Update app.py

app.py

@@ -1,11 +1,14 @@
 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            |
+| 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             |
@@ -25,4 +28,37 @@ 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.
+
+
 ''')