Stroke-Prediction-ML-Model/full_filled_stroke_data (1).csv

1	gender	age	hypertension	heart_disease	ever_married	work_type	Residence_type	avg_glucose_level	bmi	smoking_status	stroke
2	Female	61.0	0	0	Yes	Self-employed	Rural	202.21	31.555602417555065	never smoked	1
3	Female	59.0	0	0	Yes	Private	Rural	76.15	30.24293671780551	Unknown	1
4	Male	78.0	0	1	Yes	Private	Urban	219.84	30.698951437189447	Unknown	1
5	Male	57.0	0	1	No	Govt_job	Urban	217.08	33.80840960032553	Unknown	1
6	Male	58.0	0	0	Yes	Private	Rural	189.84	31.378533851873115	Unknown	1
7	Male	59.0	0	0	Yes	Private	Rural	211.78	33.4845680869329	formerly smoked	1
8	Female	63.0	0	0	Yes	Private	Urban	90.9	30.042545164065906	formerly smoked	1
9	Female	75.0	0	1	No	Self-employed	Urban	109.78	28.31827337114426	Unknown	1
10	Female	76.0	0	0	No	Private	Urban	89.96	28.397892673424312	Unknown	1
11	Male	78.0	1	0	Yes	Private	Urban	75.32	29.139780244728872	formerly smoked	1
12	Female	63.0	0	0	Yes	Govt_job	Urban	197.54	31.602317143886843	never smoked	1
13	Male	78.0	0	0	Yes	Private	Urban	237.75	29.316691843518786	formerly smoked	1
14	Male	75.0	0	0	Yes	Private	Urban	104.72	28.31827337114426	Unknown	1
15	Female	76.0	0	0	Yes	Govt_job	Rural	62.57	27.954912232096934	formerly smoked	1
16	Female	51.0	0	0	Yes	Private	Urban	165.31	30.491106831242366	never smoked	1
17	Female	66.0	0	0	Yes	Self-employed	Urban	101.45	29.292953098797682	Unknown	1
18	Male	58.0	0	0	Yes	Private	Urban	71.2	30.003880754655786	Unknown	1
19	Male	58.0	0	0	Yes	Private	Urban	82.3	30.199570565349735	smokes	1
20	Female	76.0	0	0	Yes	Self-employed	Urban	106.41	28.202069360450302	formerly smoked	1
21	Female	72.0	0	0	Yes	Private	Urban	219.91	32.120369077356244	Unknown	1
22	Male	78.0	1	0	Yes	Self-employed	Urban	93.13	29.210833962046138	formerly smoked	1
23	Female	75.0	0	0	Yes	Govt_job	Urban	62.48	28.070471960148872	Unknown	1
24	Female	38.0	0	0	Yes	Private	Rural	101.45	29.863774950891848	formerly smoked	1
25	Male	65.0	0	0	Yes	Self-employed	Urban	68.43	29.583323235372124	formerly smoked	1
26	Female	79.0	0	0	Yes	Private	Rural	169.67	27.971856904548776	Unknown	1
27	Female	76.0	0	0	Yes	Private	Urban	57.92	27.940892278838152	formerly smoked	1
28	Male	71.0	0	1	Yes	Private	Urban	81.76	28.9457498615031	smokes	1
29	Female	1.32	0	0	No	children	Urban	70.37	18.719259745575055	Unknown	1
30	Male	79.0	1	0	Yes	Private	Rural	75.02	29.139780244728872	never smoked	1
31	Male	64.0	0	0	Yes	Self-employed	Rural	111.98	29.79052811527944	formerly smoked	1
32	Female	79.0	1	1	No	Self-employed	Rural	60.94	28.759856260413944	never smoked	1
33	Female	78.0	0	0	Yes	Self-employed	Rural	60.67	27.08627617177477	formerly smoked	1
34	Female	80.0	0	0	Yes	Govt_job	Urban	110.66	27.282122315103724	Unknown	1
35	Female	77.0	0	0	No	Private	Urban	81.32	28.08147438013183	Unknown	1
36	Male	61.0	0	1	Yes	Private	Urban	209.86	32.94704544116234	Unknown	1
37	Male	79.0	0	0	Yes	Private	Rural	114.77	27.243396290267707	formerly smoked	1
38	Male	74.0	0	0	Yes	Private	Urban	167.13	28.736400149250798	Unknown	1
39	Female	76.0	1	1	Yes	Self-employed	Urban	199.86	31.684031473836264	smokes	1
