Datasets:

davecook1985
/

home-care-cost-model

id int64 1 1.82k	province stringclasses 13 values	adl_katz_score int64 0 6	iadl_lawton_score int64 1 7	cognitive_status stringclasses 4 values	mobility_status stringclasses 5 values	household_composition stringclasses 1 value	primary_diagnosis_category stringclasses 1 value	net_family_income_cad float64 55k 55k	recommended_psw_hours_per_week float64 0 68	recommended_housekeeping_hours_per_week float64 3.5 15.5	recommended_nursing_hours_per_week float64 2 3	recommended_service_mix stringclasses 2 values	private_pay_monthly_cad float64 735 18.5k	subsidy_value_monthly_cad float64 0 8.39k	out_of_pocket_before_credits_monthly_cad float64 735 12.1k	total_credits_value_cad_annual float64 1.78k 31.7k	out_of_pocket_after_credits_monthly_cad float64 587 9.64k	out_of_pocket_after_credits_annual_cad float64 7.05k 116k	all_psw_cost_comparison_monthly_cad float64 662 18.6k	hybrid_savings_vs_all_psw_monthly_cad float64 -241.15 296	scope_warning_triggered bool 2 classes
1	AB	0	1	intact	independent	with_spouse	chronic_mixed	55,000	42	15.5	2	nursing+psw+housekeeping	9,213.46	6,387.15	2,826.31	8,066.44	2,154.11	25,849.33	9,500.89	287.42	true
2	AB	0	1	intact	cane	with_spouse	chronic_mixed	55,000	42.5	15.5	2	nursing+psw+housekeeping	9,293.3	6,387.15	2,906.15	8,305.96	2,213.99	26,567.88	9,580.72	287.42	true
3	AB	0	1	intact	walker	with_spouse	chronic_mixed	55,000	44	15.5	2	nursing+psw+housekeeping	9,532.82	6,387.15	3,145.67	9,024.51	2,393.63	28,723.55	9,820.24	287.42	true
4	AB	0	1	intact	wheelchair	with_spouse	chronic_mixed	55,000	47	15.5	2	nursing+psw+housekeeping	10,011.86	6,387.15	3,624.71	10,461.62	2,752.91	33,034.87	10,299.28	287.42	true
5	AB	0	1	intact	bedbound	with_spouse	chronic_mixed	55,000	54	15.5	2	nursing+psw+housekeeping	11,129.61	6,387.15	4,742.46	13,814.88	3,591.22	43,094.63	11,417.03	287.42	true
6	AB	0	1	mild	independent	with_spouse	chronic_mixed	55,000	45	15.5	2	nursing+psw+housekeeping	9,692.5	6,387.15	3,305.35	9,503.55	2,513.39	30,160.65	9,979.92	287.42	true
7	AB	0	1	mild	cane	with_spouse	chronic_mixed	55,000	45.5	15.5	2	nursing+psw+housekeeping	9,772.34	6,387.15	3,385.19	9,743.07	2,573.27	30,879.2	10,059.76	287.42	true
8	AB	0	1	mild	walker	with_spouse	chronic_mixed	55,000	47	15.5	2	nursing+psw+housekeeping	10,011.86	6,387.15	3,624.71	10,461.62	2,752.91	33,034.87	10,299.28	287.42	true
9	AB	0	1	mild	wheelchair	with_spouse	chronic_mixed	55,000	50	15.5	2	nursing+psw+housekeeping	10,490.89	6,387.15	4,103.74	11,898.73	3,112.18	37,346.2	10,778.32	287.42	true
10	AB	0	1	mild	bedbound	with_spouse	chronic_mixed	55,000	57	15.5	2	nursing+psw+housekeeping	11,608.65	6,387.15	5,221.5	15,251.99	3,950.5	47,405.95	11,896.07	287.42	true
11	AB	0	1	moderate	independent	with_spouse	chronic_mixed	55,000	50	15.5	2	nursing+psw+housekeeping	10,490.89	6,387.15	4,103.74	11,898.73	3,112.18	37,346.2	10,778.32	287.42	true
12	AB	0	1	moderate	cane	with_spouse	chronic_mixed	55,000	50.5	15.5	2	nursing+psw+housekeeping	10,570.73	6,387.15	4,183.58	12,138.25	3,172.06	38,064.75	10,858.15	287.42	true
