OralCancerTreatment / Git / [2efe5f] /oral_cancer_prediction

Datasets:

Haley-Delamora/

OralCancerTreatment

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[2efe5f]: / oral_cancer_prediction_dataset.csv

History

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#	ID	Country	Age	Gender	Tobacco Use	Alcohol Consumption	HPV Infection	Betel Quid Use	Chronic Sun Exposure	Poor Oral Hygiene	Diet (Fruits & Vegetables Intake)	Family History of Cancer	Compromised Immune System	Oral Lesions	Unexplained Bleeding	Difficulty Swallowing	White or Red Patches in Mouth	Tumor Size (cm)	Cancer Stage	Treatment Type	Survival Rate (5-Year, %)	Cost of Treatment (USD)	Economic Burden (Lost Workdays per Year)	Early Diagnosis	Oral Cancer (Diagnosis)
1	1	Italy	36	Female	Yes	Yes	Yes	No	No	Yes	Low	No	No	No	No	No	No	0.0	0	No Treatment	100.0	0.0	0	No	No
2	2	Japan	64	Male	Yes	Yes	Yes	No	Yes	Yes	High	No	No	No	Yes	No	No	1.782185912976328	1	No Treatment	83.34010313893637	77772.5	177	No	Yes
3	3	UK	37	Female	No	Yes	No	No	Yes	Yes	Moderate	No	No	No	No	No	Yes	3.5238948286714287	2	Surgery	63.222871058149146	101164.5	130	Yes	Yes
4	4	Sri Lanka	55	Male	Yes	Yes	No	Yes	No	Yes	Moderate	No	No	Yes	No	No	No	0.0	0	No Treatment	100.0	0.0	0	Yes	No
5	5	South Africa	68	Male	No	No	No	No	No	Yes	High	No	No	No	No	No	No	2.8347890491420897	3	No Treatment	44.29319859884109	45354.75	52	No	Yes
6	6	Taiwan	70	Male	Yes	No	Yes	Yes	No	Yes	Moderate	Yes	No	Yes	Yes	No	No	1.692674703391729	2	Surgery	67.40727483053554	96504.0	91	Yes	Yes
7	7	USA	41	Female	Yes	Yes	No	No	No	No	Moderate	No	No	No	No	Yes	Yes	5.794842845989493	1	No Treatment	80.79813197862725	86131.25	105	Yes	Yes
8	8	Italy	53	Male	Yes	Yes	Yes	No	No	Yes	Moderate	No	No	Yes	No	No	No	0.0	0	No Treatment	100.0	0.0	0	Yes	No
9	9	Sri Lanka	62	Female	Yes	No	Yes	Yes	No	Yes	Low	No	No	No	No	Yes	No	5.99947559531915	3	Surgery	41.45993468891645	42630.0	136	No	Yes
10	10	Germany	50	Male	Yes	No	No	No	No	Yes	High	No	No	No	No	Yes	No	5.282245618316051	3	Radiation	33.753805960557955	75150.25	82	No	Yes
11	11	Sri Lanka	65	Male	No	Yes	No	Yes	No	No	Moderate	Yes	No	Yes	No	No	Yes	4.724627191828178	3	Targeted Therapy	42.81490043560753	63721.0	84	Yes	Yes
12	12	Sri Lanka	34	Male	Yes	No	No	No	No	Yes	Low	No	No	Yes	Yes	No	No	0.0	0	No Treatment	100.0	0.0	0	Yes	No
13	13	France	56	Male	Yes	Yes	Yes	Yes	No	Yes	Moderate	No	No	No	No	Yes	Yes	0.0	0	No Treatment	100.0	0.0	0	Yes	No
14	14	Australia	59	Female	Yes	Yes	No	No	Yes	Yes	Low	No	No	Yes	No	No	Yes	0.0	0	No Treatment	100.0	0.0	0	Yes	No
15	15	UK	43	Male	Yes	No	No	No	No	No	Low	No	Yes	No	No	No	Yes	0.0	0	No Treatment	100.0	0.0	0	Yes	No