40	Male	74.0	0	0	Yes	Self-employed	Rural	60.98	28.070471960148872	never smoked	1
41	Male	71.0	1	0	Yes	Self-employed	Rural	87.8	30.763683412344054	Unknown	1
42	Male	34.0	0	1	Yes	Private	Urban	106.23	29.70237259796381	formerly smoked	0
43	Female	76.0	1	0	Yes	Self-employed	Urban	209.58	33.07902301871912	never smoked	0
44	Female	63.0	0	0	Yes	Govt_job	Rural	79.92	29.970218681520958	smokes	0
45	Male	61.0	0	0	Yes	Govt_job	Urban	184.15	30.863162932887985	Unknown	0
46	Male	54.0	1	0	Yes	Private	Rural	198.69	33.737576205047304	smokes	0
47	Male	40.0	0	0	Yes	Private	Rural	89.77	30.0668053524742	smokes	0
48	Female	48.0	1	0	No	Private	Rural	118.14	31.697085992503364	formerly smoked	0
49	Male	61.0	0	1	Yes	Private	Urban	88.27	29.99730179513789	never smoked	0
50	Male	31.0	1	0	Yes	Govt_job	Urban	92.11	31.198140115564627	never smoked	0
51	Female	43.0	0	0	Yes	Govt_job	Rural	107.42	29.854190333221652	never smoked	0
52	Female	9.0	0	0	No	children	Urban	95.81	20.018427356531838	Unknown	0
53	Male	52.0	0	0	Yes	Private	Urban	226.7	33.117246460733575	smokes	0
54	Female	77.0	0	1	Yes	Private	Rural	183.1	28.982843563019326	never smoked	0
55	Female	17.0	0	0	No	Private	Rural	83.23	26.420807382569834	never smoked	0
56	Female	71.0	0	0	Yes	Self-employed	Urban	91.35	29.016504284733173	formerly smoked	0
57	Female	35.0	0	0	No	Govt_job	Urban	83.76	29.789599917563965	smokes	0
58	Female	23.0	0	0	No	Private	Urban	110.16	26.997282265398667	never smoked	0
59	Male	40.0	0	0	No	Private	Urban	88.27	30.0668053524742	formerly smoked	0
60	Female	23.0	0	0	No	Private	Rural	193.22	28.383477868385224	smokes	0
61	Female	71.0	1	0	Yes	Self-employed	Rural	66.12	30.375307026800215	never smoked	0
62	Male	13.0	0	0	No	children	Urban	71.73	22.562797542765956	Unknown	0
63	Male	73.0	1	0	Yes	Self-employed	Rural	102.06	30.19632033911637	Unknown	0
64	Female	3.0	0	0	No	children	Urban	79.63	18.896758341975225	Unknown	0
65	Male	51.0	0	0	Yes	Private	Rural	217.71	33.749649271841086	formerly smoked	0
66	Male	35.0	0	0	Yes	Private	Rural	115.92	29.612603644460908	formerly smoked	0
67	Female	73.0	0	0	Yes	Self-employed	Rural	79.69	28.596578523400677	formerly smoked	0
68	Female	6.0	0	0	No	children	Urban	201.25	20.50813016611414	Unknown	0
69	Male	46.0	1	0	Yes	Private	Rural	73.72	31.606570696468122	smokes	0
70	Female	71.0	0	0	Yes	Private	Urban	214.77	32.27387095184459	Unknown	0
71	Female	54.0	1	0	Yes	Private	Rural	98.74	31.89971211530221	never smoked	0
72	Female	80.0	0	0	Yes	Govt_job	Urban	84.86	27.411314469808467	Unknown	0
73	Female	49.0	0	0	Yes	Private	Rural	67.27	29.876490922740366	formerly smoked	0
74	Male	72.0	0	0	Yes	Self-employed	Rural	72.09	28.54569321378707	smokes	0
75	Male	25.0	0	0	Yes	Private	Rural	78.29	27.173222235093398	smokes	0
76	Male	27.0	0	0	No	Private	Rural	191.79	28.89969575625761	smokes	0
77	Male	51.0	1	0	Yes	Private	Rural	163.56	32.29329460570186	formerly smoked	0
78	Male	48.0	0	0	Yes	Self-employed	Rural	216.88	33.69541657142078	smokes	0
79	Male	7.0	0	0	No	children	Urban	87.94	19.483194786207072	Unknown	0
80	Female	61.0	1	1	Yes	Private	Urban	237.58	33.746401289230256	formerly smoked	0
