Pharmascope

Overview

Pharmascope is a web application built with Streamlit that helps pharmaceutical companies identify ideal locations for their business operations. The application calculates a Relative Attractiveness Index (RAI) using World Bank data to evaluate different countries based on multiple economic and healthcare indicators.

Features

• Interactive homepage with modern UI design
• RAI Calculator with customizable weights for different factors:
  • GDP
  • Healthcare Expenditure
  • Labor Force
• Data visualization including:
  • Bar charts for RAI comparison
  • Interactive map showing top 12 countries
  • Detailed data tables with raw and aggregated data

Dependencies

streamlit
wbdata
pandas
plotly.express
scikit-learn
datetime
geopy

Installation

1. Clone the repository
2. Install the required dependencies:

pip install streamlit wbdata pandas plotly scikit-learn geopy

3. Run the application:

streamlit run app.py

Usage

Navigation

The application has two main sections:

1. Home: Landing page with information about the service
2. Predictions: RAI calculation and visualization tools

RAI Calculator

1. Use the sidebar sliders to adjust weights for:
   • GDP (default: 40%)
   • Healthcare Expenditure (default: 30%)
   • Labor Force (default: 30%)
2. Click "run" to calculate RAI
3. View results in multiple formats:
   • Sorted data table
   • Aggregated country data
   • Bar charts
   • Interactive map of top 12 countries

Data Sources

• World Bank Indicators:
  • GDP (NY.GDP.MKTP.CD)
  • Healthcare Expenditure (SH.XPD.CHEX.PC.CD)
  • Labor Force (SL.TLF.TOTL.IN)

Technical Details

• Uses MinMaxScaler for data normalization
• Implements Nominatim geocoding for mapping
• Handles missing data by setting null values to zero
• Provides both raw and aggregated views of the data

Notes

• The application processes data for over 200 countries
• Missing data is marked as zero in the calculations
• Geographic coordinates are fetched using the Nominatim geocoding service
• The RAI is calculated using normalized values and user-defined weights

UI Components

• Custom HTML/CSS for the homepage
• Gradient-styled headings
• Responsive design
• Dark theme with purple and cyan accent colors

Output samples

Terminal homepage our implementations our implementations Graphs Top12 maps Terminal

License

© 2024 Pharmascope - All Rights Reserved