16	16	Brazil	63	Male	Yes	Yes	Yes	No	Yes	Yes	Low	No	No	No	No	Yes	No	0.0	0	No Treatment	100.0	0.0	0	No	No
17	17	France	44	Female	Yes	Yes	Yes	No	No	Yes	High	No	No	Yes	Yes	No	No	3.965715075000258	4	Targeted Therapy	25.21984905067331	47068.0	149	Yes	Yes
18	18	Sri Lanka	71	Male	Yes	Yes	No	Yes	No	Yes	Moderate	No	No	No	No	No	No	0.0	0	No Treatment	100.0	0.0	0	No	No
19	19	UK	51	Male	Yes	No	No	No	No	No	Moderate	No	No	No	No	No	No	0.0	0	No Treatment	100.0	0.0	0	No	No
20	20	Australia	53	Male	Yes	No	No	No	No	Yes	Low	No	No	No	No	Yes	No	1.4523291607846869	3	Chemotherapy	42.66301192358422	43699.25	102	No	Yes
21	21	Pakistan	44	Male	Yes	No	No	Yes	Yes	Yes	High	No	No	Yes	Yes	No	No	0.0	0	No Treatment	100.0	0.0	0	Yes	No
22	22	France	51	Female	No	No	No	Yes	No	Yes	Moderate	No	No	Yes	No	Yes	No	0.0	0	No Treatment	100.0	0.0	0	Yes	No
23	23	Kenya	47	Male	No	Yes	No	No	No	No	Moderate	No	No	No	Yes	No	No	0.0	0	No Treatment	100.0	0.0	0	No	No
24	24	Germany	58	Female	Yes	Yes	No	No	No	Yes	Moderate	No	No	No	Yes	Yes	No	0.0	0	No Treatment	100.0	0.0	0	No	No
25	25	France	57	Male	No	No	No	Yes	No	Yes	Low	No	No	No	Yes	No	No	0.0	0	No Treatment	100.0	0.0	0	No	No
26	26	Pakistan	54	Male	Yes	Yes	No	Yes	Yes	Yes	Moderate	No	No	No	No	Yes	No	4.401077149437924	1	Targeted Therapy	86.22090345132919	37480.0	44	No	Yes
27	27	USA	56	Female	No	Yes	No	No	No	Yes	Moderate	No	No	Yes	No	Yes	No	1.1226856925812285	1	Surgery	80.8946681949887	91911.25	83	Yes	Yes
28	28	Brazil	44	Female	Yes	Yes	No	No	No	No	High	Yes	No	No	No	No	No	0.0	0	No Treatment	100.0	0.0	0	No	No
29	29	Taiwan	44	Female	Yes	No	No	Yes	No	No	High	No	No	Yes	Yes	Yes	Yes	5.696965119548909	3	Targeted Therapy	42.27132153712819	65775.5	30	Yes	Yes
30	30	UK	67	Female	Yes	Yes	No	No	Yes	No	High	No	No	Yes	No	No	Yes	0.0	0	No Treatment	100.0	0.0	0	Yes	No
31	31	Kenya	47	Male	Yes	Yes	No	No	Yes	No	Low	No	Yes	No	No	No	No	0.0	0	No Treatment	100.0	0.0	0	No	No
32	32	Italy	57	Female	Yes	Yes	No	No	No	Yes	Low	No	No	No	No	No	No	0.0	0	No Treatment	100.0	0.0	0	No	No
33	33	South Africa	31	Male	Yes	Yes	Yes	No	No	Yes	Low	No	No	No	No	No	Yes	0.0	0	No Treatment	100.0	0.0	0	Yes	No
34	34	Russia	59	Male	Yes	No	No	No	No	No	High	No	No	No	Yes	No	No	1.1764513759344055	3	Chemotherapy	42.799924019280084	128208.5	154	No	Yes
35	35	Nigeria	66	Male	Yes	No	Yes	No	No	No	Low	No	No	No	No	Yes	Yes	2.3579151486845142	2	Targeted Therapy	60.58362932371863	31200.0	43	Yes	Yes
36	36	USA	56	Female	Yes	No	No	Yes	No	Yes	Moderate	No	No	No	No	No	No	0.0	0	No Treatment	100.0	0.0	0	No	No
37	37	Taiwan	56	Male	Yes	Yes	No	Yes	No	No	Low	No	No	No	Yes	No	Yes	3.2523334056272626	3	Chemotherapy	35.7731513871975	38739.75	133	Yes	Yes
