Update app.py

app.py

@@ -19,156 +19,144 @@ Question: Roughly how many employees are medically licensed Doctors?  Nurses?  I
 | 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.
-
-
-
-According to recent information, HCA Healthcare has over 309,000 employees, including more than 93,000 nurses and over 45,000 active and affiliated physicians. 
-Key points about HCA Healthcare staff:
-Total employees: Over 309,000
-Nurses: More than 93,000
-Physicians: Over 45,000 active and affiliated 
-
-Mayo Clinic employs over 80,000 people, including:
-Physicians and scientists: Over 7,300 
-Allied health staff: 68,000 
-Clinical residents and research fellows: 2,500 
-Nurses, patient care assistants, patient care technicians, and social workers: Over 22,000 
-Mayo Clinic is a global healthcare provider that treats patients from every state and 130 countries. It's also home to the Mayo Clinic Alix School of Medicine and some of the top residency education programs in the United States. 
-
-
-The Cleveland Clinic has 81,000 employees worldwide, including:
-Physicians and researchers: 5,743
-Advanced practice providers: 3,630
-Registered nurses: 20,160 
-The Cleveland Clinic is a nonprofit academic medical center with a 6,690-bed health system. It has locations in Northeast Ohio, Florida, Las Vegas, Nevada, Toronto, Canada, Abu Dhabi, UAE, and London, England. 
-
-According to recent information, Kaiser Permanente has approximately 24,605 physicians, 73,618 nurses, and a total of 219,930 employees across their network. 
-Key details:
-Physicians: 24,605
-Nurses: 73,618
-Total Employees: 219,930 
-
-
-UnitedHealth Group (UHG)
-UnitedHealthcare (UHC)
-Employer & Individual
-Medicare & Retirement
-Community & State
-Global
-Optum
-OptumHealth
-Atrius Health (MA)
-Reliant Medical Group (MA)
-Optum Washington
-Optum Tri-State
-Optum Louisiana
-Optum East
-Optum West
-Optum Florida
-Optum California
-Optum New Mexico
-Optum Nevada
-Optum Texas
-Optum Utah
-Optum Colorado
-Optum Arizona
-Optum Oregon
-Optum Idaho
-OptumCare
-Crystal Run Healthcare (NY)
-WellMed Medical Group (TX)
-Memorial Hermann Accountable Care Organization (TX)
-OptumInsight
-Various technology and data service entities integrated into broader Optum operations
-OptumRx
-Pharmacy service operations, not directly CDOs but part of care delivery ecosystem
-
-Total CDOs for UHG: Approximately 20+ (This includes major care delivery subsidiaries; the exact number might vary with more detailed ownership structures.)
-
-HCA Healthcare
-HCA has numerous hospitals and surgery centers, but these are generally under one operational brand:
-HCA Healthcare facilities are more than 180 hospitals and approximately 2,000 sites of care.
-
-Total CDOs for HCA Healthcare: Over 180 hospitals, each functioning as a CDO.
-
-Mayo Clinic
-Mayo Clinic itself operates:
-Mayo Clinic in Rochester, MN
-Mayo Clinic in Jacksonville, FL
-Mayo Clinic in Phoenix/Scottsdale, AZ
-Mayo Clinic Health System (multiple locations in MN, WI, and IA)
-
-Total CDOs for Mayo Clinic: 4 main clinics plus numerous facilities under Mayo Clinic Health System.
-
-Cleveland Clinic
-Cleveland Clinic operates as:
-Cleveland Clinic main campus (OH)
-Cleveland Clinic Florida
-Cleveland Clinic Abu Dhabi (not in the US)
-Multiple regional hospitals and family health centers
-
-Total CDOs for Cleveland Clinic: Approximately 19 hospitals in the US, excluding international locations.
-
-Kaiser Permanente
-Kaiser Permanente has:
-39 hospitals
-Hundreds of medical offices
-
-Total CDOs for Kaiser Permanente: 39 hospitals, plus numerous medical offices.
-
-Ascension Health
-Ascension operates:
-Over 140 hospitals
-Numerous care sites across 19 states
-
-Total CDOs for Ascension Health: Over 140 hospitals.
-
-CommonSpirit Health
-CommonSpirit Health includes:
-Over 140 hospitals
-More than 1,500 care sites
-
-Total CDOs for CommonSpirit Health: Over 140 hospitals.
-
-Trinity Health
-Trinity Health manages:
-88 hospitals
-125 continuing care facilities
-
-Total CDOs for Trinity Health: 88 hospitals plus continuing care facilities.
-
-AdventHealth
-AdventHealth operates:
-50 hospitals in nine states
-
-Total CDOs for AdventHealth: 50 hospitals.
-
-Baptist Health
-Baptist Health includes:
-11 hospitals in Arkansas, Florida, and Kentucky
-
-Total CDOs for Baptist Health: 11 hospitals.
-
-Please note:
-The counts provided are approximate and based on public information available as of recent years. New acquisitions or divestitures might alter these numbers.
-Some organizations might have additional entities or partnerships that were not listed due to the focus on the primary CDOs.
-The structure within healthcare systems can be complex, with many organizations having multiple levels of ownership or operational control over different facilities or services.
