,Unknown,0 +27721,Male,32,0,0,Yes,Private,Rural,83.13,32,smokes,0 +71419,Male,12,0,0,No,children,Urban,97.35,37.3,Unknown,0 +25642,Male,32,0,0,No,Private,Urban,79.54,28.1,Unknown,0 +31932,Female,13,0,0,No,children,Urban,76.55,29.1,Unknown,0 +13629,Male,1.32,0,0,No,children,Urban,56.11,22.9,Unknown,0 +38258,Female,63,0,0,Yes,Private,Rural,91.36,38.8,formerly smoked,0 +70602,Female,29,0,0,No,Private,Rural,79.27,29,smokes,0 +60056,Male,53,0,0,Yes,Private,Urban,113.21,28.6,smokes,0 +31156,Female,49,0,0,Yes,Private,Urban,105.99,29.8,never smoked,0 +69643,Male,81,0,0,Yes,Private,Rural,59.93,28.9,formerly smoked,0 +23171,Male,66,0,0,Yes,Private,Rural,88.83,29.1,Unknown,0 +42309,Female,42,0,0,Yes,Private,Urban,73.37,N/A,smokes,0 +2877,Female,61,0,0,Yes,Private,Urban,115.42,16.7,smokes,0 +37011,Female,52,0,0,Yes,Private,Rural,71.93,34.1,Unknown,0 +355,Male,8,0,0,No,children,Rural,96.43,25.7,Unknown,0 +53252,Male,82,0,0,No,Self-employed,Urban,161.95,30.8,never smoked,0 +3553,Female,43,0,0,Yes,Govt_job,Urban,104.55,23.9,smokes,0 +72178,Female,4,0,0,No,children,Urban,71.25,18.8,Unknown,0 +11817,Male,58,0,0,Yes,Govt_job,Urban,160.87,N/A,formerly smoked,0 +26468,Female,45,0,0,Yes,Govt_job,Urban,82.02,41.8,smokes,0 +13176,Female,62,1,0,Yes,Private,Urban,78.02,36.4,never smoked,0 +67032,Male,42,0,0,No,Govt_job,Urban,115.21,28.7,Unknown,0 +39784,Female,72,0,0,Yes,Self-employed,Urban,65.12,28.3,never smoked,0 +56156,Other,26,0,0,No,Private,Rural,143.33,22.4,formerly smoked,0 +15230,Female,9,0,0,No,children,Rural,80.55,15.1,Unknown,0 +25218,Female,31,0,0,Yes,Govt_job,Urban,88.2,22.7,never smoked,0 +39637,Female,20,0,0,No,Private,Rural,147.42,26.6,Unknown,0 +26777,Male,22,0,0,No,Private,Rural,86.53,20.8,never smoked,0 +60533,Female,23,0,0,No,Private,Rural,91.95,23,Unknown,0 +44375,Female,57,1,0,Yes,Self-employed,Rural,63.72,35.8,smokes,0 +49848,Male,52,0,0,Yes,Private,Rural,63.78,29.9,never smoked,0 +65413,Female,64,0,0,Yes,Private,Urban,55.64,43.4,never smoked,0 +31161,Female,26,0,0,No,Govt_job,Urban,88.88,36.3,never smoked,0 +61787,Male,54,0,0,Yes,Self-employed,Urban,114.61,40.1,formerly smoked,0 +53482,Male,32,0,0,No,Self-employed,Rural,56.08,35.9,formerly smoked,0 +71387,Female,66,0,0,Yes,Govt_job,Rural,59.62,32.4,never smoked,0 +7577,Male,13,0,0,No,children,Urban,75.85,20.3,Unknown,0 +34400,Female,77,1,0,Yes,Self-employed,Rural,176.71,33.2,never smoked,0 +45175,Male,18,0,0,No,Private,Urban,80.07,22.3,Unknown,0 +71192,Male,11,0,0,No,children,Rural,56.33,18.1,Unknown,0 +26997,Female,16,0,0,No,Private,Urban,87.16,28.2,never smoked,0 +33532,Female,73,0,1,Yes,Private,Rural,102.46,29.7,never smoked,0 +33704,Male,44,1,0,Yes,Private,Rural,84.1,N/A,Unknown,0 +51897,Male,36,0,0,Yes,Private,Rural,161,29,smokes,0 +43016,Male,10,0,0,No,children,Urban,70.7,25.4,Unknown,0 +3370,Female,54,0,0,Yes,Private,Rural,81.26,26.5,Unknown,0 +39984,Female,42,0,0,Yes,Govt_job,Rural,157.67,22.7,formerly smoked,0 +59232,Female,52,0,0,Yes,Self-employed,Urban,89.59,27.5,Unknown,0 +57896,Male,32,0,0,Yes,Private,Urban,64.02,23.8,smokes,0 +21917,Male,43,0,0,Yes,Govt_job,Rural,110.69,35.6,Unknown,0 +66435,Female,28,0,0,Yes,Private,Rural,71.97,27.2,never smoked,0 +3442,Female,79,0,0,No,Self-employed,Rural,82.07,30.4,Unknown,0 +48064,Male,11,0,0,No,children,Rural,65.07,21.5,never smoked,0 +13358,Female,75,0,0,Yes,Self-employed,Rural,207.62,31.8,never smoked,0 +64986,Male,55,0,0,Yes,Private,Urban,108.64,29.5,never smoked,0 +6032,Male,78,0,0,Yes,Self-employed,Urban,201.58,30.6,Unknown,0 +52924,Female,48,0,0,Yes,Private,Urban,116.2,27.6,formerly smoked,0 +69979,Male,73,0,0,Yes,Self-employed,Rural,231.43,23,smokes,0 +50489,Female,56,0,0,Yes,Govt_job,Urban,112.62,24.8,never smoked,0 +20094,Male,54,1,0,Yes,Private,Urban,220.26,28,formerly smoked,0 +16618,Female,55,0,0,Yes,Private,Urban,84.37,22.2,Unknown,0 +63280,Female,65,0,0,Yes,Private,Rural,82.83,27.8,formerly smoked,0 +14551,Female,69,0,0,No,Private,Urban,102.48,30.2,formerly smoked,0 +22098,Female,29,0,0,Yes,Self-employed,Rural,69.12,26.8,never smoked,0 +17771,Female,64,1,0,Yes,Govt_job,Urban,211.12,22,never smoked,0 +11803,Female,16,0,0,No,Private,Rural,95.38,34.3,formerly smoked,0 +34356,Female,75,0,0,Yes,Private,Rural,108.72,29.2,formerly smoked,0 +26528,Female,17,0,0,No,Private,Rural,88.65,30.3,never smoked,0 +51554,Male,42,0,0,Yes,Private,Urban,177.91,N/A,Unknown,0 +2296,Male,78,1,0,Yes,Self-employed,Urban,90.19,N/A,Unknown,0 +10624,Male,24,0,0,Yes,Private,Rural,73.78,21.4,smokes,0 +1681,Female,68,0,0,No,Private,Urban,82.85,N/A,smokes,0 +36375,Male,50,0,0,Yes,Private,Rural,59.48,26.6,Unknown,0 +8117,Male,52,0,0,Yes,Private,Rural,75.77,30,formerly smoked,0 +49849,Female,82,0,0,Yes,Private,Rural,80.96,33.7,formerly smoked,0 +19436,Male,56,0,0,Yes,Private,Rural,82.4,30.9,smokes,0 +10523,Male,56,0,0,Yes,Private,Urban,78.93,31.1,Unknown,0 +39322,Male,18,0,0,No,Private,Urban,80.59,23,Unknown,0 +53265,Female,33,0,0,Yes,Self-employed,Urban,70.59,20.2,Unknown,0 +40379,Female,57,0,0,Yes,Private,Rural,98.57,31.6,never smoked,0 +66841,Male,30,0,0,No,Private,Rural,61.87,23.9,Unknown,0 +38900,Female,52,0,0,Yes,Private,Urban,68.88,26.1,Unknown,0 +18180,Female,3,0,0,No,children,Urban,66.25,15.8,Unknown,0 +1183,Male,39,0,0,Yes,Private,Rural,84.18,N/A,smokes,0 +22964,Male,44,0,0,Yes,Govt_job,Rural,69.23,28.7,smokes,0 +64597,Female,33,0,0,Yes,Private,Rural,73.2,28.9,Unknown,0 +23893,Male,24,0,0,Yes,Private,Urban,103.45,25.1,smokes,0 +51564,Female,24,0,0,No,Govt_job,Urban,104.86,19.8,never smoked,0 +14410,Male,54,0,1,Yes,Govt_job,Urban,90.3,30.8,smokes,0 +4964,Female,72,1,0,Yes,Private,Rural,90.87,22.1,never smoked,0 +15020,Female,37,0,0,No,Govt_job,Rural,76.21,20.4,Unknown,0 +27380,Female,36,0,0,Yes,Private,Rural,74.14,31.2,formerly smoked,0 +21523,Female,22,0,0,No,Govt_job,Urban,87.25,24.9,smokes,0 +8819,Female,68,0,0,Yes,Govt_job,Rural,215.33,27,formerly smoked,0 +68408,Male,24,0,0,No,Private,Urban,88.38,20.1,smokes,0 +8976,Female,35,0,0,Yes,Private,Rural,104.4,24.4,never smoked,0 +22290,Female,32,0,0,Yes,Private,Urban,104.92,22.6,never smoked,0 +7700,Female,52,0,0,Yes,Private,Urban,106.54,22.4,never smoked,0 +40503,Male,21,0,0,No,Private,Rural,62.91,26.2,never smoked,0 +47917,Female,82,1,0,No,Private,Rural,61.47,22.9,never smoked,0 +30303,Male,33,0,0,No,Private,Rural,88.5,32.6,formerly smoked,0 +63864,Male,62,0,0,Yes,Private,Rural,107.61,31.3,Unknown,0 +24177,Female,57,1,0,Yes,Private,Urban,90.77,43.9,formerly smoked,0 +57274,Male,14,0,0,No,Never_worked,Urban,137.91,41.8,never smoked,0 +37213,Male,60,0,0,Yes,Self-employed,Rural,212.02,N/A,Unknown,0 +59992,Female,63,1,0,Yes,Self-employed,Urban,228.2,37.7,never smoked,0 +27382,Female,50,0,0,Yes,Govt_job,Urban,92.15,20.8,never smoked,0 +61017,Female,12,0,0,No,children,Urban,126.32,21.6,Unknown,0 +61699,Male,80,0,0,Yes,Private,Rural,94.96,22.1,formerly smoked,0 +14489,Female,74,0,0,No,Self-employed,Urban,89.52,39.2,Unknown,0 +54053,Male,46,0,0,Yes,Private,Rural,66.59,36.7,formerly smoked,0 +38348,Female,66,0,0,Yes,Private,Urban,80.1,32,never smoked,0 +17668,Male,26,0,0,Yes,Self-employed,Urban,73.72,25.9,smokes,0 +11792,Female,70,0,0,Yes,Private,Urban,90.49,28.9,formerly smoked,0 +22917,Female,62,0,0,Yes,Private,Urban,92.99,29.3,formerly smoked,0 +36204,Male,15,0,0,No,children,Rural,62.57,32.3,never smoked,0 +49554,Male,67,0,0,Yes,Private,Rural,65.51,33.2,formerly smoked,0 +72594,Male,63,0,0,Yes,Private,Urban,95.29,31.6,smokes,0 +28027,Female,42,0,0,Yes,Govt_job,Urban,83.7,20.6,never smoked,0 +54177,Female,49,1,0,Yes,Govt_job,Rural,63.16,23.3,formerly smoked,0 +32602,Male,78,0,1,Yes,Self-employed,Urban,87.77,30.8,Unknown,0 +1213,Female,31,0,0,Yes,Self-employed,Urban,87.23,N/A,formerly smoked,0 +21534,Male,67,0,0,Yes,Private,Urban,260.85,N/A,Unknown,0 +6852,Female,52,1,0,Yes,Self-employed,Rural,104.45,N/A,never smoked,0 +3379,Female,61,0,0,Yes,Private,Urban,87.52,23.7,Unknown,0 +41146,Male,41,0,0,Yes,Private,Rural,113.65,49.3,never smoked,0 +20391,Female,73,0,0,Yes,Govt_job,Rural,65.93,30.3,never smoked,0 +69379,Female,64,1,0,Yes,Self-employed,Urban,93.78,24.4,never smoked,0 +34778,Male,65,0,0,Yes,Private,Rural,223.9,28.2,formerly smoked,0 +49270,Female,81,0,0,Yes,Private,Urban,77.54,33.8,Unknown,0 +55407,Female,47,0,0,Yes,Private,Urban,93.18,42.6,formerly smoked,0 +36744,Male,40,0,0,Yes,Self-employed,Rural,169.74,31.9,never smoked,0 +26603,Male,46,1,0,Yes,Self-employed,Urban,101.93,34,Unknown,0 +71414,Female,2,0,0,No,children,Urban,125.03,19.8,Unknown,0 +14517,Male,56,0,0,Yes,Private,Urban,82.25,30.5,formerly smoked,0 +69050,Male,54,0,0,Yes,Private,Urban,85.81,21.7,formerly smoked,0 +52080,Female,26,0,0,No,Private,Rural,85.27,24.6,never smoked,0 +27493,Female,45,0,0,Yes,Private,Urban,86.06,38.1,never smoked,0 +6295,Female,57,0,0,Yes,Govt_job,Urban,104.36,19.2,smokes,0 +20375,Female,78,0,0,Yes,Private,Urban,78.29,30.1,formerly smoked,0 +29017,Male,2,0,0,No,children,Urban,93.55,23.3,Unknown,0 +56635,Male,76,1,0,Yes,Self-employed,Rural,207.96,34.5,formerly smoked,0 +4280,Female,51,0,0,Yes,Govt_job,Rural,105.52,30.8,never smoked,0 +22896,Female,54,0,0,Yes,Private,Rural,109.27,43.8,formerly smoked,0 +70297,Female,36,0,0,Yes,Private,Urban,91.34,29.9,never smoked,0 +47776,Female,57,0,0,Yes,Govt_job,Rural,176.78,50.4,never smoked,0 +53141,Female,25,0,0,No,Private,Rural,67.73,22.6,never smoked,0 +16145,Female,7,0,0,No,children,Rural,73.27,19.5,Unknown,0 +41593,Female,76,0,0,Yes,Self-employed,Rural,70.29,33.4,formerly smoked,0 +50651,Female,45,0,0,No,Private,Rural,91.47,24.2,Unknown,0 +11111,Female,66,1,0,Yes,Govt_job,Urban,205.01,52.7,formerly smoked,0 +15803,Female,45,0,0,Yes,Private,Rural,73.87,25.6,Unknown,0 +71597,Female,79,1,0,Yes,Private,Rural,64.44,26.9,formerly smoked,0 +22804,Female,25,0,0,No,Private,Rural,111.65,35.2,formerly smoked,0 +64498,Female,53,0,0,Yes,Private,Rural,90.65,22.1,formerly smoked,0 +41182,Female,35,1,0,Yes,Private,Urban,94.2,34.4,smokes,0 +56606,Female,78,0,0,Yes,Self-employed,Urban,56.95,26,Unknown,0 +36958,Female,32,0,0,Yes,Private,Rural,92.37,26.9,never smoked,0 +14877,Male,0.56,0,0,No,children,Rural,127.23,20.1,Unknown,0 +65988,Female,26,0,0,No,Private,Rural,191.78,24.7,Unknown,0 +50001,Female,34,0,0,Yes,Govt_job,Rural,86.36,32.1,smokes,0 +27034,Female,65,0,0,Yes,Govt_job,Urban,82.72,29.8,smokes,0 +8950,Female,15,0,0,No,Private,Urban,113.57,27.5,formerly smoked,0 +31850,Female,17,0,0,No,Private,Urban,89.58,22.8,Unknown,0 +14288,Female,71,0,0,Yes,Private,Rural,91.85,27.6,formerly smoked,0 +3180,Female,42,0,0,Yes,Govt_job,Urban,88.89,33,never smoked,0 +13899,Male,30,0,0,Yes,Private,Urban,79.55,33.7,never smoked,0 +23730,Female,75,0,0,Yes,Self-employed,Urban,108.62,25.1,Unknown,0 +6011,Male,9,0,0,No,children,Urban,78.24,15.3,Unknown,0 +14376,Male,47,0,0,Yes,Private,Rural,88.49,22.2,smokes,0 +22052,Female,75,1,0,No,Self-employed,Rural,91.85,21.4,formerly smoked,0 +24836,Female,61,0,0,Yes,Private,Rural,72.01,26,formerly smoked,0 +11861,Male,61,0,0,Yes,Self-employed,Rural,81.96,29.9,never smoked,0 +25613,Female,27,0,0,Yes,Private,Urban,70.56,28.6,smokes,0 +71496,Female,55,0,0,Yes,Private,Urban,71.02,21.2,never smoked,0 +24074,Female,2,0,0,No,children,Rural,99.75,16,Unknown,0 +44937,Female,51,0,0,Yes,Govt_job,Urban,127.2,22.7,never smoked,0 +72082,Female,45,0,0,Yes,Self-employed,Rural,69.76,25.3,smokes,0 +53271,Male,36,0,0,Yes,Private,Rural,74.63,31.6,formerly smoked,0 +34077,Male,46,0,0,Yes,Govt_job,Rural,102.27,38.9,formerly smoked,0 +42330,Female,48,0,0,Yes,Private,Rural,73.56,27.1,smokes,0 +69487,Female,79,0,0,Yes,Self-employed,Urban,57.77,24.1,formerly smoked,0 +70973,Female,50,0,0,Yes,Govt_job,Urban,151.25,31.5,never smoked,0 +44986,Female,79,0,0,Yes,Self-employed,Urban,78.32,32,Unknown,0 +2633,Male,32,0,0,Yes,Private,Rural,71.5,31.8,never smoked,0 +21834,Female,36,0,0,Yes,Private,Urban,84.7,34,never smoked,0 +49196,Female,27,0,0,Yes,Private,Urban,127.28,23.4,Unknown,0 +22939,Female,22,0,0,No,Private,Rural,80.72,29.3,Unknown,0 +55400,Female,5,0,0,No,children,Rural,73.92,17.2,Unknown,0 +30870,Male,9,0,0,No,children,Urban,93.24,31.9,Unknown,0 +247,Male,31,0,0,No,Private,Urban,72.6,31.6,never smoked,0 +7979,Female,26,0,0,No,Private,Rural,69.77,23.2,never smoked,0 +56189,Male,43,0,0,No,Govt_job,Urban,84.43,30,smokes,0 +3984,Female,33,0,0,Yes,Private,Rural,84.13,26.3,never smoked,0 +49753,Male,34,0,0,No,Self-employed,Rural,81.54,31.8,formerly smoked,0 +71719,Male,66,0,0,Yes,Govt_job,Rural,57.17,25.5,formerly smoked,0 +11313,Female,44,0,0,Yes,Private,Rural,86.15,21.3,never smoked,0 +38070,Female,56,0,0,Yes,Private,Rural,163.02,29.6,never smoked,0 +50455,Female,67,0,0,Yes,Self-employed,Urban,110.41,28.7,never smoked,0 +31766,Male,18,0,0,No,Private,Rural,102.58,30.8,never smoked,0 +24245,Male,55,0,0,Yes,Private,Urban,90.97,32.1,Unknown,0 +50726,Male,61,0,0,Yes,Private,Rural,140.96,34,smokes,0 +29955,Male,0.08,0,0,No,children,Rural,70.33,16.9,Unknown,0 +64742,Male,48,0,0,No,Self-employed,Rural,64.18,32.1,never smoked,0 +48518,Male,44,0,0,Yes,Self-employed,Rural,127.57,22.6,never smoked,0 +42999,Female,68,0,0,Yes,Private,Urban,109.23,31.3,never smoked,0 +71447,Male,52,0,1,Yes,Private,Urban,124.49,29,never smoked,0 +61437,Male,15,0,0,No,Govt_job,Rural,142.82,27.6,never smoked,0 +50428,Male,2,0,0,No,children,Rural,75.69,17.7,Unknown,0 +8816,Male,60,0,0,Yes,Private,Urban,74.08,35.9,Unknown,0 +49556,Female,37,0,0,Yes,Govt_job,Urban,75.98,33.8,Unknown,0 +67654,Female,5,0,0,No,children,Rural,57.8,17.6,Unknown,0 +21989,Female,25,0,0,No,Private,Urban,76.44,48.3,Unknown,0 +46434,Male,52,1,0,Yes,Govt_job,Urban,214.43,39.9,smokes,0 +3205,Female,79,0,0,Yes,Self-employed,Urban,79.03,11.3,Unknown,0 +68692,Male,61,1,0,Yes,Private,Urban,66.46,31.5,formerly smoked,0 +44531,Male,36,0,0,Yes,Private,Urban,56.42,29.6,never smoked,0 +70392,Male,34,0,0,Yes,Private,Rural,112.72,19.4,Unknown,0 +37025,Female,2,0,0,No,children,Urban,114.02,18.1,Unknown,0 +68965,Male,43,0,0,Yes,Private,Urban,72.33,36.2,smokes,0 +53843,Female,1.48,0,0,No,children,Rural,55.59,17.9,Unknown,0 +5236,Female,49,0,0,Yes,Private,Rural,73.48,33,never smoked,0 +32110,Female,2,0,0,No,children,Urban,105.05,20.4,Unknown,0 +17893,Female,82,0,0,Yes,Self-employed,Urban,84.78,33.6,formerly smoked,0 +65794,Female,81,1,0,Yes,Private,Rural,164.77,34.5,never smoked,0 +65955,Male,81,1,1,No,Private,Rural,220.64,30,never smoked,0 +53924,Female,1.08,0,0,No,children,Urban,159.39,12.8,Unknown,0 +70674,Male,60,0,0,Yes,Self-employed,Urban,69.53,26.2,never smoked,0 +56410,Male,1.88,0,0,No,children,Urban,81.42,13.5,Unknown,0 +9955,Female,58,0,0,No,Private,Urban,83.93,25.6,formerly smoked,0 +8410,Female,8,0,0,No,children,Rural,98.9,18.8,Unknown,0 +46854,Female,9,0,0,No,children,Urban,82.64,14.5,Unknown,0 +8168,Female,34,0,0,Yes,Private,Rural,112.54,23.4,formerly smoked,0 +30405,Female,23,0,0,No,Private,Rural,75.25,39.7,formerly smoked,0 +1301,Female,74,0,0,No,Self-employed,Urban,204.77,40.8,never smoked,0 +42348,Male,72,0,1,Yes,Self-employed,Urban,63.86,29.5,smokes,0 +38560,Male,47,0,0,Yes,Private,Rural,72.2,33,Unknown,0 +48129,Female,56,0,0,Yes,Private,Urban,80.08,25.6,never smoked,0 +10511,Male,5,0,0,No,children,Urban,101.61,33.1,Unknown,0 +42481,Male,27,0,0,Yes,Private,Urban,114.32,28.1,Unknown,0 +59872,Female,38,0,0,Yes,Private,Rural,80.82,49.3,never smoked,0 +56282,Male,13,0,0,No,Private,Rural,90.6,16.9,never smoked,0 +6540,Female,41,0,0,Yes,Private,Rural,93.67,35.9,Unknown,0 +31378,Female,50,0,0,Yes,Self-employed,Rural,87.15,32.1,never smoked,0 +32317,Female,41,0,0,Yes,Private,Urban,80.72,34.1,smokes,0 +9948,Male,6,0,0,No,children,Urban,83.16,15.1,Unknown,0 +35182,Female,62,0,0,Yes,Govt_job,Rural,98.14,42,Unknown,0 +5655,Male,4,0,0,No,children,Urban,83.13,16.8,Unknown,0 +51762,Female,59,0,0,Yes,Private,Rural,134.24,28.8,Unknown,0 +68193,Male,63,0,0,Yes,Self-employed,Urban,248.37,32.2,smokes,0 +49459,Male,9,0,0,No,children,Rural,61.75,16.2,Unknown,0 +54776,Male,41,0,0,No,Private,Urban,70.55,44.2,Unknown,0 +45701,Female,72,0,1,No,Self-employed,Rural,124.38,23.4,formerly smoked,0 +7953,Female,45,0,0,Yes,Private,Rural,92.21,31,never smoked,0 +65508,Male,80,0,0,Yes,Govt_job,Urban,148.72,28.7,never smoked,0 +68539,Female,19,0,0,No,Private,Urban,79.25,23.6,Unknown,0 +12022,Male,37,0,0,Yes,Govt_job,Urban,82.09,35.7,smokes,0 +3348,Female,58,1,0,Yes,Private,Urban,194.53,39.5,never smoked,0 +58466,Male,77,0,0,Yes,Private,Rural,98.84,27.3,Unknown,0 +50434,Male,38,0,0,Yes,Govt_job,Rural,135.74,31.3,formerly smoked,0 +49974,Male,49,0,0,Yes,Private,Rural,66.55,33.4,Unknown,0 +54574,Female,20,0,0,No,Private,Urban,115.69,29.2,never smoked,0 +39342,Male,23,0,0,No,Private,Rural,67.76,26,never smoked,0 +2972,Male,55,0,0,No,Govt_job,Rural,88.65,18.1,formerly smoked,0 +32717,Male,16,0,0,No,children,Rural,106.11,22.4,Unknown,0 +14063,Male,81,0,1,No,Self-employed,Rural,95.49,29.4,Unknown,0 +71724,Female,23,0,0,No,Private,Urban,59.07,21.6,never smoked,0 +4753,Male,82,0,1,Yes,Self-employed,Urban,228.92,27.9,formerly smoked,0 +62076,Male,48,0,0,Yes,Private,Rural,62.89,29.6,Unknown,0 +6665,Male,56,0,0,Yes,Private,Rural,96.84,30.2,Unknown,0 +51385,Male,61,0,0,Yes,Private,Rural,81.25,43.4,smokes,0 +66973,Male,43,0,0,Yes,Private,Urban,92.71,30.5,formerly smoked,0 +59671,Female,39,0,0,No,Private,Rural,85.59,33.2,Unknown,0 +3946,Female,22,0,0,Yes,Private,Urban,89.06,27.7,never smoked,0 +17623,Male,41,0,0,No,Self-employed,Urban,87.44,33.5,Unknown,0 +50644,Male,37,0,0,Yes,Private,Urban,64.07,28,Unknown,0 +54294,Female,65,0,0,Yes,Govt_job,Urban,79.39,31.5,formerly smoked,0 +46767,Female,8,0,0,No,children,Rural,67.84,24,Unknown,0 +12911,Female,51,0,0,Yes,Private,Rural,81.73,27.4,never smoked,0 +16109,Male,63,0,0,Yes,Private,Urban,105.52,37.9,formerly smoked,0 +47499,Female,48,0,0,Yes,Govt_job,Rural,77.55,26.2,Unknown,0 +8790,Female,17,0,0,No,Private,Urban,127.42,22.4,Unknown,0 +11259,Female,53,0,0,Yes,Private,Urban,227.68,N/A,never smoked,0 +12003,Female,75,0,0,Yes,Private,Rural,226.73,43.7,never smoked,0 +71099,Female,51,0,0,Yes,Self-employed,Urban,89.74,28.4,never smoked,0 +62090,Male,51,0,0,No,Self-employed,Rural,219.17,29.8,never smoked,0 +10138,Female,41,0,0,Yes,Private,Urban,74.85,24.8,formerly smoked,0 +71424,Female,75,1,0,Yes,Self-employed,Urban,55.96,34.8,never smoked,0 +44759,Male,57,0,0,Yes,Private,Urban,215.92,27.4,smokes,0 +21953,Female,33,0,0,No,Private,Urban,84.4,N/A,smokes,0 +52234,Female,72,0,0,Yes,Govt_job,Urban,104.05,33.5,never smoked,0 +46461,Female,52,0,0,Yes,Private,Urban,62.54,35,smokes,0 +6973,Male,11,0,0,No,children,Rural,87.54,24.4,Unknown,0 +5068,Female,28,0,0,No,Private,Urban,76.81,28.3,smokes,0 +65277,Female,78,1,0,No,Self-employed,Rural,198.12,29.1,never smoked,0 +52679,Female,82,0,0,Yes,Self-employed,Rural,78,31.3,formerly smoked,0 +36728,Male,74,0,0,Yes,Private,Urban,79.44,32.8,never smoked,0 +46797,Female,31,0,0,Yes,Private,Rural,75.82,29.1,never smoked,0 +63898,Female,53,1,0,Yes,Private,Urban,240.86,31.9,never smoked,0 +11371,Male,0.24,0,0,No,children,Urban,89.28,14.2,Unknown,0 +13155,Female,67,1,0,Yes,Govt_job,Rural,263.56,26.3,never smoked,0 +27125,Female,17,0,0,No,Private,Urban,81.13,22.8,never smoked,0 +15383,Female,29,0,0,Yes,Private,Urban,118.44,24.8,never smoked,0 +19828,Female,56,1,0,Yes,Private,Rural,97.37,34.1,smokes,0 +6289,Female,15,0,0,No,children,Urban,80.51,21.5,Unknown,0 +44243,Female,29,0,0,No,Private,Rural,78.88,26.1,never smoked,0 +40167,Female,79,1,1,Yes,Govt_job,Rural,83.61,21.4,smokes,0 +38078,Female,82,1,1,Yes,Private,Urban,73.19,33.5,never smoked,0 +34257,Male,17,0,0,No,Govt_job,Urban,68.91,23,Unknown,0 +21653,Male,8,0,0,No,children,Rural,104.3,18.5,Unknown,0 +63764,Male,23,0,0,No,Private,Urban,87.87,23.4,never smoked,0 +22194,Female,36,0,0,Yes,Private,Urban,96.7,31.4,Unknown,0 +16010,Male,47,0,0,Yes,Private,Rural,91.05,31.1,formerly smoked,0 +5074,Male,24,0,0,No,Private,Rural,200.14,37.7,smokes,0 +10243,Female,60,0,0,Yes,Govt_job,Urban,73.04,25.3,never smoked,0 +52588,Female,63,0,0,Yes,Private,Rural,85.81,35.6,never smoked,0 +56996,Male,44,0,0,Yes,Private,Urban,65.41,24.8,smokes,0 +28315,Male,38,0,0,Yes,Private,Rural,108.68,32.7,never smoked,0 +15104,Female,26,0,0,Yes,Private,Rural,88.79,24.9,never smoked,0 +26604,Female,18,0,0,No,Private,Rural,107.82,26,never smoked,0 +27916,Male,18,0,0,No,Private,Urban,97.39,22.8,never smoked,0 +60249,Male,13,0,0,No,Private,Urban,141.09,24,Unknown,0 +45787,Male,13,0,0,No,children,Urban,122.38,20.3,Unknown,0 +65526,Female,47,0,0,Yes,Private,Urban,77.91,30.3,formerly smoked,0 +72354,Female,80,1,0,Yes,Self-employed,Rural,103.6,23.7,never smoked,0 +38938,Female,24,0,0,No,Private,Rural,159.7,25.7,Unknown,0 +39017,Female,72,0,0,Yes,Govt_job,Rural,118.22,21.9,formerly smoked,0 +13219,Male,5,0,0,No,children,Urban,84.5,15.8,Unknown,0 +3003,Female,51,0,0,Yes,Govt_job,Rural,85.59,30.5,never smoked,0 +34543,Female,82,0,0,Yes,Self-employed,Rural,84.42,25.7,Unknown,0 +21762,Male,5,0,0,No,children,Rural,100.98,19,Unknown,0 +22003,Male,66,0,0,Yes,Private,Rural,81.11,28.8,formerly smoked,0 +6731,Female,53,0,0,No,Private,Rural,235.45,N/A,formerly smoked,0 +19032,Female,15,0,0,No,Private,Rural,79.2,22.4,never smoked,0 +55370,Female,53,0,0,Yes,Private,Urban,207.71,32.4,Unknown,0 +57288,Female,78,0,0,Yes,Private,Rural,99.84,36.6,never smoked,0 +31925,Female,62,0,0,Yes,Private,Rural,98.05,27.9,never smoked,0 +8264,Male,41,0,0,Yes,Self-employed,Rural,105.9,27.7,Unknown,0 +448,Female,49,0,0,Yes,Private,Rural,107.55,N/A,Unknown,0 +38783,Female,41,0,0,Yes,Self-employed,Urban,146.21,34.3,Unknown,0 +45961,Female,78,0,0,Yes,Private,Urban,79.94,26.7,never smoked,0 +27518,Male,14,0,0,No,Self-employed,Rural,72.28,19,Unknown,0 +51106,Female,1.48,0,0,No,children,Rural,123.1,20.6,Unknown,0 +42251,Male,71,1,1,Yes,Self-employed,Rural,67.06,26.7,smokes,0 +33115,Male,32,0,0,Yes,Private,Rural,82.68,29.2,never smoked,0 +31701,Male,16,0,0,No,Private,Rural,125.89,21.3,never smoked,0 +21661,Female,68,0,0,Yes,Govt_job,Urban,228.05,51.9,Unknown,0 +18837,Male,0.56,0,0,No,children,Urban,98.23,14.1,Unknown,0 +57777,Female,59,0,0,Yes,Self-employed,Urban,90.06,28.9,smokes,0 +62610,Male,32,0,0,Yes,Private,Urban,119.9,30.9,smokes,0 +2730,Male,58,0,0,Yes,Private,Urban,94.53,36.1,never smoked,0 +51116,Female,40,0,0,Yes,Self-employed,Urban,64.66,25,formerly smoked,0 +22607,Female,41,0,0,Yes,Private,Urban,103.79,28.6,never smoked,0 +11595,Female,21,0,0,No,Private,Urban,88.51,20.5,never smoked,0 +24355,Female,1.88,0,0,No,children,Rural,97.26,16.7,Unknown,0 +32563,Male,55,0,0,Yes,Govt_job,Urban,92.59,36.6,never smoked,0 +18266,Female,67,0,0,Yes,Private,Rural,102.89,26.4,never smoked,0 +60088,Male,49,1,0,Yes,Self-employed,Rural,92.26,33.1,formerly smoked,0 +14912,Female,42,0,0,Yes,Private,Rural,80,27.5,never smoked,0 +49939,Female,54,0,0,Yes,Self-employed,Urban,56.75,26.9,never smoked,0 +64534,Female,25,0,0,Yes,Private,Urban,104.66,23.9,never smoked,0 +62914,Male,62,0,0,Yes,Private,Rural,60.39,26.9,Unknown,0 +4297,Male,75,0,0,Yes,Govt_job,Urban,223.14,27.8,never smoked,0 +20399,Female,72,1,0,Yes,Private,Urban,105.51,32.7,never smoked,0 +1112,Female,14,0,0,No,Private,Urban,83.42,28.7,never smoked,0 +13276,Female,38,0,0,Yes,Private,Urban,71.06,22.6,Unknown,0 +1260,Male,59,0,0,Yes,Govt_job,Urban,101.24,26.5,never smoked,0 +40509,Female,23,0,0,No,Private,Urban,91.19,28.3,never smoked,0 +15241,Female,63,1,1,No,Govt_job,Urban,174.43,24.3,never smoked,0 +31344,Male,82,0,0,Yes,Self-employed,Urban,214.51,24,formerly smoked,0 +55169,Male,34,0,0,Yes,Private,Rural,72.64,32.4,never smoked,0 +55740,Female,8,0,0,No,children,Urban,62.69,28.7,Unknown,0 +62513,Female,28,0,0,Yes,Private,Rural,141.16,36.7,never smoked,0 +18040,Female,49,0,0,Yes,Govt_job,Rural,89.61,27.7,never smoked,0 +10374,Female,24,0,0,Yes,Private,Rural,76.42,24.8,smokes,0 +37209,Male,17,0,0,No,Never_worked,Rural,124.38,31.2,never smoked,0 +62306,Female,69,1,0,Yes,Self-employed,Urban,111.81,26.1,formerly smoked,0 +54101,Female,58,0,0,Yes,Self-employed,Rural,57.57,26.8,Unknown,0 +12259,Male,50,0,0,Yes,Private,Urban,77.82,26.7,formerly smoked,0 +37634,Male,5,0,0,No,children,Urban,60.09,19.6,Unknown,0 +22548,Female,34,0,0,Yes,Private,Urban,91.02,25.8,never smoked,0 +65407,Female,64,0,0,Yes,Self-employed,Rural,65.46,32.5,formerly smoked,0 +50723,Male,47,0,0,Yes,Private,Rural,131.19,28.3,smokes,0 +20890,Female,61,0,0,Yes,Private,Rural,79.89,24.5,smokes,0 +52472,Male,14,0,0,No,children,Urban,74.54,25.2,Unknown,0 +42859,Female,57,0,0,Yes,Private,Urban,231.31,32.3,never smoked,0 +3167,Male,53,0,1,Yes,Private,Urban,91.57,30.1,formerly smoked,0 +56469,Male,67,0,0,Yes,Private,Urban,238.78,35.7,formerly smoked,0 +23851,Female,57,0,0,No,Private,Rural,87.18,20,formerly smoked,0 +30571,Female,38,0,0,Yes,Govt_job,Rural,78.94,23.5,Unknown,0 +67786,Female,13,0,0,No,children,Rural,69.01,23.4,Unknown,0 +41404,Female,37,0,0,Yes,Private,Rural,110.28,22.3,never smoked,0 +33960,Male,39,1,0,Yes,Self-employed,Urban,71.66,28.7,never smoked,0 +70833,Female,13,0,0,No,Private,Urban,62.57,20.9,Unknown,0 +65731,Male,57,0,0,Yes,Self-employed,Urban,83.64,29.4,smokes,0 +57968,Female,11,0,0,No,children,Urban,107.18,27.6,Unknown,0 +57539,Female,68,0,0,Yes,Private,Rural,233.59,43.9,never smoked,0 +17745,Male,79,1,0,Yes,Self-employed,Urban,84.88,28.7,formerly smoked,0 +33252,Female,24,0,0,No,Private,Rural,97.95,34.7,Unknown,0 +69789,Female,44,0,0,Yes,Private,Rural,58.19,37.1,Unknown,0 +40076,Female,46,0,0,Yes,Private,Rural,70.11,24.2,never smoked,0 +10323,Female,66,0,0,Yes,Private,Urban,112.77,22.7,smokes,0 +23514,Female,61,0,0,Yes,Self-employed,Urban,75.46,29.3,formerly smoked,0 +37395,Female,16,0,0,No,Private,Urban,63.63,20,smokes,0 +8240,Female,37,0,0,Yes,Private,Urban,100.22,22.7,smokes,0 +9620,Female,43,0,0,Yes,Govt_job,Rural,81.77,25.4,never smoked,0 +7092,Female,27,0,0,Yes,Private,Rural,94.25,37.6,never smoked,0 +50216,Male,44,1,0,Yes,Self-employed,Rural,188.13,44.7,formerly smoked,0 +59506,Male,14,0,0,No,Private,Rural,164.7,26.3,Unknown,0 +43397,Male,81,0,1,Yes,Self-employed,Rural,68.27,25,Unknown,0 +62384,Male,52,0,1,No,Self-employed,Rural,79.81,N/A,formerly smoked,0 +10651,Male,54,1,0,Yes,Govt_job,Rural,100.12,32.3,formerly smoked,0 +69750,Female,77,0,0,Yes,Self-employed,Urban,151.23,24.9,never smoked,0 +55455,Male,27,0,0,No,Private,Rural,112.41,33.7,never smoked,0 +34230,Female,35,0,0,Yes,Self-employed,Urban,205.97,26.6,formerly smoked,0 +65154,Female,30,0,0,Yes,Private,Urban,112.19,53.4,never smoked,0 +36298,Female,48,0,0,Yes,Self-employed,Rural,71.93,41.7,never smoked,0 +13171,Female,15,0,0,No,children,Urban,190.89,22,never smoked,0 +62983,Female,26,0,0,Yes,Private,Urban,138.02,20.3,smokes,0 +44834,Female,38,0,0,Yes,Private,Rural,66.16,42.7,Unknown,0 +67411,Male,29,0,0,No,Private,Rural,105.73,28.2,smokes,0 +5455,Male,49,0,0,Yes,Private,Rural,78.34,32.5,Unknown,0 +49267,Female,55,0,0,Yes,Private,Urban,102.1,22.5,formerly smoked,0 +60464,Male,52,0,0,Yes,Private,Urban,97.37,26.5,smokes,0 +56286,Male,49,0,0,Yes,Private,Urban,193.87,41,Unknown,0 +5223,Female,21,0,0,No,Private,Rural,78.32,27,Unknown,0 +53302,Female,24,0,0,Yes,Private,Rural,130,25.9,formerly smoked,0 +59309,Male,18,0,0,No,Self-employed,Urban,74,23.7,Unknown,0 +69824,Male,52,0,0,Yes,Private,Rural,111.04,30,never smoked,0 +13173,Male,70,1,0,Yes,Private,Urban,214.77,15,formerly smoked,0 +52579,Female,51,0,0,Yes,Self-employed,Rural,97.25,21.5,never smoked,0 +59451,Male,58,0,0,Yes,Private,Urban,79.95,25.9,never smoked,0 +56875,Female,46,0,0,Yes,Govt_job,Urban,162.24,24.3,smokes,0 +16774,Female,79,0,0,No,Self-employed,Urban,74.36,39.2,Unknown,0 +61672,Female,11,0,0,No,children,Urban,69.68,14.4,Unknown,0 +25811,Female,61,0,0,Yes,Private,Urban,98.35,26.6,never smoked,0 +7780,Male,51,0,0,Yes,Self-employed,Urban,75.73,30.7,never smoked,0 +58149,Female,21,0,0,No,Private,Rural,85.86,35.4,Unknown,0 +38742,Female,71,0,0,Yes,Private,Urban,80.34,29.2,never smoked,0 +29613,Female,13,0,0,No,Private,Rural,73.76,26.7,Unknown,0 +20655,Male,16,0,0,No,Private,Rural,94.96,21.5,never smoked,0 +53897,Female,61,0,0,Yes,Private,Urban,108.18,19.1,never smoked,0 +29792,Female,49,0,0,Yes,Private,Rural,85.23,25.4,Unknown,0 +15990,Male,65,1,0,Yes,Govt_job,Rural,189.88,34,never smoked,0 +45112,Male,40,0,0,No,Govt_job,Urban,197.11,23.9,never smoked,0 +28385,Female,44,0,0,Yes,Private,Rural,100.08,20.9,smokes,0 +63423,Male,11,0,0,No,children,Rural,68.62,18.2,Unknown,0 +187,Female,20,0,0,No,Private,Rural,84.07,27.6,smokes,0 +18891,Male,24,0,0,No,Govt_job,Rural,99.65,50.3,never smoked,0 +34657,Female,44,0,0,Yes,Self-employed,Urban,82.33,24.5,never smoked,0 +40546,Male,5,0,0,No,children,Urban,94.49,16.6,Unknown,0 +56755,Male,41,0,0,Yes,Private,Rural,108.71,24,never smoked,0 +71097,Female,23,0,0,No,Private,Urban,64.94,18.8,never smoked,0 +21025,Female,7,0,0,No,children,Urban,98.22,34,Unknown,0 +69020,Female,74,0,0,Yes,Private,Urban,83.5,25.8,never smoked,0 +48883,Male,61,0,0,Yes,Govt_job,Rural,192.47,30.3,never smoked,0 +71297,Female,80,1,0,Yes,Private,Urban,125.89,28.9,smokes,0 +52216,Female,35,0,0,Yes,Private,Urban,87.72,21.3,never smoked,0 +20421,Female,43,0,0,Yes,Private,Rural,68.94,26.8,never smoked,0 +36896,Male,25,0,0,Yes,Private,Rural,66.51,29.2,Unknown,0 +23535,Male,72,0,1,Yes,Self-employed,Urban,85.82,25,formerly smoked,0 +1323,Female,45,0,0,Yes,Private,Rural,87.47,21.5,never smoked,0 +47309,Male,9,0,0,No,children,Urban,87.74,17.1,Unknown,0 +34161,Male,33,1,0,Yes,Private,Rural,85.12,32.5,never smoked,0 +57405,Male,53,0,0,Yes,Self-employed,Urban,103.37,26.9,formerly smoked,0 +15824,Female,67,0,0,Yes,Private,Rural,81.68,30.4,never smoked,0 +32103,Male,59,0,0,Yes,Self-employed,Urban,76.51,29.8,never smoked,0 +18205,Female,1.32,0,0,No,children,Rural,110.17,20.3,Unknown,0 +71420,Male,27,0,0,No,Govt_job,Rural,65.12,41.1,smokes,0 +298,Female,41,0,0,Yes,Self-employed,Rural,76.66,N/A,Unknown,0 +15136,Male,64,0,1,Yes,Private,Rural,109.88,33.9,Unknown,0 +9879,Female,55,0,1,Yes,Private,Urban,199.38,39,Unknown,0 +68302,Female,40,0,0,Yes,Private,Urban,65.77,31.2,never smoked,0 +65507,Male,33,0,0,Yes,Private,Rural,55.72,38.2,never smoked,0 +63949,Female,33,0,0,Yes,Govt_job,Urban,75.67,44.7,never smoked,0 +62475,Male,39,1,0,Yes,Private,Rural,88.18,33.5,smokes,0 +35648,Female,74,0,0,Yes,Self-employed,Rural,95.94,27,never smoked,0 +72276,Male,38,0,0,Yes,Private,Urban,86.93,31.1,never smoked,0 +49661,Male,53,0,0,Yes,Govt_job,Urban,85.17,29.2,never smoked,0 +31590,Male,22,0,0,No,Private,Urban,111.1,26.6,never smoked,0 +8584,Female,5,0,0,No,children,Rural,92,17.9,Unknown,0 +7964,Male,24,0,0,No,Private,Urban,97.47,24.2,formerly smoked,0 +25130,Female,27,0,0,Yes,Private,Urban,79.21,19.5,Unknown,0 +3531,Male,41,0,0,Yes,Private,Rural,83.97,28.5,formerly smoked,0 +6529,Female,20,0,0,No,Private,Urban,98.55,21.3,never smoked,0 +22272,Female,71,1,0,Yes,Private,Rural,202.98,41.3,never smoked,0 +40702,Female,65,0,0,No,Govt_job,Urban,60.7,31.3,never smoked,0 +1656,Male,38,0,0,Yes,Private,Urban,92.22,40.8,never smoked,0 +51988,Female,25,0,0,Yes,Private,Rural,79.94,36.6,Unknown,0 +48323,Male,53,0,0,Yes,Govt_job,Rural,83.68,26.7,Unknown,0 +35155,Female,50,0,0,Yes,Self-employed,Urban,69.92,18.7,formerly smoked,0 +46314,Female,1.24,0,0,No,children,Rural,136.96,15.2,Unknown,0 +12906,Female,55,0,0,Yes,Self-employed,Rural,95.32,26.8,never smoked,0 +24961,Female,38,0,0,Yes,Private,Rural,107.78,25.1,never smoked,0 +14000,Female,72,1,1,Yes,Private,Urban,198.32,31.3,formerly smoked,0 +23047,Male,43,0,0,Yes,Private,Urban,100.16,59.7,never smoked,0 +6827,Male,30,0,0,Yes,Private,Urban,96.02,29.8,never smoked,0 +44656,Female,69,1,0,Yes,Private,Rural,112.69,33.5,formerly smoked,0 +59801,Female,61,0,0,Yes,Private,Urban,60.61,24.5,never smoked,0 +51073,Female,34,0,0,Yes,Self-employed,Urban,79.77,33.6,never smoked,0 +34966,Female,43,0,0,Yes,Self-employed,Urban,87.41,39.7,formerly smoked,0 +41122,Female,62,0,0,Yes,Private,Rural,226.38,47.4,never smoked,0 +4449,Male,48,0,0,Yes,Govt_job,Rural,124.64,26.4,smokes,0 +54726,Female,37,0,0,Yes,Private,Urban,69.42,33,never smoked,0 +1772,Female,64,0,0,Yes,Govt_job,Urban,77.68,31.4,never smoked,0 +4850,Male,51,0,0,Yes,Private,Rural,112.79,27.2,never smoked,0 +44886,Male,69,1,0,Yes,Self-employed,Rural,236.79,35.7,formerly smoked,0 +26076,Female,75,1,0,Yes,Self-employed,Rural,219.82,29.5,formerly smoked,0 +54962,Female,27,0,0,No,Private,Urban,82.05,21,Unknown,0 +1116,Female,49,0,0,No,Govt_job,Rural,104.08,26.6,never smoked,0 +28247,Male,82,0,0,No,Self-employed,Urban,101.57,24.3,smokes,0 +39563,Female,36,0,0,Yes,Private,Rural,71.32,43.9,smokes,0 +49553,Male,1.88,0,0,No,children,Rural,143.97,N/A,Unknown,0 +14872,Male,45,1,0,Yes,Self-employed,Rural,239.19,52.5,Unknown,0 +57598,Female,64,0,0,Yes,Private,Rural,78.45,27,formerly smoked,0 +70022,Male,32,0,0,No,Private,Rural,61.11,32.7,never smoked,0 +70365,Female,15,0,0,No,Private,Urban,87.29,29.4,Unknown,0 +57219,Female,1.64,0,0,No,children,Rural,82.49,15.1,Unknown,0 +28344,Male,34,0,0,Yes,Private,Urban,83.15,32.1,Unknown,0 +50785,Male,17,0,0,No,Private,Rural,83.26,32.9,never smoked,0 +17251,Female,76,1,0,Yes,Self-employed,Urban,78.7,27.6,formerly smoked,0 +48459,Male,61,0,0,Yes,Self-employed,Urban,111.94,26.5,smokes,0 +68843,Male,30,0,0,Yes,Private,Rural,104.77,19.2,smokes,0 +27523,Female,18,0,0,No,Private,Urban,104.26,25.9,Unknown,0 +61651,Male,48,0,0,Yes,Private,Rural,113.84,21.9,never smoked,0 +22877,Male,0.16,0,0,No,children,Urban,114.71,17.4,Unknown,0 +52859,Female,4,0,0,No,children,Urban,61.54,13.2,Unknown,0 +55631,Male,38,0,0,Yes,Private,Rural,133.62,25.2,never smoked,0 +7003,Female,27,0,0,Yes,Private,Rural,111.96,28.2,never smoked,0 +68447,Female,50,0,0,No,Private,Urban,112.44,31.5,Unknown,0 +13817,Male,19,0,0,No,Private,Urban,123.61,25.2,Unknown,0 +12117,Male,8,0,0,No,children,Urban,84.68,14.5,Unknown,0 +40210,Male,78,0,1,Yes,Self-employed,Rural,206.62,28,formerly smoked,0 +23360,Male,0.8,0,0,No,children,Rural,114.54,15.1,Unknown,0 +28447,Female,53,1,0,Yes,Private,Rural,216.88,31.4,smokes,0 +72398,Female,73,1,0,Yes,Private,Urban,110.38,26.3,never smoked,0 +7859,Male,34,0,0,Yes,Private,Urban,99.23,N/A,smokes,0 +20140,Male,58,0,0,Yes,Govt_job,Rural,204.92,39.6,never smoked,0 +46903,Female,62,0,0,Yes,Private,Urban,56.74,28.9,never smoked,0 +61333,Female,78,0,0,No,Self-employed,Rural,68.35,31.4,Unknown,0 +7403,Female,51,0,0,Yes,Private,Urban,83.52,34.3,Unknown,0 +69370,Male,78,0,0,Yes,Govt_job,Urban,59.74,27,formerly smoked,0 +43549,Female,40,1,0,Yes,Private,Rural,81.59,27.2,never smoked,0 +2903,Female,35,0,0,No,Private,Rural,123.83,23.8,never smoked,0 +70268,Male,82,0,0,Yes,Private,Urban,226.84,25.3,formerly smoked,0 +11003,Female,46,0,0,Yes,Self-employed,Rural,93.2,32.6,Unknown,0 +61475,Female,51,1,0,Yes,Private,Rural,85.84,31.8,never smoked,0 +27608,Female,53,0,0,Yes,Govt_job,Urban,74.64,22.4,Unknown,0 +9923,Male,55,0,1,Yes,Private,Urban,80.17,28,never smoked,0 +28091,Female,43,0,0,Yes,Govt_job,Urban,85.03,23.9,formerly smoked,0 +59749,Male,81,0,0,Yes,Private,Urban,234.35,25.3,formerly smoked,0 +8719,Male,12,0,0,No,children,Urban,116.25,16.4,formerly smoked,0 +58154,Female,20,0,0,No,Private,Urban,66.55,26.9,smokes,0 +31712,Female,53,0,0,Yes,Private,Urban,88.38,25.4,never smoked,0 +14249,Female,1.32,0,0,No,children,Urban,81.05,18.7,Unknown,0 +30693,Female,22,0,0,No,Private,Urban,68.4,37.5,never smoked,0 +18866,Female,75,0,0,Yes,Self-employed,Urban,96.95,41.4,never smoked,0 +36909,Female,66,0,0,Yes,Self-employed,Rural,66.24,37.5,never smoked,0 +63562,Male,7,0,0,No,children,Rural,91.81,15.8,Unknown,0 +29352,Female,26,0,0,No,Private,Urban,84.86,37.6,never smoked,0 +44024,Female,14,0,0,No,Private,Rural,118.88,30.5,never smoked,0 +24068,Female,32,0,0,Yes,Private,Urban,85.91,22.1,Unknown,0 +57602,Male,6,0,0,No,children,Rural,115.4,19.2,Unknown,0 +16536,Female,42,0,0,Yes,Self-employed,Rural,75.34,38,never smoked,0 +6639,Male,4,0,0,No,children,Rural,100.19,18.7,Unknown,0 +6528,Male,75,0,0,Yes,Govt_job,Urban,200.73,25.7,formerly smoked,0 +42594,Male,80,1,0,Yes,Govt_job,Urban,114.09,30.1,never smoked,0 +59045,Female,52,0,0,Yes,Private,Urban,67.3,36.3,never smoked,0 +31608,Male,11,0,0,No,children,Rural,96.91,20.4,Unknown,0 +47949,Male,14,0,0,No,children,Rural,116.2,20.9,Unknown,0 +41362,Female,74,0,0,Yes,Self-employed,Rural,72.54,28.4,never smoked,0 +18187,Male,58,0,0,Yes,Private,Rural,96.01,33.8,Unknown,0 +8983,Female,80,1,0,Yes,Private,Urban,89.16,24,never smoked,0 +20098,Female,31,0,0,Yes,Self-employed,Rural,108.64,43.3,never smoked,0 +3777,Female,28,1,0,Yes,Govt_job,Rural,83.66,36.4,never smoked,0 +11651,Female,25,0,0,Yes,Private,Rural,81.21,37.9,never smoked,0 +28527,Male,71,0,0,No,Private,Urban,86.96,32.6,never smoked,0 +63282,Female,51,0,0,Yes,Govt_job,Rural,92.95,23.9,never smoked,0 +37038,Male,15,0,0,No,children,Urban,95.86,18.1,Unknown,0 +4528,Male,45,1,0,No,Private,Rural,85.52,36.4,never smoked,0 +41665,Male,53,0,0,Yes,Govt_job,Rural,159.39,29.2,never smoked,0 +26539,Male,69,0,0,Yes,Self-employed,Urban,202.51,30.8,formerly smoked,0 +25325,Female,42,0,0,Yes,Private,Rural,82.24,23.8,formerly smoked,0 +69462,Female,4,0,0,No,children,Rural,109.81,17.9,Unknown,0 +29816,Male,64,1,0,Yes,Private,Rural,91.85,31.8,formerly smoked,0 +47784,Female,5,0,0,No,children,Rural,123.49,19.5,Unknown,0 +18181,Male,44,0,0,Yes,Private,Rural,105.49,31.5,smokes,0 +8614,Male,78,0,1,Yes,Self-employed,Urban,101.53,24.1,formerly smoked,0 +347,Female,16,0,0,No,Private,Urban,89.45,N/A,Unknown,0 +61336,Female,69,0,0,Yes,Self-employed,Urban,126.04,35.9,never smoked,0 +27647,Male,80,0,1,Yes,Self-employed,Rural,95.49,31.6,Unknown,0 +25676,Female,7,0,0,No,children,Rural,89.38,19,Unknown,0 +65894,Female,2,0,0,No,children,Urban,82.3,18.8,Unknown,0 +2291,Female,80,1,0,Yes,Self-employed,Urban,218,33.5,Unknown,0 +25630,Female,69,0,0,Yes,Self-employed,Urban,79.7,25,never smoked,0 +38575,Male,58,1,0,Yes,Self-employed,Rural,209.15,52.9,formerly smoked,0 +29326,Female,75,0,0,Yes,Self-employed,Rural,70.22,24.8,formerly smoked,0 +59292,Female,60,0,0,Yes,Self-employed,Rural,83.57,24.5,never smoked,0 +52051,Female,75,0,0,Yes,Self-employed,Urban,60.6,40.4,smokes,0 +64508,Female,10,0,0,No,children,Urban,97.24,20.2,Unknown,0 +36593,Male,38,0,0,No,Private,Rural,162.72,31.9,smokes,0 +39834,Male,28,0,0,No,Private,Urban,73.27,25.4,smokes,0 +54111,Female,3,0,0,No,children,Urban,92.62,15.4,Unknown,0 +53476,Female,31,0,0,Yes,Private,Urban,90,38.6,never smoked,0 +479,Female,59,1,0,Yes,Private,Rural,78.28,31,formerly smoked,0 +37237,Female,31,0,0,No,Private,Rural,87.81,26.4,smokes,0 +5496,Female,45,0,0,Yes,Private,Urban,202.66,N/A,never smoked,0 +56075,Female,58,0,0,Yes,Private,Rural,196.5,37.7,never smoked,0 +46130,Female,57,0,0,Yes,Self-employed,Urban,142.31,35.2,smokes,0 +7730,Male,31,0,0,No,Private,Rural,94.96,54.7,smokes,0 +12380,Male,43,0,0,Yes,Govt_job,Rural,83.78,21.6,never smoked,0 +15324,Female,40,0,0,No,Private,Urban,86.1,23.9,Unknown,0 +11658,Male,1.08,0,0,No,children,Rural,74.5,N/A,Unknown,0 +22778,Male,34,0,0,Yes,Private,Urban,66.96,26.1,never smoked,0 +4128,Female,55,0,0,Yes,Private,Rural,76.7,39.7,formerly smoked,0 +36825,Female,39,0,0,Yes,Private,Rural,103.12,29.9,formerly smoked,0 +1454,Female,42,0,0,No,Private,Urban,84.03,31.4,never smoked,0 +12674,Male,44,0,0,Yes,Private,Rural,74.15,34.5,formerly smoked,0 +55375,Male,69,1,0,Yes,Private,Rural,73.29,29.4,never smoked,0 +3726,Male,16,0,0,No,Private,Urban,115.16,26.9,Unknown,0 +48652,Female,8,0,0,No,children,Urban,83.55,22.4,Unknown,0 +68657,Female,1.48,0,0,No,children,Urban,61.53,20.5,Unknown,0 +17337,Female,1.88,0,0,No,children,Rural,100.74,18.6,Unknown,0 +44831,Female,69,0,0,No,Private,Urban,59.31,31.4,smokes,0 +68420,Female,13,0,0,No,children,Urban,63.22,18.5,formerly smoked,0 +39632,Female,53,0,0,Yes,Private,Urban,209.5,41.8,never smoked,0 +49095,Female,16,0,0,No,children,Urban,64.51,21.2,Unknown,0 +46292,Male,64,0,0,Yes,Private,Rural,90.07,28.6,never smoked,0 +43492,Female,7,0,0,No,children,Urban,113.95,16,Unknown,0 +55766,Male,41,0,0,Yes,Private,Rural,119.32,30.6,Unknown,0 +17740,Male,65,0,0,Yes,Private,Rural,99.12,29,formerly smoked,0 +64189,Male,61,0,0,Yes,Self-employed,Rural,152.84,28.6,Unknown,0 +24202,Male,63,0,0,Yes,Private,Rural,78.23,34.8,never smoked,0 +32514,Male,1.8,0,0,No,children,Urban,68.8,N/A,Unknown,0 +9866,Female,54,0,0,Yes,Private,Urban,76.05,42,Unknown,0 +54816,Female,14,0,0,No,children,Rural,116.49,30.3,never smoked,0 +59880,Male,45,0,0,Yes,Private,Rural,99.91,30.9,Unknown,0 +20625,Male,51,1,0,Yes,Private,Urban,76.1,32.1,smokes,0 +65969,Male,8,0,0,No,children,Rural,121.99,19.6,Unknown,0 +56923,Male,52,1,0,Yes,Private,Rural,116.21,32.8,smokes,0 +44001,Female,39,0,0,Yes,Private,Urban,55.28,31.5,Unknown,0 +51852,Female,13,0,0,No,children,Rural,219.81,N/A,Unknown,0 +27176,Female,69,0,0,Yes,Private,Rural,103.73,34.7,never smoked,0 +70874,Male,71,1,0,Yes,Govt_job,Urban,153.08,21.5,Unknown,0 +34287,Female,73,0,0,Yes,Self-employed,Rural,98.69,27.6,Unknown,0 +23052,Female,54,0,0,Yes,Private,Rural,94.11,28.6,formerly smoked,0 +67499,Male,10,0,0,No,children,Rural,117.03,21.1,never smoked,0 +5380,Female,26,0,0,Yes,Private,Urban,91.35,23.8,never smoked,0 +20154,Female,41,0,0,Yes,Private,Rural,82.48,33.5,Unknown,0 +29546,Male,71,0,0,Yes,Govt_job,Rural,99.76,33.4,formerly smoked,0 +3718,Female,46,0,0,Yes,Govt_job,Urban,111.1,23.3,smokes,0 +43734,Male,15,0,0,No,Private,Rural,122.25,21,never smoked,0 +41917,Female,29,0,0,No,Private,Urban,84.19,21.2,never smoked,0 +8050,Male,8,0,0,No,children,Urban,84.6,18.4,Unknown,0 +44426,Female,21,0,0,Yes,Private,Urban,126.35,26.9,never smoked,0 +34700,Female,56,1,0,No,Self-employed,Urban,87.5,20.2,formerly smoked,0 +70230,Female,14,0,0,No,Self-employed,Rural,77.52,21.9,never smoked,0 +68721,Female,78,0,0,Yes,Private,Rural,133.13,24.2,Unknown,0 +23170,Female,36,0,0,No,Private,Urban,96.1,29.6,never smoked,0 +5731,Female,57,1,0,Yes,Private,Urban,108.61,38.1,smokes,0 +62791,Male,79,1,1,Yes,Self-employed,Rural,205.23,22,never smoked,0 +18943,Male,26,0,0,No,Govt_job,Rural,76.74,29.8,Unknown,0 +45472,Male,22,0,0,Yes,Private,Urban,138.55,24,never smoked,0 +3942,Male,72,0,1,Yes,Private,Urban,234.27,26.9,never smoked,0 +30201,Female,54,0,0,Yes,Private,Urban,75.16,38,never smoked,0 +38284,Male,8,0,0,No,children,Rural,77.08,16.9,Unknown,0 +53552,Female,62,0,0,Yes,Private,Urban,101.19,23.4,never smoked,0 +59663,Female,28,0,0,No,Private,Urban,107.74,38.5,never smoked,0 +68631,Female,50,0,0,Yes,Private,Rural,62.32,21.6,Unknown,0 +49900,Male,7,0,0,No,children,Urban,56.32,15.9,Unknown,0 +18140,Female,33,0,0,Yes,Private,Rural,131.28,25.1,never smoked,0 +52340,Male,55,0,0,Yes,Private,Urban,67.02,41.1,smokes,0 +2327,Female,25,0,0,No,Private,Rural,76.72,21.5,Unknown,0 +55137,Female,25,0,0,No,Private,Urban,125.98,21,smokes,0 +458,Female,37,0,0,Yes,Govt_job,Urban,72.09,24.1,smokes,0 +57044,Male,58,0,0,Yes,Private,Urban,88.05,30.6,Unknown,0 +71548,Male,45,0,0,Yes,Govt_job,Urban,55.47,19.8,smokes,0 +67438,Female,60,0,0,Yes,Govt_job,Rural,145.94,29.2,Unknown,0 +36524,Male,66,0,1,Yes,Private,Rural,239.21,33.7,formerly smoked,0 +61827,Male,80,0,0,Yes,Self-employed,Rural,196.08,31,formerly smoked,0 +31454,Female,38,0,0,Yes,Govt_job,Rural,93.93,21.5,never smoked,0 +15663,Female,11,0,0,No,children,Urban,76.74,19.1,Unknown,0 +4707,Female,63,0,0,Yes,Private,Urban,83.74,21.4,Unknown,0 +55885,Male,19,0,0,No,Private,Urban,119.58,24.8,Unknown,0 +47563,Female,17,0,0,No,Private,Rural,68.66,35.1,never smoked,0 +63729,Female,19,0,0,No,Private,Urban,65.79,28.6,smokes,0 +5286,Female,40,0,0,Yes,Govt_job,Urban,176.38,35.7,never smoked,0 +29878,Male,49,0,0,Yes,Private,Urban,175.74,45.4,Unknown,0 +42628,Female,69,0,1,No,Private,Urban,193.45,34.5,never smoked,0 +5006,Female,46,0,0,Yes,Self-employed,Rural,85.84,21.2,never smoked,0 +11250,Male,78,0,0,Yes,Self-employed,Rural,93.85,22.7,formerly smoked,0 +41858,Female,63,0,1,Yes,Private,Rural,86.21,39.1,never smoked,0 +15742,Female,3,0,0,No,children,Rural,75.41,21.9,Unknown,0 +27300,Female,1.8,0,0,No,children,Rural,95.28,16.5,Unknown,0 +34965,Female,18,0,0,No,Private,Urban,95.87,23,never smoked,0 +65748,Female,46,0,0,Yes,Private,Urban,180.45,22.5,never smoked,0 +44635,Female,8,0,0,No,children,Urban,95.39,20.4,Unknown,0 +72284,Female,53,0,0,Yes,Private,Rural,60.77,28.7,smokes,0 +20217,Female,38,0,0,Yes,Govt_job,Urban,102.84,22.4,never smoked,0 +44259,Female,74,0,0,Yes,Private,Urban,130.37,26.3,Unknown,0 +52668,Female,24,0,0,No,Private,Urban,65.44,23.6,never smoked,0 +37446,Male,78,0,0,Yes,Private,Rural,79.84,25.9,never smoked,0 +46895,Male,60,0,0,Yes,Private,Rural,62.61,30.7,never smoked,0 +57667,Male,12,0,0,No,children,Urban,70.07,24.5,formerly smoked,0 +41962,Female,32,0,0,Yes,Private,Rural,108.8,24,Unknown,0 +25495,Male,5,0,0,No,children,Urban,112.11,20.1,Unknown,0 +2029,Female,40,0,0,Yes,Private,Rural,92.35,38,never smoked,0 +13993,Female,19,0,0,No,Private,Urban,76.57,26.6,Unknown,0 +18876,Female,28,0,0,Yes,Private,Urban,69.5,24.5,never smoked,0 +22865,Female,61,0,0,Yes,Private,Rural,219.38,N/A,never smoked,0 +365,Female,44,1,0,Yes,Private,Rural,69.48,41.3,never smoked,0 +37631,Male,50,0,0,Yes,Govt_job,Urban,89.18,34.8,smokes,0 +5500,Female,50,0,1,Yes,Govt_job,Urban,68.09,35.5,smokes,0 +53217,Female,18,0,0,No,Private,Rural,92.71,24.1,Unknown,0 +56712,Male,1.64,0,0,No,children,Rural,56.21,19,Unknown,0 +10055,Female,37,0,0,No,Govt_job,Rural,72.08,N/A,formerly smoked,0 +4959,Female,5,0,0,No,children,Urban,82.56,16.6,Unknown,0 +22155,Female,39,0,0,Yes,Private,Urban,78.24,28.6,Unknown,0 +22860,Female,65,0,0,Yes,Govt_job,Rural,84.66,22.4,never smoked,0 +6960,Female,26,0,0,No,Govt_job,Urban,90.35,38.6,Unknown,0 +57209,Male,42,0,0,Yes,Govt_job,Rural,68.12,32,Unknown,0 +66581,Female,34,0,0,Yes,Private,Rural,59.14,40.1,never smoked,0 +17347,Female,45,0,0,Yes,Govt_job,Urban,85.64,32,formerly smoked,0 +58422,Male,43,0,0,Yes,Govt_job,Rural,56.08,23.9,Unknown,0 +19043,Female,40,0,0,No,Private,Rural,99,25,never smoked,0 +52897,Male,35,0,0,No,Private,Urban,93.6,28.5,smokes,0 +16329,Female,2,0,0,No,children,Urban,105.75,19.8,Unknown,0 +40353,Female,61,0,0,Yes,Private,Urban,114.09,25.7,never smoked,0 +56778,Male,64,1,0,Yes,Private,Urban,57.42,28,smokes,0 +41153,Female,32,0,0,Yes,Private,Urban,100.01,37.2,never smoked,0 +63725,Male,23,0,0,No,Private,Urban,62,24.8,formerly smoked,0 +19675,Female,51,0,0,Yes,Self-employed,Rural,103.61,39.2,never smoked,0 +72784,Female,52,0,0,Yes,Private,Rural,118.46,61.6,smokes,0 +8541,Female,75,0,0,Yes,Govt_job,Rural,94.77,27.2,never smoked,0 +45565,Female,40,0,0,Yes,Private,Urban,72.12,38,never smoked,0 +36431,Male,39,0,0,Yes,Govt_job,Rural,155.23,36.2,never smoked,0 +6171,Male,6,0,0,No,children,Urban,90.6,16.6,Unknown,0 +29419,Female,32,0,0,Yes,Private,Urban,81.92,38,never smoked,0 +65673,Female,55,0,0,No,Self-employed,Rural,67.1,31.4,never smoked,0 +64662,Female,23,0,0,No,Private,Rural,58.01,35.3,never smoked,0 +51693,Female,52,0,0,Yes,Private,Rural,173.9,35.8,never smoked,0 +50495,Male,58,1,0,Yes,Private,Rural,106.27,28.6,never smoked,0 +37086,Male,17,0,0,No,Private,Rural,60.57,34,Unknown,0 +71396,Male,3,0,0,No,children,Urban,105.34,15.5,Unknown,0 +27854,Female,23,0,0,No,Private,Rural,96.28,31.1,never smoked,0 +53759,Male,56,0,0,Yes,Self-employed,Urban,122.73,37.5,formerly smoked,0 +14407,Male,45,0,0,No,Self-employed,Urban,104.12,37.7,Unknown,0 +887,Female,14,0,0,No,Private,Urban,69.74,24.2,formerly smoked,0 +13328,Female,45,0,0,Yes,Private,Rural,106.95,33.4,Unknown,0 +62507,Female,57,0,0,Yes,Private,Urban,94.63,33,never smoked,0 +51797,Female,35,0,0,Yes,Private,Urban,86.97,25.7,Unknown,0 +61536,Female,8,0,0,No,children,Rural,76.12,19.4,Unknown,0 +71221,Female,42,0,0,Yes,Govt_job,Urban,99.94,33.4,never smoked,0 +6948,Male,8,0,0,No,children,Urban,91.53,18,Unknown,0 +66083,Male,62,0,0,Yes,Private,Rural,145.46,40.1,never smoked,0 +21238,Female,43,0,0,Yes,Private,Urban,74.86,26.9,never smoked,0 +70992,Female,8,0,0,No,children,Urban,74.42,22.5,Unknown,0 +20376,Male,40,0,0,Yes,Self-employed,Urban,70.07,27.6,smokes,0 +6613,Male,2,0,0,No,children,Urban,89.85,23.3,Unknown,0 +27818,Female,27,0,0,No,Private,Rural,104.21,35.7,never smoked,0 +3062,Female,47,0,0,Yes,Self-employed,Rural,157.77,28.4,never smoked,0 +11692,Female,53,0,0,No,Govt_job,Urban,101.81,29.4,smokes,0 +25070,Male,62,0,0,Yes,Govt_job,Rural,103,31.9,Unknown,0 +39556,Male,50,0,0,Yes,Self-employed,Urban,101.85,25.1,smokes,0 +18437,Male,26,0,0,No,Private,Urban,85.92,35.6,smokes,0 +59540,Female,19,0,0,No,Private,Rural,56.85,21.1,never smoked,0 +13857,Male,0.32,0,0,No,children,Urban,89.04,17.8,Unknown,0 +57924,Female,45,0,0,Yes,Govt_job,Rural,63.01,31.5,never smoked,0 +38069,Male,45,0,0,Yes,Private,Rural,65.48,26.6,Unknown,0 +48871,Female,54,0,0,Yes,Private,Rural,68.6,44.8,smokes,0 +63420,Male,64,1,0,Yes,Private,Urban,81.68,31.3,formerly smoked,0 +67665,Male,2,0,0,No,children,Urban,65.21,17.2,Unknown,0 +50638,Female,66,0,0,Yes,Govt_job,Urban,72.53,25.3,smokes,0 +43892,Female,73,0,0,Yes,Private,Rural,81.78,28.8,never smoked,0 +9335,Female,31,0,0,No,Private,Rural,116.85,49.9,smokes,0 +38830,Female,1.88,0,0,No,children,Rural,80.83,18,Unknown,0 +14019,Female,58,0,0,Yes,Private,Urban,96.21,23.5,never smoked,0 +65888,Male,12,0,0,No,children,Rural,117.04,18.1,Unknown,0 +62986,Female,60,1,0,Yes,Private,Rural,78.26,41.7,formerly smoked,0 +61409,Male,32,1,0,No,Govt_job,Urban,58.24,N/A,formerly smoked,0 +72041,Male,23,0,0,No,Private,Urban,82.53,20.7,smokes,0 +51584,Male,26,0,0,No,Private,Urban,71.25,30.3,smokes,0 +56476,Male,36,0,0,Yes,Private,Rural,129.73,27.8,never smoked,0 +51740,Female,3,0,0,No,children,Urban,115.47,18.9,Unknown,0 +45983,Male,21,0,0,No,Private,Urban,56.79,20.4,Unknown,0 +16079,Female,67,0,0,Yes,Private,Urban,100.16,31.8,Unknown,0 +24920,Female,35,0,0,Yes,Govt_job,Rural,97.6,44.8,smokes,0 +72818,Female,26,0,0,No,Private,Rural,90.54,37.1,Unknown,0 +65944,Female,47,0,0,Yes,Self-employed,Urban,105.88,39.9,smokes,0 +63836,Male,81,1,1,Yes,Govt_job,Rural,217.94,24.1,formerly smoked,0 +46729,Female,1.64,0,0,No,children,Urban,69.89,18.1,Unknown,0 +44642,Male,52,0,0,Yes,Govt_job,Urban,93.28,36.3,never smoked,0 +70693,Female,28,0,1,Yes,Private,Rural,111.27,19.1,smokes,0 +54065,Female,45,0,0,Yes,Private,Urban,91.04,21.1,never smoked,0 +9926,Male,20,0,0,No,Private,Urban,87.2,28.9,smokes,0 +29201,Male,1.56,0,0,No,children,Rural,109.12,18.9,Unknown,0 +33308,Female,65,0,0,No,Private,Urban,216.64,43.3,formerly smoked,0 +15937,Male,45,1,0,Yes,Self-employed,Rural,74.28,37.2,formerly smoked,0 +53748,Male,77,0,0,Yes,Self-employed,Urban,57.6,32.2,Unknown,0 +47803,Male,37,0,0,Yes,Govt_job,Urban,173.97,26.3,Unknown,0 +41554,Female,50,0,0,Yes,Private,Rural,65.25,25.4,smokes,0 +69435,Female,0.56,0,0,No,children,Urban,80.92,18.3,Unknown,0 +41049,Female,30,0,0,Yes,Private,Rural,124.37,21.4,never smoked,0 +13859,Female,31,0,0,No,Private,Urban,102.39,22.9,smokes,0 +24257,Male,4,0,0,No,children,Rural,90.42,16.2,Unknown,0 +14417,Male,65,1,0,Yes,Private,Rural,79.17,29.6,Unknown,0 +45260,Female,68,0,0,Yes,Self-employed,Urban,71.08,21.5,never smoked,0 +12807,Female,63,1,0,Yes,Private,Urban,81.54,24.2,never smoked,0 +71417,Male,46,0,0,No,Private,Urban,159.67,37.3,never smoked,0 +37479,Female,54,0,0,Yes,Private,Urban,93.96,33.3,smokes,0 +23850,Male,66,0,0,Yes,Private,Urban,103.01,33.1,never smoked,0 +17791,Female,29,0,0,Yes,Govt_job,Rural,92.49,22.2,never smoked,0 +2544,Male,78,0,0,Yes,Private,Urban,208.85,24.4,formerly smoked,0 +4961,Male,56,0,0,Yes,Govt_job,Urban,122.39,30.3,Unknown,0 +2702,Female,57,0,0,Yes,Private,Rural,65.91,28.2,Unknown,0 +11208,Female,2,0,0,No,children,Rural,70.25,17,Unknown,0 +4077,Male,49,0,0,Yes,Private,Urban,219.7,53.8,Unknown,0 +36548,Male,31,0,0,Yes,Govt_job,Urban,65.7,30.4,formerly smoked,0 +71596,Female,47,0,0,Yes,Private,Urban,67.08,22.3,Unknown,0 +61050,Male,37,0,0,Yes,Govt_job,Rural,107.58,25.3,never smoked,0 +6172,Female,79,0,0,Yes,Private,Rural,208.05,N/A,smokes,0 +15098,Female,65,0,0,Yes,Private,Rural,95.87,29.8,never smoked,0 +34895,Male,61,0,0,Yes,Private,Urban,68.17,43.8,formerly smoked,0 +6443,Female,66,0,0,Yes,Private,Urban,95.37,34.5,smokes,0 +67635,Male,24,0,0,No,Private,Urban,90,25.5,never smoked,0 +19931,Male,66,0,0,Yes,Self-employed,Rural,106.1,31.5,smokes,0 +57302,Female,64,1,0,Yes,Private,Rural,56.13,39.2,Unknown,0 +26197,Female,38,0,0,Yes,Private,Rural,104.03,47.3,smokes,0 +54982,Female,7,0,0,No,children,Rural,157.01,17,Unknown,0 +13398,Female,63,0,0,Yes,Private,Urban,84.35,38.2,never smoked,0 +21101,Male,71,0,0,Yes,Private,Rural,67.99,31.1,never smoked,0 +39958,Male,18,0,0,No,Private,Rural,118.93,22.4,never smoked,0 +51894,Female,65,0,0,Yes,Private,Rural,185.28,32,smokes,0 +56001,Male,57,0,0,Yes,Private,Rural,82.08,24.7,Unknown,0 +56137,Female,62,0,0,Yes,Private,Urban,88.32,36.3,Unknown,0 +25900,Male,1.8,0,0,No,children,Rural,85.16,20.2,Unknown,0 +69213,Male,35,0,0,No,Private,Rural,69.54,27.4,never smoked,0 +38613,Female,50,0,0,Yes,Govt_job,Rural,62.12,29.6,never smoked,0 +27660,Female,73,1,0,No,Self-employed,Rural,198.3,54.3,formerly smoked,0 +33790,Female,23,0,0,No,Private,Rural,100.06,28.6,never smoked,0 +50845,Female,32,0,0,Yes,Govt_job,Urban,101.13,43.9,formerly smoked,0 +44628,Female,38,0,0,Yes,Private,Rural,91.09,22.2,never smoked,0 +38951,Female,50,0,0,Yes,Self-employed,Rural,61.54,28.4,Unknown,0 +52792,Female,39,0,0,Yes,Private,Urban,62.02,23.7,smokes,0 +27675,Female,7,0,0,No,children,Urban,103.11,18.3,Unknown,0 +6903,Female,15,0,0,No,children,Rural,77.57,18.3,Unknown,0 +35463,Male,67,0,0,Yes,Private,Urban,97.34,28.9,never smoked,0 +172,Male,8,0,0,No,children,Urban,78.76,N/A,Unknown,0 +16876,Female,32,0,0,Yes,Private,Rural,67.1,27.1,Unknown,0 +60926,Male,5,0,0,No,children,Urban,79.89,13.8,Unknown,0 +21333,Male,56,1,0,Yes,Private,Rural,206.66,21.9,smokes,0 +69183,Male,49,0,0,No,Private,Urban,95.79,24,Unknown,0 +2313,Female,75,0,1,Yes,Self-employed,Urban,83.88,N/A,smokes,0 +8041,Female,11,0,0,No,children,Rural,93.51,20.8,Unknown,0 +68171,Male,61,0,0,Yes,Self-employed,Urban,116.78,39.8,formerly smoked,0 +27948,Male,76,0,0,Yes,Self-employed,Rural,117.63,26.2,never smoked,0 +45673,Female,34,0,0,Yes,Private,Rural,60.01,43.9,Unknown,0 +50810,Male,20,0,0,No,Private,Rural,64.6,27.3,Unknown,0 +2467,Female,79,1,0,Yes,Self-employed,Rural,92.43,N/A,never smoked,0 +64165,Female,24,0,0,No,Private,Urban,71.63,22,formerly smoked,0 +22352,Female,39,0,0,Yes,Self-employed,Urban,87.79,40,formerly smoked,0 +62990,Female,55,0,0,Yes,Govt_job,Rural,99.64,20.1,formerly smoked,0 +1737,Female,16,0,0,No,Private,Rural,86.53,42.2,never smoked,0 +26357,Male,36,0,0,No,Private,Urban,200.68,25.8,Unknown,0 +28013,Female,38,0,0,Yes,Self-employed,Urban,98.37,27.2,never smoked,0 +24727,Male,20,0,0,No,Private,Rural,117.98,30.9,smokes,0 +37608,Female,38,0,0,No,Private,Urban,218.6,47.9,formerly smoked,0 +13870,Female,52,0,0,Yes,Private,Urban,101.3,33.1,smokes,0 +4655,Male,49,0,0,Yes,Private,Urban,79.51,37.8,never smoked,0 +55356,Female,80,0,0,Yes,Self-employed,Urban,223.26,25.4,never smoked,0 +49400,Male,75,0,0,Yes,Private,Rural,97.22,28.4,never smoked,0 +38132,Female,13,0,0,No,Private,Rural,172.27,16.6,never smoked,0 +50136,Female,54,1,0,Yes,Private,Urban,221.83,35.1,smokes,0 +3094,Male,28,0,0,No,Private,Urban,74.61,32.7,Unknown,0 +42727,Female,61,0,0,Yes,Private,Rural,60.91,29.8,Unknown,0 +41500,Male,0.16,0,0,No,children,Rural,69.79,13,Unknown,0 +33185,Male,59,0,0,No,Govt_job,Urban,83.6,27.5,formerly smoked,0 +7057,Male,12,0,0,No,children,Urban,83.95,23.6,Unknown,0 +48244,Female,38,0,0,No,Private,Rural,77.5,36.9,smokes,0 +69559,Male,15,0,0,No,Never_worked,Urban,64.29,16.7,Unknown,0 +61757,Male,31,0,0,Yes,Self-employed,Rural,61.1,26.5,never smoked,0 +10541,Male,52,1,0,Yes,Private,Rural,100.71,37,never smoked,0 +48169,Female,61,0,0,Yes,Self-employed,Urban,65.21,27.7,Unknown,0 +64202,Male,50,0,0,Yes,Private,Rural,119.77,23.5,Unknown,0 +7069,Female,41,0,0,Yes,Private,Rural,102.39,40.4,formerly smoked,0 +52050,Male,20,0,0,No,Private,Urban,59.67,27.7,never smoked,0 +31692,Male,67,0,0,Yes,Private,Rural,83.16,28.3,never smoked,0 +11192,Female,45,0,0,Yes,Private,Rural,218.1,55,smokes,0 +69404,Male,73,0,0,Yes,Govt_job,Rural,76.45,28.7,Unknown,0 +42700,Female,52,0,0,Yes,Private,Rural,200.46,25,Unknown,0 +7638,Female,51,0,0,Yes,Private,Urban,95.7,24.8,formerly smoked,0 +7298,Female,56,0,0,Yes,Self-employed,Rural,70.23,35.5,never smoked,0 +43615,Female,49,0,0,Yes,Self-employed,Urban,75.15,25,Unknown,0 +18134,Male,10,0,0,No,children,Rural,95.8,17.3,Unknown,0 +19324,Female,51,0,0,Yes,Govt_job,Urban,90.67,37.8,Unknown,0 +18827,Male,57,0,0,Yes,Self-employed,Rural,84.79,32.8,formerly smoked,0 +68291,Male,76,0,0,Yes,Private,Urban,147.5,28.7,Unknown,0 +70661,Female,28,0,0,No,Private,Rural,134.12,28.8,formerly smoked,0 +6019,Female,57,0,0,Yes,Private,Urban,82.62,28.4,never smoked,0 +56616,Male,39,0,0,Yes,Private,Rural,125.11,24.9,formerly smoked,0 +14399,Female,41,0,0,Yes,Private,Urban,92.14,29.6,formerly smoked,0 +8009,Female,72,1,1,Yes,Private,Urban,217.79,26.1,formerly smoked,0 +30961,Male,45,0,0,Yes,Private,Rural,95.62,29.5,smokes,0 +24201,Male,33,0,0,Yes,Private,Rural,93.8,23.9,never smoked,0 +18032,Male,62,0,1,Yes,Private,Rural,90.61,25.8,smokes,0 +62396,Female,27,0,0,Yes,Private,Urban,139.2,36.2,never smoked,0 +67055,Female,31,0,0,Yes,Private,Rural,77.01,31.3,formerly smoked,0 +51024,Female,24,0,0,Yes,Private,Urban,105.26,26.1,never smoked,0 +60774,Male,1.88,0,0,No,children,Rural,68.35,19.1,Unknown,0 +35039,Female,28,0,0,No,Private,Rural,99.07,17.6,never smoked,0 +46141,Female,24,0,0,No,Private,Rural,147.74,21.4,Unknown,0 +54240,Female,30,0,0,Yes,Govt_job,Urban,61.29,24,Unknown,0 +15929,Male,38,0,0,Yes,Govt_job,Rural,98.92,25.5,never smoked,0 +19849,Female,1.64,0,0,No,children,Urban,90.74,19.9,Unknown,0 +43282,Male,0.72,0,0,No,children,Rural,159.79,19.9,Unknown,0 +50372,Male,57,0,0,Yes,Private,Rural,233.47,35.5,never smoked,0 +5834,Female,27,0,0,No,Govt_job,Urban,85.53,26.9,smokes,0 +69847,Female,30,0,0,Yes,Self-employed,Urban,76.7,24.2,never smoked,0 +67277,Male,42,0,0,Yes,Private,Rural,67.87,30,never smoked,0 +41181,Male,36,0,0,Yes,Private,Urban,77.26,30.9,never smoked,0 +36388,Male,44,1,0,Yes,Private,Rural,91.28,26.5,never smoked,0 +49272,Male,59,0,0,Yes,Govt_job,Urban,129.19,30.6,never smoked,0 +52024,Female,61,0,0,Yes,Govt_job,Urban,97.86,19.1,formerly smoked,0 +58508,Female,18,0,0,No,Govt_job,Rural,112.33,23.2,formerly smoked,0 +64159,Female,44,0,0,Yes,Private,Rural,110.41,30.5,smokes,0 +29453,Male,16,0,0,No,children,Rural,91.58,15.8,Unknown,0 +52838,Male,13,0,0,No,children,Urban,58.86,16.9,never smoked,0 +43024,Male,9,0,0,No,children,Rural,76.88,18,Unknown,0 +8247,Male,0.16,0,0,No,children,Urban,109.52,13.9,Unknown,0 +42159,Female,81,1,0,Yes,Self-employed,Urban,181.23,36.7,never smoked,0 +37761,Female,38,0,0,Yes,Private,Urban,103.58,30.8,formerly smoked,0 +27624,Female,58,0,0,Yes,Self-employed,Rural,81.96,34.6,never smoked,0 +40242,Male,5,0,0,No,children,Rural,104.55,16.3,Unknown,0 +4383,Female,64,0,0,Yes,Govt_job,Urban,76.12,38.2,formerly smoked,0 +58577,Female,38,0,0,Yes,Govt_job,Rural,64.27,27.3,never smoked,0 +59916,Female,56,0,0,Yes,Private,Rural,200.98,30.4,smokes,0 +44526,Male,58,0,0,Yes,Govt_job,Urban,101.96,34.5,never smoked,0 +12990,Male,9,0,0,No,children,Rural,84.17,17.4,Unknown,0 +14414,Female,34,0,0,Yes,Private,Rural,85.79,32,never smoked,0 +46343,Female,79,0,0,Yes,Private,Urban,71.46,33.4,Unknown,0 +29539,Male,62,1,0,Yes,Self-employed,Rural,95.49,40.2,smokes,0 +10924,Female,60,0,0,Yes,Private,Rural,87.62,30.1,smokes,0 +30248,Female,42,0,0,No,Private,Rural,118.55,46.2,smokes,0 +39769,Female,59,0,0,Yes,Self-employed,Urban,82.14,35.6,smokes,0 +28778,Female,54,0,0,Yes,Private,Urban,219.67,29.4,smokes,0 +65257,Male,59,0,0,Yes,Private,Urban,135.84,27.3,never smoked,0 +7233,Male,15,0,0,No,children,Rural,74.83,17.4,Unknown,0 +67773,Female,14,0,0,No,children,Urban,60.37,26.9,Unknown,0 +14993,Male,5,0,0,No,children,Rural,67.28,17.7,Unknown,0 +59054,Male,17,0,0,No,Private,Rural,77.79,23.6,Unknown,0 +22554,Female,13,0,0,No,children,Rural,88.51,27.7,Unknown,0 +72512,Female,48,0,0,Yes,Self-employed,Urban,90.38,38,smokes,0 +56195,Male,37,0,0,Yes,Govt_job,Urban,156.69,35.2,never smoked,0 +7524,Female,69,0,1,Yes,Private,Urban,207.6,N/A,never smoked,0 +45795,Female,74,0,0,Yes,Private,Urban,158.9,32.4,formerly smoked,0 +64433,Male,54,0,0,Yes,Private,Urban,247.97,36.1,formerly smoked,0 +70106,Female,64,0,1,Yes,Private,Rural,114.71,30.6,never smoked,0 +50072,Female,26,0,0,No,Private,Rural,58.55,29,never smoked,0 +52530,Male,55,0,0,Yes,Govt_job,Urban,231.15,22.3,never smoked,0 +768,Female,74,0,0,Yes,Self-employed,Urban,68.18,27.3,formerly smoked,0 +40255,Female,0.48,0,0,No,children,Rural,118.75,17.4,Unknown,0 +50073,Female,41,0,1,No,Private,Rural,186.54,39,formerly smoked,0 +52439,Male,68,0,1,Yes,Private,Rural,96.14,26.7,never smoked,0 +65379,Male,9,0,0,No,children,Urban,69.52,24.2,Unknown,0 +38605,Female,36,0,0,Yes,Private,Rural,101.93,22.8,smokes,0 +35772,Male,17,0,0,No,Private,Urban,71.58,25.6,Unknown,0 +38014,Male,24,0,0,Yes,Private,Urban,83.1,21.9,smokes,0 +68330,Female,69,0,0,Yes,Self-employed,Rural,110.96,25.9,never smoked,0 +47271,Male,38,0,0,Yes,Govt_job,Urban,122.83,30.6,Unknown,0 +26330,Female,69,0,0,Yes,Private,Urban,91.65,25.7,formerly smoked,0 +24022,Female,32,0,0,No,Private,Urban,84.1,33.3,Unknown,0 +45622,Female,25,0,0,No,Private,Rural,118.85,23.8,smokes,0 +60732,Male,2,0,0,No,children,Urban,89.32,17.2,Unknown,0 +53694,Male,79,0,0,No,Self-employed,Urban,128.72,31,Unknown,0 +11280,Female,28,0,0,Yes,Private,Urban,98.05,24.7,never smoked,0 +28734,Female,16,0,0,No,Never_worked,Urban,102.1,27.1,never smoked,0 +12693,Male,31,0,0,Yes,Private,Urban,108.62,N/A,smokes,0 +17683,Male,66,0,0,Yes,Self-employed,Urban,96.19,38.3,smokes,0 +36155,Female,57,1,0,Yes,Private,Urban,98.07,50.9,formerly smoked,0 +31390,Female,61,0,0,Yes,Private,Rural,71.4,29.2,formerly smoked,0 +10636,Female,74,0,0,Yes,Self-employed,Rural,82.27,23.6,formerly smoked,0 +71659,Female,70,0,0,Yes,Govt_job,Rural,158.33,33.5,never smoked,0 +52305,Female,8,0,0,No,children,Rural,102.5,16.3,Unknown,0 +9602,Female,49,0,0,Yes,Private,Urban,72.18,30.8,Unknown,0 +68407,Male,30,0,0,Yes,Govt_job,Urban,95.94,31.1,never smoked,0 +72011,Male,51,0,0,No,Self-employed,Rural,87.15,26.4,formerly smoked,0 +40568,Female,10,0,0,No,children,Urban,82.59,18.6,formerly smoked,0 +50206,Female,34,0,0,Yes,Private,Rural,89.31,37.3,formerly smoked,0 +41191,Male,40,0,0,Yes,Private,Rural,64.84,26.6,never smoked,0 +7129,Male,3,0,0,No,children,Urban,107.52,17.6,Unknown,0 +45485,Female,45,0,0,Yes,Self-employed,Urban,92.76,22.3,Unknown,0 +32023,Male,4,0,0,No,children,Urban,79.16,20.2,Unknown,0 +33064,Male,52,0,1,Yes,Private,Urban,87,30.9,never smoked,0 +60896,Male,68,0,1,Yes,Private,Rural,145.25,31.5,never smoked,0 +2109,Female,8,0,0,No,children,Urban,125.14,29.7,Unknown,0 +27705,Female,82,0,1,Yes,Self-employed,Rural,88.6,32.5,Unknown,0 +36850,Male,36,0,0,Yes,Govt_job,Urban,57.59,32.8,Unknown,0 +52500,Female,42,0,0,Yes,Govt_job,Urban,59.43,25.4,never smoked,0 +43698,Female,27,0,0,No,Govt_job,Rural,65.43,27.2,Unknown,0 +49901,Male,55,0,0,Yes,Govt_job,Urban,154.03,31.6,smokes,0 +69120,Female,31,0,0,Yes,Self-employed,Rural,139.81,39.6,never smoked,0 +25510,Male,82,0,0,Yes,Self-employed,Urban,111.81,19.8,formerly smoked,0 +60416,Female,57,0,0,Yes,Self-employed,Urban,106.84,29.6,never smoked,0 +15135,Female,78,0,1,Yes,Private,Rural,221.06,25.5,formerly smoked,0 +34660,Male,55,0,0,Yes,Self-employed,Urban,69.97,25.8,formerly smoked,0 +11713,Male,51,0,0,Yes,Private,Rural,77.07,32.1,formerly smoked,0 +40704,Male,80,0,0,No,Private,Urban,59.49,25.6,Unknown,0 +71298,Female,17,0,0,No,Private,Rural,109.39,26.3,never smoked,0 +54497,Female,61,0,0,Yes,Private,Rural,93.97,39.4,Unknown,0 +30129,Female,62,0,0,Yes,Govt_job,Urban,163.17,25.6,never smoked,0 +44965,Female,14,0,0,No,Self-employed,Urban,124.39,34,Unknown,0 +38549,Female,62,0,0,Yes,Private,Urban,212.62,35.8,never smoked,0 +39236,Female,56,0,0,No,Self-employed,Urban,128.63,24.9,smokes,0 +50545,Male,41,0,0,Yes,Govt_job,Urban,84.1,29.3,never smoked,0 +28435,Female,59,0,0,Yes,Self-employed,Urban,77.6,23.4,Unknown,0 +4631,Male,29,0,0,Yes,Private,Urban,70.51,24.5,Unknown,0 +9912,Male,39,0,0,Yes,Private,Rural,109.19,29.8,Unknown,0 +43028,Male,66,0,0,Yes,Self-employed,Rural,55.23,28.9,Unknown,0 +38894,Female,35,0,0,Yes,Private,Urban,120.15,27.3,never smoked,0 +41238,Female,36,0,0,Yes,Private,Urban,72.16,23.2,never smoked,0 +51828,Male,35,0,0,Yes,Private,Rural,95.89,34.2,Unknown,0 +64196,Male,26,0,0,No,Private,Urban,64.68,23.3,smokes,0 +10626,Female,31,0,0,No,Private,Rural,70.51,26.9,formerly smoked,0 +4117,Female,56,0,0,Yes,Self-employed,Rural,81.77,21.8,never smoked,0 +37993,Female,36,0,0,Yes,Govt_job,Urban,66.47,26.9,never smoked,0 +57765,Female,41,0,0,Yes,Govt_job,Rural,146.08,29.9,never smoked,0 +7841,Female,50,0,0,Yes,Private,Urban,91.68,22.4,never smoked,0 +18398,Female,42,0,0,Yes,Private,Rural,108.96,27.5,never smoked,0 +50210,Male,79,0,0,Yes,Self-employed,Urban,113.41,35,never smoked,0 +52461,Male,57,0,0,Yes,Private,Urban,111.08,27.9,never smoked,0 +32523,Male,68,0,1,Yes,Private,Urban,217.74,25.5,Unknown,0 +49509,Female,25,0,0,Yes,Private,Rural,78.5,28.6,never smoked,0 +16377,Male,69,0,0,Yes,Private,Urban,89.06,34.8,formerly smoked,0 +13902,Female,42,0,0,Yes,Private,Urban,74.8,50.6,Unknown,0 +44047,Male,37,0,0,Yes,Govt_job,Rural,80.2,30.9,never smoked,0 +34184,Female,2,0,0,No,children,Rural,76.52,14.8,Unknown,0 +11312,Female,78,0,0,Yes,Self-employed,Rural,208.99,31.4,formerly smoked,0 +39616,Female,36,0,0,Yes,Private,Urban,99.72,22.3,smokes,0 +57322,Male,10,0,0,No,children,Urban,102.97,19.1,Unknown,0 +28011,Male,39,1,0,Yes,Private,Rural,197.36,27.4,Unknown,0 +242,Male,4,0,0,No,children,Urban,98.56,17.5,Unknown,0 +18178,Female,48,0,0,Yes,Private,Urban,86.06,36.2,never smoked,0 +51823,Male,72,0,0,Yes,Self-employed,Urban,123.08,25.4,smokes,0 +23439,Male,63,0,1,No,Private,Urban,75,25.7,smokes,0 +12594,Female,28,0,0,Yes,Private,Rural,105.9,28.6,smokes,0 +2692,Female,80,0,0,Yes,Self-employed,Urban,73.87,33.7,never smoked,0 +26062,Male,49,0,0,Yes,Private,Rural,78.04,37.9,never smoked,0 +6805,Male,57,0,0,No,Private,Urban,107.74,28.4,Unknown,0 +45817,Female,59,0,0,Yes,Private,Rural,60.64,20,never smoked,0 +66306,Female,43,0,0,Yes,Private,Rural,82.57,29.1,never smoked,0 +62167,Female,47,0,0,Yes,Private,Rural,115.98,27.6,Unknown,0 +16627,Male,54,0,0,Yes,Self-employed,Rural,110.38,27.6,formerly smoked,0 +34285,Male,57,0,0,Yes,Private,Rural,92.59,24.2,Unknown,0 +71151,Male,56,0,0,Yes,Private,Urban,82.64,31,never smoked,0 +2580,Male,66,0,1,No,Govt_job,Urban,70.28,34.5,never smoked,0 +11891,Male,18,0,0,No,Govt_job,Urban,106.54,27,never smoked,0 +57080,Female,81,1,1,Yes,Self-employed,Urban,59.11,20.7,formerly smoked,0 +47456,Male,30,0,0,Yes,Private,Rural,58.89,26.1,formerly smoked,0 +56139,Male,8,0,0,No,children,Urban,129.66,19.2,Unknown,0 +12857,Male,55,0,0,Yes,Self-employed,Rural,73.57,28,smokes,0 +40980,Male,79,1,0,Yes,Self-employed,Urban,72.04,23.6,formerly smoked,0 +47668,Female,49,0,0,Yes,Private,Rural,125.63,57.2,Unknown,0 +72792,Female,53,1,0,Yes,Private,Rural,77.94,33,never smoked,0 +37728,Female,26,0,0,Yes,Private,Urban,68.99,22.2,never smoked,0 +47410,Female,14,0,0,No,children,Rural,111.76,24.8,Unknown,0 +56450,Male,25,0,0,No,Private,Rural,65.36,24.7,never smoked,0 +9189,Female,20,0,0,No,Private,Urban,80.27,27.9,never smoked,0 +71966,Female,18,0,0,No,Never_worked,Urban,81.73,21.6,never smoked,0 +59272,Male,38,0,0,Yes,Private,Rural,79.22,34.8,smokes,0 +45563,Female,72,0,1,Yes,Self-employed,Urban,142.63,32.9,smokes,0 +19907,Female,52,0,0,Yes,Private,Rural,97.05,28,Unknown,0 +40163,Female,82,1,0,Yes,Private,Urban,222.52,N/A,formerly smoked,0 +62738,Male,71,0,1,Yes,Private,Rural,70.38,25,smokes,0 +51651,Male,46,0,0,Yes,Private,Rural,114.46,24.7,formerly smoked,0 +39940,Female,33,0,0,Yes,Private,Urban,64.62,27.3,never smoked,0 +8122,Female,37,0,0,Yes,Private,Urban,94.12,34.2,Unknown,0 +71057,Female,54,0,0,Yes,Private,Rural,70.19,39.1,smokes,0 +67921,Female,5,0,0,No,children,Urban,55.35,22.7,Unknown,0 +12834,Male,45,0,0,Yes,Private,Urban,115.52,33.9,formerly smoked,0 +56567,Male,14,0,0,No,children,Urban,60.7,18.6,Unknown,0 +11872,Male,5,0,0,No,children,Urban,69.24,16.7,Unknown,0 +6574,Female,35,0,0,Yes,Self-employed,Urban,103.29,20.6,never smoked,0 +5294,Female,20,0,0,Yes,Private,Rural,92.74,20.1,Unknown,0 +10870,Male,51,0,0,Yes,Private,Rural,232.64,45.2,never smoked,0 +15062,Male,40,0,0,Yes,Govt_job,Urban,82.46,25.3,smokes,0 +46454,Female,79,0,0,Yes,Govt_job,Urban,63.57,32.4,never smoked,0 +31795,Male,61,0,0,Yes,Self-employed,Urban,73.24,34.9,never smoked,0 +62395,Male,33,0,0,Yes,Private,Urban,78.43,43.7,smokes,0 +42760,Female,27,0,0,Yes,Private,Urban,57.46,23,smokes,0 +27119,Female,28,0,0,No,Private,Rural,104.16,21.5,never smoked,0 +47113,Female,67,0,0,Yes,Self-employed,Rural,110.42,24.9,never smoked,0 +36045,Female,35,0,0,Yes,Private,Rural,119.4,22.9,never smoked,0 +54871,Female,78,0,0,Yes,Private,Urban,119.13,25,never smoked,0 +48824,Female,20,0,0,No,Private,Rural,120.22,21.3,never smoked,0 +67356,Female,43,0,0,Yes,Private,Urban,80.8,46.1,never smoked,0 +70670,Female,27,0,0,Yes,Private,Rural,57.96,64.4,never smoked,0 +58477,Female,45,0,0,Yes,Private,Urban,81.24,37,never smoked,0 +53636,Female,11,0,0,No,children,Urban,88.79,21.3,never smoked,0 +24262,Female,31,0,0,Yes,Private,Rural,70.91,28.3,never smoked,0 +33886,Female,30,0,0,No,Private,Rural,87.12,31.1,smokes,0 +59126,Female,27,0,0,No,Private,Urban,126.09,25.1,Unknown,0 +31697,Female,34,0,0,Yes,Private,Urban,76.42,27.6,smokes,0 +10018,Male,19,0,0,No,Private,Rural,56.33,29.4,Unknown,0 +52447,Female,3,0,0,No,children,Rural,131.81,14.1,Unknown,0 +23238,Male,53,0,1,Yes,Private,Rural,95.23,35.2,smokes,0 +4148,Male,81,0,0,Yes,Self-employed,Urban,71.18,23.9,formerly smoked,0 +63404,Female,44,0,0,Yes,Private,Rural,87.71,34,formerly smoked,0 +13540,Female,59,0,0,Yes,Self-employed,Rural,115.68,27.1,Unknown,0 +44288,Male,43,0,0,Yes,Private,Rural,207.37,29.5,formerly smoked,0 +23194,Male,32,1,0,No,Private,Rural,74.43,N/A,Unknown,0 +751,Female,5,0,0,No,children,Rural,75.1,20.7,Unknown,0 +7047,Female,31,0,0,Yes,Private,Rural,69.72,39.5,smokes,0 +68020,Male,47,0,0,Yes,Private,Urban,111.84,33.7,Unknown,0 +11325,Female,12,0,0,No,children,Rural,111.08,23.2,never smoked,0 +25636,Male,40,0,0,Yes,Private,Rural,201.96,30.1,Unknown,0 +60602,Female,49,0,0,Yes,Govt_job,Urban,68.68,28.8,never smoked,0 +51856,Male,38,1,0,Yes,Private,Rural,56.9,92,never smoked,0 +13031,Female,15,0,0,No,children,Urban,91.16,38,never smoked,0 +19498,Female,81,0,1,No,Self-employed,Urban,99.44,27.7,Unknown,0 +51476,Male,48,0,0,Yes,Private,Urban,78.85,43.2,never smoked,0 +49762,Female,24,0,0,No,Private,Rural,123.89,24.1,smokes,0 +23449,Male,47,0,0,Yes,Self-employed,Rural,90.44,28.7,never smoked,0 +51374,Female,13,0,0,No,children,Rural,138.44,34.8,Unknown,0 +41263,Female,16,0,0,No,Private,Urban,75.06,23.5,never smoked,0 +6599,Male,64,1,0,Yes,Self-employed,Rural,85.66,28.5,never smoked,0 +16320,Female,11,0,0,No,children,Urban,102.76,20.3,Unknown,0 +64670,Female,55,0,0,Yes,Govt_job,Urban,71.79,43,formerly smoked,0 +35941,Male,38,0,0,Yes,Private,Urban,167.16,18.3,never smoked,0 +64931,Male,37,0,0,Yes,Private,Rural,131.05,27.2,never smoked,0 +27416,Female,34,0,0,Yes,Private,Rural,86.92,22,Unknown,0 +43433,Female,52,0,0,Yes,Self-employed,Rural,59.62,50.8,Unknown,0 +21366,Female,50,0,0,Yes,Private,Urban,103.72,35.4,formerly smoked,0 +14658,Female,37,0,0,Yes,Private,Rural,77.1,55.9,Unknown,0 +7538,Female,55,0,0,Yes,Self-employed,Rural,94.75,27.9,smokes,0 +52092,Female,2,0,0,No,children,Rural,77.72,19.8,Unknown,0 +45372,Male,68,0,0,Yes,Self-employed,Rural,76.09,26,smokes,0 +63043,Female,27,0,0,No,Private,Urban,61.8,26.8,formerly smoked,0 +67,Female,17,0,0,No,Private,Urban,92.97,N/A,formerly smoked,0 +68034,Female,53,1,0,Yes,Govt_job,Urban,83.73,32.5,never smoked,0 +63026,Male,5,0,0,No,children,Rural,79.33,15,Unknown,0 +18352,Female,3,0,0,No,children,Rural,108.32,14.2,Unknown,0 +36087,Female,20,0,0,No,Private,Rural,103.65,17,formerly smoked,0 +27480,Male,19,0,0,No,Private,Rural,86.19,26.2,never smoked,0 +38074,Female,31,0,0,Yes,Private,Urban,131.42,24.9,smokes,0 +66690,Female,63,0,0,Yes,Self-employed,Urban,69.46,26.6,never smoked,0 +31131,Female,49,0,1,Yes,Private,Rural,76.78,22.7,smokes,0 +26884,Female,72,0,0,Yes,Self-employed,Urban,103.78,32.7,formerly smoked,0 +26935,Female,50,1,0,Yes,Private,Urban,213.43,36.7,smokes,0 +17569,Male,41,0,0,Yes,Self-employed,Rural,93.52,31.5,Unknown,0 +24585,Male,40,0,0,Yes,Govt_job,Urban,115.07,36.9,never smoked,0 +53954,Male,17,0,0,No,Private,Rural,69.45,27.6,Unknown,0 +13286,Male,3,0,0,No,children,Rural,81,20.7,Unknown,0 +7653,Female,33,0,0,No,Private,Urban,83.16,20.2,Unknown,0 +59027,Female,12,0,0,No,children,Rural,108.63,23.4,never smoked,0 +70318,Male,23,0,0,No,Private,Rural,88.06,25.3,Unknown,0 +15422,Male,31,0,0,No,Govt_job,Rural,80.57,28.2,formerly smoked,0 +56692,Female,65,0,0,Yes,Self-employed,Urban,248.24,27,smokes,0 +45395,Female,43,0,0,Yes,Private,Urban,57.79,24.8,smokes,0 +39977,Female,22,0,0,No,Private,Urban,87.4,34.8,never smoked,0 +14553,Male,7,0,0,No,children,Urban,76.63,17.3,Unknown,0 +40998,Female,81,0,0,Yes,Self-employed,Rural,58.01,27.8,never smoked,0 +71900,Female,10,0,0,No,children,Urban,77.43,16.2,Unknown,0 +3318,Female,18,0,0,No,Private,Rural,101.12,N/A,smokes,0 +41481,Female,5,0,0,No,children,Rural,64.45,21.7,Unknown,0 +24854,Female,24,0,0,No,Self-employed,Urban,79.42,21.4,never smoked,0 +22330,Female,45,0,0,Yes,Self-employed,Urban,82.94,29.3,Unknown,0 +14892,Female,46,1,0,Yes,Private,Rural,81.58,36.2,never smoked,0 +36710,Male,64,0,0,Yes,Private,Urban,62.21,28.3,Unknown,0 +29267,Male,25,0,0,No,Private,Rural,229.94,23.5,never smoked,0 +17098,Female,12,0,0,No,children,Urban,116.06,25.9,Unknown,0 +61384,Male,81,1,0,Yes,Private,Urban,117.77,27.1,never smoked,0 +69732,Male,65,0,0,Yes,Self-employed,Urban,66.69,21.5,never smoked,0 +61238,Female,40,0,0,Yes,Private,Rural,122.23,30.5,Unknown,0 +18696,Male,81,0,0,No,Private,Urban,168.68,23.4,formerly smoked,0 +25643,Male,36,0,0,Yes,Private,Rural,119.9,37.6,never smoked,0 +63333,Female,32,0,0,Yes,Self-employed,Urban,110.33,24,smokes,0 +23210,Male,31,0,0,No,Private,Rural,77.95,25.1,never smoked,0 +2647,Male,55,0,0,Yes,Private,Rural,80.35,28.7,smokes,0 +60934,Male,39,0,0,Yes,Private,Urban,57.38,41.8,formerly smoked,0 +50412,Female,17,0,0,No,Private,Urban,96.47,25.6,Unknown,0 +1192,Female,31,0,0,No,Govt_job,Rural,70.66,27.2,never smoked,0 +55361,Female,36,0,0,Yes,Self-employed,Urban,202.06,24.4,never smoked,0 +50141,Female,5,0,0,No,children,Urban,91.3,20.7,Unknown,0 +12963,Female,29,0,0,No,Self-employed,Rural,67.56,19.6,Unknown,0 +55337,Female,2,0,0,No,children,Rural,126.12,24.8,Unknown,0 +23989,Female,62,0,0,Yes,Self-employed,Urban,86.4,32.6,smokes,0 +26025,Female,45,0,0,Yes,Govt_job,Urban,103.22,20.5,never smoked,0 +67711,Female,18,0,0,No,Private,Rural,88.85,36.2,Unknown,0 +53105,Female,29,0,0,Yes,Private,Urban,63.9,45.4,smokes,0 +10696,Female,52,0,0,Yes,Private,Urban,81.32,27.6,formerly smoked,0 +43656,Male,59,1,0,Yes,Govt_job,Rural,253.93,N/A,formerly smoked,0 +52361,Male,69,1,1,Yes,Private,Urban,78.11,34.7,formerly smoked,0 +57343,Female,71,0,0,Yes,Private,Urban,134.65,32.4,Unknown,0 +23339,Male,3,0,0,No,children,Rural,194.75,N/A,Unknown,0 +51408,Male,33,0,0,Yes,Govt_job,Rural,77.94,28.7,never smoked,0 +47886,Female,43,1,0,Yes,Govt_job,Rural,56.94,45.3,Unknown,0 +21407,Male,39,0,0,Yes,Private,Rural,117.03,40.3,formerly smoked,0 +34026,Female,60,0,0,Yes,Private,Rural,207.84,38.9,never smoked,0 +53004,Female,54,0,0,Yes,Govt_job,Rural,228.26,46,never smoked,0 +18833,Male,61,0,0,Yes,Self-employed,Rural,84.43,32.4,smokes,0 +69222,Male,0.24,0,0,No,children,Urban,57.09,19.4,Unknown,0 +32610,Female,11,0,0,No,children,Urban,94.89,27.5,never smoked,0 +57645,Female,75,0,0,Yes,Govt_job,Rural,132.46,26.2,Unknown,0 +21677,Female,64,0,0,Yes,Private,Rural,75.13,31.1,formerly smoked,0 +50410,Female,78,0,0,No,Govt_job,Rural,76.64,34.6,never smoked,0 +25051,Female,14,0,0,No,Private,Rural,91.32,24.3,never smoked,0 +31642,Female,66,0,0,Yes,Self-employed,Rural,85.9,34.6,never smoked,0 +60455,Male,48,0,0,Yes,Private,Urban,76.19,28.5,never smoked,0 +52172,Female,44,0,0,Yes,Private,Rural,85.77,32.1,Unknown,0 +69647,Male,30,0,0,No,Private,Urban,63.42,28,never smoked,0 +24972,Male,1.48,0,0,No,children,Rural,112.02,20.9,Unknown,0 +13172,Female,61,0,0,Yes,Self-employed,Urban,203.76,33.8,never smoked,0 +31911,Female,54,0,0,Yes,Govt_job,Urban,98.44,25.8,formerly smoked,0 +34415,Female,22,0,0,No,Govt_job,Urban,79.57,31.8,Unknown,0 +53219,Male,47,0,0,Yes,Private,Urban,63.98,26.8,smokes,0 +7924,Female,67,0,0,Yes,Private,Urban,101.46,25.9,formerly smoked,0 +72491,Male,53,0,0,Yes,Private,Urban,74.66,29.2,smokes,0 +59058,Female,45,0,0,Yes,Govt_job,Rural,68.66,25.3,never smoked,0 +52619,Female,65,0,0,Yes,Private,Rural,205.78,41.7,never smoked,0 +36162,Male,39,1,0,Yes,Private,Rural,111.24,38.8,never smoked,0 +68371,Male,57,0,0,Yes,Private,Urban,134.76,29.1,Unknown,0 +21067,Female,45,0,0,Yes,Self-employed,Urban,110.1,30.9,never smoked,0 +25718,Female,28,0,0,Yes,Private,Urban,100.8,39.3,formerly smoked,0 +24421,Male,30,0,0,No,Private,Urban,113.08,41.8,Unknown,0 +69528,Female,31,0,0,Yes,Private,Urban,56.48,26.2,formerly smoked,0 +56594,Female,70,0,0,Yes,Private,Urban,77.77,33.8,smokes,0 +35095,Female,17,0,0,No,Private,Urban,104.02,26.1,Unknown,0 +30002,Male,44,1,0,Yes,Self-employed,Rural,83.59,24.1,never smoked,0 +71143,Male,65,0,0,Yes,Self-employed,Urban,179.67,30.7,formerly smoked,0 +32669,Male,6,0,0,No,children,Urban,91.89,22.4,Unknown,0 +17174,Male,15,0,0,No,children,Rural,78.9,23,Unknown,0 +2818,Female,80,0,0,No,Self-employed,Rural,230.74,30.2,formerly smoked,0 +30650,Male,54,0,0,Yes,Govt_job,Rural,216.19,30.3,formerly smoked,0 +3013,Female,79,0,0,Yes,Self-employed,Rural,83.7,28.7,never smoked,0 +42806,Female,60,1,0,Yes,Private,Rural,200.66,36.3,smokes,0 +6390,Female,12,0,0,No,children,Rural,73.99,16.3,Unknown,0 +46647,Female,36,0,0,No,Private,Urban,228.5,34.5,never smoked,0 +6625,Female,54,0,0,Yes,Self-employed,Urban,70.43,20.8,smokes,0 +49605,Male,63,0,0,Yes,Private,Urban,74.39,31,formerly smoked,0 +72940,Female,2,0,0,No,children,Urban,102.92,17.6,Unknown,0 +24783,Female,28,0,0,No,Private,Urban,87.91,22.7,formerly smoked,0 +22515,Female,38,1,0,Yes,Private,Rural,118.55,38.4,smokes,0 +3700,Male,37,0,0,Yes,Private,Urban,232.29,40.8,smokes,0 +53802,Male,80,0,1,Yes,Private,Rural,125.32,32.9,Unknown,0 +49955,Male,43,0,0,No,Private,Urban,78.98,31.3,formerly smoked,0 +2456,Male,60,1,0,Yes,Govt_job,Rural,100.2,28.5,smokes,0 +71515,Female,66,0,0,Yes,Private,Rural,200.91,27.6,never smoked,0 +44662,Female,45,0,0,Yes,Govt_job,Rural,95.24,40.2,Unknown,0 +38661,Female,29,0,0,No,Private,Urban,56.64,24.7,never smoked,0 +15978,Male,4,0,0,No,children,Urban,80.48,17.7,Unknown,0 +35210,Female,48,0,0,Yes,Private,Urban,112.96,25.4,never smoked,0 +49930,Female,68,0,0,Yes,Private,Rural,236.04,28.5,never smoked,0 +27789,Female,57,0,0,Yes,Private,Urban,73,26.2,never smoked,0 +45325,Female,29,0,0,No,Private,Urban,61.13,26,never smoked,0 +31092,Female,30,0,0,Yes,Private,Urban,88.56,45.3,never smoked,0 +40705,Female,47,0,0,Yes,Self-employed,Rural,66.16,31.5,never smoked,0 +28513,Female,73,0,0,Yes,Private,Rural,88.98,20.6,smokes,0 +12367,Female,66,0,0,Yes,Self-employed,Urban,94.39,29.4,Unknown,0 +63915,Female,39,0,0,Yes,Private,Urban,87.39,57.9,never smoked,0 +10166,Male,66,0,0,No,Govt_job,Rural,77.91,39.1,Unknown,0 +35999,Female,52,0,0,Yes,Private,Urban,86.85,23.8,formerly smoked,0 +8964,Female,34,0,0,No,Private,Rural,94.37,38.1,never smoked,0 +38207,Female,79,1,0,Yes,Self-employed,Rural,76.64,19.5,never smoked,0 +52681,Female,39,0,0,Yes,Private,Urban,254.95,35.5,smokes,0 +38980,Male,61,0,0,Yes,Govt_job,Urban,107.33,26.4,formerly smoked,0 +33924,Female,26,0,0,No,Private,Urban,80.94,22.2,smokes,0 +10135,Female,37,0,0,No,Private,Rural,112.02,29.1,Unknown,0 +46517,Female,66,0,1,Yes,Private,Rural,196.58,41.9,formerly smoked,0 +65966,Female,16,0,0,No,Private,Urban,89.14,22.6,formerly smoked,0 +56575,Female,51,1,0,Yes,Govt_job,Urban,69.94,33.3,smokes,0 +43138,Male,15,0,0,No,Private,Urban,55.79,21.3,never smoked,0 +36633,Male,1.72,0,0,No,children,Urban,73.08,20.4,Unknown,0 +11632,Male,60,0,0,Yes,Private,Urban,96.02,28.7,Unknown,0 +31153,Male,66,0,0,Yes,Self-employed,Rural,189.82,28.8,formerly smoked,0 +52247,Female,75,0,0,Yes,Govt_job,Urban,89.68,38.7,never smoked,0 +61987,Female,40,0,0,Yes,Private,Urban,101.06,32.3,smokes,0 +64416,Female,52,0,0,Yes,Govt_job,Rural,62.66,37.9,Unknown,0 +31708,Female,13,0,0,No,children,Urban,84.03,25.3,Unknown,0 +62296,Female,44,0,0,Yes,Govt_job,Rural,108.38,27.7,Unknown,0 +53976,Female,37,0,0,No,Private,Rural,78.79,25.1,Unknown,0 +16446,Male,2,0,0,No,children,Rural,76.12,16.8,Unknown,0 +51329,Female,48,0,0,Yes,Private,Rural,68.01,27.7,never smoked,0 +33560,Female,81,0,1,Yes,Govt_job,Urban,90.11,28.6,never smoked,0 +37866,Female,76,0,0,Yes,Self-employed,Urban,193.61,37.6,never smoked,0 +8553,Female,58,0,0,Yes,Govt_job,Rural,195.74,32.7,Unknown,0 +5654,Female,11,0,0,No,children,Rural,94.77,22.7,Unknown,0 +17238,Female,9,0,0,No,children,Urban,85,16,Unknown,0 +45252,Male,54,0,0,Yes,Private,Urban,141.37,23.5,never smoked,0 +14444,Female,37,0,0,No,Self-employed,Urban,90.71,45.8,Unknown,0 +46503,Female,16,0,0,No,Private,Rural,106.8,20.8,never smoked,0 +18578,Male,11,0,0,No,children,Rural,121.66,16.7,Unknown,0 +917,Female,32,0,0,Yes,Private,Urban,85.18,22.2,smokes,0 +60981,Female,26,0,0,No,Private,Rural,130.07,33.1,never smoked,0 +28873,Female,21,0,0,No,Private,Rural,74.24,32.7,never smoked,0 +25446,Female,45,0,0,Yes,Govt_job,Urban,79.98,41.4,never smoked,0 +54127,Female,40,0,0,Yes,Self-employed,Urban,106.76,24.1,formerly smoked,0 +63478,Female,41,0,0,Yes,Private,Urban,76.34,28,Unknown,0 +15464,Female,71,1,1,Yes,Private,Rural,221.24,24.2,Unknown,0 +63312,Male,16,0,0,No,Private,Urban,80.55,23.5,smokes,0 +55681,Female,7,0,0,No,children,Rural,63.98,23,Unknown,0 +63804,Female,27,0,0,No,Private,Rural,55.93,20.3,smokes,0 +10321,Female,22,0,0,Yes,Private,Rural,73.94,24.8,Unknown,0 +56339,Female,79,0,0,Yes,Self-employed,Rural,65.58,26.1,Unknown,0 +56277,Female,38,0,0,Yes,Private,Rural,83.8,24.2,smokes,0 +33657,Female,64,0,0,Yes,Private,Urban,95.87,19.3,formerly smoked,0 +7054,Male,4,0,0,No,children,Rural,112.83,18.2,Unknown,0 +72393,Female,23,0,0,Yes,Govt_job,Rural,84.93,24.2,never smoked,0 +68059,Male,35,0,0,Yes,Govt_job,Rural,103.08,41.5,smokes,0 +14996,Male,66,0,0,Yes,Self-employed,Rural,85.98,28,Unknown,0 +841,Male,34,0,0,Yes,Private,Urban,83.75,37,never smoked,0 +22880,Female,19,0,0,No,Private,Urban,125.43,32.2,Unknown,0 +1552,Male,73,0,0,Yes,Private,Urban,101.58,35.9,never smoked,0 +68853,Female,70,0,0,Yes,Private,Rural,149.8,47.6,Unknown,0 +49190,Female,45,0,0,Yes,Private,Rural,112.55,32.1,never smoked,0 +49277,Female,34,0,0,No,Private,Urban,70.87,55.7,formerly smoked,0 +711,Male,81,0,0,Yes,Private,Rural,92.96,22.2,never smoked,0 +1953,Female,0.72,0,0,No,children,Rural,112.19,20.1,Unknown,0 +34900,Male,13,0,0,No,Never_worked,Urban,85.08,14.6,Unknown,0 +13237,Male,57,0,1,Yes,Self-employed,Urban,112.37,28.4,never smoked,0 +61684,Female,38,0,0,Yes,Private,Urban,151.26,20.6,never smoked,0 +28382,Male,21,0,0,No,Private,Urban,73.81,19.8,Unknown,0 +13768,Female,38,0,0,Yes,Private,Urban,77.2,23.4,Unknown,0 +32726,Female,41,0,0,No,Private,Urban,76.08,25.1,never smoked,0 +65729,Female,26,0,0,Yes,Private,Rural,123.98,30.1,never smoked,0 +6422,Female,48,0,0,Yes,Self-employed,Urban,108.51,33.3,Unknown,0 +11382,Male,18,0,0,No,Private,Rural,98.07,24,never smoked,0 +31703,Male,66,0,0,Yes,Self-employed,Urban,85.82,27.8,never smoked,0 +33439,Female,27,0,0,No,Private,Rural,86.21,21.4,Unknown,0 +5647,Female,18,0,0,No,Private,Urban,99.01,25.5,formerly smoked,0 +1847,Female,20,0,0,No,Govt_job,Rural,79.53,N/A,never smoked,0 +12900,Male,11,0,0,No,children,Rural,80.08,21.8,never smoked,0 +28367,Female,7,0,0,No,children,Rural,69.47,18.9,Unknown,0 +71551,Female,54,0,0,No,Private,Urban,85.07,21.9,Unknown,0 +13846,Male,43,0,0,Yes,Govt_job,Rural,88,30.6,never smoked,0 +61667,Female,61,0,0,Yes,Private,Rural,144.14,29.8,never smoked,0 +46079,Male,31,0,0,No,Private,Urban,78.8,28.7,smokes,0 +7871,Female,40,0,0,Yes,Private,Urban,86.78,35.5,smokes,0 +60964,Female,71,1,0,Yes,Govt_job,Rural,105.72,29.1,formerly smoked,0 +72562,Female,57,0,0,Yes,Private,Rural,64.37,32.8,never smoked,0 +63773,Female,13,0,0,No,children,Rural,146.1,22.8,never smoked,0 +53998,Female,21,0,0,No,Private,Urban,58.66,31.3,never smoked,0 +16617,Female,63,1,0,Yes,Govt_job,Urban,192.5,29,never smoked,0 +54117,Male,7,0,0,No,children,Rural,103.5,19,Unknown,0 +5987,Female,78,0,0,Yes,Private,Urban,89.42,24.1,never smoked,0 +72215,Female,66,0,0,Yes,Self-employed,Rural,212.92,21.4,never smoked,0 +39796,Male,41,0,0,No,Self-employed,Rural,60.73,28,never smoked,0 +12345,Male,11,0,0,No,children,Urban,73.18,27.6,never smoked,0 +65636,Male,55,0,0,Yes,Private,Urban,82.26,28.7,Unknown,0 +47356,Female,42,0,0,Yes,Private,Urban,87.4,24.5,formerly smoked,0 +27859,Male,51,0,0,Yes,Private,Rural,86.95,25,formerly smoked,0 +41715,Female,79,1,0,Yes,Self-employed,Rural,74,29.6,never smoked,0 +38617,Male,28,0,0,Yes,Self-employed,Urban,73.98,29.9,never smoked,0 +32638,Female,73,1,0,Yes,Self-employed,Rural,124.78,35.6,never smoked,0 +47799,Female,42,0,0,Yes,Private,Urban,191.94,27.9,never smoked,0 +41942,Female,37,0,0,Yes,Private,Urban,247.87,42.6,never smoked,0 +69010,Male,78,0,0,Yes,Private,Rural,83.2,21.2,formerly smoked,0 +47144,Female,74,0,0,Yes,Self-employed,Urban,88.62,28.5,formerly smoked,0 +65103,Female,59,0,0,Yes,Private,Urban,81.51,25.6,formerly smoked,0 +6472,Female,78,0,0,Yes,Govt_job,Urban,101.76,N/A,smokes,0 +27596,Female,82,1,0,Yes,Private,Urban,115.71,31.1,formerly smoked,0 +59522,Male,71,1,0,Yes,Private,Rural,229.73,30.4,never smoked,0 +51512,Female,19,0,0,No,Private,Rural,57.4,22.9,Unknown,0 +53821,Male,18,0,0,No,Private,Rural,100.47,31.9,never smoked,0 +51532,Female,53,0,0,Yes,Govt_job,Rural,81.36,48.8,never smoked,0 +50070,Female,62,1,0,Yes,Self-employed,Rural,261.67,43,formerly smoked,0 +41654,Male,3,0,0,No,children,Rural,110.2,21.8,Unknown,0 +5714,Female,49,1,0,Yes,Govt_job,Rural,98.9,35.5,never smoked,0 +2304,Male,51,0,0,Yes,Govt_job,Rural,95.19,24.3,smokes,0 +8543,Female,53,0,0,Yes,Private,Rural,105.28,23.1,never smoked,0 +45279,Female,10,0,0,No,children,Rural,83.03,18.5,Unknown,0 +57870,Male,54,0,0,Yes,Private,Rural,89.41,42.4,smokes,0 +56961,Female,40,0,0,No,Govt_job,Rural,70.56,32.3,never smoked,0 +8623,Female,3,0,0,No,children,Urban,78.79,22.6,Unknown,0 +21346,Female,12,0,0,No,children,Rural,70.13,17.8,Unknown,0 +36922,Male,56,0,0,Yes,Private,Rural,62.68,18.4,never smoked,0 +19814,Female,43,0,0,No,Private,Urban,71.77,26.9,never smoked,0 +22151,Female,28,0,0,No,Govt_job,Rural,77.99,32,smokes,0 +47802,Male,28,0,0,No,Private,Urban,256.74,23.4,formerly smoked,0 +25404,Male,56,0,0,Yes,Private,Rural,93.72,31.4,never smoked,0 +43487,Female,14,0,0,No,children,Urban,63.74,22.4,Unknown,0 +58313,Female,63,0,0,Yes,Self-employed,Urban,60.67,28.9,formerly smoked,0 +16629,Female,29,0,0,Yes,Private,Urban,112.08,27.4,never smoked,0 +60675,Female,48,1,0,Yes,Govt_job,Rural,221.08,57.2,never smoked,0 +1119,Male,47,0,1,Yes,Govt_job,Urban,101.81,28.4,smokes,0 +64864,Male,63,1,0,Yes,Private,Rural,60.17,23.5,smokes,0 +55244,Male,40,0,0,Yes,Self-employed,Rural,65.29,28.3,never smoked,0 +23568,Female,40,0,0,Yes,Private,Urban,153.24,38.2,Unknown,0 +56979,Male,55,0,0,Yes,Private,Rural,61.42,33.3,smokes,0 +66006,Female,43,0,0,Yes,Private,Urban,86.67,33.3,never smoked,0 +40447,Female,59,0,0,Yes,Private,Rural,82.42,28.8,never smoked,0 +62798,Female,78,1,0,Yes,Private,Rural,100.54,32.1,smokes,0 +38397,Female,27,0,0,No,Private,Urban,111.48,28.9,never smoked,0 +66945,Female,49,0,0,Yes,Private,Urban,85.33,25.5,never smoked,0 +44992,Male,14,0,0,No,Private,Urban,126.57,25.9,formerly smoked,0 +50009,Female,17,0,0,No,Private,Urban,81.51,19.5,formerly smoked,0 +5170,Male,42,0,0,Yes,Govt_job,Rural,67.97,23.8,Unknown,0 +16263,Female,36,0,0,Yes,Self-employed,Urban,77.92,24.9,Unknown,0 +16024,Male,19,0,0,No,Private,Urban,80.54,18.5,smokes,0 +47057,Male,55,0,0,Yes,Self-employed,Urban,76.47,30.6,Unknown,0 +34045,Female,8,0,0,No,children,Urban,87.15,16.1,Unknown,0 +59691,Female,56,0,0,Yes,Govt_job,Urban,86.07,32.5,Unknown,0 +49261,Male,54,0,0,No,Private,Rural,106.52,27.4,formerly smoked,0 +30734,Male,15,0,0,No,children,Rural,94.24,30.2,Unknown,0 +72184,Female,43,0,0,Yes,Self-employed,Urban,89.73,23.5,formerly smoked,0 +37440,Male,52,0,0,Yes,Govt_job,Urban,208.39,36,formerly smoked,0 +54400,Female,62,0,0,Yes,Self-employed,Rural,128.61,24.8,never smoked,0 +56547,Male,54,0,0,Yes,Private,Rural,57.56,27.5,never smoked,0 +13598,Male,60,0,0,Yes,Self-employed,Urban,227.23,40,formerly smoked,0 +24246,Male,7,0,0,No,children,Urban,77.76,18.1,Unknown,0 +29276,Male,3,0,0,No,children,Urban,72.76,18.8,Unknown,0 +20979,Female,39,0,0,No,Private,Rural,90.11,23.6,never smoked,0 +46048,Male,60,0,0,Yes,Govt_job,Rural,203.27,29.7,never smoked,0 +35217,Female,60,1,0,Yes,Private,Urban,234.5,43.7,never smoked,0 +11816,Female,46,0,0,Yes,Self-employed,Urban,71.12,27.3,never smoked,0 +48721,Male,26,0,0,No,Private,Urban,190.67,20.2,never smoked,0 +24163,Female,12,0,0,No,children,Rural,116.04,23.8,Unknown,0 +8022,Male,16,0,0,No,Private,Urban,82.95,21.4,never smoked,0 +10950,Female,2,0,0,No,children,Urban,112.75,25.1,Unknown,0 +21830,Female,82,0,0,Yes,Private,Urban,82.63,17.9,smokes,0 +26594,Female,32,0,0,Yes,Private,Urban,92.75,34.5,smokes,0 +14789,Female,62,0,0,Yes,Private,Rural,117.63,27.1,formerly smoked,0 +46670,Female,75,1,0,Yes,Self-employed,Rural,197.06,26.1,never smoked,0 +31426,Female,81,1,0,Yes,Govt_job,Urban,216.07,43.4,never smoked,0 +64435,Female,37,0,0,Yes,Private,Rural,76.03,33.2,never smoked,0 +68789,Female,28,0,0,No,Private,Urban,62.44,37.2,Unknown,0 +56254,Female,25,0,0,No,Private,Rural,108.82,41.3,smokes,0 +17478,Male,44,0,0,Yes,Govt_job,Urban,101.66,35.4,never smoked,0 +59908,Female,11,0,0,No,children,Rural,121.15,26.1,Unknown,0 +34130,Male,54,1,0,Yes,Private,Rural,116.44,24.5,never smoked,0 +22282,Male,52,1,0,Yes,Govt_job,Rural,116.62,N/A,smokes,0 +21110,Female,43,0,0,Yes,Private,Urban,93.3,32.7,never smoked,0 +71622,Female,56,0,0,Yes,Private,Urban,144.33,29.2,never smoked,0 +10056,Female,37,0,0,Yes,Private,Urban,98.02,20.4,never smoked,0 +2424,Male,60,0,0,Yes,Private,Urban,80.67,33.5,Unknown,0 +24736,Female,4,0,0,No,children,Urban,94.27,14,Unknown,0 +8920,Female,51,0,0,Yes,Self-employed,Rural,76.35,33.5,formerly smoked,0 +62715,Male,82,0,1,Yes,Private,Urban,57.56,27.5,never smoked,0 +70615,Female,56,0,0,Yes,Govt_job,Urban,179.14,35.3,Unknown,0 +43507,Female,60,0,0,Yes,Private,Rural,63.49,30.1,never smoked,0 +43035,Male,35,0,0,Yes,Private,Rural,145.18,32.6,smokes,0 +44799,Female,32,0,0,Yes,Private,Rural,66.3,47.5,never smoked,0 +49053,Female,45,0,0,No,Private,Rural,120.56,31.6,never smoked,0 +33102,Male,10,0,0,No,children,Rural,69.2,23.5,formerly smoked,0 +59405,Female,68,1,0,Yes,Private,Urban,150.74,40.3,Unknown,0 +18283,Female,51,0,0,Yes,Govt_job,Urban,81.38,34.1,smokes,0 +4929,Male,8,0,0,No,children,Urban,78.48,16.1,Unknown,0 +37289,Female,63,0,0,Yes,Self-employed,Rural,203.87,26.4,never smoked,0 +6202,Male,4,0,0,No,children,Urban,87,19,Unknown,0 +24106,Female,33,0,0,Yes,Private,Rural,84.68,34.7,formerly smoked,0 +32126,Female,56,0,1,Yes,Private,Urban,91.89,23.3,smokes,0 +56322,Male,49,0,1,Yes,Govt_job,Rural,88.97,32.6,never smoked,0 +54869,Female,30,0,0,Yes,Private,Urban,116.98,26,never smoked,0 +40887,Male,16,0,0,No,children,Urban,135.82,35.1,never smoked,0 +29764,Female,1.8,0,0,No,children,Rural,96.62,18.6,Unknown,0 +38287,Male,54,0,0,Yes,Private,Rural,106.53,30.4,formerly smoked,0 +53426,Male,49,0,0,Yes,Private,Rural,58.42,32.8,formerly smoked,0 +14943,Female,17,0,0,No,Private,Rural,79.62,21.6,never smoked,0 +65351,Male,11,0,0,No,children,Urban,141.84,23.3,Unknown,0 +61830,Male,51,0,0,Yes,Private,Rural,78.05,31.4,never smoked,0 +71777,Male,74,1,1,Yes,Private,Rural,77.16,26.3,never smoked,0 +69059,Female,42,0,0,Yes,Private,Urban,86.3,20.1,never smoked,0 +11908,Female,69,0,0,Yes,Self-employed,Urban,83.55,28.3,formerly smoked,0 +24955,Female,22,0,0,No,Private,Rural,102,40.4,smokes,0 +61477,Female,25,0,0,No,Private,Urban,68.07,18.6,smokes,0 +724,Male,17,0,0,No,Private,Rural,81.77,44.7,never smoked,0 +22614,Male,64,0,0,No,Self-employed,Rural,82.62,25.3,smokes,0 +61997,Female,50,0,0,Yes,Private,Urban,102.03,28.3,Unknown,0 +6605,Male,52,1,0,Yes,Govt_job,Urban,235.06,39.9,formerly smoked,0 +46987,Female,65,0,1,Yes,Private,Rural,57.52,N/A,formerly smoked,0 +70428,Female,37,0,0,Yes,Govt_job,Urban,76.98,34.7,never smoked,0 +2267,Female,31,0,0,Yes,Self-employed,Urban,82.31,31.9,never smoked,0 +25476,Female,52,0,0,Yes,Private,Urban,83.84,35,Unknown,0 +52960,Female,56,0,0,Yes,Self-employed,Urban,98.14,32.7,formerly smoked,0 +56600,Female,43,0,0,Yes,Private,Rural,84.04,30.6,Unknown,0 +9394,Male,11,0,0,No,children,Rural,92.24,27.9,Unknown,0 +42400,Female,2,0,0,No,children,Urban,94.92,20.4,Unknown,0 +36210,Female,16,0,0,No,Private,Rural,112.7,29.6,never smoked,0 +34416,Male,23,0,0,No,Private,Urban,74.34,23.5,never smoked,0 +37192,Female,40,0,0,Yes,Private,Urban,72.99,46.4,Unknown,0 +20237,Male,15,0,0,No,Private,Urban,104.9,27.4,never smoked,0 +60635,Male,48,0,0,Yes,Private,Rural,99.96,25.2,never smoked,0 +32571,Male,33,0,0,Yes,Private,Urban,85.27,25.8,Unknown,0 +52368,Male,46,0,0,Yes,Private,Urban,60.32,33.3,smokes,0 +66786,Female,53,0,0,Yes,Private,Rural,94.14,27.7,smokes,0 +12668,Male,68,0,0,Yes,Self-employed,Urban,195.43,28.9,never smoked,0 +64155,Male,60,0,0,Yes,Govt_job,Rural,200.25,33.1,never smoked,0 +17885,Male,57,0,0,No,Govt_job,Rural,90.31,38.1,smokes,0 +18930,Female,51,0,0,Yes,Govt_job,Urban,95.33,27.9,never smoked,0 +15728,Female,0.4,0,0,No,children,Rural,85.65,17.4,Unknown,0 +71846,Female,76,0,0,Yes,Govt_job,Urban,223.64,27.1,smokes,0 +37515,Female,46,0,0,Yes,Govt_job,Rural,76.43,22.7,Unknown,0 +25763,Female,23,0,0,No,Private,Urban,98.66,28.3,Unknown,0 +16566,Male,9,0,0,No,children,Urban,75.84,21.5,Unknown,0 +30836,Female,53,0,0,Yes,Private,Urban,85.46,30,never smoked,0 +68060,Male,4,0,0,No,children,Urban,81.33,18.6,Unknown,0 +51958,Female,62,1,0,No,Private,Urban,199.78,45.2,Unknown,0 +45285,Male,37,0,0,Yes,Private,Urban,176.42,39.7,Unknown,0 +19271,Female,82,1,1,Yes,Self-employed,Urban,101.56,31.5,never smoked,0 +6576,Female,33,0,0,Yes,Private,Urban,84.48,23.2,formerly smoked,0 +6850,Male,3,0,0,No,children,Urban,93.21,27.3,Unknown,0 +25798,Male,14,0,0,No,Private,Urban,72.88,26.5,never smoked,0 +28611,Male,16,0,0,No,Private,Urban,84.1,19.3,Unknown,0 +15061,Male,40,0,0,Yes,Govt_job,Rural,72.84,26.1,Unknown,0 +40323,Female,18,0,0,No,Private,Urban,70.89,19.8,never smoked,0 +40842,Female,29,0,0,Yes,Private,Rural,108.14,25.1,formerly smoked,0 +23765,Female,56,0,0,Yes,Govt_job,Rural,244.3,37.3,never smoked,0 +66287,Male,33,0,0,Yes,Private,Rural,88.04,30.3,formerly smoked,0 +50804,Male,2,0,0,No,children,Rural,65.84,16.1,Unknown,0 +25927,Male,36,0,0,Yes,Private,Rural,106.73,25.1,never smoked,0 +41970,Male,30,0,0,No,Private,Urban,106.03,26.7,Unknown,0 +54206,Female,31,0,0,No,Govt_job,Urban,80.88,29.3,formerly smoked,0 +46691,Male,16,0,0,No,children,Urban,140.1,38.7,never smoked,0 +37553,Male,58,0,0,Yes,Private,Urban,127.4,35.8,formerly smoked,0 +27507,Female,19,0,0,No,Private,Urban,87.72,21.7,never smoked,0 +68209,Male,47,0,0,Yes,Govt_job,Rural,58.23,31.4,formerly smoked,0 +42841,Male,59,0,0,Yes,Private,Rural,69.37,26.9,formerly smoked,0 +51889,Female,40,0,0,Yes,Private,Urban,58.64,33,never smoked,0 +72725,Female,26,0,0,No,Govt_job,Urban,59.67,24.5,smokes,0 +18605,Female,17,0,0,No,Never_worked,Urban,78.08,44.9,never smoked,0 +23599,Female,30,0,0,No,Private,Urban,105.08,25.5,never smoked,0 +45530,Female,19,0,0,No,Private,Urban,89.3,22.1,never smoked,0 +56425,Female,78,0,0,Yes,Govt_job,Rural,61.38,24.3,Unknown,0 +69972,Female,55,0,0,Yes,Private,Rural,56.11,32.4,formerly smoked,0 +5774,Male,59,0,0,Yes,Private,Urban,223.16,N/A,Unknown,0 +13307,Male,57,0,0,Yes,Govt_job,Urban,75.53,33.1,formerly smoked,0 +72188,Male,33,0,0,No,Private,Urban,107.47,26.7,never smoked,0 +60226,Female,35,0,0,Yes,Private,Urban,76,37.9,Unknown,0 +34940,Male,32,0,0,Yes,Private,Urban,90.28,39.6,never smoked,0 +4403,Female,55,0,0,Yes,Private,Urban,65.22,19.8,never smoked,0 +33051,Male,28,0,0,No,Private,Urban,86.24,30,Unknown,0 +37668,Male,25,0,0,Yes,Govt_job,Urban,166.38,23.1,never smoked,0 +27276,Female,45,0,0,Yes,Private,Urban,78.91,34.3,Unknown,0 +37808,Female,34,0,0,No,Govt_job,Urban,226.28,38.4,Unknown,0 +21678,Male,33,0,0,Yes,Private,Urban,90.73,32.8,smokes,0 +40087,Male,65,0,0,Yes,Private,Rural,172.86,34.4,never smoked,0 +38658,Female,62,0,0,Yes,Self-employed,Rural,213.92,44.6,never smoked,0 +30353,Male,36,0,0,Yes,Private,Urban,92.23,32.8,never smoked,0 +28803,Male,31,0,0,Yes,Private,Urban,79.81,26.4,never smoked,0 +10445,Male,54,0,0,Yes,Govt_job,Rural,81.78,27.3,Unknown,0 +12812,Female,53,0,0,Yes,Private,Rural,102,32.4,never smoked,0 +72289,Female,44,0,0,Yes,Private,Rural,68.42,43.2,smokes,0 +30433,Male,77,0,0,Yes,Private,Urban,94.68,33.6,Unknown,0 +37640,Female,67,0,0,Yes,Govt_job,Rural,125.33,26.4,Unknown,0 +54378,Female,48,0,0,Yes,Self-employed,Urban,212.19,46.9,never smoked,0 +34138,Male,42,0,0,Yes,Private,Urban,89,36.3,formerly smoked,0 +72160,Male,72,1,1,Yes,Private,Rural,60.98,34.9,formerly smoked,0 +44447,Male,49,0,0,Yes,Private,Urban,58.19,29.6,smokes,0 +5927,Female,1.32,0,0,No,children,Rural,67.68,16.5,Unknown,0 +44233,Female,45,0,0,Yes,Govt_job,Rural,84.99,35.4,Unknown,0 +56021,Female,63,1,0,Yes,Private,Urban,62.13,23.6,never smoked,0 +65038,Female,33,0,0,Yes,Private,Rural,57.1,33.1,never smoked,0 +3595,Male,32,0,0,Yes,Private,Urban,97.95,40.2,smokes,0 +25783,Female,0.48,0,0,No,children,Rural,94.06,14.8,Unknown,0 +68268,Female,63,0,0,Yes,Self-employed,Urban,93.88,34.8,Unknown,0 +7564,Male,70,0,0,Yes,Private,Rural,90.3,33.5,formerly smoked,0 +26723,Female,57,0,0,Yes,Private,Urban,83.14,31.9,never smoked,0 +9995,Male,8,0,0,No,children,Urban,118.66,16.1,Unknown,0 +68074,Male,54,0,0,Yes,Private,Rural,100.47,50.2,formerly smoked,0 +8385,Male,37,0,0,Yes,Private,Urban,90.78,35.9,Unknown,0 +21796,Male,59,0,0,Yes,Private,Urban,66.46,39.6,formerly smoked,0 +53115,Female,78,0,0,Yes,Govt_job,Urban,73.56,27.5,formerly smoked,0 +27623,Female,59,0,0,Yes,Private,Urban,200.8,32.3,Unknown,0 +70823,Female,10,0,0,No,children,Urban,57.28,15.4,never smoked,0 +5173,Male,21,0,0,No,Private,Rural,92.87,28.4,smokes,0 +21852,Male,2,0,0,No,children,Rural,96.47,19.5,Unknown,0 +24711,Female,55,0,0,Yes,Govt_job,Urban,99.44,25,formerly smoked,0 +21967,Female,20,0,0,Yes,Private,Urban,77.96,26.3,smokes,0 +36793,Female,38,1,0,Yes,Private,Rural,60.13,39.6,never smoked,0 +37492,Female,33,0,0,Yes,Private,Rural,88.17,38.6,formerly smoked,0 +45658,Male,14,0,0,No,Private,Rural,84.41,33.9,never smoked,0 +6264,Male,32,0,0,Yes,Private,Rural,72.34,32.2,Unknown,0 +37507,Female,32,0,0,No,Private,Rural,68.72,25.1,never smoked,0 +50557,Female,68,0,0,Yes,Self-employed,Urban,222.58,37.4,smokes,0 +21973,Male,70,0,0,Yes,Private,Rural,66.06,30.1,formerly smoked,0 +53346,Female,24,0,0,Yes,Private,Rural,156.43,27,formerly smoked,0 +41210,Male,44,0,0,No,Self-employed,Urban,105.76,32.4,formerly smoked,0 +29078,Male,39,0,0,Yes,Govt_job,Rural,73.07,26.8,smokes,0 +24873,Female,81,0,0,Yes,Private,Rural,99.48,27.2,never smoked,0 +15387,Male,19,0,0,No,Private,Rural,79.6,36.7,Unknown,0 +63880,Female,69,0,0,Yes,Self-employed,Urban,70,36,never smoked,0 +49833,Female,42,0,0,Yes,Govt_job,Rural,112.98,37.2,formerly smoked,0 +43773,Male,8,0,0,No,children,Urban,61.07,19.1,Unknown,0 +53095,Male,8,0,0,No,children,Rural,63.43,21.8,Unknown,0 +56185,Female,28,0,0,No,Private,Urban,73.2,26.5,smokes,0 +57043,Female,66,0,0,Yes,Self-employed,Urban,102.73,35,formerly smoked,0 +55545,Female,66,0,0,Yes,Self-employed,Rural,74.88,32.6,never smoked,0 +60899,Female,47,0,0,Yes,Private,Urban,122.43,23.9,never smoked,0 +16136,Female,78,0,0,Yes,Self-employed,Urban,84.21,33.7,never smoked,0 +11843,Female,65,0,0,Yes,Self-employed,Rural,80.42,29.4,formerly smoked,0 +3609,Male,78,0,0,Yes,Private,Urban,80.44,29,never smoked,0 +29172,Female,68,0,0,Yes,Self-employed,Rural,80.63,20.2,never smoked,0 +49894,Female,78,1,1,Yes,Private,Rural,206.53,N/A,never smoked,0 +6048,Female,65,0,0,Yes,Private,Urban,104.12,27.4,never smoked,0 +16029,Female,70,0,0,Yes,Self-employed,Rural,96.82,25,never smoked,0 +63022,Female,59,0,0,Yes,Self-employed,Urban,88.1,30.7,never smoked,0 +40041,Male,31,0,0,No,Self-employed,Rural,64.85,23,Unknown,0 +6924,Female,32,0,0,Yes,Private,Rural,102.87,26.6,smokes,0 +22590,Male,5,0,0,No,children,Urban,83.75,18.1,Unknown,0 +25878,Male,55,0,0,Yes,Self-employed,Rural,97.68,47.1,formerly smoked,0 +11169,Female,61,0,0,Yes,Private,Urban,97.58,29.7,formerly smoked,0 +44355,Female,48,0,0,Yes,Private,Rural,74.16,19.9,never smoked,0 +31113,Female,1.16,0,0,No,children,Urban,86,13.3,Unknown,0 +46514,Female,50,0,0,Yes,Govt_job,Urban,100.93,32.7,never smoked,0 +67466,Male,63,1,0,Yes,Private,Urban,232.78,31.8,formerly smoked,0 +3612,Male,67,0,0,Yes,Private,Rural,86.96,31.4,formerly smoked,0 +66590,Female,43,0,0,Yes,Self-employed,Urban,67.5,20.4,formerly smoked,0 +19611,Male,59,0,0,Yes,Private,Urban,81.21,33.2,smokes,0 +47216,Male,47,0,0,Yes,Private,Rural,110.14,30.5,smokes,0 +55591,Male,50,0,0,Yes,Private,Urban,120.44,30.3,never smoked,0 +24381,Male,51,0,1,Yes,Self-employed,Urban,187.47,34.2,never smoked,0 +8037,Male,44,0,1,No,Govt_job,Urban,94.62,34.4,Unknown,0 +23911,Female,39,0,0,No,Private,Rural,89.57,48.1,never smoked,0 +31596,Female,24,0,0,No,Private,Urban,95.31,22.8,never smoked,0 +44647,Male,62,0,0,No,Govt_job,Rural,75.07,30.5,never smoked,0 +51486,Female,61,0,0,Yes,Private,Rural,106.65,35.9,formerly smoked,0 +18263,Female,78,0,0,Yes,Self-employed,Urban,234.06,33.7,never smoked,0 +41930,Male,15,0,0,No,Private,Rural,144.15,24.1,never smoked,0 +45922,Female,23,0,0,No,Private,Urban,58.81,25.4,never smoked,0 +52934,Male,79,0,0,Yes,Self-employed,Urban,242.62,25.5,never smoked,0 +18020,Male,57,0,0,Yes,Private,Urban,93.04,29.2,never smoked,0 +2044,Female,70,0,1,Yes,Self-employed,Rural,65.68,N/A,Unknown,0 +63467,Male,9,0,0,No,children,Urban,150,17.4,Unknown,0 +38642,Male,55,0,0,Yes,Private,Urban,63.56,29.9,Unknown,0 +5387,Female,82,0,0,No,Private,Rural,96.98,21.5,never smoked,0 +68417,Female,19,0,0,No,Private,Rural,66.7,24.7,never smoked,0 +22477,Male,41,0,0,Yes,Private,Rural,79.66,25.1,Unknown,0 +23968,Female,79,0,0,Yes,Govt_job,Rural,90.16,34.4,never smoked,0 +8111,Female,23,0,0,No,Private,Rural,104.09,27.9,Unknown,0 +15282,Female,77,0,0,Yes,Private,Rural,90.96,31.5,formerly smoked,0 +54395,Female,78,1,0,Yes,Self-employed,Rural,152.38,31.8,never smoked,0 +25408,Female,24,0,0,Yes,Self-employed,Rural,114.54,30.1,smokes,0 +69284,Female,81,1,0,Yes,Self-employed,Urban,174.54,26.4,never smoked,0 +28348,Female,46,0,0,Yes,Private,Rural,106.47,27.2,Unknown,0 +46015,Female,29,0,0,No,Private,Urban,73.63,22.5,smokes,0 +69047,Female,59,0,0,Yes,Govt_job,Urban,98.52,29.8,formerly smoked,0 +39706,Male,41,0,0,Yes,Self-employed,Rural,62.93,26.1,smokes,0 +9143,Female,17,0,0,No,Private,Urban,67.87,24.9,formerly smoked,0 +64879,Female,8,0,0,No,children,Rural,120.43,23.5,Unknown,0 +17130,Female,23,0,0,No,Private,Rural,76.56,30.1,never smoked,0 +16420,Female,45,0,0,Yes,Private,Urban,108.03,37.3,never smoked,0 +7529,Male,67,0,0,Yes,Private,Rural,83.16,25.5,formerly smoked,0 +54022,Female,78,0,0,Yes,Self-employed,Rural,67.9,35.3,never smoked,0 +35660,Male,18,0,0,No,Private,Rural,115.46,27.6,Unknown,0 +50605,Female,35,0,0,Yes,Private,Rural,123.94,28.7,never smoked,0 +27803,Female,54,0,0,Yes,Govt_job,Urban,231.54,29.9,never smoked,0 +68981,Female,71,1,0,Yes,Govt_job,Urban,219.8,34.2,formerly smoked,0 +61505,Female,24,0,0,No,Private,Rural,187.99,24.9,smokes,0 +70677,Male,60,0,0,Yes,Private,Rural,234.45,36.8,formerly smoked,0 +49620,Male,75,0,0,Yes,Private,Rural,75.47,24.5,formerly smoked,0 +5319,Male,48,0,0,Yes,Private,Rural,98.24,34.6,never smoked,0 +51100,Male,62,0,0,Yes,Govt_job,Rural,66.2,30,Unknown,0 +163,Female,20,0,0,No,Private,Rural,94.67,28.8,Unknown,0 +55140,Male,69,1,0,No,Private,Urban,75.95,28.6,never smoked,0 +52882,Female,60,0,0,Yes,Govt_job,Rural,111.79,23.6,smokes,0 +54344,Female,12,0,0,No,children,Rural,80.89,20.1,Unknown,0 +2550,Female,28,0,0,Yes,Govt_job,Rural,86.91,21.1,formerly smoked,0 +58610,Female,55,0,0,Yes,Private,Urban,59.36,34.1,smokes,0 +16902,Female,70,0,1,Yes,Self-employed,Urban,240.69,N/A,smokes,0 +60603,Female,51,0,0,No,Private,Rural,66.67,29.5,never smoked,0 +808,Female,16,0,0,No,Private,Rural,87.54,37.8,never smoked,0 +61881,Male,56,0,0,No,Self-employed,Urban,139.87,31.2,smokes,0 +41600,Male,52,0,0,Yes,Private,Rural,67.92,31.1,never smoked,0 +12786,Female,59,0,0,Yes,Private,Urban,83.62,34.2,Unknown,0 +11935,Female,9,0,0,No,children,Rural,110.97,17.7,Unknown,0 +44655,Female,34,0,0,Yes,Private,Rural,70.53,39.2,never smoked,0 +48644,Female,47,0,0,Yes,Self-employed,Rural,115.91,22.2,formerly smoked,0 +41527,Male,46,0,0,Yes,Private,Urban,59.74,29.5,smokes,0 +50975,Male,49,0,0,Yes,Private,Rural,62.64,27,never smoked,0 +49179,Male,10,0,0,No,children,Rural,84.81,16.8,never smoked,0 +27509,Female,76,1,0,Yes,Self-employed,Urban,78.68,23.3,never smoked,0 +19191,Male,82,0,0,Yes,Private,Urban,217.57,33.5,formerly smoked,0 +25149,Female,3,0,0,No,children,Rural,79.76,15.6,Unknown,0 +42626,Female,76,1,0,Yes,Govt_job,Rural,63.28,28.2,never smoked,0 +2578,Male,16,0,0,No,Govt_job,Rural,78.48,22.6,never smoked,0 +55975,Female,44,0,0,Yes,Govt_job,Rural,70.48,20.2,never smoked,0 +62182,Female,17,0,0,No,Private,Rural,120.96,22.2,formerly smoked,0 +12037,Female,73,0,0,Yes,Self-employed,Rural,77.29,22.6,never smoked,0 +21963,Male,31,0,0,Yes,Private,Urban,108.51,26.7,Unknown,0 +26250,Male,17,0,0,No,Self-employed,Urban,113.85,22.9,Unknown,0 +13960,Female,18,0,0,No,Never_worked,Urban,97.65,21.5,Unknown,0 +56573,Male,73,0,0,Yes,Private,Rural,121.83,30.3,formerly smoked,0 +10659,Female,8,0,0,No,children,Urban,81.53,14.8,Unknown,0 +50763,Male,42,0,0,Yes,Govt_job,Urban,58.35,24.3,never smoked,0 +62075,Female,40,0,0,Yes,Private,Urban,65.42,17.4,formerly smoked,0 +10119,Male,79,0,0,Yes,Private,Rural,69.34,29,never smoked,0 +48127,Male,53,0,0,Yes,Self-employed,Urban,109.09,26.3,smokes,0 +65892,Female,58,0,0,Yes,Self-employed,Urban,66.71,51.7,never smoked,0 +33370,Female,48,0,0,Yes,Private,Rural,114.92,29.2,Unknown,0 +59049,Female,17,0,0,No,Private,Rural,120.58,18.3,never smoked,0 +53896,Female,23,0,0,No,Private,Rural,165.36,21.9,smokes,0 +21980,Male,9,0,0,No,children,Urban,66.11,16.3,Unknown,0 +70497,Female,81,1,1,Yes,Private,Rural,126.34,27.4,smokes,0 +58652,Female,16,0,0,No,Never_worked,Rural,68.27,20.4,never smoked,0 +30335,Male,21,0,0,No,Private,Rural,92.86,23.2,never smoked,0 +26305,Male,29,0,0,No,Self-employed,Rural,96.77,30.3,formerly smoked,0 +31227,Male,8,0,0,No,children,Rural,89.24,16.7,Unknown,0 +5581,Female,39,0,0,Yes,Private,Rural,89.32,31,formerly smoked,0 +1989,Male,37,0,0,Yes,Private,Rural,107.06,N/A,smokes,0 +43803,Female,64,0,0,Yes,Private,Urban,65.63,33.5,smokes,0 +41395,Male,9,0,0,No,children,Urban,123.66,17,Unknown,0 +71784,Male,17,0,0,No,Private,Rural,63.82,19.4,smokes,0 +57979,Male,8,0,0,No,children,Rural,108.06,14.6,Unknown,0 +54437,Male,62,0,0,Yes,Self-employed,Rural,136.18,32.2,Unknown,0 +67159,Male,73,1,0,No,Govt_job,Urban,71.29,37.7,never smoked,0 +7230,Male,48,0,0,Yes,Govt_job,Rural,76.58,27.4,never smoked,0 +68306,Male,17,0,0,No,Private,Rural,119.58,25,never smoked,0 +33087,Female,10,0,0,No,children,Urban,109.3,20.1,Unknown,0 +40850,Female,74,0,0,Yes,Govt_job,Urban,111.94,21.7,never smoked,0 +57612,Male,62,0,0,Yes,Private,Urban,81.64,38.2,never smoked,0 +37029,Male,5,0,0,No,children,Rural,97.64,17,Unknown,0 +338,Female,43,0,0,Yes,Private,Rural,110.32,28.4,never smoked,0 +9565,Female,39,0,0,No,Private,Rural,79,30,never smoked,0 +3623,Female,37,0,0,Yes,Self-employed,Urban,95.08,34.1,never smoked,0 +69723,Male,15,0,0,No,Private,Urban,137.27,19.3,never smoked,0 +47662,Female,36,0,0,No,Self-employed,Urban,57.83,21.6,smokes,0 +58495,Male,34,0,0,Yes,Private,Rural,84.08,32.9,never smoked,0 +71222,Male,75,1,0,Yes,Private,Urban,234.51,27.2,formerly smoked,0 +37865,Male,53,0,0,Yes,Private,Urban,142.64,27.8,smokes,0 +20185,Female,61,0,0,Yes,Self-employed,Rural,69.77,29.9,never smoked,0 +41875,Female,45,0,0,Yes,Private,Urban,71.4,28.4,smokes,0 +67602,Female,17,0,0,No,Private,Urban,79.61,24.1,Unknown,0 +40387,Female,17,0,0,No,Private,Rural,77.46,24,Unknown,0 +43208,Female,19,0,0,No,Private,Urban,96.85,23.4,Unknown,0 +54324,Female,54,1,0,No,Govt_job,Urban,182.22,32.6,formerly smoked,0 +51110,Female,51,0,0,Yes,Self-employed,Urban,67.26,33.1,formerly smoked,0 +36969,Female,44,0,0,Yes,Private,Rural,60.02,33.8,formerly smoked,0 +48118,Female,82,0,0,Yes,Self-employed,Urban,113.45,30.3,never smoked,0 +4607,Female,49,0,0,Yes,Self-employed,Urban,112.31,36.9,Unknown,0 +62471,Female,34,0,0,Yes,Self-employed,Rural,68.53,29.7,never smoked,0 +43821,Female,63,1,0,Yes,Private,Rural,57.15,38.8,never smoked,0 +7218,Female,79,0,0,Yes,Private,Rural,214.73,30.9,never smoked,0 +23427,Female,81,0,0,Yes,Private,Rural,91.82,36.9,Unknown,0 +66014,Female,14,0,0,No,children,Urban,71.8,18.8,Unknown,0 +41652,Female,31,0,0,No,Private,Urban,63.41,25.5,formerly smoked,0 +16605,Male,57,0,0,Yes,Private,Urban,106.24,32.3,never smoked,0 +42091,Male,32,0,0,Yes,Govt_job,Rural,83.01,25.8,smokes,0 +66067,Male,66,0,0,Yes,Private,Rural,67.92,31.1,formerly smoked,0 +50222,Female,22,0,0,No,Private,Rural,74.99,27.9,smokes,0 +41214,Female,1.32,0,0,No,children,Rural,75.22,18.6,Unknown,0 +72386,Female,20,0,0,No,Private,Urban,61.88,20.1,never smoked,0 +14918,Female,41,0,0,Yes,Private,Urban,65.67,26.7,smokes,0 +55457,Female,48,0,0,Yes,Private,Urban,110.18,30.3,smokes,0 +63323,Male,49,1,0,Yes,Self-employed,Rural,119.3,30.4,formerly smoked,0 +35446,Male,73,0,0,Yes,Govt_job,Rural,208.69,30,Unknown,0 +8208,Male,19,0,0,No,Private,Rural,95.18,24.9,smokes,0 +5131,Female,51,0,0,Yes,Private,Urban,107.72,60.9,Unknown,0 +68157,Male,1.08,0,0,No,children,Rural,83.27,24.3,Unknown,0 +4795,Female,31,0,0,No,Private,Rural,90.29,38.7,Unknown,0 +7581,Male,4,0,0,No,children,Urban,81.87,18.6,Unknown,0 +47383,Male,1.8,0,0,No,children,Urban,153.31,17.1,Unknown,0 +14036,Male,44,0,0,Yes,Private,Rural,101.46,29.4,Unknown,0 +25942,Female,4,0,0,No,children,Urban,72.49,16.9,Unknown,0 +24018,Male,55,0,0,Yes,Private,Rural,86.58,34.2,never smoked,0 +27801,Female,34,0,0,Yes,Private,Urban,113.26,27.6,never smoked,0 +52978,Female,30,0,0,Yes,Private,Urban,84.92,47.8,never smoked,0 +15593,Female,7,0,0,No,children,Urban,128.17,18.9,Unknown,0 +11098,Male,75,0,0,Yes,Govt_job,Rural,93.93,24.4,formerly smoked,0 +12015,Male,14,0,0,No,children,Urban,99.87,25.2,Unknown,0 +47348,Female,61,0,0,Yes,Private,Urban,129.31,30.7,formerly smoked,0 +44155,Female,55,0,0,Yes,Govt_job,Urban,89.43,26.1,formerly smoked,0 +62656,Female,14,0,0,No,children,Rural,101.6,25.3,never smoked,0 +8838,Female,36,0,0,No,Private,Rural,66.55,32.8,smokes,0 +42563,Female,57,1,1,Yes,Private,Rural,231.72,45.7,formerly smoked,0 +31254,Female,20,0,0,No,Private,Urban,96.69,24.6,Unknown,0 +27922,Male,32,0,0,Yes,Private,Rural,102.13,32.3,never smoked,0 +1696,Female,43,0,0,Yes,Private,Urban,100.88,47.6,smokes,0 +54162,Male,43,0,0,Yes,Private,Rural,66.22,34.4,Unknown,0 +70396,Female,1.08,0,0,No,children,Urban,109.33,18.2,Unknown,0 +65907,Female,49,0,0,Yes,Private,Urban,206.53,44.5,smokes,0 +49451,Female,53,0,0,Yes,Private,Rural,83.91,36.6,Unknown,0 +68601,Female,18,0,0,No,Private,Urban,67.92,19.4,never smoked,0 +13236,Female,13,0,0,No,children,Rural,73.48,22.9,Unknown,0 +65998,Male,5,0,0,No,children,Rural,101.31,20,Unknown,0 +5875,Female,37,0,0,Yes,Private,Urban,103.66,36.1,smokes,0 +47427,Male,49,0,0,Yes,Self-employed,Urban,70.73,27.3,formerly smoked,0 +29734,Female,45,0,0,No,Govt_job,Rural,77.45,42.2,formerly smoked,0 +72715,Female,50,0,1,Yes,Private,Urban,193.8,26.4,never smoked,0 +59847,Female,12,0,0,No,children,Rural,114.34,23.6,never smoked,0 +59911,Male,12,0,0,No,children,Urban,69.25,18.6,Unknown,0 +13583,Female,5,0,0,No,children,Rural,88.44,18,Unknown,0 +22897,Male,39,0,0,Yes,Private,Rural,84.09,31.1,formerly smoked,0 +11898,Female,41,0,0,Yes,Private,Urban,87.06,30,never smoked,0 +14785,Female,41,0,0,Yes,Private,Rural,92.64,43.8,never smoked,0 +45163,Female,47,0,0,Yes,Private,Urban,99.36,23.8,smokes,0 +57254,Female,57,0,0,Yes,Private,Rural,135.63,36.2,formerly smoked,0 +30658,Male,16,0,0,No,children,Rural,82.44,32.6,Unknown,0 +32617,Male,3,0,0,No,children,Urban,81.88,18,Unknown,0 +65376,Female,65,0,0,Yes,Self-employed,Urban,95.44,25.5,smokes,0 +1731,Female,80,0,0,No,Self-employed,Urban,72.71,29.9,never smoked,0 +38441,Female,58,0,0,Yes,Private,Urban,65.45,32.1,never smoked,0 +22147,Female,74,0,0,Yes,Private,Urban,203.01,25.4,never smoked,0 +50663,Female,62,0,0,Yes,Govt_job,Urban,110.84,23.4,smokes,0 +19165,Male,33,0,0,Yes,Private,Urban,83.12,23.4,Unknown,0 +60562,Female,21,0,0,No,Private,Rural,55.12,21.8,never smoked,0 +22013,Female,17,0,0,No,Private,Rural,105.91,30.8,never smoked,0 +39936,Female,49,0,0,Yes,Private,Rural,61.57,37.9,formerly smoked,0 +6517,Female,24,0,0,Yes,Govt_job,Urban,83.1,42.5,smokes,0 +62576,Female,56,0,0,Yes,Private,Urban,66.32,23.4,never smoked,0 +18636,Female,26,0,0,Yes,Govt_job,Urban,72.56,35.4,never smoked,0 +24299,Male,54,1,0,Yes,Self-employed,Rural,97.99,32.3,smokes,0 +40826,Female,42,0,0,No,Private,Urban,63.27,27,never smoked,0 +53323,Female,34,0,0,No,Govt_job,Urban,79.6,46.3,never smoked,0 +28717,Female,56,1,0,Yes,Private,Rural,177.56,30.1,never smoked,0 +53028,Female,39,0,0,Yes,Private,Rural,81.31,34.7,never smoked,0 +57757,Female,77,0,0,Yes,Self-employed,Rural,59.91,18.3,never smoked,0 +54795,Female,12,0,0,No,children,Rural,132.85,16.2,never smoked,0 +70267,Male,65,0,0,Yes,Private,Rural,198.84,33.2,formerly smoked,0 +34084,Male,7,0,0,No,children,Urban,77.12,18.6,Unknown,0 +20258,Male,25,0,0,No,Private,Urban,87.17,25.1,never smoked,0 +65333,Female,31,0,0,Yes,Private,Rural,96.03,24.1,Unknown,0 +56629,Female,14,0,0,No,Private,Rural,83.56,33.1,Unknown,0 +22417,Female,5,0,0,No,children,Rural,80.93,24.8,Unknown,0 +49925,Female,60,0,0,Yes,Private,Rural,84.54,23.4,smokes,0 +72696,Female,53,0,0,Yes,Private,Urban,70.51,54.1,never smoked,0 +39708,Male,55,0,0,Yes,Private,Rural,56.87,28.9,formerly smoked,0 +60426,Female,69,0,0,Yes,Self-employed,Urban,67.55,38.1,Unknown,0 +70540,Female,39,0,0,Yes,Private,Urban,243.52,37.2,smokes,0 +37622,Female,0.32,0,0,No,children,Urban,108.63,19.6,Unknown,0 +44813,Female,34,0,0,No,Private,Rural,69.06,29,smokes,0 +47153,Female,80,0,0,Yes,Private,Urban,73.89,26.7,formerly smoked,0 +8175,Male,20,0,0,No,Private,Urban,84.49,20.5,never smoked,0 +61528,Female,45,0,0,Yes,Govt_job,Urban,73.71,34.1,never smoked,0 +38771,Female,41,0,0,No,Govt_job,Urban,129.01,42.4,Unknown,0 +31189,Male,54,0,0,Yes,Govt_job,Urban,72.96,37.7,smokes,0 +27804,Male,23,0,0,No,Private,Rural,110.23,39.1,Unknown,0 +41842,Male,75,0,0,Yes,Govt_job,Rural,79.49,28.9,Unknown,0 +11962,Male,36,0,0,Yes,Private,Urban,89.33,30.7,never smoked,0 +45404,Female,75,0,0,Yes,Private,Rural,68.38,33.8,Unknown,0 +4062,Male,72,0,1,Yes,Private,Rural,238.27,N/A,smokes,0 +63650,Female,47,0,0,Yes,Govt_job,Urban,135.79,32.1,formerly smoked,0 +72186,Female,15,0,0,No,Private,Rural,82.19,40.5,never smoked,0 +40240,Male,40,1,0,Yes,Self-employed,Urban,93.2,24.8,smokes,0 +25931,Female,71,0,0,Yes,Self-employed,Urban,208.31,31.8,formerly smoked,0 +21292,Male,38,0,0,Yes,Private,Rural,111.33,27,never smoked,0 +25391,Female,10,0,0,No,children,Rural,69.84,13.7,Unknown,0 +65469,Male,11,0,0,No,children,Rural,121.71,23.4,never smoked,0 +29487,Male,0.72,0,0,No,children,Urban,80.08,16.4,Unknown,0 +63575,Male,9,0,0,No,children,Urban,84.4,14.9,Unknown,0 +30457,Female,53,1,0,Yes,Govt_job,Rural,98.61,38.8,smokes,0 +5951,Male,28,1,0,No,Private,Urban,86.61,38.6,smokes,0 +8690,Female,81,0,0,Yes,Private,Urban,80.44,32.2,never smoked,0 +32147,Male,1.32,0,0,No,children,Rural,107.02,N/A,Unknown,0 +47691,Male,16,0,0,No,Private,Rural,97.23,30.6,never smoked,0 +25982,Male,24,0,0,No,Private,Rural,91.21,28.1,formerly smoked,0 +70058,Female,62,1,0,Yes,Self-employed,Urban,103.69,35.2,smokes,0 +61868,Female,62,0,0,Yes,Private,Urban,74.12,21.8,formerly smoked,0 +46086,Female,59,0,0,Yes,Private,Urban,71.08,28.1,never smoked,0 +68596,Female,19,0,0,No,Private,Urban,58.39,28.2,never smoked,0 +10281,Female,51,1,0,Yes,Self-employed,Rural,176.34,28.4,never smoked,0 +31409,Male,38,0,0,Yes,Private,Rural,73.76,37.4,never smoked,0 +54067,Female,26,0,0,No,Private,Rural,67.21,21.8,formerly smoked,0 +9731,Male,13,0,0,No,children,Urban,87.98,19.8,Unknown,0 +24009,Male,4,0,0,No,children,Urban,94.23,16.2,Unknown,0 +61694,Male,55,0,0,Yes,Self-employed,Rural,111.36,33.6,never smoked,0 +7453,Female,44,0,0,Yes,Private,Urban,84.07,21.2,smokes,0 +66405,Female,31,0,0,Yes,Private,Urban,117.31,28.4,never smoked,0 +2138,Male,58,0,0,Yes,Govt_job,Urban,84.94,N/A,never smoked,0 +66650,Female,17,0,0,No,Private,Urban,68.86,41.1,never smoked,0 +59945,Female,23,0,0,No,Private,Urban,132.88,24.9,never smoked,0 +16245,Male,51,1,0,Yes,Self-employed,Rural,211.83,56.6,never smoked,0 +68094,Female,46,0,0,Yes,Private,Rural,124.92,28.8,Unknown,0 +64661,Female,81,0,0,No,Self-employed,Urban,57.42,33.7,never smoked,0 +61376,Male,38,0,0,Yes,Private,Urban,215.69,38.6,formerly smoked,0 +47236,Female,50,0,0,Yes,Private,Urban,154.67,33.8,never smoked,0 +875,Female,34,0,0,No,Private,Urban,67.66,22.4,never smoked,0 +63986,Male,60,0,0,Yes,Private,Rural,153.48,37.3,never smoked,0 +55410,Female,50,0,0,Yes,Self-employed,Urban,62.63,23.4,never smoked,0 +63287,Female,49,0,0,Yes,Private,Urban,77.93,39.1,smokes,0 +3720,Female,2,0,0,No,children,Rural,80.3,21.2,Unknown,0 +20274,Male,47,0,0,Yes,Private,Urban,106.69,31.2,Unknown,0 +50338,Female,34,0,0,Yes,Private,Urban,83.07,28,formerly smoked,0 +58209,Female,22,0,0,No,Private,Urban,140.14,21.1,never smoked,0 +20634,Female,11,0,0,No,children,Urban,92.65,15.7,never smoked,0 +3251,Male,54,0,0,Yes,Private,Urban,111.37,29.1,formerly smoked,0 +12677,Female,60,0,0,Yes,Private,Rural,99,26.1,never smoked,0 +45160,Male,3,0,0,No,children,Rural,78.24,16.2,Unknown,0 +67940,Female,46,0,0,Yes,Govt_job,Rural,83.88,27.1,never smoked,0 +8145,Male,30,0,0,No,Private,Urban,86.21,28.8,smokes,0 +39393,Female,63,0,0,Yes,Private,Urban,57.06,37.9,never smoked,0 +57710,Female,50,0,0,Yes,Private,Rural,112.25,21.6,Unknown,0 +12487,Male,65,0,0,Yes,Private,Urban,81.06,30.1,smokes,0 +16513,Male,78,0,0,Yes,Private,Urban,104.37,29.7,never smoked,0 +42297,Female,36,0,0,Yes,Private,Urban,124.31,26.4,Unknown,0 +63656,Female,18,0,0,No,Private,Urban,101.95,46,formerly smoked,0 +56233,Female,44,0,0,No,Private,Rural,116.95,26.1,never smoked,0 +22591,Female,4,0,0,No,children,Urban,99.76,23.2,Unknown,0 +23757,Female,60,0,0,No,Private,Urban,105.48,28.4,Unknown,0 +19601,Female,19,0,0,No,Private,Urban,100.6,20.5,never smoked,0 +61801,Male,15,0,0,No,Private,Urban,65.05,24.6,Unknown,0 +949,Male,20,0,0,No,Private,Rural,75.9,32.2,never smoked,0 +10995,Male,76,1,0,Yes,Private,Rural,267.6,30.5,never smoked,0 +1503,Male,31,0,0,No,Private,Urban,215.07,N/A,smokes,0 +37431,Female,39,0,0,Yes,Govt_job,Urban,109.03,24.9,Unknown,0 +53697,Male,58,0,1,Yes,Private,Rural,225.35,26.5,smokes,0 +67012,Male,64,1,0,Yes,Private,Rural,196.26,34.5,Unknown,0 +30525,Female,79,0,0,Yes,Govt_job,Urban,95.42,21.5,formerly smoked,0 +25860,Female,11,0,0,No,children,Rural,123.04,15.9,Unknown,0 +21743,Male,4,0,0,No,children,Urban,85.88,17.7,Unknown,0 +25833,Female,43,0,0,Yes,Private,Rural,107.43,26.5,never smoked,0 +64652,Female,44,0,0,Yes,Private,Rural,56.85,24.4,never smoked,0 +45710,Female,37,0,0,Yes,Govt_job,Rural,102.15,26.6,Unknown,0 +27853,Female,34,0,0,Yes,Self-employed,Rural,88.68,23.9,never smoked,0 +5964,Female,59,0,0,Yes,Private,Urban,182.52,30.1,Unknown,0 +6976,Female,40,0,0,Yes,Private,Urban,93.97,23.6,never smoked,0 +11145,Female,8,0,0,No,children,Urban,104.03,18.4,Unknown,0 +39229,Female,24,0,0,Yes,Private,Rural,67.99,32.1,never smoked,0 +14189,Male,18,0,0,No,Private,Rural,83.37,24.4,Unknown,0 +49929,Male,20,0,0,No,Private,Rural,124.66,27.3,never smoked,0 +56328,Female,70,0,0,Yes,Private,Rural,212.87,34.8,never smoked,0 +26742,Female,68,0,0,Yes,Govt_job,Urban,96.75,28.4,formerly smoked,0 +63158,Male,17,0,0,No,Private,Urban,63.28,40.2,Unknown,0 +27435,Female,17,0,0,No,Private,Urban,82.64,31.1,Unknown,0 +10829,Female,21,0,0,No,Private,Rural,71.34,24,never smoked,0 +70593,Female,38,0,0,Yes,Private,Rural,183.43,38.1,formerly smoked,0 +42647,Female,59,0,0,Yes,Govt_job,Urban,101.19,29.9,formerly smoked,0 +48109,Female,79,0,1,Yes,Private,Rural,88.51,24.5,never smoked,0 +40732,Female,50,0,0,Yes,Self-employed,Rural,126.85,49.5,formerly smoked,0 +58635,Female,72,0,0,Yes,Self-employed,Urban,74.17,35.5,formerly smoked,0 +844,Female,54,0,0,Yes,Private,Urban,76.04,29.5,smokes,0 +14688,Female,44,0,0,Yes,Private,Urban,73.87,28.8,smokes,0 +23026,Female,48,0,0,Yes,Private,Rural,99.07,22.1,never smoked,0 +30463,Male,29,0,0,No,Private,Urban,82.93,29.4,formerly smoked,0 +50140,Female,44,0,0,Yes,Govt_job,Rural,133.24,45,smokes,0 +36837,Female,61,0,0,Yes,Self-employed,Urban,69.88,27.1,never smoked,0 +57333,Female,58,0,0,Yes,Govt_job,Rural,69.12,28.3,Unknown,0 +19826,Female,81,0,0,Yes,Self-employed,Rural,86.05,20.1,formerly smoked,0 +37713,Male,29,0,0,Yes,Private,Urban,185.27,31.3,never smoked,0 +6278,Male,5,0,0,No,children,Urban,97.46,17.6,Unknown,0 +15517,Female,35,0,0,Yes,Private,Urban,81.9,24.5,never smoked,0 +25326,Female,40,0,0,No,Private,Rural,99.58,24.1,Unknown,0 +57034,Female,37,0,0,No,Private,Rural,124.54,31.3,never smoked,0 +70718,Male,33,0,0,Yes,Private,Rural,153.34,31.5,never smoked,0 +47461,Female,35,0,0,Yes,Private,Urban,112.35,29.9,Unknown,0 +50091,Female,38,0,0,No,Govt_job,Urban,160.76,30.2,smokes,0 +62416,Female,26,0,0,Yes,Private,Rural,73.29,27.8,never smoked,0 +5288,Male,10,0,0,No,children,Urban,108.08,15.6,Unknown,0 +66951,Female,72,0,0,Yes,Private,Urban,206.49,26.3,never smoked,0 +28335,Male,21,0,0,Yes,Private,Rural,77.42,24.8,never smoked,0 +67465,Female,20,0,0,No,Private,Rural,117.59,17.1,never smoked,0 +67426,Female,1.24,0,0,No,children,Rural,61.94,20.3,Unknown,0 +19508,Female,26,0,0,No,Private,Urban,116.68,18.7,formerly smoked,0 +65405,Female,79,0,0,No,Private,Urban,253.86,28.8,formerly smoked,0 +49773,Female,78,0,0,Yes,Private,Urban,203.36,28.7,formerly smoked,0 +57159,Male,56,0,0,Yes,Self-employed,Rural,125.87,24.6,never smoked,0 +69710,Female,46,0,0,No,Self-employed,Rural,64.09,25.3,never smoked,0 +58834,Male,55,0,0,Yes,Govt_job,Urban,65.33,29.7,Unknown,0 +42007,Male,41,0,0,No,Private,Rural,70.15,N/A,formerly smoked,0 +5121,Male,30,0,0,Yes,Private,Urban,96.84,21.1,Unknown,0 +44878,Male,53,0,0,Yes,Private,Rural,175.92,26.9,smokes,0 +40220,Male,32,0,0,No,Private,Rural,100.65,26.2,formerly smoked,0 +19692,Male,38,0,0,No,Private,Rural,112.39,26.3,Unknown,0 +27616,Male,33,0,0,Yes,Govt_job,Rural,81.1,24.8,never smoked,0 +19801,Female,44,0,0,Yes,Private,Rural,98.3,25,never smoked,0 +21467,Male,44,0,0,Yes,Private,Urban,89.68,34.6,Unknown,0 +25102,Female,51,0,0,Yes,Govt_job,Urban,95.16,42.7,formerly smoked,0 +28788,Male,40,0,0,Yes,Private,Urban,191.15,N/A,smokes,0 +29028,Female,41,0,0,Yes,Private,Rural,91.04,24.5,never smoked,0 +15581,Male,5,0,0,No,children,Urban,101.87,19.3,Unknown,0 +16738,Female,42,0,0,Yes,Private,Rural,96.86,29.3,never smoked,0 +31836,Female,6,0,0,No,children,Urban,91.05,22.1,Unknown,0 +43496,Female,46,0,0,Yes,Govt_job,Urban,55.84,27.8,never smoked,0 +52677,Female,47,0,0,Yes,Private,Urban,84.04,24.7,never smoked,0 +11630,Female,25,0,0,No,Private,Urban,92.06,25.3,smokes,0 +53478,Female,40,0,0,Yes,Private,Urban,89.61,41.2,formerly smoked,0 +38349,Female,49,0,0,Yes,Govt_job,Urban,69.92,47.6,never smoked,0 +48425,Male,21,0,0,No,Private,Rural,89.29,23.4,never smoked,0 +64420,Female,61,0,0,Yes,Govt_job,Rural,120.23,22.7,Unknown,0 +60271,Male,78,0,0,Yes,Private,Urban,60.22,29.7,formerly smoked,0 +38009,Male,41,0,0,Yes,Private,Urban,223.78,32.3,never smoked,0 +11184,Female,82,0,0,Yes,Self-employed,Rural,211.58,36.9,never smoked,0 +68967,Male,39,0,0,Yes,Private,Urban,179.38,27.7,Unknown,0 +66684,Male,70,0,0,Yes,Self-employed,Rural,193.88,24.3,Unknown,0 +7789,Female,31,0,0,Yes,Private,Urban,89.01,37.4,never smoked,0 +40112,Female,37,0,0,No,Private,Urban,118.41,25.1,never smoked,0 +65814,Male,21,0,0,No,Private,Urban,138.51,24.3,never smoked,0 +49598,Male,80,0,0,Yes,Self-employed,Urban,120.03,24.3,formerly smoked,0 +15599,Female,21,0,0,No,Private,Urban,91.01,28.7,never smoked,0 +62425,Female,5,0,0,No,children,Urban,61.98,16.8,Unknown,0 +52652,Male,81,0,0,Yes,Private,Rural,135.32,35.8,Unknown,0 +71957,Female,35,0,0,Yes,Private,Rural,58.72,40,smokes,0 +17231,Female,24,0,0,No,Private,Urban,90.42,24.3,never smoked,0 +30379,Female,52,0,0,Yes,Govt_job,Urban,104,25.6,smokes,0 +63997,Male,70,0,0,Yes,Private,Urban,102.5,37.8,Unknown,0 +39935,Female,34,0,0,Yes,Private,Rural,174.37,23,never smoked,0 +8203,Male,17,0,0,No,Private,Rural,106.56,21,Unknown,0 +27446,Female,8,0,0,No,children,Urban,76.31,15.5,Unknown,0 +42709,Male,1.72,0,0,No,children,Urban,77.28,17.1,Unknown,0 +22691,Female,29,0,0,Yes,Self-employed,Urban,90.52,28,never smoked,0 +37680,Male,55,0,0,Yes,Govt_job,Rural,108.35,40.8,formerly smoked,0 +24552,Female,44,0,0,Yes,Private,Rural,72.03,37.5,smokes,0 +72914,Female,19,0,0,No,Private,Urban,90.57,24.2,Unknown,0 +29540,Male,67,0,0,Yes,Private,Rural,97.04,26.9,smokes,0 +53525,Female,72,0,0,Yes,Private,Urban,83.89,33.1,formerly smoked,0 +65411,Female,51,0,0,Yes,Private,Urban,152.56,21.8,Unknown,0 +26214,Female,63,0,0,Yes,Self-employed,Rural,75.93,34.7,formerly smoked,0 +22190,Female,64,1,0,Yes,Self-employed,Urban,76.89,30.2,Unknown,0 +56714,Female,0.72,0,0,No,children,Rural,62.13,16.8,Unknown,0 +4211,Male,26,0,0,No,Govt_job,Rural,100.85,21,smokes,0 +6369,Male,59,1,0,Yes,Private,Rural,95.05,30.9,never smoked,0 +56799,Male,76,0,0,Yes,Govt_job,Urban,82.35,38.9,never smoked,0 +32235,Female,45,1,0,Yes,Govt_job,Rural,95.02,N/A,smokes,0 +28048,Male,13,0,0,No,children,Urban,82.38,24.3,Unknown,0 +68598,Male,1.08,0,0,No,children,Rural,79.15,17.4,Unknown,0 +41512,Male,57,0,0,Yes,Govt_job,Rural,76.62,28.2,never smoked,0 +64520,Male,68,0,0,Yes,Self-employed,Urban,91.68,40.8,Unknown,0 +579,Male,9,0,0,No,children,Urban,71.88,17.5,Unknown,0 +7293,Male,40,0,0,Yes,Private,Rural,83.94,N/A,smokes,0 +68398,Male,82,1,0,Yes,Self-employed,Rural,71.97,28.3,never smoked,0 +36901,Female,45,0,0,Yes,Private,Urban,97.95,24.5,Unknown,0 +45010,Female,57,0,0,Yes,Private,Rural,77.93,21.7,never smoked,0 +22127,Female,18,0,0,No,Private,Urban,82.85,46.9,Unknown,0 +14180,Female,13,0,0,No,children,Rural,103.08,18.6,Unknown,0 +18234,Female,80,1,0,Yes,Private,Urban,83.75,N/A,never smoked,0 +44873,Female,81,0,0,Yes,Self-employed,Urban,125.2,40,never smoked,0 +19723,Female,35,0,0,Yes,Self-employed,Rural,82.99,30.6,never smoked,0 +37544,Male,51,0,0,Yes,Private,Rural,166.29,25.6,formerly smoked,0 +44679,Female,44,0,0,Yes,Govt_job,Urban,85.28,26.2,Unknown,0 \ No newline at end of file diff --git a/lab_3/lab3.ipynb b/lab_3/lab3.ipynb new file mode 100644 index 0000000..9eb6596 --- /dev/null +++ b/lab_3/lab3.ipynb @@ -0,0 +1,415 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Количество колонок: 12\n", + "Колонки: Index(['id', 'gender', 'age', 'hypertension', 'heart_disease', 'ever_married',\n", + " 'work_type', 'Residence_type', 'avg_glucose_level', 'bmi',\n", + " 'smoking_status', 'stroke'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# Загрузка данных\n", + "data = pd.read_csv('./csv/option4.csv')\n", + "\n", + "# Обзор данных\n", + "print(\"Количество колонок:\", data.columns.size)\n", + "print(\"Колонки:\", data.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Наличие пропущенных значений:\n", + "id 0\n", + "gender 0\n", + "age 0\n", + "hypertension 0\n", + "heart_disease 0\n", + "ever_married 0\n", + "work_type 0\n", + "Residence_type 0\n", + "avg_glucose_level 0\n", + "bmi 201\n", + "smoking_status 0\n", + "stroke 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "print(\"\\nНаличие пропущенных значений:\")\n", + "print(data.isnull().sum())" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "print(data.describe)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