38	38	Sri Lanka	70	Male	Yes	Yes	No	No	No	Yes	Low	No	Yes	No	No	No	No	0.0	0	No Treatment	100.0	0.0	0	No	No
39	39	Australia	57	Male	Yes	No	No	No	No	No	Moderate	No	No	Yes	Yes	No	No	0.0	0	No Treatment	100.0	0.0	0	Yes	No
40	40	Egypt	48	Male	Yes	Yes	No	No	Yes	No	Low	No	No	Yes	No	No	No	0.0	0	No Treatment	100.0	0.0	0	Yes	No
41	41	Kenya	50	Male	Yes	No	No	No	No	Yes	Moderate	No	No	No	No	Yes	No	1.2739892364189926	3	Chemotherapy	48.270964097350614	36993.25	74	No	Yes
42	42	Japan	48	Male	Yes	No	No	No	No	No	Low	No	No	No	No	No	Yes	0.0	0	No Treatment	100.0	0.0	0	Yes	No
43	43	Sri Lanka	64	Male	Yes	Yes	Yes	Yes	No	Yes	Moderate	No	No	Yes	No	No	No	4.394063123243168	3	Targeted Therapy	34.09173683036563	131598.25	30	Yes	Yes
44	44	Germany	67	Male	Yes	Yes	Yes	Yes	No	No	High	No	No	No	No	No	Yes	0.0	0	No Treatment	100.0	0.0	0	Yes	No
45	45	Egypt	65	Male	No	Yes	No	No	No	No	Moderate	No	No	No	No	Yes	No	0.0	0	No Treatment	100.0	0.0	0	No	No
46	46	Sri Lanka	47	Female	Yes	Yes	Yes	Yes	No	No	High	No	No	Yes	No	No	No	5.136320484169374	3	Targeted Therapy	31.96449031445631	131572.0	151	Yes	Yes
47	47	USA	55	Male	No	No	No	No	No	Yes	Low	No	No	Yes	No	No	Yes	4.781567944902292	3	Surgery	36.60039651967577	79028.25	98	Yes	Yes
48	48	India	62	Male	Yes	Yes	No	Yes	No	Yes	High	No	No	No	No	No	No	0.0	0	No Treatment	100.0	0.0	0	No	No
49	49	Italy	43	Male	No	No	No	No	No	Yes	Low	No	Yes	No	Yes	Yes	No	0.0	0	No Treatment	100.0	0.0	0	No	No
50	50	Pakistan	64	Male	Yes	Yes	No	Yes	No	Yes	Moderate	Yes	No	Yes	No	No	No	0.0	0	No Treatment	100.0	0.0	0	Yes	No
51	51	Taiwan	63	Male	Yes	No	No	No	No	No	Low	No	No	Yes	Yes	Yes	No	0.0	0	No Treatment	100.0	0.0	0	Yes	No
52	52	Italy	61	Male	Yes	No	Yes	No	No	No	Low	No	Yes	Yes	No	No	Yes	0.0	0	No Treatment	100.0	0.0	0	Yes	No
53	53	Pakistan	63	Male	No	Yes	No	Yes	No	Yes	High	No	No	No	No	No	Yes	0.0	0	No Treatment	100.0	0.0	0	Yes	No
54	54	Kenya	54	Male	Yes	No	Yes	No	Yes	No	Moderate	No	Yes	Yes	No	No	No	5.800714491793916	4	Surgery	16.696020440482368	143138.0	31	Yes	Yes
55	55	India	46	Male	Yes	Yes	Yes	Yes	No	Yes	Low	No	No	No	No	No	No	1.49580036561103	3	Surgery	39.99356744493249	119785.75	139	No	Yes
56	56	Brazil	66	Male	Yes	No	No	No	No	No	Low	No	No	No	Yes	Yes	No	2.879285088337774	3	Chemotherapy	47.319326258545324	75544.0	176	No	Yes
57	57	Australia	55	Male	No	No	No	No	No	No	Moderate	No	No	No	Yes	No	No	4.6302281566209125	3	No Treatment	47.33109889024509	85900.5	113	No	Yes
58	58	Pakistan	49	Male	Yes	Yes	Yes	No	No	Yes	Low	No	No	No	No	Yes	No	0.0	0	No Treatment	100.0	0.0	0	No	No
59	59	Taiwan	56	Male	Yes	No	Yes	Yes	No	Yes	Low	No	No	Yes	Yes	No	No	2.1449471907998148	3	Radiation	38.460726467125944	122127.25	120	Yes	Yes
