Datasets:

toolathon123
/

asia-health-cost-2024-consolidated

patient_id string	diagnosis string	service_type string	facility_code string	department string	service_date string	cost_amount float64	currency string	cost_usd float64	country string	country_code string
P100425	Dengue Fever	Surgery	CNH-006	内科	2024-03-16	1,174.73	CNY	164.99	China	CN
P100425	Urinary Tract Infection	Physiotherapy	CNH-006	耳鼻喉科	2024-11-02	507.87	CNY	71.33	China	CN
P101640	Appendicitis	Outpatient	CNH-003	神经内科	2024-11-11	394.48	CNY	55.4	China	CN
P101773	Anemia	Pharmacy	CNH-001	外科	2024-04-16	917.54	CNY	128.87	China	CN
P102805	Gastroenteritis	Surgery	CNH-002	妇产科	2024-02-18	284.89	CNY	40.01	China	CN
P102973	Renal Failure	Diagnostic Imaging	CNH-003	神经内科	2024-01-16	3,076.3	CNY	432.06	China	CN
P102973	Malaria	Diagnostic Imaging	CNH-006	内科	2024-10-25	584.82	CNY	82.14	China	CN
P102973	Asthma	Physiotherapy	CNH-005	外科	2024-12-20	124.1	CNY	17.43	China	CN
P103402	Fracture	Surgery	CNH-002	儿科	2024-07-10	70.13	CNY	9.85	China	CN
P105506	Pneumonia	Outpatient	CNH-005	骨科	2024-02-07	13,309.63	CNY	1,869.33	China	CN
P105814	Osteoarthritis	Outpatient	CNH-006	妇产科	2024-09-16	15,964.65	CNY	2,242.23	China	CN
P106182	Gastroenteritis	Consultation	CNH-006	急诊科	2024-01-09	960.13	CNY	134.85	China	CN
P106182	Respiratory Infection	Lab Test	CNH-003	妇产科	2024-12-22	698.73	CNY	98.14	China	CN
P106402	Depression	Vaccination	CNH-001	耳鼻喉科	2024-01-15	247.67	CNY	34.79	China	CN
P106402	Pneumonia	Lab Test	CNH-002	神经内科	2024-07-31	132.47	CNY	18.61	China	CN
P107540	Malaria	Pharmacy	CNH-001	皮肤科	2024-10-12	19,610.84	CNY	2,754.33	China	CN
P108060	Depression	Surgery	CNH-001	神经内科	2024-03-11	289.46	CNY	40.65	China	CN
P108060	Thyroid Disorder	Physiotherapy	CNH-003	皮肤科	2024-06-30	1,317.11	CNY	184.99	China	CN
P108105	Pneumonia	Physiotherapy	CNH-001	神经内科	2024-03-22	167.54	CNY	23.53	China	CN
P108105	Pneumonia	Physiotherapy	CNH-001	内科	2024-05-29	1,781.24	CNY	250.17	China	CN
P108574	Respiratory Infection	Emergency	CNH-005	外科	2024-03-17	361.26	CNY	50.74	China	CN
P108574	Appendicitis	Consultation	CNH-004	儿科	2024-07-04	30,136.42	CNY	4,232.64	China	CN
P109767	Thyroid Disorder	Vaccination	CNH-005	急诊科	2024-07-10	46,073.84	CNY	6,471.04	China	CN
P109853	Renal Failure	Emergency	CNH-003	耳鼻喉科	2024-09-09	406.34	CNY	57.07	China	CN
P110644	Asthma	Consultation	CNH-005	外科	2024-08-01	461.18	CNY	64.77	China	CN
P112038	Fracture	Surgery	CNH-002	内科	2024-01-16	1,645.4	CNY	231.1	China	CN
P112861	Dengue Fever	Diagnostic Imaging	CNH-006	妇产科	2024-05-11	624.14	CNY	87.66	China	CN
P112861	Ischemic Heart Disease	Physiotherapy	CNH-001	耳鼻喉科	2024-05-14	5,067.51	CNY	711.73	China	CN
P113266	Malaria	Emergency	CNH-003	神经内科	2024-02-17	1,616.13	CNY	226.98	China	CN
P113266	Respiratory Infection	Emergency	CNH-002	眼科	2024-10-27	115.94	CNY	16.28	China	CN
P114338	Pneumonia	Physiotherapy	CNH-002	儿科	2024-01-14	511.91	CNY	71.9	China	CN
