app.py

import streamlit as st
st.markdown('''

Disclaimer - this is a test bed to see if AI models can correctly estimate number of Doctors, Nurses and IT different organizations have.
Depending on the source these could be inaccurate.  Do not use.  This is an EDA study on public AI knowledge of organizations.

Question: Roughly how many employees are medically licensed Doctors?  Nurses?  IT?  Total Employees

| Organization            | Doctors🔬 | Nurses🏥 | IT Staff💻 | Total Employees👥 |
|--------------------------|-----------|----------|------------|--------------------|
| UnitedHealth Group       | 90,000    | 100,000  | Unknown    | 350,000            |  <-- historical data bias 350k per Grok
| HCA Healthcare           | 50,000    | 150,000  | Unknown    | 270,000            |
| Mayo Clinic              | 7,000     | 30,000   | Unknown    | 76,000             |
| Cleveland Clinic         | 4,000     | 15,000   | Unknown    | 65,000             |
| Kaiser Permanente        | 22,000    | 50,000   | Unknown    | 218,000            |
| Ascension Health         | 30,000    | 70,000   | Unknown    | 150,000            |
| CommonSpirit Health      | 12,000    | 50,000   | Unknown    | 150,000            |
| Trinity Health           | 10,000    | 40,000   | Unknown    | 129,000            |
| AdventHealth             | 8,000     | 30,000   | Unknown    | 80,000             |
| Baptist Health           | 5,000     | 20,000   | Unknown    | 50,000             |

- **Doctors🔬**: Estimated based on known or reported numbers and the scale of the organization.
- **Nurses🏥**: Estimated based on the ratio to doctors and the total healthcare workforce of each organization.
- **IT Staff💻**: Marked as "Unknown" due to lack of specific public data.
- **Total Employees👥**: Total number of employees in the organization, including all roles.

Please note:
- These numbers are approximations. The actual figures might vary due to changes in employment or reporting practices.
- IT staff counts remain "Unknown" due to no specific public data being available.

---

| Organization            | Doctors🔬 | Nurses🏥 | IT Staff💻 | Total Employees👥 |
|--------------------------|-----------|----------|------------|--------------------|
| UnitedHealth Group       | 90,000    | 101,000  | 37,000     | 440,000            |  <-- 440k per Google - more 
| HCA Healthcare           | 45,000    | 130,000  | Unknown    | 270,000            |
| Mayo Clinic              | 4,500     | 30,000   | Unknown    | 76,000             |
| Cleveland Clinic         | 4,000     | 15,000   | Unknown    | 65,000             |
| Kaiser Permanente        | 22,000    | 50,000   | Unknown    | 218,000            |
| Ascension Health         | 30,000    | 70,000   | Unknown    | 150,000            |
| CommonSpirit Health      | 12,000    | 50,000   | Unknown    | 150,000            |
| Trinity Health           | 7,000     | 35,000   | Unknown    | 129,000            |
| AdventHealth             | 6,000     | 25,000   | Unknown    | 80,000             |
| Baptist Health           | 4,000     | 18,000   | Unknown    | 50,000             |

- **Doctors🔬**: For UHG, an estimate of 50,000 doctors has been made based on the proportion of clinical professionals and the scale of the company. 
- **Nurses🏥**: For UHG, nurses have been estimated at 101,000, accounting for the remainder of the 151,000 clinical professionals after accounting for doctors.
- **IT Staff💻**: Only UHG has a known number of IT staff; others are listed as "Unknown" due to lack of specific data.
- **Total Employees👥**: These are the latest reported or estimated total numbers of employees.

Please note:
- These are rough estimates for UHG's doctors and nurses, given that no exact breakdown was provided in the data.
- For other organizations, the numbers remain estimates where exact figures are not publicly disclosed or recent.

Who is the largest employer of doctors in the United States?
Optum, the fastest-growing part of the UnitedHealth Group family of businesses, is the nation's largest employer of physicians.

How many physicians are employed by Optum?
90,000 employed
Desai said Optum has nearly 90,000 employed or affiliated physicians and another 40,000 advanced practice clinicians serving tens of millions of people. 
Optum reported 70,000 employed or affiliated physicians across more than 2,200 facilities at the end of 2022.


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