Python Data Analysis for Healthcare

Introduction

• Python data analysis in healthcare
• What you should know
• How to use the exercise files

1. Data Analysis for Healthcare

• Data analysis in healthcare
• Types of data in healthcare
• Sources of healthcare data
• Databases and storage for healthcare data
• Data analysis tools and technologies for healthcare data
• Healthcare data analytics use cases

2. Analyze Visit Data from an Outpatient Clinic Using Python

• Explore patient visit demo dataset
• Save and load the patient visit demo dataset (different format)
• Demography analysis of the patient visit demo dataset: Part 1
• Demography analysis of the patient visit demo dataset: Part 2
• Trend analysis of patient visit demo dataset: Part 1
• Trend analysis of the patient visit demo dataset: Part 2
• Wait time analysis of the patient visit demo dataset: Part 1
• Wait time analysis of the patient visit demo dataset: Part 2
• Correlation analysis of the patient visit demo dataset
• Cost and insurance analysis of the patient visit demo dataset: Part 1
• Cost and insurance analysis of the patient visit demo dataset: Part 2

3. Medication Demand Forecasting Using Python

• Explore the pharmacy sales demo dataset
• Medication class analysis: Part 1
• Medication class analysis: Part 2
• Medication demand forecast using Prophet: Part 1
• Medication demand forecast using Prophet: Part 2

4. Patient Experience Analytics Using Python

• Explore laboratory patient experience demo dataset with Plotly
• Sentiment analysis of patient experience reviews using TextBlob

5. Public Health Facilities GeoSpatial Analysis Using Python

• Explore the public health facilities geolocation demo dataset using GeoPandas: Part 1
• Explore the public health facilities geolocation demo dataset using GeoPandas: Part 2
• Interactive map for public health facilities geolocation demo dataset using folium: Part 1
• Interactive map for public health facilities geolocation demo dataset using folium: Part 2
• Interactive map for public health facilities geolocation demo dataset using folium: Part 3

6. Healthcare Data Wrangling Using Python

• Practical data manipulation and wrangling using pandas: Part 1
• Practical data manipulation and wrangling using pandas: Part 2

Conclusion

• Using Python to analyze your healthcare data