P114338	Osteoarthritis	Inpatient	CNH-005	皮肤科	2024-01-15	363.07	CNY	50.99	China	CN
P114594	Hepatitis	Pharmacy	CNH-001	神经内科	2024-03-22	755.69	CNY	106.14	China	CN
P114594	Ischemic Heart Disease	Inpatient	CNH-001	神经内科	2024-12-03	547.99	CNY	76.96	China	CN
P114594	Hepatitis	Pharmacy	CNH-004	儿科	2024-12-23	587.78	CNY	82.55	China	CN
P114835	Depression	Diagnostic Imaging	CNH-006	骨科	2024-02-23	735.51	CNY	103.3	China	CN
P115474	Asthma	Pharmacy	CNH-001	神经内科	2024-08-06	716.22	CNY	100.59	China	CN
P115582	Renal Failure	Vaccination	CNH-001	眼科	2024-07-01	27,578.8	CNY	3,873.43	China	CN
P116093	Anemia	Lab Test	CNH-005	内科	2024-03-17	670.92	CNY	94.23	China	CN
P116547	Hepatitis	Consultation	CNH-002	内科	2024-05-26	283.19	CNY	39.77	China	CN
P116547	Cancer Screening	Surgery	CNH-003	眼科	2024-07-17	16,008.67	CNY	2,248.41	China	CN
P117031	Fracture	Lab Test	CNH-003	妇产科	2024-04-07	473.14	CNY	66.45	China	CN
P117031	Renal Failure	Emergency	CNH-006	内科	2024-10-27	348.95	CNY	49.01	China	CN
P117445	Tuberculosis	Inpatient	CNH-001	内科	2024-01-22	114.46	CNY	16.08	China	CN
P118080	Thyroid Disorder	Consultation	CNH-004	外科	2024-02-16	2,006	CNY	281.74	China	CN
P118080	Urinary Tract Infection	Diagnostic Imaging	CNH-003	儿科	2024-07-22	606.52	CNY	85.19	China	CN
P118080	Ischemic Heart Disease	Vaccination	CNH-005	皮肤科	2024-10-23	25,934.3	CNY	3,642.46	China	CN
P119651	Respiratory Infection	Lab Test	CNH-004	骨科	2024-05-14	42,711.88	CNY	5,998.86	China	CN
P119927	Dengue Fever	Pharmacy	CNH-001	耳鼻喉科	2024-04-15	15,912.21	CNY	2,234.86	China	CN
P119927	Renal Failure	Physiotherapy	CNH-004	骨科	2024-09-06	6,196	CNY	870.22	China	CN
P120422	Ischemic Heart Disease	Pharmacy	CNH-002	妇产科	2024-12-07	22,458.15	CNY	3,154.23	China	CN
P120480	Urinary Tract Infection	Emergency	CNH-004	妇产科	2024-01-10	91.06	CNY	12.79	China	CN
P121322	Hypertension	Vaccination	CNH-005	儿科	2024-01-09	708.55	CNY	99.52	China	CN
P121369	Anemia	Lab Test	CNH-006	儿科	2024-09-14	440.67	CNY	61.89	China	CN
P121369	Urinary Tract Infection	Pharmacy	CNH-003	骨科	2024-10-28	276.51	CNY	38.84	China	CN
P121753	Diabetes	Physiotherapy	CNH-002	妇产科	2024-01-01	330.37	CNY	46.4	China	CN
P121753	Appendicitis	Pharmacy	CNH-003	儿科	2024-07-12	753.8	CNY	105.87	China	CN
P121753	Respiratory Infection	Surgery	CNH-005	神经内科	2024-11-02	476.29	CNY	66.89	China	CN
P121869	Dengue Fever	Diagnostic Imaging	CNH-005	骨科	2024-12-19	664.86	CNY	93.38	China	CN
P122394	Dengue Fever	Vaccination	CNH-005	妇产科	2024-04-10	449.43	CNY	63.12	China	CN
P123005	Thyroid Disorder	Consultation	CNH-004	外科	2024-06-09	1,100.12	CNY	154.51	China	CN
P123005	Osteoarthritis	Vaccination	CNH-006	耳鼻喉科	2024-11-23	32,677.62	CNY	4,589.55	China	CN
P124302	Appendicitis	Vaccination	CNH-001	内科	2024-08-26	304.89	CNY	42.82	China	CN
P124302	Malaria	Emergency	CNH-001	骨科	2024-09-27	6,604.97	CNY	927.66	China	CN
P124302	Urinary Tract Infection	Pharmacy	CNH-002	神经内科	2024-10-08	173.56	CNY	24.38	China	CN