13	AB	0	1	moderate	walker	with_spouse	chronic_mixed	55,000	52	15.5	2	nursing+psw+housekeeping	10,810.25	6,387.15	4,423.1	12,856.8	3,351.7	40,220.42	11,097.67	287.42	true
14	AB	0	1	moderate	wheelchair	with_spouse	chronic_mixed	55,000	55	15.5	2	nursing+psw+housekeeping	11,289.29	6,387.15	4,902.14	14,293.91	3,710.98	44,531.74	11,576.71	287.42	true
15	AB	0	1	moderate	bedbound	with_spouse	chronic_mixed	55,000	62	15.5	2	nursing+psw+housekeeping	12,407.04	6,387.15	6,019.89	17,647.17	4,549.29	54,591.5	12,694.46	287.42	true
16	AB	0	1	severe	independent	with_spouse	chronic_mixed	55,000	56	15.5	3	nursing+psw+housekeeping	11,677.08	6,387.15	5,289.93	18,544.69	3,744.54	44,934.46	11,896.07	218.99	true
17	AB	0	1	severe	cane	with_spouse	chronic_mixed	55,000	56.5	15.5	3	nursing+psw+housekeeping	11,756.92	6,387.15	5,369.77	18,784.2	3,804.42	45,653.02	11,975.91	218.99	true
18	AB	0	1	severe	walker	with_spouse	chronic_mixed	55,000	58	15.5	3	nursing+psw+housekeeping	11,996.44	6,387.15	5,609.29	19,502.76	3,984.06	47,808.68	12,215.42	218.99	true
19	AB	0	1	severe	wheelchair	with_spouse	chronic_mixed	55,000	61	15.5	3	nursing+psw+housekeeping	12,475.47	6,387.15	6,088.32	20,939.87	4,343.33	52,120	12,694.46	218.99	true
20	AB	0	1	severe	bedbound	with_spouse	chronic_mixed	55,000	68	15.5	3	nursing+psw+housekeeping	13,593.22	6,387.15	7,206.07	24,293.12	5,181.65	62,179.77	13,812.21	218.99	true
21	AB	1	2	intact	independent	with_spouse	chronic_mixed	55,000	35	13.5	2	nursing+psw+housekeeping	7,831.1	5,588.76	2,242.35	6,314.54	1,716.13	20,593.61	8,063.78	232.67	true
22	AB	1	2	intact	cane	with_spouse	chronic_mixed	55,000	35.5	13.5	2	nursing+psw+housekeeping	7,910.94	5,668.6	2,242.35	6,314.54	1,716.13	20,593.61	8,143.62	232.67	true
23	AB	1	2	intact	walker	with_spouse	chronic_mixed	55,000	37	13.5	2	nursing+psw+housekeeping	8,150.46	5,908.11	2,242.35	6,314.54	1,716.13	20,593.61	8,383.13	232.67	true
24	AB	1	2	intact	wheelchair	with_spouse	chronic_mixed	55,000	40	13.5	2	nursing+psw+housekeeping	8,629.5	6,387.15	2,242.35	6,314.54	1,716.13	20,593.61	8,862.17	232.67	true
25	AB	1	2	intact	bedbound	with_spouse	chronic_mixed	55,000	47	13.5	2	nursing+psw+housekeeping	9,747.25	6,387.15	3,360.1	9,667.79	2,554.45	30,653.38	9,979.92	232.67	true
26	AB	1	2	mild	independent	with_spouse	chronic_mixed	55,000	38	13.5	2	nursing+psw+housekeeping	8,310.14	6,067.79	2,242.35	6,314.54	1,716.13	20,593.61	8,542.81	232.67	true
27	AB	1	2	mild	cane	with_spouse	chronic_mixed	55,000	38.5	13.5	2	nursing+psw+housekeeping	8,389.98	6,147.63	2,242.35	6,314.54	1,716.13	20,593.61	8,622.65	232.67	true
28	AB	1	2	mild	walker	with_spouse	chronic_mixed	55,000	40	13.5	2	nursing+psw+housekeeping	8,629.5	6,387.15	2,242.35	6,314.54	1,716.13	20,593.61	8,862.17	232.67	true
29	AB	1	2	mild	wheelchair	with_spouse	chronic_mixed	55,000	43	13.5	2	nursing+psw+housekeeping	9,108.53	6,387.15	2,721.38	7,751.65	2,075.41	24,904.94	9,341.21	232.67	true