81	Female	25.0	0	0	Yes	Govt_job	Urban	93.23	27.24120740794051	smokes	0
82	Male	30.0	0	0	Yes	Private	Urban	91.23	29.28032172443538	smokes	0
83	Male	71.0	1	0	Yes	Self-employed	Rural	93.6	30.719672786758665	never smoked	0
84	Male	47.0	0	0	No	Private	Rural	237.17	32.05850252051601	Unknown	0
85	Male	76.0	0	1	Yes	Private	Urban	79.05	28.328095943797504	Unknown	0
86	Female	29.0	0	0	No	Private	Urban	81.43	28.61994283496398	formerly smoked	0
87	Female	48.0	0	1	Yes	Self-employed	Urban	101.22	30.006573102139797	formerly smoked	0
88	Female	57.0	1	0	Yes	Private	Urban	210.0	35.18860462517498	never smoked	0
89	Male	58.0	0	0	Yes	Private	Urban	94.0	30.272074039541987	Unknown	0
90	Male	45.0	0	1	Yes	Private	Rural	93.77	30.013810750424852	Unknown	0
91	Male	66.0	0	0	Yes	Private	Urban	190.4	30.538184095161768	formerly smoked	0
92	Male	59.0	0	1	Yes	Govt_job	Urban	188.69	31.378533851873115	formerly smoked	0
93	Male	34.0	0	0	Yes	Private	Rural	86.51	29.904709563307257	formerly smoked	0
94	Male	69.0	1	0	Yes	Private	Rural	107.11	30.624831677910333	smokes	0
95	Male	66.0	0	0	Yes	Self-employed	Urban	71.38	29.18710939880596	formerly smoked	0
96	Female	48.0	0	0	Yes	Self-employed	Rural	209.9	33.17294727137241	smokes	0
97	Male	32.0	0	0	No	Private	Rural	95.58	29.752554356966748	smokes	0
98	Male	60.0	0	0	Yes	Self-employed	Urban	185.71	31.378533851873115	Unknown	0
99	Female	30.0	0	0	No	Govt_job	Urban	88.2	29.28032172443538	smokes	0
100	Female	60.0	0	0	Yes	Self-employed	Urban	203.04	32.130179775170376	smokes	0
101	Male	10.0	0	0	No	children	Rural	99.87	20.263791073638025	formerly smoked	0
102	Male	20.0	0	0	No	Private	Rural	70.96	26.305040919138523	Unknown	0
103	Male	77.0	0	0	Yes	Private	Urban	74.26	28.004566476544774	formerly smoked	0
104	Male	67.0	0	0	Yes	Private	Urban	92.73	29.081488595208445	never smoked	0
105	Female	42.0	0	0	Yes	Private	Urban	208.06	32.49735905629397	smokes	0
106	Female	60.0	1	0	Yes	Private	Urban	109.0	31.89971211530221	Unknown	0
107	Male	0.48	0	0	No	children	Urban	73.02	17.89929451491795	Unknown	0
108	Male	35.0	0	0	Yes	Private	Rural	77.48	29.832593105583623	formerly smoked	0
109	Male	50.0	1	0	No	Private	Urban	81.96	31.97914377106592	formerly smoked	0
110	Female	19.0	0	0	No	Private	Rural	72.39	26.284524627193612	smokes	0
111	Female	77.0	1	0	Yes	Self-employed	Urban	109.51	29.663123711666024	never smoked	0
112	Male	67.0	0	1	Yes	Private	Rural	97.24	28.944067909678317	Unknown	0
113	Female	20.0	0	0	No	Private	Urban	89.03	26.59200375926125	smokes	0
114	Male	49.0	0	0	Yes	Private	Rural	79.64	30.188174647677695	smokes	0
115	Male	77.0	0	1	Yes	Govt_job	Rural	106.03	27.956143010263066	Unknown	0
116	Female	52.0	1	0	Yes	Self-employed	Rural	111.38	31.791922363152473	smokes	0
117	Male	43.0	0	0	Yes	Govt_job	Rural	80.07	29.984830834123173	never smoked	0
118	Female	69.0	1	0	Yes	Govt_job	Urban	112.2	30.574928449662846	never smoked	0
119	Female	34.0	1	0	Yes	Self-employed	Urban	100.61	31.47526322033101	Unknown	0
120	Male	78.0	0	1	Yes	Self-employed	Urban	243.73	28.02386637636746	smokes	0
121	Male	76.0	0	1	Yes	Self-employed	Urban	67.03	28.02871647102671	never smoked	0