Возьмем и заменим нулевые значения в столбце bmi на средние значения по столбцу

" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Наличие пропущенных значений:\n", + "id 0\n", + "gender 0\n", + "age 0\n", + "hypertension 0\n", + "heart_disease 0\n", + "ever_married 0\n", + "work_type 0\n", + "Residence_type 0\n", + "avg_glucose_level 0\n", + "bmi 0\n", + "smoking_status 0\n", + "stroke 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "data['bmi'] = data['bmi'].fillna(data['bmi'].median())\n", + "print(\"\\nНаличие пропущенных значений:\")\n", + "print(data.isnull().sum())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

Взглянем на выбросы:

" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_numeric_boxplots(dataframe, columns):\n", + " # Фильтрация числовых столбцов\n", + " numeric_columns = ['age', 'avg_glucose_level', 'bmi']\n", + " \n", + " # Построение графиков\n", + " if numeric_columns:\n", + " plt.figure(figsize=(15, 5))\n", + " \n", + " for i, col in enumerate(numeric_columns):\n", + " if col != 'id':\n", + " plt.subplot(1, len(numeric_columns), i + 1)\n", + " sns.boxplot(y=dataframe[col])\n", + " plt.title(f'{col}')\n", + " plt.ylabel('')\n", + " plt.xlabel(col)\n", + " \n", + " plt.tight_layout()\n", + " plt.show()\n", + " else:\n", + " print(\"Нет подходящих числовых столбцов для построения графиков.\")\n", + "\n", + "plot_numeric_boxplots(data, data.columns)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

Видим выбросы в столбцах со средним уровнем глюкозы и в столбце bmi (индекс массы тела). устраним выбросы - поставим верхние и нижние границы

" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def remove_outliers(df):\n", + "\n", + " numeric_columns = ['age', 'avg_glucose_level', 'bmi']\n", + " for column in numeric_columns:\n", + " Q1 = df[column].quantile(0.25)\n", + " Q3 = df[column].quantile(0.75)\n", + " IQR = Q3 - Q1\n", + " lower_bound = Q1 - 1.5 * IQR\n", + " upper_bound = Q3 + 1.5 * IQR\n", + " df[column] = df[column].apply(lambda x: lower_bound if x < lower_bound else upper_bound if x > upper_bound else x)\n", + " return df\n", + " \n", + "data = remove_outliers(data)\n", + "plot_numeric_boxplots(data, data.columns)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

Так, от выбросов избавились, теперь разобьем на выборки

" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Размеры выборок:\n", + "Обучающая выборка: (3577, 10)\n", + "Тестовая выборка: (766, 10)\n", + "Контрольная выборка: (767, 10)\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "# Определение признаков и целевой переменной\n", + "X = data.drop(columns=['id', 'stroke']) \n", + "y = data['stroke'] \n", + "\n", + "# Обучающая выборка\n", + "X_train, X_temp, y_train, y_temp = train_test_split(X, y, test_size=0.3, random_state=42, stratify=y)\n", + "\n", + "# Тестовая и контрольная выборки\n", + "X_test, X_control, y_test, y_control = train_test_split(X_temp, y_temp, test_size=0.5, random_state=42, stratify=y_temp)\n", + "\n", + "print(\"\\nРазмеры выборок:\")\n", + "print(f\"Обучающая выборка: {X_train.shape}\")\n", + "print(f\"Тестовая выборка: {X_test.shape}\")\n", + "print(f\"Контрольная выборка: {X_control.shape}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "stroke\n", + "0 4861\n", + "1 249\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Подсчет количества объектов каждого класса\n", + "class_counts = y.value_counts()\n", + "print(class_counts)\n", + "\n", + "# Визуализация\n", + "sns.barplot(x=class_counts.index, y=class_counts.values)\n", + "plt.title(\"Распределение классов (stroke)\")\n", + "plt.xlabel(\"Класс\")\n", + "plt.ylabel(\"Количество\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Распределение классов до OverSampling:\n", + "stroke\n", + "0 3403\n", + "1 174\n", + "Name: count, dtype: int64\n", + "\n", + "Распределение классов после OverSampling:\n", + "stroke\n", + "0 3403\n", + "1 3403\n", + "Name: count, dtype: int64\n" + ] + }, + { + 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "from imblearn.over_sampling import RandomOverSampler \n", + "\n", + "oversampler = RandomOverSampler(random_state=42)\n", + "X_train_over, y_train_over = oversampler.fit_resample(X_train, y_train)\n", + "\n", + "print(\"Распределение классов до OverSampling:\")\n", + "print(y_train.value_counts())\n", + "print(\"\\nРаспределение классов после OverSampling:\")\n", + "print(y_train_over.value_counts())\n", + "\n", + "# plt.pie(y_train.value_counts())\n", + "\n", + "plt.pie(y_train_over.value_counts())\n", + "# sns.barplot(x=class_counts.index, y=class_counts.values)\n", + "plt.title(\"Распределение классов (stroke)\")\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "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": "3.12.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 6e08b7e69e02a00259ca7beff069f9abf286db5d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=D0=95=D0=BB=D0=B5=D0=BD=D0=B0=20=D0=91=D0=B0=D0=BA=D0=B0?= =?UTF-8?q?=D0=BB=D1=8C=D1=81=D0=BA=D0=B0=D1=8F?= Date: Tue, 26 Nov 2024 23:29:51 +0400 Subject: [PATCH 3/6] =?UTF-8?q?=D0=BE=D1=83...=20=D1=82=D0=B5=D0=BF=D0=B5?= =?UTF-8?q?=D1=80=D1=8C=20=D0=BF=D1=80=D0=B0=D0=B2=D0=B8=D0=BB=D1=8C=D0=BD?= =?UTF-8?q?=D1=8B=D0=B9=20=D0=BF=D0=BE=D0=B4=D1=85=D0=BE=D0=B4=20=D0=BF?= =?UTF-8?q?=D1=80=D0=B8=D0=BC=D0=B5=D0=BD=D0=B8=D0=BB=D0=B0=20=D0=B8=20?= =?UTF-8?q?=D0=B4=D0=B0=D0=BD=D0=BD=D1=8B=D0=B5=20=D1=81=D0=B1=D0=B0=D0=BB?= =?UTF-8?q?=D0=B0=D0=BD=D1=81=D0=B8=D1=80=D0=BE=D0=B2=D0=B0=D0=BD=D1=8B.?= =?UTF-8?q?=20=D0=BF=D0=B5=D1=80=D0=B5=D1=85=D0=BE=D0=B4=D0=B8=D0=BC=20?= =?UTF-8?q?=D0=BA=20=D0=BF=D1=80=D0=B8=D0=B7=D0=BD=D0=B0=D0=BA=D0=B0=D0=BC?= =?UTF-8?q?=20=D0=B8=20=D1=80=D0=B5=D1=88=D0=B5=D0=BD=D0=B8=D1=8E=20=D0=B1?= =?UTF-8?q?=D0=B8=D0=B7=D0=BD=D0=B5=D1=81-=D0=B7=D0=B0=D0=B4=D0=B0=D1=87?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- lab_3/lab3.ipynb | 44 +++++++++++++++++++++++++++----------------- 1 file changed, 27 insertions(+), 17 deletions(-) diff --git a/lab_3/lab3.ipynb b/lab_3/lab3.ipynb index 9eb6596..e008f7d 100644 --- a/lab_3/lab3.ipynb +++ b/lab_3/lab3.ipynb @@ -339,29 +339,28 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 92, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Распределение классов до OverSampling:\n", + "После OverSampling:\n", "stroke\n", "0 3403\n", - "1 174\n", + "1 1701\n", "Name: count, dtype: int64\n", - "\n", - "Распределение классов после OverSampling:\n", + "После комбинированного подхода (Over + Under Sampling):\n", "stroke\n", - "0 3403\n", - "1 3403\n", + "0 1701\n", + "1 1701\n", "Name: count, dtype: int64\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -372,22 +371,33 @@ ], "source": [ "\n", - "from imblearn.over_sampling import RandomOverSampler \n", + "from imblearn.over_sampling import RandomOverSampler\n", + "from imblearn.under_sampling import RandomUnderSampler\n", "\n", - "oversampler = RandomOverSampler(random_state=42)\n", + "# 1. Увеличение меньшинственного класса\n", + "oversampler = RandomOverSampler(sampling_strategy=0.5, random_state=42) # Увеличиваем класс 1 до 50% от класса 0\n", "X_train_over, y_train_over = oversampler.fit_resample(X_train, y_train)\n", "\n", - "print(\"Распределение классов до OverSampling:\")\n", - "print(y_train.value_counts())\n", - "print(\"\\nРаспределение классов после OverSampling:\")\n", + "print(\"После OverSampling:\")\n", "print(y_train_over.value_counts())\n", "\n", - "# plt.pie(y_train.value_counts())\n", + "# 2. Уменьшение большинства\n", + "undersampler = RandomUnderSampler(sampling_strategy=1.0, random_state=42) # Балансируем классы 1:1\n", + "X_train_balanced, y_train_balanced = undersampler.fit_resample(X_train_over, y_train_over)\n", "\n", - "plt.pie(y_train_over.value_counts())\n", - "# sns.barplot(x=class_counts.index, y=class_counts.values)\n", + "print(\"После комбинированного подхода (Over + Under Sampling):\")\n", + "print(y_train_balanced.value_counts())\n", + "\n", + "plt.pie(\n", + " y_train_balanced.value_counts(), \n", + " labels=class_counts.index, # Метки классов (0 и 1)\n", + " autopct='%1.1f%%', # Отображение процентов\n", + " colors=['skyblue', 'lightcoral'], # Цвета для классов\n", + " startangle=45, # Поворот диаграммы\n", + " explode=(0, 0.1) # Небольшое смещение для класса 1\n", + ")\n", "plt.title(\"Распределение классов (stroke)\")\n", - "plt.show()" + "plt.show()\n" ] } ], From 4ca2448febbd0bb6f815e0fa540bf103f430ee87 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=D0=95=D0=BB=D0=B5=D0=BD=D0=B0=20=D0=91=D0=B0=D0=BA=D0=B0?= =?UTF-8?q?=D0=BB=D1=8C=D1=81=D0=BA=D0=B0=D1=8F?= Date: Wed, 27 Nov 2024 22:27:38 +0400 Subject: [PATCH 4/6] =?UTF-8?q?=D1=80=D0=B0=D0=B7=D0=B1=D0=B8=D0=BB=D0=B0?= =?UTF-8?q?=20=D0=BD=D0=B0=20=D1=84=D1=83=D0=BD=D0=BA=D1=86=D0=B8=D0=B8=20?= =?UTF-8?q?=D0=BA=D0=BE=D0=B4,=20=D1=81=D1=82=D0=B0=D0=BB=D0=BE=20=D1=83?= =?UTF-8?q?=D0=B4=D0=BE=D0=B1=D0=BD=D0=B5=D0=B5.=20=D0=BD=D0=B0=D1=87?= =?UTF-8?q?=D0=B0=D0=BB=D0=B0=20=D0=BA=D0=BE=D0=BD=D1=81=D1=82=D1=80=D1=83?= =?UTF-8?q?=D0=B8=D1=80=D0=BE=D0=B2=D0=B0=D0=BD=D0=B8=D0=B5=20=D0=BF=D1=80?= =?UTF-8?q?=D0=B8=D0=B7=D0=BD=D0=B0=D0=BA=D0=BE=D0=B2?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- lab_3/lab3.ipynb | 189 +++++++++++++++++++++++++++++++++-------------- 1 file changed, 134 insertions(+), 55 deletions(-) diff --git a/lab_3/lab3.ipynb b/lab_3/lab3.ipynb index e008f7d..c3eeb23 100644 --- a/lab_3/lab3.ipynb +++ b/lab_3/lab3.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 65, + "execution_count": 96, "metadata": {}, "outputs": [ { @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 100, "metadata": {}, "outputs": [ { @@ -54,24 +54,10 @@ "bmi 201\n", "smoking_status 0\n", "stroke 0\n", - "dtype: int64\n" - ] - } - ], - "source": [ - "print(\"\\nНаличие пропущенных значений:\")\n", - "print(data.isnull().sum())" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ + "dtype: int64\n", + "\n", + "\n", + "\n", "Напишем функцию и сделаем аугментацию данных

" + ] }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 114, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "После OverSampling:\n", + "Данные ДО аугментации в ОБУЧАЮЩЕЙ ВЫБОРКЕ (60-80% данных)\n", + "\n", "stroke\n", - "0 3403\n", - "1 1701\n", + "0 3889\n", + "1 199\n", "Name: count, dtype: int64\n", - "После комбинированного подхода (Over + Under Sampling):\n", + "\n", + "После оверсемплинга\n", + "\n", "stroke\n", - "0 1701\n", - "1 1701\n", + "0 3889\n", + "1 1944\n", + "Name: count, dtype: int64\n", + "\n", + "После балансировки данных (андерсемплинга)\n", + "\n", + "stroke\n", + "0 1944\n", + "1 1944\n", "Name: count, dtype: int64\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", + "text/plain": [ + "
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" ] @@ -374,30 +413,70 @@ "from imblearn.over_sampling import RandomOverSampler\n", "from imblearn.under_sampling import RandomUnderSampler\n", "\n", - "# 1. Увеличение меньшинственного класса\n", - "oversampler = RandomOverSampler(sampling_strategy=0.5, random_state=42) # Увеличиваем класс 1 до 50% от класса 0\n", - "X_train_over, y_train_over = oversampler.fit_resample(X_train, y_train)\n", + "def over_under_sampling(x_selection, y_selection):\n", "\n", - "print(\"После OverSampling:\")\n", - "print(y_train_over.value_counts())\n", + " # сначала увеличение меньшинства\n", "\n", - "# 2. Уменьшение большинства\n", - "undersampler = RandomUnderSampler(sampling_strategy=1.0, random_state=42) # Балансируем классы 1:1\n", - "X_train_balanced, y_train_balanced = undersampler.fit_resample(X_train_over, y_train_over)\n", + " oversampler = RandomOverSampler(sampling_strategy=0.5, random_state=42) \n", + " x_over, y_over = oversampler.fit_resample(x_selection, y_selection) \n", "\n", - "print(\"После комбинированного подхода (Over + Under Sampling):\")\n", - "print(y_train_balanced.value_counts())\n", + " print(\"\\nПосле оверсемплинга\\n\")\n", + " print(y_over.value_counts())\n", "\n", - "plt.pie(\n", - " y_train_balanced.value_counts(), \n", + " # потом уменьшение большинства\n", + "\n", + " undersampler = RandomUnderSampler(sampling_strategy=1.0, random_state=42)\n", + " x_balanced, y_balanced = undersampler.fit_resample(x_over, y_over)\n", + "\n", + " print(\"\\nПосле балансировки данных (андерсемплинга)\\n\")\n", + " print(y_balanced.value_counts())\n", + "\n", + " plt.pie(\n", + " y_balanced.value_counts(), \n", " labels=class_counts.index, # Метки классов (0 и 1)\n", " autopct='%1.1f%%', # Отображение процентов\n", - " colors=['skyblue', 'lightcoral'], # Цвета для классов\n", + " colors=['lightgreen', 'lightcoral'], # Цвета для классов\n", " startangle=45, # Поворот диаграммы\n", - " explode=(0, 0.1) # Небольшое смещение для класса 1\n", - ")\n", - "plt.title(\"Распределение классов (stroke)\")\n", - "plt.show()\n" + " explode=(0, 0.05) # Небольшое смещение для класса 1\n", + " )\n", + " plt.title(\"Распределение классов (stroke)\")\n", + " plt.show()\n", + "\n", + "print(\"Данные ДО аугментации в ОБУЧАЮЩЕЙ ВЫБОРКЕ (60-80% данных)\\n\")\n", + "print(y_train.value_counts())\n", + "over_under_sampling(X_train, y_train)\n", + "\n", + "print(\"Данные ДО аугментации в ТЕСТОВОЙ ВЫБОРКЕ (10-20% данных)\\n\")\n", + "print(y_test.value_counts())\n", + "over_under_sampling(X_test, y_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

Теперь можно и к конструированию признаков приступить) данные ведь сбалансированы (в выборках)

" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

Унитарное кодирование категориальных признаков

Применяем к категориальным (НЕ числовым) признакам: 'gender', 'ever_married', 'work_type', 'Residence_type', 'smoking_status'

" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# One-Hot Encoding\n", + "categorical_columns = ['gender', 'ever_married', 'work_type', 'Residence_type', 'smoking_status']\n", + "X_encoded = pd.get_dummies(X_train, columns=categorical_columns, drop_first=True)\n", + "\n", + "print(\"Данные после унитарного кодирования:\")\n", + "print(X_encoded.head())\n" ] } ], From 34fad2ef0b66da02f09017e6ec30be1171a894d2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=D0=95=D0=BB=D0=B5=D0=BD=D0=B0=20=D0=91=D0=B0=D0=BA=D0=B0?= =?UTF-8?q?=D0=BB=D1=8C=D1=81=D0=BA=D0=B0=D1=8F?= Date: Thu, 28 Nov 2024 00:49:06 +0400 Subject: [PATCH 5/6] =?UTF-8?q?=D0=BB=D0=B0=D0=B1=D0=B0=203=20=D0=B3=D0=BE?= =?UTF-8?q?=D1=82=D0=BE=D0=B2=D0=B0?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- lab_3/csv/generated_features.csv | 4089 ++++++++++++++++++++++++++++++ lab_3/lab3.ipynb | 1286 +++++++++- 2 files changed, 5362 insertions(+), 13 deletions(-) create mode 100644 lab_3/csv/generated_features.csv diff --git a/lab_3/csv/generated_features.csv b/lab_3/csv/generated_features.csv new file mode 100644 index 0000000..a34324c --- /dev/null +++ b/lab_3/csv/generated_features.csv @@ -0,0 +1,4089 @@ +age,hypertension,heart_disease,avg_glucose_level,bmi,gender_Male,gender_Other,ever_married_Yes,work_type_Never_worked,work_type_Private,work_type_Self-employed,work_type_children,Residence_type_Urban,smoking_status_formerly smoked,smoking_status_never smoked,smoking_status_smokes,age_bins,bmi_bins,age_glucose_index,bmi_glucose_ratio +0.5849609375,0,0,0.1233395338658495,0.6333333333333335,False,False,True,False,True,False,False,True,False,True,False,средний,ожирение,3322.08,0.4782545874873574 +0.18212890625,0,0,0.5876354086880401,0.29722222222222217,True,False,False,False,True,False,False,False,False,True,False,ребенок,норма,1833.75,0.17177914110429449 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"cell_type": "markdown", + "metadata": {}, + "source": [ + "

бизнес-цели и 2 задачи, которые нужно решить:
\n", + "Снижение вероятности инсульта у пациентов с высоким риском путем раннего выявления предрасположенности.
\n", + "Оптимизация медицинских услуг, предоставляемых пациентам, с учетом их риска инсульта.


\n", + "Разработать модель, которая прогнозирует вероятность инсульта у пациента.
\n", + "Определить значимые признаки для анализа риска инсульта, чтобы направить усилия медицинских работников на важные факторы.

" + ] + }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 164, "metadata": {}, "outputs": [ { @@ -33,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 165, "metadata": {}, "outputs": [ { @@ -119,7 +130,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 166, "metadata": {}, "outputs": [ { @@ -159,7 +170,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 168, "metadata": {}, "outputs": [ { @@ -174,7 +185,7 @@ } ], "source": [ - "def plot_numeric_boxplots(dataframe, columns):\n", + "def plot_numeric_boxplots(dataframe):\n", " # Фильтрация числовых столбцов\n", " numeric_columns = ['age', 'avg_glucose_level', 'bmi']\n", " \n", @@ -195,7 +206,7 @@ " else:\n", " print(\"Нет подходящих числовых столбцов для построения графиков.\")\n", "\n", - "plot_numeric_boxplots(data, data.columns)" + "plot_numeric_boxplots(data)" ] }, { @@ -207,7 +218,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 170, "metadata": {}, "outputs": [ { @@ -235,7 +246,7 @@ " return df\n", " \n", "data = remove_outliers(data)\n", - "plot_numeric_boxplots(data, data.columns)" + "plot_numeric_boxplots(data)" ] }, { @@ -247,7 +258,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 171, "metadata": {}, "outputs": [ { @@ -283,7 +294,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -332,7 +343,7 @@ }, { "cell_type": "code", - "execution_count": 114, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -469,14 +480,1263 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Данные после унитарного кодирования:\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agehypertensionheart_diseaseavg_glucose_levelbmigender_Malegender_Otherever_married_Yeswork_type_Never_workedwork_type_Privatework_type_Self-employedwork_type_childrenResidence_type_Urbansmoking_status_formerly smokedsmoking_status_never smokedsmoking_status_smokes
84548.00069.2133.1FalseFalseTrueFalseTrueFalseFalseTrueFalseTrueFalse
374415.000122.2521.0TrueFalseFalseFalseTrueFalseFalseFalseFalseTrueFalse
418367.000110.4224.9FalseFalseTrueFalseFalseTrueFalseFalseFalseTrueFalse
340944.00065.4124.8TrueFalseTrueFalseTrueFalseFalseTrueFalseFalseTrue
28414.00082.3431.6TrueFalseFalseFalseFalseFalseFalseTrueFalseFalseFalse
\n", + "
" + ], + "text/plain": [ + " age hypertension heart_disease avg_glucose_level bmi gender_Male \\\n", + "845 48.0 0 0 69.21 33.1 False \n", + "3744 15.0 0 0 122.25 21.0 True \n", + "4183 67.0 0 0 110.42 24.9 False \n", + "3409 44.0 0 0 65.41 24.8 True \n", + "284 14.0 0 0 82.34 31.6 True \n", + "\n", + " gender_Other ever_married_Yes work_type_Never_worked \\\n", + "845 False True False \n", + "3744 False False False \n", + "4183 False True False \n", + "3409 False True False \n", + "284 False False False \n", + "\n", + " work_type_Private work_type_Self-employed work_type_children \\\n", + "845 True False False \n", + "3744 True False False \n", + "4183 False True False \n", + "3409 True False False \n", + "284 False False False \n", + "\n", + " Residence_type_Urban smoking_status_formerly smoked \\\n", + "845 True False \n", + "3744 False False \n", + "4183 False False \n", + "3409 True False \n", + "284 True False \n", + "\n", + " smoking_status_never smoked smoking_status_smokes \n", + "845 True False \n", + "3744 True False \n", + "4183 True False \n", + "3409 False True \n", + "284 False False " + ] + }, + "execution_count": 135, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# One-Hot Encoding\n", "categorical_columns = ['gender', 'ever_married', 'work_type', 'Residence_type', 'smoking_status']\n", "X_encoded = pd.get_dummies(X_train, columns=categorical_columns, drop_first=True)\n", "\n", "print(\"Данные после унитарного кодирования:\")\n", - "print(X_encoded.head())\n" + "X_encoded.head()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

Дискретизация числовых признаков

Числовые признаки, такие как 'age', 'avg_glucose_level', 'bmi', можно разделить на категории (биннинг).

\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Данные после дискретизации:\n" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " age_bins bmi_bins\n", + "845 средний ожирение\n", + "3744 ребенок норма\n", + "4183 пожилой норма\n", + "3409 средний норма\n", + "284 ребенок ожирение\n", + "4796 пожилой ожирение\n", + "1283 пожилой ожирение\n", + "3656 средний ожирение\n", + "2485 ребенок норма\n", + "1282 пожилой ожирение" + ] + }, + "execution_count": 136, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_encoded['age_bins'] = pd.cut(X_encoded['age'], bins=[0, 18, 30, 50, 80], labels=['ребенок', 'молодой', 'средний', 'пожилой'])\n", + "X_encoded['bmi_bins'] = pd.cut(X_encoded['bmi'], bins=[0, 18.5, 25, 30, 50], labels=['низкий', 'норма', 'избыток', 'ожирение'])\n", + "\n", + "print(\"Данные после дискретизации:\")\n", + "X_encoded[['age_bins', 'bmi_bins']].head(10)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

Ручной синтез новых признаков

\n", + "

  • Возрастной индекс глюкозы: age * avg_glucose_level\n", + "
  • Индекс массы тела с поправкой на глюкозу: bmi / avg_glucose_level

    \n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Данные после синтеза новых признаков:\n" + ] + }, + { + "data": { + "text/html": [ + "
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    age_glucose_indexbmi_glucose_ratio
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    " + ], + "text/plain": [ + " age_glucose_index bmi_glucose_ratio\n", + "845 3322.0800 0.478255\n", + "3744 1833.7500 0.171779\n", + "4183 7398.1400 0.225503\n", + "3409 2878.0400 0.379147\n", + "284 1152.7600 0.383775\n", + "4796 5204.1700 0.528826\n", + "1283 9478.3500 0.295779\n", + "3656 3164.2800 0.504380\n", + "2485 987.5600 0.345903\n", + "1282 8975.9475 0.188949" + ] + }, + "execution_count": 137, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_encoded['age_glucose_index'] = X_encoded['age'] * X_encoded['avg_glucose_level']\n", + "X_encoded['bmi_glucose_ratio'] = X_encoded['bmi'] / X_encoded['avg_glucose_level']\n", + "\n", + "print(\"Данные после синтеза новых признаков:\")\n", + "X_encoded[['age_glucose_index', 'bmi_glucose_ratio']].head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

    Масштабирование признаков

    Применяем нормализацию (для сжатия в диапазон [0, 1]) и стандартизацию (для приведения к среднему 0 и стандартному отклонению 1)

    " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Данные после нормализации:\n", + " age hypertension heart_disease avg_glucose_level bmi \\\n", + "845 0.584961 0 0 0.123340 0.633333 \n", + "3744 0.182129 0 0 0.587635 0.297222 \n", + "4183 0.816895 0 0 0.484079 0.405556 \n", + "3409 0.536133 0 0 0.090076 0.402778 \n", + "284 0.169922 0 0 0.238276 0.591667 \n", + "4796 0.890137 1 0 0.141547 0.761111 \n", + "1283 0.768066 1 1 0.834490 0.950000 \n", + "3656 0.511719 0 0 0.177000 0.769444 \n", + "2485 0.169922 0 0 0.134982 0.391667 \n", + "1282 0.645996 0 1 1.000000 0.602778 \n", + "\n", + " gender_Male gender_Other ever_married_Yes work_type_Never_worked \\\n", + "845 False False True False \n", + "3744 True False False False \n", + "4183 False False True False \n", + "3409 True False True False \n", + "284 True False False False \n", + "4796 True False False False \n", + "1283 True False True False \n", + "3656 False False True False \n", + "2485 False False False False \n", + "1282 True False True False \n", + "\n", + " work_type_Private work_type_Self-employed work_type_children \\\n", + "845 True False False \n", + "3744 True False False \n", + "4183 False True False \n", + "3409 True False False \n", + "284 False False False \n", + "4796 False False False \n", + "1283 True False False \n", + "3656 False True False \n", + "2485 True False False \n", + "1282 True False False \n", + "\n", + " Residence_type_Urban smoking_status_formerly smoked \\\n", + "845 True False \n", + "3744 False False \n", + "4183 False False \n", + "3409 True False \n", + "284 True False \n", + "4796 True False \n", + "1283 True True \n", + "3656 False False \n", + "2485 False True \n", + "1282 False False \n", + "\n", + " smoking_status_never smoked smoking_status_smokes age_bins bmi_bins \\\n", + "845 True False средний ожирение \n", + "3744 True False ребенок норма \n", + "4183 True False пожилой норма \n", + "3409 False True средний норма \n", + "284 False False ребенок ожирение \n", + "4796 True False пожилой ожирение \n", + "1283 False False пожилой ожирение \n", + "3656 True False средний ожирение \n", + "2485 False False ребенок норма \n", + "1282 False False пожилой ожирение \n", + "\n", + " age_glucose_index bmi_glucose_ratio \n", + "845 3322.0800 0.478255 \n", + "3744 1833.7500 0.171779 \n", + "4183 7398.1400 0.225503 \n", + "3409 2878.0400 0.379147 \n", + "284 1152.7600 0.383775 \n", + "4796 5204.1700 0.528826 \n", + "1283 9478.3500 0.295779 \n", + "3656 3164.2800 0.504380 \n", + "2485 987.5600 0.345903 \n", + "1282 8975.9475 0.188949 \n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from sklearn.preprocessing import MinMaxScaler, StandardScaler\n", + "\n", + "scaler = MinMaxScaler()\n", + "standardizer = StandardScaler()\n", + "\n", + "# Нормализация\n", + "X_encoded[['age', 'avg_glucose_level', 'bmi']] = scaler.fit_transform(X_encoded[['age', 'avg_glucose_level', 'bmi']])\n", + "print(\"Данные после нормализации:\\n\", X_encoded.head(10))\n", + "\n", + "# # Стандартизация\n", + "# X_encoded[['age', 'avg_glucose_level', 'bmi']] = standardizer.fit_transform(X_encoded[['age', 'avg_glucose_level', 'bmi']])\n", + "# print(\"Данные после стандартизации:\\n\", X_encoded.head(10))\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

    Конструирование признаков с применением фреймворка Featuretools

    " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Столбцы в data: ['age', 'hypertension', 'heart_disease', 'avg_glucose_level', 'bmi', 'gender_Male', 'gender_Other', 'ever_married_Yes', 'work_type_Never_worked', 'work_type_Private', 'work_type_Self-employed', 'work_type_children', 'Residence_type_Urban', 'smoking_status_formerly smoked', 'smoking_status_never smoked', 'smoking_status_smokes', 'age_bins', 'bmi_bins', 'age_glucose_index', 'bmi_glucose_ratio']\n", + "age 0\n", + "hypertension 0\n", + "heart_disease 0\n", + "avg_glucose_level 0\n", + "bmi 0\n", + "gender_Male 0\n", + "gender_Other 0\n", + "ever_married_Yes 0\n", + "work_type_Never_worked 0\n", + "work_type_Private 0\n", + "work_type_Self-employed 0\n", + "work_type_children 0\n", + "Residence_type_Urban 0\n", + "smoking_status_formerly smoked 0\n", + "smoking_status_never smoked 0\n", + "smoking_status_smokes 0\n", + "age_bins 87\n", + "bmi_bins 0\n", + "age_glucose_index 0\n", + "bmi_glucose_ratio 0\n", + "dtype: int64\n", + "Сгенерированные признаки:\n", + " age hypertension heart_disease avg_glucose_level bmi \\\n", + "id \n", + "0 0.584961 0 0 0.123340 0.633333 \n", + "1 0.182129 0 0 0.587635 0.297222 \n", + "2 0.816895 0 0 0.484079 0.405556 \n", + "3 0.536133 0 0 0.090076 0.402778 \n", + "4 0.169922 0 0 0.238276 0.591667 \n", + "\n", + " gender_Male gender_Other ever_married_Yes work_type_Never_worked \\\n", + "id \n", + "0 False False True False \n", + "1 True False False False \n", + "2 False False True False \n", + "3 True False True False \n", + "4 True False False False \n", + "\n", + " work_type_Private work_type_Self-employed work_type_children \\\n", + "id \n", + "0 True False False \n", + "1 True False False \n", + "2 False True False \n", + "3 True False False \n", + "4 False False False \n", + "\n", + " Residence_type_Urban smoking_status_formerly smoked \\\n", + "id \n", + "0 True False \n", + "1 False False \n", + "2 False False \n", + "3 True False \n", + "4 True False \n", + "\n", + " smoking_status_never smoked smoking_status_smokes age_bins bmi_bins \\\n", + "id \n", + "0 True False средний ожирение \n", + "1 True False ребенок норма \n", + "2 True False пожилой норма \n", + "3 False True средний норма \n", + "4 False False ребенок ожирение \n", + "\n", + " age_glucose_index bmi_glucose_ratio \n", + "id \n", + "0 3322.08 0.478255 \n", + "1 1833.75 0.171779 \n", + "2 7398.14 0.225503 \n", + "3 2878.04 0.379147 \n", + "4 1152.76 0.383775 \n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_3\\venv\\Lib\\site-packages\\featuretools\\entityset\\entityset.py:1733: UserWarning: index id not found in dataframe, creating new integer column\n", + " warnings.warn(\n", + "d:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_3\\venv\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "d:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_3\\venv\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "d:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_3\\venv\\Lib\\site-packages\\featuretools\\synthesis\\deep_feature_synthesis.py:169: UserWarning: Only one dataframe in entityset, changing max_depth to 1 since deeper features cannot be created\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/html": [ + "
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    id
    00.584961000.1233400.633333FalseFalseTrueFalseTrueFalseFalseTrueFalseTrueFalseсреднийожирение3322.080.478255
    10.182129000.5876350.297222TrueFalseFalseFalseTrueFalseFalseFalseFalseTrueFalseребенокнорма1833.750.171779
    20.816895000.4840790.405556FalseFalseTrueFalseFalseTrueFalseFalseFalseTrueFalseпожилойнорма7398.140.225503
    30.536133000.0900760.402778TrueFalseTrueFalseTrueFalseFalseTrueFalseFalseTrueсреднийнорма2878.040.379147
    40.169922000.2382760.591667TrueFalseFalseFalseFalseFalseFalseTrueFalseFalseFalseребенокожирение1152.760.383775
    ...............................................................
    40830.548340000.3303640.688889FalseFalseTrueFalseTrueFalseFalseTrueTrueFalseFalseсреднийожирение4178.700.377988
    40840.194336000.5107780.255556FalseFalseFalseFalseFalseFalseTrueFalseFalseFalseFalseребенокнорма1815.520.171852
    40850.743652000.2059740.719444FalseFalseTrueFalseTrueFalseFalseFalseTrueFalseFalseпожилойожирение4797.650.460267
    40860.377441000.1657070.436111TrueFalseTrueFalseTrueFalseFalseTrueFalseFalseFalseсреднийизбыток2295.550.351114
    40870.072266000.3145200.327778FalseFalseFalseFalseFalseFalseTrueTrueFalseFalseFalseребенокнорма546.300.242724
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    4088 rows × 20 columns

    \n", + "
    " + ], + "text/plain": [ + " age hypertension heart_disease avg_glucose_level bmi \\\n", + "id \n", + "0 0.584961 0 0 0.123340 0.633333 \n", + "1 0.182129 0 0 0.587635 0.297222 \n", + "2 0.816895 0 0 0.484079 0.405556 \n", + "3 0.536133 0 0 0.090076 0.402778 \n", + "4 0.169922 0 0 0.238276 0.591667 \n", + "... ... ... ... ... ... \n", + "4083 0.548340 0 0 0.330364 0.688889 \n", + "4084 0.194336 0 0 0.510778 0.255556 \n", + "4085 0.743652 0 0 0.205974 0.719444 \n", + "4086 0.377441 0 0 0.165707 0.436111 \n", + "4087 0.072266 0 0 0.314520 0.327778 \n", + "\n", + " gender_Male gender_Other ever_married_Yes work_type_Never_worked \\\n", + "id \n", + "0 False False True False \n", + "1 True False False False \n", + "2 False False True False \n", + "3 True False True False \n", + "4 True False False False \n", + "... ... ... ... ... \n", + "4083 False False True False \n", + "4084 False False False False \n", + "4085 False False True False \n", + "4086 True False True False \n", + "4087 False False False False \n", + "\n", + " work_type_Private work_type_Self-employed work_type_children \\\n", + "id \n", + "0 True False False \n", + "1 True False False \n", + "2 False True False \n", + "3 True False False \n", + "4 False False False \n", + "... ... ... ... \n", + "4083 True False False \n", + "4084 False False True \n", + "4085 True False False \n", + "4086 True False False \n", + "4087 False False True \n", + "\n", + " Residence_type_Urban smoking_status_formerly smoked \\\n", + "id \n", + "0 True False \n", + "1 False False \n", + "2 False False \n", + "3 True False \n", + "4 True False \n", + "... ... ... \n", + "4083 True True \n", + "4084 False False \n", + "4085 False True \n", + "4086 True False \n", + "4087 True False \n", + "\n", + " smoking_status_never smoked smoking_status_smokes age_bins bmi_bins \\\n", + "id \n", + "0 True False средний ожирение \n", + "1 True False ребенок норма \n", + "2 True False пожилой норма \n", + "3 False True средний норма \n", + "4 False False ребенок ожирение \n", + "... ... ... ... ... \n", + "4083 False False средний ожирение \n", + "4084 False False ребенок норма \n", + "4085 False False пожилой ожирение \n", + "4086 False False средний избыток \n", + "4087 False False ребенок норма \n", + "\n", + " age_glucose_index bmi_glucose_ratio \n", + "id \n", + "0 3322.08 0.478255 \n", + "1 1833.75 0.171779 \n", + "2 7398.14 0.225503 \n", + "3 2878.04 0.379147 \n", + "4 1152.76 0.383775 \n", + "... ... ... \n", + "4083 4178.70 0.377988 \n", + "4084 1815.52 0.171852 \n", + "4085 4797.65 0.460267 \n", + "4086 2295.55 0.351114 \n", + "4087 546.30 0.242724 \n", + "\n", + "[4088 rows x 20 columns]" + ] + }, + "execution_count": 145, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import featuretools as ft\n", + "\n", + "print(\"Столбцы в data:\", X_encoded.columns.tolist())\n", + "print(X_encoded.isnull().sum())\n", + "\n", + "# Создание EntitySet (основная структура для Featuretools)\n", + "entity = ft.EntitySet(id=\"stroke_prediction\")\n", + "\n", + "entity = entity.add_dataframe(\n", + " dataframe_name=\"data\", \n", + " dataframe=X_encoded, \n", + " index=\"id\",\n", + ")\n", + "\n", + "# Генерация новых признаков\n", + "feature_matrix, feature_defs = ft.dfs(\n", + " entityset=entity,\n", + " target_dataframe_name=\"data\", # Основная таблица\n", + " max_depth=2 # Уровень вложенности\n", + ")\n", + "\n", + "print(\"Сгенерированные признаки:\")\n", + "print(feature_matrix.head())\n", + "\n", + "# Сохранение результатов\n", + "feature_matrix.to_csv(\"./csv/generated_features.csv\", index=False)\n", + "feature_matrix" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

    Самое время оценить качество работы модели

    " + ] + }, + { + "cell_type": "code", + "execution_count": 174, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Время обучения модели: 0.33 секунд\n", + "ROC-AUC: 0.84\n", + "F1-Score: 0.00\n", + "Матрица ошибок:\n", + "[[486 0]\n", + " [ 25 0]]\n", + "Отчет по классификации:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.95 1.00 0.97 486\n", + " 1 0.00 0.00 0.00 25\n", + "\n", + " accuracy 0.95 511\n", + " macro avg 0.48 0.50 0.49 511\n", + "weighted avg 0.90 0.95 0.93 511\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_3\\venv\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1531: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n", + "d:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_3\\venv\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1531: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n", + "d:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_3\\venv\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1531: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n" + ] + }, + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import time\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.metrics import roc_auc_score, f1_score, confusion_matrix, classification_report\n", + "\n", + "# Разделение данных на обучающую и тестовую выборки\n", + "X = data.drop(columns=['id', 'stroke']) # Признаки\n", + "y = data['stroke'] # Целевая переменная\n", + "\n", + "# Преобразование категориальных признаков с помощью One-Hot Encoding\n", + "categorical_columns = ['gender', 'ever_married', 'work_type', 'Residence_type', 'smoking_status']\n", + "X = pd.get_dummies(X, columns=categorical_columns, drop_first=True)\n", + "\n", + "# Заполнение пропущенных значений (например, медианой для числовых данных)\n", + "X.fillna(X.median(), inplace=True)\n", + "\n", + "# Разделение данных на обучающую и тестовую выборки\n", + "# Обучающая выборка\n", + "X_train, X_temp, y_train, y_temp = train_test_split(X, y, test_size=0.2, random_state=42, stratify=y)\n", + "\n", + "# Тестовая и контрольная выборки\n", + "X_test, X_control, y_test, y_control = train_test_split(X_temp, y_temp, test_size=0.5, random_state=42, stratify=y_temp)\n", + "\n", + "# Обучение модели\n", + "model = RandomForestClassifier(random_state=42)\n", + "\n", + "# Начинаем отсчет времени\n", + "start_time = time.time()\n", + "model.fit(X_train, y_train)\n", + "\n", + "# Время обучения модели\n", + "train_time = time.time() - start_time\n", + "\n", + "# Предсказания и оценка модели\n", + "y_pred = model.predict(X_test)\n", + "y_pred_proba = model.predict_proba(X_test)[:, 1] # Вероятности для ROC-AUC\n", + "\n", + "# Метрики\n", + "roc_auc = roc_auc_score(y_test, y_pred_proba)\n", + "f1 = f1_score(y_test, y_pred)\n", + "conf_matrix = confusion_matrix(y_test, y_pred)\n", + "class_report = classification_report(y_test, y_pred)\n", + "\n", + "# Вывод результатов\n", + "print(f'Время обучения модели: {train_time:.2f} секунд')\n", + "print(f'ROC-AUC: {roc_auc:.2f}')\n", + "print(f'F1-Score: {f1:.2f}')\n", + "print('Матрица ошибок:')\n", + "print(conf_matrix)\n", + "print('Отчет по классификации:')\n", + "print(class_report)\n", + "\n", + "# Визуализация матрицы ошибок\n", + "plt.figure(figsize=(7, 7))\n", + "sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='Blues', xticklabels=['Нет инсульта', 'Инсульт'], yticklabels=['Нет инсульта', 'Инсульт'])\n", + "plt.title('Матрица ошибок')\n", + "plt.xlabel('Предсказанный класс')\n", + "plt.ylabel('Истинный класс')\n", + "plt.show()\n", + "\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(y_test, y_pred, alpha=0.5, color='blue', label='Прогнозы модели')\n", + "plt.plot([0, 1], [0, 1], 'k--', lw=2, label='Идеальное совпадение')\n", + "plt.xlabel('Фактический статус инсульта')\n", + "plt.ylabel('Прогнозируемый статус инсульта')\n", + "plt.title('Фактический статус инсульта по сравнению с прогнозируемым')\n", + "plt.legend()\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

    в общем, вышло так, что пока что моя модель может предсказать ОТСУТСТВИЕ инсульта с высокой точностью, но вообще не может предсказать его наличие... целей пока не достигаем, задачи не решаем(