30	AB	1	2	mild	bedbound	with_spouse	chronic_mixed	55,000	50	13.5	2	nursing+psw+housekeeping	10,226.28	6,387.15	3,839.13	11,104.9	2,913.73	34,964.7	10,458.96	232.67	true
31	AB	1	2	moderate	independent	with_spouse	chronic_mixed	55,000	43	13.5	2	nursing+psw+housekeeping	9,108.53	6,387.15	2,721.38	7,751.65	2,075.41	24,904.94	9,341.21	232.67	true
32	AB	1	2	moderate	cane	with_spouse	chronic_mixed	55,000	43.5	13.5	2	nursing+psw+housekeeping	9,188.37	6,387.15	2,801.22	7,991.16	2,135.29	25,623.5	9,421.05	232.67	true
33	AB	1	2	moderate	walker	with_spouse	chronic_mixed	55,000	45	13.5	2	nursing+psw+housekeeping	9,427.89	6,387.15	3,040.74	8,709.72	2,314.93	27,779.16	9,660.56	232.67	true
34	AB	1	2	moderate	wheelchair	with_spouse	chronic_mixed	55,000	48	13.5	2	nursing+psw+housekeeping	9,906.93	6,387.15	3,519.78	10,146.83	2,674.21	32,090.48	10,139.6	232.67	true
35	AB	1	2	moderate	bedbound	with_spouse	chronic_mixed	55,000	55	13.5	2	nursing+psw+housekeeping	11,024.68	6,387.15	4,637.53	13,500.08	3,512.52	42,150.25	11,257.35	232.67	true
36	AB	1	2	severe	independent	with_spouse	chronic_mixed	55,000	49	13.5	3	nursing+psw+housekeeping	10,294.72	6,387.15	3,907.57	14,397.6	2,707.77	32,493.21	10,458.96	164.24	true
37	AB	1	2	severe	cane	with_spouse	chronic_mixed	55,000	49.5	13.5	3	nursing+psw+housekeeping	10,374.56	6,387.15	3,987.41	14,637.12	2,767.65	33,211.76	10,538.8	164.24	true
38	AB	1	2	severe	walker	with_spouse	chronic_mixed	55,000	51	13.5	3	nursing+psw+housekeeping	10,614.07	6,387.15	4,226.92	15,355.67	2,947.29	35,367.43	10,778.32	164.24	true
39	AB	1	2	severe	wheelchair	with_spouse	chronic_mixed	55,000	54	13.5	3	nursing+psw+housekeeping	11,093.11	6,387.15	4,705.96	16,792.78	3,306.56	39,678.75	11,257.35	164.24	true
40	AB	1	2	severe	bedbound	with_spouse	chronic_mixed	55,000	61	13.5	3	nursing+psw+housekeeping	12,210.86	6,387.15	5,823.71	20,146.04	4,144.88	49,738.51	12,375.1	164.24	true
41	AB	2	3	intact	independent	with_spouse	chronic_mixed	55,000	28	11.5	2	nursing+psw+housekeeping	6,448.74	4,471.01	1,977.74	5,520.71	1,517.68	18,212.11	6,626.67	177.93	true
42	AB	2	3	intact	cane	with_spouse	chronic_mixed	55,000	28.5	11.5	2	nursing+psw+housekeeping	6,528.58	4,550.84	1,977.74	5,520.71	1,517.68	18,212.11	6,706.51	177.93	true
43	AB	2	3	intact	walker	with_spouse	chronic_mixed	55,000	30	11.5	2	nursing+psw+housekeeping	6,768.1	4,790.36	1,977.74	5,520.71	1,517.68	18,212.11	6,946.03	177.93	true
44	AB	2	3	intact	wheelchair	with_spouse	chronic_mixed	55,000	33	11.5	2	nursing+psw+housekeeping	7,247.13	4,902.14	2,345	6,622.49	1,793.12	21,517.47	7,425.06	177.93	true
45	AB	2	3	intact	bedbound	with_spouse	chronic_mixed	55,000	40	11.5	2	nursing+psw+housekeeping	8,364.89	4,902.14	3,462.75	9,975.74	2,631.44	31,577.23	8,542.81	177.93	true
46	AB	2	3	mild	independent	with_spouse	chronic_mixed	55,000	31	11.5	2	nursing+psw+housekeeping	6,927.78	4,902.14	2,025.64	5,664.42	1,553.6	18,643.25	7,105.7	177.93	true
47	AB	2	3	mild	cane	with_spouse	chronic_mixed	55,000	31.5	11.5	2	nursing+psw+housekeeping	7,007.62	4,902.14	2,105.48	5,903.94	1,613.48	19,361.8	7,185.54	177.93	true