+
+
+# Healthcare Systems Overview 🏥
+
+## UnitedHealth Group (UHG) 🌐
+
+- **Total Employees👥:** ~440,000+ (Public data as of recent years)
+- **Doctors🔬 (UHG est.):** ~90,000  
+- **Nurses🏥 (UHG est.):** ~101,000  
+- **IT Staff💻:** Known for UHG only (Exact number not provided, but significantly large tech presence)  
+- **CDOs (Care Delivery Organizations):** ~20+ major subsidiaries and groups
+  - **UnitedHealthcare (UHC)**  
+    - Employer & Individual  
+    - Medicare & Retirement  
+    - Community & State  
+    - Global
+  - **Optum**  
+    - **OptumHealth**  
+      - Atrius Health (MA)  
+      - Reliant Medical Group (MA)  
+      - Optum Washington  
+      - Optum Tri-State  
+      - Optum Louisiana  
+      - Optum East  
+      - Optum West  
+      - Optum Florida  
+      - Optum California  
+      - Optum New Mexico  
+      - Optum Nevada  
+      - Optum Texas  
+      - Optum Utah  
+      - Optum Colorado  
+      - Optum Arizona  
+      - Optum Oregon  
+      - Optum Idaho  
+      - OptumCare  
+      - Crystal Run Healthcare (NY)  
+      - WellMed Medical Group (TX)  
+      - Memorial Hermann Accountable Care Organization (TX)
+    - **OptumInsight**: Various tech/data services integrated into broader Optum operations
+    - **OptumRx**: Pharmacy service operations, part of care ecosystem
+
+**Largest employer of doctors🔬 in the US:** Optum, part of UHG, with ~90,000 employed or affiliated physicians (and ~40,000 advanced practice clinicians), serving tens of millions of people.
+
+**Note:** Optum reported 70,000 employed or affiliated physicians across 2,200+ facilities at the end of 2022. The 90,000 figure includes growth and affiliated groups.
+
+---
+
+## HCA Healthcare 🏨
+- **Total Employees👥:** ~309,000  
+- **Doctors🔬:** Over 45,000 active & affiliated physicians  
+- **Nurses🏥:** More than 93,000  
+- **IT Staff💻:** Unknown  
+- **CDOs:** Over 180 hospitals and ~2,000 sites of care (all under one brand)
+
+---
+
+## Mayo Clinic 🩺
+- **Total Employees👥:** ~80,000+  
+  - Physicians & Scientists🔬: Over 7,300  
+  - Nurses & Related Staff🏥: Over 22,000 (includes nurses, patient care assistants/technicians, social workers)  
+  - Allied Health Staff: ~68,000  
+- **IT Staff💻:** Unknown  
+- **CDOs:** 4 main clinics (Rochester MN, Jacksonville FL, Phoenix/Scottsdale AZ) + numerous facilities under Mayo Clinic Health System
+
+*Mayo Clinic treats patients globally and hosts top medical education programs.*
+
+---
+
+## Cleveland Clinic 🏆
+- **Total Employees👥:** ~81,000  
+  - Physicians & Researchers🔬: 5,743  
+  - Advanced Practice Providers: 3,630  
+  - Registered Nurses🏥: 20,160  
+- **IT Staff💻:** Unknown  
+- **CDOs:** ~19 hospitals in the US (excludes international locations such as Abu Dhabi & London)
+
+---
+
+## Kaiser Permanente 🏘
+- **Total Employees👥:** ~219,930  
+  - Physicians🔬: 24,605  
+  - Nurses🏥: 73,618  
+- **IT Staff💻:** Unknown  
+- **CDOs:** 39 hospitals + hundreds of medical offices
+
+---
+
+## Ascension Health 🌱
+- **Total Employees👥:** ~Unknown (Large system)  
+- **Doctors🔬:** Unknown  
+- **Nurses🏥:** Unknown  
+- **IT Staff💻:** Unknown  
+- **CDOs:** Over 140 hospitals, numerous care sites across 19 states
+
+---
+
+## CommonSpirit Health 🤝
+- **Total Employees👥:** ~Unknown (Large system)  
+- **Doctors🔬:** Unknown  
+- **Nurses🏥:** Unknown  
+- **IT Staff💻:** Unknown  
+- **CDOs:** Over 140 hospitals, more than 1,500 care sites
+
+---
+
+## Trinity Health 🙏
+- **Total Employees👥:** ~Unknown (Large system)  
+- **Doctors🔬:** Unknown  
+- **Nurses🏥:** Unknown  
+- **IT Staff💻:** Unknown  
+- **CDOs:** 88 hospitals + 125 continuing care facilities
+
+---
+
+## AdventHealth 🌄
+- **Total Employees👥:** ~Unknown (Large system)  
+- **Doctors🔬:** Unknown  
+- **Nurses🏥:** Unknown  
+- **IT Staff💻:** Unknown  
+- **CDOs:** 50 hospitals in nine states
+
+---
+
+## Baptist Health ✝
+- **Total Employees👥:** ~Unknown  
+- **Doctors🔬:** Unknown  
+- **Nurses🏥:** Unknown  
+- **IT Staff💻:** Unknown  
+- **CDOs:** 11 hospitals (Arkansas, Florida, Kentucky)
+
+---
+
+### Additional Notes:
+- **Data Availability:** UHG provides rough estimates of doctors and nurses. Other organizations have approximate totals for certain roles; where not specified, listed as unknown.
+- **IT Staff💻:** Only UHG’s technology workforce is noted to be large, but exact figures are not publicly detailed for others.
+- **Estimates & Public Reports:** All data are approximate or from recently available public information.
+- **CDO Complexity:** The structure within these healthcare systems is complex, and exact numbers can change with acquisitions, divestitures, or restructuring.