    " ] } ], From 67e23311ef5ccc3619aa279611a0183c078a8bf8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=D0=95=D0=BB=D0=B5=D0=BD=D0=B0=20=D0=91=D0=B0=D0=BA=D0=B0?= =?UTF-8?q?=D0=BB=D1=8C=D1=81=D0=BA=D0=B0=D1=8F?= Date: Thu, 28 Nov 2024 23:40:59 +0400 Subject: [PATCH 6/6] =?UTF-8?q?=D0=B2=D0=BE=D1=82=20=D0=BA=D0=BE=D0=BF?= =?UTF-8?q?=D0=B8=D1=8F=20=D0=BD=D0=BE=D1=82=D0=B5=D0=B1=D1=83=D0=BA=D0=B0?= =?UTF-8?q?,=20=D0=B5=D0=B5=20=D0=BC=D0=BE=D0=B6=D0=B5=D0=BE=20=D0=BF?= =?UTF-8?q?=D1=80=D0=BE=D0=B2=D0=B5=D1=80=D1=8F=D1=82=D1=8C?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- lab_3/csv/generated_features.csv | 8010 ++++++++++++------------- lab_3/csv/generated_features_copy.csv | 5111 ++++++++++++++++ lab_3/lab3 copy.ipynb | 2654 ++++++++ 3 files changed, 11770 insertions(+), 4005 deletions(-) create mode 100644 lab_3/csv/generated_features_copy.csv create mode 100644 lab_3/lab3 copy.ipynb diff --git a/lab_3/csv/generated_features.csv b/lab_3/csv/generated_features.csv index a34324c..6bd12e7 100644 --- a/lab_3/csv/generated_features.csv +++ b/lab_3/csv/generated_features.csv @@ -1,4089 +1,4089 @@ age,hypertension,heart_disease,avg_glucose_level,bmi,gender_Male,gender_Other,ever_married_Yes,work_type_Never_worked,work_type_Private,work_type_Self-employed,work_type_children,Residence_type_Urban,smoking_status_formerly smoked,smoking_status_never smoked,smoking_status_smokes,age_bins,bmi_bins,age_glucose_index,bmi_glucose_ratio -0.5849609375,0,0,0.1233395338658495,0.6333333333333335,False,False,True,False,True,False,False,True,False,True,False,средний,ожирение,3322.08,0.4782545874873574 -0.18212890625,0,0,0.5876354086880401,0.29722222222222217,True,False,False,False,True,False,False,False,False,True,False,ребенок,норма,1833.75,0.17177914110429449 -0.81689453125,0,0,0.48407922092132605,0.40555555555555556,False,False,True,False,False,True,False,False,False,True,False,пожилой,норма,7398.14,0.22550262633580873 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+Male,75.0,1,0,True,Private,Urban,169.35750000000002,25.8,smokes,1 +Female,60.0,0,0,False,Private,Urban,89.22,37.8,never smoked,1 +Male,57.0,0,1,False,Govt_job,Urban,169.35750000000002,28.1,Unknown,1 +Female,71.0,0,0,True,Govt_job,Rural,169.35750000000002,22.4,smokes,1 +Female,52.0,1,0,True,Self-employed,Urban,169.35750000000002,46.29999999999999,never smoked,1 +Female,79.0,0,0,True,Self-employed,Urban,169.35750000000002,26.6,never smoked,1 +Male,82.0,0,1,True,Private,Rural,169.35750000000002,32.5,Unknown,1 +Male,71.0,0,0,True,Private,Urban,102.87,27.2,formerly smoked,1 +Male,80.0,0,0,True,Self-employed,Rural,104.12,23.5,never smoked,1 +Female,65.0,0,0,True,Private,Rural,100.98,28.2,formerly smoked,1 +Male,58.0,0,0,True,Private,Rural,169.35750000000002,28.1,Unknown,1 +Male,69.0,0,1,True,Self-employed,Urban,169.35750000000002,28.3,smokes,1 +Male,59.0,0,0,True,Private,Rural,169.35750000000002,28.1,formerly smoked,1 +Male,57.0,1,0,True,Private,Urban,169.35750000000002,44.2,smokes,1 +Male,42.0,0,0,True,Private,Rural,83.41,25.4,Unknown,1 +Female,82.0,1,0,True,Self-employed,Urban,169.35750000000002,22.2,never smoked,1 +Male,80.0,0,1,True,Self-employed,Urban,169.35750000000002,30.5,formerly smoked,1 +Male,48.0,0,0,False,Govt_job,Urban,84.2,29.7,never smoked,1 +Female,82.0,1,1,False,Private,Rural,84.03,26.5,formerly smoked,1 +Male,74.0,0,0,True,Private,Rural,169.35750000000002,33.7,formerly smoked,1 +Female,72.0,1,0,True,Private,Rural,74.63,23.1,formerly smoked,1 +Male,58.0,0,0,False,Private,Rural,92.62,32.0,Unknown,1 +Female,49.0,0,0,True,Private,Urban,60.91,29.9,never smoked,1 +Male,78.0,0,0,True,Private,Rural,78.03,23.9,formerly smoked,1 +Male,54.0,0,0,True,Private,Urban,71.22,28.5,never smoked,1 +Male,82.0,0,1,True,Private,Urban,144.9,26.4,smokes,1 +Female,63.0,0,0,True,Private,Urban,90.9,28.1,formerly smoked,1 +Male,60.0,1,0,True,Govt_job,Urban,169.35750000000002,20.2,smokes,1 +Male,76.0,1,0,True,Private,Rural,169.35750000000002,33.6,never smoked,1 +Female,75.0,0,1,False,Self-employed,Urban,109.78,28.1,Unknown,1 +Female,58.0,0,0,True,Private,Urban,107.26,38.6,formerly smoked,1 +Male,81.0,0,0,True,Self-employed,Urban,99.33,33.7,never smoked,1 +Female,39.0,1,0,True,Private,Rural,58.09,39.2,smokes,1 +Female,76.0,0,0,False,Private,Urban,89.96,28.1,Unknown,1 +Male,78.0,1,0,True,Private,Urban,75.32,28.1,formerly smoked,1 +Female,79.0,0,1,True,Private,Rural,127.29,27.7,never smoked,1 +Female,77.0,1,0,True,Self-employed,Urban,124.13,31.4,never smoked,1 +Female,63.0,0,0,True,Govt_job,Urban,169.35750000000002,28.1,never smoked,1 +Male,63.0,0,1,True,Private,Rural,169.35750000000002,36.5,formerly smoked,1 +Female,82.0,0,0,True,Private,Rural,59.32,33.2,never smoked,1 +Male,78.0,0,0,True,Private,Urban,169.35750000000002,28.1,formerly smoked,1 +Male,73.0,1,0,True,Self-employed,Urban,169.35750000000002,32.8,never smoked,1 +Female,54.0,1,0,True,Govt_job,Urban,169.35750000000002,27.7,never smoked,1 +Female,56.0,0,0,True,Private,Urban,169.35750000000002,40.4,formerly smoked,1 +Female,80.0,1,0,True,Private,Rural,74.9,22.2,never smoked,1 +Female,67.0,1,0,True,Self-employed,Rural,61.94,25.3,smokes,1 +Female,45.0,0,0,True,Private,Rural,93.72,30.2,formerly smoked,1 +Male,75.0,0,0,True,Private,Urban,104.72,28.1,Unknown,1 +Male,78.0,1,0,False,Private,Urban,113.01,24.0,never smoked,1 +Female,70.0,0,0,True,Private,Urban,169.35750000000002,46.29999999999999,never smoked,1 +Male,76.0,0,0,True,Private,Urban,104.47,20.3,Unknown,1 +Male,59.0,0,0,True,Private,Urban,86.23,30.0,formerly smoked,1 +Female,80.0,1,0,True,Self-employed,Rural,72.67,28.9,never smoked,1 +Female,76.0,0,0,True,Govt_job,Rural,62.57,28.1,formerly smoked,1 +Female,67.0,1,0,True,Private,Rural,169.35750000000002,28.1,formerly smoked,1 +Female,66.0,1,0,True,Govt_job,Rural,116.55,31.1,formerly smoked,1 +Male,63.0,0,0,True,Private,Rural,169.35750000000002,27.4,never smoked,1 +Female,52.0,0,0,True,Private,Rural,96.59,26.4,never smoked,1 +Female,80.0,0,1,True,Self-employed,Rural,66.72,21.7,formerly smoked,1 +Male,80.0,1,0,True,Private,Urban,169.35750000000002,27.0,never smoked,1 +Female,79.0,0,0,True,Private,Urban,110.85,24.1,formerly smoked,1 +Female,51.0,0,0,True,Private,Urban,165.31,28.1,never smoked,1 +Male,43.0,0,0,True,Self-employed,Urban,143.43,45.9,Unknown,1 +Male,59.0,0,0,True,Private,Rural,96.16,44.1,Unknown,1 +Female,66.0,0,0,True,Self-employed,Urban,101.45,28.1,Unknown,1 +Female,79.0,0,0,False,Private,Rural,88.92,22.9,never smoked,1 +Female,68.0,1,0,False,Self-employed,Urban,79.79,29.7,never smoked,1 +Male,58.0,0,0,True,Private,Urban,71.2,28.1,Unknown,1 +Male,54.0,0,0,True,Private,Rural,96.97,29.1,smokes,1 +Male,61.0,0,1,True,Private,Rural,111.81,27.3,smokes,1 +Female,70.0,0,1,True,Private,Rural,59.35,32.3,formerly smoked,1 +Male,47.0,0,0,True,Private,Urban,86.94,41.1,formerly smoked,1 +Male,74.0,0,0,True,Private,Urban,98.55,25.6,Unknown,1 +Female,79.0,0,1,True,Private,Urban,169.35750000000002,29.8,never smoked,1 +Male,81.0,0,0,True,Private,Urban,72.81,26.3,never smoked,1 +Female,57.0,0,0,False,Self-employed,Urban,68.02,37.5,never smoked,1 +Female,80.0,1,0,True,Self-employed,Urban,68.56,26.2,Unknown,1 +Male,45.0,0,0,True,Private,Rural,64.14,29.4,never smoked,1 +Female,78.0,0,0,True,Private,Rural,169.35750000000002,32.3,never smoked,1 +Female,70.0,0,0,True,Self-employed,Rural,76.34,24.4,formerly smoked,1 +Male,58.0,0,1,True,Private,Rural,169.35750000000002,31.4,smokes,1 +Male,57.0,1,0,True,Govt_job,Urban,78.92,27.7,formerly smoked,1 +Female,69.0,0,0,True,Govt_job,Urban,82.81,28.0,never smoked,1 +Male,64.0,0,1,True,Govt_job,Urban,74.1,28.8,Unknown,1 +Female,77.0,0,0,True,Govt_job,Rural,169.35750000000002,31.4,never smoked,1 +Female,74.0,0,0,True,Private,Rural,169.35750000000002,34.6,formerly smoked,1 +Female,81.0,0,1,True,Self-employed,Rural,78.7,19.4,Unknown,1 +Female,57.0,0,0,True,Govt_job,Urban,110.52,28.5,Unknown,1 +Male,58.0,0,0,True,Private,Urban,82.3,28.1,smokes,1 +Female,50.0,1,0,True,Private,Rural,73.18,30.3,formerly smoked,1 +Female,54.0,0,0,True,Self-employed,Rural,169.35750000000002,40.4,smokes,1 +Female,79.0,0,0,True,Private,Rural,93.05,24.2,never smoked,1 +Female,53.0,0,0,True,Govt_job,Urban,64.17,41.5,never smoked,1 +Male,79.0,0,1,True,Private,Rural,129.98,22.6,formerly smoked,1 +Male,80.0,0,1,True,Private,Urban,68.53,24.2,smokes,1 +Female,76.0,0,0,True,Self-employed,Urban,106.41,28.1,formerly smoked,1 +Female,45.0,0,0,True,Private,Rural,169.35750000000002,46.29999999999999,never smoked,1 +Female,68.0,0,0,False,Govt_job,Urban,82.1,27.1,Unknown,1 +Male,71.0,1,1,False,Govt_job,Rural,169.35750000000002,30.9,never smoked,1 +Male,61.0,1,0,True,Self-employed,Rural,76.11,27.3,smokes,1 +Male,74.0,0,0,True,Private,Urban,72.96,31.3,smokes,1 +Female,38.0,0,0,False,Self-employed,Urban,82.28,24.0,formerly smoked,1 +Female,77.0,0,0,True,Private,Urban,105.22,31.0,never smoked,1 +Female,58.0,0,0,True,Private,Rural,59.86,28.0,formerly smoked,1 +Female,53.0,1,0,True,Private,Urban,62.55,30.3,Unknown,1 +Male,80.0,0,0,True,Private,Rural,169.35750000000002,31.7,smokes,1 +Male,56.0,1,0,True,Private,Rural,169.35750000000002,35.8,never smoked,1 +Female,72.0,0,0,True,Private,Urban,169.35750000000002,28.1,Unknown,1 +Female,72.0,0,0,True,Govt_job,Urban,131.41,28.4,never smoked,1 +Male,78.0,1,0,True,Self-employed,Urban,93.13,28.1,formerly smoked,1 +Female,80.0,0,0,True,Private,Urban,73.54,24.0,Unknown,1 +Male,82.0,0,0,True,Govt_job,Urban,169.35750000000002,29.0,formerly smoked,1 +Female,75.0,0,0,True,Govt_job,Urban,62.48,28.1,Unknown,1 +Female,73.0,1,0,True,Private,Rural,169.35750000000002,36.5,never smoked,1 +Female,78.0,1,0,False,Private,Urban,130.54,20.1,never smoked,1 +Male,69.0,1,0,False,Private,Rural,169.35750000000002,36.5,never smoked,1 +Female,38.0,0,0,True,Private,Rural,101.45,28.1,formerly smoked,1 +Female,68.0,1,0,True,Self-employed,Rural,169.35750000000002,26.7,never smoked,1 +Female,71.0,0,0,True,Govt_job,Urban,169.35750000000002,38.7,never smoked,1 +Male,76.0,0,0,True,Private,Urban,140.1,29.9,formerly smoked,1 +Female,76.0,0,0,True,Private,Urban,169.35750000000002,34.9,Unknown,1 +Male,76.0,1,0,True,Self-employed,Rural,169.35750000000002,27.0,formerly smoked,1 +Female,75.0,0,0,True,Private,Rural,169.35750000000002,26.6,Unknown,1 +Male,82.0,0,1,True,Govt_job,Rural,103.68,25.0,never smoked,1 +Female,59.0,0,0,True,Private,Rural,116.44,23.8,smokes,1 +Female,74.0,1,0,True,Private,Urban,70.28,21.8,never smoked,1 +Female,69.0,1,1,False,Self-employed,Urban,72.17,36.8,never smoked,1 +Female,72.0,1,0,True,Private,Urban,169.35750000000002,30.0,never smoked,1 +Male,66.0,0,0,True,Private,Urban,151.16,27.5,formerly smoked,1 +Male,65.0,0,0,True,Self-employed,Urban,68.43,28.1,formerly smoked,1 +Female,78.0,0,0,True,Private,Urban,67.29,24.6,never smoked,1 +Female,57.0,1,0,True,Govt_job,Rural,67.41,32.9,never smoked,1 +Female,70.0,0,1,True,Private,Rural,169.35750000000002,26.1,never smoked,1 +Female,79.0,0,0,True,Private,Rural,169.35750000000002,28.1,Unknown,1 +Male,68.0,0,1,True,Private,Urban,169.35750000000002,31.9,formerly smoked,1 +Female,80.0,0,0,True,Self-employed,Urban,76.57,34.1,never smoked,1 +Male,68.0,0,0,True,Self-employed,Urban,77.82,27.5,smokes,1 +Female,55.0,0,0,True,Self-employed,Rural,92.98,25.6,never smoked,1 +Female,77.0,0,1,True,Private,Rural,169.35750000000002,36.9,never smoked,1 +Female,50.0,0,0,True,Private,Rural,102.16,31.4,smokes,1 +Female,57.0,0,0,True,Private,Urban,169.35750000000002,37.3,smokes,1 +Female,71.0,0,0,True,Self-employed,Urban,169.35750000000002,34.1,formerly smoked,1 +Female,81.0,1,0,True,Self-employed,Rural,74.02,25.0,never smoked,1 +Female,76.0,0,0,True,Private,Urban,57.92,28.1,formerly smoked,1 +Male,71.0,0,1,True,Private,Urban,81.76,28.1,smokes,1 +Female,1.32,0,0,False,children,Urban,70.37,28.1,Unknown,1 +Female,78.0,1,0,False,Private,Urban,169.35750000000002,45.7,never smoked,1 +Female,70.0,1,0,True,Self-employed,Urban,89.13,34.2,formerly smoked,1 +Male,78.0,0,0,True,Self-employed,Urban,133.19,23.6,formerly smoked,1 +Female,56.0,0,0,True,Govt_job,Rural,162.23,27.3,Unknown,1 +Male,79.0,1,0,True,Private,Rural,75.02,28.1,never smoked,1 +Female,79.0,1,0,False,Govt_job,Urban,98.02,22.3,formerly smoked,1 +Male,81.0,0,0,True,Self-employed,Rural,91.54,31.4,never smoked,1 +Male,64.0,0,0,True,Self-employed,Rural,111.98,28.1,formerly smoked,1 +Female,79.0,1,1,False,Self-employed,Rural,60.94,28.1,never smoked,1 +Female,60.0,0,0,True,Private,Urban,97.43,26.4,smokes,1 +Female,80.0,1,0,True,Self-employed,Rural,91.02,32.9,formerly smoked,1 +Female,78.0,0,0,True,Self-employed,Rural,60.67,28.1,formerly smoked,1 +Male,72.0,1,0,True,Self-employed,Rural,169.35750000000002,37.1,never smoked,1 +Female,80.0,0,0,True,Private,Urban,64.44,45.0,never smoked,1 +Male,78.0,1,0,True,Self-employed,Rural,56.11,25.5,formerly smoked,1 +Female,80.0,0,0,True,Govt_job,Urban,110.66,28.1,Unknown,1 +Male,81.0,0,0,True,Private,Urban,169.35750000000002,26.1,Unknown,1 +Female,46.0,0,0,True,Private,Urban,78.18,30.8,never smoked,1 +Male,59.0,0,0,True,Private,Urban,111.04,32.0,formerly smoked,1 +Female,32.0,0,0,True,Private,Rural,76.13,29.9,smokes,1 +Female,77.0,0,0,False,Private,Urban,81.32,28.1,Unknown,1 +Male,61.0,1,1,True,Private,Urban,112.24,37.4,smokes,1 +Male,63.0,0,0,True,Private,Rural,137.3,31.7,formerly smoked,1 +Male,63.0,0,1,True,Self-employed,Urban,116.69,34.5,formerly smoked,1 +Female,82.0,1,1,True,Govt_job,Urban,169.35750000000002,27.9,formerly smoked,1 +Male,82.0,0,0,True,Private,Rural,86.62,29.5,formerly smoked,1 +Male,61.0,0,1,True,Private,Urban,169.35750000000002,28.1,Unknown,1 +Female,65.0,0,0,True,Private,Urban,169.35750000000002,46.0,formerly smoked,1 +Male,51.0,1,0,True,Private,Urban,112.16,42.5,formerly smoked,1 +Male,59.0,0,0,True,Self-employed,Rural,118.03,35.5,smokes,1 +Male,68.0,1,1,True,Private,Rural,169.35750000000002,31.1,smokes,1 +Female,72.0,0,0,True,Private,Rural,97.92,26.9,smokes,1 +Male,59.0,0,0,True,Private,Urban,169.35750000000002,35.8,formerly smoked,1 +Male,70.0,1,0,True,Private,Rural,169.35750000000002,45.5,formerly smoked,1 +Male,69.0,0,0,True,Private,Rural,93.81,28.5,Unknown,1 +Male,79.0,0,0,True,Private,Rural,114.77,28.1,formerly smoked,1 +Female,74.0,0,0,True,Self-employed,Urban,74.96,26.6,never smoked,1 +Male,74.0,0,0,True,Private,Urban,167.13,28.1,Unknown,1 +Male,80.0,1,1,True,Private,Urban,169.35750000000002,31.5,formerly smoked,1 +Female,77.0,0,0,True,Self-employed,Rural,90.0,32.0,never smoked,1 +Female,78.0,0,0,True,Self-employed,Rural,109.47,30.8,never smoked,1 +Male,54.0,0,0,True,Govt_job,Rural,87.85,31.1,smokes,1 +Female,78.0,0,0,True,Private,Urban,106.74,33.0,formerly smoked,1 +Female,81.0,0,0,True,Private,Rural,80.13,23.4,never smoked,1 +Male,78.0,0,0,False,Self-employed,Urban,90.19,26.9,never smoked,1 +Male,78.0,1,0,True,Self-employed,Rural,134.8,33.6,Unknown,1 +Female,63.0,0,0,True,Govt_job,Rural,106.58,23.9,Unknown,1 +Female,39.0,0,0,True,Private,Urban,83.24,26.3,never smoked,1 +Female,51.0,0,0,True,Govt_job,Rural,103.43,27.3,formerly smoked,1 +Male,63.0,0,0,True,Private,Urban,169.35750000000002,30.7,never smoked,1 +Female,48.0,0,0,True,Private,Urban,74.11,20.5,never smoked,1 +Female,81.0,0,0,True,Self-employed,Urban,95.84,21.5,never smoked,1 +Female,79.0,0,1,False,Private,Urban,169.35750000000002,31.0,smokes,1 +Male,78.0,0,0,True,Self-employed,Urban,116.1,27.1,never smoked,1 +Female,55.0,1,1,True,Private,Urban,169.35750000000002,40.0,smokes,1 +Female,76.0,1,1,True,Self-employed,Urban,169.35750000000002,28.1,smokes,1 +Male,73.0,0,1,True,Govt_job,Rural,169.35750000000002,28.6,never smoked,1 +Male,81.0,1,1,True,Private,Urban,169.35750000000002,28.1,smokes,1 +Male,79.0,0,0,True,Private,Rural,72.73,28.4,never smoked,1 +Female,63.0,0,0,True,Govt_job,Rural,169.35750000000002,42.2,formerly smoked,1 +Female,81.0,0,0,False,Govt_job,Urban,70.3,25.8,smokes,1 +Male,49.0,0,0,False,Private,Rural,104.86,31.9,smokes,1 +Female,57.0,0,1,True,Private,Urban,169.35750000000002,31.0,Unknown,1 +Female,81.0,0,0,True,Private,Rural,169.35750000000002,27.5,never smoked,1 +Male,74.0,0,0,True,Self-employed,Rural,60.98,28.1,never smoked,1 +Female,39.0,0,0,True,Self-employed,Urban,97.76,29.6,smokes,1 +Female,80.0,1,0,False,Private,Urban,66.03,35.4,never smoked,1 +Female,81.0,0,0,True,Self-employed,Rural,81.95,16.9,never smoked,1 +Female,79.0,0,0,True,Private,Urban,97.73,21.5,smokes,1 +Female,73.0,0,0,True,Self-employed,Urban,70.94,34.4,never smoked,1 +Female,77.0,1,0,True,Self-employed,Urban,169.35750000000002,28.0,formerly smoked,1 +Male,78.0,0,0,True,Self-employed,Urban,169.35750000000002,26.8,Unknown,1 +Female,68.0,0,0,True,Private,Rural,169.35750000000002,39.3,Unknown,1 +Male,57.0,0,0,True,Private,Urban,86.3,31.7,Unknown,1 +Male,77.0,0,0,True,Self-employed,Rural,162.14,32.6,formerly smoked,1 +Female,51.0,1,0,True,Private,Urban,88.2,28.4,never smoked,1 +Male,60.0,0,1,True,Private,Urban,91.92,35.9,smokes,1 +Male,66.0,0,0,True,Private,Rural,76.46,21.2,formerly smoked,1 +Male,57.0,0,0,True,Private,Rural,169.35750000000002,34.5,formerly smoked,1 +Male,68.0,0,0,True,Private,Rural,169.35750000000002,42.4,never smoked,1 +Female,68.0,1,1,True,Private,Urban,169.35750000000002,40.5,formerly smoked,1 +Male,57.0,0,0,True,Private,Rural,84.96,36.7,Unknown,1 +Female,14.0,0,0,False,children,Rural,57.93,30.9,Unknown,1 +Female,75.0,0,0,True,Self-employed,Rural,78.8,29.3,formerly smoked,1 +Male,71.0,1,0,True,Self-employed,Rural,87.8,28.1,Unknown,1 +Female,78.0,0,0,True,Private,Rural,78.81,19.6,Unknown,1 +Male,3.0,0,0,False,children,Rural,95.12,18.0,Unknown,0 +Male,58.0,1,0,True,Private,Urban,87.96,39.2,never smoked,0 +Female,8.0,0,0,False,Private,Urban,110.89,17.6,Unknown,0 +Female,70.0,0,0,True,Private,Rural,69.04,35.9,formerly smoked,0 +Male,14.0,0,0,False,Never_worked,Rural,161.28,19.1,Unknown,0 +Female,47.0,0,0,True,Private,Urban,169.35750000000002,46.29999999999999,Unknown,0 +Female,52.0,0,0,True,Private,Urban,77.59,17.7,formerly smoked,0 +Female,75.0,0,1,True,Self-employed,Rural,169.35750000000002,27.0,never smoked,0 +Female,32.0,0,0,True,Private,Rural,77.67,32.3,smokes,0 +Female,74.0,1,0,True,Self-employed,Urban,169.35750000000002,46.29999999999999,never smoked,0 +Female,79.0,0,0,True,Govt_job,Urban,77.08,35.0,Unknown,0 +Male,79.0,0,1,True,Private,Urban,57.08,22.0,formerly smoked,0 +Female,37.0,0,0,True,Private,Rural,162.96,39.4,never smoked,0 +Female,37.0,0,0,True,Private,Rural,73.5,26.1,formerly smoked,0 +Female,40.0,0,0,True,Private,Rural,95.04,42.4,never smoked,0 +Male,35.0,0,0,False,Private,Rural,85.37,33.0,never smoked,0 +Female,20.0,0,0,False,Private,Urban,84.62,19.7,smokes,0 +Female,42.0,0,0,True,Private,Rural,82.67,22.5,never smoked,0 +Female,44.0,0,0,True,Govt_job,Urban,57.33,24.6,smokes,0 +Female,79.0,0,1,True,Self-employed,Urban,67.84,25.2,smokes,0 +Female,65.0,1,0,True,Private,Rural,75.7,41.8,Unknown,0 +Female,57.0,1,0,True,Private,Rural,129.54,46.29999999999999,smokes,0 +Female,49.0,0,0,True,Private,Rural,60.22,31.5,smokes,0 +Male,71.0,0,0,True,Private,Urban,169.35750000000002,27.3,formerly smoked,0 +Female,59.0,0,0,True,Private,Urban,109.82,23.7,never smoked,0 +Female,25.0,0,0,True,Private,Urban,60.84,24.5,never smoked,0 +Female,67.0,0,0,True,Govt_job,Rural,94.61,28.4,smokes,0 +Female,38.0,0,0,False,Private,Rural,97.49,26.9,never smoked,0 +Female,54.0,0,0,True,Private,Rural,169.35750000000002,26.7,never smoked,0 +Female,70.0,0,0,True,Self-employed,Rural,169.35750000000002,31.2,never smoked,0 +Male,27.0,0,0,True,Self-employed,Urban,82.9,25.0,Unknown,0 +Female,47.0,0,0,True,Private,Urban,103.26,25.4,Unknown,0 +Male,58.0,1,0,False,Private,Urban,55.78,27.5,smokes,0 +Female,3.0,0,0,False,children,Urban,73.74,16.0,Unknown,0 +Female,58.0,0,0,True,Private,Urban,149.75,27.0,Unknown,0 +Male,14.0,0,0,False,Govt_job,Urban,82.34,31.6,Unknown,0 +Female,32.0,0,0,True,Private,Rural,62.6,25.1,formerly smoked,0 +Female,23.0,0,0,False,Private,Urban,94.09,30.9,never smoked,0 +Female,55.0,0,0,True,Private,Urban,55.42,24.8,Unknown,0 +Female,17.0,0,0,False,Self-employed,Urban,82.18,23.4,Unknown,0 +Male,59.0,0,0,True,Private,Urban,117.92,29.4,smokes,0 +Male,13.0,0,0,False,children,Urban,114.84,18.3,Unknown,0 +Male,4.0,0,0,False,children,Rural,79.17,20.0,Unknown,0 +Female,16.0,0,0,False,children,Rural,110.63,19.5,Unknown,0 +Male,67.0,0,0,True,Private,Urban,169.35750000000002,36.0,formerly smoked,0 +Female,22.0,0,0,False,Private,Rural,79.81,27.7,Unknown,0 +Female,45.0,0,0,True,Govt_job,Urban,113.63,27.5,smokes,0 +Female,66.0,0,0,True,Private,Rural,141.24,28.5,never smoked,0 +Male,58.0,1,0,True,Govt_job,Rural,56.96,26.8,smokes,0 +Male,69.0,0,0,True,Self-employed,Rural,169.35750000000002,33.6,never smoked,0 +Female,58.0,0,0,True,Private,Rural,94.3,29.1,Unknown,0 +Female,53.0,0,0,True,Self-employed,Urban,81.51,28.5,Unknown,0 +Female,78.0,0,0,False,Self-employed,Urban,137.74,34.9,formerly smoked,0 +Male,44.0,0,0,True,Private,Rural,81.84,25.1,never smoked,0 +Male,66.0,0,0,True,Private,Rural,169.35750000000002,35.3,smokes,0 +Male,27.0,0,0,True,Private,Rural,102.64,26.4,smokes,0 +Male,43.0,0,0,True,Private,Urban,146.01,31.5,smokes,0 +Female,13.0,0,0,False,children,Urban,75.42,40.1,Unknown,0 +Male,51.0,0,0,True,Govt_job,Urban,169.35750000000002,43.1,Unknown,0 +Female,30.0,0,0,True,Private,Urban,61.45,36.7,smokes,0 +Male,46.0,0,0,True,Self-employed,Rural,88.19,29.3,formerly smoked,0 +Female,43.0,0,0,True,Self-employed,Rural,115.22,21.2,Unknown,0 +Female,79.0,0,0,True,Private,Urban,97.93,31.2,Unknown,0 +Female,27.0,0,0,True,Private,Rural,85.6,21.4,Unknown,0 +Female,38.0,0,0,True,Private,Rural,79.83,27.9,smokes,0 +Female,78.0,1,0,True,Private,Urban,169.35750000000002,34.3,never smoked,0 +Male,57.0,0,1,True,Private,Rural,62.2,31.0,formerly smoked,0 +Male,61.0,0,0,True,Self-employed,Urban,69.15,27.7,formerly smoked,0 +Female,37.0,1,0,True,Self-employed,Rural,127.71,36.0,never smoked,0 +Female,48.0,0,0,True,Private,Rural,169.35750000000002,38.7,formerly smoked,0 +Female,29.0,0,0,False,Private,Urban,71.89,27.6,never smoked,0 +Male,22.0,0,0,False,Private,Rural,103.56,25.1,Unknown,0 +Male,11.0,0,0,False,children,Rural,79.03,16.5,Unknown,0 +Female,22.0,0,0,False,Private,Urban,69.94,22.8,Unknown,0 +Male,53.0,0,0,True,Private,Rural,90.12,35.4,Unknown,0 +Male,27.0,0,0,False,Govt_job,Urban,95.1,24.3,formerly smoked,0 +Male,76.0,0,0,True,Private,Rural,169.35750000000002,34.3,formerly smoked,0 +Female,57.0,1,0,True,Private,Rural,169.35750000000002,40.1,never smoked,0 +Male,8.0,0,0,False,children,Rural,78.05,25.7,Unknown,0 +Female,21.0,0,0,False,Private,Rural,89.44,21.9,smokes,0 +Female,18.0,0,0,False,Private,Rural,111.38,38.4,smokes,0 +Female,78.0,0,0,True,Private,Urban,169.35750000000002,26.1,never smoked,0 +Female,78.0,1,0,True,Private,Urban,169.35750000000002,30.5,formerly smoked,0 +Male,33.0,0,0,True,Self-employed,Urban,169.35750000000002,25.9,smokes,0 +Female,52.0,0,0,True,Private,Urban,82.24,46.29999999999999,formerly smoked,0 +Female,51.0,0,0,True,Self-employed,Rural,89.84,29.9,Unknown,0 +Male,11.0,0,0,False,children,Rural,90.69,18.6,Unknown,0 +Female,48.0,0,0,True,Private,Urban,84.38,27.1,Unknown,0 +Female,82.0,0,1,False,Private,Urban,169.35750000000002,24.9,never smoked,0 +Female,54.0,0,0,True,Govt_job,Rural,91.61,25.2,never smoked,0 +Female,49.0,0,0,True,Private,Rural,138.16,19.4,never smoked,0 +Female,24.0,0,0,True,Private,Urban,75.23,29.0,never smoked,0 +Female,37.0,0,0,True,Private,Rural,75.18,46.29999999999999,formerly smoked,0 +Male,34.0,0,1,True,Private,Urban,106.23,28.1,formerly smoked,0 +Male,64.0,0,0,True,Govt_job,Urban,169.35750000000002,34.6,formerly smoked,0 +Female,66.0,0,0,True,Self-employed,Urban,58.95,24.6,never smoked,0 +Female,23.0,0,0,False,Private,Urban,99.92,25.8,never smoked,0 +Male,68.0,0,0,True,Private,Rural,116.23,26.1,never smoked,0 +Female,55.0,0,0,True,Govt_job,Urban,118.82,29.0,formerly smoked,0 +Female,25.0,0,0,False,Private,Rural,66.3,27.2,never smoked,0 +Female,48.0,0,0,False,Govt_job,Urban,101.41,20.7,smokes,0 +Female,79.0,1,1,True,Self-employed,Urban,169.35750000000002,30.0,formerly smoked,0 +Female,47.0,0,0,True,Private,Urban,136.8,37.3,never smoked,0 +Female,20.0,0,0,False,Private,Rural,96.57,34.1,never smoked,0 +Female,60.0,0,0,True,Private,Rural,66.42,23.6,never smoked,0 +Female,32.0,0,0,True,Private,Urban,98.09,25.2,smokes,0 +Female,66.0,1,0,True,Private,Rural,169.35750000000002,39.5,never smoked,0 +Male,43.0,0,0,True,Private,Urban,86.78,23.5,smokes,0 +Female,36.0,0,0,False,Govt_job,Rural,126.82,23.3,never smoked,0 +Male,52.0,0,0,True,Self-employed,Urban,78.4,46.29999999999999,never smoked,0 +Female,29.0,0,0,True,Private,Urban,63.69,28.1,smokes,0 +Female,76.0,1,0,True,Self-employed,Urban,169.35750000000002,28.1,never smoked,0 +Female,39.0,0,0,True,Self-employed,Rural,89.86,24.4,never smoked,0 +Male,76.0,0,0,True,Private,Rural,110.99,29.8,formerly smoked,0 +Female,0.64,0,0,False,children,Urban,83.82,24.9,Unknown,0 +Male,34.0,0,0,True,Private,Urban,137.96,35.1,Unknown,0 +Female,72.0,0,0,True,Private,Rural,169.35750000000002,32.3,formerly smoked,0 +Female,43.0,0,0,True,Self-employed,Rural,118.89,43.6,never smoked,0 +Female,57.0,0,0,False,Self-employed,Rural,72.55,21.0,never smoked,0 +Female,44.0,0,0,True,Private,Rural,107.41,46.29999999999999,never smoked,0 +Female,4.0,0,0,False,children,Rural,93.25,16.6,Unknown,0 +Male,44.0,0,0,True,Private,Rural,74.91,37.5,never smoked,0 +Female,18.0,0,0,False,Private,Urban,80.05,24.2,never smoked,0 +Male,41.0,0,0,True,Private,Urban,99.8,31.6,never smoked,0 +Female,23.0,0,0,True,Private,Rural,91.97,21.6,formerly smoked,0 +Female,53.0,0,0,True,Govt_job,Rural,64.4,31.0,smokes,0 +Male,56.0,0,0,True,Govt_job,Rural,73.02,31.1,never smoked,0 +Female,0.88,0,0,False,children,Rural,88.11,15.5,Unknown,0 +Male,25.0,0,0,False,Private,Urban,138.29,27.3,Unknown,0 +Female,14.0,0,0,False,children,Rural,72.36,20.5,Unknown,0 +Female,53.0,0,0,True,Private,Rural,68.76,35.6,formerly smoked,0 +Male,4.0,0,0,False,children,Rural,106.22,16.7,Unknown,0 +Female,39.0,0,0,True,Private,Urban,101.52,41.8,never smoked,0 +Male,53.0,1,1,True,Govt_job,Rural,109.51,41.9,never smoked,0 +Male,5.0,0,0,False,children,Rural,85.84,16.4,Unknown,0 +Male,4.0,0,0,False,children,Rural,110.15,17.1,Unknown,0 +Female,37.0,0,0,True,Private,Urban,91.72,29.2,never smoked,0 +Male,70.0,1,0,True,Self-employed,Urban,169.35750000000002,27.1,never smoked,0 +Male,24.0,0,0,False,Private,Urban,123.1,37.9,never smoked,0 +Male,55.0,0,0,True,Govt_job,Rural,97.4,44.6,formerly smoked,0 +Female,70.0,0,0,True,Private,Rural,68.34,22.8,formerly smoked,0 +Male,34.0,0,0,True,Private,Urban,80.81,33.2,never smoked,0 +Male,26.0,0,0,True,Private,Rural,120.31,22.3,smokes,0 +Female,39.0,0,0,True,Private,Rural,83.51,26.4,never smoked,0 +Male,38.0,0,0,False,Self-employed,Urban,74.09,39.6,never smoked,0 +Female,20.0,0,0,False,Private,Urban,91.6,28.1,never smoked,0 +Female,17.0,0,0,False,Private,Urban,87.52,39.2,never smoked,0 +Male,60.0,1,0,True,Private,Rural,169.35750000000002,36.0,never smoked,0 +Female,75.0,0,0,True,Self-employed,Rural,75.39,37.8,never smoked,0 +Female,31.0,0,0,True,Private,Rural,122.41,40.3,smokes,0 +Male,58.0,1,0,True,Private,Rural,169.35750000000002,41.5,formerly smoked,0 +Female,5.0,0,0,False,children,Rural,84.59,17.7,Unknown,0 +Female,13.0,0,0,False,children,Urban,70.16,21.2,never smoked,0 +Female,22.0,0,0,False,Private,Rural,107.52,41.6,Unknown,0 +Female,52.0,0,0,True,Govt_job,Urban,80.88,23.8,smokes,0 +Female,61.0,0,0,True,Self-employed,Rural,93.48,23.7,Unknown,0 +Female,78.0,0,1,True,Govt_job,Urban,70.21,24.8,never smoked,0 +Male,57.0,0,0,True,Private,Rural,86.67,39.0,Unknown,0 +Female,21.0,0,0,True,Private,Rural,101.37,37.9,never smoked,0 +Female,22.0,0,0,True,Private,Rural,105.22,31.1,never smoked,0 +Female,80.0,0,0,True,Private,Rural,70.31,23.2,Unknown,0 +Male,7.0,0,0,False,Self-employed,Rural,64.06,18.9,Unknown,0 +Male,64.0,1,0,True,Self-employed,Rural,169.35750000000002,36.1,never smoked,0 +Female,64.0,0,0,False,Govt_job,Rural,81.6,36.3,smokes,0 +Female,38.0,0,0,True,Self-employed,Urban,147.48,40.5,Unknown,0 +Male,12.0,0,0,False,children,Urban,86.86,25.4,never smoked,0 +Female,33.0,0,0,True,Private,Rural,71.16,46.29999999999999,smokes,0 +Female,3.0,0,0,False,children,Urban,73.2,16.8,Unknown,0 +Female,37.0,0,0,True,Private,Urban,169.35750000000002,46.29999999999999,never smoked,0 +Female,22.0,0,0,False,Private,Rural,82.0,26.4,never smoked,0 +Female,24.0,0,0,False,Private,Urban,97.55,26.2,never smoked,0 +Male,75.0,0,0,True,Govt_job,Urban,94.29,35.2,Unknown,0 +Female,12.0,0,0,False,children,Rural,75.22,20.9,Unknown,0 +Male,63.0,0,0,True,Private,Urban,90.07,36.8,Unknown,0 +Female,52.0,0,0,True,Private,Urban,73.73,34.4,formerly smoked,0 +Female,68.0,0,0,True,Private,Urban,79.58,22.2,never smoked,0 +Female,5.0,0,0,False,children,Urban,77.88,13.8,Unknown,0 +Female,56.0,1,0,True,Private,Rural,169.35750000000002,40.3,never smoked,0 +Female,43.0,0,0,True,Private,Rural,58.63,28.4,smokes,0 +Female,40.0,0,0,True,Private,Rural,139.9,31.7,smokes,0 +Male,53.0,0,0,True,Private,Urban,169.35750000000002,34.2,formerly smoked,0 +Female,52.0,0,1,True,Private,Urban,72.79,46.29999999999999,never smoked,0 +Male,31.0,0,0,True,Govt_job,Rural,91.65,24.6,formerly smoked,0 +Female,63.0,0,0,True,Govt_job,Rural,79.92,28.1,smokes,0 +Female,69.0,0,0,True,Self-employed,Rural,169.35750000000002,36.9,never smoked,0 +Male,64.0,0,0,True,Govt_job,Urban,94.48,31.1,never smoked,0 +Female,64.0,0,0,True,Private,Urban,82.34,31.9,never smoked,0 +Female,62.0,0,0,True,Self-employed,Urban,169.35750000000002,31.8,formerly smoked,0 +Female,2.0,0,0,False,children,Rural,92.48,18.0,Unknown,0 +Male,53.0,0,0,True,Private,Rural,116.66,28.5,formerly smoked,0 +Male,65.0,1,0,True,Private,Urban,112.09,29.5,never smoked,0 +Female,22.0,0,0,False,Private,Urban,130.34,22.0,never smoked,0 +Female,26.0,0,0,False,Private,Urban,82.59,29.4,never smoked,0 +Male,53.0,0,0,True,Private,Rural,123.87,28.8,Unknown,0 +Male,20.0,0,0,False,Govt_job,Rural,98.7,26.2,Unknown,0 +Female,63.0,1,0,True,Self-employed,Rural,169.35750000000002,26.9,Unknown,0 +Male,13.0,0,0,False,children,Rural,55.39,23.2,Unknown,0 +Male,21.0,0,0,False,Govt_job,Urban,66.07,27.9,Unknown,0 +Female,65.0,0,0,True,Self-employed,Rural,104.21,36.8,never smoked,0 +Male,65.0,0,0,True,Private,Urban,145.15,28.9,Unknown,0 +Male,42.0,0,0,True,Govt_job,Urban,68.19,31.0,never smoked,0 +Male,72.0,0,1,True,Self-employed,Rural,97.53,29.4,smokes,0 +Male,13.0,0,0,False,children,Urban,122.31,15.3,never smoked,0 +Male,29.0,0,0,False,Private,Urban,83.51,37.1,never smoked,0 +Male,59.0,0,0,True,Self-employed,Urban,86.46,30.5,Unknown,0 +Female,42.0,0,0,True,Private,Rural,112.06,38.2,never smoked,0 +Male,13.0,0,0,False,Private,Urban,92.14,23.2,never smoked,0 +Male,75.0,0,1,False,Private,Rural,169.35750000000002,30.2,formerly smoked,0 +Female,33.0,1,0,True,Private,Urban,74.44,45.2,smokes,0 +Female,43.0,0,0,True,Private,Rural,95.93,21.8,Unknown,0 +Female,11.0,0,0,False,children,Rural,87.51,24.4,Unknown,0 +Female,7.0,0,0,False,children,Rural,72.35,17.0,Unknown,0 +Female,16.0,0,0,False,children,Rural,113.47,19.5,Unknown,0 +Female,44.0,0,0,False,Private,Rural,103.78,46.29999999999999,formerly smoked,0 +Female,78.0,0,0,True,Self-employed,Rural,115.43,27.8,never smoked,0 +Male,25.0,0,0,True,Private,Rural,95.59,25.1,never smoked,0 +Male,69.0,0,0,True,Private,Rural,101.52,26.8,smokes,0 +Female,61.0,1,0,True,Private,Rural,169.35750000000002,46.29999999999999,smokes,0 +Female,43.0,1,0,False,Self-employed,Rural,169.35750000000002,27.5,never smoked,0 +Female,38.0,1,0,True,Private,Urban,169.35750000000002,28.1,never smoked,0 +Male,68.0,0,0,True,Private,Urban,92.21,27.3,Unknown,0 +Male,26.0,0,0,True,Private,Rural,100.09,27.4,never smoked,0 +Female,18.0,0,0,False,Self-employed,Rural,93.88,22.2,never smoked,0 +Female,43.0,0,0,True,Private,Rural,75.05,22.9,smokes,0 +Female,43.0,0,0,True,Govt_job,Rural,70.08,26.6,never smoked,0 +Female,32.0,0,0,False,Private,Urban,74.2,23.0,smokes,0 +Female,81.0,0,0,False,Private,Rural,69.01,32.6,never smoked,0 +Male,25.0,0,0,False,Private,Rural,96.17,22.1,Unknown,0 +Male,61.0,0,0,True,Govt_job,Urban,169.35750000000002,28.1,Unknown,0 +Female,66.0,0,0,True,Govt_job,Urban,87.24,22.5,formerly smoked,0 +Male,54.0,1,0,True,Private,Rural,169.35750000000002,28.1,smokes,0 +Male,11.0,0,0,False,children,Urban,82.58,25.5,Unknown,0 +Female,53.0,0,0,True,Self-employed,Rural,96.88,31.4,Unknown,0 +Female,78.0,0,1,True,Self-employed,Urban,73.32,26.0,Unknown,0 +Male,9.0,0,0,False,children,Rural,94.59,20.0,Unknown,0 +Female,48.0,0,0,True,Self-employed,Rural,132.08,31.6,smokes,0 +Female,31.0,0,0,True,Private,Urban,98.99,31.2,never smoked,0 +Male,20.0,0,0,False,Private,Rural,104.48,21.7,never smoked,0 +Male,21.0,0,0,True,Private,Rural,98.01,24.2,Unknown,0 +Female,42.0,0,0,True,Self-employed,Rural,79.14,25.0,formerly smoked,0 +Male,35.0,0,0,True,Private,Urban,89.32,36.7,Unknown,0 +Male,53.0,0,0,False,Private,Rural,65.24,28.9,Unknown,0 +Male,60.0,0,0,True,Private,Rural,80.98,29.7,formerly smoked,0 +Male,74.0,0,0,True,Self-employed,Urban,169.35750000000002,44.3,Unknown,0 +Female,23.0,0,0,False,Private,Rural,69.24,46.29999999999999,never smoked,0 +Female,55.0,0,0,True,Private,Rural,111.19,39.7,formerly smoked,0 +Female,71.0,0,0,True,Private,Urban,93.28,34.7,never smoked,0 +Male,5.0,0,0,False,children,Rural,122.19,35.0,Unknown,0 +Female,14.0,0,0,False,children,Rural,129.53,21.3,never smoked,0 +Female,15.0,0,0,False,children,Rural,114.53,29.1,Unknown,0 +Female,66.0,0,0,False,Private,Urban,93.73,23.9,smokes,0 +Female,56.0,0,0,True,Private,Urban,77.49,36.0,formerly smoked,0 +Female,60.0,0,0,True,Private,Urban,65.38,41.2,formerly smoked,0 +Female,57.0,0,0,True,Private,Urban,94.18,27.1,never smoked,0 +Male,29.0,0,0,True,Self-employed,Urban,118.7,33.2,Unknown,0 +Female,76.0,0,0,True,Govt_job,Urban,96.29,25.4,smokes,0 +Male,52.0,1,0,True,Private,Rural,74.64,30.7,smokes,0 +Female,42.0,0,0,True,Private,Urban,96.99,34.8,formerly smoked,0 +Female,71.0,0,0,True,Private,Rural,100.61,19.2,Unknown,0 +Male,64.0,0,0,True,Private,Rural,97.08,31.7,Unknown,0 +Female,39.0,0,0,True,Private,Rural,84.79,35.7,never smoked,0 +Female,46.0,0,0,True,Private,Rural,78.75,37.8,formerly smoked,0 +Female,51.0,0,0,True,Private,Rural,82.93,29.7,smokes,0 +Male,31.0,0,0,True,Private,Urban,88.78,35.8,smokes,0 +Male,22.0,0,0,False,Private,Urban,122.1,23.6,smokes,0 +Male,41.0,0,0,False,Govt_job,Rural,74.81,39.7,smokes,0 +Female,28.0,0,0,True,Private,Urban,169.35750000000002,40.5,smokes,0 +Female,44.0,0,0,True,Self-employed,Urban,114.94,21.4,never smoked,0 +Female,68.0,0,0,True,Self-employed,Rural,104.38,40.8,formerly smoked,0 +Male,49.0,0,0,True,Private,Urban,102.91,24.7,Unknown,0 +Male,10.0,0,0,False,children,Rural,108.79,21.0,Unknown,0 +Female,31.0,0,0,True,Private,Urban,73.31,45.0,never smoked,0 +Male,67.0,0,0,True,Self-employed,Urban,68.52,26.2,never smoked,0 +Male,40.0,0,0,True,Private,Rural,89.77,28.1,smokes,0 +Male,70.0,0,0,True,Private,Urban,102.64,28.3,never smoked,0 +Female,38.0,0,0,True,Govt_job,Urban,70.92,41.6,never smoked,0 +Female,5.0,0,0,False,children,Rural,86.11,19.0,Unknown,0 +Female,54.0,0,0,True,Private,Urban,129.16,32.4,never smoked,0 +Female,30.0,0,0,True,Govt_job,Urban,113.85,34.0,never smoked,0 +Female,23.0,0,0,True,Private,Rural,79.35,39.4,formerly smoked,0 +Female,31.0,0,0,True,Private,Rural,80.79,28.7,Unknown,0 +Male,72.0,1,0,True,Self-employed,Urban,114.01,31.8,formerly smoked,0 +Male,23.0,0,0,False,Private,Rural,93.74,31.2,never smoked,0 +Female,25.0,0,0,True,Private,Rural,90.65,20.9,Unknown,0 +Male,51.0,0,0,True,Private,Urban,98.41,32.1,never smoked,0 +Female,20.0,0,0,False,Private,Urban,127.18,31.0,Unknown,0 +Female,12.0,0,0,False,children,Urban,138.06,23.1,Unknown,0 +Male,57.0,0,0,True,Private,Urban,89.44,26.7,never smoked,0 +Male,65.0,0,0,True,Self-employed,Urban,105.61,27.9,Unknown,0 +Female,16.0,0,0,False,Private,Rural,155.43,27.3,never smoked,0 +Female,43.0,0,0,True,Private,Rural,80.83,46.29999999999999,Unknown,0 +Female,30.0,0,0,True,Private,Urban,80.19,20.4,never smoked,0 +Male,29.0,0,0,True,Govt_job,Urban,60.34,29.6,formerly smoked,0 +Female,54.0,0,0,True,Self-employed,Urban,79.3,30.6,formerly smoked,0 +Female,57.0,0,0,True,Self-employed,Urban,98.44,33.6,Unknown,0 +Male,42.0,0,0,True,Private,Rural,169.35750000000002,46.29999999999999,never smoked,0 +Male,18.0,0,0,False,Private,Rural,70.34,24.2,Unknown,0 +Male,9.0,0,0,False,children,Urban,122.22,17.7,Unknown,0 +Female,26.0,0,0,True,Private,Rural,75.29,22.6,smokes,0 +Male,40.0,0,0,False,Private,Rural,100.35,28.1,never smoked,0 +Male,77.0,0,0,True,Private,Urban,169.35750000000002,26.5,never smoked,0 +Female,15.0,0,0,False,children,Urban,126.96,28.7,Unknown,0 +Female,76.0,0,0,True,Private,Urban,169.35750000000002,39.5,formerly smoked,0 +Male,52.0,0,0,True,Private,Urban,169.35750000000002,35.1,Unknown,0 +Female,55.0,0,0,True,Self-employed,Rural,76.2,27.9,never smoked,0 +Male,5.0,0,0,False,children,Rural,71.43,19.3,Unknown,0 +Female,55.0,0,0,False,Private,Rural,93.36,28.4,never smoked,0 +Male,36.0,0,0,False,Private,Urban,61.29,26.7,never smoked,0 +Male,46.0,0,0,True,Private,Urban,103.62,40.9,Unknown,0 +Male,5.0,0,0,False,children,Rural,100.52,17.2,Unknown,0 +Female,39.0,0,0,True,Govt_job,Rural,169.35750000000002,28.3,never smoked,0 +Male,12.0,0,0,False,children,Urban,67.06,16.1,Unknown,0 +Male,67.0,0,1,True,Private,Urban,144.1,27.6,never smoked,0 +Female,1.8,0,0,False,children,Urban,58.26,16.5,Unknown,0 +Female,72.0,0,0,True,Self-employed,Urban,169.35750000000002,35.8,never smoked,0 +Female,0.32,0,0,False,children,Rural,73.71,16.2,Unknown,0 +Female,64.0,1,0,True,Private,Rural,88.53,24.6,never smoked,0 +Male,27.0,0,0,False,Private,Urban,114.79,32.0,Unknown,0 +Male,25.0,0,0,False,Private,Rural,113.8,35.3,formerly smoked,0 +Female,81.0,0,0,False,Self-employed,Urban,71.91,19.2,Unknown,0 +Female,32.0,0,0,False,Self-employed,Urban,65.3,40.4,never smoked,0 +Male,57.0,0,0,True,Private,Urban,169.35750000000002,30.7,never smoked,0 +Female,52.0,1,0,True,Self-employed,Urban,114.25,24.3,formerly smoked,0 +Male,54.0,0,0,True,Private,Urban,81.26,26.4,formerly smoked,0 +Female,36.0,0,0,True,Private,Urban,87.88,34.7,smokes,0 +Male,18.0,0,0,False,Private,Urban,112.17,31.7,Unknown,0 +Male,45.0,0,0,True,Private,Rural,99.97,35.6,never smoked,0 +Male,29.0,0,0,False,Private,Urban,169.35750000000002,22.8,smokes,0 +Female,51.0,1,0,True,Private,Urban,109.16,28.0,smokes,0 +Female,23.0,0,0,False,Private,Urban,74.46,35.6,formerly smoked,0 +Female,54.0,0,0,True,Private,Rural,118.51,40.6,never smoked,0 +Female,54.0,0,0,True,Self-employed,Urban,107.47,29.3,formerly smoked,0 +Male,18.0,0,0,False,Self-employed,Rural,169.35750000000002,21.0,Unknown,0 +Female,26.0,0,0,True,Private,Rural,59.17,20.0,Unknown,0 +Male,72.0,0,0,True,Private,Rural,169.35750000000002,26.7,formerly smoked,0 +Male,5.0,0,0,False,children,Rural,163.7,18.4,Unknown,0 +Female,65.0,0,1,True,Private,Rural,169.35750000000002,34.5,formerly smoked,0 +Female,42.0,0,0,False,Private,Rural,139.77,27.7,Unknown,0 +Female,47.0,0,0,True,Self-employed,Urban,141.23,21.1,never smoked,0 +Female,24.0,0,0,True,Private,Urban,89.99,24.4,formerly smoked,0 +Male,57.0,0,0,True,Private,Urban,108.53,19.4,smokes,0 +Male,51.0,0,0,True,Private,Urban,63.61,42.3,Unknown,0 +Male,48.0,0,0,True,Private,Urban,85.54,32.2,smokes,0 +Female,56.0,0,0,True,Private,Urban,100.83,26.8,never smoked,0 +Female,30.0,0,0,True,Private,Urban,59.82,25.4,never smoked,0 +Female,63.0,1,0,True,Private,Urban,105.95,23.5,smokes,0 +Female,46.0,0,0,True,Private,Rural,169.35750000000002,46.29999999999999,smokes,0 +Female,53.0,0,0,True,Self-employed,Urban,71.15,26.1,formerly smoked,0 +Female,1.08,0,0,False,children,Rural,60.53,17.5,Unknown,0 +Male,15.0,0,0,False,children,Rural,169.35750000000002,24.2,never smoked,0 +Female,59.0,1,0,True,Private,Urban,169.35750000000002,30.8,never smoked,0 +Female,24.0,0,0,False,Self-employed,Rural,115.03,23.4,never smoked,0 +Male,53.0,0,0,True,Private,Rural,79.87,30.9,never smoked,0 +Female,39.0,0,0,True,Govt_job,Rural,97.89,23.6,never smoked,0 +Male,23.0,0,0,False,Never_worked,Urban,125.26,18.7,never smoked,0 +Male,31.0,0,0,True,Private,Rural,114.32,27.7,smokes,0 +Male,5.0,0,0,False,children,Urban,92.23,16.7,Unknown,0 +Male,44.0,0,0,True,Private,Urban,83.51,31.2,never smoked,0 +Female,1.8,0,0,False,children,Urban,102.34,17.0,Unknown,0 +Male,40.0,0,0,True,Private,Rural,144.48,29.8,smokes,0 +Male,7.0,0,0,False,children,Rural,88.39,19.7,Unknown,0 +Female,56.0,0,0,True,Private,Rural,169.35750000000002,29.1,Unknown,0 +Male,42.0,0,0,True,Govt_job,Urban,93.79,27.2,never smoked,0 +Male,48.0,0,0,True,Private,Rural,147.14,22.3,Unknown,0 +Male,82.0,0,0,False,Self-employed,Rural,106.43,27.0,smokes,0 +Female,52.0,0,0,False,Private,Rural,88.04,42.1,never smoked,0 +Female,42.0,0,0,True,Private,Urban,92.2,34.2,Unknown,0 +Female,73.0,0,0,True,Govt_job,Urban,169.35750000000002,40.9,never smoked,0 +Female,55.0,0,0,True,Govt_job,Rural,75.56,29.4,smokes,0 +Male,50.0,0,0,True,Private,Urban,158.31,32.8,formerly smoked,0 +Male,43.0,0,0,True,Private,Urban,111.43,21.9,smokes,0 +Male,33.0,0,0,True,Private,Rural,169.35750000000002,39.6,never smoked,0 +Female,80.0,0,0,True,Private,Rural,148.91,28.3,never smoked,0 +Female,33.0,0,0,True,Private,Urban,69.4,46.29999999999999,never smoked,0 +Female,74.0,0,0,True,Private,Rural,68.34,39.3,Unknown,0 +Male,65.0,0,1,True,Self-employed,Urban,58.37,28.0,smokes,0 +Female,40.0,0,0,True,Private,Urban,71.2,27.1,never smoked,0 +Male,52.0,0,1,False,Private,Rural,101.5,31.2,smokes,0 +Female,66.0,0,0,True,Govt_job,Urban,92.04,23.1,never smoked,0 +Female,20.0,0,0,False,Govt_job,Rural,73.0,20.8,never smoked,0 +Female,51.0,0,0,True,Self-employed,Urban,111.15,34.1,smokes,0 +Female,60.0,0,0,True,Self-employed,Rural,58.65,30.1,never smoked,0 +Male,59.0,0,0,True,Private,Urban,100.54,35.8,never smoked,0 +Male,58.0,0,0,True,Govt_job,Rural,111.73,34.6,never smoked,0 +Female,42.0,0,0,True,Govt_job,Urban,97.78,29.8,Unknown,0 +Male,28.0,0,0,False,Private,Rural,85.79,26.7,Unknown,0 +Male,57.0,0,0,True,Private,Rural,98.54,30.2,never smoked,0 +Female,66.0,0,1,True,Private,Urban,94.62,29.7,formerly smoked,0 +Female,56.0,0,0,True,Private,Rural,112.43,46.29999999999999,never smoked,0 +Male,48.0,0,0,True,Self-employed,Urban,99.67,23.3,formerly smoked,0 +Male,37.0,0,0,False,Private,Urban,67.39,35.6,Unknown,0 +Female,27.0,0,0,True,Private,Urban,95.12,27.0,never smoked,0 +Male,15.0,0,0,False,children,Rural,85.06,21.6,never smoked,0 +Male,61.0,0,0,True,Private,Rural,169.35750000000002,29.4,formerly smoked,0 +Female,80.0,0,1,True,Self-employed,Urban,79.09,22.8,never smoked,0 +Female,43.0,0,0,True,Self-employed,Urban,98.09,17.3,never smoked,0 +Male,53.0,0,0,True,Self-employed,Urban,76.36,29.8,Unknown,0 +Female,70.0,0,0,False,Self-employed,Urban,98.42,36.4,formerly smoked,0 +Female,58.0,0,0,False,Private,Urban,82.01,34.7,formerly smoked,0 +Female,49.0,0,0,True,Private,Rural,56.11,28.7,smokes,0 +Male,65.0,0,0,True,Govt_job,Rural,111.85,26.7,never smoked,0 +Female,54.0,0,0,True,Self-employed,Urban,92.39,22.1,never smoked,0 +Male,74.0,1,0,True,Self-employed,Urban,112.54,27.7,formerly smoked,0 +Female,56.0,0,0,True,Private,Urban,63.71,40.5,formerly smoked,0 +Female,79.0,0,0,True,Private,Urban,70.35,23.0,formerly smoked,0 +Male,71.0,1,0,True,Private,Urban,94.65,25.3,formerly smoked,0 +Female,28.0,0,0,True,Private,Rural,64.64,22.1,never smoked,0 +Female,9.0,0,0,False,children,Rural,57.27,28.0,Unknown,0 +Female,4.0,0,0,False,children,Urban,107.25,12.0,Unknown,0 +Female,36.0,0,0,False,Self-employed,Rural,77.12,28.4,never smoked,0 +Male,78.0,0,0,True,Self-employed,Urban,55.32,29.6,smokes,0 +Male,52.0,0,0,False,Private,Rural,69.37,36.2,Unknown,0 +Female,80.0,0,0,False,Self-employed,Urban,57.57,22.8,never smoked,0 +Male,28.0,0,0,True,Private,Urban,87.43,46.29999999999999,Unknown,0 +Female,38.0,0,0,True,Private,Rural,98.73,24.3,never smoked,0 +Male,56.0,0,0,True,Private,Rural,81.18,26.9,never smoked,0 +Female,75.0,0,0,True,Govt_job,Rural,56.23,25.3,never smoked,0 +Male,76.0,1,0,True,Self-employed,Rural,69.61,35.3,never smoked,0 +Male,10.0,0,0,False,children,Rural,59.49,18.3,Unknown,0 +Female,48.0,1,0,False,Private,Rural,118.14,28.1,formerly smoked,0 +Male,40.0,0,0,True,Govt_job,Rural,100.26,26.0,Unknown,0 +Male,82.0,0,0,True,Self-employed,Rural,56.75,21.0,never smoked,0 +Male,61.0,0,1,True,Private,Urban,88.27,28.1,never smoked,0 +Female,17.0,0,0,False,Private,Urban,67.81,46.29999999999999,never smoked,0 +Female,58.0,0,0,True,Govt_job,Rural,77.46,27.6,never smoked,0 +Male,12.0,0,0,False,children,Urban,76.26,20.5,never smoked,0 +Female,53.0,0,0,True,Govt_job,Rural,86.39,30.2,never smoked,0 +Female,26.0,0,0,True,Private,Urban,116.38,21.9,formerly smoked,0 +Female,48.0,0,0,True,Private,Rural,75.74,28.8,smokes,0 +Male,25.0,0,0,True,Private,Rural,92.14,36.2,Unknown,0 +Female,27.0,0,0,False,Private,Rural,149.95,25.9,never smoked,0 +Male,31.0,1,0,True,Govt_job,Urban,92.11,28.1,never smoked,0 +Female,16.0,0,0,False,Private,Rural,74.98,21.4,never smoked,0 +Male,20.0,0,0,False,Private,Urban,55.25,20.4,never smoked,0 +Female,2.0,0,0,False,children,Rural,79.89,31.6,Unknown,0 +Female,1.8,0,0,False,children,Urban,130.61,14.4,Unknown,0 +Male,28.0,0,0,False,Private,Urban,94.26,23.7,Unknown,0 +Male,32.0,0,0,False,Private,Urban,94.34,30.2,formerly smoked,0 +Female,35.0,0,0,True,Private,Urban,109.03,19.5,formerly smoked,0 +Female,52.0,1,0,True,Private,Rural,81.03,32.6,never smoked,0 +Female,55.0,1,0,True,Private,Rural,99.82,34.2,never smoked,0 +Female,42.0,0,0,True,Self-employed,Urban,140.08,43.0,never smoked,0 +Female,52.0,0,0,True,Self-employed,Urban,59.54,42.2,Unknown,0 +Female,18.0,0,0,False,Private,Urban,80.33,19.7,never smoked,0 +Female,13.0,0,0,False,children,Urban,131.51,41.7,never smoked,0 +Female,45.0,0,0,True,Private,Rural,89.21,21.6,formerly smoked,0 +Female,29.0,0,0,True,Private,Rural,91.45,24.2,never smoked,0 +Female,12.0,0,0,False,children,Rural,90.58,19.2,Unknown,0 +Female,37.0,0,0,True,Private,Urban,91.45,25.8,Unknown,0 +Female,30.0,0,0,True,Private,Rural,89.63,23.2,smokes,0 +Female,44.0,0,0,True,Private,Urban,124.06,20.8,never smoked,0 +Female,79.0,1,0,True,Private,Rural,99.47,28.4,never smoked,0 +Male,38.0,0,0,True,Private,Urban,88.97,30.2,never smoked,0 +Female,45.0,0,0,True,Private,Rural,80.93,23.1,never smoked,0 +Female,66.0,0,0,True,Private,Urban,102.07,16.7,smokes,0 +Female,19.0,0,0,False,Private,Rural,91.69,39.5,Unknown,0 +Female,49.0,0,0,True,Private,Urban,63.71,33.8,smokes,0 +Female,66.0,0,0,True,Govt_job,Rural,169.35750000000002,34.6,smokes,0 +Male,47.0,0,0,True,Private,Rural,75.3,25.0,formerly smoked,0 +Female,59.0,0,0,True,Private,Urban,169.35750000000002,43.9,formerly smoked,0 +Female,23.0,0,0,False,Private,Urban,60.5,27.1,formerly smoked,0 +Female,79.0,0,0,True,Self-employed,Rural,131.85,25.9,Unknown,0 +Female,37.0,0,0,False,Self-employed,Rural,134.39,22.7,formerly smoked,0 +Male,78.0,0,0,True,Private,Urban,56.18,27.1,never smoked,0 +Female,70.0,1,0,True,Private,Rural,113.64,25.6,formerly smoked,0 +Female,34.0,0,0,False,Private,Rural,156.57,28.4,Unknown,0 +Female,28.0,1,0,False,Private,Rural,80.4,46.29999999999999,never smoked,0 +Male,29.0,0,0,False,Private,Urban,59.26,35.8,smokes,0 +Female,13.0,0,0,False,children,Rural,63.26,19.5,Unknown,0 +Female,22.0,0,0,True,Private,Urban,86.24,31.2,never smoked,0 +Male,56.0,0,0,True,Private,Urban,169.35750000000002,43.6,formerly smoked,0 +Female,81.0,0,0,True,Self-employed,Urban,90.9,31.2,formerly smoked,0 +Female,28.0,0,0,False,Private,Rural,84.59,23.5,Unknown,0 +Male,9.0,0,0,False,children,Rural,121.8,18.7,Unknown,0 +Male,50.0,0,0,True,Private,Rural,77.65,24.4,smokes,0 +Male,70.0,0,0,True,Private,Urban,64.41,29.4,smokes,0 +Female,30.0,0,0,False,Private,Urban,75.19,37.0,smokes,0 +Female,51.0,0,0,True,Self-employed,Rural,67.97,29.4,smokes,0 +Male,24.0,0,0,False,Private,Urban,119.34,38.5,never smoked,0 +Male,17.0,0,0,False,Private,Rural,94.92,23.5,never smoked,0 +Female,43.0,0,0,True,Govt_job,Rural,107.42,28.1,never smoked,0 +Male,9.0,0,0,False,children,Rural,85.02,16.3,Unknown,0 +Male,50.0,0,0,True,Private,Urban,103.51,35.9,never smoked,0 +Female,49.0,0,0,True,Private,Urban,114.5,35.9,formerly smoked,0 +Male,6.0,0,0,False,children,Urban,70.78,20.3,Unknown,0 +Male,30.0,0,0,True,Self-employed,Rural,95.01,32.3,smokes,0 +Male,73.0,0,0,True,Private,Urban,84.11,27.9,never smoked,0 +Female,20.0,0,0,True,Private,Urban,74.02,22.3,never smoked,0 +Male,42.0,0,0,True,Private,Urban,78.49,31.8,smokes,0 +Female,79.0,0,0,True,Govt_job,Urban,74.22,29.7,Unknown,0 +Female,55.0,0,0,True,Private,Urban,55.34,27.1,smokes,0 +Female,27.0,0,0,False,Private,Rural,75.04,24.5,never smoked,0 +Male,71.0,0,0,True,Private,Rural,109.73,28.9,never smoked,0 +Female,9.0,0,0,False,children,Urban,95.81,28.1,Unknown,0 +Male,23.0,0,0,False,Private,Rural,96.78,24.6,smokes,0 +Female,71.0,1,0,True,Private,Urban,169.35750000000002,31.6,never smoked,0 +Female,56.0,0,1,True,Private,Rural,70.02,32.3,never smoked,0 +Male,31.0,0,0,True,Private,Urban,169.35750000000002,41.1,smokes,0 +Female,64.0,0,0,True,Govt_job,Rural,62.41,30.0,never smoked,0 +Male,46.0,0,0,True,Self-employed,Urban,55.83,26.4,never smoked,0 +Male,55.0,0,0,True,Govt_job,Rural,65.12,30.0,never smoked,0 +Male,2.0,0,0,False,children,Rural,73.62,20.8,Unknown,0 +Female,58.0,1,0,True,Private,Urban,85.83,44.0,formerly smoked,0 +Female,78.0,0,0,False,Private,Urban,103.86,30.6,Unknown,0 +Female,1.16,0,0,False,children,Urban,60.98,17.2,Unknown,0 +Female,35.0,0,0,True,Private,Rural,82.69,29.1,Unknown,0 +Female,64.0,0,0,True,Private,Rural,169.35750000000002,27.4,Unknown,0 +Female,18.0,0,0,False,Private,Rural,128.97,23.5,Unknown,0 +Male,19.0,0,0,False,Private,Rural,84.31,31.8,never smoked,0 +Male,47.0,0,0,True,Govt_job,Rural,74.8,23.5,never smoked,0 +Female,54.0,1,0,False,Private,Urban,97.06,28.5,formerly smoked,0 +Female,39.0,0,0,True,Private,Urban,77.54,32.7,Unknown,0 +Female,37.0,0,0,False,Private,Rural,92.78,46.29999999999999,never smoked,0 +Female,17.0,0,0,False,Private,Rural,169.35750000000002,25.6,smokes,0 +Female,20.0,0,0,True,Private,Urban,79.08,41.2,never smoked,0 +Female,31.0,0,0,True,Private,Urban,106.18,27.0,smokes,0 +Female,56.0,0,0,True,Private,Rural,114.21,21.3,never smoked,0 +Female,31.0,0,0,False,Private,Rural,91.08,34.3,never smoked,0 +Male,82.0,0,0,True,Private,Urban,105.77,29.5,Unknown,0 +Male,33.0,0,0,True,Private,Rural,74.88,31.6,smokes,0 +Male,42.0,0,0,True,Private,Rural,123.15,26.1,smokes,0 +Male,20.0,0,0,False,Private,Rural,169.35750000000002,27.5,never smoked,0 +Male,22.0,0,0,True,Govt_job,Rural,117.69,26.5,never smoked,0 +Male,61.0,0,0,True,Private,Rural,55.26,33.2,Unknown,0 +Female,31.0,0,0,True,Private,Urban,106.51,40.2,never smoked,0 +Female,31.0,0,0,True,Govt_job,Rural,55.27,32.5,formerly smoked,0 +Male,17.0,0,0,False,Self-employed,Urban,98.42,23.4,Unknown,0 +Female,30.0,0,0,True,Private,Rural,99.2,32.5,never smoked,0 +Male,69.0,0,0,True,Private,Urban,98.92,23.9,formerly smoked,0 +Female,63.0,0,0,True,Private,Rural,92.7,29.5,never smoked,0 +Male,19.0,0,0,False,Private,Rural,106.7,24.0,never smoked,0 +Male,7.0,0,0,False,children,Urban,152.81,17.7,Unknown,0 +Female,51.0,0,0,True,Private,Urban,82.59,26.2,formerly smoked,0 +Female,38.0,1,0,True,Self-employed,Urban,91.0,33.3,never smoked,0 +Male,2.0,0,0,False,children,Urban,93.88,17.4,Unknown,0 +Female,58.0,0,0,True,Private,Urban,76.99,29.0,never smoked,0 +Female,69.0,0,1,True,Private,Rural,169.35750000000002,21.7,Unknown,0 +Female,64.0,1,0,True,Private,Rural,93.99,37.8,formerly smoked,0 +Female,31.0,0,0,True,Private,Urban,109.68,41.8,never smoked,0 +Female,59.0,1,0,True,Private,Rural,92.04,24.2,never smoked,0 +Female,54.0,0,0,True,Private,Rural,111.41,31.1,never smoked,0 +Female,24.0,0,0,True,Private,Rural,97.92,23.1,never smoked,0 +Male,19.0,0,0,False,Private,Urban,65.61,25.1,Unknown,0 +Male,17.0,0,0,False,Private,Urban,62.37,41.3,never smoked,0 +Female,29.0,0,0,False,Private,Urban,101.28,22.7,never smoked,0 +Female,42.0,0,0,True,Private,Rural,88.31,24.0,smokes,0 +Female,31.0,0,0,True,Govt_job,Rural,103.55,20.5,formerly smoked,0 +Female,29.0,0,0,False,Private,Urban,60.26,20.4,never smoked,0 +Female,23.0,0,0,False,Private,Urban,79.39,27.6,never smoked,0 +Female,25.0,0,0,False,Private,Urban,122.01,27.0,smokes,0 +Female,14.0,0,0,False,children,Rural,78.09,26.4,Unknown,0 +Female,66.0,0,0,True,Private,Urban,89.7,34.9,smokes,0 +Female,77.0,0,0,True,Private,Rural,95.1,35.0,never smoked,0 +Male,79.0,0,0,True,Self-employed,Rural,112.64,28.5,formerly smoked,0 +Female,52.0,0,0,True,Private,Rural,79.8,32.3,formerly smoked,0 +Female,41.0,0,0,True,Private,Urban,82.2,23.9,Unknown,0 +Female,31.0,0,0,False,Private,Urban,108.89,46.29999999999999,Unknown,0 +Male,39.0,0,0,True,Private,Rural,114.32,26.4,never smoked,0 +Female,51.0,0,0,False,Govt_job,Rural,116.14,20.9,never smoked,0 +Female,40.0,0,0,True,Govt_job,Urban,122.74,23.3,Unknown,0 +Female,48.0,0,0,True,Private,Urban,94.04,32.7,never smoked,0 +Male,55.0,0,0,True,Private,Rural,86.6,26.5,never smoked,0 +Male,41.0,0,0,True,Private,Rural,82.32,27.9,Unknown,0 +Female,39.0,0,0,True,Private,Rural,83.83,30.3,never smoked,0 +Male,41.0,0,0,False,Govt_job,Urban,106.98,27.6,never smoked,0 +Female,5.0,0,0,False,children,Urban,93.88,14.6,Unknown,0 +Male,38.0,0,0,True,Govt_job,Urban,70.53,40.9,smokes,0 +Male,40.0,1,0,True,Govt_job,Rural,169.35750000000002,28.4,never smoked,0 +Male,12.0,0,0,False,children,Rural,65.88,23.7,Unknown,0 +Male,20.0,0,0,False,Govt_job,Rural,106.97,27.9,formerly smoked,0 +Male,53.0,0,0,True,Private,Urban,126.35,25.2,never smoked,0 +Female,21.0,0,0,False,Private,Urban,129.16,34.4,Unknown,0 +Female,70.0,1,0,True,Govt_job,Rural,88.66,36.7,formerly smoked,0 +Male,61.0,0,0,True,Govt_job,Rural,112.95,22.2,formerly smoked,0 +Male,70.0,0,0,True,Govt_job,Urban,81.59,27.2,never smoked,0 +Female,38.0,0,0,True,Govt_job,Rural,76.82,27.3,never smoked,0 +Male,59.0,0,0,True,Govt_job,Rural,73.75,27.3,smokes,0 +Female,36.0,1,0,True,Private,Urban,91.56,42.2,never smoked,0 +Female,31.0,0,0,True,Govt_job,Rural,104.55,26.4,never smoked,0 +Female,65.0,0,0,True,Govt_job,Urban,84.84,39.4,Unknown,0 +Male,61.0,1,1,True,Govt_job,Rural,86.06,34.8,never smoked,0 +Male,2.0,0,0,False,children,Rural,109.1,20.0,Unknown,0 +Male,52.0,0,0,True,Private,Rural,68.35,34.1,never smoked,0 +Female,33.0,0,0,True,Private,Urban,121.04,31.4,Unknown,0 +Male,5.0,0,0,False,children,Rural,160.83,17.8,Unknown,0 +Female,32.0,0,0,True,Private,Rural,85.62,46.1,smokes,0 +Female,54.0,0,0,True,Govt_job,Urban,74.23,28.1,formerly smoked,0 +Female,51.0,0,0,False,Private,Urban,110.76,24.7,formerly smoked,0 +Female,39.0,0,0,False,Govt_job,Urban,79.44,22.7,never smoked,0 +Female,40.0,0,0,True,Private,Rural,119.52,34.6,never smoked,0 +Female,19.0,0,0,True,Private,Rural,90.42,21.4,never smoked,0 +Female,9.0,0,0,False,children,Urban,109.32,27.4,Unknown,0 +Male,53.0,1,0,True,Govt_job,Rural,78.16,36.6,never smoked,0 +Female,23.0,0,0,False,Private,Rural,79.13,32.9,formerly smoked,0 +Female,19.0,0,0,False,Self-employed,Urban,84.06,24.7,never smoked,0 +Male,1.0,0,0,False,children,Rural,89.3,21.4,Unknown,0 +Female,48.0,0,0,True,Private,Urban,69.21,33.1,never smoked,0 +Male,71.0,0,0,True,Govt_job,Rural,169.35750000000002,26.7,never smoked,0 +Male,44.0,0,0,True,Private,Urban,58.47,24.4,never smoked,0 +Female,53.0,0,0,True,Govt_job,Rural,169.35750000000002,25.8,Unknown,0 +Female,70.0,1,0,True,Self-employed,Urban,99.6,34.3,formerly smoked,0 +Female,1.4,0,0,False,children,Rural,126.18,18.1,Unknown,0 +Male,49.0,0,0,True,Private,Urban,169.35750000000002,43.8,smokes,0 +Female,17.0,0,0,False,Private,Rural,62.49,26.9,never smoked,0 +Female,40.0,0,0,True,Private,Rural,74.51,36.6,never smoked,0 +Female,46.0,0,0,True,Self-employed,Urban,94.63,24.9,never smoked,0 +Female,32.0,0,0,True,Private,Rural,91.98,27.6,smokes,0 +Male,2.0,0,0,False,children,Rural,56.77,20.9,Unknown,0 +Female,40.0,0,0,True,Private,Urban,75.87,30.3,never smoked,0 +Female,19.0,0,0,False,Private,Rural,77.19,37.4,smokes,0 +Male,43.0,0,0,True,Private,Urban,135.75,35.9,smokes,0 +Female,46.0,0,0,True,Private,Rural,100.15,46.29999999999999,smokes,0 +Male,71.0,0,0,False,Private,Urban,95.08,31.5,never smoked,0 +Female,31.0,0,0,True,Private,Urban,125.38,24.4,smokes,0 +Male,41.0,0,0,True,Private,Urban,111.71,38.9,formerly smoked,0 +Male,65.0,0,0,True,Self-employed,Rural,94.64,28.6,never smoked,0 +Male,52.0,0,0,True,Private,Urban,169.35750000000002,28.1,smokes,0 +Female,20.0,0,0,False,Private,Urban,112.96,27.5,never smoked,0 +Female,77.0,0,1,True,Private,Rural,169.35750000000002,28.1,never smoked,0 +Female,51.0,0,0,True,Private,Urban,105.36,43.7,Unknown,0 +Female,37.0,0,0,True,Private,Urban,84.13,27.0,never smoked,0 +Male,49.0,0,0,True,Private,Rural,102.47,29.3,formerly smoked,0 +Female,62.0,1,0,True,Govt_job,Rural,77.04,34.7,never smoked,0 +Female,17.0,0,0,False,Private,Rural,83.23,28.1,never smoked,0 +Female,28.0,0,0,True,Private,Rural,87.01,39.9,never smoked,0 +Male,80.0,0,0,True,Private,Rural,56.99,26.7,never smoked,0 +Male,45.0,0,0,True,Private,Rural,73.01,24.8,formerly smoked,0 +Female,37.0,0,0,True,Private,Urban,106.35,29.7,never smoked,0 +Female,3.0,0,0,False,children,Rural,80.63,15.9,Unknown,0 +Male,26.0,0,0,False,Private,Urban,103.61,31.4,never smoked,0 +Female,71.0,0,0,True,Self-employed,Urban,91.35,28.1,formerly smoked,0 +Male,58.0,0,0,True,Govt_job,Urban,169.35750000000002,27.8,never smoked,0 +Female,59.0,0,0,True,Govt_job,Rural,111.99,35.5,formerly smoked,0 +Male,74.0,1,0,True,Private,Rural,57.51,31.7,smokes,0 +Male,17.0,0,0,False,Private,Rural,68.49,33.2,never smoked,0 +Female,62.0,0,0,True,Private,Urban,60.2,27.7,formerly smoked,0 +Male,37.0,0,0,True,Self-employed,Urban,160.0,31.9,formerly smoked,0 +Female,19.0,0,0,False,Never_worked,Urban,86.96,25.8,never smoked,0 +Female,59.0,0,0,True,Private,Rural,169.35750000000002,27.7,never smoked,0 +Female,59.0,1,0,True,Private,Rural,99.06,23.4,never smoked,0 +Male,62.0,0,1,True,Self-employed,Urban,56.31,24.3,formerly smoked,0 +Male,80.0,1,1,True,Self-employed,Urban,84.31,30.3,smokes,0 +Female,54.0,0,0,True,Private,Rural,90.92,29.1,never smoked,0 +Female,27.0,0,0,False,Private,Rural,104.33,20.1,never smoked,0 +Female,4.0,0,0,False,children,Urban,62.61,21.2,Unknown,0 +Male,81.0,1,0,True,Self-employed,Urban,169.35750000000002,31.6,formerly smoked,0 +Female,41.0,0,0,False,Private,Rural,94.3,41.6,Unknown,0 +Male,27.0,0,0,True,Private,Rural,104.48,36.4,smokes,0 +Female,51.0,1,0,True,Private,Urban,72.62,30.5,never smoked,0 +Female,59.0,0,0,True,Self-employed,Urban,81.64,32.8,Unknown,0 +Female,51.0,0,0,True,Private,Rural,90.78,32.3,never smoked,0 +Male,71.0,0,1,True,Private,Urban,70.71,30.1,never smoked,0 +Male,48.0,0,0,True,Private,Urban,72.36,34.7,smokes,0 +Female,49.0,0,0,True,Self-employed,Urban,59.76,29.7,Unknown,0 +Female,35.0,0,0,False,Govt_job,Urban,83.76,28.1,smokes,0 +Female,25.0,0,0,True,Private,Rural,63.64,31.3,formerly smoked,0 +Female,31.0,0,0,True,Private,Rural,76.26,35.6,never smoked,0 +Female,68.0,0,0,True,Private,Rural,82.06,35.2,formerly smoked,0 +Male,39.0,0,0,False,Private,Urban,110.91,27.6,never smoked,0 +Female,32.0,0,0,False,Private,Rural,77.16,35.2,smokes,0 +Female,39.0,0,0,True,Private,Rural,69.58,28.1,Unknown,0 +Female,63.0,0,0,True,Private,Urban,96.26,31.8,Unknown,0 +Female,69.0,0,0,True,Private,Rural,87.27,23.3,smokes,0 +Female,29.0,0,0,True,Private,Urban,65.36,28.8,formerly smoked,0 +Female,1.72,0,0,False,children,Rural,109.51,19.5,Unknown,0 +Female,58.0,0,0,True,Private,Urban,89.03,30.0,smokes,0 +Female,32.0,0,0,True,Private,Urban,91.34,25.5,formerly smoked,0 +Male,63.0,0,0,True,Private,Rural,57.82,28.8,formerly smoked,0 +Male,57.0,0,0,True,Self-employed,Urban,81.15,40.2,formerly smoked,0 +Female,77.0,0,0,True,Private,Rural,115.29,32.9,Unknown,0 +Male,8.0,0,0,False,children,Urban,111.02,22.4,Unknown,0 +Female,21.0,0,0,False,Govt_job,Urban,111.61,36.9,smokes,0 +Female,16.0,0,0,False,children,Rural,109.02,19.8,Unknown,0 +Female,8.0,0,0,False,children,Urban,106.51,12.3,Unknown,0 +Male,71.0,0,1,True,Self-employed,Rural,169.35750000000002,32.4,smokes,0 +Female,74.0,0,0,True,Private,Urban,87.11,24.8,never smoked,0 +Female,7.0,0,0,False,children,Urban,61.68,16.4,Unknown,0 +Male,19.0,0,0,False,Private,Rural,119.04,35.9,Unknown,0 +Male,64.0,0,0,True,Private,Urban,86.05,23.0,Unknown,0 +Female,23.0,1,0,False,Private,Urban,70.03,46.29999999999999,smokes,0 +Male,75.0,0,1,True,Self-employed,Urban,169.35750000000002,30.5,formerly smoked,0 +Male,80.0,0,0,True,Self-employed,Rural,169.35750000000002,26.8,never smoked,0 +Male,40.0,0,0,True,Private,Urban,78.11,35.3,never smoked,0 +Female,24.0,0,0,False,Govt_job,Rural,100.97,27.9,never smoked,0 +Female,74.0,0,0,True,Self-employed,Urban,99.21,22.1,never smoked,0 +Female,52.0,0,0,True,Self-employed,Urban,113.21,38.3,never smoked,0 +Male,54.0,0,0,True,Private,Urban,92.95,41.0,never smoked,0 +Female,23.0,0,0,False,Private,Urban,110.16,28.1,never smoked,0 +Male,19.0,0,0,False,Private,Rural,142.57,22.8,Unknown,0 +Female,23.0,0,0,False,Private,Rural,92.87,30.1,never smoked,0 +Male,13.0,0,0,False,Never_worked,Rural,111.48,20.8,Unknown,0 +Female,51.0,0,0,True,Private,Urban,123.0,31.7,never smoked,0 +Male,60.0,0,0,True,Govt_job,Urban,100.54,30.1,never smoked,0 +Male,79.0,0,1,True,Self-employed,Urban,106.68,30.8,never smoked,0 +Female,75.0,0,0,True,Private,Urban,86.4,42.6,never smoked,0 +Female,69.0,1,0,True,Self-employed,Urban,61.81,37.1,Unknown,0 +Female,57.0,0,0,True,Self-employed,Rural,128.28,34.2,never smoked,0 +Female,47.0,0,0,True,Private,Rural,169.35750000000002,43.4,never smoked,0 +Female,33.0,0,0,True,Private,Urban,89.98,18.7,smokes,0 +Female,51.0,0,0,True,Self-employed,Urban,169.35750000000002,34.0,smokes,0 +Female,47.0,0,0,True,Private,Rural,98.58,23.2,never smoked,0 +Male,15.0,0,0,False,Private,Urban,57.94,41.7,Unknown,0 +Male,1.0,0,0,False,children,Rural,123.21,15.1,Unknown,0 +Female,20.0,0,0,False,Private,Urban,76.34,20.6,smokes,0 +Male,6.0,0,0,False,children,Rural,92.98,18.9,Unknown,0 +Male,50.0,0,0,False,Govt_job,Rural,92.81,26.6,never smoked,0 +Male,31.0,0,0,True,Private,Urban,85.16,30.1,smokes,0 +Female,15.0,0,0,False,Self-employed,Urban,90.1,32.1,never smoked,0 +Female,3.0,0,0,False,children,Urban,65.15,15.1,Unknown,0 +Male,30.0,0,0,True,Private,Urban,104.62,33.5,smokes,0 +Male,17.0,0,0,False,Never_worked,Urban,113.25,23.4,never smoked,0 +Male,24.0,0,0,False,Private,Urban,59.28,43.2,never smoked,0 +Female,5.0,0,0,False,children,Urban,93.07,19.1,Unknown,0 +Male,33.0,0,0,False,Private,Rural,77.42,26.1,Unknown,0 +Female,30.0,0,0,False,Private,Rural,73.69,17.3,never smoked,0 +Male,66.0,1,0,True,Private,Rural,74.9,32.1,never smoked,0 +Male,40.0,0,0,False,Private,Urban,88.27,28.1,formerly smoked,0 +Female,27.0,0,0,False,Private,Urban,58.39,30.4,never smoked,0 +Male,21.0,0,0,False,Private,Rural,102.05,29.9,never smoked,0 +Female,55.0,0,0,True,Private,Rural,112.47,32.8,smokes,0 +Female,19.0,0,0,False,Private,Rural,72.84,22.7,never smoked,0 +Male,75.0,1,1,True,Self-employed,Urban,169.35750000000002,28.7,formerly smoked,0 +Female,71.0,0,1,True,Private,Urban,169.35750000000002,35.2,never smoked,0 +Female,16.0,0,0,False,Private,Urban,87.98,22.4,never smoked,0 +Female,49.0,0,0,False,Private,Rural,65.81,32.3,Unknown,0 +Female,10.0,0,0,False,children,Urban,124.6,18.6,Unknown,0 +Female,37.0,0,0,True,Private,Rural,83.65,42.1,smokes,0 +Male,59.0,0,0,True,Govt_job,Rural,88.81,38.0,formerly smoked,0 +Female,7.0,0,0,False,children,Urban,86.75,22.3,Unknown,0 +Female,61.0,0,0,True,Private,Rural,123.36,33.4,never smoked,0 +Male,34.0,0,0,False,Private,Rural,89.68,23.2,smokes,0 +Female,9.0,0,0,False,children,Rural,69.87,18.0,Unknown,0 +Female,46.0,0,0,True,Private,Rural,109.22,20.1,never smoked,0 +Male,0.88,0,0,False,children,Rural,157.57,19.2,Unknown,0 +Male,50.0,0,0,True,Govt_job,Urban,110.73,28.7,smokes,0 +Male,19.0,0,0,True,Private,Urban,99.14,28.1,never smoked,0 +Female,21.0,0,0,True,Private,Urban,59.15,22.6,never smoked,0 +Female,2.0,0,0,False,children,Rural,165.11,18.0,Unknown,0 +Female,37.0,0,0,True,Self-employed,Rural,77.44,21.4,formerly smoked,0 +Male,20.0,0,0,False,Private,Rural,100.33,27.8,Unknown,0 +Male,50.0,0,0,True,Private,Urban,57.93,27.6,Unknown,0 +Male,61.0,1,1,False,Private,Rural,148.24,32.2,formerly smoked,0 +Male,48.0,0,0,True,Private,Urban,91.96,24.9,Unknown,0 +Male,82.0,0,1,True,Self-employed,Rural,72.93,27.1,formerly smoked,0 +Male,64.0,0,0,True,Private,Rural,84.27,24.6,Unknown,0 +Female,50.0,0,0,True,Govt_job,Rural,124.45,24.6,never smoked,0 +Male,1.4,0,0,False,children,Urban,90.51,18.9,Unknown,0 +Male,0.24,0,0,False,children,Rural,118.87,16.3,Unknown,0 +Male,55.0,0,0,True,Private,Rural,56.42,31.8,never smoked,0 +Female,29.0,0,0,False,Private,Urban,73.67,21.0,Unknown,0 +Male,4.0,0,0,False,children,Rural,89.11,20.1,Unknown,0 +Male,70.0,1,0,True,Private,Rural,74.04,29.1,never smoked,0 +Male,35.0,0,0,True,Private,Urban,145.23,32.3,never smoked,0 +Female,80.0,0,1,True,Private,Rural,100.8,29.4,never smoked,0 +Female,54.0,0,0,True,Private,Urban,85.22,46.29999999999999,never smoked,0 +Male,39.0,0,0,True,Govt_job,Rural,72.49,44.9,formerly smoked,0 +Female,26.0,0,0,False,Private,Urban,82.61,28.5,smokes,0 +Female,6.0,0,0,False,children,Rural,72.07,19.5,Unknown,0 +Female,41.0,0,0,True,Private,Rural,79.85,45.0,Unknown,0 +Female,42.0,0,0,True,Private,Rural,84.86,22.8,Unknown,0 +Male,9.0,0,0,False,children,Urban,131.89,25.5,Unknown,0 +Male,55.0,0,0,True,Private,Urban,89.17,31.5,never smoked,0 +Male,71.0,0,0,True,Private,Rural,169.35750000000002,31.6,formerly smoked,0 +Female,14.0,0,0,False,children,Urban,131.77,31.0,Unknown,0 +Female,77.0,1,0,True,Self-employed,Urban,102.01,29.5,Unknown,0 +Female,50.0,0,0,True,Govt_job,Urban,128.63,23.1,Unknown,0 +Male,49.0,0,0,False,Private,Urban,144.1,30.7,smokes,0 +Female,51.0,0,0,True,Self-employed,Urban,143.15,44.7,formerly smoked,0 +Male,79.0,0,0,True,Self-employed,Rural,116.67,33.5,never smoked,0 +Female,63.0,0,0,True,Self-employed,Rural,85.6,25.9,Unknown,0 +Female,66.0,0,0,True,Self-employed,Urban,142.12,28.3,never smoked,0 +Female,20.0,0,0,False,Private,Urban,100.81,26.8,Unknown,0 +Female,37.0,0,0,True,Govt_job,Urban,69.17,27.8,never smoked,0 +Male,22.0,0,0,False,Private,Rural,58.38,36.0,never smoked,0 +Female,60.0,0,0,True,Govt_job,Urban,86.34,22.1,never smoked,0 +Male,39.0,0,0,True,Private,Urban,95.44,38.4,never smoked,0 +Female,53.0,0,0,True,Private,Urban,94.78,30.1,Unknown,0 +Female,55.0,0,0,True,Private,Rural,109.59,26.2,formerly smoked,0 +Female,63.0,0,0,True,Private,Rural,79.26,26.6,smokes,0 +Female,57.0,0,0,True,Private,Urban,78.46,32.6,never smoked,0 +Male,82.0,0,0,True,Self-employed,Rural,85.29,27.0,never smoked,0 +Male,56.0,0,0,True,Private,Rural,156.18,25.3,smokes,0 +Male,41.0,1,0,True,Private,Urban,69.52,31.9,never smoked,0 +Female,8.0,0,0,False,children,Urban,65.32,18.4,Unknown,0 +Male,34.0,0,0,False,Private,Urban,108.47,30.4,smokes,0 +Male,75.0,0,0,True,Private,Urban,105.63,28.2,smokes,0 +Male,57.0,0,0,True,Private,Urban,77.93,35.7,formerly smoked,0 +Female,72.0,0,0,True,Private,Urban,95.2,35.0,never smoked,0 +Male,21.0,0,0,False,Private,Rural,78.52,27.2,never smoked,0 +Female,51.0,0,0,True,Private,Urban,114.89,23.0,never smoked,0 +Female,15.0,0,0,False,Private,Rural,95.43,25.0,Unknown,0 +Female,24.0,0,0,True,Private,Rural,84.08,24.5,Unknown,0 +Female,30.0,0,0,True,Govt_job,Rural,110.55,30.9,smokes,0 +Female,82.0,0,0,False,Self-employed,Urban,82.21,26.0,never smoked,0 +Female,62.0,0,0,True,Private,Urban,82.38,27.2,formerly smoked,0 +Female,79.0,0,0,True,Govt_job,Urban,93.89,30.4,never smoked,0 +Female,19.0,0,0,False,Private,Rural,75.08,21.7,Unknown,0 +Male,45.0,0,0,True,Private,Urban,76.72,29.1,Unknown,0 +Female,5.0,0,0,False,children,Rural,84.93,17.6,Unknown,0 +Male,57.0,0,1,True,Private,Urban,76.5,29.2,formerly smoked,0 +Female,31.0,0,0,False,Private,Urban,65.47,28.1,never smoked,0 +Male,61.0,0,0,True,Private,Urban,99.16,26.6,smokes,0 +Male,27.0,0,0,False,Self-employed,Rural,63.53,26.9,never smoked,0 +Female,61.0,0,0,True,Private,Rural,78.65,36.2,formerly smoked,0 +Female,53.0,0,0,True,Self-employed,Urban,63.78,25.9,never smoked,0 +Female,76.0,0,0,False,Self-employed,Urban,77.52,40.9,formerly smoked,0 +Male,57.0,0,0,True,Private,Rural,111.64,31.5,never smoked,0 +Male,9.0,0,0,False,children,Urban,97.84,23.3,Unknown,0 +Female,34.0,0,0,True,Private,Urban,113.01,37.6,never smoked,0 +Male,51.0,1,0,True,Private,Urban,56.48,39.8,never smoked,0 +Male,61.0,0,0,True,Private,Rural,169.35750000000002,35.1,formerly smoked,0 +Female,19.0,0,0,False,Private,Rural,96.02,21.9,never smoked,0 +Female,50.0,0,0,True,Private,Rural,169.35750000000002,46.29999999999999,formerly smoked,0 +Female,80.0,1,1,True,Private,Rural,115.52,34.4,Unknown,0 +Female,13.0,0,0,False,Private,Rural,60.69,24.0,smokes,0 +Male,55.0,0,0,True,Self-employed,Urban,93.67,29.3,Unknown,0 +Male,67.0,0,0,True,Govt_job,Urban,67.79,26.0,formerly smoked,0 +Female,30.0,0,0,False,Self-employed,Rural,56.07,31.3,never smoked,0 +Male,67.0,1,1,True,Private,Rural,169.35750000000002,31.0,never smoked,0 +Female,82.0,0,0,True,Private,Rural,96.63,26.5,Unknown,0 +Male,5.0,0,0,False,children,Rural,84.3,16.0,Unknown,0 +Female,81.0,0,0,True,Self-employed,Rural,169.35750000000002,21.1,never smoked,0 +Female,48.0,0,0,True,Private,Rural,169.35750000000002,42.2,Unknown,0 +Female,66.0,0,0,True,Govt_job,Rural,93.34,27.7,never smoked,0 +Female,38.0,0,0,True,Private,Urban,162.3,23.6,never smoked,0 +Male,8.0,0,0,False,children,Urban,106.4,18.3,Unknown,0 +Male,47.0,1,0,True,Private,Urban,110.25,44.3,never smoked,0 +Male,27.0,0,0,False,Private,Rural,69.7,27.3,never smoked,0 +Female,53.0,1,0,True,Private,Urban,87.03,46.29999999999999,formerly smoked,0 +Male,27.0,0,0,False,Private,Urban,112.98,44.7,never smoked,0 +Female,36.0,0,0,True,Govt_job,Rural,82.47,33.1,smokes,0 +Female,50.0,0,0,True,Private,Urban,75.88,30.0,never smoked,0 +Female,32.0,0,0,True,Private,Urban,84.63,40.1,Unknown,0 +Female,58.0,0,0,True,Govt_job,Rural,109.56,23.1,never smoked,0 +Female,73.0,0,0,True,Self-employed,Rural,89.45,30.3,formerly smoked,0 +Female,62.0,0,0,True,Private,Rural,91.65,30.5,never smoked,0 +Female,50.0,0,0,True,Self-employed,Urban,121.14,22.8,never smoked,0 +Female,51.0,0,0,False,Private,Rural,87.77,42.0,Unknown,0 +Female,19.0,0,0,False,Private,Rural,106.56,29.9,never smoked,0 +Female,30.0,0,0,False,Private,Rural,93.88,24.0,formerly smoked,0 +Female,45.0,0,0,False,Private,Rural,153.76,36.7,Unknown,0 +Male,30.0,0,0,False,Private,Urban,88.65,22.2,never smoked,0 +Female,28.0,0,0,True,Private,Urban,111.22,25.5,Unknown,0 +Male,70.0,0,0,True,Self-employed,Urban,169.35750000000002,34.3,formerly smoked,0 +Female,0.32,0,0,False,children,Rural,55.86,16.0,Unknown,0 +Female,23.0,0,0,False,Private,Rural,63.73,25.6,smokes,0 +Male,18.0,0,0,False,Private,Rural,103.94,23.3,never smoked,0 +Male,41.0,0,0,True,Private,Rural,92.49,41.6,Unknown,0 +Male,52.0,0,0,True,Private,Urban,169.35750000000002,35.6,formerly smoked,0 +Female,77.0,0,0,True,Private,Rural,75.06,22.0,Unknown,0 +Male,34.0,0,0,True,Private,Urban,85.57,26.8,Unknown,0 +Female,67.0,0,0,True,Self-employed,Urban,68.61,31.9,never smoked,0 +Male,1.64,0,0,False,children,Urban,56.3,19.7,Unknown,0 +Female,23.0,0,0,False,Private,Rural,169.35750000000002,28.1,smokes,0 +Female,59.0,0,0,True,Private,Urban,65.98,31.1,Unknown,0 +Male,62.0,0,0,True,Govt_job,Rural,169.35750000000002,34.4,Unknown,0 +Male,47.0,0,0,True,Govt_job,Urban,64.99,33.2,never smoked,0 +Female,71.0,1,0,True,Self-employed,Rural,66.12,28.1,never smoked,0 +Female,22.0,0,0,False,Private,Urban,73.4,21.6,never smoked,0 +Male,33.0,0,0,True,Govt_job,Urban,82.83,25.4,Unknown,0 +Female,27.0,0,0,False,Private,Urban,93.55,41.6,never smoked,0 +Female,44.0,0,0,True,Private,Rural,90.4,33.1,formerly smoked,0 +Female,18.0,0,0,False,Private,Rural,98.1,21.8,never smoked,0 +Male,47.0,0,0,True,Private,Rural,142.02,30.0,Unknown,0 +Female,66.0,0,0,True,Self-employed,Rural,169.35750000000002,35.2,smokes,0 +Female,42.0,1,0,True,Private,Rural,89.96,35.6,never smoked,0 +Male,13.0,0,0,False,children,Urban,71.73,28.1,Unknown,0 +Female,56.0,1,0,True,Govt_job,Urban,82.44,27.8,smokes,0 +Female,69.0,0,0,True,Self-employed,Urban,80.85,29.3,formerly smoked,0 +Female,65.0,0,0,True,Self-employed,Rural,169.35750000000002,37.2,smokes,0 +Male,53.0,0,0,True,Private,Urban,86.73,26.1,Unknown,0 +Female,36.0,0,0,True,Private,Urban,76.93,21.6,never smoked,0 +Female,69.0,0,0,True,Self-employed,Urban,113.1,22.7,never smoked,0 +Male,19.0,0,0,False,Private,Rural,96.84,30.2,formerly smoked,0 +Male,3.0,0,0,False,children,Urban,100.91,18.0,Unknown,0 +Male,15.0,0,0,False,children,Urban,116.5,27.8,Unknown,0 +Female,59.0,1,0,False,Private,Rural,57.26,23.5,never smoked,0 +Female,61.0,0,0,True,Private,Urban,129.31,41.2,Unknown,0 +Female,28.0,0,0,True,Private,Rural,56.47,22.7,never smoked,0 +Male,52.0,0,0,True,Govt_job,Urban,86.06,29.2,formerly smoked,0 +Female,33.0,0,0,True,Private,Rural,86.97,42.2,never smoked,0 +Male,80.0,0,0,True,Private,Urban,78.78,24.0,formerly smoked,0 +Female,47.0,0,0,True,Private,Rural,169.35750000000002,45.5,never smoked,0 +Male,2.0,0,0,False,children,Rural,103.25,19.4,Unknown,0 +Female,48.0,0,0,True,Private,Rural,134.59,28.2,smokes,0 +Male,1.56,0,0,False,children,Rural,93.74,20.1,Unknown,0 +Female,26.0,0,0,True,Private,Urban,90.66,27.2,Unknown,0 +Male,62.0,0,0,True,Govt_job,Urban,91.68,26.5,Unknown,0 +Male,1.72,0,0,False,children,Urban,75.79,17.6,Unknown,0 +Female,38.0,0,0,True,Private,Urban,91.68,42.8,formerly smoked,0 +Female,28.0,0,0,True,Private,Rural,106.68,29.3,never smoked,0 +Female,67.0,0,0,True,Private,Rural,82.31,21.3,never smoked,0 +Male,57.0,0,0,True,Private,Rural,90.06,29.8,Unknown,0 +Female,40.0,0,0,True,Private,Rural,65.47,24.1,smokes,0 +Male,10.0,0,0,False,children,Rural,58.03,35.2,Unknown,0 +Female,55.0,0,0,False,Private,Rural,83.09,18.8,never smoked,0 +Female,7.0,0,0,False,children,Urban,88.6,17.4,Unknown,0 +Male,56.0,0,0,True,Private,Urban,63.18,31.5,Unknown,0 +Male,37.0,0,0,True,Private,Rural,78.42,29.9,never smoked,0 +Male,69.0,0,0,True,Private,Urban,65.08,27.3,formerly smoked,0 +Female,45.0,0,0,True,Govt_job,Urban,79.47,28.1,never smoked,0 +Female,28.0,0,0,True,Private,Rural,95.52,28.9,never smoked,0 +Female,52.0,1,0,False,Private,Urban,73.0,25.2,smokes,0 +Male,46.0,0,0,True,Private,Rural,138.07,24.3,never smoked,0 +Male,45.0,0,0,True,Govt_job,Rural,86.99,37.9,never smoked,0 +Female,21.0,0,0,False,Private,Urban,112.07,28.2,never smoked,0 +Male,4.0,0,0,False,children,Rural,105.76,18.4,Unknown,0 +Female,45.0,0,0,True,Private,Urban,55.67,23.1,smokes,0 +Female,71.0,0,0,True,Private,Urban,90.55,39.4,formerly smoked,0 +Female,46.0,0,0,True,Private,Rural,169.35750000000002,29.5,never smoked,0 +Female,3.0,0,0,False,children,Rural,111.21,18.3,Unknown,0 +Female,79.0,0,0,True,Govt_job,Urban,83.56,28.7,smokes,0 +Female,71.0,1,0,True,Private,Urban,116.76,32.9,formerly smoked,0 +Male,74.0,0,0,True,Private,Rural,83.5,26.7,Unknown,0 +Female,52.0,0,0,True,Private,Urban,69.3,20.1,never smoked,0 +Female,49.0,0,0,True,Private,Urban,67.55,17.6,formerly smoked,0 +Female,32.0,0,0,True,Private,Rural,80.28,43.7,never smoked,0 +Male,62.0,1,0,True,Private,Urban,169.35750000000002,41.1,Unknown,0 +Female,78.0,0,0,False,Private,Urban,67.96,26.8,Unknown,0 +Female,48.0,0,0,True,Self-employed,Urban,99.29,31.2,never smoked,0 +Male,18.0,0,0,True,Private,Rural,140.52,27.4,never smoked,0 +Female,80.0,0,0,True,Private,Rural,75.62,25.1,smokes,0 +Female,34.0,0,0,False,Govt_job,Rural,120.06,33.0,never smoked,0 +Female,40.0,0,0,False,Private,Rural,117.45,30.7,smokes,0 +Female,59.0,0,0,True,Private,Rural,169.35750000000002,42.9,never smoked,0 +Female,11.0,0,0,False,children,Rural,122.75,14.3,Unknown,0 +Female,35.0,0,0,True,Govt_job,Urban,82.39,33.2,never smoked,0 +Female,29.0,0,0,False,Govt_job,Rural,57.02,43.0,formerly smoked,0 +Male,23.0,0,0,False,Private,Urban,115.98,22.3,never smoked,0 +Female,59.0,0,0,True,Private,Rural,169.35750000000002,32.8,formerly smoked,0 +Female,44.0,0,0,True,Private,Rural,97.59,30.5,smokes,0 +Female,62.0,0,0,True,Private,Rural,82.57,36.0,formerly smoked,0 +Female,32.0,0,0,False,Private,Urban,79.34,26.5,formerly smoked,0 +Female,2.0,0,0,False,children,Rural,125.68,20.1,Unknown,0 +Male,73.0,1,0,True,Self-employed,Rural,102.06,28.1,Unknown,0 +Female,79.0,0,0,True,Private,Urban,65.59,28.1,never smoked,0 +Female,2.0,0,0,False,children,Urban,120.85,16.2,Unknown,0 +Male,43.0,0,0,True,Govt_job,Urban,101.65,30.0,never smoked,0 +Male,43.0,0,0,True,Govt_job,Urban,169.35750000000002,31.3,never smoked,0 +Male,62.0,1,0,True,Private,Rural,77.92,26.7,never smoked,0 +Male,73.0,1,1,True,Self-employed,Rural,169.35750000000002,37.7,Unknown,0 +Female,31.0,0,0,False,Self-employed,Urban,62.68,35.8,never smoked,0 +Male,42.0,0,0,True,Private,Urban,55.22,27.0,never smoked,0 +Female,20.0,0,0,False,Private,Rural,78.94,20.7,never smoked,0 +Female,55.0,0,1,False,Private,Rural,109.69,22.2,smokes,0 +Female,3.0,0,0,False,children,Urban,79.63,28.1,Unknown,0 +Female,23.0,0,0,False,Private,Rural,79.33,41.5,never smoked,0 +Female,33.0,0,0,True,Private,Urban,79.91,33.5,never smoked,0 +Female,14.0,0,0,False,Private,Rural,84.46,21.8,Unknown,0 +Female,79.0,0,1,True,Private,Urban,68.4,22.1,formerly smoked,0 +Male,64.0,1,0,True,Private,Rural,78.43,30.2,smokes,0 +Female,76.0,0,0,True,Private,Urban,169.35750000000002,38.7,Unknown,0 +Male,46.0,0,0,True,Private,Urban,85.35,32.1,smokes,0 +Male,80.0,0,0,False,Self-employed,Rural,169.35750000000002,41.3,formerly smoked,0 +Male,21.0,0,0,False,Private,Urban,82.71,20.1,formerly smoked,0 +Female,33.0,0,0,False,Private,Urban,121.19,22.1,never smoked,0 +Female,32.0,0,0,True,Private,Rural,106.02,24.9,smokes,0 +Female,0.72,0,0,False,children,Urban,66.36,23.0,Unknown,0 +Female,49.0,0,0,True,Private,Urban,169.35750000000002,29.3,formerly smoked,0 +Female,41.0,0,0,True,Private,Rural,107.18,22.8,never smoked,0 +Male,37.0,0,0,True,Private,Rural,74.58,31.6,Unknown,0 +Female,58.0,0,0,True,Private,Urban,80.92,19.4,Unknown,0 +Female,79.0,0,0,True,Private,Rural,90.77,22.5,never smoked,0 +Female,23.0,0,0,False,Private,Rural,90.84,31.6,never smoked,0 +Female,78.0,1,0,True,Self-employed,Rural,59.2,29.1,Unknown,0 +Male,51.0,0,0,True,Private,Rural,169.35750000000002,28.1,formerly smoked,0 +Female,41.0,0,0,True,Private,Urban,133.76,43.4,smokes,0 +Male,68.0,0,0,True,Self-employed,Urban,61.36,26.5,formerly smoked,0 +Female,30.0,0,0,False,Private,Rural,118.62,29.7,Unknown,0 +Male,1.88,0,0,False,children,Rural,77.91,21.8,Unknown,0 +Female,32.0,0,0,False,Govt_job,Urban,68.98,23.4,formerly smoked,0 +Female,20.0,0,0,False,Private,Rural,112.08,23.0,never smoked,0 +Male,20.0,0,0,False,Private,Urban,96.2,21.5,never smoked,0 +Male,10.0,0,0,False,children,Rural,93.11,14.6,Unknown,0 +Male,8.0,0,0,False,children,Rural,115.54,28.5,Unknown,0 +Male,65.0,0,0,True,Private,Urban,88.57,29.0,smokes,0 +Female,65.0,1,0,True,Private,Urban,169.35750000000002,26.9,Unknown,0 +Male,46.0,0,0,True,Self-employed,Urban,83.12,29.6,formerly smoked,0 +Male,53.0,0,0,True,Self-employed,Urban,94.89,28.5,never smoked,0 +Female,79.0,0,0,False,Private,Rural,169.35750000000002,25.5,never smoked,0 +Male,43.0,0,0,True,Self-employed,Rural,99.15,30.5,formerly smoked,0 +Female,56.0,0,0,True,Self-employed,Urban,124.16,23.0,never smoked,0 +Male,3.0,0,0,False,children,Rural,86.38,22.8,Unknown,0 +Male,32.0,0,0,False,Private,Rural,93.68,31.4,never smoked,0 +Female,41.0,0,0,True,Govt_job,Rural,169.35750000000002,35.2,smokes,0 +Male,53.0,0,0,True,Govt_job,Rural,78.73,23.3,never smoked,0 +Male,35.0,0,0,True,Private,Rural,115.92,28.1,formerly smoked,0 +Male,67.0,0,0,True,Govt_job,Rural,93.71,31.2,formerly smoked,0 +Female,33.0,0,0,True,Govt_job,Rural,76.66,24.8,never smoked,0 +Female,21.0,0,0,False,Private,Rural,112.38,25.8,Unknown,0 +Female,26.0,0,0,False,Private,Rural,89.3,46.29999999999999,smokes,0 +Female,69.0,1,0,True,Govt_job,Rural,103.44,43.1,formerly smoked,0 +Female,73.0,0,0,True,Self-employed,Rural,79.69,28.1,formerly smoked,0 +Male,15.0,0,0,False,Private,Rural,61.61,27.8,never smoked,0 +Female,3.0,0,0,False,children,Rural,94.12,21.4,Unknown,0 +Female,1.24,0,0,False,children,Urban,62.4,22.1,Unknown,0 +Female,80.0,1,0,True,Private,Urban,169.35750000000002,31.8,never smoked,0 +Male,2.0,0,0,False,children,Urban,76.25,20.1,Unknown,0 +Male,50.0,0,0,True,Private,Urban,103.48,29.1,smokes,0 +Female,30.0,0,0,False,Private,Urban,96.42,22.6,Unknown,0 +Male,15.0,0,0,False,Private,Rural,78.59,25.1,Unknown,0 +Female,71.0,1,0,True,Private,Rural,169.35750000000002,33.3,never smoked,0 +Male,4.0,0,0,False,children,Rural,103.76,15.9,Unknown,0 +Male,2.0,0,0,False,children,Rural,68.52,20.8,Unknown,0 +Male,11.0,0,0,False,children,Urban,92.17,19.5,Unknown,0 +Female,45.0,0,0,True,Private,Rural,81.02,39.0,never smoked,0 +Male,22.0,0,0,False,Govt_job,Rural,94.33,23.1,never smoked,0 +Male,63.0,0,0,True,Self-employed,Rural,78.43,18.8,never smoked,0 +Female,50.0,0,0,True,Private,Rural,169.35750000000002,46.29999999999999,Unknown,0 +Female,25.0,0,0,False,Private,Urban,82.77,36.3,Unknown,0 +Male,49.0,0,0,True,Private,Rural,88.13,32.8,never smoked,0 +Male,39.0,0,0,True,Private,Urban,102.77,35.8,smokes,0 +Female,43.0,0,0,False,Private,Rural,101.75,26.7,smokes,0 +Male,67.0,0,0,True,Private,Rural,113.34,26.3,formerly smoked,0 +Male,48.0,0,0,True,Private,Urban,63.33,26.5,smokes,0 +Female,38.0,0,0,True,Private,Urban,69.34,43.7,never smoked,0 +Female,14.0,0,0,False,Private,Rural,118.81,24.7,Unknown,0 +Male,63.0,0,0,True,Govt_job,Urban,66.13,46.2,never smoked,0 +Male,37.0,0,0,False,Private,Urban,67.53,46.29999999999999,formerly smoked,0 +Male,20.0,0,0,False,Private,Urban,96.58,43.3,never smoked,0 +Female,60.0,0,0,True,Private,Urban,57.89,30.9,formerly smoked,0 +Female,13.0,0,0,False,children,Rural,78.38,38.7,Unknown,0 +Male,34.0,0,0,False,Private,Urban,94.15,28.6,never smoked,0 +Male,22.0,0,0,False,Private,Urban,89.53,30.2,Unknown,0 +Female,46.0,0,0,True,Private,Urban,127.75,30.5,never smoked,0 +Male,53.0,0,0,True,Self-employed,Rural,76.79,33.9,Unknown,0 +Female,28.0,0,0,True,Private,Rural,141.15,28.6,never smoked,0 +Female,62.0,0,0,True,Govt_job,Urban,88.63,24.5,never smoked,0 +Female,6.0,0,0,False,children,Urban,169.35750000000002,28.1,Unknown,0 +Female,11.0,0,0,False,children,Urban,130.15,17.2,Unknown,0 +Male,66.0,0,0,False,Private,Urban,108.03,27.2,never smoked,0 +Female,80.0,0,0,True,Self-employed,Rural,104.07,19.3,formerly smoked,0 +Male,8.0,0,0,False,children,Urban,88.83,18.5,Unknown,0 +Male,53.0,0,1,True,Private,Rural,169.35750000000002,32.0,Unknown,0 +Male,63.0,1,1,True,Private,Urban,150.45,44.5,formerly smoked,0 +Male,31.0,0,0,True,Private,Rural,100.39,37.0,never smoked,0 +Male,43.0,0,0,True,Govt_job,Rural,79.92,30.8,formerly smoked,0 +Male,79.0,0,1,True,Self-employed,Urban,96.79,24.7,Unknown,0 +Male,8.0,0,0,False,children,Rural,86.84,18.3,Unknown,0 +Male,38.0,0,0,True,Private,Rural,61.27,44.0,Unknown,0 +Female,80.0,0,0,True,Self-employed,Rural,72.61,27.6,never smoked,0 +Female,49.0,0,0,True,Private,Rural,82.41,45.4,smokes,0 +Female,50.0,0,0,True,Govt_job,Urban,74.72,28.5,never smoked,0 +Male,13.0,0,0,False,children,Rural,57.37,17.6,Unknown,0 +Male,46.0,1,0,True,Private,Rural,73.72,28.1,smokes,0 +Male,73.0,1,0,True,Private,Urban,88.34,27.5,never smoked,0 +Male,60.0,0,0,True,Private,Rural,101.34,32.8,never smoked,0 +Male,44.0,0,0,True,Private,Rural,119.01,29.5,never smoked,0 +Female,79.0,0,0,False,Self-employed,Rural,71.98,36.4,never smoked,0 +Female,5.0,0,0,False,children,Urban,84.91,26.1,Unknown,0 +Female,51.0,0,0,True,Self-employed,Rural,91.63,35.3,Unknown,0 +Female,71.0,0,0,True,Private,Urban,169.35750000000002,28.1,Unknown,0 +Male,5.0,0,0,False,children,Rural,145.71,18.1,Unknown,0 +Female,65.0,0,0,True,Self-employed,Rural,167.31,27.1,never smoked,0 +Female,81.0,0,0,True,Self-employed,Urban,63.65,23.0,Unknown,0 +Female,46.0,0,0,False,Private,Rural,79.63,46.29999999999999,Unknown,0 +Male,44.0,0,0,True,Govt_job,Rural,87.49,26.6,never smoked,0 +Female,54.0,1,0,True,Private,Rural,98.74,28.1,never smoked,0 +Female,25.0,0,0,False,Private,Rural,92.82,24.1,never smoked,0 +Male,49.0,0,0,True,Govt_job,Urban,72.2,30.3,formerly smoked,0 +Male,80.0,0,1,True,Govt_job,Rural,169.35750000000002,32.2,formerly smoked,0 +Female,22.0,0,0,False,Private,Urban,63.37,26.5,never smoked,0 +Female,61.0,0,0,True,Private,Urban,74.82,30.6,never smoked,0 +Female,3.0,0,0,False,children,Rural,97.6,25.8,Unknown,0 +Male,50.0,0,0,True,Private,Rural,93.04,41.9,smokes,0 +Male,45.0,0,0,True,Private,Rural,97.12,29.2,never smoked,0 +Male,55.0,1,0,True,Self-employed,Rural,82.81,44.3,never smoked,0 +Female,21.0,0,0,False,Private,Urban,134.45,29.1,never smoked,0 +Male,0.8,0,0,False,children,Rural,98.67,17.5,Unknown,0 +Male,50.0,0,1,False,Private,Urban,85.82,31.9,never smoked,0 +Male,73.0,0,1,True,Self-employed,Rural,169.35750000000002,32.2,never smoked,0 +Female,58.0,0,1,True,Private,Rural,144.16,26.0,smokes,0 +Male,30.0,0,0,False,Private,Rural,82.56,25.4,formerly smoked,0 +Female,55.0,1,0,True,Private,Urban,169.35750000000002,46.29999999999999,never smoked,0 +Male,57.0,0,0,True,Self-employed,Urban,67.97,27.9,never smoked,0 +Female,80.0,0,0,True,Govt_job,Urban,84.86,28.1,Unknown,0 +Female,77.0,1,0,True,Self-employed,Urban,71.7,32.8,never smoked,0 +Female,29.0,0,0,False,Private,Urban,72.02,34.0,formerly smoked,0 +Female,46.0,0,0,True,Private,Urban,61.81,25.5,Unknown,0 +Female,40.0,0,0,True,Private,Urban,103.09,35.6,Unknown,0 +Male,29.0,0,0,False,Private,Urban,73.75,28.3,never smoked,0 +Female,37.0,0,0,True,Private,Rural,156.7,36.9,never smoked,0 +Female,35.0,0,0,True,Self-employed,Urban,70.87,22.1,formerly smoked,0 +Male,54.0,0,0,True,Self-employed,Rural,138.47,31.5,never smoked,0 +Female,56.0,0,1,True,Private,Rural,64.66,26.7,formerly smoked,0 +Female,26.0,0,0,True,Private,Rural,91.88,24.9,formerly smoked,0 +Female,75.0,0,0,True,Self-employed,Rural,74.79,32.4,never smoked,0 +Female,44.0,0,0,False,Private,Rural,78.18,32.2,never smoked,0 +Male,63.0,0,0,True,Private,Rural,77.82,30.3,Unknown,0 +Female,17.0,0,0,False,Private,Rural,112.23,28.7,never smoked,0 +Male,46.0,0,1,True,Private,Urban,169.35750000000002,24.1,never smoked,0 +Female,47.0,0,0,True,Private,Rural,121.43,25.3,never smoked,0 +Female,50.0,0,0,True,Private,Rural,94.22,24.8,never smoked,0 +Female,49.0,0,0,True,Private,Rural,67.27,28.1,formerly smoked,0 +Male,76.0,1,0,True,Self-employed,Rural,169.35750000000002,34.8,formerly smoked,0 +Male,47.0,0,0,True,Private,Rural,86.37,39.2,smokes,0 +Female,47.0,0,0,True,Private,Urban,112.09,24.7,smokes,0 +Male,49.0,0,0,True,Private,Urban,169.35750000000002,28.6,never smoked,0 +Male,71.0,0,0,True,Private,Urban,85.33,27.7,never smoked,0 +Female,65.0,0,0,False,Self-employed,Rural,86.33,33.1,never smoked,0 +Female,40.0,0,0,False,Private,Urban,80.47,27.3,smokes,0 +Female,82.0,1,0,True,Private,Urban,62.46,20.3,formerly smoked,0 +Female,64.0,0,0,True,Govt_job,Rural,78.85,33.9,never smoked,0 +Male,72.0,0,0,True,Self-employed,Rural,72.09,28.1,smokes,0 +Female,50.0,0,0,True,Self-employed,Rural,103.81,28.3,never smoked,0 +Female,40.0,0,0,False,Private,Urban,78.04,32.4,smokes,0 +Female,74.0,0,0,True,Self-employed,Rural,94.67,19.7,Unknown,0 +Female,30.0,0,0,True,Govt_job,Rural,62.25,33.7,never smoked,0 +Male,68.0,0,0,True,Private,Urban,155.17,35.5,never smoked,0 +Male,6.0,0,0,False,children,Urban,83.28,20.0,Unknown,0 +Male,4.0,0,0,False,children,Urban,132.41,16.3,Unknown,0 +Female,60.0,0,0,True,Private,Rural,62.78,36.4,Unknown,0 +Female,59.0,0,0,True,Private,Urban,89.96,28.1,Unknown,0 +Female,72.0,0,0,True,Self-employed,Rural,103.25,26.9,formerly smoked,0 +Female,62.0,0,0,True,Private,Rural,126.99,29.4,formerly smoked,0 +Female,13.0,0,0,False,children,Rural,102.27,17.2,never smoked,0 +Male,72.0,0,1,True,Self-employed,Rural,113.63,26.5,Unknown,0 +Male,1.08,0,0,False,children,Urban,86.09,19.5,Unknown,0 +Male,35.0,0,0,True,Private,Rural,108.08,30.6,formerly smoked,0 +Male,54.0,0,0,True,Private,Urban,108.34,31.9,never smoked,0 +Male,40.0,0,0,True,Private,Rural,56.07,26.6,never smoked,0 +Female,3.0,0,0,False,children,Urban,82.91,19.9,Unknown,0 +Male,2.0,0,0,False,children,Urban,94.75,18.0,Unknown,0 +Male,41.0,0,0,True,Private,Rural,101.79,26.7,Unknown,0 +Female,61.0,0,0,True,Private,Rural,88.41,25.3,formerly smoked,0 +Male,58.0,0,0,True,Govt_job,Urban,101.05,31.4,Unknown,0 +Male,17.0,0,0,False,Private,Urban,85.07,21.1,never smoked,0 +Female,64.0,0,0,False,Govt_job,Rural,108.1,17.9,never smoked,0 +Female,32.0,0,0,False,Self-employed,Rural,93.17,27.5,smokes,0 +Female,42.0,0,0,True,Private,Urban,158.89,37.6,smokes,0 +Male,39.0,0,0,True,Private,Rural,169.35750000000002,24.1,never smoked,0 +Female,10.0,0,0,False,children,Urban,112.34,18.1,Unknown,0 +Female,78.0,0,0,True,Private,Urban,119.03,31.0,never smoked,0 +Female,68.0,0,0,True,Private,Urban,169.35750000000002,26.6,smokes,0 +Female,24.0,0,0,True,Private,Urban,89.68,38.7,never smoked,0 +Male,59.0,1,1,True,Private,Rural,169.35750000000002,27.2,formerly smoked,0 +Female,45.0,0,0,True,Private,Urban,89.05,27.8,formerly smoked,0 +Male,12.0,0,0,False,children,Rural,81.74,28.3,Unknown,0 +Female,37.0,0,0,True,Private,Rural,98.12,27.5,never smoked,0 +Female,43.0,0,0,True,Self-employed,Rural,105.59,43.3,smokes,0 +Male,12.0,0,0,False,children,Rural,86.0,20.1,formerly smoked,0 +Male,13.0,0,0,False,children,Urban,65.51,25.9,Unknown,0 +Male,74.0,0,0,True,Self-employed,Urban,61.78,25.8,Unknown,0 +Female,2.0,0,0,False,children,Rural,109.56,16.4,Unknown,0 +Female,59.0,0,0,True,Self-employed,Urban,65.82,29.4,never smoked,0 +Female,21.0,0,0,False,Private,Urban,90.16,28.9,smokes,0 +Female,55.0,0,0,True,Private,Urban,64.45,26.7,never smoked,0 +Female,14.0,0,0,False,children,Urban,91.85,27.8,never smoked,0 +Female,53.0,0,0,True,Private,Rural,97.89,38.7,formerly smoked,0 +Male,75.0,0,0,True,Govt_job,Rural,169.35750000000002,26.8,never smoked,0 +Male,37.0,0,0,True,Govt_job,Rural,74.29,36.1,never smoked,0 +Female,49.0,0,0,True,Private,Rural,107.4,26.7,smokes,0 +Male,55.0,0,0,True,Private,Urban,87.72,27.0,Unknown,0 +Male,57.0,0,0,True,Private,Rural,85.99,21.2,Unknown,0 +Female,45.0,0,0,True,Private,Urban,100.84,21.0,never smoked,0 +Male,46.0,0,0,False,Private,Urban,124.61,37.4,Unknown,0 +Female,12.0,0,0,False,children,Urban,86.55,26.5,Unknown,0 +Male,12.0,0,0,False,children,Rural,90.42,28.9,Unknown,0 +Female,77.0,0,0,True,Private,Rural,100.85,29.5,smokes,0 +Male,6.0,0,0,False,children,Urban,87.74,17.7,Unknown,0 +Male,76.0,1,0,True,Private,Rural,80.15,34.9,formerly smoked,0 +Female,52.0,0,0,True,Private,Urban,107.29,28.1,never smoked,0 +Male,62.0,0,0,True,Private,Urban,169.35750000000002,36.8,smokes,0 +Male,82.0,1,0,True,Private,Rural,169.35750000000002,33.3,never smoked,0 +Male,69.0,0,1,True,Private,Rural,80.43,29.2,Unknown,0 +Male,78.0,0,1,True,Self-employed,Urban,169.35750000000002,34.0,Unknown,0 +Male,37.0,0,0,True,Private,Urban,120.07,33.9,smokes,0 +Female,50.0,0,0,True,Private,Rural,93.47,28.7,never smoked,0 +Female,41.0,0,0,True,Private,Urban,80.77,21.1,never smoked,0 +Male,54.0,0,0,True,Private,Rural,150.27,38.2,smokes,0 +Male,43.0,0,0,True,Private,Urban,81.94,27.7,smokes,0 +Female,37.0,0,0,True,Private,Urban,70.75,35.8,Unknown,0 +Male,9.0,0,0,False,children,Urban,83.83,27.1,Unknown,0 +Female,11.0,0,0,False,children,Urban,73.66,20.5,never smoked,0 +Male,56.0,1,0,True,Private,Urban,102.37,35.6,never smoked,0 +Female,5.0,0,0,False,children,Rural,77.83,15.6,Unknown,0 +Female,17.0,0,0,False,Private,Urban,70.01,43.0,Unknown,0 +Female,6.0,0,0,False,children,Rural,119.88,17.8,Unknown,0 +Male,25.0,0,0,True,Private,Rural,78.29,28.1,smokes,0 +Female,57.0,0,0,True,Private,Rural,169.35750000000002,25.8,never smoked,0 +Male,18.0,0,0,False,Private,Rural,123.79,20.5,Unknown,0 +Male,2.0,0,0,False,children,Urban,80.98,19.9,Unknown,0 +Female,76.0,0,0,True,Govt_job,Rural,84.21,24.4,never smoked,0 +Male,1.0,0,0,False,children,Urban,101.31,18.3,Unknown,0 +Male,54.0,0,0,True,Private,Urban,86.26,35.1,formerly smoked,0 +Female,45.0,0,0,True,Private,Urban,92.86,35.1,formerly smoked,0 +Female,54.0,0,1,True,Private,Urban,140.28,37.1,formerly smoked,0 +Male,67.0,0,0,True,Govt_job,Rural,169.35750000000002,29.4,formerly smoked,0 +Male,53.0,0,0,True,Private,Urban,124.16,31.7,never smoked,0 +Male,47.0,0,0,True,Private,Rural,93.55,31.4,never smoked,0 +Male,44.0,0,0,True,Private,Urban,99.34,33.1,never smoked,0 +Male,65.0,0,0,True,Private,Urban,59.87,28.5,smokes,0 +Female,40.0,0,0,True,Private,Rural,72.76,24.0,formerly smoked,0 +Female,3.0,0,0,False,children,Rural,68.34,18.0,Unknown,0 +Male,81.0,0,0,True,Self-employed,Urban,61.1,27.6,smokes,0 +Female,24.0,0,0,False,Private,Rural,120.77,16.9,never smoked,0 +Male,9.0,0,0,False,children,Rural,60.39,16.4,Unknown,0 +Female,52.0,0,0,True,Govt_job,Urban,126.34,35.1,never smoked,0 +Female,63.0,0,0,True,Private,Rural,93.24,28.8,never smoked,0 +Female,78.0,0,0,True,Private,Rural,154.75,17.6,never smoked,0 +Female,22.0,0,0,False,Private,Rural,62.81,21.3,never smoked,0 +Female,2.0,0,0,False,children,Rural,65.96,19.7,Unknown,0 +Female,79.0,0,0,True,Private,Rural,79.53,37.3,never smoked,0 +Female,49.0,0,0,True,Private,Rural,96.85,35.5,never smoked,0 +Female,74.0,0,0,True,Govt_job,Urban,169.35750000000002,25.5,never smoked,0 +Male,62.0,0,0,True,Private,Rural,115.13,30.0,smokes,0 +Male,16.0,0,0,False,children,Urban,102.3,21.9,Unknown,0 +Male,62.0,0,0,True,Self-employed,Urban,78.99,45.5,never smoked,0 +Male,27.0,0,0,False,Private,Rural,169.35750000000002,28.1,smokes,0 +Female,50.0,1,0,True,Self-employed,Rural,68.8,34.9,never smoked,0 +Female,49.0,0,0,True,Govt_job,Rural,83.84,19.3,formerly smoked,0 +Male,24.0,0,0,True,Private,Urban,94.66,32.1,formerly smoked,0 +Female,21.0,0,0,False,Private,Rural,107.98,26.9,never smoked,0 +Male,17.0,0,0,False,Never_worked,Rural,61.01,32.5,Unknown,0 +Female,22.0,0,0,False,Private,Urban,135.64,19.5,never smoked,0 +Male,13.0,0,0,False,children,Urban,92.65,31.7,never smoked,0 +Female,21.0,0,0,False,Private,Rural,121.11,21.0,Unknown,0 +Male,51.0,1,0,True,Private,Rural,163.56,28.1,formerly smoked,0 +Male,8.0,0,0,False,children,Urban,107.69,20.3,Unknown,0 +Male,48.0,0,0,True,Self-employed,Rural,169.35750000000002,28.1,smokes,0 +Female,16.0,0,0,False,Private,Rural,70.15,21.5,Unknown,0 +Male,18.0,0,0,False,Private,Urban,83.02,40.4,Unknown,0 +Male,7.0,0,0,False,children,Urban,87.94,28.1,Unknown,0 +Male,68.0,1,0,True,Govt_job,Urban,169.35750000000002,30.1,never smoked,0 +Male,49.0,1,0,True,Govt_job,Urban,139.43,40.2,formerly smoked,0 +Female,80.0,0,0,True,Private,Urban,169.35750000000002,34.7,never smoked,0 +Male,31.0,0,0,True,Private,Rural,77.23,25.9,smokes,0 +Female,25.0,0,0,True,Private,Urban,58.48,23.7,never smoked,0 +Female,39.0,0,0,False,Govt_job,Rural,87.33,34.3,never smoked,0 +Male,35.0,0,0,True,Private,Rural,102.34,34.3,never smoked,0 +Female,71.0,0,0,True,Self-employed,Rural,151.3,26.3,never smoked,0 +Female,71.0,0,0,True,Self-employed,Urban,144.23,22.1,formerly smoked,0 +Female,40.0,0,0,True,Govt_job,Rural,110.6,33.3,formerly smoked,0 +Female,41.0,0,0,True,Govt_job,Urban,80.28,37.3,never smoked,0 +Male,2.0,0,0,False,children,Rural,111.02,20.5,Unknown,0 +Female,3.0,0,0,False,children,Rural,114.88,19.1,Unknown,0 +Male,53.0,1,0,True,Self-employed,Urban,169.35750000000002,34.7,formerly smoked,0 +Male,1.88,0,0,False,children,Urban,111.65,16.3,Unknown,0 +Male,60.0,1,1,True,Private,Urban,169.35750000000002,28.0,never smoked,0 +Female,5.0,0,0,False,children,Urban,129.01,17.2,Unknown,0 +Female,30.0,0,0,True,Private,Rural,124.08,41.1,Unknown,0 +Female,49.0,1,0,True,Govt_job,Rural,107.91,25.0,Unknown,0 +Male,68.0,1,0,True,Private,Rural,95.4,27.5,never smoked,0 +Female,23.0,0,0,False,Private,Rural,65.9,21.5,never smoked,0 +Male,2.0,0,0,False,children,Urban,78.98,15.1,Unknown,0 +Male,24.0,0,0,False,Self-employed,Rural,111.33,29.6,formerly smoked,0 +Female,41.0,0,0,True,Private,Rural,104.36,30.2,never smoked,0 +Female,63.0,0,0,True,Govt_job,Urban,123.87,34.9,Unknown,0 +Male,64.0,0,0,True,Self-employed,Rural,169.35750000000002,30.7,formerly smoked,0 +Male,38.0,0,0,False,Private,Rural,86.86,36.5,Unknown,0 +Female,1.24,0,0,False,children,Rural,113.96,21.5,Unknown,0 +Female,38.0,0,0,True,Private,Rural,81.28,33.2,smokes,0 +Female,43.0,0,0,True,Private,Rural,102.5,46.29999999999999,never smoked,0 +Female,27.0,0,0,False,Private,Rural,78.05,22.3,never smoked,0 +Female,61.0,1,1,True,Private,Urban,169.35750000000002,28.1,formerly smoked,0 +Male,42.0,0,0,True,Self-employed,Urban,86.07,27.3,Unknown,0 +Male,46.0,0,0,True,Private,Rural,59.05,28.3,formerly smoked,0 +Male,67.0,0,1,True,Self-employed,Rural,95.88,31.9,Unknown,0 +Female,34.0,0,0,True,Govt_job,Rural,70.18,24.9,Unknown,0 +Male,51.0,0,0,True,Private,Rural,111.13,32.7,formerly smoked,0 +Female,77.0,0,0,True,Private,Urban,79.3,26.4,Unknown,0 +Female,30.0,0,0,False,Self-employed,Urban,65.84,24.8,smokes,0 +Female,81.0,0,1,True,Private,Rural,123.49,30.7,smokes,0 +Female,12.0,0,0,False,children,Rural,169.35750000000002,25.4,smokes,0 +Male,18.0,0,0,False,Private,Rural,143.45,32.0,smokes,0 +Female,35.0,0,0,True,Govt_job,Rural,89.11,24.4,never smoked,0 +Female,82.0,0,0,True,Govt_job,Rural,58.3,20.4,never smoked,0 +Male,53.0,1,0,True,Self-employed,Urban,78.68,29.5,never smoked,0 +Male,75.0,0,0,True,Govt_job,Urban,98.91,24.4,never smoked,0 +Female,32.0,0,0,False,Private,Rural,67.92,22.8,smokes,0 +Female,27.0,0,0,False,Private,Rural,73.0,20.0,never smoked,0 +Male,56.0,0,0,True,Private,Rural,97.5,36.3,formerly smoked,0 +Male,71.0,0,0,True,Private,Urban,108.43,32.8,smokes,0 +Male,78.0,0,0,True,Private,Urban,90.43,34.4,formerly smoked,0 +Female,44.0,0,0,False,Private,Urban,76.3,30.5,never smoked,0 +Male,62.0,0,0,True,Private,Rural,121.27,29.7,smokes,0 +Male,27.0,0,0,False,Private,Urban,119.67,36.9,Unknown,0 +Female,42.0,0,1,True,Govt_job,Urban,169.35750000000002,34.2,smokes,0 +Female,66.0,0,1,True,Govt_job,Rural,76.11,37.0,Unknown,0 +Female,25.0,0,0,True,Govt_job,Urban,93.23,28.1,smokes,0 +Female,82.0,0,0,True,Private,Urban,169.35750000000002,46.29999999999999,Unknown,0 +Female,49.0,0,0,True,Private,Urban,101.02,24.2,smokes,0 +Female,77.0,1,0,True,Self-employed,Rural,169.35750000000002,30.6,never smoked,0 +Female,59.0,0,0,True,Private,Rural,79.18,46.29999999999999,formerly smoked,0 +Female,54.0,0,0,True,Private,Urban,169.35750000000002,38.6,never smoked,0 +Female,38.0,0,0,True,Private,Rural,169.35750000000002,32.8,never smoked,0 +Female,55.0,0,0,True,Private,Urban,169.35750000000002,42.9,never smoked,0 +Female,13.0,0,0,False,children,Rural,93.3,25.9,Unknown,0 +Female,45.0,0,0,True,Private,Urban,110.47,24.7,smokes,0 +Female,54.0,0,0,True,Self-employed,Rural,77.52,35.8,never smoked,0 +Male,30.0,0,0,True,Private,Urban,91.23,28.1,smokes,0 +Female,51.0,0,0,True,Private,Rural,169.35750000000002,31.2,Unknown,0 +Female,47.0,0,0,True,Private,Urban,157.01,26.1,smokes,0 +Male,25.0,0,0,True,Private,Urban,93.51,30.8,never smoked,0 +Male,61.0,1,0,True,Self-employed,Rural,102.54,40.5,never smoked,0 +Female,55.0,0,0,True,Private,Rural,87.78,25.2,formerly smoked,0 +Female,23.0,0,0,False,Private,Urban,126.67,28.7,smokes,0 +Male,71.0,1,0,True,Self-employed,Rural,93.6,28.1,never smoked,0 +Male,59.0,0,1,True,Self-employed,Rural,169.35750000000002,30.4,Unknown,0 +Male,4.0,0,0,False,children,Rural,99.96,15.2,Unknown,0 +Male,65.0,0,0,True,Private,Urban,58.87,36.6,never smoked,0 +Female,50.0,0,0,False,Self-employed,Urban,77.67,34.5,Unknown,0 +Male,42.0,0,0,True,Private,Urban,83.14,23.7,never smoked,0 +Male,51.0,0,0,True,Self-employed,Urban,69.18,35.7,smokes,0 +Male,66.0,0,0,True,Govt_job,Rural,169.35750000000002,38.9,smokes,0 +Female,22.0,1,0,False,Private,Urban,71.22,40.0,never smoked,0 +Male,5.0,0,0,False,children,Urban,82.41,18.4,Unknown,0 +Male,19.0,0,0,False,Self-employed,Rural,82.07,29.0,never smoked,0 +Female,47.0,0,0,True,Self-employed,Urban,73.0,20.6,never smoked,0 +Male,12.0,0,0,False,children,Rural,127.25,28.2,Unknown,0 +Female,53.0,0,0,True,Private,Rural,72.63,46.29999999999999,Unknown,0 +Female,26.0,0,0,False,Private,Rural,108.2,26.2,never smoked,0 +Male,62.0,1,1,True,Private,Urban,123.95,34.8,formerly smoked,0 +Female,81.0,1,0,True,Private,Urban,58.71,34.5,never smoked,0 +Male,63.0,0,0,True,Private,Rural,98.46,30.6,never smoked,0 +Female,25.0,0,0,True,Private,Rural,68.78,46.29999999999999,formerly smoked,0 +Male,8.0,0,0,False,children,Rural,133.63,18.8,Unknown,0 +Male,76.0,0,1,True,Self-employed,Rural,101.43,29.1,Unknown,0 +Female,44.0,0,0,False,Private,Rural,65.3,22.1,smokes,0 +Female,65.0,0,0,True,Private,Urban,72.49,28.9,smokes,0 +Female,54.0,0,0,True,Private,Urban,65.49,34.7,Unknown,0 +Female,24.0,0,0,False,Govt_job,Urban,63.4,20.3,smokes,0 +Female,65.0,0,0,True,Self-employed,Rural,105.29,25.1,formerly smoked,0 +Male,12.0,0,0,False,children,Urban,64.08,18.2,Unknown,0 +Female,33.0,0,0,False,Private,Urban,78.34,25.5,never smoked,0 +Female,74.0,0,0,True,Private,Rural,66.32,34.4,formerly smoked,0 +Female,18.0,0,0,False,Private,Rural,168.15,46.29999999999999,never smoked,0 +Female,77.0,0,0,True,Private,Rural,93.48,25.2,formerly smoked,0 +Male,48.0,1,0,True,Self-employed,Urban,79.2,32.5,never smoked,0 +Male,52.0,0,0,True,Private,Rural,107.45,42.1,formerly smoked,0 +Male,23.0,0,0,False,Private,Rural,83.86,19.5,never smoked,0 +Male,25.0,0,0,True,Private,Rural,119.96,27.7,never smoked,0 +Female,44.0,0,0,True,Private,Rural,70.58,25.1,never smoked,0 +Female,78.0,0,0,False,Private,Rural,87.7,29.6,never smoked,0 +Female,37.0,0,0,True,Govt_job,Urban,65.29,32.9,never smoked,0 +Female,32.0,0,0,True,Private,Urban,97.14,46.29999999999999,never smoked,0 +Male,67.0,0,0,True,Private,Urban,110.68,25.1,formerly smoked,0 +Female,41.0,0,0,True,Govt_job,Urban,91.93,24.7,smokes,0 +Male,2.0,0,0,False,children,Urban,88.54,17.5,Unknown,0 +Female,75.0,1,0,True,Private,Urban,169.35750000000002,20.8,Unknown,0 +Female,17.0,0,0,False,Govt_job,Rural,115.93,23.3,never smoked,0 +Female,13.0,0,0,False,children,Urban,99.13,22.8,Unknown,0 +Female,25.0,0,0,True,Private,Rural,69.24,26.6,never smoked,0 +Female,57.0,0,0,True,Private,Rural,102.28,25.5,never smoked,0 +Male,31.0,0,0,True,Private,Urban,71.31,25.8,never smoked,0 +Male,61.0,0,0,True,Private,Rural,89.75,25.4,never smoked,0 +Male,46.0,0,0,True,Private,Urban,87.66,46.29999999999999,never smoked,0 +Male,47.0,0,0,False,Private,Rural,169.35750000000002,28.1,Unknown,0 +Female,15.0,0,0,False,children,Urban,81.11,20.2,Unknown,0 +Male,47.0,0,0,True,Private,Urban,169.35750000000002,27.7,never smoked,0 +Female,68.0,0,0,True,Private,Rural,81.38,23.1,Unknown,0 +Male,0.4,0,0,False,children,Urban,109.56,14.3,Unknown,0 +Female,40.0,0,0,False,Private,Rural,70.45,23.3,smokes,0 +Female,62.0,0,0,True,Govt_job,Rural,73.44,23.4,Unknown,0 +Female,45.0,0,0,True,Private,Urban,146.44,22.8,formerly smoked,0 +Female,47.0,0,0,True,Private,Urban,65.04,30.9,never smoked,0 +Female,35.0,0,0,True,Self-employed,Rural,151.25,28.4,Unknown,0 +Male,51.0,0,0,False,Private,Rural,106.41,41.9,smokes,0 +Male,60.0,1,0,True,Private,Urban,169.35750000000002,34.3,Unknown,0 +Male,59.0,0,0,True,Private,Urban,93.58,25.1,smokes,0 +Female,1.24,0,0,False,children,Rural,122.04,10.300000000000006,Unknown,0 +Female,18.0,0,0,False,Private,Rural,80.06,31.8,Unknown,0 +Female,81.0,0,1,True,Private,Urban,84.93,31.8,Unknown,0 +Male,15.0,0,0,False,Self-employed,Urban,68.4,23.0,never smoked,0 +Female,73.0,0,0,False,Govt_job,Urban,62.99,25.4,formerly smoked,0 +Female,0.08,0,0,False,children,Urban,139.67,14.1,Unknown,0 +Male,53.0,0,0,True,Govt_job,Urban,113.4,35.1,smokes,0 +Male,45.0,0,0,True,Self-employed,Urban,101.92,26.9,Unknown,0 +Male,70.0,1,0,True,Private,Urban,65.98,33.0,formerly smoked,0 +Male,56.0,0,0,True,Private,Urban,84.3,22.1,Unknown,0 +Female,7.0,0,0,False,children,Urban,61.42,20.8,Unknown,0 +Female,66.0,0,0,True,Govt_job,Rural,85.52,30.0,never smoked,0 +Female,53.0,0,0,True,Govt_job,Urban,83.79,44.0,Unknown,0 +Female,20.0,0,0,False,Private,Urban,73.83,16.6,Unknown,0 +Female,15.0,0,0,False,Private,Rural,69.38,28.4,never smoked,0 +Male,51.0,0,0,True,Private,Urban,66.11,26.3,never smoked,0 +Male,34.0,0,0,True,Private,Urban,149.62,39.4,formerly smoked,0 +Female,33.0,0,0,True,Private,Urban,169.35750000000002,15.7,smokes,0 +Female,53.0,1,0,True,Private,Urban,169.35750000000002,34.1,smokes,0 +Male,69.0,0,1,True,Private,Rural,169.35750000000002,29.8,formerly smoked,0 +Female,28.0,0,0,False,Private,Urban,103.78,23.6,Unknown,0 +Female,81.0,0,0,True,Self-employed,Rural,114.88,18.3,formerly smoked,0 +Female,20.0,0,0,False,Private,Urban,75.94,28.3,never smoked,0 +Female,1.48,0,0,False,children,Rural,55.51,18.5,Unknown,0 +Male,2.0,0,0,False,children,Rural,93.74,18.4,Unknown,0 +Male,77.0,0,0,True,Private,Urban,71.44,24.1,smokes,0 +Female,38.0,0,0,True,Govt_job,Urban,58.29,25.5,formerly smoked,0 +Male,23.0,0,0,True,Private,Urban,115.83,25.3,never smoked,0 +Female,67.0,0,0,True,Private,Urban,102.71,39.9,formerly smoked,0 +Male,59.0,0,0,True,Govt_job,Urban,99.69,28.8,smokes,0 +Female,41.0,0,0,True,Self-employed,Rural,102.89,37.2,formerly smoked,0 +Male,76.0,0,1,True,Private,Urban,79.05,28.1,Unknown,0 +Female,21.0,0,0,False,Govt_job,Rural,56.63,46.29999999999999,never smoked,0 +Male,41.0,0,0,True,Private,Rural,87.34,34.3,formerly smoked,0 +Male,54.0,0,0,True,Private,Rural,109.51,29.0,never smoked,0 +Female,29.0,0,0,False,Private,Urban,81.43,28.1,formerly smoked,0 +Female,25.0,0,0,False,Private,Urban,78.59,37.2,never smoked,0 +Female,48.0,0,1,True,Self-employed,Urban,101.22,28.1,formerly smoked,0 +Female,6.0,0,0,False,children,Urban,78.26,19.4,Unknown,0 +Male,21.0,0,0,False,Private,Rural,105.47,26.2,never smoked,0 +Female,32.0,0,0,False,Private,Urban,68.19,21.1,never smoked,0 +Female,57.0,1,0,True,Private,Urban,169.35750000000002,28.1,never smoked,0 +Female,64.0,0,0,True,Self-employed,Rural,114.47,31.6,smokes,0 +Male,70.0,0,0,True,Private,Urban,66.85,29.3,Unknown,0 +Male,44.0,0,0,True,Private,Rural,94.71,28.4,smokes,0 +Female,60.0,0,1,True,Private,Urban,169.35750000000002,35.3,smokes,0 +Female,56.0,0,0,True,Private,Rural,169.35750000000002,40.1,smokes,0 +Male,53.0,0,0,True,Private,Urban,80.81,39.0,formerly smoked,0 +Male,59.0,0,0,True,Private,Rural,64.51,31.5,never smoked,0 +Female,53.0,1,0,True,Private,Urban,151.56,28.5,Unknown,0 +Male,63.0,0,0,True,Private,Urban,169.35750000000002,28.5,never smoked,0 +Female,42.0,0,0,False,Self-employed,Rural,73.41,46.29999999999999,smokes,0 +Female,63.0,0,0,True,Private,Urban,109.65,28.6,formerly smoked,0 +Female,52.0,0,0,True,Govt_job,Rural,69.11,35.2,never smoked,0 +Female,62.0,0,0,True,Private,Urban,114.41,32.5,never smoked,0 +Female,68.0,0,0,True,Private,Urban,103.46,35.9,never smoked,0 +Female,36.0,0,0,True,Private,Rural,95.36,25.1,never smoked,0 +Female,3.0,0,0,False,children,Urban,57.33,16.8,Unknown,0 +Female,40.0,0,0,True,Private,Rural,169.35750000000002,27.9,smokes,0 +Female,8.0,0,0,False,children,Rural,71.63,16.3,Unknown,0 +Male,58.0,0,0,True,Private,Urban,94.0,28.1,Unknown,0 +Male,45.0,0,1,True,Private,Rural,93.77,28.1,Unknown,0 +Female,65.0,0,0,True,Private,Urban,84.75,21.4,Unknown,0 +Female,28.0,0,0,False,Private,Rural,89.24,32.7,formerly smoked,0 +Female,40.0,0,0,True,Private,Urban,70.13,23.6,never smoked,0 +Female,65.0,0,0,True,Private,Urban,82.26,19.8,formerly smoked,0 +Male,58.0,1,0,True,Private,Urban,169.35750000000002,33.1,never smoked,0 +Male,44.0,0,0,True,Private,Urban,80.73,28.1,smokes,0 +Female,54.0,0,0,True,Private,Urban,75.09,38.9,formerly smoked,0 +Female,79.0,0,0,True,Self-employed,Urban,80.57,23.8,never smoked,0 +Female,62.0,1,0,False,Private,Rural,77.04,33.8,formerly smoked,0 +Male,37.0,0,0,True,Private,Urban,145.26,26.7,Unknown,0 +Male,66.0,0,0,True,Private,Urban,169.35750000000002,28.1,formerly smoked,0 +Male,63.0,0,0,True,Self-employed,Urban,82.08,32.2,formerly smoked,0 +Female,27.0,0,0,False,Private,Rural,103.35,28.1,formerly smoked,0 +Male,6.0,0,0,False,children,Urban,97.46,21.3,Unknown,0 +Female,30.0,0,0,True,Private,Urban,123.65,44.0,smokes,0 +Female,15.0,0,0,False,children,Urban,87.96,21.5,formerly smoked,0 +Female,50.0,0,0,True,Self-employed,Urban,85.92,37.3,smokes,0 +Female,32.0,0,0,True,Private,Urban,80.8,44.8,never smoked,0 +Female,33.0,0,0,True,Self-employed,Rural,99.3,21.4,never smoked,0 +Male,62.0,0,0,True,Private,Rural,62.56,32.3,never smoked,0 +Male,82.0,0,0,True,Private,Urban,144.2,35.4,smokes,0 +Female,71.0,0,0,True,Private,Urban,71.38,19.7,never smoked,0 +Female,20.0,0,0,False,Private,Urban,95.5,31.3,Unknown,0 +Female,44.0,0,0,True,Govt_job,Urban,67.06,35.5,never smoked,0 +Male,57.0,0,0,True,Private,Rural,70.16,25.8,formerly smoked,0 +Female,50.0,0,0,True,Govt_job,Urban,104.24,32.8,Unknown,0 +Male,50.0,0,0,True,Private,Rural,122.48,35.9,smokes,0 +Female,44.0,0,0,False,Govt_job,Urban,169.35750000000002,41.8,smokes,0 +Female,47.0,0,0,True,Govt_job,Rural,108.56,27.3,formerly smoked,0 +Male,35.0,0,0,True,Private,Urban,69.88,27.7,Unknown,0 +Male,8.0,0,0,False,children,Rural,91.54,13.4,Unknown,0 +Male,3.0,0,0,False,children,Rural,65.85,17.0,Unknown,0 +Female,29.0,0,0,True,Private,Rural,60.74,20.0,never smoked,0 +Male,36.0,0,0,False,Private,Rural,169.35750000000002,40.9,never smoked,0 +Female,19.0,0,0,False,Private,Urban,110.7,38.5,never smoked,0 +Female,41.0,0,0,True,Govt_job,Rural,78.93,30.9,formerly smoked,0 +Female,23.0,0,0,False,Private,Urban,124.5,33.4,Unknown,0 +Male,14.0,0,0,False,children,Urban,57.95,17.1,Unknown,0 +Male,35.0,0,0,True,Private,Rural,92.82,28.6,Unknown,0 +Male,45.0,0,0,True,Private,Rural,58.25,24.0,smokes,0 +Female,52.0,1,0,True,Private,Rural,169.35750000000002,32.0,never smoked,0 +Male,19.0,0,0,False,Private,Urban,74.86,28.4,never smoked,0 +Female,21.0,0,0,False,Private,Urban,78.35,20.3,Unknown,0 +Male,8.0,0,0,False,children,Urban,101.26,33.8,Unknown,0 +Female,35.0,0,0,True,Private,Urban,86.87,43.2,Unknown,0 +Female,33.0,0,0,True,Private,Rural,124.01,22.7,Unknown,0 +Female,53.0,0,0,True,Private,Urban,83.41,29.9,never smoked,0 +Male,59.0,0,1,True,Govt_job,Urban,169.35750000000002,28.1,formerly smoked,0 +Male,34.0,0,0,True,Private,Rural,86.51,28.1,formerly smoked,0 +Female,31.0,0,0,False,Self-employed,Rural,70.65,29.9,Unknown,0 +Female,43.0,0,0,False,Self-employed,Rural,92.4,22.7,Unknown,0 +Female,61.0,0,0,True,Self-employed,Urban,73.36,16.1,never smoked,0 +Female,57.0,0,0,True,Govt_job,Urban,169.35750000000002,33.8,formerly smoked,0 +Male,11.0,0,0,False,children,Rural,105.73,22.6,never smoked,0 +Male,36.0,0,0,True,Private,Rural,83.79,25.5,smokes,0 +Female,16.0,0,0,False,Private,Urban,58.02,22.5,Unknown,0 +Female,60.0,0,0,True,Govt_job,Rural,61.94,27.9,formerly smoked,0 +Male,13.0,0,0,False,children,Rural,99.71,23.5,Unknown,0 +Female,69.0,0,0,True,Self-employed,Rural,63.19,32.2,never smoked,0 +Male,69.0,1,0,True,Private,Rural,107.11,28.1,smokes,0 +Female,22.0,0,0,False,Private,Urban,56.84,29.9,smokes,0 +Male,63.0,0,0,True,Govt_job,Rural,169.35750000000002,28.7,formerly smoked,0 +Female,45.0,0,0,True,Private,Rural,77.19,37.2,smokes,0 +Male,58.0,0,0,False,Private,Rural,76.22,22.2,formerly smoked,0 +Male,61.0,0,0,True,Self-employed,Rural,155.32,26.6,formerly smoked,0 +Female,30.0,0,0,True,Private,Urban,70.67,24.6,smokes,0 +Female,78.0,1,1,True,Private,Urban,169.35750000000002,41.7,never smoked,0 +Female,68.0,0,0,True,Private,Rural,58.69,26.2,formerly smoked,0 +Female,16.0,0,0,False,Self-employed,Urban,88.85,27.1,Unknown,0 +Female,38.0,1,0,True,Private,Urban,137.94,41.8,never smoked,0 +Female,39.0,0,0,True,Private,Urban,60.6,34.2,never smoked,0 +Female,51.0,0,0,True,Private,Rural,93.67,19.2,never smoked,0 +Male,37.0,0,0,True,Private,Urban,79.56,25.2,never smoked,0 +Male,16.0,0,0,False,Private,Rural,122.46,18.7,never smoked,0 +Male,39.0,0,0,True,Private,Urban,92.32,43.0,never smoked,0 +Male,24.0,1,0,True,Private,Rural,80.63,28.2,smokes,0 +Male,51.0,0,0,True,Govt_job,Urban,92.32,34.7,smokes,0 +Female,50.0,1,0,True,Govt_job,Urban,59.89,25.5,never smoked,0 +Female,27.0,0,0,True,Private,Urban,80.57,39.8,smokes,0 +Female,73.0,0,0,True,Self-employed,Urban,88.52,20.8,formerly smoked,0 +Female,65.0,0,0,True,Private,Urban,88.82,28.2,formerly smoked,0 +Female,76.0,1,1,True,Private,Rural,102.08,31.0,smokes,0 +Male,66.0,0,0,True,Self-employed,Urban,71.38,28.1,formerly smoked,0 +Female,53.0,0,0,True,Govt_job,Rural,84.9,21.6,never smoked,0 +Female,65.0,0,0,True,Self-employed,Urban,82.21,26.2,Unknown,0 +Female,48.0,0,0,True,Self-employed,Rural,169.35750000000002,28.1,smokes,0 +Male,31.0,0,0,True,Private,Urban,74.05,26.0,Unknown,0 +Male,1.72,0,0,False,children,Urban,90.46,22.5,Unknown,0 +Female,45.0,0,0,True,Private,Rural,169.35750000000002,24.0,formerly smoked,0 +Male,56.0,0,0,True,Self-employed,Urban,94.07,31.5,never smoked,0 +Male,62.0,0,0,True,Self-employed,Urban,85.12,36.3,formerly smoked,0 +Female,35.0,0,0,False,Private,Urban,71.81,25.4,Unknown,0 +Male,16.0,0,0,False,Private,Rural,111.93,32.2,never smoked,0 +Female,31.0,0,0,True,Govt_job,Urban,94.4,39.8,Unknown,0 +Male,5.0,0,0,False,children,Urban,70.0,18.6,Unknown,0 +Male,26.0,0,0,True,Private,Rural,95.57,30.7,smokes,0 +Male,10.0,0,0,False,children,Urban,91.98,16.4,Unknown,0 +Female,22.0,0,0,False,Private,Urban,66.29,20.5,smokes,0 +Female,82.0,0,1,True,Self-employed,Rural,169.35750000000002,28.7,never smoked,0 +Female,50.0,0,0,True,Private,Rural,76.55,29.0,smokes,0 +Female,47.0,0,0,True,Private,Urban,56.67,24.4,never smoked,0 +Male,31.0,0,0,True,Private,Rural,100.52,29.9,Unknown,0 +Male,22.0,0,0,False,Private,Rural,58.96,25.3,Unknown,0 +Female,12.0,0,0,False,children,Rural,81.66,23.5,formerly smoked,0 +Female,63.0,1,0,True,Private,Rural,96.77,20.5,never smoked,0 +Female,78.0,1,0,True,Private,Rural,91.63,33.5,smokes,0 +Male,4.0,0,0,False,children,Urban,97.51,22.0,Unknown,0 +Male,76.0,1,0,True,Private,Rural,169.35750000000002,29.0,never smoked,0 +Male,32.0,0,0,False,Private,Rural,95.58,28.1,smokes,0 +Female,81.0,1,0,True,Self-employed,Rural,169.35750000000002,30.7,never smoked,0 +Female,39.0,0,0,True,Private,Urban,92.82,37.4,never smoked,0 +Female,59.0,0,0,True,Private,Rural,169.35750000000002,46.29999999999999,never smoked,0 +Male,2.0,0,0,False,children,Rural,65.67,16.6,Unknown,0 +Female,37.0,0,0,True,Private,Urban,74.51,29.5,Unknown,0 +Female,78.0,0,1,True,Private,Rural,81.99,27.3,formerly smoked,0 +Female,75.0,0,0,True,Self-employed,Urban,87.69,27.5,formerly smoked,0 +Male,34.0,0,0,False,Private,Rural,125.29,33.9,never smoked,0 +Female,48.0,0,0,True,Govt_job,Rural,111.64,27.9,Unknown,0 +Female,13.0,0,0,False,Never_worked,Urban,70.93,22.9,never smoked,0 +Male,54.0,1,0,True,Private,Urban,89.93,32.1,never smoked,0 +Male,13.0,0,0,False,children,Rural,137.45,18.2,Unknown,0 +Female,24.0,0,0,False,Private,Rural,72.06,30.2,formerly smoked,0 +Female,76.0,0,0,True,Private,Rural,97.9,31.3,formerly smoked,0 +Male,1.0,0,0,False,children,Urban,84.85,20.3,Unknown,0 +Male,57.0,0,0,True,Private,Rural,169.35750000000002,23.2,formerly smoked,0 +Male,46.0,0,0,True,Private,Rural,92.81,30.8,Unknown,0 +Female,26.0,0,0,False,Private,Urban,168.15,22.9,never smoked,0 +Female,56.0,0,0,True,Self-employed,Urban,169.35750000000002,42.8,never smoked,0 +Male,34.0,0,0,True,Private,Urban,108.12,22.2,Unknown,0 +Male,25.0,0,0,False,Private,Rural,85.17,28.7,smokes,0 +Male,60.0,0,0,False,Private,Urban,84.14,32.3,never smoked,0 +Male,22.0,0,0,False,Private,Rural,85.57,24.2,formerly smoked,0 +Male,35.0,0,0,True,Private,Urban,82.81,23.9,never smoked,0 +Male,48.0,1,0,False,Private,Urban,110.53,34.2,never smoked,0 +Female,38.0,0,0,True,Private,Rural,61.88,29.0,Unknown,0 +Female,12.0,0,0,False,children,Urban,85.04,29.9,never smoked,0 +Female,22.0,0,0,False,Private,Urban,140.4,23.0,smokes,0 +Female,0.64,0,0,False,children,Urban,62.27,17.3,Unknown,0 +Male,13.0,0,0,False,Private,Rural,99.44,21.0,never smoked,0 +Female,78.0,0,1,True,Self-employed,Rural,88.9,34.3,Unknown,0 +Female,23.0,0,0,False,Private,Urban,64.1,19.8,Unknown,0 +Female,35.0,0,0,False,Private,Urban,97.58,24.3,Unknown,0 +Female,78.0,1,0,True,Private,Rural,58.66,16.4,never smoked,0 +Male,50.0,0,0,True,Govt_job,Urban,88.24,32.6,Unknown,0 +Male,61.0,0,0,True,Private,Urban,61.32,23.7,smokes,0 +Male,60.0,0,0,True,Self-employed,Urban,169.35750000000002,28.1,Unknown,0 +Male,43.0,0,0,True,Private,Rural,62.99,27.0,formerly smoked,0 +Male,60.0,1,0,True,Private,Urban,86.04,25.6,smokes,0 +Female,51.0,0,0,True,Private,Rural,83.3,34.0,formerly smoked,0 +Female,21.0,0,0,False,Private,Urban,169.35750000000002,24.9,never smoked,0 +Male,16.0,0,0,False,Private,Rural,133.2,26.3,Unknown,0 +Female,25.0,0,0,False,Private,Rural,81.54,43.1,Unknown,0 +Female,36.0,0,0,True,Private,Rural,146.61,39.6,never smoked,0 +Female,8.0,0,0,False,children,Urban,79.33,15.2,Unknown,0 +Female,48.0,0,0,True,Private,Rural,84.56,41.8,never smoked,0 +Male,14.0,0,0,False,Private,Rural,103.44,20.1,never smoked,0 +Female,60.0,0,0,True,Private,Urban,169.35750000000002,39.3,never smoked,0 +Male,61.0,1,0,True,Private,Urban,102.53,28.3,formerly smoked,0 +Female,60.0,0,0,True,Private,Urban,65.78,27.5,Unknown,0 +Male,56.0,0,0,False,Private,Rural,62.6,33.9,never smoked,0 +Female,9.0,0,0,False,children,Rural,81.18,20.0,Unknown,0 +Female,45.0,0,0,True,Private,Rural,76.68,34.8,smokes,0 +Male,14.0,0,0,False,children,Urban,92.86,20.7,formerly smoked,0 +Male,37.0,0,0,False,Private,Urban,90.95,24.6,smokes,0 +Female,52.0,0,1,True,Private,Urban,85.66,39.4,never smoked,0 +Female,30.0,0,0,False,Govt_job,Urban,88.2,28.1,smokes,0 +Female,60.0,0,0,True,Self-employed,Urban,169.35750000000002,28.1,smokes,0 +Female,47.0,0,0,True,Self-employed,Rural,68.37,29.4,smokes,0 +Female,82.0,1,0,True,Self-employed,Urban,77.32,24.8,Unknown,0 +Male,64.0,0,0,True,Govt_job,Rural,169.35750000000002,32.3,never smoked,0 +Male,12.0,0,0,False,children,Rural,169.35750000000002,25.3,never smoked,0 +Female,79.0,1,0,True,Private,Rural,119.62,39.0,Unknown,0 +Male,77.0,0,0,True,Private,Urban,169.35750000000002,29.4,formerly smoked,0 +Female,25.0,0,0,False,Private,Rural,100.82,31.9,Unknown,0 +Female,26.0,0,0,False,Private,Rural,136.1,26.4,Unknown,0 +Male,14.0,0,0,False,children,Rural,149.42,20.6,Unknown,0 +Female,42.0,0,0,True,Self-employed,Rural,79.99,26.3,never smoked,0 +Male,37.0,0,0,True,Private,Rural,118.21,23.6,Unknown,0 +Male,8.0,0,0,False,children,Rural,56.3,18.0,Unknown,0 +Female,78.0,0,0,True,Self-employed,Rural,84.49,26.4,never smoked,0 +Male,18.0,0,0,False,Private,Rural,89.61,22.0,never smoked,0 +Male,78.0,0,0,True,Private,Rural,100.09,30.5,Unknown,0 +Female,55.0,0,0,True,Govt_job,Urban,169.35750000000002,29.1,smokes,0 +Female,68.0,0,0,True,Self-employed,Rural,93.61,24.9,never smoked,0 +Female,47.0,0,0,True,Private,Rural,75.43,36.4,smokes,0 +Female,47.0,0,0,True,Govt_job,Urban,100.31,31.2,smokes,0 +Female,51.0,0,0,True,Private,Rural,105.63,32.8,never smoked,0 +Male,43.0,0,0,True,Self-employed,Rural,82.84,31.6,never smoked,0 +Female,78.0,0,0,True,Govt_job,Urban,58.88,35.8,Unknown,0 +Male,63.0,0,0,True,Private,Urban,92.27,35.2,formerly smoked,0 +Female,45.0,0,0,True,Private,Urban,115.23,28.0,never smoked,0 +Female,53.0,1,1,True,Private,Urban,169.35750000000002,24.9,smokes,0 +Female,12.0,0,0,False,children,Rural,85.97,35.7,Unknown,0 +Female,56.0,0,0,True,Private,Urban,114.33,30.7,smokes,0 +Female,29.0,0,0,True,Private,Rural,72.52,33.9,never smoked,0 +Male,10.0,0,0,False,children,Rural,99.87,28.1,formerly smoked,0 +Female,55.0,0,0,True,Private,Rural,63.47,27.8,Unknown,0 +Female,49.0,0,0,True,Govt_job,Urban,90.58,23.2,Unknown,0 +Female,23.0,0,0,False,Private,Rural,92.26,17.1,Unknown,0 +Female,53.0,0,0,True,Self-employed,Urban,113.74,31.6,smokes,0 +Male,56.0,1,0,True,Govt_job,Urban,72.79,23.8,smokes,0 +Female,56.0,0,0,True,Self-employed,Rural,94.71,29.6,smokes,0 +Female,61.0,0,0,True,Private,Rural,169.35750000000002,45.0,never smoked,0 +Female,45.0,0,0,True,Private,Urban,72.65,25.6,Unknown,0 +Male,80.0,1,1,True,Private,Urban,86.68,27.7,formerly smoked,0 +Female,47.0,0,0,True,Self-employed,Rural,140.39,25.5,never smoked,0 +Female,3.0,0,0,False,children,Rural,77.87,18.3,Unknown,0 +Male,63.0,0,0,True,Self-employed,Rural,104.7,21.0,formerly smoked,0 +Female,68.0,1,0,True,Private,Urban,95.82,28.6,never smoked,0 +Female,76.0,0,0,True,Govt_job,Urban,169.35750000000002,23.5,never smoked,0 +Male,62.0,0,0,True,Self-employed,Urban,130.56,36.1,Unknown,0 +Female,30.0,0,0,True,Private,Urban,67.78,29.2,smokes,0 +Female,44.0,0,0,True,Private,Urban,105.29,27.6,formerly smoked,0 +Male,47.0,0,0,True,Self-employed,Urban,135.19,36.0,smokes,0 +Male,25.0,0,0,False,Private,Urban,116.12,20.4,smokes,0 +Female,31.0,0,0,False,Private,Rural,59.63,19.9,never smoked,0 +Male,71.0,0,0,True,Self-employed,Rural,56.43,29.2,formerly smoked,0 +Female,32.0,0,0,False,Private,Rural,169.35750000000002,27.9,never smoked,0 +Male,72.0,0,0,True,Private,Rural,169.35750000000002,38.1,formerly smoked,0 +Female,44.0,0,0,True,Govt_job,Urban,91.21,24.1,never smoked,0 +Male,63.0,0,0,True,Govt_job,Urban,95.16,37.8,formerly smoked,0 +Female,37.0,0,0,True,Private,Urban,169.35750000000002,29.1,never smoked,0 +Male,54.0,0,1,True,Govt_job,Urban,169.35750000000002,35.7,never smoked,0 +Male,20.0,0,0,False,Private,Rural,70.96,28.1,Unknown,0 +Male,56.0,0,0,True,Private,Rural,82.44,34.5,never smoked,0 +Female,25.0,0,0,False,Govt_job,Rural,74.11,34.1,smokes,0 +Female,19.0,0,0,False,Private,Urban,131.23,21.1,Unknown,0 +Male,62.0,0,0,True,Govt_job,Urban,169.35750000000002,46.29999999999999,never smoked,0 +Female,27.0,0,0,False,Private,Rural,83.26,22.2,never smoked,0 +Male,5.0,0,0,False,children,Rural,99.07,20.5,Unknown,0 +Female,20.0,0,0,False,Private,Urban,76.63,26.2,never smoked,0 +Male,21.0,0,0,False,Private,Rural,65.09,23.5,never smoked,0 +Male,44.0,0,0,True,Private,Urban,142.31,29.1,smokes,0 +Male,39.0,1,0,False,Private,Urban,80.99,39.8,Unknown,0 +Male,38.0,0,0,True,Govt_job,Rural,169.35750000000002,21.2,never smoked,0 +Male,77.0,0,0,True,Private,Urban,74.26,28.1,formerly smoked,0 +Female,26.0,0,0,False,Private,Rural,154.08,20.2,formerly smoked,0 +Male,51.0,0,0,True,Private,Rural,78.29,30.8,never smoked,0 +Male,39.0,0,0,True,Private,Urban,164.67,33.8,Unknown,0 +Female,5.0,0,0,False,children,Rural,59.61,17.1,Unknown,0 +Female,59.0,0,0,True,Self-employed,Urban,67.75,21.3,formerly smoked,0 +Male,67.0,0,0,True,Private,Urban,92.73,28.1,never smoked,0 +Female,45.0,0,0,True,Private,Urban,90.35,22.3,never smoked,0 +Male,43.0,0,0,True,Private,Rural,77.86,28.9,never smoked,0 +Female,80.0,0,0,True,Private,Rural,71.88,26.7,never smoked,0 +Male,42.0,1,0,True,Govt_job,Urban,118.82,41.0,smokes,0 +Female,8.0,0,0,False,children,Urban,67.33,16.7,Unknown,0 +Female,68.0,0,0,False,Govt_job,Urban,121.66,29.1,smokes,0 +Female,5.0,0,0,False,children,Rural,111.92,23.6,Unknown,0 +Male,57.0,0,1,True,Self-employed,Urban,92.82,27.8,formerly smoked,0 +Male,44.0,0,0,True,Private,Rural,95.46,31.4,smokes,0 +Male,16.0,0,0,False,Never_worked,Urban,59.99,28.2,never smoked,0 +Female,60.0,0,0,True,Self-employed,Rural,68.96,30.8,Unknown,0 +Female,58.0,0,0,True,Private,Urban,90.26,36.1,never smoked,0 +Female,43.0,0,0,True,Private,Rural,91.9,32.7,formerly smoked,0 +Female,50.0,0,0,True,Private,Urban,91.08,26.4,never smoked,0 +Female,1.48,0,0,False,children,Rural,118.55,20.7,Unknown,0 +Female,5.0,0,0,False,children,Rural,102.04,18.5,Unknown,0 +Male,9.0,0,0,False,children,Rural,65.52,33.5,Unknown,0 +Female,67.0,0,0,True,Private,Urban,82.09,14.1,never smoked,0 +Female,21.0,0,0,True,Private,Rural,149.9,23.4,Unknown,0 +Female,36.0,0,0,True,Private,Rural,100.33,23.2,never smoked,0 +Female,70.0,0,0,True,Private,Urban,91.25,36.0,Unknown,0 +Male,57.0,0,0,True,Private,Rural,89.81,35.6,never smoked,0 +Female,52.0,0,0,True,Private,Urban,97.32,21.8,smokes,0 +Female,28.0,0,0,False,Private,Rural,75.53,34.9,never smoked,0 +Female,41.0,0,0,True,Private,Rural,121.44,20.4,never smoked,0 +Male,81.0,0,0,True,Self-employed,Urban,83.52,25.0,never smoked,0 +Female,33.0,0,0,True,Govt_job,Rural,57.92,22.3,Unknown,0 +Female,31.0,0,0,False,Self-employed,Rural,75.27,27.3,never smoked,0 +Female,42.0,0,0,False,Private,Urban,80.24,28.9,never smoked,0 +Male,10.0,0,0,False,children,Urban,88.69,30.4,Unknown,0 +Male,34.0,0,0,False,Private,Urban,69.09,36.9,formerly smoked,0 +Female,70.0,0,0,True,Self-employed,Rural,62.67,27.7,never smoked,0 +Male,33.0,0,0,True,Private,Urban,98.74,44.4,never smoked,0 +Female,58.0,0,0,True,Private,Rural,56.51,28.2,smokes,0 +Female,25.0,0,0,False,Private,Rural,65.95,35.0,never smoked,0 +Female,1.4,0,0,False,children,Urban,129.07,20.6,Unknown,0 +Female,47.0,0,0,True,Private,Urban,62.47,26.5,never smoked,0 +Female,14.0,0,0,False,children,Urban,69.82,25.1,never smoked,0 +Female,82.0,0,0,True,Private,Urban,99.68,22.2,Unknown,0 +Male,52.0,0,0,True,Govt_job,Urban,169.35750000000002,27.3,formerly smoked,0 +Male,72.0,0,1,True,Self-employed,Rural,74.36,27.3,never smoked,0 +Male,52.0,0,1,True,Self-employed,Rural,102.97,41.9,formerly smoked,0 +Female,61.0,1,0,True,Govt_job,Urban,153.38,38.8,never smoked,0 +Female,15.0,0,0,False,Private,Rural,87.1,18.3,never smoked,0 +Female,1.56,0,0,False,children,Urban,113.4,19.5,Unknown,0 +Male,6.0,0,0,False,children,Rural,94.88,17.2,Unknown,0 +Male,3.0,0,0,False,children,Urban,82.73,20.8,Unknown,0 +Male,18.0,0,0,False,Private,Rural,67.8,23.8,Unknown,0 +Female,53.0,0,0,True,Self-employed,Urban,84.85,24.7,never smoked,0 +Male,58.0,0,0,True,Private,Rural,135.89,23.1,formerly smoked,0 +Female,31.0,0,0,False,Private,Urban,106.13,22.4,never smoked,0 +Female,29.0,0,0,True,Self-employed,Rural,74.33,29.9,smokes,0 +Female,5.0,0,0,False,children,Rural,109.4,20.0,Unknown,0 +Male,40.0,0,0,True,Private,Rural,75.4,28.7,Unknown,0 +Male,75.0,0,0,True,Private,Rural,87.69,26.2,formerly smoked,0 +Male,52.0,0,0,True,Private,Urban,95.85,29.6,smokes,0 +Male,39.0,0,0,True,Private,Urban,90.36,30.8,formerly smoked,0 +Female,40.0,0,0,False,Private,Rural,63.45,32.7,formerly smoked,0 +Female,78.0,1,0,True,Self-employed,Rural,169.35750000000002,21.8,Unknown,0 +Female,39.0,0,0,True,Private,Urban,122.91,35.7,never smoked,0 +Female,17.0,0,0,False,Private,Rural,55.41,25.4,Unknown,0 +Male,45.0,1,0,True,Private,Urban,60.99,32.8,Unknown,0 +Male,0.56,0,0,False,children,Rural,111.77,21.1,Unknown,0 +Female,13.0,0,0,False,Private,Urban,77.63,31.7,never smoked,0 +Male,26.0,0,0,True,Private,Urban,70.61,20.0,never smoked,0 +Female,42.0,0,0,True,Self-employed,Urban,124.34,34.7,formerly smoked,0 +Male,44.0,0,0,False,Private,Urban,103.44,28.0,never smoked,0 +Female,3.0,0,0,False,children,Urban,124.5,16.4,Unknown,0 +Female,42.0,0,0,True,Private,Urban,169.35750000000002,28.1,smokes,0 +Male,25.0,0,0,False,Govt_job,Urban,75.5,24.6,never smoked,0 +Female,41.0,0,0,True,Self-employed,Urban,98.85,24.6,never smoked,0 +Male,51.0,0,1,True,Private,Rural,96.06,30.3,Unknown,0 +Female,20.0,0,0,False,Private,Rural,93.74,23.7,Unknown,0 +Female,25.0,0,0,True,Private,Urban,65.6,33.5,never smoked,0 +Male,18.0,0,0,False,Private,Urban,113.24,24.9,Unknown,0 +Female,37.0,0,0,True,Private,Rural,94.77,46.29999999999999,Unknown,0 +Female,51.0,0,0,True,Private,Urban,145.22,31.4,Unknown,0 +Male,2.0,0,0,False,children,Urban,112.92,18.4,Unknown,0 +Female,38.0,0,0,True,Private,Rural,84.79,24.2,formerly smoked,0 +Male,64.0,0,1,True,Private,Urban,103.28,34.3,smokes,0 +Female,60.0,1,0,True,Private,Urban,109.0,28.1,Unknown,0 +Male,22.0,0,0,False,Govt_job,Rural,96.18,25.1,never smoked,0 +Male,71.0,1,0,True,Private,Rural,169.35750000000002,33.3,never smoked,0 +Female,32.0,0,0,True,Private,Urban,68.66,22.6,Unknown,0 +Female,32.0,0,0,True,Self-employed,Rural,128.72,26.3,smokes,0 +Female,63.0,0,0,True,Private,Urban,85.04,29.7,formerly smoked,0 +Male,0.24,0,0,False,children,Rural,146.97,18.5,Unknown,0 +Male,54.0,0,0,True,Private,Urban,65.69,21.4,never smoked,0 +Female,25.0,0,0,True,Private,Rural,97.52,45.5,formerly smoked,0 +Female,80.0,0,0,True,Self-employed,Rural,90.43,34.2,never smoked,0 +Female,31.0,0,0,True,Govt_job,Urban,81.71,32.7,Unknown,0 +Male,53.0,0,0,True,Private,Rural,169.35750000000002,38.1,never smoked,0 +Male,35.0,0,0,True,Private,Rural,90.51,26.7,never smoked,0 +Male,31.0,0,0,False,Private,Urban,97.78,22.6,smokes,0 +Male,60.0,0,0,True,Private,Urban,80.74,27.7,Unknown,0 +Male,0.56,0,0,False,children,Rural,57.02,20.7,Unknown,0 +Female,21.0,0,0,False,Private,Rural,93.0,25.7,never smoked,0 +Female,78.0,0,0,True,Private,Rural,95.37,17.3,Unknown,0 +Male,59.0,0,0,True,Govt_job,Rural,96.25,23.3,formerly smoked,0 +Male,0.64,0,0,False,children,Rural,86.74,16.2,Unknown,0 +Male,10.0,0,0,False,children,Urban,63.08,20.5,smokes,0 +Male,60.0,0,0,True,Private,Urban,129.16,33.6,smokes,0 +Male,11.0,0,0,False,children,Urban,99.79,20.2,Unknown,0 +Male,48.0,1,0,True,Self-employed,Urban,83.34,46.29999999999999,never smoked,0 +Female,50.0,0,0,True,Private,Urban,95.01,26.2,formerly smoked,0 +Male,69.0,1,0,True,Private,Urban,169.35750000000002,30.1,smokes,0 +Female,20.0,0,0,False,Private,Urban,80.08,25.1,never smoked,0 +Female,22.0,0,0,False,Private,Rural,62.0,32.7,smokes,0 +Male,55.0,0,0,True,Private,Rural,118.69,26.4,Unknown,0 +Female,57.0,0,0,False,Private,Rural,77.57,21.0,Unknown,0 +Female,29.0,0,0,False,Private,Rural,108.75,24.1,Unknown,0 +Female,32.0,0,0,False,Govt_job,Urban,108.23,20.4,Unknown,0 +Female,54.0,0,0,True,Private,Rural,151.33,30.9,formerly smoked,0 +Male,37.0,0,0,True,Self-employed,Rural,82.43,39.1,Unknown,0 +Female,58.0,0,0,True,Private,Rural,107.17,27.7,Unknown,0 +Female,41.0,0,0,True,Private,Rural,91.46,29.5,never smoked,0 +Male,72.0,0,0,True,Private,Urban,81.05,30.3,Unknown,0 +Male,0.48,0,0,False,children,Urban,73.02,28.1,Unknown,0 +Female,32.0,0,0,False,Private,Urban,114.37,37.8,Unknown,0 +Female,54.0,0,0,True,Private,Urban,100.29,30.2,never smoked,0 +Female,79.0,0,0,True,Private,Urban,68.37,24.2,smokes,0 +Male,56.0,0,0,False,Self-employed,Rural,87.95,25.2,never smoked,0 +Female,45.0,0,0,True,Private,Urban,73.27,22.2,smokes,0 +Male,6.0,0,0,False,children,Rural,131.43,17.7,Unknown,0 +Female,45.0,0,0,True,Private,Urban,107.29,29.6,never smoked,0 +Male,60.0,0,0,True,Private,Rural,68.24,32.2,Unknown,0 +Female,65.0,0,0,True,Private,Urban,74.01,28.7,smokes,0 +Female,57.0,0,0,True,Private,Urban,95.4,19.5,Unknown,0 +Male,58.0,0,0,False,Govt_job,Rural,95.75,38.5,smokes,0 +Male,8.0,0,0,False,children,Urban,104.51,20.6,Unknown,0 +Male,18.0,0,0,False,Private,Rural,108.87,21.5,Unknown,0 +Male,49.0,0,0,True,Private,Urban,169.35750000000002,43.8,Unknown,0 +Male,2.0,0,0,False,children,Rural,86.57,18.0,Unknown,0 +Female,52.0,0,0,True,Private,Urban,120.25,28.2,Unknown,0 +Female,63.0,0,0,True,Self-employed,Rural,85.51,26.6,smokes,0 +Female,57.0,0,0,True,Private,Rural,84.18,35.5,never smoked,0 +Female,50.0,0,0,True,Govt_job,Urban,82.37,30.7,never smoked,0 +Male,12.0,0,0,False,children,Rural,96.15,18.7,Unknown,0 +Female,35.0,0,0,True,Private,Rural,74.55,22.4,never smoked,0 +Female,35.0,0,0,True,Self-employed,Urban,114.45,25.2,smokes,0 +Male,64.0,0,0,True,Govt_job,Rural,113.68,24.2,never smoked,0 +Female,42.0,0,0,True,Private,Rural,107.91,20.5,never smoked,0 +Female,62.0,0,0,True,Private,Rural,83.85,24.5,never smoked,0 +Female,3.0,0,0,False,children,Urban,101.3,24.8,Unknown,0 +Female,43.0,0,0,True,Govt_job,Rural,72.13,42.6,never smoked,0 +Female,52.0,1,0,True,Private,Urban,94.98,23.8,never smoked,0 +Male,64.0,1,0,True,Private,Rural,169.35750000000002,42.3,formerly smoked,0 +Male,59.0,0,0,True,Private,Rural,93.9,42.2,never smoked,0 +Female,81.0,0,0,True,Self-employed,Urban,93.13,26.1,Unknown,0 +Female,15.0,0,0,False,Private,Urban,121.6,22.8,never smoked,0 +Male,50.0,0,0,True,Govt_job,Rural,84.4,42.3,formerly smoked,0 +Male,73.0,0,0,True,Private,Rural,82.13,28.5,never smoked,0 +Male,19.0,0,0,False,Private,Urban,73.33,23.0,never smoked,0 +Female,30.0,0,0,True,Private,Urban,75.88,32.8,Unknown,0 +Female,40.0,0,0,True,Self-employed,Rural,169.35750000000002,46.29999999999999,formerly smoked,0 +Female,47.0,0,0,True,Govt_job,Rural,100.41,23.8,never smoked,0 +Female,66.0,0,0,True,Private,Urban,169.35750000000002,31.7,smokes,0 +Male,47.0,0,0,True,Private,Urban,71.42,34.9,smokes,0 +Female,41.0,1,0,True,Govt_job,Rural,107.5,46.29999999999999,never smoked,0 +Female,63.0,0,0,True,Govt_job,Rural,55.57,26.8,formerly smoked,0 +Female,12.0,0,0,False,children,Urban,58.14,21.3,never smoked,0 +Male,1.32,0,0,False,children,Rural,78.53,19.8,Unknown,0 +Female,46.0,0,0,True,Private,Urban,78.79,42.4,smokes,0 +Female,8.0,0,0,False,children,Urban,96.62,16.4,Unknown,0 +Male,74.0,0,0,True,Private,Rural,65.28,28.2,never smoked,0 +Male,74.0,0,0,True,Private,Rural,92.67,26.3,formerly smoked,0 +Female,4.0,0,0,False,children,Rural,169.35750000000002,17.0,Unknown,0 +Female,26.0,0,0,False,Private,Urban,114.18,23.3,never smoked,0 +Male,63.0,0,0,True,Govt_job,Rural,169.35750000000002,46.29999999999999,formerly smoked,0 +Female,48.0,0,1,False,Private,Rural,101.89,25.1,smokes,0 +Female,24.0,1,0,False,Private,Urban,107.22,35.3,smokes,0 +Male,47.0,0,0,False,Private,Rural,101.99,36.3,never smoked,0 +Male,70.0,0,0,True,Private,Rural,72.56,30.4,formerly smoked,0 +Male,41.0,1,1,True,Private,Urban,94.47,43.9,never smoked,0 +Female,42.0,0,0,True,Self-employed,Urban,98.76,26.4,smokes,0 +Female,57.0,1,0,False,Private,Rural,116.93,28.3,never smoked,0 +Female,51.0,0,0,False,Private,Rural,169.35750000000002,42.3,never smoked,0 +Male,15.0,0,0,False,Private,Urban,75.77,38.0,never smoked,0 +Male,11.0,0,0,False,children,Urban,124.35,32.7,Unknown,0 +Female,27.0,0,0,True,Self-employed,Urban,88.97,28.8,never smoked,0 +Female,53.0,0,0,True,Self-employed,Rural,72.49,38.5,never smoked,0 +Female,52.0,0,0,True,Govt_job,Rural,107.27,30.1,Unknown,0 +Female,68.0,0,0,True,Private,Rural,97.96,31.3,never smoked,0 +Male,65.0,0,0,True,Private,Urban,169.35750000000002,28.4,smokes,0 +Female,23.0,0,0,False,Private,Rural,112.3,26.6,Unknown,0 +Female,43.0,0,0,True,Self-employed,Urban,75.77,20.4,formerly smoked,0 +Male,55.0,0,0,True,Private,Urban,76.51,34.7,Unknown,0 +Female,52.0,0,0,True,Private,Urban,93.14,32.5,never smoked,0 +Female,21.0,0,0,False,Private,Rural,80.84,30.7,Unknown,0 +Male,78.0,1,1,True,Self-employed,Rural,169.35750000000002,29.6,formerly smoked,0 +Male,35.0,0,0,True,Private,Rural,77.48,28.1,formerly smoked,0 +Female,49.0,1,0,True,Private,Rural,65.34,39.4,never smoked,0 +Male,50.0,1,0,False,Private,Urban,81.96,28.1,formerly smoked,0 +Female,27.0,0,0,True,Private,Urban,98.71,26.1,formerly smoked,0 +Female,52.0,1,0,False,Private,Rural,169.35750000000002,27.2,formerly smoked,0 +Female,22.0,0,0,False,Private,Urban,73.5,41.3,smokes,0 +Female,19.0,0,0,False,Private,Rural,72.39,28.1,smokes,0 +Male,77.0,0,1,True,Private,Urban,102.96,20.9,formerly smoked,0 +Male,57.0,1,0,True,Private,Urban,80.72,41.5,formerly smoked,0 +Male,13.0,0,0,False,Self-employed,Urban,74.19,31.1,formerly smoked,0 +Male,14.0,0,0,False,Private,Urban,77.12,24.5,formerly smoked,0 +Female,29.0,0,0,True,Private,Urban,81.2,23.0,Unknown,0 +Female,49.0,0,0,True,Private,Rural,114.76,24.7,never smoked,0 +Male,1.24,0,0,False,children,Urban,109.97,19.3,Unknown,0 +Male,21.0,0,0,False,Self-employed,Urban,92.87,37.0,never smoked,0 +Male,36.0,1,0,False,Govt_job,Urban,113.05,31.0,smokes,0 +Male,42.0,0,0,True,Private,Urban,68.24,33.1,formerly smoked,0 +Female,56.0,0,0,False,Private,Rural,74.35,26.6,smokes,0 +Male,46.0,0,0,True,Private,Urban,91.08,27.7,never smoked,0 +Male,79.0,0,1,True,Self-employed,Urban,88.83,40.3,smokes,0 +Female,25.0,0,0,False,Private,Rural,134.33,19.5,Unknown,0 +Male,67.0,0,0,True,Private,Rural,169.35750000000002,26.7,Unknown,0 +Male,37.0,0,0,True,Private,Rural,66.17,26.1,never smoked,0 +Female,44.0,0,0,True,Private,Rural,169.35750000000002,38.2,never smoked,0 +Female,36.0,0,0,True,Private,Rural,114.16,21.3,smokes,0 +Male,17.0,1,0,False,Private,Rural,61.67,46.29999999999999,Unknown,0 +Male,50.0,1,0,True,Private,Rural,169.35750000000002,40.9,formerly smoked,0 +Male,53.0,0,0,True,Private,Urban,76.03,27.3,never smoked,0 +Female,39.0,0,0,False,Self-employed,Urban,73.06,20.9,never smoked,0 +Female,71.0,0,1,True,Private,Urban,169.35750000000002,29.2,formerly smoked,0 +Female,18.0,0,0,False,Private,Urban,79.89,17.9,Unknown,0 +Male,55.0,0,0,False,Self-employed,Rural,79.02,38.0,Unknown,0 +Male,52.0,0,0,True,Private,Rural,169.35750000000002,26.1,smokes,0 +Female,27.0,0,0,True,Private,Urban,76.74,46.29999999999999,Unknown,0 +Male,24.0,0,0,False,Private,Urban,72.29,22.2,Unknown,0 +Male,72.0,0,0,True,Private,Urban,92.59,24.6,formerly smoked,0 +Male,41.0,0,0,True,Self-employed,Rural,80.42,33.4,formerly smoked,0 +Female,29.0,0,0,False,Self-employed,Rural,62.47,34.4,formerly smoked,0 +Female,26.0,0,0,True,Private,Rural,63.94,17.6,never smoked,0 +Female,23.0,0,0,True,Private,Rural,77.73,19.2,never smoked,0 +Male,43.0,0,0,True,Self-employed,Rural,115.79,31.8,Unknown,0 +Female,43.0,0,0,True,Private,Urban,96.3,28.1,smokes,0 +Female,49.0,0,0,True,Private,Rural,107.46,32.1,never smoked,0 +Male,13.0,0,0,False,children,Rural,108.33,17.4,never smoked,0 +Female,26.0,0,0,False,Govt_job,Rural,89.37,20.2,never smoked,0 +Female,10.0,0,0,False,children,Urban,93.64,23.4,Unknown,0 +Male,39.0,0,0,True,Private,Urban,169.35750000000002,39.5,never smoked,0 +Female,41.0,0,0,True,Private,Rural,83.44,21.5,Unknown,0 +Male,25.0,0,0,True,Private,Rural,93.88,24.3,smokes,0 +Male,10.0,0,0,False,children,Urban,55.34,15.3,Unknown,0 +Female,54.0,0,0,True,Govt_job,Rural,102.61,32.4,Unknown,0 +Male,7.0,0,0,False,children,Rural,62.08,16.1,Unknown,0 +Female,53.0,0,0,True,Self-employed,Rural,81.76,34.3,formerly smoked,0 +Female,55.0,0,0,True,Self-employed,Urban,59.2,43.8,never smoked,0 +Male,6.0,0,0,False,children,Urban,55.61,19.6,Unknown,0 +Female,72.0,0,0,True,Self-employed,Urban,169.35750000000002,36.7,formerly smoked,0 +Female,42.0,0,0,True,Govt_job,Urban,65.66,33.7,never smoked,0 +Male,50.0,0,0,True,Private,Urban,58.7,38.9,smokes,0 +Female,55.0,1,0,True,Govt_job,Urban,169.35750000000002,28.0,never smoked,0 +Female,47.0,0,0,True,Govt_job,Urban,122.32,23.9,Unknown,0 +Male,3.0,0,0,False,children,Urban,59.05,16.6,Unknown,0 +Female,49.0,0,0,True,Self-employed,Urban,149.13,42.9,smokes,0 +Female,12.0,0,0,False,children,Urban,82.39,17.1,never smoked,0 +Male,28.0,0,0,True,Private,Rural,169.35750000000002,27.2,Unknown,0 +Male,40.0,0,0,True,Private,Rural,80.25,30.3,formerly smoked,0 +Male,55.0,0,0,True,Private,Urban,169.35750000000002,33.9,formerly smoked,0 +Male,9.0,0,0,False,children,Urban,169.35750000000002,20.0,Unknown,0 +Female,77.0,0,0,True,Private,Rural,80.85,19.4,Unknown,0 +Male,18.0,0,0,False,Private,Rural,120.58,21.5,never smoked,0 +Male,73.0,0,0,True,Private,Rural,86.57,28.5,formerly smoked,0 +Female,67.0,1,0,True,Private,Urban,90.01,34.4,smokes,0 +Male,58.0,0,0,True,Self-employed,Rural,68.84,43.7,formerly smoked,0 +Female,2.0,0,0,False,children,Rural,155.14,13.7,Unknown,0 +Female,38.0,0,0,True,Private,Urban,158.48,33.7,formerly smoked,0 +Male,5.0,0,0,False,children,Rural,92.56,18.0,Unknown,0 +Female,34.0,0,0,False,Private,Rural,90.15,27.9,formerly smoked,0 +Male,78.0,0,0,True,Private,Rural,80.09,21.8,never smoked,0 +Female,57.0,0,0,True,Private,Rural,169.35750000000002,35.8,never smoked,0 +Female,17.0,0,0,False,Private,Rural,70.03,23.1,smokes,0 +Female,71.0,0,0,True,Self-employed,Rural,169.35750000000002,30.3,smokes,0 +Female,19.0,0,0,False,Private,Rural,72.52,32.0,Unknown,0 +Male,56.0,0,0,True,Private,Urban,96.93,25.0,smokes,0 +Male,64.0,0,1,True,Private,Urban,169.35750000000002,30.7,formerly smoked,0 +Male,13.0,0,0,False,children,Rural,85.87,24.3,Unknown,0 +Male,40.0,0,0,True,Private,Rural,60.96,11.5,never smoked,0 +Male,80.0,0,1,True,Private,Urban,120.09,30.7,never smoked,0 +Female,62.0,1,0,True,Govt_job,Urban,92.13,33.7,never smoked,0 +Male,79.0,1,0,True,Self-employed,Urban,83.07,26.5,smokes,0 +Female,9.0,0,0,False,children,Rural,77.67,17.6,Unknown,0 +Female,77.0,1,0,True,Self-employed,Urban,109.51,28.1,never smoked,0 +Female,26.0,0,0,False,Private,Urban,97.24,22.5,never smoked,0 +Male,1.72,0,0,False,children,Rural,127.29,18.5,Unknown,0 +Male,16.0,0,0,False,Private,Urban,134.8,22.4,never smoked,0 +Female,40.0,0,0,True,Private,Urban,74.65,25.3,formerly smoked,0 +Male,46.0,0,0,True,Private,Urban,85.84,37.3,never smoked,0 +Male,45.0,1,0,True,Self-employed,Urban,90.43,39.7,smokes,0 +Female,59.0,0,0,False,Private,Urban,74.35,28.0,never smoked,0 +Female,31.0,0,0,True,Self-employed,Urban,169.35750000000002,41.4,smokes,0 +Female,69.0,0,1,True,Private,Urban,169.35750000000002,25.3,never smoked,0 +Male,73.0,0,1,True,Govt_job,Rural,70.23,28.1,never smoked,0 +Female,56.0,0,0,True,Self-employed,Urban,169.35750000000002,41.2,never smoked,0 +Female,80.0,0,1,True,Self-employed,Rural,103.06,28.8,never smoked,0 +Female,60.0,0,0,True,Govt_job,Urban,80.86,31.0,smokes,0 +Female,40.0,0,0,True,Govt_job,Urban,114.32,28.3,smokes,0 +Female,30.0,0,0,True,Govt_job,Urban,83.91,23.9,Unknown,0 +Female,66.0,0,0,True,Govt_job,Rural,152.02,44.2,formerly smoked,0 +Male,78.0,1,0,True,Self-employed,Rural,75.19,27.6,never smoked,0 +Female,37.0,0,0,True,Private,Urban,60.61,35.7,formerly smoked,0 +Female,41.0,0,0,True,Self-employed,Rural,89.14,37.4,formerly smoked,0 +Female,34.0,0,0,True,Private,Urban,97.23,27.5,Unknown,0 +Female,18.0,0,0,False,Private,Rural,135.19,23.4,never smoked,0 +Male,69.0,0,0,True,Self-employed,Urban,78.48,25.8,formerly smoked,0 +Male,67.0,0,1,True,Private,Rural,97.24,28.1,Unknown,0 +Male,28.0,0,0,False,Private,Urban,75.92,22.8,never smoked,0 +Female,3.0,0,0,False,children,Urban,93.3,19.5,Unknown,0 +Female,57.0,0,0,True,Govt_job,Urban,97.39,38.0,Unknown,0 +Male,34.0,0,0,True,Private,Rural,134.61,23.4,never smoked,0 +Male,50.0,0,0,True,Private,Rural,104.02,29.5,never smoked,0 +Male,55.0,0,1,False,Private,Urban,56.9,28.2,never smoked,0 +Male,2.0,0,0,False,children,Rural,112.66,14.2,Unknown,0 +Female,27.0,0,0,False,Private,Rural,169.35750000000002,28.9,Unknown,0 +Male,57.0,0,0,True,Private,Rural,76.28,31.4,formerly smoked,0 +Female,73.0,0,0,True,Private,Urban,90.01,32.4,formerly smoked,0 +Female,52.0,0,0,True,Govt_job,Rural,107.84,22.0,formerly smoked,0 +Female,65.0,0,0,True,Private,Rural,71.06,26.4,never smoked,0 +Male,48.0,1,0,True,Private,Urban,169.35750000000002,26.1,never smoked,0 +Male,54.0,1,0,True,Self-employed,Rural,104.42,37.6,smokes,0 +Male,8.0,0,0,False,children,Urban,89.57,18.8,Unknown,0 +Male,45.0,1,0,True,Private,Rural,136.2,23.8,Unknown,0 +Female,48.0,0,0,True,Govt_job,Urban,128.23,46.29999999999999,never smoked,0 +Female,77.0,0,0,True,Self-employed,Rural,104.23,23.8,smokes,0 +Female,34.0,0,0,True,Private,Urban,133.82,20.4,never smoked,0 +Female,33.0,0,0,True,Private,Rural,80.82,40.3,never smoked,0 +Male,39.0,0,0,True,Private,Rural,102.35,23.6,never smoked,0 +Male,39.0,0,0,True,Self-employed,Rural,88.48,34.3,never smoked,0 +Male,40.0,0,0,True,Private,Rural,88.81,32.7,Unknown,0 +Female,46.0,0,0,True,Private,Rural,75.09,28.7,never smoked,0 +Female,1.0,0,0,False,children,Urban,169.35750000000002,24.5,Unknown,0 +Female,5.0,0,0,False,children,Rural,73.69,24.8,Unknown,0 +Male,14.0,0,0,False,children,Urban,111.27,23.2,Unknown,0 +Female,49.0,0,0,True,Self-employed,Rural,68.44,23.0,smokes,0 +Female,45.0,0,0,True,Private,Urban,65.36,39.3,never smoked,0 +Female,13.0,0,0,False,children,Urban,94.12,20.1,never smoked,0 +Female,76.0,0,0,True,Private,Rural,96.24,25.4,never smoked,0 +Male,14.0,0,0,False,children,Rural,91.25,23.8,Unknown,0 +Female,20.0,0,0,False,Private,Rural,77.29,28.4,never smoked,0 +Female,9.0,0,0,False,children,Rural,125.09,15.4,Unknown,0 +Female,78.0,0,1,True,Private,Urban,107.18,28.2,never smoked,0 +Male,49.0,0,0,True,Private,Urban,130.07,26.0,never smoked,0 +Female,55.0,0,0,True,Private,Urban,57.3,41.5,never smoked,0 +Female,43.0,0,0,False,Govt_job,Rural,101.35,32.2,never smoked,0 +Female,16.0,0,0,False,Private,Rural,94.03,25.7,never smoked,0 +Male,58.0,0,1,True,Self-employed,Urban,169.35750000000002,33.0,formerly smoked,0 +Male,67.0,0,0,True,Govt_job,Urban,66.67,35.0,smokes,0 +Female,71.0,0,0,True,Private,Urban,169.35750000000002,27.4,never smoked,0 +Male,8.0,0,0,False,children,Urban,88.02,16.4,Unknown,0 +Female,18.0,0,0,False,Private,Urban,152.87,31.5,Unknown,0 +Female,47.0,0,0,True,Private,Urban,96.04,29.2,Unknown,0 +Male,59.0,0,0,True,Private,Urban,60.35,25.9,formerly smoked,0 +Male,28.0,0,0,False,Govt_job,Urban,118.66,32.3,never smoked,0 +Female,20.0,0,0,False,Private,Urban,89.03,28.1,smokes,0 +Male,67.0,0,0,True,Private,Urban,58.51,30.4,formerly smoked,0 +Male,71.0,0,0,True,Self-employed,Urban,96.04,45.1,formerly smoked,0 +Female,56.0,0,0,True,Self-employed,Rural,110.92,25.9,Unknown,0 +Female,44.0,0,0,False,Private,Rural,92.72,36.6,never smoked,0 +Female,6.0,0,0,False,children,Rural,108.23,18.6,Unknown,0 +Female,78.0,0,0,True,Private,Rural,56.34,27.5,Unknown,0 +Female,32.0,0,0,True,Private,Rural,61.83,31.3,never smoked,0 +Female,40.0,0,0,True,Private,Rural,131.99,37.5,never smoked,0 +Female,63.0,0,0,True,Self-employed,Rural,136.81,23.1,smokes,0 +Male,51.0,0,0,True,Private,Rural,169.35750000000002,35.0,never smoked,0 +Male,22.0,0,0,True,Govt_job,Urban,131.3,27.0,never smoked,0 +Female,82.0,0,0,True,Self-employed,Rural,117.75,29.8,never smoked,0 +Female,17.0,0,0,False,Private,Urban,78.46,23.5,Unknown,0 +Female,34.0,0,0,True,Private,Rural,83.53,46.29999999999999,formerly smoked,0 +Male,42.0,0,0,True,Private,Rural,145.5,31.8,formerly smoked,0 +Female,32.0,0,0,True,Private,Urban,88.33,20.0,Unknown,0 +Male,73.0,0,0,True,Self-employed,Rural,101.25,29.4,formerly smoked,0 +Female,47.0,0,0,True,Private,Urban,131.43,24.3,never smoked,0 +Female,34.0,0,0,True,Private,Rural,169.35750000000002,45.4,never smoked,0 +Male,64.0,0,1,True,Private,Rural,82.89,29.5,never smoked,0 +Male,52.0,1,0,True,Self-employed,Rural,169.35750000000002,46.29999999999999,never smoked,0 +Male,49.0,0,0,True,Private,Rural,79.64,28.1,smokes,0 +Male,55.0,0,0,True,Private,Rural,82.88,29.4,Unknown,0 +Female,64.0,1,0,True,Private,Rural,99.4,29.1,never smoked,0 +Male,23.0,0,0,False,Private,Urban,77.75,38.8,smokes,0 +Male,18.0,0,0,False,Private,Rural,75.03,23.4,never smoked,0 +Female,65.0,0,0,True,Private,Rural,169.35750000000002,46.29999999999999,never smoked,0 +Male,12.0,0,0,False,children,Rural,169.35750000000002,19.7,Unknown,0 +Female,61.0,0,0,True,Self-employed,Urban,169.35750000000002,20.3,never smoked,0 +Male,66.0,0,0,True,Private,Urban,169.35750000000002,33.5,smokes,0 +Male,59.0,0,0,True,Govt_job,Urban,169.35750000000002,36.7,smokes,0 +Male,47.0,1,0,True,Private,Urban,75.64,24.4,never smoked,0 +Female,47.0,0,0,True,Govt_job,Urban,95.07,38.8,formerly smoked,0 +Female,71.0,1,0,True,Private,Urban,129.97,44.2,smokes,0 +Male,62.0,0,0,True,Private,Urban,124.26,33.4,never smoked,0 +Female,28.0,0,0,True,Private,Urban,87.92,32.5,Unknown,0 +Female,7.0,0,0,False,children,Rural,85.15,15.1,Unknown,0 +Female,68.0,0,0,True,Private,Rural,95.36,21.5,smokes,0 +Male,37.0,0,0,True,Self-employed,Urban,87.16,30.4,formerly smoked,0 +Female,75.0,0,0,True,Govt_job,Rural,169.35750000000002,33.4,smokes,0 +Male,5.0,0,0,False,children,Urban,71.92,18.2,Unknown,0 +Male,1.08,0,0,False,children,Urban,167.66,18.7,Unknown,0 +Female,34.0,0,0,False,Private,Rural,87.21,38.4,Unknown,0 +Male,49.0,0,0,True,Self-employed,Rural,169.35750000000002,36.4,smokes,0 +Female,8.0,0,0,False,children,Urban,80.47,20.6,Unknown,0 +Female,50.0,0,0,True,Govt_job,Urban,89.95,46.29999999999999,formerly smoked,0 +Male,2.0,0,0,False,children,Rural,111.32,18.2,Unknown,0 +Female,1.16,0,0,False,children,Urban,65.01,17.0,Unknown,0 +Female,76.0,0,0,True,Self-employed,Urban,110.07,31.8,never smoked,0 +Male,18.0,0,0,False,Private,Urban,60.56,33.0,never smoked,0 +Male,82.0,0,0,True,Private,Urban,89.83,24.7,smokes,0 +Female,67.0,0,0,True,Self-employed,Rural,90.35,28.1,Unknown,0 +Female,27.0,0,0,True,Private,Urban,71.5,40.3,smokes,0 +Male,57.0,0,0,True,Govt_job,Urban,71.71,35.2,smokes,0 +Female,51.0,1,0,True,Private,Urban,169.35750000000002,31.2,formerly smoked,0 +Male,68.0,1,0,True,Private,Urban,96.06,37.6,never smoked,0 +Female,56.0,0,0,True,Private,Urban,113.2,38.7,smokes,0 +Male,77.0,0,1,True,Govt_job,Rural,106.03,28.1,Unknown,0 +Female,52.0,1,0,True,Self-employed,Rural,111.38,28.1,smokes,0 +Female,18.0,0,0,False,Private,Rural,73.29,28.1,smokes,0 +Female,63.0,0,0,True,Self-employed,Urban,65.71,29.2,smokes,0 +Female,31.0,0,0,True,Private,Rural,60.41,31.1,Unknown,0 +Female,37.0,0,0,False,Private,Urban,89.11,24.1,never smoked,0 +Female,64.0,0,0,True,Private,Urban,63.32,18.7,formerly smoked,0 +Male,47.0,0,0,True,Self-employed,Urban,85.68,39.6,never smoked,0 +Female,1.8,0,0,False,children,Urban,162.93,15.7,Unknown,0 +Male,42.0,0,0,True,Private,Rural,89.22,46.29999999999999,Unknown,0 +Male,37.0,0,0,True,Private,Rural,91.68,32.4,formerly smoked,0 +Female,69.0,0,1,False,Private,Urban,169.35750000000002,42.7,smokes,0 +Female,13.0,0,0,False,children,Rural,85.81,18.6,Unknown,0 +Male,73.0,0,0,False,Govt_job,Rural,79.59,31.4,smokes,0 +Male,48.0,0,0,True,Private,Rural,106.74,33.7,formerly smoked,0 +Female,78.0,1,0,True,Self-employed,Urban,169.35750000000002,24.5,never smoked,0 +Female,21.0,0,0,False,Private,Rural,59.52,33.7,never smoked,0 +Male,54.0,0,0,True,Private,Rural,169.35750000000002,35.4,smokes,0 +Male,43.0,0,0,True,Govt_job,Rural,80.07,28.1,never smoked,0 +Male,19.0,0,0,False,Private,Rural,64.92,22.5,Unknown,0 +Female,82.0,0,0,True,Private,Urban,80.0,33.6,never smoked,0 +Female,80.0,0,0,True,Self-employed,Urban,75.06,29.7,Unknown,0 +Female,69.0,1,0,True,Govt_job,Urban,112.2,28.1,never smoked,0 +Female,21.0,0,0,False,Self-employed,Urban,91.18,25.7,never smoked,0 +Female,46.0,0,0,True,Private,Rural,85.81,20.2,formerly smoked,0 +Female,14.0,0,0,False,Never_worked,Urban,148.37,22.7,never smoked,0 +Male,6.0,0,0,False,children,Rural,64.55,17.4,Unknown,0 +Female,3.0,0,0,False,children,Rural,97.31,22.2,Unknown,0 +Male,47.0,0,0,False,Private,Rural,111.15,23.8,never smoked,0 +Male,34.0,0,0,True,Private,Urban,80.97,28.7,never smoked,0 +Female,41.0,0,0,True,Private,Rural,89.88,33.1,formerly smoked,0 +Female,67.0,0,0,True,Private,Rural,62.66,28.0,formerly smoked,0 +Female,5.0,0,0,False,children,Urban,122.25,16.7,Unknown,0 +Male,20.0,0,0,False,Private,Rural,87.08,27.1,never smoked,0 +Female,63.0,0,0,True,Private,Rural,85.0,26.4,smokes,0 +Female,73.0,0,0,True,Self-employed,Urban,100.49,23.7,smokes,0 +Male,62.0,0,0,True,Private,Urban,145.37,33.3,Unknown,0 +Male,0.88,0,0,False,children,Urban,112.19,18.9,Unknown,0 +Male,50.0,1,0,True,Govt_job,Rural,79.73,25.5,smokes,0 +Male,71.0,0,1,True,Self-employed,Rural,101.13,35.9,formerly smoked,0 +Female,30.0,0,0,True,Private,Urban,101.98,23.2,Unknown,0 +Female,80.0,0,1,True,Self-employed,Rural,98.39,22.2,smokes,0 +Female,64.0,0,0,True,Self-employed,Rural,128.04,34.0,smokes,0 +Male,7.0,0,0,False,children,Urban,98.12,20.4,Unknown,0 +Female,36.0,0,0,False,Private,Urban,169.35750000000002,34.5,Unknown,0 +Male,79.0,0,0,True,Self-employed,Rural,94.92,31.9,Unknown,0 +Female,35.0,0,0,True,Private,Rural,83.27,19.8,formerly smoked,0 +Female,28.0,0,0,False,Private,Rural,96.86,29.0,Unknown,0 +Male,72.0,0,0,True,Self-employed,Rural,99.73,36.7,formerly smoked,0 +Female,12.0,0,0,False,children,Rural,91.71,21.3,Unknown,0 +Male,25.0,0,0,False,Private,Rural,65.77,23.7,smokes,0 +Female,27.0,0,0,True,Private,Urban,161.57,25.7,smokes,0 +Female,62.0,1,0,True,Self-employed,Rural,74.32,34.0,never smoked,0 +Male,58.0,0,0,False,Self-employed,Rural,169.35750000000002,30.7,Unknown,0 +Female,30.0,0,0,True,Private,Urban,74.43,44.8,never smoked,0 +Male,56.0,0,0,True,Private,Rural,86.36,27.7,formerly smoked,0 +Female,28.0,0,0,True,Private,Rural,97.06,23.2,Unknown,0 +Male,47.0,0,0,True,Private,Rural,110.38,30.1,Unknown,0 +Female,16.0,0,0,False,Private,Rural,79.03,29.3,Unknown,0 +Female,29.0,0,0,True,Private,Rural,62.48,29.5,never smoked,0 +Male,26.0,0,0,True,Private,Rural,55.62,25.8,never smoked,0 +Female,26.0,0,0,True,Private,Rural,84.9,26.2,never smoked,0 +Male,55.0,0,0,True,Private,Rural,169.35750000000002,28.8,Unknown,0 +Female,29.0,0,0,False,Private,Rural,86.55,29.8,smokes,0 +Female,29.0,0,0,False,Govt_job,Rural,118.61,26.5,never smoked,0 +Female,33.0,0,0,False,Private,Rural,80.21,27.8,formerly smoked,0 +Female,19.0,1,0,False,Private,Rural,65.96,29.0,never smoked,0 +Female,10.0,0,0,False,children,Urban,61.34,19.1,Unknown,0 +Female,3.0,0,0,False,children,Urban,116.6,17.1,Unknown,0 +Female,60.0,0,0,True,Private,Urban,85.13,24.6,Unknown,0 +Female,16.0,0,0,False,Private,Rural,86.32,18.3,Unknown,0 +Male,35.0,0,0,True,Private,Rural,69.22,42.8,never smoked,0 +Female,41.0,0,0,True,Private,Urban,140.93,46.29999999999999,Unknown,0 +Female,19.0,0,0,False,Private,Urban,83.43,38.4,Unknown,0 +Female,79.0,0,0,True,Private,Urban,169.35750000000002,26.0,formerly smoked,0 +Female,41.0,0,0,True,Private,Rural,134.29,26.8,smokes,0 +Male,1.64,0,0,False,children,Urban,115.12,21.1,Unknown,0 +Female,51.0,0,0,True,Govt_job,Urban,86.25,29.0,never smoked,0 +Female,33.0,0,0,True,Self-employed,Rural,112.94,43.0,never smoked,0 +Female,33.0,0,0,True,Govt_job,Rural,73.54,36.6,smokes,0 +Male,48.0,0,0,False,Private,Urban,80.86,27.5,Unknown,0 +Male,45.0,0,0,True,Private,Rural,83.91,40.2,Unknown,0 +Female,61.0,0,0,False,Private,Rural,69.91,37.1,never smoked,0 +Male,31.0,0,0,False,Private,Rural,95.62,32.0,smokes,0 +Male,60.0,1,0,False,Private,Urban,63.95,32.2,never smoked,0 +Male,51.0,0,0,True,Private,Rural,122.5,20.6,Unknown,0 +Male,53.0,0,0,True,Govt_job,Rural,86.0,24.1,never smoked,0 +Male,52.0,0,0,True,Govt_job,Urban,120.27,25.0,never smoked,0 +Female,42.0,0,0,True,Govt_job,Urban,56.71,25.2,Unknown,0 +Female,56.0,0,0,True,Private,Rural,131.63,27.6,never smoked,0 +Male,14.0,0,0,False,Private,Urban,79.36,46.29999999999999,never smoked,0 +Female,40.0,0,0,False,Private,Urban,120.77,27.6,never smoked,0 +Female,58.0,0,0,True,Private,Rural,100.42,39.5,smokes,0 +Female,52.0,1,0,True,Private,Urban,155.86,27.2,smokes,0 +Male,30.0,0,0,True,Govt_job,Rural,66.01,26.3,smokes,0 +Female,47.0,0,0,True,Private,Urban,86.99,28.9,smokes,0 +Female,34.0,0,0,True,Govt_job,Urban,90.55,30.0,never smoked,0 +Female,82.0,0,1,True,Self-employed,Rural,169.35750000000002,23.7,Unknown,0 +Female,31.0,0,0,True,Private,Urban,60.06,25.5,smokes,0 +Female,58.0,0,0,True,Private,Rural,65.66,24.6,formerly smoked,0 +Female,47.0,0,0,True,Private,Urban,104.7,20.7,smokes,0 +Male,65.0,1,0,True,Self-employed,Urban,113.86,36.4,never smoked,0 +Female,13.0,0,0,False,children,Rural,99.49,23.4,Unknown,0 +Male,37.0,1,0,True,Private,Urban,165.99,32.3,never smoked,0 +Male,9.0,0,0,False,children,Urban,114.99,18.8,Unknown,0 +Female,7.0,0,0,False,children,Urban,79.58,15.5,Unknown,0 +Female,37.0,0,0,False,Govt_job,Rural,77.37,21.4,never smoked,0 +Male,62.0,0,0,False,Govt_job,Urban,93.55,31.7,never smoked,0 +Male,14.0,0,0,False,Self-employed,Urban,169.35750000000002,29.7,Unknown,0 +Female,77.0,0,0,True,Govt_job,Rural,167.59,34.3,formerly smoked,0 +Male,36.0,0,0,True,Private,Urban,98.03,22.1,smokes,0 +Female,3.0,0,0,False,children,Urban,88.79,21.5,Unknown,0 +Male,78.0,1,1,False,Self-employed,Urban,92.9,30.4,smokes,0 +Female,49.0,0,0,True,Govt_job,Urban,117.34,21.6,never smoked,0 +Male,44.0,0,0,True,Private,Urban,80.75,30.9,never smoked,0 +Male,10.0,0,0,False,children,Rural,77.51,21.9,Unknown,0 +Male,8.0,0,0,False,children,Urban,105.63,19.2,Unknown,0 +Female,60.0,0,0,True,Private,Urban,114.34,30.3,smokes,0 +Female,56.0,0,0,True,Private,Rural,169.35750000000002,23.0,smokes,0 +Female,73.0,0,0,True,Self-employed,Urban,87.56,24.1,never smoked,0 +Female,65.0,0,0,True,Govt_job,Urban,84.47,46.29999999999999,smokes,0 +Female,34.0,0,0,True,Self-employed,Rural,96.26,27.6,Unknown,0 +Male,13.0,0,0,False,children,Rural,116.64,23.9,Unknown,0 +Female,80.0,0,0,True,Private,Urban,79.57,26.9,never smoked,0 +Male,46.0,0,0,True,Private,Rural,78.44,23.9,never smoked,0 +Female,80.0,0,0,True,Self-employed,Urban,64.15,40.5,never smoked,0 +Female,65.0,0,0,False,Private,Urban,74.5,32.0,never smoked,0 +Female,24.0,0,0,False,Private,Urban,70.32,20.5,Unknown,0 +Female,33.0,0,0,True,Private,Urban,84.48,44.5,never smoked,0 +Male,11.0,0,0,False,children,Urban,144.08,16.2,formerly smoked,0 +Female,57.0,0,0,True,Self-employed,Rural,78.14,35.8,never smoked,0 +Female,19.0,0,0,False,Govt_job,Urban,133.58,24.0,never smoked,0 +Male,82.0,0,0,True,Private,Urban,169.35750000000002,33.9,formerly smoked,0 +Female,39.0,0,0,True,Private,Urban,80.63,36.0,smokes,0 +Female,14.0,0,0,False,Private,Rural,169.35750000000002,22.9,never smoked,0 +Female,60.0,1,0,False,Private,Urban,96.0,44.5,smokes,0 +Female,3.0,0,0,False,children,Urban,74.52,17.5,Unknown,0 +Female,57.0,0,0,True,Private,Rural,131.4,32.3,never smoked,0 +Male,79.0,0,0,True,Private,Urban,169.35750000000002,30.3,never smoked,0 +Female,65.0,0,0,True,Private,Rural,108.8,33.5,Unknown,0 +Female,67.0,1,0,True,Private,Urban,97.06,30.9,never smoked,0 +Female,60.0,0,0,False,Govt_job,Rural,169.35750000000002,25.5,never smoked,0 +Female,36.0,0,0,False,Private,Rural,55.58,30.0,never smoked,0 +Male,36.0,0,0,True,Govt_job,Urban,65.87,32.2,formerly smoked,0 +Female,26.0,0,0,False,Private,Urban,89.28,21.7,smokes,0 +Male,71.0,0,0,True,Govt_job,Urban,56.12,24.7,Unknown,0 +Male,78.0,0,0,True,Private,Urban,74.7,28.8,formerly smoked,0 +Male,77.0,0,0,True,Self-employed,Urban,83.06,27.0,Unknown,0 +Male,74.0,0,0,True,Private,Urban,169.35750000000002,26.0,Unknown,0 +Female,50.0,0,0,True,Self-employed,Rural,84.88,27.1,never smoked,0 +Male,9.0,0,0,False,children,Urban,64.2,18.5,Unknown,0 +Male,1.64,0,0,False,children,Rural,137.22,18.8,Unknown,0 +Female,54.0,0,0,True,Private,Urban,81.44,31.5,formerly smoked,0 +Male,8.0,0,0,False,children,Rural,90.26,18.1,Unknown,0 +Female,36.0,0,0,True,Private,Urban,68.48,24.3,never smoked,0 +Female,38.0,0,0,True,Private,Urban,100.02,28.0,never smoked,0 +Female,34.0,1,0,True,Self-employed,Urban,100.61,28.1,Unknown,0 +Female,7.0,0,0,False,children,Urban,156.82,17.3,Unknown,0 +Female,5.0,0,0,False,children,Urban,81.66,17.2,Unknown,0 +Male,14.0,0,0,False,children,Rural,112.22,26.9,Unknown,0 +Male,0.88,0,0,False,children,Urban,90.62,22.4,Unknown,0 +Female,30.0,0,0,True,Private,Rural,72.49,25.8,never smoked,0 +Female,39.0,0,0,True,Govt_job,Urban,107.47,21.3,Unknown,0 +Female,17.0,0,0,False,Private,Rural,92.11,43.0,never smoked,0 +Female,14.0,0,0,False,Private,Rural,70.54,24.4,formerly smoked,0 +Female,52.0,0,0,True,Self-employed,Rural,169.35750000000002,30.1,never smoked,0 +Male,78.0,0,0,True,Self-employed,Rural,126.39,21.3,smokes,0 +Female,2.0,0,0,False,children,Rural,89.72,17.8,Unknown,0 +Male,32.0,0,0,True,Private,Urban,92.08,28.4,smokes,0 +Male,0.88,0,0,False,children,Urban,85.38,23.4,Unknown,0 +Female,50.0,0,0,True,Self-employed,Rural,95.25,24.3,never smoked,0 +Female,48.0,0,0,True,Govt_job,Rural,75.91,27.8,Unknown,0 +Male,66.0,0,0,True,Govt_job,Rural,169.35750000000002,30.5,formerly smoked,0 +Male,78.0,0,1,True,Self-employed,Urban,169.35750000000002,28.1,smokes,0 +Male,46.0,0,0,True,Private,Urban,88.23,25.8,Unknown,0 +Female,54.0,0,0,True,Private,Rural,97.47,26.7,never smoked,0 +Female,81.0,1,1,True,Private,Rural,59.28,28.1,never smoked,0 +Female,15.0,0,0,False,children,Rural,101.15,22.2,Unknown,0 +Male,77.0,0,0,True,Self-employed,Urban,68.38,25.1,Unknown,0 +Female,59.0,0,0,True,Self-employed,Rural,55.46,20.9,never smoked,0 +Female,48.0,0,0,True,Private,Urban,113.87,28.9,never smoked,0 +Male,76.0,0,1,True,Self-employed,Urban,67.03,28.1,never smoked,0 +Male,49.0,0,0,True,Private,Rural,96.35,35.9,never smoked,0 +Female,44.0,0,0,False,Private,Urban,127.21,29.8,smokes,0 +Female,39.0,0,0,True,Private,Urban,78.9,26.7,never smoked,0 +Male,34.0,0,0,True,Private,Urban,59.91,28.4,formerly smoked,0 +Male,50.0,0,0,False,Private,Urban,160.94,26.7,smokes,0 +Male,62.0,0,0,True,Private,Rural,59.61,32.5,Unknown,0 +Female,38.0,0,0,True,Private,Urban,87.94,43.8,never smoked,0 +Female,43.0,0,0,True,Private,Rural,97.55,28.3,formerly smoked,0 +Male,28.0,0,0,False,Private,Urban,116.02,36.6,formerly smoked,0 +Female,58.0,0,0,True,Private,Rural,127.32,33.1,smokes,0 +Male,28.0,0,0,False,Private,Urban,75.5,27.0,smokes,0 +Male,18.0,0,0,False,Private,Urban,79.35,23.6,Unknown,0 +Male,62.0,1,1,True,Private,Rural,169.35750000000002,28.1,never smoked,0 +Male,31.0,0,0,False,Private,Rural,108.56,21.8,never smoked,0 +Male,55.0,1,0,True,Private,Urban,168.06,23.5,smokes,0 +Female,54.0,0,0,True,Private,Urban,75.52,28.7,formerly smoked,0 +Male,73.0,0,1,True,Private,Rural,82.15,31.6,formerly smoked,0 +Male,26.0,0,0,False,Self-employed,Urban,169.35750000000002,31.9,formerly smoked,0 +Male,73.0,0,1,True,Private,Rural,62.44,25.2,smokes,0 +Female,38.0,0,0,True,Private,Rural,84.31,25.9,smokes,0 +Male,75.0,1,1,True,Private,Rural,169.35750000000002,32.5,Unknown,0 +Male,81.0,0,0,True,Private,Urban,165.47,28.1,Unknown,0 +Female,20.0,0,0,False,Private,Rural,96.69,27.4,smokes,0 +Female,12.0,0,0,False,children,Urban,63.98,21.2,formerly smoked,0 +Male,78.0,0,1,True,Private,Urban,145.03,26.8,formerly smoked,0 +Female,42.0,0,0,False,Private,Urban,98.53,18.5,never smoked,0 +Female,71.0,1,0,True,Private,Urban,105.55,28.1,smokes,0 +Male,16.0,0,0,False,children,Rural,134.23,30.6,Unknown,0 +Male,4.0,0,0,False,children,Rural,62.48,19.9,Unknown,0 +Male,79.0,0,1,True,Private,Urban,169.35750000000002,28.1,Unknown,0 +Male,60.0,0,0,True,Private,Rural,70.52,26.5,formerly smoked,0 +Female,45.0,1,0,True,Private,Urban,93.21,43.8,never smoked,0 +Male,23.0,0,0,False,Private,Rural,82.39,31.8,Unknown,0 +Male,21.0,0,0,False,Private,Rural,88.29,36.6,smokes,0 +Female,67.0,0,0,True,Self-employed,Rural,80.18,22.9,formerly smoked,0 +Male,10.0,0,0,False,children,Rural,84.02,18.7,never smoked,0 +Female,24.0,0,0,True,Self-employed,Rural,69.72,29.6,never smoked,0 +Male,50.0,0,0,True,Self-employed,Urban,169.35750000000002,43.6,never smoked,0 +Male,79.0,0,1,True,Private,Rural,82.27,28.1,never smoked,0 +Male,14.0,0,0,False,children,Urban,101.87,20.3,never smoked,0 +Female,13.0,0,0,False,children,Rural,77.55,21.3,Unknown,0 +Male,71.0,0,1,True,Private,Urban,169.35750000000002,39.2,smokes,0 +Female,66.0,0,0,True,Private,Rural,87.84,46.29999999999999,Unknown,0 +Male,32.0,0,0,False,Govt_job,Rural,91.93,30.2,never smoked,0 +Male,46.0,0,0,True,Govt_job,Urban,58.63,35.3,never smoked,0 +Male,48.0,1,0,True,Private,Urban,169.35750000000002,37.0,smokes,0 +Female,45.0,0,0,True,Private,Urban,106.83,32.1,formerly smoked,0 +Male,55.0,0,0,True,Private,Urban,84.44,30.5,formerly smoked,0 +Female,31.0,0,0,True,Private,Urban,92.16,22.8,never smoked,0 +Male,25.0,0,0,False,Private,Urban,85.96,34.5,formerly smoked,0 +Male,73.0,1,0,True,Self-employed,Rural,169.35750000000002,37.4,never smoked,0 +Female,14.0,0,0,False,children,Rural,65.41,19.5,Unknown,0 +Female,56.0,0,0,True,Govt_job,Urban,102.51,46.29999999999999,Unknown,0 +Male,60.0,0,0,True,Private,Rural,62.6,30.4,Unknown,0 +Male,27.0,0,0,True,Private,Urban,150.1,25.3,never smoked,0 +Female,28.0,0,0,True,Private,Rural,94.15,23.1,smokes,0 +Male,46.0,1,0,True,Private,Urban,65.5,30.7,never smoked,0 +Female,11.0,0,0,False,children,Urban,81.31,18.8,never smoked,0 +Female,63.0,0,0,True,Private,Rural,78.96,28.6,never smoked,0 +Female,59.0,0,0,True,Private,Rural,123.47,27.5,Unknown,0 +Male,57.0,0,0,True,Private,Urban,90.4,26.5,never smoked,0 +Female,35.0,0,0,False,Private,Urban,71.59,40.3,never smoked,0 +Male,54.0,0,0,True,Private,Rural,169.35750000000002,37.9,formerly smoked,0 +Male,7.0,0,0,False,children,Urban,86.6,17.1,Unknown,0 +Female,48.0,0,0,True,Private,Urban,57.43,46.29999999999999,formerly smoked,0 +Male,69.0,1,0,True,Private,Rural,87.93,33.6,never smoked,0 +Male,59.0,0,0,True,Private,Rural,169.35750000000002,43.4,Unknown,0 +Female,72.0,1,0,True,Self-employed,Rural,112.12,30.5,never smoked,0 +Male,49.0,0,0,True,Private,Urban,92.02,38.1,never smoked,0 +Female,73.0,1,0,True,Private,Rural,60.98,29.9,formerly smoked,0 +Female,24.0,0,0,False,Private,Urban,86.35,32.7,never smoked,0 +Male,26.0,0,0,False,Private,Rural,71.26,28.6,Unknown,0 +Male,27.0,0,0,False,Private,Urban,72.61,38.5,never smoked,0 +Female,78.0,0,1,False,Self-employed,Urban,110.78,22.9,never smoked,0 +Female,77.0,0,0,True,Private,Urban,99.78,38.0,never smoked,0 +Female,59.0,0,0,True,Self-employed,Rural,169.35750000000002,43.8,smokes,0 +Male,0.32,0,0,False,children,Urban,127.78,20.8,Unknown,0 +Male,39.0,0,0,True,Private,Rural,121.32,26.8,never smoked,0 +Female,35.0,0,0,True,Private,Urban,83.89,25.5,never smoked,0 +Male,54.0,0,0,True,Private,Rural,74.06,28.1,never smoked,0 +Female,75.0,0,1,True,Private,Urban,169.35750000000002,25.4,never smoked,0 +Female,80.0,0,0,True,Private,Rural,102.9,26.7,Unknown,0 +Female,35.0,0,0,True,Private,Urban,65.48,46.29999999999999,never smoked,0 +Female,22.0,0,0,False,Govt_job,Urban,123.23,21.3,Unknown,0 +Male,39.0,0,0,True,Private,Rural,71.3,34.7,never smoked,0 +Male,6.0,0,0,False,children,Rural,79.05,17.9,Unknown,0 +Female,62.0,0,0,True,Self-employed,Rural,102.21,36.3,never smoked,0 +Female,13.0,0,0,False,children,Urban,105.22,18.4,Unknown,0 +Male,56.0,0,0,True,Govt_job,Rural,84.58,34.5,Unknown,0 +Male,53.0,0,1,True,Govt_job,Urban,77.3,33.4,never smoked,0 +Male,5.0,0,0,False,children,Rural,74.79,19.4,Unknown,0 +Female,44.0,0,0,True,Private,Rural,88.75,25.6,Unknown,0 +Male,13.0,0,0,False,children,Rural,97.97,24.5,never smoked,0 +Female,59.0,0,0,True,Private,Rural,79.18,30.0,Unknown,0 +Female,35.0,0,0,True,Private,Urban,81.33,28.9,never smoked,0 +Female,52.0,0,0,True,Private,Urban,126.68,28.1,never smoked,0 +Female,76.0,0,0,True,Private,Urban,169.35750000000002,23.0,never smoked,0 +Female,51.0,0,0,True,Self-employed,Urban,169.35750000000002,33.5,formerly smoked,0 +Female,79.0,0,0,True,Govt_job,Rural,79.16,34.8,formerly smoked,0 +Female,69.0,0,0,True,Self-employed,Urban,99.68,17.6,formerly smoked,0 +Female,78.0,0,0,True,Self-employed,Urban,79.55,21.1,formerly smoked,0 +Male,60.0,0,0,True,Private,Rural,87.86,29.0,formerly smoked,0 +Male,10.0,0,0,False,children,Urban,76.92,15.8,Unknown,0 +Male,42.0,1,0,True,Self-employed,Rural,77.24,41.2,Unknown,0 +Male,21.0,0,0,False,Private,Urban,120.94,29.7,formerly smoked,0 +Female,56.0,0,0,True,Private,Rural,77.66,40.8,never smoked,0 +Male,59.0,0,0,True,Govt_job,Rural,169.35750000000002,33.2,never smoked,0 +Female,69.0,0,0,True,Private,Urban,111.48,37.0,smokes,0 +Female,25.0,0,0,True,Private,Urban,84.25,24.5,Unknown,0 +Male,63.0,0,0,True,Self-employed,Rural,169.35750000000002,34.5,never smoked,0 +Male,25.0,0,0,False,Private,Rural,95.01,28.0,never smoked,0 +Female,58.0,0,0,True,Private,Urban,105.74,26.8,formerly smoked,0 +Female,28.0,0,0,True,Private,Rural,58.41,21.0,Unknown,0 +Female,46.0,0,0,True,Govt_job,Urban,56.89,23.8,smokes,0 +Male,53.0,0,0,True,Private,Urban,86.25,29.3,never smoked,0 +Female,37.0,0,0,True,Private,Rural,86.49,24.4,Unknown,0 +Male,12.0,0,0,False,children,Rural,115.47,22.6,Unknown,0 +Female,14.0,0,0,False,children,Rural,92.22,22.8,Unknown,0 +Female,60.0,0,0,True,Private,Rural,83.16,29.7,smokes,0 +Male,42.0,0,0,True,Private,Rural,110.68,32.4,formerly smoked,0 +Female,65.0,0,0,True,Private,Rural,70.06,35.8,Unknown,0 +Male,80.0,1,0,True,Self-employed,Urban,169.35750000000002,31.1,formerly smoked,0 +Male,32.0,0,0,True,Private,Urban,93.52,31.9,Unknown,0 +Female,53.0,0,0,True,Govt_job,Rural,87.62,33.7,smokes,0 +Female,50.0,0,0,True,Govt_job,Rural,77.67,25.6,never smoked,0 +Female,23.0,0,0,False,Private,Rural,95.66,19.9,smokes,0 +Female,45.0,0,0,True,Private,Urban,169.35750000000002,45.3,formerly smoked,0 +Female,0.8,0,0,False,children,Urban,106.59,15.5,Unknown,0 +Male,49.0,0,0,True,Private,Urban,87.06,28.3,never smoked,0 +Male,70.0,0,1,True,Private,Rural,93.02,40.2,formerly smoked,0 +Female,82.0,0,0,True,Self-employed,Urban,169.35750000000002,24.3,never smoked,0 +Male,23.0,0,0,False,Private,Urban,86.7,24.6,Unknown,0 +Female,79.0,0,0,True,Self-employed,Rural,97.81,26.6,formerly smoked,0 +Female,74.0,0,0,True,Private,Urban,116.04,30.9,never smoked,0 +Male,78.0,0,1,True,Self-employed,Urban,169.35750000000002,23.5,formerly smoked,0 +Female,50.0,0,0,True,Private,Rural,68.41,23.9,smokes,0 +Female,34.0,0,0,True,Private,Rural,94.44,34.2,Unknown,0 +Male,47.0,0,0,True,Govt_job,Urban,73.48,34.9,smokes,0 +Female,52.0,0,0,True,Govt_job,Rural,169.35750000000002,26.2,never smoked,0 +Female,67.0,0,0,True,Private,Rural,66.08,36.2,never smoked,0 +Female,62.0,0,0,True,Private,Rural,72.19,22.4,Unknown,0 +Female,18.0,0,0,False,Private,Rural,101.09,19.3,smokes,0 +Female,75.0,1,0,True,Govt_job,Urban,88.83,41.7,never smoked,0 +Female,42.0,0,0,True,Private,Rural,69.99,46.0,smokes,0 +Male,29.0,0,0,True,Govt_job,Urban,102.4,26.9,smokes,0 +Male,52.0,0,0,True,Govt_job,Rural,87.26,40.1,smokes,0 +Female,18.0,0,0,False,Private,Urban,146.59,27.7,Unknown,0 +Male,67.0,0,0,True,Govt_job,Rural,59.0,29.5,Unknown,0 +Female,66.0,0,0,True,Private,Urban,76.83,26.0,never smoked,0 +Male,5.0,0,0,False,children,Urban,101.83,22.7,Unknown,0 +Female,18.0,0,0,False,Govt_job,Urban,90.92,16.0,never smoked,0 +Male,52.0,0,0,True,Govt_job,Urban,67.5,27.7,smokes,0 +Female,44.0,0,0,True,Govt_job,Urban,97.16,33.1,Unknown,0 +Male,46.0,1,0,True,Govt_job,Urban,85.62,33.1,formerly smoked,0 +Female,36.0,0,0,True,Govt_job,Rural,129.43,29.7,never smoked,0 +Female,61.0,0,0,True,Govt_job,Urban,106.01,34.0,smokes,0 +Female,7.0,0,0,False,children,Rural,114.82,33.3,Unknown,0 +Female,15.0,0,0,False,children,Urban,121.39,27.0,Unknown,0 +Male,61.0,0,0,True,Private,Urban,169.35750000000002,14.2,Unknown,0 +Male,20.0,0,0,False,Private,Urban,78.97,19.4,never smoked,0 +Female,2.0,0,0,False,children,Urban,84.12,15.3,Unknown,0 +Male,47.0,0,0,True,Self-employed,Urban,95.04,28.7,never smoked,0 +Female,25.0,0,0,False,Govt_job,Rural,103.15,21.0,smokes,0 +Male,66.0,1,0,True,Private,Urban,82.91,28.9,formerly smoked,0 +Male,2.0,0,0,False,children,Urban,70.93,20.3,Unknown,0 +Female,63.0,0,0,True,Private,Rural,153.6,28.0,formerly smoked,0 +Female,53.0,0,0,False,Private,Urban,129.43,29.6,never smoked,0 +Female,33.0,0,0,True,Govt_job,Rural,81.0,30.2,formerly smoked,0 +Female,23.0,0,0,False,Govt_job,Rural,71.81,22.2,Unknown,0 +Female,23.0,0,0,False,Govt_job,Urban,84.46,28.4,formerly smoked,0 +Female,81.0,0,0,True,Self-employed,Rural,101.32,29.6,formerly smoked,0 +Male,55.0,0,0,True,Private,Urban,62.56,28.6,never smoked,0 +Female,69.0,1,0,True,Govt_job,Urban,169.35750000000002,32.6,formerly smoked,0 +Male,58.0,0,0,True,Private,Urban,169.35750000000002,29.0,never smoked,0 +Female,70.0,0,0,True,Private,Urban,91.28,30.1,Unknown,0 +Female,48.0,0,0,True,Private,Urban,77.99,31.2,formerly smoked,0 +Male,15.0,0,0,False,Private,Urban,169.35750000000002,20.7,never smoked,0 +Male,31.0,1,0,True,Private,Urban,149.68,45.1,never smoked,0 +Female,2.0,0,0,False,children,Rural,92.3,14.8,Unknown,0 +Male,80.0,0,0,False,Self-employed,Rural,169.35750000000002,37.4,formerly smoked,0 +Female,69.0,0,0,True,Private,Rural,84.46,19.9,Unknown,0 +Female,52.0,0,0,True,Private,Rural,68.7,16.0,Unknown,0 +Male,80.0,1,0,True,Self-employed,Urban,169.35750000000002,27.4,Unknown,0 +Male,54.0,0,0,True,Private,Rural,169.35750000000002,33.4,smokes,0 +Female,2.0,0,0,False,children,Rural,100.66,18.5,Unknown,0 +Male,39.0,0,0,True,Govt_job,Urban,73.62,33.4,Unknown,0 +Female,38.0,0,0,True,Private,Rural,100.05,20.8,smokes,0 +Male,76.0,0,1,True,Private,Rural,169.35750000000002,22.0,never smoked,0 +Female,45.0,0,0,False,Private,Rural,103.94,32.5,smokes,0 +Female,1.24,0,0,False,children,Urban,84.2,19.2,Unknown,0 +Female,77.0,0,0,True,Private,Urban,169.35750000000002,32.9,never smoked,0 +Female,46.0,0,0,False,Govt_job,Rural,112.29,23.5,Unknown,0 +Female,50.0,0,0,True,Private,Urban,65.98,21.7,never smoked,0 +Female,52.0,0,0,True,Private,Urban,99.1,29.1,Unknown,0 +Female,73.0,1,0,True,Private,Rural,169.35750000000002,28.1,never smoked,0 +Male,41.0,0,0,True,Private,Urban,104.34,30.3,Unknown,0 +Female,40.0,0,0,False,Private,Rural,169.35750000000002,29.4,formerly smoked,0 +Female,59.0,0,0,True,Private,Rural,57.47,30.1,formerly smoked,0 +Male,48.0,0,0,True,Govt_job,Urban,78.24,32.9,never smoked,0 +Female,42.0,0,0,True,Private,Rural,94.38,34.0,never smoked,0 +Female,26.0,0,0,False,Private,Urban,100.31,38.6,never smoked,0 +Male,39.0,0,0,True,Self-employed,Urban,74.29,29.3,smokes,0 +Female,34.0,0,0,False,Private,Rural,103.43,43.6,smokes,0 +Female,54.0,0,0,True,Private,Urban,99.83,22.7,formerly smoked,0 +Female,57.0,0,0,True,Private,Urban,169.35750000000002,36.6,never smoked,0 +Female,1.56,0,0,False,children,Urban,71.81,22.6,Unknown,0 +Female,50.0,1,1,False,Govt_job,Urban,79.79,25.6,smokes,0 +Female,64.0,1,0,True,Self-employed,Urban,169.35750000000002,31.4,never smoked,0 +Male,44.0,0,0,True,Govt_job,Urban,94.76,26.0,formerly smoked,0 +Male,38.0,0,0,True,Private,Urban,101.43,27.0,formerly smoked,0 +Male,32.0,0,0,True,Private,Rural,115.86,33.3,never smoked,0 +Male,17.0,0,0,False,Private,Rural,95.27,17.3,Unknown,0 +Male,81.0,0,0,True,Govt_job,Rural,89.02,26.9,never smoked,0 +Male,15.0,0,0,False,Private,Urban,77.55,24.8,Unknown,0 +Female,5.0,0,0,False,children,Urban,75.86,20.0,Unknown,0 +Male,70.0,1,1,True,Private,Rural,93.62,35.8,never smoked,0 +Male,52.0,0,0,False,Govt_job,Rural,72.71,36.9,formerly smoked,0 +Female,67.0,0,1,True,Self-employed,Rural,94.45,29.6,formerly smoked,0 +Female,17.0,0,0,False,Never_worked,Rural,88.57,31.1,never smoked,0 +Male,61.0,0,0,True,Private,Urban,84.12,25.1,formerly smoked,0 +Female,31.0,0,0,False,Private,Urban,89.11,46.29999999999999,smokes,0 +Male,58.0,0,0,True,Self-employed,Rural,99.83,36.3,smokes,0 +Female,12.0,0,0,False,children,Rural,150.03,28.2,never smoked,0 +Female,30.0,0,0,False,Private,Urban,69.67,35.8,formerly smoked,0 +Female,65.0,0,0,True,Self-employed,Urban,77.46,30.9,formerly smoked,0 +Female,23.0,0,0,False,Private,Urban,100.54,22.1,smokes,0 +Male,14.0,0,0,False,children,Rural,142.38,17.6,never smoked,0 +Male,27.0,0,0,False,Self-employed,Rural,110.87,29.5,smokes,0 +Female,53.0,0,0,True,Private,Urban,73.6,27.0,never smoked,0 +Female,58.0,1,0,True,Govt_job,Rural,59.52,33.2,never smoked,0 +Male,9.0,0,0,False,children,Urban,142.68,24.4,Unknown,0 +Male,59.0,1,0,True,Self-employed,Urban,169.35750000000002,34.4,smokes,0 +Female,46.0,0,0,True,Govt_job,Urban,75.28,36.7,formerly smoked,0 +Female,41.0,0,0,False,Private,Rural,100.75,27.2,never smoked,0 +Male,55.0,0,0,True,Self-employed,Rural,163.82,27.5,never smoked,0 +Female,43.0,0,0,True,Private,Urban,110.42,32.6,smokes,0 +Female,5.0,0,0,False,children,Rural,105.18,28.1,Unknown,0 +Male,15.0,0,0,False,Never_worked,Rural,79.59,28.4,Unknown,0 +Female,36.0,0,0,True,Private,Rural,107.99,25.5,never smoked,0 +Female,36.0,0,0,True,Private,Rural,90.22,28.7,formerly smoked,0 +Female,47.0,0,0,False,Private,Rural,143.45,23.8,never smoked,0 +Female,18.0,0,0,False,Private,Rural,78.57,34.4,Unknown,0 +Male,19.0,0,0,False,Private,Rural,79.82,26.1,Unknown,0 +Male,65.0,0,0,True,Self-employed,Urban,95.88,28.5,never smoked,0 +Male,17.0,0,0,False,Govt_job,Urban,123.04,29.6,never smoked,0 +Male,54.0,0,0,True,Private,Urban,92.34,29.4,smokes,0 +Female,46.0,0,0,True,Private,Rural,116.84,28.2,never smoked,0 +Female,59.0,0,0,True,Self-employed,Urban,90.04,28.7,formerly smoked,0 +Female,48.0,0,0,True,Govt_job,Rural,169.35750000000002,38.1,formerly smoked,0 +Female,38.0,0,0,True,Private,Rural,169.35750000000002,28.1,smokes,0 +Female,18.0,0,0,False,Private,Urban,123.66,22.2,never smoked,0 +Female,56.0,0,0,True,Self-employed,Urban,112.16,25.7,Unknown,0 +Male,3.0,0,0,False,children,Urban,88.43,17.7,Unknown,0 +Female,41.0,0,0,False,Private,Urban,86.03,26.4,never smoked,0 +Female,67.0,0,0,True,Private,Urban,169.35750000000002,32.8,Unknown,0 +Female,60.0,0,0,True,Private,Rural,85.6,34.5,Unknown,0 +Female,47.0,0,0,True,Govt_job,Rural,111.68,39.5,never smoked,0 +Female,24.0,0,0,False,Private,Urban,73.49,23.5,never smoked,0 +Male,43.0,0,0,True,Private,Urban,87.82,38.8,formerly smoked,0 +Female,17.0,0,0,False,Private,Rural,99.29,21.2,Unknown,0 +Female,45.0,0,0,True,Private,Rural,63.73,32.0,Unknown,0 +Female,24.0,0,0,True,Private,Urban,85.55,46.29999999999999,never smoked,0 +Female,79.0,0,0,False,Self-employed,Urban,79.2,32.6,never smoked,0 +Male,79.0,0,0,True,Self-employed,Urban,105.93,25.2,never smoked,0 +Female,27.0,0,0,True,Private,Urban,94.19,27.4,formerly smoked,0 +Male,72.0,1,0,True,Private,Rural,169.35750000000002,28.1,Unknown,0 +Male,64.0,0,1,True,Self-employed,Rural,69.28,38.6,formerly smoked,0 +Female,34.0,0,0,True,Private,Urban,71.37,32.9,never smoked,0 +Female,50.0,0,0,True,Self-employed,Urban,110.18,26.0,formerly smoked,0 +Female,58.0,0,0,True,Self-employed,Rural,59.68,29.2,formerly smoked,0 +Male,26.0,0,0,True,Govt_job,Urban,94.24,29.2,formerly smoked,0 +Female,50.0,0,0,True,Private,Rural,82.1,26.4,Unknown,0 +Female,80.0,0,0,True,Private,Urban,62.62,23.1,formerly smoked,0 +Male,2.0,0,0,False,children,Urban,107.83,21.2,Unknown,0 +Male,46.0,0,0,False,Private,Urban,107.59,26.2,formerly smoked,0 +Female,29.0,0,0,True,Private,Urban,116.98,23.4,never smoked,0 +Female,6.0,0,0,False,children,Rural,84.1,19.8,Unknown,0 +Male,32.0,0,0,True,Self-employed,Urban,160.64,20.4,smokes,0 +Female,16.0,0,0,False,Never_worked,Urban,84.4,25.9,never smoked,0 +Female,44.0,0,0,True,Govt_job,Rural,81.13,34.1,never smoked,0 +Female,23.0,0,0,False,Private,Urban,88.19,18.3,never smoked,0 +Male,48.0,0,0,True,Private,Rural,127.13,35.0,Unknown,0 +Female,34.0,0,0,True,Private,Rural,119.61,26.4,Unknown,0 +Male,78.0,0,0,True,Govt_job,Urban,143.47,27.6,formerly smoked,0 +Female,42.0,0,0,True,Private,Rural,84.6,27.0,smokes,0 +Male,14.0,0,0,False,Private,Rural,110.72,28.1,never smoked,0 +Female,40.0,0,0,False,Private,Rural,158.93,31.3,smokes,0 +Male,10.0,0,0,False,children,Rural,68.94,18.0,Unknown,0 +Female,39.0,0,0,True,Govt_job,Rural,69.38,22.1,Unknown,0 +Female,42.0,0,0,False,Self-employed,Urban,72.0,34.4,never smoked,0 +Male,47.0,0,0,True,Private,Rural,57.76,33.2,smokes,0 +Male,14.0,0,0,False,Private,Rural,108.65,23.1,never smoked,0 +Male,45.0,0,0,True,Private,Rural,65.42,39.7,never smoked,0 +Male,58.0,0,0,False,Private,Rural,78.93,40.7,formerly smoked,0 +Female,73.0,0,0,True,Private,Rural,98.34,30.9,Unknown,0 +Female,62.0,0,0,True,Private,Rural,82.57,27.5,Unknown,0 +Female,62.0,0,1,True,Govt_job,Urban,124.37,28.3,never smoked,0 +Female,51.0,0,1,True,Self-employed,Urban,100.96,33.4,never smoked,0 +Male,0.8,0,0,False,children,Urban,75.22,33.1,Unknown,0 +Female,57.0,0,0,True,Private,Urban,59.85,41.5,never smoked,0 +Female,8.0,0,0,False,children,Rural,104.75,17.1,Unknown,0 +Female,69.0,0,0,True,Govt_job,Rural,70.98,30.0,Unknown,0 +Female,16.0,0,0,False,Private,Rural,92.77,24.9,Unknown,0 +Female,56.0,0,0,True,Private,Urban,82.12,32.5,smokes,0 +Female,41.0,0,0,True,Govt_job,Rural,106.35,26.1,never smoked,0 +Female,1.24,0,0,False,children,Rural,77.33,19.2,Unknown,0 +Female,42.0,0,0,True,Private,Urban,96.01,38.7,Unknown,0 +Male,57.0,0,0,True,Private,Urban,107.49,29.5,never smoked,0 +Male,20.0,0,0,False,Private,Rural,88.47,28.1,smokes,0 +Female,8.0,0,0,False,children,Rural,87.92,14.1,Unknown,0 +Male,43.0,0,0,True,Private,Urban,91.13,33.9,never smoked,0 +Male,62.0,0,0,True,Private,Rural,80.72,26.0,formerly smoked,0 +Male,42.0,0,0,False,Govt_job,Rural,59.83,46.29999999999999,never smoked,0 +Male,50.0,0,0,True,Private,Urban,67.02,28.1,formerly smoked,0 +Female,63.0,0,0,True,Private,Rural,60.22,29.2,never smoked,0 +Male,80.0,0,1,True,Private,Rural,82.41,26.3,smokes,0 +Female,13.0,0,0,False,children,Urban,75.78,23.6,Unknown,0 +Female,20.0,0,0,False,Private,Rural,102.42,18.6,never smoked,0 +Female,71.0,0,1,True,Self-employed,Rural,98.45,29.7,Unknown,0 +Female,50.0,0,0,True,Private,Urban,93.51,30.9,smokes,0 +Female,76.0,0,0,True,Private,Rural,113.68,22.8,Unknown,0 +Female,41.0,0,0,True,Private,Rural,97.41,25.5,never smoked,0 +Male,76.0,0,0,True,Private,Urban,58.65,25.6,smokes,0 +Female,78.0,0,0,True,Self-employed,Rural,81.68,23.0,Unknown,0 +Male,5.0,0,0,False,children,Urban,148.52,20.6,Unknown,0 +Male,29.0,1,0,True,Private,Urban,77.55,28.1,formerly smoked,0 +Female,43.0,0,0,True,Private,Rural,142.12,28.4,smokes,0 +Female,49.0,0,0,True,Private,Urban,125.3,29.7,formerly smoked,0 +Male,70.0,1,0,True,Self-employed,Rural,118.81,26.0,smokes,0 +Male,24.0,0,0,False,Private,Urban,84.16,37.5,smokes,0 +Female,41.0,0,0,True,Private,Urban,78.74,42.3,smokes,0 +Male,20.0,0,0,False,Private,Urban,57.51,21.4,Unknown,0 +Male,34.0,0,0,True,Private,Urban,61.11,29.3,never smoked,0 +Male,32.0,0,0,True,Private,Urban,78.3,31.0,Unknown,0 +Male,27.0,0,0,True,Private,Urban,76.19,22.0,never smoked,0 +Female,44.0,0,0,True,Govt_job,Rural,115.99,20.9,never smoked,0 +Male,20.0,0,0,False,Private,Rural,100.8,45.9,never smoked,0 +Female,52.0,0,0,True,Private,Urban,98.27,46.29999999999999,Unknown,0 +Female,57.0,0,0,True,Private,Rural,93.85,29.1,never smoked,0 +Male,29.0,0,0,False,Private,Rural,94.69,28.4,smokes,0 +Female,16.0,0,0,False,Private,Urban,136.23,22.6,Unknown,0 +Female,35.0,0,0,True,Govt_job,Rural,56.12,24.2,smokes,0 +Female,5.0,0,0,False,children,Rural,93.03,16.3,Unknown,0 +Male,63.0,0,0,True,Private,Rural,169.35750000000002,35.9,never smoked,0 +Male,59.0,1,0,True,Private,Rural,87.81,29.8,formerly smoked,0 +Male,63.0,0,0,True,Private,Urban,169.35750000000002,37.0,formerly smoked,0 +Male,52.0,0,0,True,Private,Rural,169.35750000000002,35.8,never smoked,0 +Female,50.0,0,0,False,Private,Urban,85.77,21.1,never smoked,0 +Female,43.0,0,0,True,Private,Rural,88.23,37.6,Unknown,0 +Female,27.0,0,0,False,Self-employed,Urban,73.65,24.8,Unknown,0 +Male,30.0,0,0,False,Private,Urban,141.8,31.9,never smoked,0 +Female,8.0,0,0,False,children,Rural,92.65,17.5,Unknown,0 +Male,75.0,1,0,True,Private,Rural,169.35750000000002,28.1,smokes,0 +Male,14.0,0,0,False,Private,Rural,61.04,17.6,Unknown,0 +Female,23.0,0,0,True,Private,Rural,102.88,38.9,Unknown,0 +Male,6.0,0,0,False,children,Urban,123.39,15.2,Unknown,0 +Female,37.0,0,0,True,Govt_job,Rural,67.07,27.4,never smoked,0 +Male,38.0,0,0,True,Govt_job,Rural,69.88,27.9,smokes,0 +Male,3.0,0,0,False,children,Urban,57.02,16.1,Unknown,0 +Female,26.0,0,0,False,Govt_job,Urban,123.81,39.0,never smoked,0 +Female,58.0,0,0,True,Govt_job,Rural,73.36,36.6,formerly smoked,0 +Male,57.0,0,0,True,Private,Rural,90.54,33.7,never smoked,0 +Male,58.0,0,0,True,Private,Urban,69.24,27.6,never smoked,0 +Male,76.0,0,0,True,Private,Urban,169.35750000000002,31.0,never smoked,0 +Female,68.0,1,1,True,Private,Rural,169.35750000000002,28.1,Unknown,0 +Female,79.0,0,0,True,Self-employed,Urban,74.35,28.5,formerly smoked,0 +Male,34.0,0,0,True,Private,Rural,71.94,31.4,smokes,0 +Male,75.0,0,0,True,Self-employed,Rural,82.35,25.3,never smoked,0 +Male,11.0,0,0,False,children,Rural,73.28,17.2,never smoked,0 +Male,71.0,1,0,True,Self-employed,Rural,97.57,26.9,Unknown,0 +Female,40.0,0,0,True,Private,Rural,83.3,32.0,smokes,0 +Female,24.0,0,0,False,Private,Urban,85.07,22.5,Unknown,0 +Male,0.64,0,0,False,children,Urban,60.4,17.3,Unknown,0 +Female,82.0,0,0,True,Self-employed,Urban,79.96,27.0,formerly smoked,0 +Male,32.0,0,0,True,Private,Rural,70.96,33.1,Unknown,0 +Female,81.0,0,0,True,Private,Urban,82.86,25.0,never smoked,0 +Female,33.0,1,0,False,Private,Rural,97.87,28.1,smokes,0 +Female,79.0,0,1,True,Private,Rural,169.35750000000002,31.1,never smoked,0 +Female,62.0,0,0,True,Self-employed,Urban,91.82,19.6,Unknown,0 +Male,39.0,0,0,True,Private,Rural,91.85,24.7,smokes,0 +Female,60.0,1,0,True,Self-employed,Urban,99.23,46.29999999999999,formerly smoked,0 +Male,48.0,0,0,True,Private,Urban,68.13,38.0,formerly smoked,0 +Male,24.0,0,0,False,Private,Rural,93.76,24.0,formerly smoked,0 +Female,70.0,1,0,True,Self-employed,Rural,103.89,30.0,never smoked,0 +Female,17.0,0,0,False,Private,Urban,87.39,24.6,Unknown,0 +Female,56.0,0,0,True,Govt_job,Urban,89.53,23.1,Unknown,0 +Female,3.0,0,0,False,children,Urban,66.61,17.4,Unknown,0 +Male,65.0,0,0,True,Private,Rural,169.35750000000002,43.1,Unknown,0 +Male,72.0,0,1,True,Private,Urban,99.76,27.1,formerly smoked,0 +Male,10.0,0,0,False,children,Urban,87.09,14.3,Unknown,0 +Male,29.0,0,0,True,Private,Urban,169.35750000000002,46.29999999999999,never smoked,0 +Female,44.0,0,0,True,Private,Rural,97.27,26.0,never smoked,0 +Male,46.0,0,0,True,Private,Urban,137.77,29.3,never smoked,0 +Male,33.0,0,0,True,Private,Urban,105.19,46.29999999999999,smokes,0 +Male,63.0,0,1,True,Self-employed,Urban,82.72,28.1,never smoked,0 +Male,0.24,0,0,False,children,Urban,58.35,18.6,Unknown,0 +Male,55.0,0,0,True,Private,Urban,68.79,27.0,never smoked,0 +Female,56.0,0,0,True,Private,Urban,94.19,25.7,never smoked,0 +Male,50.0,0,0,False,Govt_job,Rural,121.17,25.5,formerly smoked,0 +Male,78.0,1,1,True,Self-employed,Rural,106.41,27.3,never smoked,0 +Male,63.0,0,0,True,Private,Rural,104.79,24.1,Unknown,0 +Female,31.0,0,0,True,Private,Urban,82.18,42.7,never smoked,0 +Male,65.0,0,0,True,Private,Urban,96.81,41.2,smokes,0 +Male,51.0,0,0,True,Private,Rural,107.42,20.2,formerly smoked,0 +Male,60.0,0,0,True,Private,Rural,69.2,30.9,never smoked,0 +Male,69.0,0,0,True,Self-employed,Urban,92.73,27.7,never smoked,0 +Female,23.0,0,0,False,Private,Urban,86.11,22.3,never smoked,0 +Male,46.0,0,0,True,Private,Rural,111.78,39.4,smokes,0 +Female,16.0,0,0,False,Private,Urban,122.26,34.2,never smoked,0 +Female,26.0,0,0,False,Private,Rural,78.16,20.1,never smoked,0 +Female,44.0,1,0,True,Govt_job,Rural,105.77,36.8,never smoked,0 +Female,56.0,0,0,True,Private,Urban,102.97,28.1,smokes,0 +Female,23.0,0,0,True,Govt_job,Urban,77.53,33.9,formerly smoked,0 +Female,38.0,0,0,True,Private,Urban,77.35,27.7,never smoked,0 +Female,18.0,0,0,False,Never_worked,Urban,82.36,22.7,Unknown,0 +Female,63.0,0,1,True,Self-employed,Rural,169.35750000000002,32.2,smokes,0 +Male,23.0,0,0,False,Private,Urban,61.96,22.0,smokes,0 +Male,32.0,0,0,False,Private,Rural,72.1,23.2,never smoked,0 +Male,8.0,0,0,False,children,Rural,107.97,26.7,Unknown,0 +Male,77.0,0,0,True,Self-employed,Urban,60.77,23.0,smokes,0 +Female,41.0,0,0,True,Private,Urban,71.06,23.4,never smoked,0 +Female,34.0,0,0,False,Govt_job,Urban,60.36,24.1,never smoked,0 +Male,25.0,0,0,True,Self-employed,Urban,83.33,31.5,Unknown,0 +Female,35.0,0,0,True,Self-employed,Urban,65.33,26.1,never smoked,0 +Male,15.0,0,0,False,children,Urban,113.28,23.7,never smoked,0 +Male,1.64,0,0,False,children,Urban,169.35750000000002,20.8,Unknown,0 +Male,4.0,0,0,False,children,Urban,103.34,18.8,Unknown,0 +Female,33.0,0,0,False,Private,Rural,106.08,32.5,formerly smoked,0 +Male,28.0,0,0,True,Self-employed,Urban,156.45,24.3,never smoked,0 +Female,37.0,0,0,True,Private,Urban,60.05,24.1,Unknown,0 +Female,50.0,0,0,True,Private,Rural,114.05,32.5,never smoked,0 +Female,76.0,0,1,True,Self-employed,Urban,169.35750000000002,39.3,formerly smoked,0 +Female,72.0,0,0,True,Self-employed,Rural,57.28,23.9,never smoked,0 +Male,16.0,0,0,False,Private,Rural,99.49,22.0,Unknown,0 +Male,44.0,0,0,True,Private,Urban,63.6,37.3,never smoked,0 +Male,46.0,0,1,True,Govt_job,Urban,80.01,33.0,formerly smoked,0 +Male,46.0,0,0,True,Private,Urban,58.42,24.7,formerly smoked,0 +Female,73.0,1,1,True,Govt_job,Urban,67.38,32.8,formerly smoked,0 +Female,29.0,0,0,True,Self-employed,Rural,73.58,29.8,Unknown,0 +Male,19.0,0,0,False,Private,Urban,103.92,24.1,Unknown,0 +Female,27.0,0,0,False,Private,Rural,80.22,21.6,never smoked,0 +Female,36.0,0,0,True,Private,Rural,103.76,27.1,never smoked,0 +Female,61.0,0,0,True,Self-employed,Urban,77.06,27.0,never smoked,0 +Female,9.0,0,0,False,children,Rural,90.22,18.7,Unknown,0 +Female,25.0,0,0,False,Private,Urban,169.35750000000002,35.8,never smoked,0 +Female,68.0,0,0,True,Private,Rural,85.29,27.1,formerly smoked,0 +Female,26.0,1,0,True,Private,Urban,107.59,33.1,smokes,0 +Female,17.0,0,0,False,Private,Urban,87.72,25.9,smokes,0 +Male,75.0,0,0,True,Private,Rural,70.73,26.7,smokes,0 +Male,34.0,0,0,False,Govt_job,Urban,72.75,22.2,Unknown,0 +Male,53.0,0,0,True,Private,Rural,95.47,26.0,smokes,0 +Female,18.0,0,0,False,Private,Urban,70.54,23.5,Unknown,0 +Male,48.0,0,0,True,Private,Urban,100.03,23.5,never smoked,0 +Female,5.0,0,0,False,children,Rural,59.78,15.9,Unknown,0 +Male,79.0,0,0,True,Private,Urban,169.35750000000002,24.9,never smoked,0 +Male,16.0,0,0,False,Private,Rural,90.39,26.5,never smoked,0 +Female,32.0,0,0,True,Private,Rural,147.04,35.7,Unknown,0 +Male,70.0,0,0,True,Govt_job,Urban,169.35750000000002,28.1,formerly smoked,0 +Male,55.0,1,1,True,Private,Rural,64.92,32.1,smokes,0 +Female,70.0,1,0,True,Self-employed,Rural,154.6,28.5,formerly smoked,0 +Female,51.0,0,0,True,Private,Urban,95.98,40.1,smokes,0 +Female,39.0,0,0,True,Private,Rural,102.51,26.6,smokes,0 +Male,79.0,1,0,False,Private,Urban,96.52,21.7,Unknown,0 +Male,80.0,1,0,True,Self-employed,Rural,169.35750000000002,28.8,never smoked,0 +Female,34.0,0,0,True,Self-employed,Rural,78.12,32.0,Unknown,0 +Male,59.0,0,0,True,Govt_job,Urban,70.04,31.4,never smoked,0 +Female,54.0,0,0,True,Private,Rural,97.61,32.1,smokes,0 +Female,22.0,0,0,False,Private,Urban,113.11,19.8,Unknown,0 +Female,21.0,0,0,False,Private,Rural,71.06,25.3,formerly smoked,0 +Female,4.0,0,0,False,children,Rural,104.95,28.8,Unknown,0 +Female,26.0,0,0,False,Private,Urban,81.94,26.0,smokes,0 +Male,62.0,0,0,True,Private,Urban,96.37,30.7,formerly smoked,0 +Female,33.0,0,0,True,Private,Rural,114.16,43.3,never smoked,0 +Male,51.0,0,0,True,Self-employed,Rural,93.58,35.2,smokes,0 +Female,75.0,0,0,True,Govt_job,Urban,73.89,20.9,Unknown,0 +Male,42.0,0,0,True,Private,Rural,107.83,35.3,smokes,0 +Female,82.0,1,0,True,Self-employed,Urban,107.21,27.0,formerly smoked,0 +Female,61.0,0,0,True,Private,Rural,99.35,26.1,smokes,0 +Female,62.0,0,0,True,Private,Rural,169.35750000000002,29.1,Unknown,0 +Male,59.0,1,1,True,Govt_job,Rural,81.51,32.6,never smoked,0 +Female,31.0,0,0,True,Private,Rural,69.26,21.8,formerly smoked,0 +Male,12.0,0,0,False,children,Urban,111.47,32.3,never smoked,0 +Female,76.0,0,1,True,Private,Rural,86.09,28.1,never smoked,0 +Male,71.0,0,1,True,Govt_job,Rural,72.94,32.3,formerly smoked,0 +Female,15.0,0,0,False,Private,Urban,76.77,21.7,Unknown,0 +Male,44.0,0,0,True,Private,Rural,60.32,25.0,never smoked,0 +Male,30.0,0,0,False,Private,Rural,133.24,28.9,never smoked,0 +Female,47.0,0,0,True,Private,Rural,65.01,21.7,formerly smoked,0 +Female,47.0,0,0,True,Private,Urban,74.63,45.3,never smoked,0 +Female,60.0,0,0,True,Private,Rural,169.35750000000002,40.2,never smoked,0 +Male,62.0,0,0,True,Private,Urban,72.5,22.5,formerly smoked,0 +Female,47.0,0,0,True,Private,Urban,68.48,21.3,never smoked,0 +Male,78.0,0,0,True,Private,Urban,85.03,26.1,formerly smoked,0 +Female,35.0,0,0,True,Private,Urban,80.76,28.8,smokes,0 +Male,71.0,0,1,True,Private,Urban,169.35750000000002,28.1,formerly smoked,0 +Female,57.0,0,0,True,Self-employed,Rural,95.36,32.4,formerly smoked,0 +Male,12.0,0,0,False,children,Urban,110.33,20.4,Unknown,0 +Male,26.0,0,0,True,Private,Urban,89.18,25.9,formerly smoked,0 +Male,33.0,0,0,False,Self-employed,Rural,91.53,38.8,formerly smoked,0 +Male,60.0,0,0,True,Private,Rural,65.16,30.8,never smoked,0 +Female,35.0,0,0,False,Private,Rural,74.53,24.6,never smoked,0 +Female,10.0,0,0,False,children,Rural,93.29,20.6,Unknown,0 +Male,50.0,0,0,True,Govt_job,Urban,169.35750000000002,38.8,formerly smoked,0 +Female,44.0,0,0,True,Private,Urban,121.46,40.4,Unknown,0 +Female,73.0,0,0,False,Self-employed,Rural,69.35,28.1,never smoked,0 +Female,41.0,0,0,True,Private,Rural,169.35750000000002,36.2,never smoked,0 +Female,7.0,0,0,False,children,Rural,74.96,18.8,Unknown,0 +Male,45.0,0,0,True,Self-employed,Rural,75.25,27.6,smokes,0 +Female,60.0,0,0,False,Private,Rural,91.82,28.3,formerly smoked,0 +Female,49.0,1,0,True,Govt_job,Urban,56.37,39.4,smokes,0 +Female,45.0,0,0,True,Self-employed,Rural,149.15,33.5,Unknown,0 +Female,55.0,1,0,True,Private,Urban,169.35750000000002,40.4,formerly smoked,0 +Female,54.0,0,0,True,Private,Rural,65.38,25.9,Unknown,0 +Female,39.0,0,0,True,Private,Urban,90.31,27.6,smokes,0 +Male,76.0,0,0,True,Self-employed,Rural,169.35750000000002,44.7,formerly smoked,0 +Female,28.0,0,0,True,Private,Rural,73.39,30.8,Unknown,0 +Female,70.0,1,0,True,Private,Urban,147.12,22.3,formerly smoked,0 +Male,28.0,0,0,True,Private,Urban,109.85,27.9,Unknown,0 +Male,79.0,0,0,True,Self-employed,Rural,103.21,22.9,formerly smoked,0 +Male,30.0,0,0,True,Private,Urban,81.25,27.3,smokes,0 +Female,26.0,0,0,True,Govt_job,Urban,84.69,25.0,never smoked,0 +Female,57.0,0,0,True,Govt_job,Rural,87.1,46.29999999999999,smokes,0 +Female,16.0,0,0,False,Private,Rural,81.92,22.7,Unknown,0 +Male,40.0,1,0,True,Private,Urban,90.91,39.1,Unknown,0 +Male,77.0,0,0,True,Govt_job,Urban,64.4,27.8,never smoked,0 +Female,67.0,1,0,True,Private,Rural,85.48,28.1,smokes,0 +Female,36.0,0,0,True,Private,Rural,67.29,36.7,formerly smoked,0 +Female,40.0,1,0,True,Private,Urban,124.48,38.5,Unknown,0 +Male,2.0,0,1,False,children,Urban,62.89,29.4,Unknown,0 +Male,52.0,0,0,True,Private,Urban,87.51,30.5,formerly smoked,0 +Female,78.0,0,0,True,Private,Urban,93.15,23.6,Unknown,0 +Female,22.0,0,0,False,Private,Urban,64.87,20.6,Unknown,0 +Male,33.0,0,0,True,Self-employed,Urban,90.68,31.7,smokes,0 +Male,40.0,0,0,True,Private,Urban,104.64,24.9,Unknown,0 +Female,20.0,0,0,False,Private,Urban,92.44,33.4,never smoked,0 +Male,19.0,0,0,False,Private,Rural,120.46,22.2,Unknown,0 +Male,25.0,0,0,True,Private,Urban,89.87,26.5,never smoked,0 +Female,23.0,0,0,False,Private,Urban,105.28,27.1,formerly smoked,0 +Female,28.0,0,0,True,Private,Rural,131.8,30.3,never smoked,0 +Female,6.0,0,0,False,children,Rural,66.33,18.6,Unknown,0 +Female,37.0,0,0,True,Private,Rural,101.07,26.4,Unknown,0 +Female,10.0,0,0,False,children,Rural,83.37,17.8,formerly smoked,0 +Female,34.0,0,0,True,Private,Urban,79.8,37.4,smokes,0 +Female,60.0,0,0,True,Self-employed,Rural,103.17,32.1,formerly smoked,0 +Female,22.0,0,0,False,Private,Urban,62.52,38.2,never smoked,0 +Female,62.0,1,0,True,Self-employed,Urban,75.78,28.1,smokes,0 +Female,52.0,0,0,True,Govt_job,Urban,110.36,39.1,formerly smoked,0 +Male,61.0,0,0,False,Private,Rural,140.07,29.5,never smoked,0 +Female,10.0,0,0,False,children,Rural,84.86,28.6,never smoked,0 +Male,36.0,0,0,True,Private,Rural,106.85,40.1,never smoked,0 +Female,29.0,0,0,True,Private,Rural,102.07,31.8,never smoked,0 +Female,69.0,0,1,False,Govt_job,Urban,169.35750000000002,34.6,Unknown,0 +Female,62.0,0,0,True,Govt_job,Urban,67.07,24.5,never smoked,0 +Male,62.0,0,1,True,Govt_job,Rural,73.7,26.2,never smoked,0 +Female,79.0,0,0,False,Self-employed,Urban,77.59,33.0,never smoked,0 +Male,13.0,0,0,False,children,Rural,69.16,22.3,Unknown,0 +Female,38.0,0,0,True,Private,Urban,91.44,28.1,Unknown,0 +Male,49.0,0,0,True,Self-employed,Rural,169.35750000000002,46.29999999999999,never smoked,0 +Female,41.0,0,0,True,Private,Rural,65.4,36.9,formerly smoked,0 +Male,56.0,0,0,True,Private,Urban,139.72,43.9,never smoked,0 +Female,8.0,0,0,False,children,Urban,72.81,18.2,Unknown,0 +Female,24.0,0,0,False,Private,Urban,149.17,23.1,never smoked,0 +Female,61.0,0,0,True,Private,Urban,125.74,32.6,Unknown,0 +Female,40.0,0,0,False,Govt_job,Urban,90.21,41.2,never smoked,0 +Female,22.0,0,0,False,Private,Urban,139.48,28.6,formerly smoked,0 +Female,80.0,1,0,True,Private,Urban,90.77,26.0,never smoked,0 +Female,60.0,1,1,True,Private,Urban,169.35750000000002,36.8,never smoked,0 +Female,57.0,0,0,True,Private,Rural,81.42,35.8,never smoked,0 +Female,55.0,0,0,True,Private,Urban,102.36,24.2,never smoked,0 +Female,39.0,0,0,True,Self-employed,Urban,82.85,22.9,smokes,0 +Female,51.0,0,0,True,Private,Urban,102.11,23.1,never smoked,0 +Female,47.0,0,0,True,Self-employed,Rural,169.35750000000002,28.1,never smoked,0 +Male,77.0,1,1,True,Self-employed,Urban,80.92,28.9,smokes,0 +Female,32.0,0,0,True,Private,Rural,71.8,26.5,never smoked,0 +Female,45.0,0,0,False,Self-employed,Urban,88.47,29.3,never smoked,0 +Female,49.0,0,0,True,Private,Urban,67.68,24.8,formerly smoked,0 +Male,13.0,0,0,False,children,Rural,98.65,20.1,Unknown,0 +Female,74.0,0,0,True,Private,Rural,83.58,18.2,never smoked,0 +Female,72.0,0,0,True,Self-employed,Rural,104.04,34.7,formerly smoked,0 +Female,57.0,0,0,True,Private,Rural,69.4,24.0,Unknown,0 +Male,51.0,1,0,False,Govt_job,Urban,106.22,29.0,never smoked,0 +Female,55.0,0,0,True,Private,Rural,112.46,27.3,never smoked,0 +Male,73.0,0,1,True,Private,Rural,72.42,27.6,never smoked,0 +Male,12.0,0,0,False,children,Rural,96.73,20.4,never smoked,0 +Female,6.0,0,0,False,children,Urban,107.4,17.7,Unknown,0 +Female,76.0,0,0,True,Self-employed,Urban,169.35750000000002,27.9,smokes,0 +Female,38.0,1,0,True,Private,Rural,109.46,41.5,never smoked,0 +Female,50.0,0,0,True,Govt_job,Rural,120.05,27.4,Unknown,0 +Female,75.0,0,0,True,Private,Rural,106.33,27.8,Unknown,0 +Female,1.16,0,0,False,children,Urban,97.28,17.8,Unknown,0 +Male,32.0,0,0,True,Private,Rural,83.13,32.0,smokes,0 +Male,12.0,0,0,False,children,Urban,97.35,37.3,Unknown,0 +Male,32.0,0,0,False,Private,Urban,79.54,28.1,Unknown,0 +Female,13.0,0,0,False,children,Urban,76.55,29.1,Unknown,0 +Male,1.32,0,0,False,children,Urban,56.11,22.9,Unknown,0 +Female,63.0,0,0,True,Private,Rural,91.36,38.8,formerly smoked,0 +Female,29.0,0,0,False,Private,Rural,79.27,29.0,smokes,0 +Male,53.0,0,0,True,Private,Urban,113.21,28.6,smokes,0 +Female,49.0,0,0,True,Private,Urban,105.99,29.8,never smoked,0 +Male,81.0,0,0,True,Private,Rural,59.93,28.9,formerly smoked,0 +Male,66.0,0,0,True,Private,Rural,88.83,29.1,Unknown,0 +Female,42.0,0,0,True,Private,Urban,73.37,28.1,smokes,0 +Female,61.0,0,0,True,Private,Urban,115.42,16.7,smokes,0 +Female,52.0,0,0,True,Private,Rural,71.93,34.1,Unknown,0 +Male,8.0,0,0,False,children,Rural,96.43,25.7,Unknown,0 +Male,82.0,0,0,False,Self-employed,Urban,161.95,30.8,never smoked,0 +Female,43.0,0,0,True,Govt_job,Urban,104.55,23.9,smokes,0 +Female,4.0,0,0,False,children,Urban,71.25,18.8,Unknown,0 +Male,58.0,0,0,True,Govt_job,Urban,160.87,28.1,formerly smoked,0 +Female,45.0,0,0,True,Govt_job,Urban,82.02,41.8,smokes,0 +Female,62.0,1,0,True,Private,Urban,78.02,36.4,never smoked,0 +Male,42.0,0,0,False,Govt_job,Urban,115.21,28.7,Unknown,0 +Female,72.0,0,0,True,Self-employed,Urban,65.12,28.3,never smoked,0 +Other,26.0,0,0,False,Private,Rural,143.33,22.4,formerly smoked,0 +Female,9.0,0,0,False,children,Rural,80.55,15.1,Unknown,0 +Female,31.0,0,0,True,Govt_job,Urban,88.2,22.7,never smoked,0 +Female,20.0,0,0,False,Private,Rural,147.42,26.6,Unknown,0 +Male,22.0,0,0,False,Private,Rural,86.53,20.8,never smoked,0 +Female,23.0,0,0,False,Private,Rural,91.95,23.0,Unknown,0 +Female,57.0,1,0,True,Self-employed,Rural,63.72,35.8,smokes,0 +Male,52.0,0,0,True,Private,Rural,63.78,29.9,never smoked,0 +Female,64.0,0,0,True,Private,Urban,55.64,43.4,never smoked,0 +Female,26.0,0,0,False,Govt_job,Urban,88.88,36.3,never smoked,0 +Male,54.0,0,0,True,Self-employed,Urban,114.61,40.1,formerly smoked,0 +Male,32.0,0,0,False,Self-employed,Rural,56.08,35.9,formerly smoked,0 +Female,66.0,0,0,True,Govt_job,Rural,59.62,32.4,never smoked,0 +Male,13.0,0,0,False,children,Urban,75.85,20.3,Unknown,0 +Female,77.0,1,0,True,Self-employed,Rural,169.35750000000002,33.2,never smoked,0 +Male,18.0,0,0,False,Private,Urban,80.07,22.3,Unknown,0 +Male,11.0,0,0,False,children,Rural,56.33,18.1,Unknown,0 +Female,16.0,0,0,False,Private,Urban,87.16,28.2,never smoked,0 +Female,73.0,0,1,True,Private,Rural,102.46,29.7,never smoked,0 +Male,44.0,1,0,True,Private,Rural,84.1,28.1,Unknown,0 +Male,36.0,0,0,True,Private,Rural,161.0,29.0,smokes,0 +Male,10.0,0,0,False,children,Urban,70.7,25.4,Unknown,0 +Female,54.0,0,0,True,Private,Rural,81.26,26.5,Unknown,0 +Female,42.0,0,0,True,Govt_job,Rural,157.67,22.7,formerly smoked,0 +Female,52.0,0,0,True,Self-employed,Urban,89.59,27.5,Unknown,0 +Male,32.0,0,0,True,Private,Urban,64.02,23.8,smokes,0 +Male,43.0,0,0,True,Govt_job,Rural,110.69,35.6,Unknown,0 +Female,28.0,0,0,True,Private,Rural,71.97,27.2,never smoked,0 +Female,79.0,0,0,False,Self-employed,Rural,82.07,30.4,Unknown,0 +Male,11.0,0,0,False,children,Rural,65.07,21.5,never smoked,0 +Female,75.0,0,0,True,Self-employed,Rural,169.35750000000002,31.8,never smoked,0 +Male,55.0,0,0,True,Private,Urban,108.64,29.5,never smoked,0 +Male,78.0,0,0,True,Self-employed,Urban,169.35750000000002,30.6,Unknown,0 +Female,48.0,0,0,True,Private,Urban,116.2,27.6,formerly smoked,0 +Male,73.0,0,0,True,Self-employed,Rural,169.35750000000002,23.0,smokes,0 +Female,56.0,0,0,True,Govt_job,Urban,112.62,24.8,never smoked,0 +Male,54.0,1,0,True,Private,Urban,169.35750000000002,28.0,formerly smoked,0 +Female,55.0,0,0,True,Private,Urban,84.37,22.2,Unknown,0 +Female,65.0,0,0,True,Private,Rural,82.83,27.8,formerly smoked,0 +Female,69.0,0,0,False,Private,Urban,102.48,30.2,formerly smoked,0 +Female,29.0,0,0,True,Self-employed,Rural,69.12,26.8,never smoked,0 +Female,64.0,1,0,True,Govt_job,Urban,169.35750000000002,22.0,never smoked,0 +Female,16.0,0,0,False,Private,Rural,95.38,34.3,formerly smoked,0 +Female,75.0,0,0,True,Private,Rural,108.72,29.2,formerly smoked,0 +Female,17.0,0,0,False,Private,Rural,88.65,30.3,never smoked,0 +Male,42.0,0,0,True,Private,Urban,169.35750000000002,28.1,Unknown,0 +Male,78.0,1,0,True,Self-employed,Urban,90.19,28.1,Unknown,0 +Male,24.0,0,0,True,Private,Rural,73.78,21.4,smokes,0 +Female,68.0,0,0,False,Private,Urban,82.85,28.1,smokes,0 +Male,50.0,0,0,True,Private,Rural,59.48,26.6,Unknown,0 +Male,52.0,0,0,True,Private,Rural,75.77,30.0,formerly smoked,0 +Female,82.0,0,0,True,Private,Rural,80.96,33.7,formerly smoked,0 +Male,56.0,0,0,True,Private,Rural,82.4,30.9,smokes,0 +Male,56.0,0,0,True,Private,Urban,78.93,31.1,Unknown,0 +Male,18.0,0,0,False,Private,Urban,80.59,23.0,Unknown,0 +Female,33.0,0,0,True,Self-employed,Urban,70.59,20.2,Unknown,0 +Female,57.0,0,0,True,Private,Rural,98.57,31.6,never smoked,0 +Male,30.0,0,0,False,Private,Rural,61.87,23.9,Unknown,0 +Female,52.0,0,0,True,Private,Urban,68.88,26.1,Unknown,0 +Female,3.0,0,0,False,children,Urban,66.25,15.8,Unknown,0 +Male,39.0,0,0,True,Private,Rural,84.18,28.1,smokes,0 +Male,44.0,0,0,True,Govt_job,Rural,69.23,28.7,smokes,0 +Female,33.0,0,0,True,Private,Rural,73.2,28.9,Unknown,0 +Male,24.0,0,0,True,Private,Urban,103.45,25.1,smokes,0 +Female,24.0,0,0,False,Govt_job,Urban,104.86,19.8,never smoked,0 +Male,54.0,0,1,True,Govt_job,Urban,90.3,30.8,smokes,0 +Female,72.0,1,0,True,Private,Rural,90.87,22.1,never smoked,0 +Female,37.0,0,0,False,Govt_job,Rural,76.21,20.4,Unknown,0 +Female,36.0,0,0,True,Private,Rural,74.14,31.2,formerly smoked,0 +Female,22.0,0,0,False,Govt_job,Urban,87.25,24.9,smokes,0 +Female,68.0,0,0,True,Govt_job,Rural,169.35750000000002,27.0,formerly smoked,0 +Male,24.0,0,0,False,Private,Urban,88.38,20.1,smokes,0 +Female,35.0,0,0,True,Private,Rural,104.4,24.4,never smoked,0 +Female,32.0,0,0,True,Private,Urban,104.92,22.6,never smoked,0 +Female,52.0,0,0,True,Private,Urban,106.54,22.4,never smoked,0 +Male,21.0,0,0,False,Private,Rural,62.91,26.2,never smoked,0 +Female,82.0,1,0,False,Private,Rural,61.47,22.9,never smoked,0 +Male,33.0,0,0,False,Private,Rural,88.5,32.6,formerly smoked,0 +Male,62.0,0,0,True,Private,Rural,107.61,31.3,Unknown,0 +Female,57.0,1,0,True,Private,Urban,90.77,43.9,formerly smoked,0 +Male,14.0,0,0,False,Never_worked,Urban,137.91,41.8,never smoked,0 +Male,60.0,0,0,True,Self-employed,Rural,169.35750000000002,28.1,Unknown,0 +Female,63.0,1,0,True,Self-employed,Urban,169.35750000000002,37.7,never smoked,0 +Female,50.0,0,0,True,Govt_job,Urban,92.15,20.8,never smoked,0 +Female,12.0,0,0,False,children,Urban,126.32,21.6,Unknown,0 +Male,80.0,0,0,True,Private,Rural,94.96,22.1,formerly smoked,0 +Female,74.0,0,0,False,Self-employed,Urban,89.52,39.2,Unknown,0 +Male,46.0,0,0,True,Private,Rural,66.59,36.7,formerly smoked,0 +Female,66.0,0,0,True,Private,Urban,80.1,32.0,never smoked,0 +Male,26.0,0,0,True,Self-employed,Urban,73.72,25.9,smokes,0 +Female,70.0,0,0,True,Private,Urban,90.49,28.9,formerly smoked,0 +Female,62.0,0,0,True,Private,Urban,92.99,29.3,formerly smoked,0 +Male,15.0,0,0,False,children,Rural,62.57,32.3,never smoked,0 +Male,67.0,0,0,True,Private,Rural,65.51,33.2,formerly smoked,0 +Male,63.0,0,0,True,Private,Urban,95.29,31.6,smokes,0 +Female,42.0,0,0,True,Govt_job,Urban,83.7,20.6,never smoked,0 +Female,49.0,1,0,True,Govt_job,Rural,63.16,23.3,formerly smoked,0 +Male,78.0,0,1,True,Self-employed,Urban,87.77,30.8,Unknown,0 +Female,31.0,0,0,True,Self-employed,Urban,87.23,28.1,formerly smoked,0 +Male,67.0,0,0,True,Private,Urban,169.35750000000002,28.1,Unknown,0 +Female,52.0,1,0,True,Self-employed,Rural,104.45,28.1,never smoked,0 +Female,61.0,0,0,True,Private,Urban,87.52,23.7,Unknown,0 +Male,41.0,0,0,True,Private,Rural,113.65,46.29999999999999,never smoked,0 +Female,73.0,0,0,True,Govt_job,Rural,65.93,30.3,never smoked,0 +Female,64.0,1,0,True,Self-employed,Urban,93.78,24.4,never smoked,0 +Male,65.0,0,0,True,Private,Rural,169.35750000000002,28.2,formerly smoked,0 +Female,81.0,0,0,True,Private,Urban,77.54,33.8,Unknown,0 +Female,47.0,0,0,True,Private,Urban,93.18,42.6,formerly smoked,0 +Male,40.0,0,0,True,Self-employed,Rural,169.35750000000002,31.9,never smoked,0 +Male,46.0,1,0,True,Self-employed,Urban,101.93,34.0,Unknown,0 +Female,2.0,0,0,False,children,Urban,125.03,19.8,Unknown,0 +Male,56.0,0,0,True,Private,Urban,82.25,30.5,formerly smoked,0 +Male,54.0,0,0,True,Private,Urban,85.81,21.7,formerly smoked,0 +Female,26.0,0,0,False,Private,Rural,85.27,24.6,never smoked,0 +Female,45.0,0,0,True,Private,Urban,86.06,38.1,never smoked,0 +Female,57.0,0,0,True,Govt_job,Urban,104.36,19.2,smokes,0 +Female,78.0,0,0,True,Private,Urban,78.29,30.1,formerly smoked,0 +Male,2.0,0,0,False,children,Urban,93.55,23.3,Unknown,0 +Male,76.0,1,0,True,Self-employed,Rural,169.35750000000002,34.5,formerly smoked,0 +Female,51.0,0,0,True,Govt_job,Rural,105.52,30.8,never smoked,0 +Female,54.0,0,0,True,Private,Rural,109.27,43.8,formerly smoked,0 +Female,36.0,0,0,True,Private,Urban,91.34,29.9,never smoked,0 +Female,57.0,0,0,True,Govt_job,Rural,169.35750000000002,46.29999999999999,never smoked,0 +Female,25.0,0,0,False,Private,Rural,67.73,22.6,never smoked,0 +Female,7.0,0,0,False,children,Rural,73.27,19.5,Unknown,0 +Female,76.0,0,0,True,Self-employed,Rural,70.29,33.4,formerly smoked,0 +Female,45.0,0,0,False,Private,Rural,91.47,24.2,Unknown,0 +Female,66.0,1,0,True,Govt_job,Urban,169.35750000000002,46.29999999999999,formerly smoked,0 +Female,45.0,0,0,True,Private,Rural,73.87,25.6,Unknown,0 +Female,79.0,1,0,True,Private,Rural,64.44,26.9,formerly smoked,0 +Female,25.0,0,0,False,Private,Rural,111.65,35.2,formerly smoked,0 +Female,53.0,0,0,True,Private,Rural,90.65,22.1,formerly smoked,0 +Female,35.0,1,0,True,Private,Urban,94.2,34.4,smokes,0 +Female,78.0,0,0,True,Self-employed,Urban,56.95,26.0,Unknown,0 +Female,32.0,0,0,True,Private,Rural,92.37,26.9,never smoked,0 +Male,0.56,0,0,False,children,Rural,127.23,20.1,Unknown,0 +Female,26.0,0,0,False,Private,Rural,169.35750000000002,24.7,Unknown,0 +Female,34.0,0,0,True,Govt_job,Rural,86.36,32.1,smokes,0 +Female,65.0,0,0,True,Govt_job,Urban,82.72,29.8,smokes,0 +Female,15.0,0,0,False,Private,Urban,113.57,27.5,formerly smoked,0 +Female,17.0,0,0,False,Private,Urban,89.58,22.8,Unknown,0 +Female,71.0,0,0,True,Private,Rural,91.85,27.6,formerly smoked,0 +Female,42.0,0,0,True,Govt_job,Urban,88.89,33.0,never smoked,0 +Male,30.0,0,0,True,Private,Urban,79.55,33.7,never smoked,0 +Female,75.0,0,0,True,Self-employed,Urban,108.62,25.1,Unknown,0 +Male,9.0,0,0,False,children,Urban,78.24,15.3,Unknown,0 +Male,47.0,0,0,True,Private,Rural,88.49,22.2,smokes,0 +Female,75.0,1,0,False,Self-employed,Rural,91.85,21.4,formerly smoked,0 +Female,61.0,0,0,True,Private,Rural,72.01,26.0,formerly smoked,0 +Male,61.0,0,0,True,Self-employed,Rural,81.96,29.9,never smoked,0 +Female,27.0,0,0,True,Private,Urban,70.56,28.6,smokes,0 +Female,55.0,0,0,True,Private,Urban,71.02,21.2,never smoked,0 +Female,2.0,0,0,False,children,Rural,99.75,16.0,Unknown,0 +Female,51.0,0,0,True,Govt_job,Urban,127.2,22.7,never smoked,0 +Female,45.0,0,0,True,Self-employed,Rural,69.76,25.3,smokes,0 +Male,36.0,0,0,True,Private,Rural,74.63,31.6,formerly smoked,0 +Male,46.0,0,0,True,Govt_job,Rural,102.27,38.9,formerly smoked,0 +Female,48.0,0,0,True,Private,Rural,73.56,27.1,smokes,0 +Female,79.0,0,0,True,Self-employed,Urban,57.77,24.1,formerly smoked,0 +Female,50.0,0,0,True,Govt_job,Urban,151.25,31.5,never smoked,0 +Female,79.0,0,0,True,Self-employed,Urban,78.32,32.0,Unknown,0 +Male,32.0,0,0,True,Private,Rural,71.5,31.8,never smoked,0 +Female,36.0,0,0,True,Private,Urban,84.7,34.0,never smoked,0 +Female,27.0,0,0,True,Private,Urban,127.28,23.4,Unknown,0 +Female,22.0,0,0,False,Private,Rural,80.72,29.3,Unknown,0 +Female,5.0,0,0,False,children,Rural,73.92,17.2,Unknown,0 +Male,9.0,0,0,False,children,Urban,93.24,31.9,Unknown,0 +Male,31.0,0,0,False,Private,Urban,72.6,31.6,never smoked,0 +Female,26.0,0,0,False,Private,Rural,69.77,23.2,never smoked,0 +Male,43.0,0,0,False,Govt_job,Urban,84.43,30.0,smokes,0 +Female,33.0,0,0,True,Private,Rural,84.13,26.3,never smoked,0 +Male,34.0,0,0,False,Self-employed,Rural,81.54,31.8,formerly smoked,0 +Male,66.0,0,0,True,Govt_job,Rural,57.17,25.5,formerly smoked,0 +Female,44.0,0,0,True,Private,Rural,86.15,21.3,never smoked,0 +Female,56.0,0,0,True,Private,Rural,163.02,29.6,never smoked,0 +Female,67.0,0,0,True,Self-employed,Urban,110.41,28.7,never smoked,0 +Male,18.0,0,0,False,Private,Rural,102.58,30.8,never smoked,0 +Male,55.0,0,0,True,Private,Urban,90.97,32.1,Unknown,0 +Male,61.0,0,0,True,Private,Rural,140.96,34.0,smokes,0 +Male,0.08,0,0,False,children,Rural,70.33,16.9,Unknown,0 +Male,48.0,0,0,False,Self-employed,Rural,64.18,32.1,never smoked,0 +Male,44.0,0,0,True,Self-employed,Rural,127.57,22.6,never smoked,0 +Female,68.0,0,0,True,Private,Urban,109.23,31.3,never smoked,0 +Male,52.0,0,1,True,Private,Urban,124.49,29.0,never smoked,0 +Male,15.0,0,0,False,Govt_job,Rural,142.82,27.6,never smoked,0 +Male,2.0,0,0,False,children,Rural,75.69,17.7,Unknown,0 +Male,60.0,0,0,True,Private,Urban,74.08,35.9,Unknown,0 +Female,37.0,0,0,True,Govt_job,Urban,75.98,33.8,Unknown,0 +Female,5.0,0,0,False,children,Rural,57.8,17.6,Unknown,0 +Female,25.0,0,0,False,Private,Urban,76.44,46.29999999999999,Unknown,0 +Male,52.0,1,0,True,Govt_job,Urban,169.35750000000002,39.9,smokes,0 +Female,79.0,0,0,True,Self-employed,Urban,79.03,11.3,Unknown,0 +Male,61.0,1,0,True,Private,Urban,66.46,31.5,formerly smoked,0 +Male,36.0,0,0,True,Private,Urban,56.42,29.6,never smoked,0 +Male,34.0,0,0,True,Private,Rural,112.72,19.4,Unknown,0 +Female,2.0,0,0,False,children,Urban,114.02,18.1,Unknown,0 +Male,43.0,0,0,True,Private,Urban,72.33,36.2,smokes,0 +Female,1.48,0,0,False,children,Rural,55.59,17.9,Unknown,0 +Female,49.0,0,0,True,Private,Rural,73.48,33.0,never smoked,0 +Female,2.0,0,0,False,children,Urban,105.05,20.4,Unknown,0 +Female,82.0,0,0,True,Self-employed,Urban,84.78,33.6,formerly smoked,0 +Female,81.0,1,0,True,Private,Rural,164.77,34.5,never smoked,0 +Male,81.0,1,1,False,Private,Rural,169.35750000000002,30.0,never smoked,0 +Female,1.08,0,0,False,children,Urban,159.39,12.8,Unknown,0 +Male,60.0,0,0,True,Self-employed,Urban,69.53,26.2,never smoked,0 +Male,1.88,0,0,False,children,Urban,81.42,13.5,Unknown,0 +Female,58.0,0,0,False,Private,Urban,83.93,25.6,formerly smoked,0 +Female,8.0,0,0,False,children,Rural,98.9,18.8,Unknown,0 +Female,9.0,0,0,False,children,Urban,82.64,14.5,Unknown,0 +Female,34.0,0,0,True,Private,Rural,112.54,23.4,formerly smoked,0 +Female,23.0,0,0,False,Private,Rural,75.25,39.7,formerly smoked,0 +Female,74.0,0,0,False,Self-employed,Urban,169.35750000000002,40.8,never smoked,0 +Male,72.0,0,1,True,Self-employed,Urban,63.86,29.5,smokes,0 +Male,47.0,0,0,True,Private,Rural,72.2,33.0,Unknown,0 +Female,56.0,0,0,True,Private,Urban,80.08,25.6,never smoked,0 +Male,5.0,0,0,False,children,Urban,101.61,33.1,Unknown,0 +Male,27.0,0,0,True,Private,Urban,114.32,28.1,Unknown,0 +Female,38.0,0,0,True,Private,Rural,80.82,46.29999999999999,never smoked,0 +Male,13.0,0,0,False,Private,Rural,90.6,16.9,never smoked,0 +Female,41.0,0,0,True,Private,Rural,93.67,35.9,Unknown,0 +Female,50.0,0,0,True,Self-employed,Rural,87.15,32.1,never smoked,0 +Female,41.0,0,0,True,Private,Urban,80.72,34.1,smokes,0 +Male,6.0,0,0,False,children,Urban,83.16,15.1,Unknown,0 +Female,62.0,0,0,True,Govt_job,Rural,98.14,42.0,Unknown,0 +Male,4.0,0,0,False,children,Urban,83.13,16.8,Unknown,0 +Female,59.0,0,0,True,Private,Rural,134.24,28.8,Unknown,0 +Male,63.0,0,0,True,Self-employed,Urban,169.35750000000002,32.2,smokes,0 +Male,9.0,0,0,False,children,Rural,61.75,16.2,Unknown,0 +Male,41.0,0,0,False,Private,Urban,70.55,44.2,Unknown,0 +Female,72.0,0,1,False,Self-employed,Rural,124.38,23.4,formerly smoked,0 +Female,45.0,0,0,True,Private,Rural,92.21,31.0,never smoked,0 +Male,80.0,0,0,True,Govt_job,Urban,148.72,28.7,never smoked,0 +Female,19.0,0,0,False,Private,Urban,79.25,23.6,Unknown,0 +Male,37.0,0,0,True,Govt_job,Urban,82.09,35.7,smokes,0 +Female,58.0,1,0,True,Private,Urban,169.35750000000002,39.5,never smoked,0 +Male,77.0,0,0,True,Private,Rural,98.84,27.3,Unknown,0 +Male,38.0,0,0,True,Govt_job,Rural,135.74,31.3,formerly smoked,0 +Male,49.0,0,0,True,Private,Rural,66.55,33.4,Unknown,0 +Female,20.0,0,0,False,Private,Urban,115.69,29.2,never smoked,0 +Male,23.0,0,0,False,Private,Rural,67.76,26.0,never smoked,0 +Male,55.0,0,0,False,Govt_job,Rural,88.65,18.1,formerly smoked,0 +Male,16.0,0,0,False,children,Rural,106.11,22.4,Unknown,0 +Male,81.0,0,1,False,Self-employed,Rural,95.49,29.4,Unknown,0 +Female,23.0,0,0,False,Private,Urban,59.07,21.6,never smoked,0 +Male,82.0,0,1,True,Self-employed,Urban,169.35750000000002,27.9,formerly smoked,0 +Male,48.0,0,0,True,Private,Rural,62.89,29.6,Unknown,0 +Male,56.0,0,0,True,Private,Rural,96.84,30.2,Unknown,0 +Male,61.0,0,0,True,Private,Rural,81.25,43.4,smokes,0 +Male,43.0,0,0,True,Private,Urban,92.71,30.5,formerly smoked,0 +Female,39.0,0,0,False,Private,Rural,85.59,33.2,Unknown,0 +Female,22.0,0,0,True,Private,Urban,89.06,27.7,never smoked,0 +Male,41.0,0,0,False,Self-employed,Urban,87.44,33.5,Unknown,0 +Male,37.0,0,0,True,Private,Urban,64.07,28.0,Unknown,0 +Female,65.0,0,0,True,Govt_job,Urban,79.39,31.5,formerly smoked,0 +Female,8.0,0,0,False,children,Rural,67.84,24.0,Unknown,0 +Female,51.0,0,0,True,Private,Rural,81.73,27.4,never smoked,0 +Male,63.0,0,0,True,Private,Urban,105.52,37.9,formerly smoked,0 +Female,48.0,0,0,True,Govt_job,Rural,77.55,26.2,Unknown,0 +Female,17.0,0,0,False,Private,Urban,127.42,22.4,Unknown,0 +Female,53.0,0,0,True,Private,Urban,169.35750000000002,28.1,never smoked,0 +Female,75.0,0,0,True,Private,Rural,169.35750000000002,43.7,never smoked,0 +Female,51.0,0,0,True,Self-employed,Urban,89.74,28.4,never smoked,0 +Male,51.0,0,0,False,Self-employed,Rural,169.35750000000002,29.8,never smoked,0 +Female,41.0,0,0,True,Private,Urban,74.85,24.8,formerly smoked,0 +Female,75.0,1,0,True,Self-employed,Urban,55.96,34.8,never smoked,0 +Male,57.0,0,0,True,Private,Urban,169.35750000000002,27.4,smokes,0 +Female,33.0,0,0,False,Private,Urban,84.4,28.1,smokes,0 +Female,72.0,0,0,True,Govt_job,Urban,104.05,33.5,never smoked,0 +Female,52.0,0,0,True,Private,Urban,62.54,35.0,smokes,0 +Male,11.0,0,0,False,children,Rural,87.54,24.4,Unknown,0 +Female,28.0,0,0,False,Private,Urban,76.81,28.3,smokes,0 +Female,78.0,1,0,False,Self-employed,Rural,169.35750000000002,29.1,never smoked,0 +Female,82.0,0,0,True,Self-employed,Rural,78.0,31.3,formerly smoked,0 +Male,74.0,0,0,True,Private,Urban,79.44,32.8,never smoked,0 +Female,31.0,0,0,True,Private,Rural,75.82,29.1,never smoked,0 +Female,53.0,1,0,True,Private,Urban,169.35750000000002,31.9,never smoked,0 +Male,0.24,0,0,False,children,Urban,89.28,14.2,Unknown,0 +Female,67.0,1,0,True,Govt_job,Rural,169.35750000000002,26.3,never smoked,0 +Female,17.0,0,0,False,Private,Urban,81.13,22.8,never smoked,0 +Female,29.0,0,0,True,Private,Urban,118.44,24.8,never smoked,0 +Female,56.0,1,0,True,Private,Rural,97.37,34.1,smokes,0 +Female,15.0,0,0,False,children,Urban,80.51,21.5,Unknown,0 +Female,29.0,0,0,False,Private,Rural,78.88,26.1,never smoked,0 +Female,79.0,1,1,True,Govt_job,Rural,83.61,21.4,smokes,0 +Female,82.0,1,1,True,Private,Urban,73.19,33.5,never smoked,0 +Male,17.0,0,0,False,Govt_job,Urban,68.91,23.0,Unknown,0 +Male,8.0,0,0,False,children,Rural,104.3,18.5,Unknown,0 +Male,23.0,0,0,False,Private,Urban,87.87,23.4,never smoked,0 +Female,36.0,0,0,True,Private,Urban,96.7,31.4,Unknown,0 +Male,47.0,0,0,True,Private,Rural,91.05,31.1,formerly smoked,0 +Male,24.0,0,0,False,Private,Rural,169.35750000000002,37.7,smokes,0 +Female,60.0,0,0,True,Govt_job,Urban,73.04,25.3,never smoked,0 +Female,63.0,0,0,True,Private,Rural,85.81,35.6,never smoked,0 +Male,44.0,0,0,True,Private,Urban,65.41,24.8,smokes,0 +Male,38.0,0,0,True,Private,Rural,108.68,32.7,never smoked,0 +Female,26.0,0,0,True,Private,Rural,88.79,24.9,never smoked,0 +Female,18.0,0,0,False,Private,Rural,107.82,26.0,never smoked,0 +Male,18.0,0,0,False,Private,Urban,97.39,22.8,never smoked,0 +Male,13.0,0,0,False,Private,Urban,141.09,24.0,Unknown,0 +Male,13.0,0,0,False,children,Urban,122.38,20.3,Unknown,0 +Female,47.0,0,0,True,Private,Urban,77.91,30.3,formerly smoked,0 +Female,80.0,1,0,True,Self-employed,Rural,103.6,23.7,never smoked,0 +Female,24.0,0,0,False,Private,Rural,159.7,25.7,Unknown,0 +Female,72.0,0,0,True,Govt_job,Rural,118.22,21.9,formerly smoked,0 +Male,5.0,0,0,False,children,Urban,84.5,15.8,Unknown,0 +Female,51.0,0,0,True,Govt_job,Rural,85.59,30.5,never smoked,0 +Female,82.0,0,0,True,Self-employed,Rural,84.42,25.7,Unknown,0 +Male,5.0,0,0,False,children,Rural,100.98,19.0,Unknown,0 +Male,66.0,0,0,True,Private,Rural,81.11,28.8,formerly smoked,0 +Female,53.0,0,0,False,Private,Rural,169.35750000000002,28.1,formerly smoked,0 +Female,15.0,0,0,False,Private,Rural,79.2,22.4,never smoked,0 +Female,53.0,0,0,True,Private,Urban,169.35750000000002,32.4,Unknown,0 +Female,78.0,0,0,True,Private,Rural,99.84,36.6,never smoked,0 +Female,62.0,0,0,True,Private,Rural,98.05,27.9,never smoked,0 +Male,41.0,0,0,True,Self-employed,Rural,105.9,27.7,Unknown,0 +Female,49.0,0,0,True,Private,Rural,107.55,28.1,Unknown,0 +Female,41.0,0,0,True,Self-employed,Urban,146.21,34.3,Unknown,0 +Female,78.0,0,0,True,Private,Urban,79.94,26.7,never smoked,0 +Male,14.0,0,0,False,Self-employed,Rural,72.28,19.0,Unknown,0 +Female,1.48,0,0,False,children,Rural,123.1,20.6,Unknown,0 +Male,71.0,1,1,True,Self-employed,Rural,67.06,26.7,smokes,0 +Male,32.0,0,0,True,Private,Rural,82.68,29.2,never smoked,0 +Male,16.0,0,0,False,Private,Rural,125.89,21.3,never smoked,0 +Female,68.0,0,0,True,Govt_job,Urban,169.35750000000002,46.29999999999999,Unknown,0 +Male,0.56,0,0,False,children,Urban,98.23,14.1,Unknown,0 +Female,59.0,0,0,True,Self-employed,Urban,90.06,28.9,smokes,0 +Male,32.0,0,0,True,Private,Urban,119.9,30.9,smokes,0 +Male,58.0,0,0,True,Private,Urban,94.53,36.1,never smoked,0 +Female,40.0,0,0,True,Self-employed,Urban,64.66,25.0,formerly smoked,0 +Female,41.0,0,0,True,Private,Urban,103.79,28.6,never smoked,0 +Female,21.0,0,0,False,Private,Urban,88.51,20.5,never smoked,0 +Female,1.88,0,0,False,children,Rural,97.26,16.7,Unknown,0 +Male,55.0,0,0,True,Govt_job,Urban,92.59,36.6,never smoked,0 +Female,67.0,0,0,True,Private,Rural,102.89,26.4,never smoked,0 +Male,49.0,1,0,True,Self-employed,Rural,92.26,33.1,formerly smoked,0 +Female,42.0,0,0,True,Private,Rural,80.0,27.5,never smoked,0 +Female,54.0,0,0,True,Self-employed,Urban,56.75,26.9,never smoked,0 +Female,25.0,0,0,True,Private,Urban,104.66,23.9,never smoked,0 +Male,62.0,0,0,True,Private,Rural,60.39,26.9,Unknown,0 +Male,75.0,0,0,True,Govt_job,Urban,169.35750000000002,27.8,never smoked,0 +Female,72.0,1,0,True,Private,Urban,105.51,32.7,never smoked,0 +Female,14.0,0,0,False,Private,Urban,83.42,28.7,never smoked,0 +Female,38.0,0,0,True,Private,Urban,71.06,22.6,Unknown,0 +Male,59.0,0,0,True,Govt_job,Urban,101.24,26.5,never smoked,0 +Female,23.0,0,0,False,Private,Urban,91.19,28.3,never smoked,0 +Female,63.0,1,1,False,Govt_job,Urban,169.35750000000002,24.3,never smoked,0 +Male,82.0,0,0,True,Self-employed,Urban,169.35750000000002,24.0,formerly smoked,0 +Male,34.0,0,0,True,Private,Rural,72.64,32.4,never smoked,0 +Female,8.0,0,0,False,children,Urban,62.69,28.7,Unknown,0 +Female,28.0,0,0,True,Private,Rural,141.16,36.7,never smoked,0 +Female,49.0,0,0,True,Govt_job,Rural,89.61,27.7,never smoked,0 +Female,24.0,0,0,True,Private,Rural,76.42,24.8,smokes,0 +Male,17.0,0,0,False,Never_worked,Rural,124.38,31.2,never smoked,0 +Female,69.0,1,0,True,Self-employed,Urban,111.81,26.1,formerly smoked,0 +Female,58.0,0,0,True,Self-employed,Rural,57.57,26.8,Unknown,0 +Male,50.0,0,0,True,Private,Urban,77.82,26.7,formerly smoked,0 +Male,5.0,0,0,False,children,Urban,60.09,19.6,Unknown,0 +Female,34.0,0,0,True,Private,Urban,91.02,25.8,never smoked,0 +Female,64.0,0,0,True,Self-employed,Rural,65.46,32.5,formerly smoked,0 +Male,47.0,0,0,True,Private,Rural,131.19,28.3,smokes,0 +Female,61.0,0,0,True,Private,Rural,79.89,24.5,smokes,0 +Male,14.0,0,0,False,children,Urban,74.54,25.2,Unknown,0 +Female,57.0,0,0,True,Private,Urban,169.35750000000002,32.3,never smoked,0 +Male,53.0,0,1,True,Private,Urban,91.57,30.1,formerly smoked,0 +Male,67.0,0,0,True,Private,Urban,169.35750000000002,35.7,formerly smoked,0 +Female,57.0,0,0,False,Private,Rural,87.18,20.0,formerly smoked,0 +Female,38.0,0,0,True,Govt_job,Rural,78.94,23.5,Unknown,0 +Female,13.0,0,0,False,children,Rural,69.01,23.4,Unknown,0 +Female,37.0,0,0,True,Private,Rural,110.28,22.3,never smoked,0 +Male,39.0,1,0,True,Self-employed,Urban,71.66,28.7,never smoked,0 +Female,13.0,0,0,False,Private,Urban,62.57,20.9,Unknown,0 +Male,57.0,0,0,True,Self-employed,Urban,83.64,29.4,smokes,0 +Female,11.0,0,0,False,children,Urban,107.18,27.6,Unknown,0 +Female,68.0,0,0,True,Private,Rural,169.35750000000002,43.9,never smoked,0 +Male,79.0,1,0,True,Self-employed,Urban,84.88,28.7,formerly smoked,0 +Female,24.0,0,0,False,Private,Rural,97.95,34.7,Unknown,0 +Female,44.0,0,0,True,Private,Rural,58.19,37.1,Unknown,0 +Female,46.0,0,0,True,Private,Rural,70.11,24.2,never smoked,0 +Female,66.0,0,0,True,Private,Urban,112.77,22.7,smokes,0 +Female,61.0,0,0,True,Self-employed,Urban,75.46,29.3,formerly smoked,0 +Female,16.0,0,0,False,Private,Urban,63.63,20.0,smokes,0 +Female,37.0,0,0,True,Private,Urban,100.22,22.7,smokes,0 +Female,43.0,0,0,True,Govt_job,Rural,81.77,25.4,never smoked,0 +Female,27.0,0,0,True,Private,Rural,94.25,37.6,never smoked,0 +Male,44.0,1,0,True,Self-employed,Rural,169.35750000000002,44.7,formerly smoked,0 +Male,14.0,0,0,False,Private,Rural,164.7,26.3,Unknown,0 +Male,81.0,0,1,True,Self-employed,Rural,68.27,25.0,Unknown,0 +Male,52.0,0,1,False,Self-employed,Rural,79.81,28.1,formerly smoked,0 +Male,54.0,1,0,True,Govt_job,Rural,100.12,32.3,formerly smoked,0 +Female,77.0,0,0,True,Self-employed,Urban,151.23,24.9,never smoked,0 +Male,27.0,0,0,False,Private,Rural,112.41,33.7,never smoked,0 +Female,35.0,0,0,True,Self-employed,Urban,169.35750000000002,26.6,formerly smoked,0 +Female,30.0,0,0,True,Private,Urban,112.19,46.29999999999999,never smoked,0 +Female,48.0,0,0,True,Self-employed,Rural,71.93,41.7,never smoked,0 +Female,15.0,0,0,False,children,Urban,169.35750000000002,22.0,never smoked,0 +Female,26.0,0,0,True,Private,Urban,138.02,20.3,smokes,0 +Female,38.0,0,0,True,Private,Rural,66.16,42.7,Unknown,0 +Male,29.0,0,0,False,Private,Rural,105.73,28.2,smokes,0 +Male,49.0,0,0,True,Private,Rural,78.34,32.5,Unknown,0 +Female,55.0,0,0,True,Private,Urban,102.1,22.5,formerly smoked,0 +Male,52.0,0,0,True,Private,Urban,97.37,26.5,smokes,0 +Male,49.0,0,0,True,Private,Urban,169.35750000000002,41.0,Unknown,0 +Female,21.0,0,0,False,Private,Rural,78.32,27.0,Unknown,0 +Female,24.0,0,0,True,Private,Rural,130.0,25.9,formerly smoked,0 +Male,18.0,0,0,False,Self-employed,Urban,74.0,23.7,Unknown,0 +Male,52.0,0,0,True,Private,Rural,111.04,30.0,never smoked,0 +Male,70.0,1,0,True,Private,Urban,169.35750000000002,15.0,formerly smoked,0 +Female,51.0,0,0,True,Self-employed,Rural,97.25,21.5,never smoked,0 +Male,58.0,0,0,True,Private,Urban,79.95,25.9,never smoked,0 +Female,46.0,0,0,True,Govt_job,Urban,162.24,24.3,smokes,0 +Female,79.0,0,0,False,Self-employed,Urban,74.36,39.2,Unknown,0 +Female,11.0,0,0,False,children,Urban,69.68,14.4,Unknown,0 +Female,61.0,0,0,True,Private,Urban,98.35,26.6,never smoked,0 +Male,51.0,0,0,True,Self-employed,Urban,75.73,30.7,never smoked,0 +Female,21.0,0,0,False,Private,Rural,85.86,35.4,Unknown,0 +Female,71.0,0,0,True,Private,Urban,80.34,29.2,never smoked,0 +Female,13.0,0,0,False,Private,Rural,73.76,26.7,Unknown,0 +Male,16.0,0,0,False,Private,Rural,94.96,21.5,never smoked,0 +Female,61.0,0,0,True,Private,Urban,108.18,19.1,never smoked,0 +Female,49.0,0,0,True,Private,Rural,85.23,25.4,Unknown,0 +Male,65.0,1,0,True,Govt_job,Rural,169.35750000000002,34.0,never smoked,0 +Male,40.0,0,0,False,Govt_job,Urban,169.35750000000002,23.9,never smoked,0 +Female,44.0,0,0,True,Private,Rural,100.08,20.9,smokes,0 +Male,11.0,0,0,False,children,Rural,68.62,18.2,Unknown,0 +Female,20.0,0,0,False,Private,Rural,84.07,27.6,smokes,0 +Male,24.0,0,0,False,Govt_job,Rural,99.65,46.29999999999999,never smoked,0 +Female,44.0,0,0,True,Self-employed,Urban,82.33,24.5,never smoked,0 +Male,5.0,0,0,False,children,Urban,94.49,16.6,Unknown,0 +Male,41.0,0,0,True,Private,Rural,108.71,24.0,never smoked,0 +Female,23.0,0,0,False,Private,Urban,64.94,18.8,never smoked,0 +Female,7.0,0,0,False,children,Urban,98.22,34.0,Unknown,0 +Female,74.0,0,0,True,Private,Urban,83.5,25.8,never smoked,0 +Male,61.0,0,0,True,Govt_job,Rural,169.35750000000002,30.3,never smoked,0 +Female,80.0,1,0,True,Private,Urban,125.89,28.9,smokes,0 +Female,35.0,0,0,True,Private,Urban,87.72,21.3,never smoked,0 +Female,43.0,0,0,True,Private,Rural,68.94,26.8,never smoked,0 +Male,25.0,0,0,True,Private,Rural,66.51,29.2,Unknown,0 +Male,72.0,0,1,True,Self-employed,Urban,85.82,25.0,formerly smoked,0 +Female,45.0,0,0,True,Private,Rural,87.47,21.5,never smoked,0 +Male,9.0,0,0,False,children,Urban,87.74,17.1,Unknown,0 +Male,33.0,1,0,True,Private,Rural,85.12,32.5,never smoked,0 +Male,53.0,0,0,True,Self-employed,Urban,103.37,26.9,formerly smoked,0 +Female,67.0,0,0,True,Private,Rural,81.68,30.4,never smoked,0 +Male,59.0,0,0,True,Self-employed,Urban,76.51,29.8,never smoked,0 +Female,1.32,0,0,False,children,Rural,110.17,20.3,Unknown,0 +Male,27.0,0,0,False,Govt_job,Rural,65.12,41.1,smokes,0 +Female,41.0,0,0,True,Self-employed,Rural,76.66,28.1,Unknown,0 +Male,64.0,0,1,True,Private,Rural,109.88,33.9,Unknown,0 +Female,55.0,0,1,True,Private,Urban,169.35750000000002,39.0,Unknown,0 +Female,40.0,0,0,True,Private,Urban,65.77,31.2,never smoked,0 +Male,33.0,0,0,True,Private,Rural,55.72,38.2,never smoked,0 +Female,33.0,0,0,True,Govt_job,Urban,75.67,44.7,never smoked,0 +Male,39.0,1,0,True,Private,Rural,88.18,33.5,smokes,0 +Female,74.0,0,0,True,Self-employed,Rural,95.94,27.0,never smoked,0 +Male,38.0,0,0,True,Private,Urban,86.93,31.1,never smoked,0 +Male,53.0,0,0,True,Govt_job,Urban,85.17,29.2,never smoked,0 +Male,22.0,0,0,False,Private,Urban,111.1,26.6,never smoked,0 +Female,5.0,0,0,False,children,Rural,92.0,17.9,Unknown,0 +Male,24.0,0,0,False,Private,Urban,97.47,24.2,formerly smoked,0 +Female,27.0,0,0,True,Private,Urban,79.21,19.5,Unknown,0 +Male,41.0,0,0,True,Private,Rural,83.97,28.5,formerly smoked,0 +Female,20.0,0,0,False,Private,Urban,98.55,21.3,never smoked,0 +Female,71.0,1,0,True,Private,Rural,169.35750000000002,41.3,never smoked,0 +Female,65.0,0,0,False,Govt_job,Urban,60.7,31.3,never smoked,0 +Male,38.0,0,0,True,Private,Urban,92.22,40.8,never smoked,0 +Female,25.0,0,0,True,Private,Rural,79.94,36.6,Unknown,0 +Male,53.0,0,0,True,Govt_job,Rural,83.68,26.7,Unknown,0 +Female,50.0,0,0,True,Self-employed,Urban,69.92,18.7,formerly smoked,0 +Female,1.24,0,0,False,children,Rural,136.96,15.2,Unknown,0 +Female,55.0,0,0,True,Self-employed,Rural,95.32,26.8,never smoked,0 +Female,38.0,0,0,True,Private,Rural,107.78,25.1,never smoked,0 +Female,72.0,1,1,True,Private,Urban,169.35750000000002,31.3,formerly smoked,0 +Male,43.0,0,0,True,Private,Urban,100.16,46.29999999999999,never smoked,0 +Male,30.0,0,0,True,Private,Urban,96.02,29.8,never smoked,0 +Female,69.0,1,0,True,Private,Rural,112.69,33.5,formerly smoked,0 +Female,61.0,0,0,True,Private,Urban,60.61,24.5,never smoked,0 +Female,34.0,0,0,True,Self-employed,Urban,79.77,33.6,never smoked,0 +Female,43.0,0,0,True,Self-employed,Urban,87.41,39.7,formerly smoked,0 +Female,62.0,0,0,True,Private,Rural,169.35750000000002,46.29999999999999,never smoked,0 +Male,48.0,0,0,True,Govt_job,Rural,124.64,26.4,smokes,0 +Female,37.0,0,0,True,Private,Urban,69.42,33.0,never smoked,0 +Female,64.0,0,0,True,Govt_job,Urban,77.68,31.4,never smoked,0 +Male,51.0,0,0,True,Private,Rural,112.79,27.2,never smoked,0 +Male,69.0,1,0,True,Self-employed,Rural,169.35750000000002,35.7,formerly smoked,0 +Female,75.0,1,0,True,Self-employed,Rural,169.35750000000002,29.5,formerly smoked,0 +Female,27.0,0,0,False,Private,Urban,82.05,21.0,Unknown,0 +Female,49.0,0,0,False,Govt_job,Rural,104.08,26.6,never smoked,0 +Male,82.0,0,0,False,Self-employed,Urban,101.57,24.3,smokes,0 +Female,36.0,0,0,True,Private,Rural,71.32,43.9,smokes,0 +Male,1.88,0,0,False,children,Rural,143.97,28.1,Unknown,0 +Male,45.0,1,0,True,Self-employed,Rural,169.35750000000002,46.29999999999999,Unknown,0 +Female,64.0,0,0,True,Private,Rural,78.45,27.0,formerly smoked,0 +Male,32.0,0,0,False,Private,Rural,61.11,32.7,never smoked,0 +Female,15.0,0,0,False,Private,Urban,87.29,29.4,Unknown,0 +Female,1.64,0,0,False,children,Rural,82.49,15.1,Unknown,0 +Male,34.0,0,0,True,Private,Urban,83.15,32.1,Unknown,0 +Male,17.0,0,0,False,Private,Rural,83.26,32.9,never smoked,0 +Female,76.0,1,0,True,Self-employed,Urban,78.7,27.6,formerly smoked,0 +Male,61.0,0,0,True,Self-employed,Urban,111.94,26.5,smokes,0 +Male,30.0,0,0,True,Private,Rural,104.77,19.2,smokes,0 +Female,18.0,0,0,False,Private,Urban,104.26,25.9,Unknown,0 +Male,48.0,0,0,True,Private,Rural,113.84,21.9,never smoked,0 +Male,0.16,0,0,False,children,Urban,114.71,17.4,Unknown,0 +Female,4.0,0,0,False,children,Urban,61.54,13.2,Unknown,0 +Male,38.0,0,0,True,Private,Rural,133.62,25.2,never smoked,0 +Female,27.0,0,0,True,Private,Rural,111.96,28.2,never smoked,0 +Female,50.0,0,0,False,Private,Urban,112.44,31.5,Unknown,0 +Male,19.0,0,0,False,Private,Urban,123.61,25.2,Unknown,0 +Male,8.0,0,0,False,children,Urban,84.68,14.5,Unknown,0 +Male,78.0,0,1,True,Self-employed,Rural,169.35750000000002,28.0,formerly smoked,0 +Male,0.8,0,0,False,children,Rural,114.54,15.1,Unknown,0 +Female,53.0,1,0,True,Private,Rural,169.35750000000002,31.4,smokes,0 +Female,73.0,1,0,True,Private,Urban,110.38,26.3,never smoked,0 +Male,34.0,0,0,True,Private,Urban,99.23,28.1,smokes,0 +Male,58.0,0,0,True,Govt_job,Rural,169.35750000000002,39.6,never smoked,0 +Female,62.0,0,0,True,Private,Urban,56.74,28.9,never smoked,0 +Female,78.0,0,0,False,Self-employed,Rural,68.35,31.4,Unknown,0 +Female,51.0,0,0,True,Private,Urban,83.52,34.3,Unknown,0 +Male,78.0,0,0,True,Govt_job,Urban,59.74,27.0,formerly smoked,0 +Female,40.0,1,0,True,Private,Rural,81.59,27.2,never smoked,0 +Female,35.0,0,0,False,Private,Rural,123.83,23.8,never smoked,0 +Male,82.0,0,0,True,Private,Urban,169.35750000000002,25.3,formerly smoked,0 +Female,46.0,0,0,True,Self-employed,Rural,93.2,32.6,Unknown,0 +Female,51.0,1,0,True,Private,Rural,85.84,31.8,never smoked,0 +Female,53.0,0,0,True,Govt_job,Urban,74.64,22.4,Unknown,0 +Male,55.0,0,1,True,Private,Urban,80.17,28.0,never smoked,0 +Female,43.0,0,0,True,Govt_job,Urban,85.03,23.9,formerly smoked,0 +Male,81.0,0,0,True,Private,Urban,169.35750000000002,25.3,formerly smoked,0 +Male,12.0,0,0,False,children,Urban,116.25,16.4,formerly smoked,0 +Female,20.0,0,0,False,Private,Urban,66.55,26.9,smokes,0 +Female,53.0,0,0,True,Private,Urban,88.38,25.4,never smoked,0 +Female,1.32,0,0,False,children,Urban,81.05,18.7,Unknown,0 +Female,22.0,0,0,False,Private,Urban,68.4,37.5,never smoked,0 +Female,75.0,0,0,True,Self-employed,Urban,96.95,41.4,never smoked,0 +Female,66.0,0,0,True,Self-employed,Rural,66.24,37.5,never smoked,0 +Male,7.0,0,0,False,children,Rural,91.81,15.8,Unknown,0 +Female,26.0,0,0,False,Private,Urban,84.86,37.6,never smoked,0 +Female,14.0,0,0,False,Private,Rural,118.88,30.5,never smoked,0 +Female,32.0,0,0,True,Private,Urban,85.91,22.1,Unknown,0 +Male,6.0,0,0,False,children,Rural,115.4,19.2,Unknown,0 +Female,42.0,0,0,True,Self-employed,Rural,75.34,38.0,never smoked,0 +Male,4.0,0,0,False,children,Rural,100.19,18.7,Unknown,0 +Male,75.0,0,0,True,Govt_job,Urban,169.35750000000002,25.7,formerly smoked,0 +Male,80.0,1,0,True,Govt_job,Urban,114.09,30.1,never smoked,0 +Female,52.0,0,0,True,Private,Urban,67.3,36.3,never smoked,0 +Male,11.0,0,0,False,children,Rural,96.91,20.4,Unknown,0 +Male,14.0,0,0,False,children,Rural,116.2,20.9,Unknown,0 +Female,74.0,0,0,True,Self-employed,Rural,72.54,28.4,never smoked,0 +Male,58.0,0,0,True,Private,Rural,96.01,33.8,Unknown,0 +Female,80.0,1,0,True,Private,Urban,89.16,24.0,never smoked,0 +Female,31.0,0,0,True,Self-employed,Rural,108.64,43.3,never smoked,0 +Female,28.0,1,0,True,Govt_job,Rural,83.66,36.4,never smoked,0 +Female,25.0,0,0,True,Private,Rural,81.21,37.9,never smoked,0 +Male,71.0,0,0,False,Private,Urban,86.96,32.6,never smoked,0 +Female,51.0,0,0,True,Govt_job,Rural,92.95,23.9,never smoked,0 +Male,15.0,0,0,False,children,Urban,95.86,18.1,Unknown,0 +Male,45.0,1,0,False,Private,Rural,85.52,36.4,never smoked,0 +Male,53.0,0,0,True,Govt_job,Rural,159.39,29.2,never smoked,0 +Male,69.0,0,0,True,Self-employed,Urban,169.35750000000002,30.8,formerly smoked,0 +Female,42.0,0,0,True,Private,Rural,82.24,23.8,formerly smoked,0 +Female,4.0,0,0,False,children,Rural,109.81,17.9,Unknown,0 +Male,64.0,1,0,True,Private,Rural,91.85,31.8,formerly smoked,0 +Female,5.0,0,0,False,children,Rural,123.49,19.5,Unknown,0 +Male,44.0,0,0,True,Private,Rural,105.49,31.5,smokes,0 +Male,78.0,0,1,True,Self-employed,Urban,101.53,24.1,formerly smoked,0 +Female,16.0,0,0,False,Private,Urban,89.45,28.1,Unknown,0 +Female,69.0,0,0,True,Self-employed,Urban,126.04,35.9,never smoked,0 +Male,80.0,0,1,True,Self-employed,Rural,95.49,31.6,Unknown,0 +Female,7.0,0,0,False,children,Rural,89.38,19.0,Unknown,0 +Female,2.0,0,0,False,children,Urban,82.3,18.8,Unknown,0 +Female,80.0,1,0,True,Self-employed,Urban,169.35750000000002,33.5,Unknown,0 +Female,69.0,0,0,True,Self-employed,Urban,79.7,25.0,never smoked,0 +Male,58.0,1,0,True,Self-employed,Rural,169.35750000000002,46.29999999999999,formerly smoked,0 +Female,75.0,0,0,True,Self-employed,Rural,70.22,24.8,formerly smoked,0 +Female,60.0,0,0,True,Self-employed,Rural,83.57,24.5,never smoked,0 +Female,75.0,0,0,True,Self-employed,Urban,60.6,40.4,smokes,0 +Female,10.0,0,0,False,children,Urban,97.24,20.2,Unknown,0 +Male,38.0,0,0,False,Private,Rural,162.72,31.9,smokes,0 +Male,28.0,0,0,False,Private,Urban,73.27,25.4,smokes,0 +Female,3.0,0,0,False,children,Urban,92.62,15.4,Unknown,0 +Female,31.0,0,0,True,Private,Urban,90.0,38.6,never smoked,0 +Female,59.0,1,0,True,Private,Rural,78.28,31.0,formerly smoked,0 +Female,31.0,0,0,False,Private,Rural,87.81,26.4,smokes,0 +Female,45.0,0,0,True,Private,Urban,169.35750000000002,28.1,never smoked,0 +Female,58.0,0,0,True,Private,Rural,169.35750000000002,37.7,never smoked,0 +Female,57.0,0,0,True,Self-employed,Urban,142.31,35.2,smokes,0 +Male,31.0,0,0,False,Private,Rural,94.96,46.29999999999999,smokes,0 +Male,43.0,0,0,True,Govt_job,Rural,83.78,21.6,never smoked,0 +Female,40.0,0,0,False,Private,Urban,86.1,23.9,Unknown,0 +Male,1.08,0,0,False,children,Rural,74.5,28.1,Unknown,0 +Male,34.0,0,0,True,Private,Urban,66.96,26.1,never smoked,0 +Female,55.0,0,0,True,Private,Rural,76.7,39.7,formerly smoked,0 +Female,39.0,0,0,True,Private,Rural,103.12,29.9,formerly smoked,0 +Female,42.0,0,0,False,Private,Urban,84.03,31.4,never smoked,0 +Male,44.0,0,0,True,Private,Rural,74.15,34.5,formerly smoked,0 +Male,69.0,1,0,True,Private,Rural,73.29,29.4,never smoked,0 +Male,16.0,0,0,False,Private,Urban,115.16,26.9,Unknown,0 +Female,8.0,0,0,False,children,Urban,83.55,22.4,Unknown,0 +Female,1.48,0,0,False,children,Urban,61.53,20.5,Unknown,0 +Female,1.88,0,0,False,children,Rural,100.74,18.6,Unknown,0 +Female,69.0,0,0,False,Private,Urban,59.31,31.4,smokes,0 +Female,13.0,0,0,False,children,Urban,63.22,18.5,formerly smoked,0 +Female,53.0,0,0,True,Private,Urban,169.35750000000002,41.8,never smoked,0 +Female,16.0,0,0,False,children,Urban,64.51,21.2,Unknown,0 +Male,64.0,0,0,True,Private,Rural,90.07,28.6,never smoked,0 +Female,7.0,0,0,False,children,Urban,113.95,16.0,Unknown,0 +Male,41.0,0,0,True,Private,Rural,119.32,30.6,Unknown,0 +Male,65.0,0,0,True,Private,Rural,99.12,29.0,formerly smoked,0 +Male,61.0,0,0,True,Self-employed,Rural,152.84,28.6,Unknown,0 +Male,63.0,0,0,True,Private,Rural,78.23,34.8,never smoked,0 +Male,1.8,0,0,False,children,Urban,68.8,28.1,Unknown,0 +Female,54.0,0,0,True,Private,Urban,76.05,42.0,Unknown,0 +Female,14.0,0,0,False,children,Rural,116.49,30.3,never smoked,0 +Male,45.0,0,0,True,Private,Rural,99.91,30.9,Unknown,0 +Male,51.0,1,0,True,Private,Urban,76.1,32.1,smokes,0 +Male,8.0,0,0,False,children,Rural,121.99,19.6,Unknown,0 +Male,52.0,1,0,True,Private,Rural,116.21,32.8,smokes,0 +Female,39.0,0,0,True,Private,Urban,55.28,31.5,Unknown,0 +Female,13.0,0,0,False,children,Rural,169.35750000000002,28.1,Unknown,0 +Female,69.0,0,0,True,Private,Rural,103.73,34.7,never smoked,0 +Male,71.0,1,0,True,Govt_job,Urban,153.08,21.5,Unknown,0 +Female,73.0,0,0,True,Self-employed,Rural,98.69,27.6,Unknown,0 +Female,54.0,0,0,True,Private,Rural,94.11,28.6,formerly smoked,0 +Male,10.0,0,0,False,children,Rural,117.03,21.1,never smoked,0 +Female,26.0,0,0,True,Private,Urban,91.35,23.8,never smoked,0 +Female,41.0,0,0,True,Private,Rural,82.48,33.5,Unknown,0 +Male,71.0,0,0,True,Govt_job,Rural,99.76,33.4,formerly smoked,0 +Female,46.0,0,0,True,Govt_job,Urban,111.1,23.3,smokes,0 +Male,15.0,0,0,False,Private,Rural,122.25,21.0,never smoked,0 +Female,29.0,0,0,False,Private,Urban,84.19,21.2,never smoked,0 +Male,8.0,0,0,False,children,Urban,84.6,18.4,Unknown,0 +Female,21.0,0,0,True,Private,Urban,126.35,26.9,never smoked,0 +Female,56.0,1,0,False,Self-employed,Urban,87.5,20.2,formerly smoked,0 +Female,14.0,0,0,False,Self-employed,Rural,77.52,21.9,never smoked,0 +Female,78.0,0,0,True,Private,Rural,133.13,24.2,Unknown,0 +Female,36.0,0,0,False,Private,Urban,96.1,29.6,never smoked,0 +Female,57.0,1,0,True,Private,Urban,108.61,38.1,smokes,0 +Male,79.0,1,1,True,Self-employed,Rural,169.35750000000002,22.0,never smoked,0 +Male,26.0,0,0,False,Govt_job,Rural,76.74,29.8,Unknown,0 +Male,22.0,0,0,True,Private,Urban,138.55,24.0,never smoked,0 +Male,72.0,0,1,True,Private,Urban,169.35750000000002,26.9,never smoked,0 +Female,54.0,0,0,True,Private,Urban,75.16,38.0,never smoked,0 +Male,8.0,0,0,False,children,Rural,77.08,16.9,Unknown,0 +Female,62.0,0,0,True,Private,Urban,101.19,23.4,never smoked,0 +Female,28.0,0,0,False,Private,Urban,107.74,38.5,never smoked,0 +Female,50.0,0,0,True,Private,Rural,62.32,21.6,Unknown,0 +Male,7.0,0,0,False,children,Urban,56.32,15.9,Unknown,0 +Female,33.0,0,0,True,Private,Rural,131.28,25.1,never smoked,0 +Male,55.0,0,0,True,Private,Urban,67.02,41.1,smokes,0 +Female,25.0,0,0,False,Private,Rural,76.72,21.5,Unknown,0 +Female,25.0,0,0,False,Private,Urban,125.98,21.0,smokes,0 +Female,37.0,0,0,True,Govt_job,Urban,72.09,24.1,smokes,0 +Male,58.0,0,0,True,Private,Urban,88.05,30.6,Unknown,0 +Male,45.0,0,0,True,Govt_job,Urban,55.47,19.8,smokes,0 +Female,60.0,0,0,True,Govt_job,Rural,145.94,29.2,Unknown,0 +Male,66.0,0,1,True,Private,Rural,169.35750000000002,33.7,formerly smoked,0 +Male,80.0,0,0,True,Self-employed,Rural,169.35750000000002,31.0,formerly smoked,0 +Female,38.0,0,0,True,Govt_job,Rural,93.93,21.5,never smoked,0 +Female,11.0,0,0,False,children,Urban,76.74,19.1,Unknown,0 +Female,63.0,0,0,True,Private,Urban,83.74,21.4,Unknown,0 +Male,19.0,0,0,False,Private,Urban,119.58,24.8,Unknown,0 +Female,17.0,0,0,False,Private,Rural,68.66,35.1,never smoked,0 +Female,19.0,0,0,False,Private,Urban,65.79,28.6,smokes,0 +Female,40.0,0,0,True,Govt_job,Urban,169.35750000000002,35.7,never smoked,0 +Male,49.0,0,0,True,Private,Urban,169.35750000000002,45.4,Unknown,0 +Female,69.0,0,1,False,Private,Urban,169.35750000000002,34.5,never smoked,0 +Female,46.0,0,0,True,Self-employed,Rural,85.84,21.2,never smoked,0 +Male,78.0,0,0,True,Self-employed,Rural,93.85,22.7,formerly smoked,0 +Female,63.0,0,1,True,Private,Rural,86.21,39.1,never smoked,0 +Female,3.0,0,0,False,children,Rural,75.41,21.9,Unknown,0 +Female,1.8,0,0,False,children,Rural,95.28,16.5,Unknown,0 +Female,18.0,0,0,False,Private,Urban,95.87,23.0,never smoked,0 +Female,46.0,0,0,True,Private,Urban,169.35750000000002,22.5,never smoked,0 +Female,8.0,0,0,False,children,Urban,95.39,20.4,Unknown,0 +Female,53.0,0,0,True,Private,Rural,60.77,28.7,smokes,0 +Female,38.0,0,0,True,Govt_job,Urban,102.84,22.4,never smoked,0 +Female,74.0,0,0,True,Private,Urban,130.37,26.3,Unknown,0 +Female,24.0,0,0,False,Private,Urban,65.44,23.6,never smoked,0 +Male,78.0,0,0,True,Private,Rural,79.84,25.9,never smoked,0 +Male,60.0,0,0,True,Private,Rural,62.61,30.7,never smoked,0 +Male,12.0,0,0,False,children,Urban,70.07,24.5,formerly smoked,0 +Female,32.0,0,0,True,Private,Rural,108.8,24.0,Unknown,0 +Male,5.0,0,0,False,children,Urban,112.11,20.1,Unknown,0 +Female,40.0,0,0,True,Private,Rural,92.35,38.0,never smoked,0 +Female,19.0,0,0,False,Private,Urban,76.57,26.6,Unknown,0 +Female,28.0,0,0,True,Private,Urban,69.5,24.5,never smoked,0 +Female,61.0,0,0,True,Private,Rural,169.35750000000002,28.1,never smoked,0 +Female,44.0,1,0,True,Private,Rural,69.48,41.3,never smoked,0 +Male,50.0,0,0,True,Govt_job,Urban,89.18,34.8,smokes,0 +Female,50.0,0,1,True,Govt_job,Urban,68.09,35.5,smokes,0 +Female,18.0,0,0,False,Private,Rural,92.71,24.1,Unknown,0 +Male,1.64,0,0,False,children,Rural,56.21,19.0,Unknown,0 +Female,37.0,0,0,False,Govt_job,Rural,72.08,28.1,formerly smoked,0 +Female,5.0,0,0,False,children,Urban,82.56,16.6,Unknown,0 +Female,39.0,0,0,True,Private,Urban,78.24,28.6,Unknown,0 +Female,65.0,0,0,True,Govt_job,Rural,84.66,22.4,never smoked,0 +Female,26.0,0,0,False,Govt_job,Urban,90.35,38.6,Unknown,0 +Male,42.0,0,0,True,Govt_job,Rural,68.12,32.0,Unknown,0 +Female,34.0,0,0,True,Private,Rural,59.14,40.1,never smoked,0 +Female,45.0,0,0,True,Govt_job,Urban,85.64,32.0,formerly smoked,0 +Male,43.0,0,0,True,Govt_job,Rural,56.08,23.9,Unknown,0 +Female,40.0,0,0,False,Private,Rural,99.0,25.0,never smoked,0 +Male,35.0,0,0,False,Private,Urban,93.6,28.5,smokes,0 +Female,2.0,0,0,False,children,Urban,105.75,19.8,Unknown,0 +Female,61.0,0,0,True,Private,Urban,114.09,25.7,never smoked,0 +Male,64.0,1,0,True,Private,Urban,57.42,28.0,smokes,0 +Female,32.0,0,0,True,Private,Urban,100.01,37.2,never smoked,0 +Male,23.0,0,0,False,Private,Urban,62.0,24.8,formerly smoked,0 +Female,51.0,0,0,True,Self-employed,Rural,103.61,39.2,never smoked,0 +Female,52.0,0,0,True,Private,Rural,118.46,46.29999999999999,smokes,0 +Female,75.0,0,0,True,Govt_job,Rural,94.77,27.2,never smoked,0 +Female,40.0,0,0,True,Private,Urban,72.12,38.0,never