48	AB	2	3	mild	walker	with_spouse	chronic_mixed	55,000	33	11.5	2	nursing+psw+housekeeping	7,247.13	4,902.14	2,345	6,622.49	1,793.12	21,517.47	7,425.06	177.93	true
49	AB	2	3	mild	wheelchair	with_spouse	chronic_mixed	55,000	36	11.5	2	nursing+psw+housekeeping	7,726.17	4,902.14	2,824.03	8,059.6	2,152.4	25,828.79	7,904.1	177.93	true
50	AB	2	3	mild	bedbound	with_spouse	chronic_mixed	55,000	43	11.5	2	nursing+psw+housekeeping	8,843.92	4,902.14	3,941.78	11,412.85	2,990.71	35,888.56	9,021.85	177.93	true
51	AB	2	3	moderate	independent	with_spouse	chronic_mixed	55,000	36	11.5	2	nursing+psw+housekeeping	7,726.17	4,902.14	2,824.03	8,059.6	2,152.4	25,828.79	7,904.1	177.93	true
52	AB	2	3	moderate	cane	with_spouse	chronic_mixed	55,000	36.5	11.5	2	nursing+psw+housekeeping	7,806.01	4,902.14	2,903.87	8,299.12	2,212.28	26,547.35	7,983.94	177.93	true
53	AB	2	3	moderate	walker	with_spouse	chronic_mixed	55,000	38	11.5	2	nursing+psw+housekeeping	8,045.53	4,902.14	3,143.39	9,017.67	2,391.92	28,703.01	8,223.46	177.93	true
54	AB	2	3	moderate	wheelchair	with_spouse	chronic_mixed	55,000	41	11.5	2	nursing+psw+housekeeping	8,524.56	4,902.14	3,622.43	10,454.78	2,751.19	33,014.34	8,702.49	177.93	true
55	AB	2	3	moderate	bedbound	with_spouse	chronic_mixed	55,000	48	11.5	2	nursing+psw+housekeeping	9,642.32	4,902.14	4,740.18	13,808.03	3,589.51	43,074.1	9,820.24	177.93	true
56	AB	2	3	severe	independent	with_spouse	chronic_mixed	55,000	42	11.5	3	nursing+psw+housekeeping	8,912.36	4,902.14	4,010.22	14,705.55	2,784.76	33,417.06	9,021.85	109.49	true
57	AB	2	3	severe	cane	with_spouse	chronic_mixed	55,000	42.5	11.5	3	nursing+psw+housekeeping	8,992.19	4,902.14	4,090.06	14,945.07	2,844.63	34,135.62	9,101.69	109.49	true
58	AB	2	3	severe	walker	with_spouse	chronic_mixed	55,000	44	11.5	3	nursing+psw+housekeeping	9,231.71	4,902.14	4,329.58	15,663.63	3,024.27	36,291.27	9,341.21	109.49	true
59	AB	2	3	severe	wheelchair	with_spouse	chronic_mixed	55,000	47	11.5	3	nursing+psw+housekeeping	9,710.75	4,902.14	4,808.61	17,100.73	3,383.55	40,602.61	9,820.24	109.49	true
60	AB	2	3	severe	bedbound	with_spouse	chronic_mixed	55,000	54	11.5	3	nursing+psw+housekeeping	10,828.5	4,902.14	5,926.36	20,453.99	4,221.86	50,662.36	10,937.99	109.49	true
61	AB	3	4	intact	independent	with_spouse	chronic_mixed	55,000	21	9.5	2	nursing+psw+housekeeping	5,066.38	3,353.25	1,713.12	4,726.87	1,319.22	15,830.63	5,189.56	123.18	true
62	AB	3	4	intact	cane	with_spouse	chronic_mixed	55,000	21.5	9.5	2	nursing+psw+housekeeping	5,146.22	3,401.16	1,745.06	4,822.68	1,343.17	16,118.05	5,269.4	123.18	true
63	AB	3	4	intact	walker	with_spouse	chronic_mixed	55,000	23	9.5	2	nursing+psw+housekeeping	5,385.74	3,401.16	1,984.58	5,541.24	1,522.81	18,273.71	5,508.92	123.18	true
64	AB	3	4	intact	wheelchair	with_spouse	chronic_mixed	55,000	26	9.5	2	nursing+psw+housekeeping	5,864.77	3,401.16	2,463.62	6,978.35	1,882.09	22,585.03	5,987.95	123.18	true