122	Male	62.0	1	1	Yes	Private	Rural	176.25	32.43801447032291	never smoked	0
123	Female	71.0	1	0	Yes	Private	Urban	105.55	30.557687319717626	smokes	0
124	Male	79.0	0	1	Yes	Private	Urban	213.38	30.504871562608173	Unknown	0
125	Male	79.0	0	1	Yes	Private	Rural	82.27	27.411314469808467	never smoked	0
126	Male	54.0	0	0	Yes	Private	Rural	74.06	30.162336272799983	never smoked	0
127	Female	73.0	1	0	Yes	Private	Rural	217.84	33.899575602263056	never smoked	0
128	Female	5.0	0	0	No	children	Rural	105.18	19.03363307440957	Unknown	0
129	Female	38.0	0	0	Yes	Private	Rural	217.55	33.541750072202845	smokes	0
130	Male	72.0	1	0	Yes	Private	Rural	231.71	33.22529657056137	Unknown	0
131	Male	14.0	0	0	No	Private	Rural	110.72	25.92538060204817	never smoked	0
132	Male	50.0	0	0	Yes	Private	Urban	67.02	29.876490922740366	formerly smoked	0
133	Male	29.0	1	0	Yes	Private	Urban	77.55	30.352153075720764	formerly smoked	0
134	Male	75.0	1	0	Yes	Private	Rural	198.79	31.809102388818047	smokes	0
135	Female	68.0	1	1	Yes	Private	Rural	233.3	33.480734073500464	Unknown	0
136	Female	33.0	1	0	No	Private	Rural	97.87	31.430239364510037	smokes	0
137	Male	63.0	0	1	Yes	Self-employed	Urban	82.72	29.927100195480005	never smoked	0
138	Female	56.0	0	0	Yes	Private	Urban	102.97	30.111585941603717	smokes	0
139	Male	70.0	0	0	Yes	Govt_job	Urban	202.55	30.781985990405303	formerly smoked	0
140	Male	71.0	0	1	Yes	Private	Urban	204.98	30.976758580936625	formerly smoked	0
141	Female	73.0	0	0	No	Self-employed	Rural	69.35	28.36584508965892	never smoked	0
142	Female	67.0	1	0	Yes	Private	Rural	85.48	30.75318633749586	smokes	0
143	Female	62.0	1	0	Yes	Self-employed	Urban	75.78	31.75309029478169	smokes	0
144	Female	38.0	0	0	Yes	Private	Urban	91.44	30.0668053524742	Unknown	0
145	Female	47.0	0	0	Yes	Self-employed	Rural	195.61	31.720165526413464	never smoked	0
146	Female	42.0	0	0	Yes	Private	Urban	73.37	29.948147355072038	smokes	0
147	Male	58.0	0	0	Yes	Govt_job	Urban	160.87	30.546215505510165	formerly smoked	0
148	Male	44.0	1	0	Yes	Private	Rural	84.1	31.723509495457375	Unknown	0
149	Male	42.0	0	0	Yes	Private	Urban	177.91	30.68964575227439	Unknown	0
150	Male	78.0	1	0	Yes	Self-employed	Urban	90.19	29.210833962046138	Unknown	0
151	Female	68.0	0	0	No	Private	Urban	82.85	28.968393628910906	smokes	0
152	Male	39.0	0	0	Yes	Private	Rural	84.18	29.951301422935355	smokes	0
153	Male	60.0	0	0	Yes	Self-employed	Rural	212.02	33.4845680869329	Unknown	0
154	Female	31.0	0	0	Yes	Self-employed	Urban	87.23	29.435237286859376	formerly smoked	0
155	Male	67.0	0	0	Yes	Private	Urban	260.85	29.09959343959128	Unknown	0
156	Female	52.0	1	0	Yes	Self-employed	Rural	104.45	31.843071754782194	never smoked	0
157	Female	53.0	0	0	Yes	Private	Urban	227.68	33.117246460733575	never smoked	0
158	Female	33.0	0	0	No	Private	Urban	84.4	29.746116027365073	smokes	0
159	Female	53.0	0	0	No	Private	Rural	235.45	32.48706845856044	formerly smoked	0
160	Female	49.0	0	0	Yes	Private	Rural	107.55	30.056974383018026	Unknown	0
161	Male	52.0	0	1	No	Self-employed	Rural	79.81	30.188174647677695	formerly smoked	0