smoked,0 +Male,39.0,0,0,True,Govt_job,Rural,155.23,36.2,never smoked,0 +Male,6.0,0,0,False,children,Urban,90.6,16.6,Unknown,0 +Female,32.0,0,0,True,Private,Urban,81.92,38.0,never smoked,0 +Female,55.0,0,0,False,Self-employed,Rural,67.1,31.4,never smoked,0 +Female,23.0,0,0,False,Private,Rural,58.01,35.3,never smoked,0 +Female,52.0,0,0,True,Private,Rural,169.35750000000002,35.8,never smoked,0 +Male,58.0,1,0,True,Private,Rural,106.27,28.6,never smoked,0 +Male,17.0,0,0,False,Private,Rural,60.57,34.0,Unknown,0 +Male,3.0,0,0,False,children,Urban,105.34,15.5,Unknown,0 +Female,23.0,0,0,False,Private,Rural,96.28,31.1,never smoked,0 +Male,56.0,0,0,True,Self-employed,Urban,122.73,37.5,formerly smoked,0 +Male,45.0,0,0,False,Self-employed,Urban,104.12,37.7,Unknown,0 +Female,14.0,0,0,False,Private,Urban,69.74,24.2,formerly smoked,0 +Female,45.0,0,0,True,Private,Rural,106.95,33.4,Unknown,0 +Female,57.0,0,0,True,Private,Urban,94.63,33.0,never smoked,0 +Female,35.0,0,0,True,Private,Urban,86.97,25.7,Unknown,0 +Female,8.0,0,0,False,children,Rural,76.12,19.4,Unknown,0 +Female,42.0,0,0,True,Govt_job,Urban,99.94,33.4,never smoked,0 +Male,8.0,0,0,False,children,Urban,91.53,18.0,Unknown,0 +Male,62.0,0,0,True,Private,Rural,145.46,40.1,never smoked,0 +Female,43.0,0,0,True,Private,Urban,74.86,26.9,never smoked,0 +Female,8.0,0,0,False,children,Urban,74.42,22.5,Unknown,0 +Male,40.0,0,0,True,Self-employed,Urban,70.07,27.6,smokes,0 +Male,2.0,0,0,False,children,Urban,89.85,23.3,Unknown,0 +Female,27.0,0,0,False,Private,Rural,104.21,35.7,never smoked,0 +Female,47.0,0,0,True,Self-employed,Rural,157.77,28.4,never smoked,0 +Female,53.0,0,0,False,Govt_job,Urban,101.81,29.4,smokes,0 +Male,62.0,0,0,True,Govt_job,Rural,103.0,31.9,Unknown,0 +Male,50.0,0,0,True,Self-employed,Urban,101.85,25.1,smokes,0 +Male,26.0,0,0,False,Private,Urban,85.92,35.6,smokes,0 +Female,19.0,0,0,False,Private,Rural,56.85,21.1,never smoked,0 +Male,0.32,0,0,False,children,Urban,89.04,17.8,Unknown,0 +Female,45.0,0,0,True,Govt_job,Rural,63.01,31.5,never smoked,0 +Male,45.0,0,0,True,Private,Rural,65.48,26.6,Unknown,0 +Female,54.0,0,0,True,Private,Rural,68.6,44.8,smokes,0 +Male,64.0,1,0,True,Private,Urban,81.68,31.3,formerly smoked,0 +Male,2.0,0,0,False,children,Urban,65.21,17.2,Unknown,0 +Female,66.0,0,0,True,Govt_job,Urban,72.53,25.3,smokes,0 +Female,73.0,0,0,True,Private,Rural,81.78,28.8,never smoked,0 +Female,31.0,0,0,False,Private,Rural,116.85,46.29999999999999,smokes,0 +Female,1.88,0,0,False,children,Rural,80.83,18.0,Unknown,0 +Female,58.0,0,0,True,Private,Urban,96.21,23.5,never smoked,0 +Male,12.0,0,0,False,children,Rural,117.04,18.1,Unknown,0 +Female,60.0,1,0,True,Private,Rural,78.26,41.7,formerly smoked,0 +Male,32.0,1,0,False,Govt_job,Urban,58.24,28.1,formerly smoked,0 +Male,23.0,0,0,False,Private,Urban,82.53,20.7,smokes,0 +Male,26.0,0,0,False,Private,Urban,71.25,30.3,smokes,0 +Male,36.0,0,0,True,Private,Rural,129.73,27.8,never smoked,0 +Female,3.0,0,0,False,children,Urban,115.47,18.9,Unknown,0 +Male,21.0,0,0,False,Private,Urban,56.79,20.4,Unknown,0 +Female,67.0,0,0,True,Private,Urban,100.16,31.8,Unknown,0 +Female,35.0,0,0,True,Govt_job,Rural,97.6,44.8,smokes,0 +Female,26.0,0,0,False,Private,Rural,90.54,37.1,Unknown,0 +Female,47.0,0,0,True,Self-employed,Urban,105.88,39.9,smokes,0 +Male,81.0,1,1,True,Govt_job,Rural,169.35750000000002,24.1,formerly smoked,0 +Female,1.64,0,0,False,children,Urban,69.89,18.1,Unknown,0 +Male,52.0,0,0,True,Govt_job,Urban,93.28,36.3,never smoked,0 +Female,28.0,0,1,True,Private,Rural,111.27,19.1,smokes,0 +Female,45.0,0,0,True,Private,Urban,91.04,21.1,never smoked,0 +Male,20.0,0,0,False,Private,Urban,87.2,28.9,smokes,0 +Male,1.56,0,0,False,children,Rural,109.12,18.9,Unknown,0 +Female,65.0,0,0,False,Private,Urban,169.35750000000002,43.3,formerly smoked,0 +Male,45.0,1,0,True,Self-employed,Rural,74.28,37.2,formerly smoked,0 +Male,77.0,0,0,True,Self-employed,Urban,57.6,32.2,Unknown,0 +Male,37.0,0,0,True,Govt_job,Urban,169.35750000000002,26.3,Unknown,0 +Female,50.0,0,0,True,Private,Rural,65.25,25.4,smokes,0 +Female,0.56,0,0,False,children,Urban,80.92,18.3,Unknown,0 +Female,30.0,0,0,True,Private,Rural,124.37,21.4,never smoked,0 +Female,31.0,0,0,False,Private,Urban,102.39,22.9,smokes,0 +Male,4.0,0,0,False,children,Rural,90.42,16.2,Unknown,0 +Male,65.0,1,0,True,Private,Rural,79.17,29.6,Unknown,0 +Female,68.0,0,0,True,Self-employed,Urban,71.08,21.5,never smoked,0 +Female,63.0,1,0,True,Private,Urban,81.54,24.2,never smoked,0 +Male,46.0,0,0,False,Private,Urban,159.67,37.3,never smoked,0 +Female,54.0,0,0,True,Private,Urban,93.96,33.3,smokes,0 +Male,66.0,0,0,True,Private,Urban,103.01,33.1,never smoked,0 +Female,29.0,0,0,True,Govt_job,Rural,92.49,22.2,never smoked,0 +Male,78.0,0,0,True,Private,Urban,169.35750000000002,24.4,formerly smoked,0 +Male,56.0,0,0,True,Govt_job,Urban,122.39,30.3,Unknown,0 +Female,57.0,0,0,True,Private,Rural,65.91,28.2,Unknown,0 +Female,2.0,0,0,False,children,Rural,70.25,17.0,Unknown,0 +Male,49.0,0,0,True,Private,Urban,169.35750000000002,46.29999999999999,Unknown,0 +Male,31.0,0,0,True,Govt_job,Urban,65.7,30.4,formerly smoked,0 +Female,47.0,0,0,True,Private,Urban,67.08,22.3,Unknown,0 +Male,37.0,0,0,True,Govt_job,Rural,107.58,25.3,never smoked,0 +Female,79.0,0,0,True,Private,Rural,169.35750000000002,28.1,smokes,0 +Female,65.0,0,0,True,Private,Rural,95.87,29.8,never smoked,0 +Male,61.0,0,0,True,Private,Urban,68.17,43.8,formerly smoked,0 +Female,66.0,0,0,True,Private,Urban,95.37,34.5,smokes,0 +Male,24.0,0,0,False,Private,Urban,90.0,25.5,never smoked,0 +Male,66.0,0,0,True,Self-employed,Rural,106.1,31.5,smokes,0 +Female,64.0,1,0,True,Private,Rural,56.13,39.2,Unknown,0 +Female,38.0,0,0,True,Private,Rural,104.03,46.29999999999999,smokes,0 +Female,7.0,0,0,False,children,Rural,157.01,17.0,Unknown,0 +Female,63.0,0,0,True,Private,Urban,84.35,38.2,never smoked,0 +Male,71.0,0,0,True,Private,Rural,67.99,31.1,never smoked,0 +Male,18.0,0,0,False,Private,Rural,118.93,22.4,never smoked,0 +Female,65.0,0,0,True,Private,Rural,169.35750000000002,32.0,smokes,0 +Male,57.0,0,0,True,Private,Rural,82.08,24.7,Unknown,0 +Female,62.0,0,0,True,Private,Urban,88.32,36.3,Unknown,0 +Male,1.8,0,0,False,children,Rural,85.16,20.2,Unknown,0 +Male,35.0,0,0,False,Private,Rural,69.54,27.4,never smoked,0 +Female,50.0,0,0,True,Govt_job,Rural,62.12,29.6,never smoked,0 +Female,73.0,1,0,False,Self-employed,Rural,169.35750000000002,46.29999999999999,formerly smoked,0 +Female,23.0,0,0,False,Private,Rural,100.06,28.6,never smoked,0 +Female,32.0,0,0,True,Govt_job,Urban,101.13,43.9,formerly smoked,0 +Female,38.0,0,0,True,Private,Rural,91.09,22.2,never smoked,0 +Female,50.0,0,0,True,Self-employed,Rural,61.54,28.4,Unknown,0 +Female,39.0,0,0,True,Private,Urban,62.02,23.7,smokes,0 +Female,7.0,0,0,False,children,Urban,103.11,18.3,Unknown,0 +Female,15.0,0,0,False,children,Rural,77.57,18.3,Unknown,0 +Male,67.0,0,0,True,Private,Urban,97.34,28.9,never smoked,0 +Male,8.0,0,0,False,children,Urban,78.76,28.1,Unknown,0 +Female,32.0,0,0,True,Private,Rural,67.1,27.1,Unknown,0 +Male,5.0,0,0,False,children,Urban,79.89,13.8,Unknown,0 +Male,56.0,1,0,True,Private,Rural,169.35750000000002,21.9,smokes,0 +Male,49.0,0,0,False,Private,Urban,95.79,24.0,Unknown,0 +Female,75.0,0,1,True,Self-employed,Urban,83.88,28.1,smokes,0 +Female,11.0,0,0,False,children,Rural,93.51,20.8,Unknown,0 +Male,61.0,0,0,True,Self-employed,Urban,116.78,39.8,formerly smoked,0 +Male,76.0,0,0,True,Self-employed,Rural,117.63,26.2,never smoked,0 +Female,34.0,0,0,True,Private,Rural,60.01,43.9,Unknown,0 +Male,20.0,0,0,False,Private,Rural,64.6,27.3,Unknown,0 +Female,79.0,1,0,True,Self-employed,Rural,92.43,28.1,never smoked,0 +Female,24.0,0,0,False,Private,Urban,71.63,22.0,formerly smoked,0 +Female,39.0,0,0,True,Self-employed,Urban,87.79,40.0,formerly smoked,0 +Female,55.0,0,0,True,Govt_job,Rural,99.64,20.1,formerly smoked,0 +Female,16.0,0,0,False,Private,Rural,86.53,42.2,never smoked,0 +Male,36.0,0,0,False,Private,Urban,169.35750000000002,25.8,Unknown,0 +Female,38.0,0,0,True,Self-employed,Urban,98.37,27.2,never smoked,0 +Male,20.0,0,0,False,Private,Rural,117.98,30.9,smokes,0 +Female,38.0,0,0,False,Private,Urban,169.35750000000002,46.29999999999999,formerly smoked,0 +Female,52.0,0,0,True,Private,Urban,101.3,33.1,smokes,0 +Male,49.0,0,0,True,Private,Urban,79.51,37.8,never smoked,0 +Female,80.0,0,0,True,Self-employed,Urban,169.35750000000002,25.4,never smoked,0 +Male,75.0,0,0,True,Private,Rural,97.22,28.4,never smoked,0 +Female,13.0,0,0,False,Private,Rural,169.35750000000002,16.6,never smoked,0 +Female,54.0,1,0,True,Private,Urban,169.35750000000002,35.1,smokes,0 +Male,28.0,0,0,False,Private,Urban,74.61,32.7,Unknown,0 +Female,61.0,0,0,True,Private,Rural,60.91,29.8,Unknown,0 +Male,0.16,0,0,False,children,Rural,69.79,13.0,Unknown,0 +Male,59.0,0,0,False,Govt_job,Urban,83.6,27.5,formerly smoked,0 +Male,12.0,0,0,False,children,Urban,83.95,23.6,Unknown,0 +Female,38.0,0,0,False,Private,Rural,77.5,36.9,smokes,0 +Male,15.0,0,0,False,Never_worked,Urban,64.29,16.7,Unknown,0 +Male,31.0,0,0,True,Self-employed,Rural,61.1,26.5,never smoked,0 +Male,52.0,1,0,True,Private,Rural,100.71,37.0,never smoked,0 +Female,61.0,0,0,True,Self-employed,Urban,65.21,27.7,Unknown,0 +Male,50.0,0,0,True,Private,Rural,119.77,23.5,Unknown,0 +Female,41.0,0,0,True,Private,Rural,102.39,40.4,formerly smoked,0 +Male,20.0,0,0,False,Private,Urban,59.67,27.7,never smoked,0 +Male,67.0,0,0,True,Private,Rural,83.16,28.3,never smoked,0 +Female,45.0,0,0,True,Private,Rural,169.35750000000002,46.29999999999999,smokes,0 +Male,73.0,0,0,True,Govt_job,Rural,76.45,28.7,Unknown,0 +Female,52.0,0,0,True,Private,Rural,169.35750000000002,25.0,Unknown,0 +Female,51.0,0,0,True,Private,Urban,95.7,24.8,formerly smoked,0 +Female,56.0,0,0,True,Self-employed,Rural,70.23,35.5,never smoked,0 +Female,49.0,0,0,True,Self-employed,Urban,75.15,25.0,Unknown,0 +Male,10.0,0,0,False,children,Rural,95.8,17.3,Unknown,0 +Female,51.0,0,0,True,Govt_job,Urban,90.67,37.8,Unknown,0 +Male,57.0,0,0,True,Self-employed,Rural,84.79,32.8,formerly smoked,0 +Male,76.0,0,0,True,Private,Urban,147.5,28.7,Unknown,0 +Female,28.0,0,0,False,Private,Rural,134.12,28.8,formerly smoked,0 +Female,57.0,0,0,True,Private,Urban,82.62,28.4,never smoked,0 +Male,39.0,0,0,True,Private,Rural,125.11,24.9,formerly smoked,0 +Female,41.0,0,0,True,Private,Urban,92.14,29.6,formerly smoked,0 +Female,72.0,1,1,True,Private,Urban,169.35750000000002,26.1,formerly smoked,0 +Male,45.0,0,0,True,Private,Rural,95.62,29.5,smokes,0 +Male,33.0,0,0,True,Private,Rural,93.8,23.9,never smoked,0 +Male,62.0,0,1,True,Private,Rural,90.61,25.8,smokes,0 +Female,27.0,0,0,True,Private,Urban,139.2,36.2,never smoked,0 +Female,31.0,0,0,True,Private,Rural,77.01,31.3,formerly smoked,0 +Female,24.0,0,0,True,Private,Urban,105.26,26.1,never smoked,0 +Male,1.88,0,0,False,children,Rural,68.35,19.1,Unknown,0 +Female,28.0,0,0,False,Private,Rural,99.07,17.6,never smoked,0 +Female,24.0,0,0,False,Private,Rural,147.74,21.4,Unknown,0 +Female,30.0,0,0,True,Govt_job,Urban,61.29,24.0,Unknown,0 +Male,38.0,0,0,True,Govt_job,Rural,98.92,25.5,never smoked,0 +Female,1.64,0,0,False,children,Urban,90.74,19.9,Unknown,0 +Male,0.72,0,0,False,children,Rural,159.79,19.9,Unknown,0 +Male,57.0,0,0,True,Private,Rural,169.35750000000002,35.5,never smoked,0 +Female,27.0,0,0,False,Govt_job,Urban,85.53,26.9,smokes,0 +Female,30.0,0,0,True,Self-employed,Urban,76.7,24.2,never smoked,0 +Male,42.0,0,0,True,Private,Rural,67.87,30.0,never smoked,0 +Male,36.0,0,0,True,Private,Urban,77.26,30.9,never smoked,0 +Male,44.0,1,0,True,Private,Rural,91.28,26.5,never smoked,0 +Male,59.0,0,0,True,Govt_job,Urban,129.19,30.6,never smoked,0 +Female,61.0,0,0,True,Govt_job,Urban,97.86,19.1,formerly smoked,0 +Female,18.0,0,0,False,Govt_job,Rural,112.33,23.2,formerly smoked,0 +Female,44.0,0,0,True,Private,Rural,110.41,30.5,smokes,0 +Male,16.0,0,0,False,children,Rural,91.58,15.8,Unknown,0 +Male,13.0,0,0,False,children,Urban,58.86,16.9,never smoked,0 +Male,9.0,0,0,False,children,Rural,76.88,18.0,Unknown,0 +Male,0.16,0,0,False,children,Urban,109.52,13.9,Unknown,0 +Female,81.0,1,0,True,Self-employed,Urban,169.35750000000002,36.7,never smoked,0 +Female,38.0,0,0,True,Private,Urban,103.58,30.8,formerly smoked,0 +Female,58.0,0,0,True,Self-employed,Rural,81.96,34.6,never smoked,0 +Male,5.0,0,0,False,children,Rural,104.55,16.3,Unknown,0 +Female,64.0,0,0,True,Govt_job,Urban,76.12,38.2,formerly smoked,0 +Female,38.0,0,0,True,Govt_job,Rural,64.27,27.3,never smoked,0 +Female,56.0,0,0,True,Private,Rural,169.35750000000002,30.4,smokes,0 +Male,58.0,0,0,True,Govt_job,Urban,101.96,34.5,never smoked,0 +Male,9.0,0,0,False,children,Rural,84.17,17.4,Unknown,0 +Female,34.0,0,0,True,Private,Rural,85.79,32.0,never smoked,0 +Female,79.0,0,0,True,Private,Urban,71.46,33.4,Unknown,0 +Male,62.0,1,0,True,Self-employed,Rural,95.49,40.2,smokes,0 +Female,60.0,0,0,True,Private,Rural,87.62,30.1,smokes,0 +Female,42.0,0,0,False,Private,Rural,118.55,46.2,smokes,0 +Female,59.0,0,0,True,Self-employed,Urban,82.14,35.6,smokes,0 +Female,54.0,0,0,True,Private,Urban,169.35750000000002,29.4,smokes,0 +Male,59.0,0,0,True,Private,Urban,135.84,27.3,never smoked,0 +Male,15.0,0,0,False,children,Rural,74.83,17.4,Unknown,0 +Female,14.0,0,0,False,children,Urban,60.37,26.9,Unknown,0 +Male,5.0,0,0,False,children,Rural,67.28,17.7,Unknown,0 +Male,17.0,0,0,False,Private,Rural,77.79,23.6,Unknown,0 +Female,13.0,0,0,False,children,Rural,88.51,27.7,Unknown,0 +Female,48.0,0,0,True,Self-employed,Urban,90.38,38.0,smokes,0 +Male,37.0,0,0,True,Govt_job,Urban,156.69,35.2,never smoked,0 +Female,69.0,0,1,True,Private,Urban,169.35750000000002,28.1,never smoked,0 +Female,74.0,0,0,True,Private,Urban,158.9,32.4,formerly smoked,0 +Male,54.0,0,0,True,Private,Urban,169.35750000000002,36.1,formerly smoked,0 +Female,64.0,0,1,True,Private,Rural,114.71,30.6,never smoked,0 +Female,26.0,0,0,False,Private,Rural,58.55,29.0,never smoked,0 +Male,55.0,0,0,True,Govt_job,Urban,169.35750000000002,22.3,never smoked,0 +Female,74.0,0,0,True,Self-employed,Urban,68.18,27.3,formerly smoked,0 +Female,0.48,0,0,False,children,Rural,118.75,17.4,Unknown,0 +Female,41.0,0,1,False,Private,Rural,169.35750000000002,39.0,formerly smoked,0 +Male,68.0,0,1,True,Private,Rural,96.14,26.7,never smoked,0 +Male,9.0,0,0,False,children,Urban,69.52,24.2,Unknown,0 +Female,36.0,0,0,True,Private,Rural,101.93,22.8,smokes,0 +Male,17.0,0,0,False,Private,Urban,71.58,25.6,Unknown,0 +Male,24.0,0,0,True,Private,Urban,83.1,21.9,smokes,0 +Female,69.0,0,0,True,Self-employed,Rural,110.96,25.9,never smoked,0 +Male,38.0,0,0,True,Govt_job,Urban,122.83,30.6,Unknown,0 +Female,69.0,0,0,True,Private,Urban,91.65,25.7,formerly smoked,0 +Female,32.0,0,0,False,Private,Urban,84.1,33.3,Unknown,0 +Female,25.0,0,0,False,Private,Rural,118.85,23.8,smokes,0 +Male,2.0,0,0,False,children,Urban,89.32,17.2,Unknown,0 +Male,79.0,0,0,False,Self-employed,Urban,128.72,31.0,Unknown,0 +Female,28.0,0,0,True,Private,Urban,98.05,24.7,never smoked,0 +Female,16.0,0,0,False,Never_worked,Urban,102.1,27.1,never smoked,0 +Male,31.0,0,0,True,Private,Urban,108.62,28.1,smokes,0 +Male,66.0,0,0,True,Self-employed,Urban,96.19,38.3,smokes,0 +Female,57.0,1,0,True,Private,Urban,98.07,46.29999999999999,formerly smoked,0 +Female,61.0,0,0,True,Private,Rural,71.4,29.2,formerly smoked,0 +Female,74.0,0,0,True,Self-employed,Rural,82.27,23.6,formerly smoked,0 +Female,70.0,0,0,True,Govt_job,Rural,158.33,33.5,never smoked,0 +Female,8.0,0,0,False,children,Rural,102.5,16.3,Unknown,0 +Female,49.0,0,0,True,Private,Urban,72.18,30.8,Unknown,0 +Male,30.0,0,0,True,Govt_job,Urban,95.94,31.1,never smoked,0 +Male,51.0,0,0,False,Self-employed,Rural,87.15,26.4,formerly smoked,0 +Female,10.0,0,0,False,children,Urban,82.59,18.6,formerly smoked,0 +Female,34.0,0,0,True,Private,Rural,89.31,37.3,formerly smoked,0 +Male,40.0,0,0,True,Private,Rural,64.84,26.6,never smoked,0 +Male,3.0,0,0,False,children,Urban,107.52,17.6,Unknown,0 +Female,45.0,0,0,True,Self-employed,Urban,92.76,22.3,Unknown,0 +Male,4.0,0,0,False,children,Urban,79.16,20.2,Unknown,0 +Male,52.0,0,1,True,Private,Urban,87.0,30.9,never smoked,0 +Male,68.0,0,1,True,Private,Rural,145.25,31.5,never smoked,0 +Female,8.0,0,0,False,children,Urban,125.14,29.7,Unknown,0 +Female,82.0,0,1,True,Self-employed,Rural,88.6,32.5,Unknown,0 +Male,36.0,0,0,True,Govt_job,Urban,57.59,32.8,Unknown,0 +Female,42.0,0,0,True,Govt_job,Urban,59.43,25.4,never smoked,0 +Female,27.0,0,0,False,Govt_job,Rural,65.43,27.2,Unknown,0 +Male,55.0,0,0,True,Govt_job,Urban,154.03,31.6,smokes,0 +Female,31.0,0,0,True,Self-employed,Rural,139.81,39.6,never smoked,0 +Male,82.0,0,0,True,Self-employed,Urban,111.81,19.8,formerly smoked,0 +Female,57.0,0,0,True,Self-employed,Urban,106.84,29.6,never smoked,0 +Female,78.0,0,1,True,Private,Rural,169.35750000000002,25.5,formerly smoked,0 +Male,55.0,0,0,True,Self-employed,Urban,69.97,25.8,formerly smoked,0 +Male,51.0,0,0,True,Private,Rural,77.07,32.1,formerly smoked,0 +Male,80.0,0,0,False,Private,Urban,59.49,25.6,Unknown,0 +Female,17.0,0,0,False,Private,Rural,109.39,26.3,never smoked,0 +Female,61.0,0,0,True,Private,Rural,93.97,39.4,Unknown,0 +Female,62.0,0,0,True,Govt_job,Urban,163.17,25.6,never smoked,0 +Female,14.0,0,0,False,Self-employed,Urban,124.39,34.0,Unknown,0 +Female,62.0,0,0,True,Private,Urban,169.35750000000002,35.8,never smoked,0 +Female,56.0,0,0,False,Self-employed,Urban,128.63,24.9,smokes,0 +Male,41.0,0,0,True,Govt_job,Urban,84.1,29.3,never smoked,0 +Female,59.0,0,0,True,Self-employed,Urban,77.6,23.4,Unknown,0 +Male,29.0,0,0,True,Private,Urban,70.51,24.5,Unknown,0 +Male,39.0,0,0,True,Private,Rural,109.19,29.8,Unknown,0 +Male,66.0,0,0,True,Self-employed,Rural,55.23,28.9,Unknown,0 +Female,35.0,0,0,True,Private,Urban,120.15,27.3,never smoked,0 +Female,36.0,0,0,True,Private,Urban,72.16,23.2,never smoked,0 +Male,35.0,0,0,True,Private,Rural,95.89,34.2,Unknown,0 +Male,26.0,0,0,False,Private,Urban,64.68,23.3,smokes,0 +Female,31.0,0,0,False,Private,Rural,70.51,26.9,formerly smoked,0 +Female,56.0,0,0,True,Self-employed,Rural,81.77,21.8,never smoked,0 +Female,36.0,0,0,True,Govt_job,Urban,66.47,26.9,never smoked,0 +Female,41.0,0,0,True,Govt_job,Rural,146.08,29.9,never smoked,0 +Female,50.0,0,0,True,Private,Urban,91.68,22.4,never smoked,0 +Female,42.0,0,0,True,Private,Rural,108.96,27.5,never smoked,0 +Male,79.0,0,0,True,Self-employed,Urban,113.41,35.0,never smoked,0 +Male,57.0,0,0,True,Private,Urban,111.08,27.9,never smoked,0 +Male,68.0,0,1,True,Private,Urban,169.35750000000002,25.5,Unknown,0 +Female,25.0,0,0,True,Private,Rural,78.5,28.6,never smoked,0 +Male,69.0,0,0,True,Private,Urban,89.06,34.8,formerly smoked,0 +Female,42.0,0,0,True,Private,Urban,74.8,46.29999999999999,Unknown,0 +Male,37.0,0,0,True,Govt_job,Rural,80.2,30.9,never smoked,0 +Female,2.0,0,0,False,children,Rural,76.52,14.8,Unknown,0 +Female,78.0,0,0,True,Self-employed,Rural,169.35750000000002,31.4,formerly smoked,0 +Female,36.0,0,0,True,Private,Urban,99.72,22.3,smokes,0 +Male,10.0,0,0,False,children,Urban,102.97,19.1,Unknown,0 +Male,39.0,1,0,True,Private,Rural,169.35750000000002,27.4,Unknown,0 +Male,4.0,0,0,False,children,Urban,98.56,17.5,Unknown,0 +Female,48.0,0,0,True,Private,Urban,86.06,36.2,never smoked,0 +Male,72.0,0,0,True,Self-employed,Urban,123.08,25.4,smokes,0 +Male,63.0,0,1,False,Private,Urban,75.0,25.7,smokes,0 +Female,28.0,0,0,True,Private,Rural,105.9,28.6,smokes,0 +Female,80.0,0,0,True,Self-employed,Urban,73.87,33.7,never smoked,0 +Male,49.0,0,0,True,Private,Rural,78.04,37.9,never smoked,0 +Male,57.0,0,0,False,Private,Urban,107.74,28.4,Unknown,0 +Female,59.0,0,0,True,Private,Rural,60.64,20.0,never smoked,0 +Female,43.0,0,0,True,Private,Rural,82.57,29.1,never smoked,0 +Female,47.0,0,0,True,Private,Rural,115.98,27.6,Unknown,0 +Male,54.0,0,0,True,Self-employed,Rural,110.38,27.6,formerly smoked,0 +Male,57.0,0,0,True,Private,Rural,92.59,24.2,Unknown,0 +Male,56.0,0,0,True,Private,Urban,82.64,31.0,never smoked,0 +Male,66.0,0,1,False,Govt_job,Urban,70.28,34.5,never smoked,0 +Male,18.0,0,0,False,Govt_job,Urban,106.54,27.0,never smoked,0 +Female,81.0,1,1,True,Self-employed,Urban,59.11,20.7,formerly smoked,0 +Male,30.0,0,0,True,Private,Rural,58.89,26.1,formerly smoked,0 +Male,8.0,0,0,False,children,Urban,129.66,19.2,Unknown,0 +Male,55.0,0,0,True,Self-employed,Rural,73.57,28.0,smokes,0 +Male,79.0,1,0,True,Self-employed,Urban,72.04,23.6,formerly smoked,0 +Female,49.0,0,0,True,Private,Rural,125.63,46.29999999999999,Unknown,0 +Female,53.0,1,0,True,Private,Rural,77.94,33.0,never smoked,0 +Female,26.0,0,0,True,Private,Urban,68.99,22.2,never smoked,0 +Female,14.0,0,0,False,children,Rural,111.76,24.8,Unknown,0 +Male,25.0,0,0,False,Private,Rural,65.36,24.7,never smoked,0 +Female,20.0,0,0,False,Private,Urban,80.27,27.9,never smoked,0 +Female,18.0,0,0,False,Never_worked,Urban,81.73,21.6,never smoked,0 +Male,38.0,0,0,True,Private,Rural,79.22,34.8,smokes,0 +Female,72.0,0,1,True,Self-employed,Urban,142.63,32.9,smokes,0 +Female,52.0,0,0,True,Private,Rural,97.05,28.0,Unknown,0 +Female,82.0,1,0,True,Private,Urban,169.35750000000002,28.1,formerly smoked,0 +Male,71.0,0,1,True,Private,Rural,70.38,25.0,smokes,0 +Male,46.0,0,0,True,Private,Rural,114.46,24.7,formerly smoked,0 +Female,33.0,0,0,True,Private,Urban,64.62,27.3,never smoked,0 +Female,37.0,0,0,True,Private,Urban,94.12,34.2,Unknown,0 +Female,54.0,0,0,True,Private,Rural,70.19,39.1,smokes,0 +Female,5.0,0,0,False,children,Urban,55.35,22.7,Unknown,0 +Male,45.0,0,0,True,Private,Urban,115.52,33.9,formerly smoked,0 +Male,14.0,0,0,False,children,Urban,60.7,18.6,Unknown,0 +Male,5.0,0,0,False,children,Urban,69.24,16.7,Unknown,0 +Female,35.0,0,0,True,Self-employed,Urban,103.29,20.6,never smoked,0 +Female,20.0,0,0,True,Private,Rural,92.74,20.1,Unknown,0 +Male,51.0,0,0,True,Private,Rural,169.35750000000002,45.2,never smoked,0 +Male,40.0,0,0,True,Govt_job,Urban,82.46,25.3,smokes,0 +Female,79.0,0,0,True,Govt_job,Urban,63.57,32.4,never smoked,0 +Male,61.0,0,0,True,Self-employed,Urban,73.24,34.9,never smoked,0 +Male,33.0,0,0,True,Private,Urban,78.43,43.7,smokes,0 +Female,27.0,0,0,True,Private,Urban,57.46,23.0,smokes,0 +Female,28.0,0,0,False,Private,Rural,104.16,21.5,never smoked,0 +Female,67.0,0,0,True,Self-employed,Rural,110.42,24.9,never smoked,0 +Female,35.0,0,0,True,Private,Rural,119.4,22.9,never smoked,0 +Female,78.0,0,0,True,Private,Urban,119.13,25.0,never smoked,0 +Female,20.0,0,0,False,Private,Rural,120.22,21.3,never smoked,0 +Female,43.0,0,0,True,Private,Urban,80.8,46.1,never smoked,0 +Female,27.0,0,0,True,Private,Rural,57.96,46.29999999999999,never smoked,0 +Female,45.0,0,0,True,Private,Urban,81.24,37.0,never smoked,0 +Female,11.0,0,0,False,children,Urban,88.79,21.3,never smoked,0 +Female,31.0,0,0,True,Private,Rural,70.91,28.3,never smoked,0 +Female,30.0,0,0,False,Private,Rural,87.12,31.1,smokes,0 +Female,27.0,0,0,False,Private,Urban,126.09,25.1,Unknown,0 +Female,34.0,0,0,True,Private,Urban,76.42,27.6,smokes,0 +Male,19.0,0,0,False,Private,Rural,56.33,29.4,Unknown,0 +Female,3.0,0,0,False,children,Rural,131.81,14.1,Unknown,0 +Male,53.0,0,1,True,Private,Rural,95.23,35.2,smokes,0 +Male,81.0,0,0,True,Self-employed,Urban,71.18,23.9,formerly smoked,0 +Female,44.0,0,0,True,Private,Rural,87.71,34.0,formerly smoked,0 +Female,59.0,0,0,True,Self-employed,Rural,115.68,27.1,Unknown,0 +Male,43.0,0,0,True,Private,Rural,169.35750000000002,29.5,formerly smoked,0 +Male,32.0,1,0,False,Private,Rural,74.43,28.1,Unknown,0 +Female,5.0,0,0,False,children,Rural,75.1,20.7,Unknown,0 +Female,31.0,0,0,True,Private,Rural,69.72,39.5,smokes,0 +Male,47.0,0,0,True,Private,Urban,111.84,33.7,Unknown,0 +Female,12.0,0,0,False,children,Rural,111.08,23.2,never smoked,0 +Male,40.0,0,0,True,Private,Rural,169.35750000000002,30.1,Unknown,0 +Female,49.0,0,0,True,Govt_job,Urban,68.68,28.8,never smoked,0 +Male,38.0,1,0,True,Private,Rural,56.9,46.29999999999999,never smoked,0 +Female,15.0,0,0,False,children,Urban,91.16,38.0,never smoked,0 +Female,81.0,0,1,False,Self-employed,Urban,99.44,27.7,Unknown,0 +Male,48.0,0,0,True,Private,Urban,78.85,43.2,never smoked,0 +Female,24.0,0,0,False,Private,Rural,123.89,24.1,smokes,0 +Male,47.0,0,0,True,Self-employed,Rural,90.44,28.7,never smoked,0 +Female,13.0,0,0,False,children,Rural,138.44,34.8,Unknown,0 +Female,16.0,0,0,False,Private,Urban,75.06,23.5,never smoked,0 +Male,64.0,1,0,True,Self-employed,Rural,85.66,28.5,never smoked,0 +Female,11.0,0,0,False,children,Urban,102.76,20.3,Unknown,0 +Female,55.0,0,0,True,Govt_job,Urban,71.79,43.0,formerly smoked,0 +Male,38.0,0,0,True,Private,Urban,167.16,18.3,never smoked,0 +Male,37.0,0,0,True,Private,Rural,131.05,27.2,never smoked,0 +Female,34.0,0,0,True,Private,Rural,86.92,22.0,Unknown,0 +Female,52.0,0,0,True,Self-employed,Rural,59.62,46.29999999999999,Unknown,0 +Female,50.0,0,0,True,Private,Urban,103.72,35.4,formerly smoked,0 +Female,37.0,0,0,True,Private,Rural,77.1,46.29999999999999,Unknown,0 +Female,55.0,0,0,True,Self-employed,Rural,94.75,27.9,smokes,0 +Female,2.0,0,0,False,children,Rural,77.72,19.8,Unknown,0 +Male,68.0,0,0,True,Self-employed,Rural,76.09,26.0,smokes,0 +Female,27.0,0,0,False,Private,Urban,61.8,26.8,formerly smoked,0 +Female,17.0,0,0,False,Private,Urban,92.97,28.1,formerly smoked,0 +Female,53.0,1,0,True,Govt_job,Urban,83.73,32.5,never smoked,0 +Male,5.0,0,0,False,children,Rural,79.33,15.0,Unknown,0 +Female,3.0,0,0,False,children,Rural,108.32,14.2,Unknown,0 +Female,20.0,0,0,False,Private,Rural,103.65,17.0,formerly smoked,0 +Male,19.0,0,0,False,Private,Rural,86.19,26.2,never smoked,0 +Female,31.0,0,0,True,Private,Urban,131.42,24.9,smokes,0 +Female,63.0,0,0,True,Self-employed,Urban,69.46,26.6,never smoked,0 +Female,49.0,0,1,True,Private,Rural,76.78,22.7,smokes,0 +Female,72.0,0,0,True,Self-employed,Urban,103.78,32.7,formerly smoked,0 +Female,50.0,1,0,True,Private,Urban,169.35750000000002,36.7,smokes,0 +Male,41.0,0,0,True,Self-employed,Rural,93.52,31.5,Unknown,0 +Male,40.0,0,0,True,Govt_job,Urban,115.07,36.9,never smoked,0 +Male,17.0,0,0,False,Private,Rural,69.45,27.6,Unknown,0 +Male,3.0,0,0,False,children,Rural,81.0,20.7,Unknown,0 +Female,33.0,0,0,False,Private,Urban,83.16,20.2,Unknown,0 +Female,12.0,0,0,False,children,Rural,108.63,23.4,never smoked,0 +Male,23.0,0,0,False,Private,Rural,88.06,25.3,Unknown,0 +Male,31.0,0,0,False,Govt_job,Rural,80.57,28.2,formerly smoked,0 +Female,65.0,0,0,True,Self-employed,Urban,169.35750000000002,27.0,smokes,0 +Female,43.0,0,0,True,Private,Urban,57.79,24.8,smokes,0 +Female,22.0,0,0,False,Private,Urban,87.4,34.8,never smoked,0 +Male,7.0,0,0,False,children,Urban,76.63,17.3,Unknown,0 +Female,81.0,0,0,True,Self-employed,Rural,58.01,27.8,never smoked,0 +Female,10.0,0,0,False,children,Urban,77.43,16.2,Unknown,0 +Female,18.0,0,0,False,Private,Rural,101.12,28.1,smokes,0 +Female,5.0,0,0,False,children,Rural,64.45,21.7,Unknown,0 +Female,24.0,0,0,False,Self-employed,Urban,79.42,21.4,never smoked,0 +Female,45.0,0,0,True,Self-employed,Urban,82.94,29.3,Unknown,0 +Female,46.0,1,0,True,Private,Rural,81.58,36.2,never smoked,0 +Male,64.0,0,0,True,Private,Urban,62.21,28.3,Unknown,0 +Male,25.0,0,0,False,Private,Rural,169.35750000000002,23.5,never smoked,0 +Female,12.0,0,0,False,children,Urban,116.06,25.9,Unknown,0 +Male,81.0,1,0,True,Private,Urban,117.77,27.1,never smoked,0 +Male,65.0,0,0,True,Self-employed,Urban,66.69,21.5,never smoked,0 +Female,40.0,0,0,True,Private,Rural,122.23,30.5,Unknown,0 +Male,81.0,0,0,False,Private,Urban,168.68,23.4,formerly smoked,0 +Male,36.0,0,0,True,Private,Rural,119.9,37.6,never smoked,0 +Female,32.0,0,0,True,Self-employed,Urban,110.33,24.0,smokes,0 +Male,31.0,0,0,False,Private,Rural,77.95,25.1,never smoked,0 +Male,55.0,0,0,True,Private,Rural,80.35,28.7,smokes,0 +Male,39.0,0,0,True,Private,Urban,57.38,41.8,formerly smoked,0 +Female,17.0,0,0,False,Private,Urban,96.47,25.6,Unknown,0 +Female,31.0,0,0,False,Govt_job,Rural,70.66,27.2,never smoked,0 +Female,36.0,0,0,True,Self-employed,Urban,169.35750000000002,24.4,never smoked,0 +Female,5.0,0,0,False,children,Urban,91.3,20.7,Unknown,0 +Female,29.0,0,0,False,Self-employed,Rural,67.56,19.6,Unknown,0 +Female,2.0,0,0,False,children,Rural,126.12,24.8,Unknown,0 +Female,62.0,0,0,True,Self-employed,Urban,86.4,32.6,smokes,0 +Female,45.0,0,0,True,Govt_job,Urban,103.22,20.5,never smoked,0 +Female,18.0,0,0,False,Private,Rural,88.85,36.2,Unknown,0 +Female,29.0,0,0,True,Private,Urban,63.9,45.4,smokes,0 +Female,52.0,0,0,True,Private,Urban,81.32,27.6,formerly smoked,0 +Male,59.0,1,0,True,Govt_job,Rural,169.35750000000002,28.1,formerly smoked,0 +Male,69.0,1,1,True,Private,Urban,78.11,34.7,formerly smoked,0 +Female,71.0,0,0,True,Private,Urban,134.65,32.4,Unknown,0 +Male,3.0,0,0,False,children,Rural,169.35750000000002,28.1,Unknown,0 +Male,33.0,0,0,True,Govt_job,Rural,77.94,28.7,never smoked,0 +Female,43.0,1,0,True,Govt_job,Rural,56.94,45.3,Unknown,0 +Male,39.0,0,0,True,Private,Rural,117.03,40.3,formerly smoked,0 +Female,60.0,0,0,True,Private,Rural,169.35750000000002,38.9,never smoked,0 +Female,54.0,0,0,True,Govt_job,Rural,169.35750000000002,46.0,never smoked,0 +Male,61.0,0,0,True,Self-employed,Rural,84.43,32.4,smokes,0 +Male,0.24,0,0,False,children,Urban,57.09,19.4,Unknown,0 +Female,11.0,0,0,False,children,Urban,94.89,27.5,never smoked,0 +Female,75.0,0,0,True,Govt_job,Rural,132.46,26.2,Unknown,0 +Female,64.0,0,0,True,Private,Rural,75.13,31.1,formerly smoked,0 +Female,78.0,0,0,False,Govt_job,Rural,76.64,34.6,never smoked,0 +Female,14.0,0,0,False,Private,Rural,91.32,24.3,never smoked,0 +Female,66.0,0,0,True,Self-employed,Rural,85.9,34.6,never smoked,0 +Male,48.0,0,0,True,Private,Urban,76.19,28.5,never smoked,0 +Female,44.0,0,0,True,Private,Rural,85.77,32.1,Unknown,0 +Male,30.0,0,0,False,Private,Urban,63.42,28.0,never smoked,0 +Male,1.48,0,0,False,children,Rural,112.02,20.9,Unknown,0 +Female,61.0,0,0,True,Self-employed,Urban,169.35750000000002,33.8,never smoked,0 +Female,54.0,0,0,True,Govt_job,Urban,98.44,25.8,formerly smoked,0 +Female,22.0,0,0,False,Govt_job,Urban,79.57,31.8,Unknown,0 +Male,47.0,0,0,True,Private,Urban,63.98,26.8,smokes,0 +Female,67.0,0,0,True,Private,Urban,101.46,25.9,formerly smoked,0 +Male,53.0,0,0,True,Private,Urban,74.66,29.2,smokes,0 +Female,45.0,0,0,True,Govt_job,Rural,68.66,25.3,never smoked,0 +Female,65.0,0,0,True,Private,Rural,169.35750000000002,41.7,never smoked,0 +Male,39.0,1,0,True,Private,Rural,111.24,38.8,never smoked,0 +Male,57.0,0,0,True,Private,Urban,134.76,29.1,Unknown,0 +Female,45.0,0,0,True,Self-employed,Urban,110.1,30.9,never smoked,0 +Female,28.0,0,0,True,Private,Urban,100.8,39.3,formerly smoked,0 +Male,30.0,0,0,False,Private,Urban,113.08,41.8,Unknown,0 +Female,31.0,0,0,True,Private,Urban,56.48,26.2,formerly smoked,0 +Female,70.0,0,0,True,Private,Urban,77.77,33.8,smokes,0 +Female,17.0,0,0,False,Private,Urban,104.02,26.1,Unknown,0 +Male,44.0,1,0,True,Self-employed,Rural,83.59,24.1,never smoked,0 +Male,65.0,0,0,True,Self-employed,Urban,169.35750000000002,30.7,formerly smoked,0 +Male,6.0,0,0,False,children,Urban,91.89,22.4,Unknown,0 +Male,15.0,0,0,False,children,Rural,78.9,23.0,Unknown,0 +Female,80.0,0,0,False,Self-employed,Rural,169.35750000000002,30.2,formerly smoked,0 +Male,54.0,0,0,True,Govt_job,Rural,169.35750000000002,30.3,formerly smoked,0 +Female,79.0,0,0,True,Self-employed,Rural,83.7,28.7,never smoked,0 +Female,60.0,1,0,True,Private,Rural,169.35750000000002,36.3,smokes,0 +Female,12.0,0,0,False,children,Rural,73.99,16.3,Unknown,0 +Female,36.0,0,0,False,Private,Urban,169.35750000000002,34.5,never smoked,0 +Female,54.0,0,0,True,Self-employed,Urban,70.43,20.8,smokes,0 +Male,63.0,0,0,True,Private,Urban,74.39,31.0,formerly smoked,0 +Female,2.0,0,0,False,children,Urban,102.92,17.6,Unknown,0 +Female,28.0,0,0,False,Private,Urban,87.91,22.7,formerly smoked,0 +Female,38.0,1,0,True,Private,Rural,118.55,38.4,smokes,0 +Male,37.0,0,0,True,Private,Urban,169.35750000000002,40.8,smokes,0 +Male,80.0,0,1,True,Private,Rural,125.32,32.9,Unknown,0 +Male,43.0,0,0,False,Private,Urban,78.98,31.3,formerly smoked,0 +Male,60.0,1,0,True,Govt_job,Rural,100.2,28.5,smokes,0 +Female,66.0,0,0,True,Private,Rural,169.35750000000002,27.6,never smoked,0 +Female,45.0,0,0,True,Govt_job,Rural,95.24,40.2,Unknown,0 +Female,29.0,0,0,False,Private,Urban,56.64,24.7,never smoked,0 +Male,4.0,0,0,False,children,Urban,80.48,17.7,Unknown,0 +Female,48.0,0,0,True,Private,Urban,112.96,25.4,never smoked,0 +Female,68.0,0,0,True,Private,Rural,169.35750000000002,28.5,never smoked,0 +Female,57.0,0,0,True,Private,Urban,73.0,26.2,never smoked,0 +Female,29.0,0,0,False,Private,Urban,61.13,26.0,never smoked,0 +Female,30.0,0,0,True,Private,Urban,88.56,45.3,never smoked,0 +Female,47.0,0,0,True,Self-employed,Rural,66.16,31.5,never smoked,0 +Female,73.0,0,0,True,Private,Rural,88.98,20.6,smokes,0 +Female,66.0,0,0,True,Self-employed,Urban,94.39,29.4,Unknown,0 +Female,39.0,0,0,True,Private,Urban,87.39,46.29999999999999,never smoked,0 +Male,66.0,0,0,False,Govt_job,Rural,77.91,39.1,Unknown,0 +Female,52.0,0,0,True,Private,Urban,86.85,23.8,formerly smoked,0 +Female,34.0,0,0,False,Private,Rural,94.37,38.1,never smoked,0 +Female,79.0,1,0,True,Self-employed,Rural,76.64,19.5,never smoked,0 +Female,39.0,0,0,True,Private,Urban,169.35750000000002,35.5,smokes,0 +Male,61.0,0,0,True,Govt_job,Urban,107.33,26.4,formerly smoked,0 +Female,26.0,0,0,False,Private,Urban,80.94,22.2,smokes,0 +Female,37.0,0,0,False,Private,Rural,112.02,29.1,Unknown,0 +Female,66.0,0,1,True,Private,Rural,169.35750000000002,41.9,formerly smoked,0 +Female,16.0,0,0,False,Private,Urban,89.14,22.6,formerly smoked,0 +Female,51.0,1,0,True,Govt_job,Urban,69.94,33.3,smokes,0 +Male,15.0,0,0,False,Private,Urban,55.79,21.3,never smoked,0 +Male,1.72,0,0,False,children,Urban,73.08,20.4,Unknown,0 +Male,60.0,0,0,True,Private,Urban,96.02,28.7,Unknown,0 +Male,66.0,0,0,True,Self-employed,Rural,169.35750000000002,28.8,formerly smoked,0 +Female,75.0,0,0,True,Govt_job,Urban,89.68,38.7,never smoked,0 +Female,40.0,0,0,True,Private,Urban,101.06,32.3,smokes,0 +Female,52.0,0,0,True,Govt_job,Rural,62.66,37.9,Unknown,0 +Female,13.0,0,0,False,children,Urban,84.03,25.3,Unknown,0 +Female,44.0,0,0,True,Govt_job,Rural,108.38,27.7,Unknown,0 +Female,37.0,0,0,False,Private,Rural,78.79,25.1,Unknown,0 +Male,2.0,0,0,False,children,Rural,76.12,16.8,Unknown,0 +Female,48.0,0,0,True,Private,Rural,68.01,27.7,never smoked,0 +Female,81.0,0,1,True,Govt_job,Urban,90.11,28.6,never smoked,0 +Female,76.0,0,0,True,Self-employed,Urban,169.35750000000002,37.6,never smoked,0 +Female,58.0,0,0,True,Govt_job,Rural,169.35750000000002,32.7,Unknown,0 +Female,11.0,0,0,False,children,Rural,94.77,22.7,Unknown,0 +Female,9.0,0,0,False,children,Urban,85.0,16.0,Unknown,0 +Male,54.0,0,0,True,Private,Urban,141.37,23.5,never smoked,0 +Female,37.0,0,0,False,Self-employed,Urban,90.71,45.8,Unknown,0 +Female,16.0,0,0,False,Private,Rural,106.8,20.8,never smoked,0 +Male,11.0,0,0,False,children,Rural,121.66,16.7,Unknown,0 +Female,32.0,0,0,True,Private,Urban,85.18,22.2,smokes,0 +Female,26.0,0,0,False,Private,Rural,130.07,33.1,never smoked,0 +Female,21.0,0,0,False,Private,Rural,74.24,32.7,never smoked,0 +Female,45.0,0,0,True,Govt_job,Urban,79.98,41.4,never smoked,0 +Female,40.0,0,0,True,Self-employed,Urban,106.76,24.1,formerly smoked,0 +Female,41.0,0,0,True,Private,Urban,76.34,28.0,Unknown,0 +Female,71.0,1,1,True,Private,Rural,169.35750000000002,24.2,Unknown,0 +Male,16.0,0,0,False,Private,Urban,80.55,23.5,smokes,0 +Female,7.0,0,0,False,children,Rural,63.98,23.0,Unknown,0 +Female,27.0,0,0,False,Private,Rural,55.93,20.3,smokes,0 +Female,22.0,0,0,True,Private,Rural,73.94,24.8,Unknown,0 +Female,79.0,0,0,True,Self-employed,Rural,65.58,26.1,Unknown,0 +Female,38.0,0,0,True,Private,Rural,83.8,24.2,smokes,0 +Female,64.0,0,0,True,Private,Urban,95.87,19.3,formerly smoked,0 +Male,4.0,0,0,False,children,Rural,112.83,18.2,Unknown,0 +Female,23.0,0,0,True,Govt_job,Rural,84.93,24.2,never smoked,0 +Male,35.0,0,0,True,Govt_job,Rural,103.08,41.5,smokes,0 +Male,66.0,0,0,True,Self-employed,Rural,85.98,28.0,Unknown,0 +Male,34.0,0,0,True,Private,Urban,83.75,37.0,never smoked,0 +Female,19.0,0,0,False,Private,Urban,125.43,32.2,Unknown,0 +Male,73.0,0,0,True,Private,Urban,101.58,35.9,never smoked,0 +Female,70.0,0,0,True,Private,Rural,149.8,46.29999999999999,Unknown,0 +Female,45.0,0,0,True,Private,Rural,112.55,32.1,never smoked,0 +Female,34.0,0,0,False,Private,Urban,70.87,46.29999999999999,formerly smoked,0 +Male,81.0,0,0,True,Private,Rural,92.96,22.2,never smoked,0 +Female,0.72,0,0,False,children,Rural,112.19,20.1,Unknown,0 +Male,13.0,0,0,False,Never_worked,Urban,85.08,14.6,Unknown,0 +Male,57.0,0,1,True,Self-employed,Urban,112.37,28.4,never smoked,0 +Female,38.0,0,0,True,Private,Urban,151.26,20.6,never smoked,0 +Male,21.0,0,0,False,Private,Urban,73.81,19.8,Unknown,0 +Female,38.0,0,0,True,Private,Urban,77.2,23.4,Unknown,0 +Female,41.0,0,0,False,Private,Urban,76.08,25.1,never smoked,0 +Female,26.0,0,0,True,Private,Rural,123.98,30.1,never smoked,0 +Female,48.0,0,0,True,Self-employed,Urban,108.51,33.3,Unknown,0 +Male,18.0,0,0,False,Private,Rural,98.07,24.0,never smoked,0 +Male,66.0,0,0,True,Self-employed,Urban,85.82,27.8,never smoked,0 +Female,27.0,0,0,False,Private,Rural,86.21,21.4,Unknown,0 +Female,18.0,0,0,False,Private,Urban,99.01,25.5,formerly smoked,0 +Female,20.0,0,0,False,Govt_job,Rural,79.53,28.1,never smoked,0 +Male,11.0,0,0,False,children,Rural,80.08,21.8,never smoked,0 +Female,7.0,0,0,False,children,Rural,69.47,18.9,Unknown,0 +Female,54.0,0,0,False,Private,Urban,85.07,21.9,Unknown,0 +Male,43.0,0,0,True,Govt_job,Rural,88.0,30.6,never smoked,0 +Female,61.0,0,0,True,Private,Rural,144.14,29.8,never smoked,0 +Male,31.0,0,0,False,Private,Urban,78.8,28.7,smokes,0 +Female,40.0,0,0,True,Private,Urban,86.78,35.5,smokes,0 +Female,71.0,1,0,True,Govt_job,Rural,105.72,29.1,formerly smoked,0 +Female,57.0,0,0,True,Private,Rural,64.37,32.8,never smoked,0 +Female,13.0,0,0,False,children,Rural,146.1,22.8,never smoked,0 +Female,21.0,0,0,False,Private,Urban,58.66,31.3,never smoked,0 +Female,63.0,1,0,True,Govt_job,Urban,169.35750000000002,29.0,never smoked,0 +Male,7.0,0,0,False,children,Rural,103.5,19.0,Unknown,0 +Female,78.0,0,0,True,Private,Urban,89.42,24.1,never smoked,0 +Female,66.0,0,0,True,Self-employed,Rural,169.35750000000002,21.4,never smoked,0 +Male,41.0,0,0,False,Self-employed,Rural,60.73,28.0,never smoked,0 +Male,11.0,0,0,False,children,Urban,73.18,27.6,never smoked,0 +Male,55.0,0,0,True,Private,Urban,82.26,28.7,Unknown,0 +Female,42.0,0,0,True,Private,Urban,87.4,24.5,formerly smoked,0 +Male,51.0,0,0,True,Private,Rural,86.95,25.0,formerly smoked,0 +Female,79.0,1,0,True,Self-employed,Rural,74.0,29.6,never smoked,0 +Male,28.0,0,0,True,Self-employed,Urban,73.98,29.9,never smoked,0 +Female,73.0,1,0,True,Self-employed,Rural,124.78,35.6,never smoked,0 +Female,42.0,0,0,True,Private,Urban,169.35750000000002,27.9,never smoked,0 +Female,37.0,0,0,True,Private,Urban,169.35750000000002,42.6,never smoked,0 +Male,78.0,0,0,True,Private,Rural,83.2,21.2,formerly smoked,0 +Female,74.0,0,0,True,Self-employed,Urban,88.62,28.5,formerly smoked,0 +Female,59.0,0,0,True,Private,Urban,81.51,25.6,formerly smoked,0 +Female,78.0,0,0,True,Govt_job,Urban,101.76,28.1,smokes,0 +Female,82.0,1,0,True,Private,Urban,115.71,31.1,formerly smoked,0 +Male,71.0,1,0,True,Private,Rural,169.35750000000002,30.4,never smoked,0 +Female,19.0,0,0,False,Private,Rural,57.4,22.9,Unknown,0 +Male,18.0,0,0,False,Private,Rural,100.47,31.9,never smoked,0 +Female,53.0,0,0,True,Govt_job,Rural,81.36,46.29999999999999,never smoked,0 +Female,62.0,1,0,True,Self-employed,Rural,169.35750000000002,43.0,formerly smoked,0 +Male,3.0,0,0,False,children,Rural,110.2,21.8,Unknown,0 +Female,49.0,1,0,True,Govt_job,Rural,98.9,35.5,never smoked,0 +Male,51.0,0,0,True,Govt_job,Rural,95.19,24.3,smokes,0 +Female,53.0,0,0,True,Private,Rural,105.28,23.1,never smoked,0 +Female,10.0,0,0,False,children,Rural,83.03,18.5,Unknown,0 +Male,54.0,0,0,True,Private,Rural,89.41,42.4,smokes,0 +Female,40.0,0,0,False,Govt_job,Rural,70.56,32.3,never smoked,0 +Female,3.0,0,0,False,children,Urban,78.79,22.6,Unknown,0 +Female,12.0,0,0,False,children,Rural,70.13,17.8,Unknown,0 +Male,56.0,0,0,True,Private,Rural,62.68,18.4,never smoked,0 +Female,43.0,0,0,False,Private,Urban,71.77,26.9,never smoked,0 +Female,28.0,0,0,False,Govt_job,Rural,77.99,32.0,smokes,0 +Male,28.0,0,0,False,Private,Urban,169.35750000000002,23.4,formerly smoked,0 +Male,56.0,0,0,True,Private,Rural,93.72,31.4,never smoked,0 +Female,14.0,0,0,False,children,Urban,63.74,22.4,Unknown,0 +Female,63.0,0,0,True,Self-employed,Urban,60.67,28.9,formerly smoked,0 +Female,29.0,0,0,True,Private,Urban,112.08,27.4,never smoked,0 +Female,48.0,1,0,True,Govt_job,Rural,169.35750000000002,46.29999999999999,never smoked,0 +Male,47.0,0,1,True,Govt_job,Urban,101.81,28.4,smokes,0 +Male,63.0,1,0,True,Private,Rural,60.17,23.5,smokes,0 +Male,40.0,0,0,True,Self-employed,Rural,65.29,28.3,never smoked,0 +Female,40.0,0,0,True,Private,Urban,153.24,38.2,Unknown,0 +Male,55.0,0,0,True,Private,Rural,61.42,33.3,smokes,0 +Female,43.0,0,0,True,Private,Urban,86.67,33.3,never smoked,0 +Female,59.0,0,0,True,Private,Rural,82.42,28.8,never smoked,0 +Female,78.0,1,0,True,Private,Rural,100.54,32.1,smokes,0 +Female,27.0,0,0,False,Private,Urban,111.48,28.9,never smoked,0 +Female,49.0,0,0,True,Private,Urban,85.33,25.5,never smoked,0 +Male,14.0,0,0,False,Private,Urban,126.57,25.9,formerly smoked,0 +Female,17.0,0,0,False,Private,Urban,81.51,19.5,formerly smoked,0 +Male,42.0,0,0,True,Govt_job,Rural,67.97,23.8,Unknown,0 +Female,36.0,0,0,True,Self-employed,Urban,77.92,24.9,Unknown,0 +Male,19.0,0,0,False,Private,Urban,80.54,18.5,smokes,0 +Male,55.0,0,0,True,Self-employed,Urban,76.47,30.6,Unknown,0 +Female,8.0,0,0,False,children,Urban,87.15,16.1,Unknown,0 +Female,56.0,0,0,True,Govt_job,Urban,86.07,32.5,Unknown,0 +Male,54.0,0,0,False,Private,Rural,106.52,27.4,formerly smoked,0 +Male,15.0,0,0,False,children,Rural,94.24,30.2,Unknown,0 +Female,43.0,0,0,True,Self-employed,Urban,89.73,23.5,formerly smoked,0 +Male,52.0,0,0,True,Govt_job,Urban,169.35750000000002,36.0,formerly smoked,0 +Female,62.0,0,0,True,Self-employed,Rural,128.61,24.8,never smoked,0 +Male,54.0,0,0,True,Private,Rural,57.56,27.5,never smoked,0 +Male,60.0,0,0,True,Self-employed,Urban,169.35750000000002,40.0,formerly smoked,0 +Male,7.0,0,0,False,children,Urban,77.76,18.1,Unknown,0 +Male,3.0,0,0,False,children,Urban,72.76,18.8,Unknown,0 +Female,39.0,0,0,False,Private,Rural,90.11,23.6,never smoked,0 +Male,60.0,0,0,True,Govt_job,Rural,169.35750000000002,29.7,never smoked,0 +Female,60.0,1,0,True,Private,Urban,169.35750000000002,43.7,never smoked,0 +Female,46.0,0,0,True,Self-employed,Urban,71.12,27.3,never smoked,0 +Male,26.0,0,0,False,Private,Urban,169.35750000000002,20.2,never smoked,0 +Female,12.0,0,0,False,children,Rural,116.04,23.8,Unknown,0 +Male,16.0,0,0,False,Private,Urban,82.95,21.4,never smoked,0 +Female,2.0,0,0,False,children,Urban,112.75,25.1,Unknown,0 +Female,82.0,0,0,True,Private,Urban,82.63,17.9,smokes,0 +Female,32.0,0,0,True,Private,Urban,92.75,34.5,smokes,0 +Female,62.0,0,0,True,Private,Rural,117.63,27.1,formerly smoked,0 +Female,75.0,1,0,True,Self-employed,Rural,169.35750000000002,26.1,never smoked,0 +Female,81.0,1,0,True,Govt_job,Urban,169.35750000000002,43.4,never smoked,0 +Female,37.0,0,0,True,Private,Rural,76.03,33.2,never smoked,0 +Female,28.0,0,0,False,Private,Urban,62.44,37.2,Unknown,0 +Female,25.0,0,0,False,Private,Rural,108.82,41.3,smokes,0 +Male,44.0,0,0,True,Govt_job,Urban,101.66,35.4,never smoked,0 +Female,11.0,0,0,False,children,Rural,121.15,26.1,Unknown,0 +Male,54.0,1,0,True,Private,Rural,116.44,24.5,never smoked,0 +Male,52.0,1,0,True,Govt_job,Rural,116.62,28.1,smokes,0 +Female,43.0,0,0,True,Private,Urban,93.3,32.7,never smoked,0 +Female,56.0,0,0,True,Private,Urban,144.33,29.2,never smoked,0 +Female,37.0,0,0,True,Private,Urban,98.02,20.4,never smoked,0 +Male,60.0,0,0,True,Private,Urban,80.67,33.5,Unknown,0 +Female,4.0,0,0,False,children,Urban,94.27,14.0,Unknown,0 +Female,51.0,0,0,True,Self-employed,Rural,76.35,33.5,formerly smoked,0 +Male,82.0,0,1,True,Private,Urban,57.56,27.5,never smoked,0 +Female,56.0,0,0,True,Govt_job,Urban,169.35750000000002,35.3,Unknown,0 +Female,60.0,0,0,True,Private,Rural,63.49,30.1,never smoked,0 +Male,35.0,0,0,True,Private,Rural,145.18,32.6,smokes,0 +Female,32.0,0,0,True,Private,Rural,66.3,46.29999999999999,never smoked,0 +Female,45.0,0,0,False,Private,Rural,120.56,31.6,never smoked,0 +Male,10.0,0,0,False,children,Rural,69.2,23.5,formerly smoked,0 +Female,68.0,1,0,True,Private,Urban,150.74,40.3,Unknown,0 +Female,51.0,0,0,True,Govt_job,Urban,81.38,34.1,smokes,0 +Male,8.0,0,0,False,children,Urban,78.48,16.1,Unknown,0 +Female,63.0,0,0,True,Self-employed,Rural,169.35750000000002,26.4,never smoked,0 +Male,4.0,0,0,False,children,Urban,87.0,19.0,Unknown,0 +Female,33.0,0,0,True,Private,Rural,84.68,34.7,formerly smoked,0 +Female,56.0,0,1,True,Private,Urban,91.89,23.3,smokes,0 +Male,49.0,0,1,True,Govt_job,Rural,88.97,32.6,never smoked,0 +Female,30.0,0,0,True,Private,Urban,116.98,26.0,never smoked,0 +Male,16.0,0,0,False,children,Urban,135.82,35.1,never smoked,0 +Female,1.8,0,0,False,children,Rural,96.62,18.6,Unknown,0 +Male,54.0,0,0,True,Private,Rural,106.53,30.4,formerly smoked,0 +Male,49.0,0,0,True,Private,Rural,58.42,32.8,formerly smoked,0 +Female,17.0,0,0,False,Private,Rural,79.62,21.6,never smoked,0 +Male,11.0,0,0,False,children,Urban,141.84,23.3,Unknown,0 +Male,51.0,0,0,True,Private,Rural,78.05,31.4,never smoked,0 +Male,74.0,1,1,True,Private,Rural,77.16,26.3,never smoked,0 +Female,42.0,0,0,True,Private,Urban,86.3,20.1,never smoked,0 +Female,69.0,0,0,True,Self-employed,Urban,83.55,28.3,formerly smoked,0 +Female,22.0,0,0,False,Private,Rural,102.0,40.4,smokes,0 +Female,25.0,0,0,False,Private,Urban,68.07,18.6,smokes,0 +Male,17.0,0,0,False,Private,Rural,81.77,44.7,never smoked,0 +Male,64.0,0,0,False,Self-employed,Rural,82.62,25.3,smokes,0 +Female,50.0,0,0,True,Private,Urban,102.03,28.3,Unknown,0 +Male,52.0,1,0,True,Govt_job,Urban,169.35750000000002,39.9,formerly smoked,0 +Female,65.0,0,1,True,Private,Rural,57.52,28.1,formerly smoked,0 +Female,37.0,0,0,True,Govt_job,Urban,76.98,34.7,never smoked,0 +Female,31.0,0,0,True,Self-employed,Urban,82.31,31.9,never smoked,0 +Female,52.0,0,0,True,Private,Urban,83.84,35.0,Unknown,0 +Female,56.0,0,0,True,Self-employed,Urban,98.14,32.7,formerly smoked,0 +Female,43.0,0,0,True,Private,Rural,84.04,30.6,Unknown,0 +Male,11.0,0,0,False,children,Rural,92.24,27.9,Unknown,0 +Female,2.0,0,0,False,children,Urban,94.92,20.4,Unknown,0 +Female,16.0,0,0,False,Private,Rural,112.7,29.6,never smoked,0 +Male,23.0,0,0,False,Private,Urban,74.34,23.5,never smoked,0 +Female,40.0,0,0,True,Private,Urban,72.99,46.29999999999999,Unknown,0 +Male,15.0,0,0,False,Private,Urban,104.9,27.4,never smoked,0 +Male,48.0,0,0,True,Private,Rural,99.96,25.2,never smoked,0 +Male,33.0,0,0,True,Private,Urban,85.27,25.8,Unknown,0 +Male,46.0,0,0,True,Private,Urban,60.32,33.3,smokes,0 +Female,53.0,0,0,True,Private,Rural,94.14,27.7,smokes,0 +Male,68.0,0,0,True,Self-employed,Urban,169.35750000000002,28.9,never smoked,0 +Male,60.0,0,0,True,Govt_job,Rural,169.35750000000002,33.1,never smoked,0 +Male,57.0,0,0,False,Govt_job,Rural,90.31,38.1,smokes,0 +Female,51.0,0,0,True,Govt_job,Urban,95.33,27.9,never smoked,0 +Female,0.4,0,0,False,children,Rural,85.65,17.4,Unknown,0 +Female,76.0,0,0,True,Govt_job,Urban,169.35750000000002,27.1,smokes,0 +Female,46.0,0,0,True,Govt_job,Rural,76.43,22.7,Unknown,0 +Female,23.0,0,0,False,Private,Urban,98.66,28.3,Unknown,0 +Male,9.0,0,0,False,children,Urban,75.84,21.5,Unknown,0 +Female,53.0,0,0,True,Private,Urban,85.46,30.0,never smoked,0 +Male,4.0,0,0,False,children,Urban,81.33,18.6,Unknown,0 +Female,62.0,1,0,False,Private,Urban,169.35750000000002,45.2,Unknown,0 +Male,37.0,0,0,True,Private,Urban,169.35750000000002,39.7,Unknown,0 +Female,82.0,1,1,True,Self-employed,Urban,101.56,31.5,never smoked,0 +Female,33.0,0,0,True,Private,Urban,84.48,23.2,formerly smoked,0 +Male,3.0,0,0,False,children,Urban,93.21,27.3,Unknown,0 +Male,14.0,0,0,False,Private,Urban,72.88,26.5,never smoked,0 +Male,16.0,0,0,False,Private,Urban,84.1,19.3,Unknown,0 +Male,40.0,0,0,True,Govt_job,Rural,72.84,26.1,Unknown,0 +Female,18.0,0,0,False,Private,Urban,70.89,19.8,never smoked,0 +Female,29.0,0,0,True,Private,Rural,108.14,25.1,formerly smoked,0 +Female,56.0,0,0,True,Govt_job,Rural,169.35750000000002,37.3,never smoked,0 +Male,33.0,0,0,True,Private,Rural,88.04,30.3,formerly smoked,0 +Male,2.0,0,0,False,children,Rural,65.84,16.1,Unknown,0 +Male,36.0,0,0,True,Private,Rural,106.73,25.1,never smoked,0 +Male,30.0,0,0,False,Private,Urban,106.03,26.7,Unknown,0 +Female,31.0,0,0,False,Govt_job,Urban,80.88,29.3,formerly smoked,0 +Male,16.0,0,0,False,children,Urban,140.1,38.7,never smoked,0 +Male,58.0,0,0,True,Private,Urban,127.4,35.8,formerly smoked,0 +Female,19.0,0,0,False,Private,Urban,87.72,21.7,never smoked,0 +Male,47.0,0,0,True,Govt_job,Rural,58.23,31.4,formerly smoked,0 +Male,59.0,0,0,True,Private,Rural,69.37,26.9,formerly smoked,0 +Female,40.0,0,0,True,Private,Urban,58.64,33.0,never smoked,0 +Female,26.0,0,0,False,Govt_job,Urban,59.67,24.5,smokes,0 +Female,17.0,0,0,False,Never_worked,Urban,78.08,44.9,never smoked,0 +Female,30.0,0,0,False,Private,Urban,105.08,25.5,never smoked,0 +Female,19.0,0,0,False,Private,Urban,89.3,22.1,never smoked,0 +Female,78.0,0,0,True,Govt_job,Rural,61.38,24.3,Unknown,0 +Female,55.0,0,0,True,Private,Rural,56.11,32.4,formerly smoked,0 +Male,59.0,0,0,True,Private,Urban,169.35750000000002,28.1,Unknown,0 +Male,57.0,0,0,True,Govt_job,Urban,75.53,33.1,formerly smoked,0 +Male,33.0,0,0,False,Private,Urban,107.47,26.7,never smoked,0 +Female,35.0,0,0,True,Private,Urban,76.0,37.9,Unknown,0 +Male,32.0,0,0,True,Private,Urban,90.28,39.6,never smoked,0 +Female,55.0,0,0,True,Private,Urban,65.22,19.8,never smoked,0 +Male,28.0,0,0,False,Private,Urban,86.24,30.0,Unknown,0 +Male,25.0,0,0,True,Govt_job,Urban,166.38,23.1,never smoked,0 +Female,45.0,0,0,True,Private,Urban,78.91,34.3,Unknown,0 +Female,34.0,0,0,False,Govt_job,Urban,169.35750000000002,38.4,Unknown,0 +Male,33.0,0,0,True,Private,Urban,90.73,32.8,smokes,0 +Male,65.0,0,0,True,Private,Rural,169.35750000000002,34.4,never smoked,0 +Female,62.0,0,0,True,Self-employed,Rural,169.35750000000002,44.6,never smoked,0 +Male,36.0,0,0,True,Private,Urban,92.23,32.8,never smoked,0 +Male,31.0,0,0,True,Private,Urban,79.81,26.4,never smoked,0 +Male,54.0,0,0,True,Govt_job,Rural,81.78,27.3,Unknown,0 +Female,53.0,0,0,True,Private,Rural,102.0,32.4,never smoked,0 +Female,44.0,0,0,True,Private,Rural,68.42,43.2,smokes,0 +Male,77.0,0,0,True,Private,Urban,94.68,33.6,Unknown,0 +Female,67.0,0,0,True,Govt_job,Rural,125.33,26.4,Unknown,0 +Female,48.0,0,0,True,Self-employed,Urban,169.35750000000002,46.29999999999999,never smoked,0 +Male,42.0,0,0,True,Private,Urban,89.0,36.3,formerly smoked,0 +Male,72.0,1,1,True,Private,Rural,60.98,34.9,formerly smoked,0 +Male,49.0,0,0,True,Private,Urban,58.19,29.6,smokes,0 +Female,1.32,0,0,False,children,Rural,67.68,16.5,Unknown,0 +Female,45.0,0,0,True,Govt_job,Rural,84.99,35.4,Unknown,0 +Female,63.0,1,0,True,Private,Urban,62.13,23.6,never smoked,0 +Female,33.0,0,0,True,Private,Rural,57.1,33.1,never smoked,0 +Male,32.0,0,0,True,Private,Urban,97.95,40.2,smokes,0 +Female,0.48,0,0,False,children,Rural,94.06,14.8,Unknown,0 +Female,63.0,0,0,True,Self-employed,Urban,93.88,34.8,Unknown,0 +Male,70.0,0,0,True,Private,Rural,90.3,33.5,formerly smoked,0 +Female,57.0,0,0,True,Private,Urban,83.14,31.9,never smoked,0 +Male,8.0,0,0,False,children,Urban,118.66,16.1,Unknown,0 +Male,54.0,0,0,True,Private,Rural,100.47,46.29999999999999,formerly smoked,0 +Male,37.0,0,0,True,Private,Urban,90.78,35.9,Unknown,0 +Male,59.0,0,0,True,Private,Urban,66.46,39.6,formerly smoked,0 +Female,78.0,0,0,True,Govt_job,Urban,73.56,27.5,formerly smoked,0 +Female,59.0,0,0,True,Private,Urban,169.35750000000002,32.3,Unknown,0 +Female,10.0,0,0,False,children,Urban,57.28,15.4,never smoked,0 +Male,21.0,0,0,False,Private,Rural,92.87,28.4,smokes,0 +Male,2.0,0,0,False,children,Rural,96.47,19.5,Unknown,0 +Female,55.0,0,0,True,Govt_job,Urban,99.44,25.0,formerly smoked,0 +Female,20.0,0,0,True,Private,Urban,77.96,26.3,smokes,0 +Female,38.0,1,0,True,Private,Rural,60.13,39.6,never smoked,0 +Female,33.0,0,0,True,Private,Rural,88.17,38.6,formerly smoked,0 +Male,14.0,0,0,False,Private,Rural,84.41,33.9,never smoked,0 +Male,32.0,0,0,True,Private,Rural,72.34,32.2,Unknown,0 +Female,32.0,0,0,False,Private,Rural,68.72,25.1,never smoked,0 +Female,68.0,0,0,True,Self-employed,Urban,169.35750000000002,37.4,smokes,0 +Male,70.0,0,0,True,Private,Rural,66.06,30.1,formerly smoked,0 +Female,24.0,0,0,True,Private,Rural,156.43,27.0,formerly smoked,0 +Male,44.0,0,0,False,Self-employed,Urban,105.76,32.4,formerly smoked,0 +Male,39.0,0,0,True,Govt_job,Rural,73.07,26.8,smokes,0 +Female,81.0,0,0,True,Private,Rural,99.48,27.2,never smoked,0 +Male,19.0,0,0,False,Private,Rural,79.6,36.7,Unknown,0 +Female,69.0,0,0,True,Self-employed,Urban,70.0,36.0,never smoked,0 +Female,42.0,0,0,True,Govt_job,Rural,112.98,37.2,formerly smoked,0 +Male,8.0,0,0,False,children,Urban,61.07,19.1,Unknown,0 +Male,8.0,0,0,False,children,Rural,63.43,21.8,Unknown,0 +Female,28.0,0,0,False,Private,Urban,73.2,26.5,smokes,0 +Female,66.0,0,0,True,Self-employed,Urban,102.73,35.0,formerly smoked,0 +Female,66.0,0,0,True,Self-employed,Rural,74.88,32.6,never smoked,0 +Female,47.0,0,0,True,Private,Urban,122.43,23.9,never smoked,0 +Female,78.0,0,0,True,Self-employed,Urban,84.21,33.7,never smoked,0 +Female,65.0,0,0,True,Self-employed,Rural,80.42,29.4,formerly smoked,0 +Male,78.0,0,0,True,Private,Urban,80.44,29.0,never smoked,0 +Female,68.0,0,0,True,Self-employed,Rural,80.63,20.2,never smoked,0 +Female,78.0,1,1,True,Private,Rural,169.35750000000002,28.1,never smoked,0 +Female,65.0,0,0,True,Private,Urban,104.12,27.4,never smoked,0 +Female,70.0,0,0,True,Self-employed,Rural,96.82,25.0,never smoked,0 +Female,59.0,0,0,True,Self-employed,Urban,88.1,30.7,never smoked,0 +Male,31.0,0,0,False,Self-employed,Rural,64.85,23.0,Unknown,0 +Female,32.0,0,0,True,Private,Rural,102.87,26.6,smokes,0 +Male,5.0,0,0,False,children,Urban,83.75,18.1,Unknown,0 +Male,55.0,0,0,True,Self-employed,Rural,97.68,46.29999999999999,formerly smoked,0 +Female,61.0,0,0,True,Private,Urban,97.58,29.7,formerly smoked,0 +Female,48.0,0,0,True,Private,Rural,74.16,19.9,never smoked,0 +Female,1.16,0,0,False,children,Urban,86.0,13.3,Unknown,0 +Female,50.0,0,0,True,Govt_job,Urban,100.93,32.7,never smoked,0 +Male,63.0,1,0,True,Private,Urban,169.35750000000002,31.8,formerly smoked,0 +Male,67.0,0,0,True,Private,Rural,86.96,31.4,formerly smoked,0 +Female,43.0,0,0,True,Self-employed,Urban,67.5,20.4,formerly smoked,0 +Male,59.0,0,0,True,Private,Urban,81.21,33.2,smokes,0 +Male,47.0,0,0,True,Private,Rural,110.14,30.5,smokes,0 +Male,50.0,0,0,True,Private,Urban,120.44,30.3,never smoked,0 +Male,51.0,0,1,True,Self-employed,Urban,169.35750000000002,34.2,never smoked,0 +Male,44.0,0,1,False,Govt_job,Urban,94.62,34.4,Unknown,0 +Female,39.0,0,0,False,Private,Rural,89.57,46.29999999999999,never smoked,0 +Female,24.0,0,0,False,Private,Urban,95.31,22.8,never smoked,0 +Male,62.0,0,0,False,Govt_job,Rural,75.07,30.5,never smoked,0 +Female,61.0,0,0,True,Private,Rural,106.65,35.9,formerly smoked,0 +Female,78.0,0,0,True,Self-employed,Urban,169.35750000000002,33.7,never smoked,0 +Male,15.0,0,0,False,Private,Rural,144.15,24.1,never smoked,0 +Female,23.0,0,0,False,Private,Urban,58.81,25.4,never smoked,0 +Male,79.0,0,0,True,Self-employed,Urban,169.35750000000002,25.5,never smoked,0 +Male,57.0,0,0,True,Private,Urban,93.04,29.2,never smoked,0 +Female,70.0,0,1,True,Self-employed,Rural,65.68,28.1,Unknown,0 +Male,9.0,0,0,False,children,Urban,150.0,17.4,Unknown,0 +Male,55.0,0,0,True,Private,Urban,63.56,29.9,Unknown,0 +Female,82.0,0,0,False,Private,Rural,96.98,21.5,never smoked,0 +Female,19.0,0,0,False,Private,Rural,66.7,24.7,never smoked,0 +Male,41.0,0,0,True,Private,Rural,79.66,25.1,Unknown,0 +Female,79.0,0,0,True,Govt_job,Rural,90.16,34.4,never smoked,0 +Female,23.0,0,0,False,Private,Rural,104.09,27.9,Unknown,0 +Female,77.0,0,0,True,Private,Rural,90.96,31.5,formerly smoked,0 +Female,78.0,1,0,True,Self-employed,Rural,152.38,31.8,never smoked,0 +Female,24.0,0,0,True,Self-employed,Rural,114.54,30.1,smokes,0 +Female,81.0,1,0,True,Self-employed,Urban,169.35750000000002,26.4,never smoked,0 +Female,46.0,0,0,True,Private,Rural,106.47,27.2,Unknown,0 +Female,29.0,0,0,False,Private,Urban,73.63,22.5,smokes,0 +Female,59.0,0,0,True,Govt_job,Urban,98.52,29.8,formerly smoked,0 +Male,41.0,0,0,True,Self-employed,Rural,62.93,26.1,smokes,0 +Female,17.0,0,0,False,Private,Urban,67.87,24.9,formerly smoked,0 +Female,8.0,0,0,False,children,Rural,120.43,23.5,Unknown,0 +Female,23.0,0,0,False,Private,Rural,76.56,30.1,never smoked,0 +Female,45.0,0,0,True,Private,Urban,108.03,37.3,never smoked,0 +Male,67.0,0,0,True,Private,Rural,83.16,25.5,formerly smoked,0 +Female,78.0,0,0,True,Self-employed,Rural,67.9,35.3,never smoked,0 +Male,18.0,0,0,False,Private,Rural,115.46,27.6,Unknown,0 +Female,35.0,0,0,True,Private,Rural,123.94,28.7,never smoked,0 +Female,54.0,0,0,True,Govt_job,Urban,169.35750000000002,29.9,never smoked,0 +Female,71.0,1,0,True,Govt_job,Urban,169.35750000000002,34.2,formerly smoked,0 +Female,24.0,0,0,False,Private,Rural,169.35750000000002,24.9,smokes,0 +Male,60.0,0,0,True,Private,Rural,169.35750000000002,36.8,formerly smoked,0 +Male,75.0,0,0,True,Private,Rural,75.47,24.5,formerly smoked,0 +Male,48.0,0,0,True,Private,Rural,98.24,34.6,never smoked,0 +Male,62.0,0,0,True,Govt_job,Rural,66.2,30.0,Unknown,0 +Female,20.0,0,0,False,Private,Rural,94.67,28.8,Unknown,0 +Male,69.0,1,0,False,Private,Urban,75.95,28.6,never smoked,0 +Female,60.0,0,0,True,Govt_job,Rural,111.79,23.6,smokes,0 +Female,12.0,0,0,False,children,Rural,80.89,20.1,Unknown,0 +Female,28.0,0,0,True,Govt_job,Rural,86.91,21.1,formerly smoked,0 +Female,55.0,0,0,True,Private,Urban,59.36,34.1,smokes,0 +Female,70.0,0,1,True,Self-employed,Urban,169.35750000000002,28.1,smokes,0 +Female,51.0,0,0,False,Private,Rural,66.67,29.5,never smoked,0 +Female,16.0,0,0,False,Private,Rural,87.54,37.8,never smoked,0 +Male,56.0,0,0,False,Self-employed,Urban,139.87,31.2,smokes,0 +Male,52.0,0,0,True,Private,Rural,67.92,31.1,never smoked,0 +Female,59.0,0,0,True,Private,Urban,83.62,34.2,Unknown,0 +Female,9.0,0,0,False,children,Rural,110.97,17.7,Unknown,0 +Female,34.0,0,0,True,Private,Rural,70.53,39.2,never smoked,0 +Female,47.0,0,0,True,Self-employed,Rural,115.91,22.2,formerly smoked,0 +Male,46.0,0,0,True,Private,Urban,59.74,29.5,smokes,0 +Male,49.0,0,0,True,Private,Rural,62.64,27.0,never smoked,0 +Male,10.0,0,0,False,children,Rural,84.81,16.8,never smoked,0 +Female,76.0,1,0,True,Self-employed,Urban,78.68,23.3,never smoked,0 +Male,82.0,0,0,True,Private,Urban,169.35750000000002,33.5,formerly smoked,0 +Female,3.0,0,0,False,children,Rural,79.76,15.6,Unknown,0 +Female,76.0,1,0,True,Govt_job,Rural,63.28,28.2,never smoked,0 +Male,16.0,0,0,False,Govt_job,Rural,78.48,22.6,never smoked,0 +Female,44.0,0,0,True,Govt_job,Rural,70.48,20.2,never smoked,0 +Female,17.0,0,0,False,Private,Rural,120.96,22.2,formerly smoked,0 +Female,73.0,0,0,True,Self-employed,Rural,77.29,22.6,never smoked,0 +Male,31.0,0,0,True,Private,Urban,108.51,26.7,Unknown,0 +Male,17.0,0,0,False,Self-employed,Urban,113.85,22.9,Unknown,0 +Female,18.0,0,0,False,Never_worked,Urban,97.65,21.5,Unknown,0 +Male,73.0,0,0,True,Private,Rural,121.83,30.3,formerly smoked,0 +Female,8.0,0,0,False,children,Urban,81.53,14.8,Unknown,0 +Male,42.0,0,0,True,Govt_job,Urban,58.35,24.3,never smoked,0 +Female,40.0,0,0,True,Private,Urban,65.42,17.4,formerly smoked,0 +Male,79.0,0,0,True,Private,Rural,69.34,29.0,never smoked,0 +Male,53.0,0,0,True,Self-employed,Urban,109.09,26.3,smokes,0 +Female,58.0,0,0,True,Self-employed,Urban,66.71,46.29999999999999,never smoked,0 +Female,48.0,0,0,True,Private,Rural,114.92,29.2,Unknown,0 +Female,17.0,0,0,False,Private,Rural,120.58,18.3,never smoked,0 +Female,23.0,0,0,False,Private,Rural,165.36,21.9,smokes,0 +Male,9.0,0,0,False,children,Urban,66.11,16.3,Unknown,0 +Female,81.0,1,1,True,Private,Rural,126.34,27.4,smokes,0 +Female,16.0,0,0,False,Never_worked,Rural,68.27,20.4,never smoked,0 +Male,21.0,0,0,False,Private,Rural,92.86,23.2,never smoked,0 +Male,29.0,0,0,False,Self-employed,Rural,96.77,30.3,formerly smoked,0 +Male,8.0,0,0,False,children,Rural,89.24,16.7,Unknown,0 +Female,39.0,0,0,True,Private,Rural,89.32,31.0,formerly smoked,0 +Male,37.0,0,0,True,Private,Rural,107.06,28.1,smokes,0 +Female,64.0,0,0,True,Private,Urban,65.63,33.5,smokes,0 +Male,9.0,0,0,False,children,Urban,123.66,17.0,Unknown,0 +Male,17.0,0,0,False,Private,Rural,63.82,19.4,smokes,0 +Male,8.0,0,0,False,children,Rural,108.06,14.6,Unknown,0 +Male,62.0,0,0,True,Self-employed,Rural,136.18,32.2,Unknown,0 +Male,73.0,1,0,False,Govt_job,Urban,71.29,37.7,never smoked,0 +Male,48.0,0,0,True,Govt_job,Rural,76.58,27.4,never smoked,0 +Male,17.0,0,0,False,Private,Rural,119.58,25.0,never smoked,0 +Female,10.0,0,0,False,children,Urban,109.3,20.1,Unknown,0 +Female,74.0,0,0,True,Govt_job,Urban,111.94,21.7,never smoked,0 +Male,62.0,0,0,True,Private,Urban,81.64,38.2,never smoked,0 +Male,5.0,0,0,False,children,Rural,97.64,17.0,Unknown,0 +Female,43.0,0,0,True,Private,Rural,110.32,28.4,never smoked,0 +Female,39.0,0,0,False,Private,Rural,79.0,30.0,never smoked,0 +Female,37.0,0,0,True,Self-employed,Urban,95.08,34.1,never smoked,0 +Male,15.0,0,0,False,Private,Urban,137.27,19.3,never smoked,0 +Female,36.0,0,0,False,Self-employed,Urban,57.83,21.6,smokes,0 +Male,34.0,0,0,True,Private,Rural,84.08,32.9,never smoked,0 +Male,75.0,1,0,True,Private,Urban,169.35750000000002,27.2,formerly smoked,0 +Male,53.0,0,0,True,Private,Urban,142.64,27.8,smokes,0 +Female,61.0,0,0,True,Self-employed,Rural,69.77,29.9,never smoked,0 +Female,45.0,0,0,True,Private,Urban,71.4,28.4,smokes,0 +Female,17.0,0,0,False,Private,Urban,79.61,24.1,Unknown,0 +Female,17.0,0,0,False,Private,Rural,77.46,24.0,Unknown,0 +Female,19.0,0,0,False,Private,Urban,96.85,23.4,Unknown,0 +Female,54.0,1,0,False,Govt_job,Urban,169.35750000000002,32.6,formerly smoked,0 +Female,51.0,0,0,True,Self-employed,Urban,67.26,33.1,formerly smoked,0 +Female,44.0,0,0,True,Private,Rural,60.02,33.8,formerly smoked,0 +Female,82.0,0,0,True,Self-employed,Urban,113.45,30.3,never smoked,0 +Female,49.0,0,0,True,Self-employed,Urban,112.31,36.9,Unknown,0 +Female,34.0,0,0,True,Self-employed,Rural,68.53,29.7,never smoked,0 +Female,63.0,1,0,True,Private,Rural,57.15,38.8,never smoked,0 +Female,79.0,0,0,True,Private,Rural,169.35750000000002,30.9,never smoked,0 +Female,81.0,0,0,True,Private,Rural,91.82,36.9,Unknown,0 +Female,14.0,0,0,False,children,Urban,71.8,18.8,Unknown,0 +Female,31.0,0,0,False,Private,Urban,63.41,25.5,formerly smoked,0 +Male,57.0,0,0,True,Private,Urban,106.24,32.3,never smoked,0 +Male,32.0,0,0,True,Govt_job,Rural,83.01,25.8,smokes,0 +Male,66.0,0,0,True,Private,Rural,67.92,31.1,formerly smoked,0 +Female,22.0,0,0,False,Private,Rural,74.99,27.9,smokes,0 +Female,1.32,0,0,False,children,Rural,75.22,18.6,Unknown,0 +Female,20.0,0,0,False,Private,Urban,61.88,20.1,never smoked,0 +Female,41.0,0,0,True,Private,Urban,65.67,26.7,smokes,0 +Female,48.0,0,0,True,Private,Urban,110.18,30.3,smokes,0 +Male,49.0,1,0,True,Self-employed,Rural,119.3,30.4,formerly smoked,0 +Male,73.0,0,0,True,Govt_job,Rural,169.35750000000002,30.0,Unknown,0 +Male,19.0,0,0,False,Private,Rural,95.18,24.9,smokes,0 +Female,51.0,0,0,True,Private,Urban,107.72,46.29999999999999,Unknown,0 +Male,1.08,0,0,False,children,Rural,83.27,24.3,Unknown,0 +Female,31.0,0,0,False,Private,Rural,90.29,38.7,Unknown,0 +Male,4.0,0,0,False,children,Urban,81.87,18.6,Unknown,0 +Male,1.8,0,0,False,children,Urban,153.31,17.1,Unknown,0 +Male,44.0,0,0,True,Private,Rural,101.46,29.4,Unknown,0 +Female,4.0,0,0,False,children,Urban,72.49,16.9,Unknown,0 +Male,55.0,0,0,True,Private,Rural,86.58,34.2,never smoked,0 +Female,34.0,0,0,True,Private,Urban,113.26,27.6,never smoked,0 +Female,30.0,0,0,True,Private,Urban,84.92,46.29999999999999,never smoked,0 +Female,7.0,0,0,False,children,Urban,128.17,18.9,Unknown,0 +Male,75.0,0,0,True,Govt_job,Rural,93.93,24.4,formerly smoked,0 +Male,14.0,0,0,False,children,Urban,99.87,25.2,Unknown,0 +Female,61.0,0,0,True,Private,Urban,129.31,30.7,formerly smoked,0 +Female,55.0,0,0,True,Govt_job,Urban,89.43,26.1,formerly smoked,0 +Female,14.0,0,0,False,children,Rural,101.6,25.3,never smoked,0 +Female,36.0,0,0,False,Private,Rural,66.55,32.8,smokes,0 +Female,57.0,1,1,True,Private,Rural,169.35750000000002,45.7,formerly smoked,0 +Female,20.0,0,0,False,Private,Urban,96.69,24.6,Unknown,0 +Male,32.0,0,0,True,Private,Rural,102.13,32.3,never smoked,0 +Female,43.0,0,0,True,Private,Urban,100.88,46.29999999999999,smokes,0 +Male,43.0,0,0,True,Private,Rural,66.22,34.4,Unknown,0 +Female,1.08,0,0,False,children,Urban,109.33,18.2,Unknown,0 +Female,49.0,0,0,True,Private,Urban,169.35750000000002,44.5,smokes,0 +Female,53.0,0,0,True,Private,Rural,83.91,36.6,Unknown,0 +Female,18.0,0,0,False,Private,Urban,67.92,19.4,never smoked,0 +Female,13.0,0,0,False,children,Rural,73.48,22.9,Unknown,0 +Male,5.0,0,0,False,children,Rural,101.31,20.0,Unknown,0 +Female,37.0,0,0,True,Private,Urban,103.66,36.1,smokes,0 +Male,49.0,0,0,True,Self-employed,Urban,70.73,27.3,formerly smoked,0 +Female,45.0,0,0,False,Govt_job,Rural,77.45,42.2,formerly smoked,0 +Female,50.0,0,1,True,Private,Urban,169.35750000000002,26.4,never smoked,0 +Female,12.0,0,0,False,children,Rural,114.34,23.6,never smoked,0 +Male,12.0,0,0,False,children,Urban,69.25,18.6,Unknown,0 +Female,5.0,0,0,False,children,Rural,88.44,18.0,Unknown,0 +Male,39.0,0,0,True,Private,Rural,84.09,31.1,formerly smoked,0 +Female,41.0,0,0,True,Private,Urban,87.06,30.0,never smoked,0 +Female,41.0,0,0,True,Private,Rural,92.64,43.8,never smoked,0 +Female,47.0,0,0,True,Private,Urban,99.36,23.8,smokes,0 +Female,57.0,0,0,True,Private,Rural,135.63,36.2,formerly smoked,0 +Male,16.0,0,0,False,children,Rural,82.44,32.6,Unknown,0 +Male,3.0,0,0,False,children,Urban,81.88,18.0,Unknown,0 +Female,65.0,0,0,True,Self-employed,Urban,95.44,25.5,smokes,0 +Female,80.0,0,0,False,Self-employed,Urban,72.71,29.9,never smoked,0 +Female,58.0,0,0,True,Private,Urban,65.45,32.1,never smoked,0 +Female,74.0,0,0,True,Private,Urban,169.35750000000002,25.4,never smoked,0 +Female,62.0,0,0,True,Govt_job,Urban,110.84,23.4,smokes,0 +Male,33.0,0,0,True,Private,Urban,83.12,23.4,Unknown,0 +Female,21.0,0,0,False,Private,Rural,55.12,21.8,never smoked,0 +Female,17.0,0,0,False,Private,Rural,105.91,30.8,never smoked,0 +Female,49.0,0,0,True,Private,Rural,61.57,37.9,formerly smoked,0 +Female,24.0,0,0,True,Govt_job,Urban,83.1,42.5,smokes,0 +Female,56.0,0,0,True,Private,Urban,66.32,23.4,never smoked,0 +Female,26.0,0,0,True,Govt_job,Urban,72.56,35.4,never smoked,0 +Male,54.0,1,0,True,Self-employed,Rural,97.99,32.3,smokes,0 +Female,42.0,0,0,False,Private,Urban,63.27,27.0,never smoked,0 +Female,34.0,0,0,False,Govt_job,Urban,79.6,46.29999999999999,never smoked,0 +Female,56.0,1,0,True,Private,Rural,169.35750000000002,30.1,never smoked,0 +Female,39.0,0,0,True,Private,Rural,81.31,34.7,never smoked,0 +Female,77.0,0,0,True,Self-employed,Rural,59.91,18.3,never smoked,0 +Female,12.0,0,0,False,children,Rural,132.85,16.2,never smoked,0 +Male,65.0,0,0,True,Private,Rural,169.35750000000002,33.2,formerly smoked,0 +Male,7.0,0,0,False,children,Urban,77.12,18.6,Unknown,0 +Male,25.0,0,0,False,Private,Urban,87.17,25.1,never smoked,0 +Female,31.0,0,0,True,Private,Rural,96.03,24.1,Unknown,0 +Female,14.0,0,0,False,Private,Rural,83.56,33.1,Unknown,0 +Female,5.0,0,0,False,children,Rural,80.93,24.8,Unknown,0 +Female,60.0,0,0,True,Private,Rural,84.54,23.4,smokes,0 +Female,53.0,0,0,True,Private,Urban,70.51,46.29999999999999,never smoked,0 +Male,55.0,0,0,True,Private,Rural,56.87,28.9,formerly smoked,0 +Female,69.0,0,0,True,Self-employed,Urban,67.55,38.1,Unknown,0 +Female,39.0,0,0,True,Private,Urban,169.35750000000002,37.2,smokes,0 +Female,0.32,0,0,False,children,Urban,108.63,19.6,Unknown,0 +Female,34.0,0,0,False,Private,Rural,69.06,29.0,smokes,0 +Female,80.0,0,0,True,Private,Urban,73.89,26.7,formerly smoked,0 +Male,20.0,0,0,False,Private,Urban,84.49,20.5,never smoked,0 +Female,45.0,0,0,True,Govt_job,Urban,73.71,34.1,never smoked,0 +Female,41.0,0,0,False,Govt_job,Urban,129.01,42.4,Unknown,0 +Male,54.0,0,0,True,Govt_job,Urban,72.96,37.7,smokes,0 +Male,23.0,0,0,False,Private,Rural,110.23,39.1,Unknown,0 +Male,75.0,0,0,True,Govt_job,Rural,79.49,28.9,Unknown,0 +Male,36.0,0,0,True,Private,Urban,89.33,30.7,never smoked,0 +Female,75.0,0,0,True,Private,Rural,68.38,33.8,Unknown,0 +Male,72.0,0,1,True,Private,Rural,169.35750000000002,28.1,smokes,0 +Female,47.0,0,0,True,Govt_job,Urban,135.79,32.1,formerly smoked,0 +Female,15.0,0,0,False,Private,Rural,82.19,40.5,never smoked,0 +Male,40.0,1,0,True,Self-employed,Urban,93.2,24.8,smokes,0 +Female,71.0,0,0,True,Self-employed,Urban,169.35750000000002,31.8,formerly smoked,0 +Male,38.0,0,0,True,Private,Rural,111.33,27.0,never smoked,0 +Female,10.0,0,0,False,children,Rural,69.84,13.7,Unknown,0 +Male,11.0,0,0,False,children,Rural,121.71,23.4,never smoked,0 +Male,0.72,0,0,False,children,Urban,80.08,16.4,Unknown,0 +Male,9.0,0,0,False,children,Urban,84.4,14.9,Unknown,0 +Female,53.0,1,0,True,Govt_job,Rural,98.61,38.8,smokes,0 +Male,28.0,1,0,False,Private,Urban,86.61,38.6,smokes,0 +Female,81.0,0,0,True,Private,Urban,80.44,32.2,never smoked,0 +Male,1.32,0,0,False,children,Rural,107.02,28.1,Unknown,0 +Male,16.0,0,0,False,Private,Rural,97.23,30.6,never smoked,0 +Male,24.0,0,0,False,Private,Rural,91.21,28.1,formerly smoked,0 +Female,62.0,1,0,True,Self-employed,Urban,103.69,35.2,smokes,0 +Female,62.0,0,0,True,Private,Urban,74.12,21.8,formerly smoked,0 +Female,59.0,0,0,True,Private,Urban,71.08,28.1,never smoked,0 +Female,19.0,0,0,False,Private,Urban,58.39,28.2,never smoked,0 +Female,51.0,1,0,True,Self-employed,Rural,169.35750000000002,28.4,never smoked,0 +Male,38.0,0,0,True,Private,Rural,73.76,37.4,never smoked,0 +Female,26.0,0,0,False,Private,Rural,67.21,21.8,formerly smoked,0 +Male,13.0,0,0,False,children,Urban,87.98,19.8,Unknown,0 +Male,4.0,0,0,False,children,Urban,94.23,16.2,Unknown,0 +Male,55.0,0,0,True,Self-employed,Rural,111.36,33.6,never smoked,0 +Female,44.0,0,0,True,Private,Urban,84.07,21.2,smokes,0 +Female,31.0,0,0,True,Private,Urban,117.31,28.4,never smoked,0 +Male,58.0,0,0,True,Govt_job,Urban,84.94,28.1,never smoked,0 +Female,17.0,0,0,False,Private,Urban,68.86,41.1,never smoked,0 +Female,23.0,0,0,False,Private,Urban,132.88,24.9,never smoked,0 +Male,51.0,1,0,True,Self-employed,Rural,169.35750000000002,46.29999999999999,never smoked,0 +Female,46.0,0,0,True,Private,Rural,124.92,28.8,Unknown,0 +Female,81.0,0,0,False,Self-employed,Urban,57.42,33.7,never smoked,0 +Male,38.0,0,0,True,Private,Urban,169.35750000000002,38.6,formerly smoked,0 +Female,50.0,0,0,True,Private,Urban,154.67,33.8,never smoked,0 +Female,34.0,0,0,False,Private,Urban,67.66,22.4,never smoked,0 +Male,60.0,0,0,True,Private,Rural,153.48,37.3,never smoked,0 +Female,50.0,0,0,True,Self-employed,Urban,62.63,23.4,never smoked,0 +Female,49.0,0,0,True,Private,Urban,77.93,39.1,smokes,0 +Female,2.0,0,0,False,children,Rural,80.3,21.2,Unknown,0 +Male,47.0,0,0,True,Private,Urban,106.69,31.2,Unknown,0 +Female,34.0,0,0,True,Private,Urban,83.07,28.0,formerly smoked,0 +Female,22.0,0,0,False,Private,Urban,140.14,21.1,never smoked,0 +Female,11.0,0,0,False,children,Urban,92.65,15.7,never smoked,0 +Male,54.0,0,0,True,Private,Urban,111.37,29.1,formerly smoked,0 +Female,60.0,0,0,True,Private,Rural,99.0,26.1,never smoked,0 +Male,3.0,0,0,False,children,Rural,78.24,16.2,Unknown,0 +Female,46.0,0,0,True,Govt_job,Rural,83.88,27.1,never smoked,0 +Male,30.0,0,0,False,Private,Urban,86.21,28.8,smokes,0 +Female,63.0,0,0,True,Private,Urban,57.06,37.9,never smoked,0 +Female,50.0,0,0,True,Private,Rural,112.25,21.6,Unknown,0 +Male,65.0,0,0,True,Private,Urban,81.06,30.1,smokes,0 +Male,78.0,0,0,True,Private,Urban,104.37,29.7,never smoked,0 +Female,36.0,0,0,True,Private,Urban,124.31,26.4,Unknown,0 +Female,18.0,0,0,False,Private,Urban,101.95,46.0,formerly smoked,0 +Female,44.0,0,0,False,Private,Rural,116.95,26.1,never smoked,0 +Female,4.0,0,0,False,children,Urban,99.76,23.2,Unknown,0 +Female,60.0,0,0,False,Private,Urban,105.48,28.4,Unknown,0 +Female,19.0,0,0,False,Private,Urban,100.6,20.5,never smoked,0 +Male,15.0,0,0,False,Private,Urban,65.05,24.6,Unknown,0 +Male,20.0,0,0,False,Private,Rural,75.9,32.2,never smoked,0 +Male,76.0,1,0,True,Private,Rural,169.35750000000002,30.5,never smoked,0 +Male,31.0,0,0,False,Private,Urban,169.35750000000002,28.1,smokes,0 +Female,39.0,0,0,True,Govt_job,Urban,109.03,24.9,Unknown,0 +Male,58.0,0,1,True,Private,Rural,169.35750000000002,26.5,smokes,0 +Male,64.0,1,0,True,Private,Rural,169.35750000000002,34.5,Unknown,0 +Female,79.0,0,0,True,Govt_job,Urban,95.42,21.5,formerly smoked,0 +Female,11.0,0,0,False,children,Rural,123.04,15.9,Unknown,0 +Male,4.0,0,0,False,children,Urban,85.88,17.7,Unknown,0 +Female,43.0,0,0,True,Private,Rural,107.43,26.5,never smoked,0 +Female,44.0,0,0,True,Private,Rural,56.85,24.4,never smoked,0 +Female,37.0,0,0,True,Govt_job,Rural,102.15,26.6,Unknown,0 +Female,34.0,0,0,True,Self-employed,Rural,88.68,23.9,never smoked,0 +Female,59.0,0,0,True,Private,Urban,169.35750000000002,30.1,Unknown,0 +Female,40.0,0,0,True,Private,Urban,93.97,23.6,never smoked,0 +Female,8.0,0,0,False,children,Urban,104.03,18.4,Unknown,0 +Female,24.0,0,0,True,Private,Rural,67.99,32.1,never smoked,0 +Male,18.0,0,0,False,Private,Rural,83.37,24.4,Unknown,0 +Male,20.0,0,0,False,Private,Rural,124.66,27.3,never smoked,0 +Female,70.0,0,0,True,Private,Rural,169.35750000000002,34.8,never smoked,0 +Female,68.0,0,0,True,Govt_job,Urban,96.75,28.4,formerly smoked,0 +Male,17.0,0,0,False,Private,Urban,63.28,40.2,Unknown,0 +Female,17.0,0,0,False,Private,Urban,82.64,31.1,Unknown,0 +Female,21.0,0,0,False,Private,Rural,71.34,24.0,never smoked,0 +Female,38.0,0,0,True,Private,Rural,169.35750000000002,38.1,formerly smoked,0 +Female,59.0,0,0,True,Govt_job,Urban,101.19,29.9,formerly smoked,0 +Female,79.0,0,1,True,Private,Rural,88.51,24.5,never smoked,0 +Female,50.0,0,0,True,Self-employed,Rural,126.85,46.29999999999999,formerly smoked,0 +Female,72.0,0,0,True,Self-employed,Urban,74.17,35.5,formerly smoked,0 +Female,54.0,0,0,True,Private,Urban,76.04,29.5,smokes,0 +Female,44.0,0,0,True,Private,Urban,73.87,28.8,smokes,0 +Female,48.0,0,0,True,Private,Rural,99.07,22.1,never smoked,0 +Male,29.0,0,0,False,Private,Urban,82.93,29.4,formerly smoked,0 +Female,44.0,0,0,True,Govt_job,Rural,133.24,45.0,smokes,0 +Female,61.0,0,0,True,Self-employed,Urban,69.88,27.1,never smoked,0 +Female,58.0,0,0,True,Govt_job,Rural,69.12,28.3,Unknown,0 +Female,81.0,0,0,True,Self-employed,Rural,86.05,20.1,formerly smoked,0 +Male,29.0,0,0,True,Private,Urban,169.35750000000002,31.3,never smoked,0 +Male,5.0,0,0,False,children,Urban,97.46,17.6,Unknown,0 +Female,35.0,0,0,True,Private,Urban,81.9,24.5,never smoked,0 +Female,40.0,0,0,False,Private,Rural,99.58,24.1,Unknown,0 +Female,37.0,0,0,False,Private,Rural,124.54,31.3,never smoked,0 +Male,33.0,0,0,True,Private,Rural,153.34,31.5,never smoked,0 +Female,35.0,0,0,True,Private,Urban,112.35,29.9,Unknown,0 +Female,38.0,0,0,False,Govt_job,Urban,160.76,30.2,smokes,0 +Female,26.0,0,0,True,Private,Rural,73.29,27.8,never smoked,0 +Male,10.0,0,0,False,children,Urban,108.08,15.6,Unknown,0 +Female,72.0,0,0,True,Private,Urban,169.35750000000002,26.3,never smoked,0 +Male,21.0,0,0,True,Private,Rural,77.42,24.8,never smoked,0 +Female,20.0,0,0,False,Private,Rural,117.59,17.1,never smoked,0 +Female,1.24,0,0,False,children,Rural,61.94,20.3,Unknown,0 +Female,26.0,0,0,False,Private,Urban,116.68,18.7,formerly smoked,0 +Female,79.0,0,0,False,Private,Urban,169.35750000000002,28.8,formerly smoked,0 +Female,78.0,0,0,True,Private,Urban,169.35750000000002,28.7,formerly smoked,0 +Male,56.0,0,0,True,Self-employed,Rural,125.87,24.6,never smoked,0 +Female,46.0,0,0,False,Self-employed,Rural,64.09,25.3,never smoked,0 +Male,55.0,0,0,True,Govt_job,Urban,65.33,29.7,Unknown,0 +Male,41.0,0,0,False,Private,Rural,70.15,28.1,formerly smoked,0 +Male,30.0,0,0,True,Private,Urban,96.84,21.1,Unknown,0 +Male,53.0,0,0,True,Private,Rural,169.35750000000002,26.9,smokes,0 +Male,32.0,0,0,False,Private,Rural,100.65,26.2,formerly smoked,0 +Male,38.0,0,0,False,Private,Rural,112.39,26.3,Unknown,0 +Male,33.0,0,0,True,Govt_job,Rural,81.1,24.8,never smoked,0 +Female,44.0,0,0,True,Private,Rural,98.3,25.0,never smoked,0 +Male,44.0,0,0,True,Private,Urban,89.68,34.6,Unknown,0 +Female,51.0,0,0,True,Govt_job,Urban,95.16,42.7,formerly smoked,0 +Male,40.0,0,0,True,Private,Urban,169.35750000000002,28.1,smokes,0 +Female,41.0,0,0,True,Private,Rural,91.04,24.5,never smoked,0 +Male,5.0,0,0,False,children,Urban,101.87,19.3,Unknown,0 +Female,42.0,0,0,True,Private,Rural,96.86,29.3,never smoked,0 +Female,6.0,0,0,False,children,Urban,91.05,22.1,Unknown,0 +Female,46.0,0,0,True,Govt_job,Urban,55.84,27.8,never smoked,0 +Female,47.0,0,0,True,Private,Urban,84.04,24.7,never smoked,0 +Female,25.0,0,0,False,Private,Urban,92.06,25.3,smokes,0 +Female,40.0,0,0,True,Private,Urban,89.61,41.2,formerly smoked,0 +Female,49.0,0,0,True,Govt_job,Urban,69.92,46.29999999999999,never smoked,0 +Male,21.0,0,0,False,Private,Rural,89.29,23.4,never smoked,0 +Female,61.0,0,0,True,Govt_job,Rural,120.23,22.7,Unknown,0 +Male,78.0,0,0,True,Private,Urban,60.22,29.7,formerly smoked,0 +Male,41.0,0,0,True,Private,Urban,169.35750000000002,32.3,never smoked,0 +Female,82.0,0,0,True,Self-employed,Rural,169.35750000000002,36.9,never smoked,0 +Male,39.0,0,0,True,Private,Urban,169.35750000000002,27.7,Unknown,0 +Male,70.0,0,0,True,Self-employed,Rural,169.35750000000002,24.3,Unknown,0 +Female,31.0,0,0,True,Private,Urban,89.01,37.4,never smoked,0 +Female,37.0,0,0,False,Private,Urban,118.41,25.1,never smoked,0 +Male,21.0,0,0,False,Private,Urban,138.51,24.3,never smoked,0 +Male,80.0,0,0,True,Self-employed,Urban,120.03,24.3,formerly smoked,0 +Female,21.0,0,0,False,Private,Urban,91.01,28.7,never smoked,0 +Female,5.0,0,0,False,children,Urban,61.98,16.8,Unknown,0 +Male,81.0,0,0,True,Private,Rural,135.32,35.8,Unknown,0 +Female,35.0,0,0,True,Private,Rural,58.72,40.0,smokes,0 +Female,24.0,0,0,False,Private,Urban,90.42,24.3,never smoked,0 +Female,52.0,0,0,True,Govt_job,Urban,104.0,25.6,smokes,0 +Male,70.0,0,0,True,Private,Urban,102.5,37.8,Unknown,0 +Female,34.0,0,0,True,Private,Rural,169.35750000000002,23.0,never smoked,0 +Male,17.0,0,0,False,Private,Rural,106.56,21.0,Unknown,0 +Female,8.0,0,0,False,children,Urban,76.31,15.5,Unknown,0 +Male,1.72,0,0,False,children,Urban,77.28,17.1,Unknown,0 +Female,29.0,0,0,True,Self-employed,Urban,90.52,28.0,never smoked,0 +Male,55.0,0,0,True,Govt_job,Rural,108.35,40.8,formerly smoked,0 +Female,44.0,0,0,True,Private,Rural,72.03,37.5,smokes,0 +Female,19.0,0,0,False,Private,Urban,90.57,24.2,Unknown,0 +Male,67.0,0,0,True,Private,Rural,97.04,26.9,smokes,0 +Female,72.0,0,0,True,Private,Urban,83.89,33.1,formerly smoked,0 +Female,51.0,0,0,True,Private,Urban,152.56,21.8,Unknown,0 +Female,63.0,0,0,True,Self-employed,Rural,75.93,34.7,formerly smoked,0 +Female,64.0,1,0,True,Self-employed,Urban,76.89,30.2,Unknown,0 +Female,0.72,0,0,False,children,Rural,62.13,16.8,Unknown,0 +Male,26.0,0,0,False,Govt_job,Rural,100.85,21.0,smokes,0 +Male,59.0,1,0,True,Private,Rural,95.05,30.9,never smoked,0 +Male,76.0,0,0,True,Govt_job,Urban,82.35,38.9,never smoked,0 +Female,45.0,1,0,True,Govt_job,Rural,95.02,28.1,smokes,0 +Male,13.0,0,0,False,children,Urban,82.38,24.3,Unknown,0 +Male,1.08,0,0,False,children,Rural,79.15,17.4,Unknown,0 +Male,57.0,0,0,True,Govt_job,Rural,76.62,28.2,never smoked,0 +Male,68.0,0,0,True,Self-employed,Urban,91.68,40.8,Unknown,0 +Male,9.0,0,0,False,children,Urban,71.88,17.5,Unknown,0 +Male,40.0,0,0,True,Private,Rural,83.94,28.1,smokes,0 +Male,82.0,1,0,True,Self-employed,Rural,71.97,28.3,never smoked,0 +Female,45.0,0,0,True,Private,Urban,97.95,24.5,Unknown,0 +Female,57.0,0,0,True,Private,Rural,77.93,21.7,never smoked,0 +Female,18.0,0,0,False,Private,Urban,82.85,46.29999999999999,Unknown,0 +Female,13.0,0,0,False,children,Rural,103.08,18.6,Unknown,0 +Female,80.0,1,0,True,Private,Urban,83.75,28.1,never smoked,0 +Female,81.0,0,0,True,Self-employed,Urban,125.2,40.0,never smoked,0 +Female,35.0,0,0,True,Self-employed,Rural,82.99,30.6,never smoked,0 +Male,51.0,0,0,True,Private,Rural,166.29,25.6,formerly smoked,0 +Female,44.0,0,0,True,Govt_job,Urban,85.28,26.2,Unknown,0 diff --git a/lab_3/lab3 copy.ipynb b/lab_3/lab3 copy.ipynb new file mode 100644 index 0000000..6415375 --- /dev/null +++ b/lab_3/lab3 copy.ipynb @@ -0,0 +1,2654 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