65	AB	3	4	intact	bedbound	with_spouse	chronic_mixed	55,000	33	9.5	2	nursing+psw+housekeeping	6,982.52	3,401.16	3,581.37	10,331.6	2,720.4	32,644.8	7,105.7	123.18	true
66	AB	3	4	mild	independent	with_spouse	chronic_mixed	55,000	24	9.5	2	nursing+psw+housekeeping	5,545.41	3,401.16	2,144.26	6,020.27	1,642.57	19,710.82	5,668.6	123.18	true
67	AB	3	4	mild	cane	with_spouse	chronic_mixed	55,000	24.5	9.5	2	nursing+psw+housekeeping	5,625.25	3,401.16	2,224.1	6,259.79	1,702.45	20,429.37	5,748.43	123.18	true
68	AB	3	4	mild	walker	with_spouse	chronic_mixed	55,000	26	9.5	2	nursing+psw+housekeeping	5,864.77	3,401.16	2,463.62	6,978.35	1,882.09	22,585.03	5,987.95	123.18	true
69	AB	3	4	mild	wheelchair	with_spouse	chronic_mixed	55,000	29	9.5	2	nursing+psw+housekeeping	6,343.81	3,401.16	2,942.65	8,415.45	2,241.36	26,896.37	6,466.99	123.18	true
70	AB	3	4	mild	bedbound	with_spouse	chronic_mixed	55,000	36	9.5	2	nursing+psw+housekeeping	7,461.56	3,401.16	4,060.4	11,768.71	3,079.68	36,956.12	7,584.74	123.18	true
71	AB	3	4	moderate	independent	with_spouse	chronic_mixed	55,000	29	9.5	2	nursing+psw+housekeeping	6,343.81	3,401.16	2,942.65	8,415.45	2,241.36	26,896.37	6,466.99	123.18	true
72	AB	3	4	moderate	cane	with_spouse	chronic_mixed	55,000	29.5	9.5	2	nursing+psw+housekeeping	6,423.65	3,401.16	3,022.49	8,654.97	2,301.24	27,614.92	6,546.83	123.18	true
73	AB	3	4	moderate	walker	with_spouse	chronic_mixed	55,000	31	9.5	2	nursing+psw+housekeeping	6,663.17	3,401.16	3,262.01	9,373.53	2,480.88	29,770.57	6,786.35	123.18	true
74	AB	3	4	moderate	wheelchair	with_spouse	chronic_mixed	55,000	34	9.5	2	nursing+psw+housekeeping	7,142.2	3,401.16	3,741.05	10,810.64	2,840.16	34,081.9	7,265.38	123.18	true
75	AB	3	4	moderate	bedbound	with_spouse	chronic_mixed	55,000	41	9.5	2	nursing+psw+housekeeping	8,259.95	3,401.16	4,858.8	14,163.89	3,678.47	44,141.67	8,383.13	123.18	true
76	AB	3	4	severe	independent	with_spouse	chronic_mixed	55,000	35	9.5	3	nursing+psw+housekeeping	7,529.99	3,401.16	4,128.84	15,061.41	2,873.72	34,484.62	7,584.74	54.75	true
77	AB	3	4	severe	cane	with_spouse	chronic_mixed	55,000	35.5	9.5	3	nursing+psw+housekeeping	7,609.83	3,401.16	4,208.68	15,300.93	2,933.6	35,203.18	7,664.58	54.75	true
78	AB	3	4	severe	walker	with_spouse	chronic_mixed	55,000	37	9.5	3	nursing+psw+housekeeping	7,849.35	3,401.16	4,448.19	16,019.48	3,113.24	37,358.85	7,904.1	54.75	true
79	AB	3	4	severe	wheelchair	with_spouse	chronic_mixed	55,000	40	9.5	3	nursing+psw+housekeeping	8,328.39	3,401.16	4,927.23	17,456.59	3,472.51	41,670.17	8,383.13	54.75	true
80	AB	3	4	severe	bedbound	with_spouse	chronic_mixed	55,000	47	9.5	3	nursing+psw+housekeeping	9,446.14	3,401.16	6,044.98	20,809.84	4,310.83	51,729.93	9,500.89	54.75	true
81	AB	4	5	intact	independent	with_spouse	chronic_mixed	55,000	14	7.5	2	nursing+psw+housekeeping	3,684.02	1,916.14	1,767.87	4,891.12	1,360.28	16,323.34	3,752.45	68.43	true
82	AB	4	5	intact	cane	with_spouse	chronic_mixed	55,000	14.5	7.5	2	nursing+psw+housekeeping	3,763.86	1,916.14	1,847.71	5,130.63	1,420.16	17,041.9	3,832.29	68.43	true
