SnapAnalytx

Data Dictionary

Num	Attribute Name	Type	Range Low	Range High	Values
1	Age	Number	17	83	NA
2	Employment	Multi-valued String	NA	NA	Consultant, Private, SelfEmp, PSFederal, PSLocal, PSState, Volunteer
3	Martial	Multi-valued String	NA	NA	Married, Divorced, Absent, Unmarried, Widowed, Married-spouse-absent
4	Occupation	Multi-valued String	NA	NA	Numerous
5	Income	Number	609	481259	NA
6	Sex	Binary String	NA	NA	Male, Female
7	Deduction	Number	0	2824	NA
8	Hours	Number	2	99	NA
9	Education	Multi-valued String	NA	NA	Numerous
10	Claim Adjusted	Binary	NA	NA	0,1

Notes: Claim Adjusted is the target attribute. '1' means the claim has to be adjusted and '0' means there is no need to adjust it.

Download Table

Sample data used to train the model

Age	Employment	Education	Marital	Occupation	Income	Gender	Deductions	Hours	Adjusted
38	Private	College	Unmarried	Service	81838	Female	0	72	0
35	Private	Associate	Absent	Transport	72099	Male	0	30	0
32	Private	HSgrad	Divorced	Clerical	154676.74	Male	0	40	0
45	Private	Bachelor	Married	Repair	27743.82	Male	0	55	1
60	Private	College	Married	Executive	7568.23	Male	0	40	1
74	Private	HSgrad	Married	Service	33144.4	Male	0	30	0
43	Private	Bachelor	Married	Executive	43391.17	Male	0	50	1
35	Private	Yr12	Married	Machinist	59906.65	Male	0	40	0
25	Private	Associate	Divorced	Clerical	126888.91	Female	0	40	0
22	Private	HSgrad	Absent	Sales	52466.49	Female	0	37	0
48	Private	College	Divorced	Service	291416.11	Female	0	35	0
60	Private	Vocational	Widowed	Clerical	24155.31	Male	0	40	0
21	Private	College	Absent	Service	143254.86	Female	0	35	0
21	Private	College	Absent	Machinist	120554.81	Male	0	40	0
50	Private	Master	Married	Executive	34919.16	Male	0	40	1
37	Private	HSgrad	Divorced	Executive	67176.79	Male	0	35	0
30	Consultant	HSgrad	Divorced	Repair	9608.48	Male	0	40	0
32	Private	HSgrad	Married	Machinist	12475.84	Male	0	40	0
65	SelfEmp	College	Married	Sales	32963.39	Male	0	40	0
28	Private	College	Married	Executive	31534.97	Male	0	55	0
40	PSLocal	Vocational	Divorced	Executive	182165.08	Female	0	40	0
41	PSState	Bachelor	Divorced	Executive	70603.7	Male	0	40	0
30	Private	HSgrad	Absent	Service	88125.97	Male	0	30	0
38	Private	HSgrad	Married	Repair	8670.9	Male	0	40	0
23	Private	Yr11	Unmarried	Professional	260405.44	Male	0	35	0
42	PSState	College	Absent	Executive	66139.36	Female	0	40	0
26	Private	Bachelor	Absent	Sales	73751.48	Female	0	40	0
32	Consultant	HSgrad	Married	Sales	1428.27	Male	0	60	1
49	PSFederal	College	Married	Support	15345.33	Male	0	40	1
26	Private	HSgrad	Married	Repair	48114.39	Male	0	40	0
28	Private	Yr10	Married	Machinist	33493.89	Male	0	40	0
41	PSFederal	Bachelor	Married	Support	54653.36	Male	0	24	0
46	Private	HSgrad	Absent	Service	229077.27	Female	0	24	0
42	Private	College	Absent	Machinist	59201.06	Female	0	40	0
39	Private	College	Divorced	Clerical	31036.73	Female	0	40	0
50	Private	Yr11	Absent	Machinist	187250.07	Female	0	40	0
47	PSLocal	Doctorate	Absent	Professional	161837.75	Female	0	40	0
24	Private	Associate	Unmarried	Repair	193135.59	Male	0	40	1
45	Private	Vocational	Married	Repair	26717.49	Male	0	40	0
40	PSFederal	Associate	Absent	Clerical	99748.58	Female	0	40	0
51	SelfEmp	Doctorate	Married	Professional	13612.07	Male	0	40	1
77	Private	HSgrad	Married	Service	39950.92	Male	0	25	0
35	Private	College	Married	Support	44130.45	Male	0	45	0
39	Private	Yr9	Divorced	Cleaner	78516.3	Male	0	50	0