    бизнес-цели и 2 задачи, которые нужно решить:
    \n", + "Снижение вероятности инсульта у пациентов с высоким риском путем раннего выявления предрасположенности.
    \n", + "Оптимизация медицинских услуг, предоставляемых пациентам, с учетом их риска инсульта.


    \n", + "Разработать модель, которая прогнозирует вероятность инсульта у пациента.
    \n", + "Определить значимые признаки для анализа риска инсульта, чтобы направить усилия медицинских работников на важные факторы.

    " + ] + }, + { + "cell_type": "code", + "execution_count": 330, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Количество колонок: 12\n", + "Колонки: Index(['id', 'gender', 'age', 'hypertension', 'heart_disease', 'ever_married',\n", + " 'work_type', 'Residence_type', 'avg_glucose_level', 'bmi',\n", + " 'smoking_status', 'stroke'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# Загрузка данных\n", + "data = pd.read_csv('./csv/option4.csv')\n", + "\n", + "# Обзор данных\n", + "print(\"Количество колонок:\", data.columns.size)\n", + "print(\"Колонки:\", data.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 331, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Наличие пропущенных значений:\n", + "id 0\n", + "gender 0\n", + "age 0\n", + "hypertension 0\n", + "heart_disease 0\n", + "ever_married 0\n", + "work_type 0\n", + "Residence_type 0\n", + "avg_glucose_level 0\n", + "bmi 201\n", + "smoking_status 0\n", + "stroke 0\n", + "dtype: int64\n", + "\n", + "\n", + "\n", + "\n" + ] + } + ], + "source": [ + "print(\"\\nНаличие пропущенных значений:\")\n", + "print(data.isnull().sum())\n", + "\n", + "print(\"\\n\\n\")\n", + "\n", + "print(data.describe)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

