There are two queries, one query with the sum of the statistics the other query featuring the exact data. The filters include elective admission, asthma, adult age, and AB- blood type which are the rarest. From the average billing amount of 24223$, we can see that despite being elective admission Asthma is still very costly to care. In addition, these patients are often treated with mixed medication such as Paracetamol, Penicillin, Lipitor, and Asprin without a single dominated medication. This varification is also showned in the test results(Normal, Inconclusive, Abnormal)where there is not a single standarlization and costs can vary largerly. Finally, there is only one extreme outlier with a negative cost of -1018$ on the billing which seems to be a credit/refund issue.
| Name | Age | Gender | Medication | Test Results | Billing (USD) |
|---|---|---|---|---|---|
| Colton Strong | 55 | Male | Paracetamol | Normal | 37,405.70 |
| Robert Higgins | 42 | Male | Ibuprofen | Inconclusive | 13,355.78 |
| Christina Lawrence | 80 | Male | Penicillin | Inconclusive | 47,433.28 |
| Eric Duncan | 43 | Female | Aspirin | Normal | 43,670.38 |
| Andrea Willis | 26 | Male | Ibuprofen | Normal | 30,676.44 |
| Mrs. Sabrina Ball | 63 | Male | Penicillin | Abnormal | 44,582.82 |
| Jennifer Camacho | 83 | Male | Ibuprofen | Inconclusive | 24,023.96 |
| Roy Jones | 47 | Female | Penicillin | Inconclusive | 6,252.08 |
| Amanda Lucero | 46 | Male | Paracetamol | Abnormal | 15,242.39 |
| Christopher Weiss | 49 | Female | Penicillin | Inconclusive | -1,018.25 |
| Misty Williams | 63 | Male | Penicillin | Inconclusive | 19,176.26 |
| Jesse Jones | 82 | Female | Penicillin | Abnormal | 38,397.02 |
| Amanda Lawson | 26 | Male | Aspirin | Normal | 5,778.25 |
| Michael Duarte | 60 | Male | Penicillin | Inconclusive | 25,999.13 |
| Michael Ramos | 82 | Male | Lipitor | Inconclusive | 14,168.50 |
| Lee White | 36 | Female | Ibuprofen | Normal | 49,675.01 |
| Michelle Whitaker | 84 | Female | Aspirin | Abnormal | 22,990.65 |
| Justin Long | 25 | Male | Ibuprofen | Normal | 6,948.14 |
| John Curtis | 25 | Male | Paracetamol | Inconclusive | 15,526.46 |
| Christine Evans | 42 | Male | Aspirin | Normal | 43,378.35 |
| Robert Miranda | 46 | Male | Paracetamol | Inconclusive | 6,995.90 |
| Amy Maldonado | 59 | Female | Penicillin | Abnormal | 38,441.51 |
| Bryan Smith | 40 | Female | Paracetamol | Inconclusive | 8,031.51 |