39	PSState	Bachelor	Absent	Executive	92268.68	Female	0	40	0
63	SelfEmp	Bachelor	Married	Farming	9092.19	Male	0	40	1
64	Private	HSgrad	Widowed	Service	148865.82	Female	0	38	0
39	Private	Bachelor	Married	Professional	21190.02	Male	0	40	1
66	Private	Yr5t6	Married-spouse-absent	Cleaner	139087.01	Female	0	40	0
18	Unemployed	Yr11	Absent	NA	148836.93	Female	0	10	0
42	PSLocal	College	Married	Executive	48422.28	Male	0	45	1
31	PSLocal	College	Absent	Clerical	67012.13	Female	0	40	0
31	Private	Bachelor	Married	Executive	6333	Male	2246	45	1
45	Private	Professional	Absent	Professional	44102.23	Male	0	40	1
19	PSLocal	College	Absent	Service	97937.09	Female	0	35	0
32	Private	HSgrad	Married	Machinist	14657.59	Male	0	40	0
27	Private	Bachelor	Absent	Professional	89775.14	Male	0	40	1
25	Private	HSgrad	Married	Transport	56417.35	Male	0	30	0
21	Private	College	Absent	Clerical	43362.93	Male	0	65	0
33	Consultant	HSgrad	Absent	Farming	214238.62	Male	0	70	0
43	NA	HSgrad	Absent	NA	61192.65	Female	0	40	0
31	Private	Bachelor	Absent	Executive	83143.19	Male	1160.666667	38	0
56	PSFederal	Bachelor	Divorced	Clerical	37078.8	Male	0	40	0
62	Volunteer	Associate	Married	Farming	51230.5	Male	0	50	0
28	Private	Associate	Absent	Transport	166953.87	Male	0	60	0
39	Private	HSgrad	Married	Executive	28907.41	Male	0	40	0
61	PSLocal	Master	Absent	Professional	5138.14	Female	0	25	0
32	Private	HSgrad	Absent	Sales	82182.54	Female	0	50	0
48	PSState	Bachelor	Married	Executive	45239	Male	0	40	1
27	Private	HSgrad	Married	Farming	25990.54	Male	0	40	0
20	Private	Yr9	Absent	Transport	104396.02	Male	0	50	0
37	Private	HSgrad	Absent	Machinist	83414.55	Male	0	40	0
43	Private	College	Married	Repair	32684.53	Male	0	38	0
47	Consultant	HSgrad	Married	Machinist	61231.06	Male	0	40	1
33	Private	Yr11	Absent	Service	32550.53	Male	0	40	0
64	Private	HSgrad	Married	Machinist	61592.42	Male	0	40	0
44	Private	Bachelor	Married	Sales	37662.02	Male	0	50	1
23	Private	College	Absent	Service	100335.51	Female	0	35	0
22	Private	HSgrad	Absent	Service	342939.73	Female	0	35	0
49	PSLocal	Master	Married	Executive	30098.58	Male	0	50	1
28	PSFederal	HSgrad	Absent	Executive	150516.9	Female	0	70	0
36	Private	HSgrad	Divorced	Transport	43380.64	Male	0	50	0
22	Private	Bachelor	Absent	Professional	24584.08	Female	0	15	0
29	Private	Vocational	Married	Transport	25402.11	Male	0	55	0
26	Private	College	Absent	Support	151462.25	Male	0	20	0
44	Private	Bachelor	Married	Executive	29461.26	Male	0	40	1
26	Private	Associate	Absent	Clerical	38142.98	Female	0	8	0
28	Private	Bachelor	Absent	Executive	76539.28	Female	0	60	0
19	Private	Yr11	Absent	Sales	71627.78	Female	0	25	0
45	Consultant	HSgrad	Married	Sales	38599.89	Male	0	50	1
35	Private	College	Divorced	Sales	9034.01	Female	0	35	0
42	Private	Vocational	Married	Service	22787.48	Male	0	30	0
58	PSState	Doctorate	Married	Professional	33252.79	Male	0	40	0
55	Private	College	Married	Repair	39087.51	Male	0	40	0
25	Private	HSgrad	Absent	Repair	174812.5	Male	0	28	0
78	SelfEmp	Bachelor	Married	Executive	39472.73	Male	0	45	1
53	PSLocal	HSgrad	Married	Executive	56065.12	Male	0	60	0
34	Private	Vocational	Married	Executive	35910.03	Male	0	40	0
28	Private	College	Married	Sales	37249.5	Male	0	40	0
50	Private	HSgrad	Married	Sales	47011.78	Male	0	48	0

Notes: Only 100 rows are shown here. The full sample data used to train the model has 1000 rows. Download the full sample dataset.

Predict Tax Refund Claim Adjustment