    Возьмем и заменим нулевые значения в столбце bmi на средние значения по столбцу

    " + ] + }, + { + "cell_type": "code", + "execution_count": 332, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Наличие пропущенных значений:\n", + "id 0\n", + "gender 0\n", + "age 0\n", + "hypertension 0\n", + "heart_disease 0\n", + "ever_married 0\n", + "work_type 0\n", + "Residence_type 0\n", + "avg_glucose_level 0\n", + "bmi 0\n", + "smoking_status 0\n", + "stroke 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "data['bmi'] = data['bmi'].fillna(data['bmi'].median())\n", + "print(\"\\nНаличие пропущенных значений:\")\n", + "print(data.isnull().sum())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

    Взглянем на выбросы:

    " + ] + }, + { + "cell_type": "code", + "execution_count": 333, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_numeric_boxplots(dataframe):\n", + " # Фильтрация числовых столбцов\n", + " numeric_columns = ['age', 'avg_glucose_level', 'bmi']\n", + " \n", + " # Построение графиков\n", + " if numeric_columns:\n", + " plt.figure(figsize=(15, 5))\n", + " \n", + " for i, col in enumerate(numeric_columns):\n", + " if col != 'id':\n", + " plt.subplot(1, len(numeric_columns), i + 1)\n", + " sns.boxplot(y=dataframe[col])\n", + " plt.title(f'{col}')\n", + " plt.ylabel('')\n", + " plt.xlabel(col)\n", + " \n", + " plt.tight_layout()\n", + " plt.show()\n", + " else:\n", + " print(\"Нет подходящих числовых столбцов для построения графиков.\")\n", + "\n", + "plot_numeric_boxplots(data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

    Видим выбросы в столбцах со средним уровнем глюкозы и в столбце bmi (индекс массы тела). устраним выбросы - поставим верхние и нижние границы

    " + ] + }, + { + "cell_type": "code", + "execution_count": 334, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def remove_outliers(df):\n", + "\n", + " numeric_columns = ['age', 'avg_glucose_level', 'bmi']\n", + " for column in numeric_columns:\n", + " Q1 = df[column].quantile(0.25)\n", + " Q3 = df[column].quantile(0.75)\n", + " IQR = Q3 - Q1\n", + " lower_bound = Q1 - 1.5 * IQR\n", + " upper_bound = Q3 + 1.5 * IQR\n", + " df[column] = df[column].apply(lambda x: lower_bound if x < lower_bound else upper_bound if x > upper_bound else x)\n", + " return df\n", + " \n", + "data = remove_outliers(data)\n", + "plot_numeric_boxplots(data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

    Теперь можно и к конструированию признаков приступить) данные ведь сбалансированы (в выборках)

    " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

    Унитарное кодирование категориальных признаков

    Применяем к категориальным (НЕ числовым) признакам: 'gender', 'ever_married', 'work_type', 'Residence_type', 'smoking_status'

    " + ] + }, + { + "cell_type": "code", + "execution_count": 335, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Данные после унитарного кодирования:\n" + ] + }, + { + "data": { + "text/html": [ + "
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    idagehypertensionheart_diseaseavg_glucose_levelbmistrokegender_Malegender_Otherever_married_Yeswork_type_Never_workedwork_type_Privatework_type_Self-employedwork_type_childrenResidence_type_Urbansmoking_status_formerly smokedsmoking_status_never smokedsmoking_status_smokes
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    " + ], + "text/plain": [ + " id age hypertension heart_disease avg_glucose_level bmi stroke \\\n", + "0 9046 67.0 0 1 169.3575 36.6 1 \n", + "1 51676 61.0 0 0 169.3575 28.1 1 \n", + "2 31112 80.0 0 1 105.9200 32.5 1 \n", + "3 60182 49.0 0 0 169.3575 34.4 1 \n", + "4 1665 79.0 1 0 169.3575 24.0 1 \n", + "5 56669 81.0 0 0 169.3575 29.0 1 \n", + "6 53882 74.0 1 1 70.0900 27.4 1 \n", + "7 10434 69.0 0 0 94.3900 22.8 1 \n", + "8 27419 59.0 0 0 76.1500 28.1 1 \n", + "9 60491 78.0 0 0 58.5700 24.2 1 \n", + "\n", + " gender_Male gender_Other ever_married_Yes work_type_Never_worked \\\n", + "0 True False True False \n", + "1 False False True False \n", + "2 True False True False \n", + "3 False False True False \n", + "4 False False True False \n", + "5 True False True False \n", + "6 True False True False \n", + "7 False False False False \n", + "8 False False True False \n", + "9 False False True False \n", + "\n", + " work_type_Private work_type_Self-employed work_type_children \\\n", + "0 True False False \n", + "1 False True False \n", + "2 True False False \n", + "3 True False False \n", + "4 False True False \n", + "5 True False False \n", + "6 True False False \n", + "7 True False False \n", + "8 True False False \n", + "9 True False False \n", + "\n", + " Residence_type_Urban smoking_status_formerly smoked \\\n", + "0 True True \n", + "1 False False \n", + "2 False False \n", + "3 True False \n", + "4 False False \n", + "5 True True \n", + "6 False False \n", + "7 True False \n", + "8 False False \n", + "9 True False \n", + "\n", + " smoking_status_never smoked smoking_status_smokes \n", + "0 False False \n", + "1 True False \n", + "2 True False \n", + "3 False True \n", + "4 True False \n", + "5 False False \n", + "6 True False \n", + "7 True False \n", + "8 False False \n", + "9 False False " + ] + }, + "execution_count": 335, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# One-Hot Encoding\n", + "categorical_columns = ['gender', 'ever_married', 'work_type', 'Residence_type', 'smoking_status']\n", + "data_edit_categories = pd.get_dummies(data, columns=categorical_columns, drop_first=True)\n", + "\n", + "print(\"Данные после унитарного кодирования:\")\n", + "data_edit_categories.head(10)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

    Дискретизация числовых признаков

    Числовые признаки, такие как 'age', 'avg_glucose_level', 'bmi', можно разделить на категории (биннинг).

    \n" + ] + }, + { + "cell_type": "code", + "execution_count": 336, + "metadata": {}, + "outputs": [], + "source": [ + "# data_edit_categories['age_bins'] = pd.cut(data_edit_categories['age'], bins=[0, 18, 30, 50, 100], labels=['ребенок', 'молодой', 'средний', 'пожилой'])\n", + "# data_edit_categories['bmi_bins'] = pd.cut(data_edit_categories['bmi'], bins=[0, 18.5, 25, 30, 50], labels=['низкий', 'норма', 'избыток', 'ожирение'])\n", + "\n", + "# print(\"Данные после дискретизации:\")\n", + "# data_edit_categories[['age_bins', 'bmi_bins']].head(10)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

    Ручной синтез новых признаков

    \n", + "

  • Возрастной индекс глюкозы: age * avg_glucose_level\n", + "
  • Индекс массы тела с поправкой на глюкозу: bmi / avg_glucose_level

    \n" + ] + }, + { + "cell_type": "code", + "execution_count": 337, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Данные после синтеза новых признаков:\n" + ] + }, + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " age_glucose_index bmi_glucose_ratio\n", + "0 11346.9525 0.216111\n", + "1 10330.8075 0.165921\n", + "2 8473.6000 0.306835\n", + "3 8298.5175 0.203121\n", + "4 13379.2425 0.141712\n", + "5 13717.9575 0.171235\n", + "6 5186.6600 0.390926\n", + "7 6512.9100 0.241551\n", + "8 4492.8500 0.369009\n", + "9 4568.4600 0.413181" + ] + }, + "execution_count": 337, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_edit_categories['age_glucose_index'] = data_edit_categories['age'] * data_edit_categories['avg_glucose_level']\n", + "data_edit_categories['bmi_glucose_ratio'] = data_edit_categories['bmi'] / data_edit_categories['avg_glucose_level']\n", + "\n", + "print(\"Данные после синтеза новых признаков:\")\n", + "data_edit_categories[['age_glucose_index', 'bmi_glucose_ratio']].head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

    Масштабирование признаков

    Применяем нормализацию (для сжатия в диапазон [0, 1]) и стандартизацию (для приведения к среднему 0 и стандартному отклонению 1)

    " + ] + }, + { + "cell_type": "code", + "execution_count": 338, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Данные после нормализации:\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " id age hypertension heart_disease avg_glucose_level \\\n", + "0 9046 0.816895 0 1 1.000000 \n", + "1 51676 0.743652 0 0 1.000000 \n", + "2 31112 0.975586 0 1 0.444688 \n", + "3 60182 0.597168 0 0 1.000000 \n", + "4 1665 0.963379 1 0 1.000000 \n", + "... ... ... ... ... ... \n", + "5105 18234 0.975586 1 0 0.250618 \n", + "5106 44873 0.987793 0 0 0.613459 \n", + "5107 19723 0.426270 0 0 0.243965 \n", + "5108 37544 0.621582 0 0 0.973148 \n", + "5109 44679 0.536133 0 0 0.264011 \n", + "\n", + " bmi stroke gender_Male gender_Other ever_married_Yes \\\n", + "0 0.730556 1 True False True \n", + "1 0.494444 1 False False True \n", + "2 0.616667 1 True False True \n", + "3 0.669444 1 False False True \n", + "4 0.380556 1 False False True \n", + "... ... ... ... ... ... \n", + "5105 0.494444 0 False False True \n", + "5106 0.825000 0 False False True \n", + "5107 0.563889 0 False False True \n", + "5108 0.425000 0 True False True \n", + "5109 0.441667 0 False False True \n", + "\n", + " work_type_Never_worked work_type_Private work_type_Self-employed \\\n", + "0 False True False \n", + "1 False False True \n", + "2 False True False \n", + "3 False True False \n", + "4 False False True \n", + "... ... ... ... \n", + "5105 False True False \n", + "5106 False False True \n", + "5107 False False True \n", + "5108 False True False \n", + "5109 False False False \n", + "\n", + " work_type_children Residence_type_Urban \\\n", + "0 False True \n", + "1 False False \n", + "2 False False \n", + "3 False True \n", + "4 False False \n", + "... ... ... \n", + "5105 False True \n", + "5106 False True \n", + "5107 False False \n", + "5108 False False \n", + "5109 False True \n", + "\n", + " smoking_status_formerly smoked smoking_status_never smoked \\\n", + "0 True False \n", + "1 False True \n", + "2 False True \n", + "3 False False \n", + "4 False True \n", + "... ... ... \n", + "5105 False True \n", + "5106 False True \n", + "5107 False True \n", + "5108 True False \n", + "5109 False False \n", + "\n", + " smoking_status_smokes age_glucose_index bmi_glucose_ratio \n", + "0 False 11346.9525 0.216111 \n", + "1 False 10330.8075 0.165921 \n", + "2 False 8473.6000 0.306835 \n", + "3 True 8298.5175 0.203121 \n", + "4 False 13379.2425 0.141712 \n", + "... ... ... ... \n", + "5105 False 6700.0000 0.335522 \n", + "5106 False 10141.2000 0.319489 \n", + "5107 False 2904.6500 0.368719 \n", + "5108 False 8480.7900 0.153948 \n", + "5109 False 3752.3200 0.307223 \n", + "\n", + "[5110 rows x 20 columns]" + ] + }, + "execution_count": 338, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "from sklearn.preprocessing import MinMaxScaler, StandardScaler\n", + "\n", + "scaler = MinMaxScaler()\n", + "standardizer = StandardScaler()\n", + "\n", + "# Нормализация\n", + "data_edit_categories[['age', 'avg_glucose_level', 'bmi']] = scaler.fit_transform(data_edit_categories[['age', 'avg_glucose_level', 'bmi']])\n", + "print(\"Данные после нормализации:\\n\")\n", + "data_edit_categories\n", + "\n", + "\n", + "# # Стандартизация\n", + "# X_encoded[['age', 'avg_glucose_level', 'bmi']] = standardizer.fit_transform(X_encoded[['age', 'avg_glucose_level', 'bmi']])\n", + "# print(\"Данные после стандартизации:\\n\", X_encoded.head(10))\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

    Конструирование признаков с применением фреймворка Featuretools

    " + ] + }, + { + "cell_type": "code", + "execution_count": 339, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Столбцы в data: ['id', 'gender', 'age', 'hypertension', 'heart_disease', 'ever_married', 'work_type', 'Residence_type', 'avg_glucose_level', 'bmi', 'smoking_status', 'stroke']\n", + "id 0\n", + "gender 0\n", + "age 0\n", + "hypertension 0\n", + "heart_disease 0\n", + "ever_married 0\n", + "work_type 0\n", + "Residence_type 0\n", + "avg_glucose_level 0\n", + "bmi 0\n", + "smoking_status 0\n", + "stroke 0\n", + "dtype: int64\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_3\\venv\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "d:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_3\\venv\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "d:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_3\\venv\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "d:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_3\\venv\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "d:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_3\\venv\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "d:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_3\\venv\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "d:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_3\\venv\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "d:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_3\\venv\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "d:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_3\\venv\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "d:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_3\\venv\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "d:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_3\\venv\\Lib\\site-packages\\featuretools\\synthesis\\deep_feature_synthesis.py:169: UserWarning: Only one dataframe in entityset, changing max_depth to 1 since deeper features cannot be created\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Сгенерированные признаки:\n", + " gender age hypertension heart_disease ever_married work_type \\\n", + "id \n", + "9046 Male 67.0 0 1 True Private \n", + "51676 Female 61.0 0 0 True Self-employed \n", + "31112 Male 80.0 0 1 True Private \n", + "60182 Female 49.0 0 0 True Private \n", + "1665 Female 79.0 1 0 True Self-employed \n", + "\n", + " Residence_type avg_glucose_level bmi smoking_status stroke \n", + "id \n", + "9046 Urban 169.3575 36.6 formerly smoked 1 \n", + "51676 Rural 169.3575 28.1 never smoked 1 \n", + "31112 Rural 105.9200 32.5 never smoked 1 \n", + "60182 Urban 169.3575 34.4 smokes 1 \n", + "1665 Rural 169.3575 24.0 never smoked 1 \n" + ] + }, + { + "data": { + "text/html": [ + "
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    51676Female61.000TrueSelf-employedRural169.357528.1never smoked1
    31112Male80.001TruePrivateRural105.920032.5never smoked1
    60182Female49.000TruePrivateUrban169.357534.4smokes1
    1665Female79.010TrueSelf-employedRural169.357524.0never smoked1
    ....................................
    18234Female80.010TruePrivateUrban83.750028.1never smoked0
    44873Female81.000TrueSelf-employedUrban125.200040.0never smoked0
    19723Female35.000TrueSelf-employedRural82.990030.6never smoked0
    37544Male51.000TruePrivateRural166.290025.6formerly smoked0
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    Так, теперь разобьем на выборки

    " + ] + }, + { + "cell_type": "code", + "execution_count": 340, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Размеры выборок:\n", + "Обучающая выборка: (4088, 18)\n", + "Тестовая выборка: (511, 18)\n", + "Контрольная выборка: (511, 18)\n" + ] + }, + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " id age hypertension heart_disease avg_glucose_level \\\n", + "0 9046 0.816895 0 1 1.000000 \n", + "1 51676 0.743652 0 0 1.000000 \n", + "2 31112 0.975586 0 1 0.444688 \n", + "3 60182 0.597168 0 0 1.000000 \n", + "4 1665 0.963379 1 0 1.000000 \n", + "... ... ... ... ... ... \n", + "5105 18234 0.975586 1 0 0.250618 \n", + "5106 44873 0.987793 0 0 0.613459 \n", + "5107 19723 0.426270 0 0 0.243965 \n", + "5108 37544 0.621582 0 0 0.973148 \n", + "5109 44679 0.536133 0 0 0.264011 \n", + "\n", + " bmi stroke gender_Male gender_Other ever_married_Yes \\\n", + "0 0.730556 1 True False True \n", + "1 0.494444 1 False False True \n", + "2 0.616667 1 True False True \n", + "3 0.669444 1 False False True \n", + "4 0.380556 1 False False True \n", + "... ... ... ... ... ... \n", + "5105 0.494444 0 False False True \n", + "5106 0.825000 0 False False True \n", + "5107 0.563889 0 False False True \n", + "5108 0.425000 0 True False True \n", + "5109 0.441667 0 False False True \n", + "\n", + " work_type_Never_worked work_type_Private work_type_Self-employed \\\n", + "0 False True False \n", + "1 False False True \n", + "2 False True False \n", + "3 False True False \n", + "4 False False True \n", + "... ... ... ... \n", + "5105 False True False \n", + "5106 False False True \n", + "5107 False False True \n", + "5108 False True False \n", + "5109 False False False \n", + "\n", + " work_type_children Residence_type_Urban \\\n", + "0 False True \n", + "1 False False \n", + "2 False False \n", + "3 False True \n", + "4 False False \n", + "... ... ... \n", + "5105 False True \n", + "5106 False True \n", + "5107 False False \n", + "5108 False False \n", + "5109 False True \n", + "\n", + " smoking_status_formerly smoked smoking_status_never smoked \\\n", + "0 True False \n", + "1 False True \n", + "2 False True \n", + "3 False False \n", + "4 False True \n", + "... ... ... \n", + "5105 False True \n", + "5106 False True \n", + "5107 False True \n", + "5108 True False \n", + "5109 False False \n", + "\n", + " smoking_status_smokes age_glucose_index bmi_glucose_ratio \n", + "0 False 11346.9525 0.216111 \n", + "1 False 10330.8075 0.165921 \n", + "2 False 8473.6000 0.306835 \n", + "3 True 8298.5175 0.203121 \n", + "4 False 13379.2425 0.141712 \n", + "... ... ... ... \n", + "5105 False 6700.0000 0.335522 \n", + "5106 False 10141.2000 0.319489 \n", + "5107 False 2904.6500 0.368719 \n", + "5108 False 8480.7900 0.153948 \n", + "5109 False 3752.3200 0.307223 \n", + "\n", + "[5110 rows x 20 columns]" + ] + }, + "execution_count": 340, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "# Определение признаков и целевой переменной\n", + "\n", + "# data_edit_categories = pd.read_csv('./csv/generated_features_copy.csv')\n", + "\n", + "\n", + "X = data_edit_categories.drop(columns=['id', 'stroke']) \n", + "y = data_edit_categories['stroke'] \n", + "\n", + "# Обучающая выборка\n", + "X_train, X_temp, y_train, y_temp = train_test_split(X, y, test_size=0.2, random_state=None, stratify=y)\n", + "\n", + "# Тестовая и контрольная выборки\n", + "X_test, X_control, y_test, y_control = train_test_split(X_temp, y_temp, test_size=0.5, random_state=None, stratify=y_temp)\n", + "\n", + "print(\"\\nРазмеры выборок:\")\n", + "print(f\"Обучающая выборка: {X_train.shape}\")\n", + "print(f\"Тестовая выборка: {X_test.shape}\")\n", + "print(f\"Контрольная выборка: {X_control.shape}\")\n", + "\n", + "data_edit_categories\n" + ] + }, + { + "cell_type": "code", + "execution_count": 341, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "stroke\n", + "0 4861\n", + "1 249\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Подсчет количества объектов каждого класса\n", + "class_counts = y.value_counts()\n", + "print(class_counts)\n", + "\n", + "# Визуализация\n", + "sns.barplot(x=class_counts.index, y=class_counts.values)\n", + "plt.title(\"Распределение классов (stroke)\")\n", + "plt.xlabel(\"Класс\")\n", + "plt.ylabel(\"Количество\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

    Напишем функцию и сделаем аугментацию данных

    " + ] + }, + { + "cell_type": "code", + "execution_count": 342, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Данные ДО аугментации в ОБУЧАЮЩЕЙ ВЫБОРКЕ (60-80% данных)\n", + "\n", + "stroke\n", + "0 3889\n", + "1 199\n", + "Name: count, dtype: int64\n", + "\n", + "После оверсемплинга\n", + "\n", + "stroke\n", + "0 3889\n", + "1 777\n", + "Name: count, dtype: int64\n", + "\n", + "После балансировки данных (андерсемплинга)\n", + "\n", + "stroke\n", + "0 777\n", + "1 777\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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    24350.768066000.3516360.591667TrueFalseTrueFalseTrueFalseFalseTrueFalseFalseTrue6003.2700.331619
    25470.060059000.2506180.216667TrueFalseFalseFalseFalseFalseTrueTrueFalseFalseFalse418.7500.216119
    38850.914551000.3428820.691667TrueFalseTrueFalseFalseFalseFalseTrueFalseFalseFalse7071.7500.373316
    3350.426270000.5009740.544444FalseFalseTrueFalseTrueFalseFalseTrueFalseFalseFalse3932.2500.266133
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    46610.853516101.0000000.977778TrueFalseTrueFalseTrueFalseFalseFalseTrueFalseFalse11855.0250.268662
    46620.926758000.0245100.494444FalseFalseTrueFalseTrueFalseFalseTrueTrueFalseFalse4401.9200.485152
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    " + ], + "text/plain": [ + " age hypertension heart_disease avg_glucose_level bmi \\\n", + "2508 0.316406 0 0 0.176562 0.341667 \n", + "2435 0.768066 0 0 0.351636 0.591667 \n", + "2547 0.060059 0 0 0.250618 0.216667 \n", + "3885 0.914551 0 0 0.342882 0.691667 \n", + "335 0.426270 0 0 0.500974 0.544444 \n", + "... ... ... ... ... ... \n", + "4661 0.853516 1 0 1.000000 0.977778 \n", + "4662 0.926758 0 0 0.024510 0.494444 \n", + "4663 0.682617 0 0 1.000000 0.836111 \n", + "4664 0.768066 0 0 0.313207 0.494444 \n", + "4665 0.902344 0 0 0.156166 0.583333 \n", + "\n", + " gender_Male gender_Other ever_married_Yes work_type_Never_worked \\\n", + "2508 False False True False \n", + "2435 True False True False \n", + "2547 True False False False \n", + "3885 True False True False \n", + "335 False False True False \n", + "... ... ... ... ... \n", + "4661 True False True False \n", + "4662 False False True False \n", + "4663 False False True False \n", + "4664 False False True False \n", + "4665 True False True False \n", + "\n", + " work_type_Private work_type_Self-employed work_type_children \\\n", + "2508 True False False \n", + "2435 True False False \n", + "2547 False False True \n", + "3885 False False False \n", + "335 True False False \n", + "... ... ... ... \n", + "4661 True False False \n", + "4662 True False False \n", + "4663 True False False \n", + "4664 True False False \n", + "4665 True False False \n", + "\n", + " Residence_type_Urban smoking_status_formerly smoked \\\n", + "2508 False False \n", + "2435 True False \n", + "2547 True False \n", + "3885 True False \n", + "335 True False \n", + "... ... ... \n", + "4661 False True \n", + "4662 True True \n", + "4663 True True \n", + "4664 True True \n", + "4665 True False \n", + "\n", + " smoking_status_never smoked smoking_status_smokes age_glucose_index \\\n", + "2508 False True 1957.540 \n", + "2435 False True 6003.270 \n", + "2547 False False 418.750 \n", + "3885 False False 7071.750 \n", + "335 False False 3932.250 \n", + "... ... ... ... \n", + "4661 False False 11855.025 \n", + "4662 False False 4401.920 \n", + "4663 False False 9484.020 \n", + "4664 False False 5726.700 \n", + "4665 False True 5399.040 \n", + "\n", + " bmi_glucose_ratio \n", + "2508 0.300173 \n", + "2435 0.331619 \n", + "2547 0.216119 \n", + "3885 0.373316 \n", + "335 0.266133 \n", + "... ... \n", + "4661 0.268662 \n", + "4662 0.485152 \n", + "4663 0.238549 \n", + "4664 0.309131 \n", + "4665 0.429002 \n", + "\n", + "[1554 rows x 18 columns]" + ] + }, + "execution_count": 342, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "from imblearn.over_sampling import RandomOverSampler\n", + "from imblearn.under_sampling import RandomUnderSampler\n", + "\n", + "def over_under_sampling(x_selection, y_selection):\n", + "\n", + " # сначала увеличение меньшинства\n", + "\n", + " oversampler = RandomOverSampler(sampling_strategy=0.2, random_state=42) \n", + " x_over, y_over = oversampler.fit_resample(x_selection, y_selection) \n", + "\n", + " print(\"\\nПосле оверсемплинга\\n\")\n", + " print(y_over.value_counts())\n", + "\n", + " # потом уменьшение большинства\n", + "\n", + " undersampler = RandomUnderSampler(sampling_strategy=1.0, random_state=42)\n", + " x_balanced, y_balanced = undersampler.fit_resample(x_over, y_over)\n", + "\n", + " print(\"\\nПосле балансировки данных (андерсемплинга)\\n\")\n", + " print(y_balanced.value_counts())\n", + "\n", + " plt.pie(\n", + " y_balanced.value_counts(), \n", + " labels=class_counts.index, # Метки классов (0 и 1)\n", + " autopct='%1.1f%%', # Отображение процентов\n", + " colors=['lightgreen', 'lightcoral'], # Цвета для классов\n", + " startangle=45, # Поворот диаграммы\n", + " explode=(0, 0.05) # Небольшое смещение для класса 1\n", + " )\n", + " plt.title(\"Распределение классов (stroke)\")\n", + " plt.show()\n", + " return x_balanced, y_balanced \n", + "\n", + "print(\"Данные ДО аугментации в ОБУЧАЮЩЕЙ ВЫБОРКЕ (60-80% данных)\\n\")\n", + "print(y_train.value_counts())\n", + "X_train, y_train = over_under_sampling(X_train, y_train)\n", + "\n", + "X_train\n", + "\n", + "# print(\"Данные ДО аугментации в ТЕСТОВОЙ ВЫБОРКЕ (10-20% данных)\\n\")\n", + "# print(y_test.value_counts())\n", + "# over_under_sampling(X_test, y_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

    Самое время оценить качество работы модели

    " + ] + }, + { + "cell_type": "code", + "execution_count": 343, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Время обучения модели: 0.25 секунд\n", + "ROC-AUC: 0.84\n", + "F1-Score: 0.29\n", + "Матрица ошибок:\n", + "[[434 52]\n", + " [ 12 13]]\n", + "Отчет по классификации:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.97 0.89 0.93 486\n", + " 1 0.20 0.52 0.29 25\n", + "\n", + " accuracy 0.87 511\n", + " macro avg 0.59 0.71 0.61 511\n", + "weighted avg 0.94 0.87 0.90 511\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import time\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.metrics import roc_auc_score, f1_score, confusion_matrix, classification_report\n", + "\n", + "# Разделение данных на обучающую и тестовую выборки\n", + "\n", + "# X = data.drop(columns=['id', 'stroke']) # Признаки\n", + "# y = data['stroke'] # Целевая переменная\n", + "\n", + "# # Преобразование категориальных признаков с помощью One-Hot Encoding\n", + "# categorical_columns = ['gender', 'ever_married', 'work_type', 'Residence_type', 'smoking_status']\n", + "# X = pd.get_dummies(X, columns=categorical_columns, drop_first=True)\n", + "\n", + "# # Заполнение пропущенных значений (например, медианой для числовых данных)\n", + "# X.fillna(X.median(), inplace=True)\n", + "\n", + "# # Разделение данных на обучающую и тестовую выборки\n", + "# # Обучающая выборка\n", + "# X_train, X_temp, y_train, y_temp = train_test_split(X, y, test_size=0.2, random_state=42, stratify=y)\n", + "\n", + "# # Тестовая и контрольная выборки\n", + "# X_test, X_control, y_test, y_control = train_test_split(X_temp, y_temp, test_size=0.5, random_state=42, stratify=y_temp)\n", + "\n", + "\n", + "# Обучение модели\n", + "model = RandomForestClassifier(random_state=42)\n", + "\n", + "# Начинаем отсчет времени\n", + "start_time = time.time()\n", + "model.fit(X_train, y_train)\n", + "\n", + "# Время обучения модели\n", + "train_time = time.time() - start_time\n", + "\n", + "# Предсказания и оценка модели\n", + "y_pred = model.predict(X_test)\n", + "y_pred_proba = model.predict_proba(X_test)[:, 1] # Вероятности для ROC-AUC\n", + "\n", + "# Метрики\n", + "roc_auc = roc_auc_score(y_test, y_pred_proba)\n", + "f1 = f1_score(y_test, y_pred)\n", + "conf_matrix = confusion_matrix(y_test, y_pred)\n", + "class_report = classification_report(y_test, y_pred)\n", + "\n", + "# Вывод результатов\n", + "print(f'Время обучения модели: {train_time:.2f} секунд')\n", + "print(f'ROC-AUC: {roc_auc:.2f}')\n", + "print(f'F1-Score: {f1:.2f}')\n", + "print('Матрица ошибок:')\n", + "print(conf_matrix)\n", + "print('Отчет по классификации:')\n", + "print(class_report)\n", + "\n", + "# Визуализация матрицы ошибок\n", + "plt.figure(figsize=(7, 7))\n", + "sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='Blues', xticklabels=['Нет инсульта', 'Инсульт'], yticklabels=['Нет инсульта', 'Инсульт'])\n", + "plt.title('Матрица ошибок')\n", + "plt.xlabel('Предсказанный класс')\n", + "plt.ylabel('Истинный класс')\n", + "plt.show()\n", + "\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(y_test, y_pred, alpha=0.5, color='blue', label='Прогнозы модели')\n", + "plt.plot([0, 1], [0, 1], 'k--', lw=2, label='Идеальное совпадение')\n", + "plt.xlabel('Фактический статус инсульта')\n", + "plt.ylabel('Прогнозируемый статус инсульта')\n", + "plt.title('Фактический статус инсульта по сравнению с прогнозируемым')\n", + "plt.legend()\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

    А ВОТ ТЕПЕЕЕЕЕЕЕЕЕЕЕРЬ я поправила недоразумения и вроде как модель проперло на выявление инсульта. Но, так как в данных ЛЮТЫЙ дисбаланс, то модель слаба на выявление инсульта все еще.

    " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "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": "3.12.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}