83	AB	4	5	intact	walker	with_spouse	chronic_mixed	55,000	16	7.5	2	nursing+psw+housekeeping	4,003.37	1,916.14	2,087.23	5,849.19	1,599.8	19,197.56	4,071.81	68.43	true
84	AB	4	5	intact	wheelchair	with_spouse	chronic_mixed	55,000	19	7.5	2	nursing+psw+housekeeping	4,482.41	1,916.14	2,566.27	7,286.3	1,959.07	23,508.89	4,550.84	68.43	true
85	AB	4	5	intact	bedbound	with_spouse	chronic_mixed	55,000	26	7.5	2	nursing+psw+housekeeping	5,600.16	1,916.14	3,684.02	10,639.55	2,797.39	33,568.65	5,668.6	68.43	true
86	AB	4	5	mild	independent	with_spouse	chronic_mixed	55,000	17	7.5	2	nursing+psw+housekeeping	4,163.05	1,916.14	2,246.91	6,328.22	1,719.56	20,634.68	4,231.49	68.43	true
87	AB	4	5	mild	cane	with_spouse	chronic_mixed	55,000	17.5	7.5	2	nursing+psw+housekeeping	4,242.89	1,916.14	2,326.75	6,567.74	1,779.44	21,353.23	4,311.33	68.43	true
88	AB	4	5	mild	walker	with_spouse	chronic_mixed	55,000	19	7.5	2	nursing+psw+housekeeping	4,482.41	1,916.14	2,566.27	7,286.3	1,959.07	23,508.89	4,550.84	68.43	true
89	AB	4	5	mild	wheelchair	with_spouse	chronic_mixed	55,000	22	7.5	2	nursing+psw+housekeeping	4,961.45	1,916.14	3,045.3	8,723.41	2,318.35	27,820.21	5,029.88	68.43	true
90	AB	4	5	mild	bedbound	with_spouse	chronic_mixed	55,000	29	7.5	2	nursing+psw+housekeeping	6,079.2	1,916.14	4,163.05	12,076.66	3,156.66	37,879.98	6,147.63	68.43	true
91	AB	4	5	moderate	independent	with_spouse	chronic_mixed	55,000	22	7.5	2	nursing+psw+housekeeping	4,961.45	1,916.14	3,045.3	8,723.41	2,318.35	27,820.21	5,029.88	68.43	true
92	AB	4	5	moderate	cane	with_spouse	chronic_mixed	55,000	22.5	7.5	2	nursing+psw+housekeeping	5,041.29	1,916.14	3,125.14	8,962.92	2,378.23	28,538.78	5,109.72	68.43	true
93	AB	4	5	moderate	walker	with_spouse	chronic_mixed	55,000	24	7.5	2	nursing+psw+housekeeping	5,280.8	1,916.14	3,364.66	9,681.48	2,557.87	30,694.43	5,349.24	68.43	true
94	AB	4	5	moderate	wheelchair	with_spouse	chronic_mixed	55,000	27	7.5	2	nursing+psw+housekeeping	5,759.84	1,916.14	3,843.7	11,118.59	2,917.15	35,005.76	5,828.27	68.43	true
95	AB	4	5	moderate	bedbound	with_spouse	chronic_mixed	55,000	34	7.5	2	nursing+psw+housekeeping	6,877.59	1,916.14	4,961.45	14,471.84	3,755.46	45,065.52	6,946.03	68.43	true
96	AB	4	5	severe	independent	with_spouse	chronic_mixed	55,000	28	7.5	3	nursing+psw+housekeeping	6,147.63	1,916.14	4,231.49	15,369.36	2,950.71	35,408.48	6,147.63	0	true
97	AB	4	5	severe	cane	with_spouse	chronic_mixed	55,000	28.5	7.5	3	nursing+psw+housekeeping	6,227.47	1,916.14	4,311.33	15,608.88	3,010.59	36,127.04	6,227.47	0	true
98	AB	4	5	severe	walker	with_spouse	chronic_mixed	55,000	30	7.5	3	nursing+psw+housekeeping	6,466.99	1,916.14	4,550.84	16,327.43	3,190.23	38,282.7	6,466.99	0	true
99	AB	4	5	severe	wheelchair	with_spouse	chronic_mixed	55,000	33	7.5	3	nursing+psw+housekeeping	6,946.03	1,916.14	5,029.88	17,764.54	3,549.5	42,594.03	6,946.03	0	true
100	AB	4	5	severe	bedbound	with_spouse	chronic_mixed	55,000	40	7.5	3	nursing+psw+housekeeping	8,063.78	1,916.14	6,147.63	21,117.8	4,387.82	52,653.78	8,063.78	0	true