60	60	USA	56	Male	Yes	Yes	No	No	No	Yes	Moderate	No	No	No	Yes	Yes	No	0.0	0	No Treatment	100.0	0.0	0	No	No
61	61	Australia	50	Male	No	Yes	No	No	No	Yes	Moderate	No	No	No	No	No	Yes	2.6174666986275605	4	Surgery	11.00831258270955	148788.0	73	Yes	Yes
62	62	Sri Lanka	60	Male	No	Yes	Yes	Yes	No	No	High	No	No	No	Yes	No	No	0.0	0	No Treatment	100.0	0.0	0	No	No
63	63	Kenya	74	Male	Yes	Yes	Yes	No	No	Yes	Moderate	No	Yes	Yes	No	Yes	Yes	0.0	0	No Treatment	100.0	0.0	0	Yes	No
64	64	Taiwan	42	Male	Yes	Yes	No	No	No	No	Moderate	No	No	Yes	No	No	No	0.0	0	No Treatment	100.0	0.0	0	Yes	No
65	65	Australia	42	Male	No	Yes	Yes	No	No	No	Low	No	No	No	No	Yes	No	0.0	0	No Treatment	100.0	0.0	0	No	No
66	66	USA	67	Male	Yes	Yes	No	No	No	No	Moderate	No	No	No	No	Yes	No	2.0921826377334085	1	No Treatment	84.44321727500886	35178.75	98	No	Yes
67	67	Pakistan	62	Female	Yes	Yes	No	Yes	Yes	No	Low	No	No	No	No	No	Yes	1.434514754582895	3	Radiation	47.81512024605864	91654.5	66	Yes	Yes
68	68	India	71	Male	No	No	No	Yes	No	No	Moderate	No	No	No	No	Yes	No	0.0	0	No Treatment	100.0	0.0	0	No	No
69	69	UK	73	Male	Yes	Yes	Yes	No	Yes	No	Low	No	No	No	No	No	No	1.82041623460694	2	Surgery	64.46031559367299	104104.5	48	No	Yes
70	70	Kenya	62	Female	Yes	Yes	No	No	Yes	Yes	Moderate	No	No	No	No	Yes	No	3.498154332763225	4	Surgery	19.136184368330827	153552.0	69	No	Yes
71	71	Brazil	43	Male	Yes	No	No	No	No	Yes	Low	No	Yes	No	No	Yes	No	0.0	0	No Treatment	100.0	0.0	0	No	No
72	72	Taiwan	58	Male	Yes	No	Yes	No	Yes	No	Moderate	No	No	No	No	No	No	0.0	0	No Treatment	100.0	0.0	0	No	No
73	73	Pakistan	51	Male	No	No	No	No	No	Yes	Low	No	No	No	No	No	Yes	1.0976758098241288	1	Radiation	85.84179127992097	77446.25	160	Yes	Yes
74	74	Pakistan	60	Male	No	No	Yes	Yes	Yes	No	High	No	No	Yes	No	Yes	Yes	4.220423960908104	3	Targeted Therapy	45.39900513109232	104777.75	71	Yes	Yes
75	75	Nigeria	47	Male	Yes	Yes	Yes	No	Yes	Yes	Low	Yes	No	No	No	No	Yes	1.351725716365151	1	Targeted Therapy	83.32492706521599	28090.0	168	Yes	Yes
76	76	Taiwan	60	Male	Yes	Yes	No	No	No	No	High	No	No	No	No	No	Yes	3.419262081407176	4	Targeted Therapy	16.449033039376665	132400.0	130	Yes	Yes
77	77	UK	62	Female	Yes	No	Yes	Yes	No	No	Moderate	Yes	Yes	Yes	No	No	No	5.146532601562598	1	Chemotherapy	80.20056764758762	80120.0	40	Yes	Yes
78	78	Pakistan	57	Female	No	No	Yes	Yes	No	Yes	High	No	No	No	No	No	No	2.3526474576968903	1	Chemotherapy	80.42698440206925	70547.5	137	No	Yes
79	79	Brazil	59	Male	Yes	No	No	No	No	Yes	Moderate	No	No	No	No	No	Yes	0.0	0	No Treatment	100.0	0.0	0	Yes	No