P124813	Dengue Fever	Physiotherapy	CNH-004	耳鼻喉科	2024-04-21	31,630.64	CNY	4,442.51	China	CN
P124813	Respiratory Infection	Outpatient	CNH-002	皮肤科	2024-11-07	392	CNY	55.06	China	CN
P126225	Malaria	Consultation	CNH-001	儿科	2024-02-07	157.83	CNY	22.17	China	CN
P127032	Malaria	Outpatient	CNH-006	耳鼻喉科	2024-03-05	481.65	CNY	67.65	China	CN
P127121	Dengue Fever	Surgery	CNH-003	内科	2024-02-21	162.85	CNY	22.87	China	CN
P127121	Appendicitis	Consultation	CNH-004	皮肤科	null	851.11	CNY	119.54	China	CN
P127172	Respiratory Infection	Lab Test	CNH-002	内科	2024-01-18	440.92	CNY	61.93	China	CN
P127172	Anemia	Diagnostic Imaging	CNH-002	儿科	2024-10-20	47,541.83	CNY	6,677.22	China	CN
P127560	Malaria	Vaccination	CNH-005	内科	2024-08-13	538.66	CNY	75.65	China	CN
P127941	Gastroenteritis	Pharmacy	CNH-006	骨科	2024-07-07	185.37	CNY	26.04	China	CN
P128418	Gastroenteritis	Surgery	CNH-002	耳鼻喉科	2024-08-09	208.41	CNY	29.27	China	CN
P128418	Appendicitis	Consultation	CNH-006	内科	2024-08-28	685.43	CNY	96.27	China	CN
P129556	Renal Failure	Outpatient	CNH-006	妇产科	2024-10-18	167.61	CNY	23.54	China	CN
P129751	Gastroenteritis	Lab Test	CNH-002	耳鼻喉科	2024-09-24	115,210.73	CNY	16,181.28	China	CN
P129751	Renal Failure	Inpatient	CNH-006	妇产科	2024-10-31	299.58	CNY	42.08	China	CN
P130094	Diabetes	Inpatient	CNH-006	儿科	2024-06-26	9,863.97	CNY	1,385.39	China	CN
P130271	Appendicitis	Pharmacy	CNH-003	眼科	2024-01-23	118,976.08	CNY	16,710.12	China	CN
P130271	Cancer Screening	Consultation	CNH-005	外科	2024-03-12	38,248.14	CNY	5,371.93	China	CN
P130359	Dengue Fever	Emergency	CNH-002	内科	2024-03-05	391.82	CNY	55.03	China	CN
P130359	Thyroid Disorder	Vaccination	CNH-001	皮肤科	2024-03-23	3,556	CNY	499.44	China	CN
P130359	Hypertension	Outpatient	CNH-005	神经内科	2024-10-08	365.06	CNY	51.27	China	CN
P131244	Hypertension	Surgery	CNH-004	神经内科	2024-08-27	6,809.72	CNY	956.42	China	CN
P133326	Appendicitis	Surgery	CNH-006	急诊科	2024-03-08	188.16	CNY	26.43	China	CN
P133326	Hepatitis	Vaccination	CNH-005	眼科	2024-07-20	421.58	CNY	59.21	China	CN
P133326	Cancer Screening	Pharmacy	CNH-003	急诊科	2024-12-04	436.29	CNY	61.28	China	CN
P133659	Malaria	Inpatient	CNH-006	急诊科	2024-10-17	307.6	CNY	43.2	China	CN
P133958	Anemia	Inpatient	CNH-004	内科	2024-04-12	25,110.18	CNY	3,526.71	China	CN
P134305	Thyroid Disorder	Diagnostic Imaging	CNH-006	妇产科	2024-09-20	8,785	CNY	1,233.85	China	CN
P137642	Gastroenteritis	Outpatient	CNH-003	外科	2024-04-08	490.96	CNY	68.96	China	CN
P137778	Pneumonia	Vaccination	CNH-003	外科	2024-02-10	12,581.33	CNY	1,767.04	China	CN
P137778	Tuberculosis	Diagnostic Imaging	CNH-004	骨科	2024-03-25	2,533.58	CNY	355.84	China	CN
P137778	Hepatitis	Diagnostic Imaging	CNH-002	内科	2024-07-28	400.16	CNY	56.2	China	CN
P138479	Osteoarthritis	Surgery	CNH-006	皮肤科	2024-02-29	1,669.7	CNY	234.51	China	CN
P138780	Ischemic Heart Disease	Emergency	CNH-004	内科	2024-11-26	1,542.03	CNY	216.58	China	CN
P138817	Renal Failure	Inpatient	CNH-001	眼科	2024-04-28	446.47	CNY	62.71	China	CN