End of preview. Expand in Data Studio

Home Care Cost Model — Datasets

Open data companion to the Home Care Cost Model reference framework. Eight CSV datasets totalling roughly 9,200 rows span three classes: raw source retrievals, hand-curated reference tables, and engine-derived scenario grids. All values are denominated in Canadian dollars (CAD) and indexed to the 2026 taxation year.

Dataset classes

Class 1 — Sources (raw, credited)

Stored under sources/<organisation>/. Every file has a sibling <filename>.source.json recording upstream URL, retrieval ISO timestamp, declared license, and SHA256. A machine-readable provenance manifest is at SOURCES.md. No Source file is ever edited post-download. See pull_sources.py to reproduce.

Upstreams include Statistics Canada (wage, population, and CPI tables), Canadian Institute for Health Information (home care indicators), Canada Revenue Agency (tax folios), Veterans Affairs Canada, Indigenous Services Canada (FNIHB), and the Ontario, BC, Alberta, Quebec, Saskatchewan, Manitoba, Nova Scotia, New Brunswick, Prince Edward Island, Newfoundland and Labrador, Yukon, Northwest Territories, and Nunavut ministries of health.

Class 2 — Reference tables (hand-curated, deterministic)

File	Rows	Description
`home_care_services_canada.csv`	~80	Scope of practice, training hours, regulating body, and median private-pay rate bands for 8 service categories across 13 Canadian jurisdictions plus federal VAC VIP and ISC FNIHB cross-jurisdiction rows.
`home_care_tax_parameters_2026.csv`	~65	2026 federal and provincial tax parameters for METC, DTC, CCC, VAC VIP, and provincial disability amounts.
`home_care_subsidy_programs.csv`	15	Provincial, territorial, VAC VIP, and FNIHB subsidised home care programs: administering body, eligibility, typical hours, wait time, URL.