80	80	Kenya	62	Female	Yes	Yes	No	No	No	Yes	High	No	No	No	No	No	No	4.113284993923708	4	No Treatment	10.031299215773007	126946.0	94	No	Yes
81	81	Russia	47	Male	Yes	No	Yes	No	No	Yes	Moderate	No	No	Yes	No	No	No	3.9813872545156106	1	No Treatment	83.27349095405225	95126.25	131	Yes	Yes
82	82	Pakistan	58	Male	Yes	No	No	No	No	Yes	Moderate	Yes	No	No	No	No	No	0.0	0	No Treatment	100.0	0.0	0	No	No
83	83	UK	54	Male	Yes	Yes	No	No	No	No	Low	No	No	No	No	No	No	1.8700991620817566	4	Surgery	22.741721653120415	100566.0	146	No	Yes
84	84	Pakistan	66	Female	Yes	No	No	No	No	No	Low	No	No	No	Yes	Yes	No	0.0	0	No Treatment	100.0	0.0	0	No	No
85	85	France	63	Male	No	No	No	No	No	No	Moderate	No	No	No	No	Yes	No	0.0	0	No Treatment	100.0	0.0	0	No	No
86	86	Nigeria	49	Male	Yes	Yes	Yes	No	No	No	Moderate	No	No	Yes	No	Yes	Yes	2.233118804585293	4	Surgery	10.057625852917981	69456.0	64	Yes	Yes
87	87	Sri Lanka	62	Female	Yes	Yes	Yes	Yes	No	Yes	Moderate	No	No	No	No	No	No	0.0	0	No Treatment	100.0	0.0	0	No	No
88	88	Taiwan	69	Male	Yes	Yes	No	Yes	No	No	Low	No	No	No	No	No	Yes	3.430694015170867	1	Radiation	84.80926359196782	55086.25	63	Yes	Yes
89	89	Pakistan	59	Female	Yes	No	No	No	No	Yes	Moderate	No	No	No	No	No	No	2.644337663205774	3	Surgery	30.679332576666127	107089.5	154	No	Yes
90	90	Germany	51	Female	Yes	Yes	No	No	No	Yes	Low	No	No	No	No	No	No	0.0	0	No Treatment	100.0	0.0	0	No	No
91	91	Brazil	44	Female	Yes	Yes	No	No	No	No	Moderate	No	No	Yes	No	No	No	4.007287026847433	1	No Treatment	81.11793690079776	86280.0	135	Yes	Yes
92	92	USA	35	Female	Yes	No	No	No	No	No	Low	No	No	No	No	No	Yes	0.0	0	No Treatment	100.0	0.0	0	Yes	No
93	93	Taiwan	66	Female	No	No	Yes	No	Yes	Yes	Moderate	No	No	Yes	Yes	No	No	0.0	0	No Treatment	100.0	0.0	0	Yes	No
94	94	Egypt	41	Male	Yes	Yes	Yes	No	No	No	Low	No	No	No	No	No	Yes	2.203032964218602	3	Radiation	30.792573616960933	137684.75	119	Yes	Yes
95	95	Pakistan	44	Male	Yes	Yes	Yes	No	No	Yes	Moderate	No	No	No	No	Yes	No	0.0	0	No Treatment	100.0	0.0	0	No	No
96	96	Australia	56	Male	Yes	No	No	No	No	Yes	Moderate	No	No	No	No	No	Yes	3.028458237485081	3	Surgery	45.54197785018144	84232.75	85	Yes	Yes
97	97	Australia	58	Male	Yes	Yes	No	No	No	Yes	Moderate	No	No	Yes	Yes	No	No	1.2447737038926263	2	Chemotherapy	63.81092309319746	57577.5	52	Yes	Yes
98	98	France	69	Male	Yes	Yes	Yes	No	No	Yes	Moderate	No	No	No	Yes	No	No	2.2576029968823503	1	Targeted Therapy	87.11537062677566	48077.5	143	No	Yes
99	99	Brazil	58	Male	Yes	Yes	Yes	No	No	No	Low	No	No	No	No	No	No	0.0	0	No Treatment	100.0	0.0	0	No	No
100	100	Italy	52	Male	Yes	Yes	No	No	No	No	Low	No	No	No	No	No	Yes	5.693374422679718	1	Chemotherapy	81.88721503358775	98188.75	165	Yes	Yes