End of preview. Expand in Data Studio

Asia Health Cost 2024 — Consolidated

Consolidated 2024 fiscal-year medical operations & cost dataset for a pan-Asia healthcare enterprise (China / Japan / India). Created by merging three country-level, de-identified source datasets and normalising every cost to USD.

Namespace note: the task referenced the source/output under the medi-core namespace, which is not accessible with the current credentials. The identical pipeline was executed under the toolathon123 namespace: source datasets china-cost-2024, japan-cost-2024, india-cost-2024 and this output repo.

Files

data.csv — the consolidated dataset (8,994 rows × 11 columns)
pipeline_report.json — machine-readable mapping, FX rates, and quality-check report

Final schema (unified standard)

Column	Description
patient_id	De-identified patient number
diagnosis	Diagnosis classification
service_type	Service type (Inpatient/Outpatient/Surgery/Emergency/...)
facility_code	Institution / facility code
department	Clinical department
service_date	Service date (YYYY-MM-DD), FY2024 = 2024-01-01..2024-12-31
cost_amount	Original cost in local currency
currency	Original currency (CNY / JPY / INR)
cost_usd	Cost converted to USD (2024 average rate)
country	Country name (China / Japan / India)
country_code	ISO-3166 alpha-2 code (CN / JP / IN)

Source datasets & semantic field mapping

Standard field	China `china-cost-2024`	Japan `japan-cost-2024`	India `india-cost-2024`
patient_id	患者编号	患者ID	patient_id
diagnosis	诊断分类	診断分類	diagnosis
service_type	服务类型	サービス種別	service_type
facility_code	机构编码	施設コード	facility_code
department	科室	診療科	department
cost_amount	费用金额	費用額	cost_amount
currency	货币	通貨	currency
service_date	服务日期	サービス日付	service_date

Source row counts: China 3,003 · Japan 3,002 · India 3,004 → merged raw 9,009 rows.

De-identification

Before merging, each dataset was scanned for direct identifiers (name / national ID / phone). All detected columns were removed:

Country	Removed columns
China	患者姓名 (name), 身份证号 (national ID), 联系电话 (phone)
Japan	氏名 (name), マイナンバー (national ID), 電話番号 (phone)
India	patient_name (name), aadhaar_number (national ID), phone_number (phone)

Currency conversion to USD

Costs converted with 2024 calendar-year average market exchange rates (used as the FY2024 proxy):

Currency	Units per 1 USD	cost_usd formula
CNY (Chinese Yuan / 人民币)	7.12	cost_amount / 7.12
JPY (Japanese Yen / 円)	151.40	cost_amount / 151.40
INR (Indian Rupee / ₹)	83.40	cost_amount / 83.40

cost_usd = round(cost_amount / rate, 2); verified: 0 mismatches against formula.

Quality checks (merged data)

Missing values: department 41 (0.46%), service_date 14 (0.16%); no missing values in key fields.
Duplicate rows: 9 exact duplicates detected and removed.
Cost range validation: 6 rows with negative cost_amount detected and removed (cost cannot be negative). 0 negative costs remain.
Currency consistency: CNY↔China, JPY↔Japan, INR↔India (100% consistent).
Date range: all service dates within FY2024 (2024-01-01 .. 2024-12-31).

Final dataset summary

Rows: 8,994 (China 2,998 · Japan 2,999 · India 2,997)
Columns: 11
Total cost (USD): ~$12.12M
Mean cost per record (USD): China $1,365.94 · Japan $1,832.84 · India $844.50

This dataset is intended for cost-optimisation analysis by the finance & operations teams.

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