Health data / cohort report
A closer look at 4 shared characteristics
Young adults.
A substantial billing total.
Exploring recorded hospital charges for men under 40 with obesity and abnormal test results.
Matching records
29
Full filtered group
Average age
28.2
Years
Total billing
$742,899.89
Recorded charges
Average bill
$25,617.24
Per matching record
The data insight
The 29 matching records have an average age of 28.2 years and total recorded charges of $742,899.89, averaging $25,617.24 per record. This illustrates the billing total within this specific group of younger adults.
Behind the numbers
Matching records, ordered by age and then name.
| Patient name | Age | Blood type | Admission | Admitted on | Medication | Test results | Billing amount |
|---|---|---|---|---|---|---|---|
| leah FRederICk | 19 | O- | Emergency | 2023-02-03 | Lipitor | Abnormal | $25,856.22 |
| MaTThEW bELl | 19 | O+ | Urgent | 2021-02-04 | Aspirin | Abnormal | $20,086.22 |
| TImothY ELLIoTT | 19 | AB- | Urgent | 2019-08-03 | Ibuprofen | Abnormal | $30,789.01 |
| meLiSSA LawRENcE | 20 | O+ | Emergency | 2023-07-09 | Lipitor | Abnormal | $35,205.28 |
| dAVid pAyne | 22 | A+ | Emergency | 2020-07-08 | Ibuprofen | Abnormal | $46,772.58 |
| JOYCE MoOdY | 22 | AB- | Elective | 2022-04-03 | Paracetamol | Abnormal | $7,732.67 |
| beNJAmIN HerrErA | 23 | AB+ | Urgent | 2019-07-12 | Aspirin | Abnormal | $22,022.02 |
| KatHryn SMiTH | 23 | B- | Urgent | 2020-01-05 | Lipitor | Abnormal | $11,418.62 |
| kATHY WalLer | 23 | O- | Emergency | 2020-10-30 | Ibuprofen | Abnormal | $42,345.64 |
| oSCar nElSOn | 24 | AB+ | Emergency | 2023-06-27 | Ibuprofen | Abnormal | $39,018.77 |
| cyNTHiA willIams | 25 | A- | Urgent | 2023-11-01 | Lipitor | Abnormal | $20,161.44 |
| JEnNiFEr COOpER | 25 | A+ | Elective | 2020-04-26 | Aspirin | Abnormal | $49,934.14 |
| KAREn johnsoN | 25 | O+ | Emergency | 2019-06-23 | Aspirin | Abnormal | $43,400.67 |
| KIMBErly vasqueZ | 26 | A- | Urgent | 2023-10-23 | Penicillin | Abnormal | $38,142.11 |
| meLAnie mORalEs | 26 | B- | Urgent | 2020-12-18 | Ibuprofen | Abnormal | $39,979.24 |
| JasmInE luNA | 27 | A- | Urgent | 2020-04-10 | Paracetamol | Abnormal | $11,023.29 |
| brIaN SMiTh | 28 | B- | Elective | 2022-05-31 | Lipitor | Abnormal | $1,771.29 |
| aNDrEW marTineZ | 30 | B- | Emergency | 2023-05-17 | Penicillin | Abnormal | $15,170.34 |
| ChristophEr bROWN | 30 | B+ | Urgent | 2019-06-18 | Lipitor | Abnormal | $20,070.14 |
| anTHoNY PerKinS | 31 | O- | Urgent | 2024-01-10 | Lipitor | Abnormal | $28,483.88 |
| JIlL TayLOR | 32 | O- | Urgent | 2020-05-18 | Aspirin | Abnormal | $5,614.52 |
| SuMmer heRmAN | 32 | A- | Urgent | 2023-08-09 | Aspirin | Abnormal | $22,810.14 |
| AusTIn AndERson | 37 | AB- | Urgent | 2020-07-14 | Lipitor | Abnormal | $28,367.19 |
| DanIeLLe cANNOn | 37 | B+ | Elective | 2020-03-19 | Aspirin | Abnormal | $6,709.76 |
| CoURtney stepHeNs | 38 | B- | Emergency | 2022-04-10 | Paracetamol | Abnormal | $41,134.79 |
| mRS. jamiE cAMPBELl | 38 | AB- | Urgent | 2020-03-08 | Paracetamol | Abnormal | $17,440.47 |
| aNN MIlLEr | 39 | B+ | Elective | 2022-09-07 | Aspirin | Abnormal | $11,904.52 |
| BrIAn dOWNS | 39 | AB- | Elective | 2022-07-07 | Penicillin | Abnormal | $38,136.61 |
| DusTIn cOX | 39 | AB+ | Elective | 2019-09-26 | Lipitor | Abnormal | $21,398.34 |
Source: supplied healthdataset1.sql.txt ยท healthcare_dataset. Names retain the source spelling. Billing amounts represent recorded charges, not verified payments or out-of-pocket costs. These descriptive results do not establish causes or compare this group with other patients.
View the two SQL queries
1. Statistical summary
SELECT COUNT(*) AS patient_count, AVG(Age) AS average_age,
SUM(BillingAmount) AS total_billing, AVG(BillingAmount) AS average_billing
FROM healthcare_dataset WHERE Gender = 'Male' AND Age < 40 AND MedicalCondition = 'Obesity' AND TestResults = 'Abnormal'2. Patient details
SELECT * FROM healthcare_dataset WHERE Gender = 'Male' AND Age < 40 AND MedicalCondition = 'Obesity' AND TestResults = 'Abnormal' ORDER BY Age ASC, Name ASC LIMIT 40
Both queries use the same four filters. The supplied dataset returns 29 matches, below both the 30-record restriction and the 40-row display maximum.