Each row in these tables cites one or more source_ids from the Sources manifest. Rates were reconciled against StatsCan Table 14-10-0417-01 wages as a floor and the Canadian Home Care Association agency markup range as a ceiling.

Class 3 — Derived scenarios (engine-generated)

Every row in every derived dataset is produced by importing engines/python/engine.py and calling calculate_home_care_costs() with a specific input combination. These are the tables most directly useful for secondary analysis.

File	Rows	Description
`home_care_scenarios.csv`	5,000	Synthetic household scenarios. Province sampled by StatsCan 65+ population share. Diagnosis-cognition-mobility joint distribution calibrated to CIHI home care indicators. Deterministic with `random.seed(42)`.
`home_care_per_province_rate_bands.csv`	520	Per-province, per-category, per-year (2019–2026) rate bands, CPI-adjusted from the 2026 reference using the StatsCan 18-10-0004-01 health subindex.
`home_care_cost_model_archetypes.csv`	1,820	Engine outputs for a (province × ADL × IADL × cognitive × mobility) grid at constant household composition and income.
`home_care_tax_relief_sensitivity.csv`	1,300	Sensitivity grid: 13 provinces × 5 ADL points × 5 income bands × 4 DTC/VIP flag combinations.
`home_care_subsidy_gap.csv`	390	13 jurisdictions × 30 representative scenarios, showing subsidised hours vs model-recommended hours vs monthly dollar gap. Exposes cross-province home care program inequity.

"Synthetic. Generated from seed 42. Not survey data."

All Class 3 CSVs are produced deterministically from calibrated sampling distributions and the reference tables. They are not survey data and must not be cited as empirical observations of individual households. They are intended for policy analysis, decision support, and cost model validation, not for biostatistical inference.

Reproducing the pipeline

# From the project root
python datasets/pull_sources.py                               # Class 1
python datasets/generate_home_care_services_canada.py          # Class 2a
python datasets/generate_home_care_tax_parameters.py           # Class 2b
python datasets/generate_home_care_subsidy_programs.py         # Class 2c
python datasets/generate_home_care_scenarios.py                # Class 3a
python datasets/generate_home_care_per_province_rate_bands.py  # Class 3b
python datasets/generate_home_care_cost_model_archetypes.py    # Class 3c
python datasets/generate_home_care_tax_relief_sensitivity.py   # Class 3d
python datasets/generate_home_care_subsidy_gap.py              # Class 3e

Regenerating any generator twice in the same Python environment must yield a byte-identical output — all sampling uses random.seed(42).

License

Source code (generate_*.py, pull_sources.py): MIT
Reference and derived CSVs: Creative Commons Attribution 4.0 International (CC BY 4.0). Attribution: Dave Cook (2026). Home Care Cost Model — datasets companion to the working paper.

Citation

Cook, D. (2026). The Home Care Cost Model: Personal Support,
Housekeeping, and Service Mix Decisions for Aging in Place in Canada
— datasets. Version 0.1.0. https://doi.org/10.5281/zenodo.19491364

The canonical citable identifier is the Zenodo DOI 10.5281/zenodo.19491364.

Related resources

This dataset is one facet of a larger open release. The same data, code, and working paper are mirrored across the following canonical locations:

Working paper (PDF): https://www.binx.ca/guides/home-care-cost-model-guide.pdf
Source code (GitHub): https://github.com/DaveCookVectorLabs/home-care-cost-model
Archival DOI (Zenodo): https://doi.org/10.5281/zenodo.19491364
Kaggle mirror: https://www.kaggle.com/datasets/davecook1985/home-care-cost-model
Internet Archive: https://archive.org/details/home-care-cost-model-binx
OSF project: https://osf.io/2fc4a/
Wikidata entity: Q139082584
Python engine (PyPI): https://pypi.org/project/home-care-cost-model/
JavaScript engine (npm): https://www.npmjs.com/package/@davecook/home-care-cost-model
Rust engine (Crates.io): https://crates.io/crates/home-care-cost-model-engine
Documentation (ReadTheDocs): https://home-care-cost-model.readthedocs.io/

Maintained by Dave Cook of Binx Professional Cleaning, North Bay and Sudbury, Ontario.

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