162	Female	41.0	0	0	Yes	Self-employed	Rural	76.66	29.99444194055943	Unknown	0
163	Male	1.88	0	0	No	children	Rural	143.97	19.018775636939367	Unknown	0
164	Male	34.0	0	0	Yes	Private	Urban	99.23	29.70237259796381	smokes	0
165	Female	16.0	0	0	No	Private	Urban	89.45	26.52751396445424	Unknown	0
166	Female	45.0	0	0	Yes	Private	Urban	202.66	31.86199054694296	never smoked	0
167	Male	1.08	0	0	No	children	Rural	74.5	18.797637948568624	Unknown	0
168	Male	1.8	0	0	No	children	Urban	68.8	18.719259745575055	Unknown	0
169	Female	13.0	0	0	No	children	Rural	219.81	25.654078421843533	Unknown	0
170	Female	61.0	0	0	Yes	Private	Rural	219.38	33.46726940704127	never smoked	0
171	Female	37.0	0	0	No	Govt_job	Rural	72.08	29.595595561791818	formerly smoked	0
172	Male	32.0	1	0	No	Govt_job	Urban	58.24	31.098300161525284	formerly smoked	0
173	Female	79.0	0	0	Yes	Private	Rural	208.05	29.78694460325683	smokes	0
174	Male	8.0	0	0	No	children	Urban	78.76	19.428195618403347	Unknown	0
175	Female	75.0	0	1	Yes	Self-employed	Urban	83.88	28.402910258289666	smokes	0
176	Female	79.0	1	0	Yes	Self-employed	Rural	92.43	29.210833962046138	never smoked	0
177	Female	69.0	0	1	Yes	Private	Urban	207.6	31.231186313834275	never smoked	0
178	Male	31.0	0	0	Yes	Private	Urban	108.62	29.23491653621969	smokes	0
179	Female	82.0	1	0	Yes	Private	Urban	222.52	31.75340319266665	formerly smoked	0
180	Male	32.0	1	0	No	Private	Rural	74.43	31.497422037342364	Unknown	0
181	Female	17.0	0	0	No	Private	Urban	92.97	26.52751396445424	formerly smoked	0
182	Female	18.0	0	0	No	Private	Rural	101.12	26.437222755448115	smokes	0
183	Male	59.0	1	0	Yes	Govt_job	Rural	253.93	32.1306496403525	formerly smoked	0
184	Male	3.0	0	0	No	children	Rural	194.75	20.11991532687849	Unknown	0
185	Female	20.0	0	0	No	Govt_job	Rural	79.53	26.52504773335733	never smoked	0
186	Female	78.0	0	0	Yes	Govt_job	Urban	101.76	27.32855855724956	smokes	0
187	Male	52.0	1	0	Yes	Govt_job	Rural	116.62	31.749263451594498	smokes	0
188	Female	65.0	0	1	Yes	Private	Rural	57.52	29.420252347958517	formerly smoked	0
189	Male	59.0	0	0	Yes	Private	Urban	223.16	33.17530861079809	Unknown	0
190	Female	78.0	1	1	Yes	Private	Rural	206.53	31.17927645645906	never smoked	0
191	Female	70.0	0	1	Yes	Self-employed	Rural	65.68	28.64225263181359	Unknown	0
192	Female	70.0	0	1	Yes	Self-employed	Urban	240.69	30.87306207992168	smokes	0
193	Male	37.0	0	0	Yes	Private	Rural	107.06	29.70237259796381	smokes	0
194	Male	72.0	0	1	Yes	Private	Rural	238.27	30.69765019772622	smokes	0
195	Male	1.32	0	0	No	children	Rural	107.02	18.799209785253908	Unknown	0
196	Male	58.0	0	0	Yes	Govt_job	Urban	84.94	30.199570565349735	never smoked	0
197	Male	31.0	0	0	No	Private	Urban	215.07	32.721655047898544	smokes	0
198	Male	41.0	0	0	No	Private	Rural	70.15	29.75663127443438	formerly smoked	0
199	Male	40.0	0	0	Yes	Private	Urban	191.15	31.12417217394211	smokes	0
200	Female	45.0	1	0	Yes	Govt_job	Rural	95.02	31.79830364006429	smokes	0
201	Male	40.0	0	0	Yes	Private	Rural	83.94	29.951301422935355	smokes	0
202	Female	80.0	1	0	Yes	Private	Urban	83.75	29.09742107186247	never smoked	0