Python Data Analysis for Healthcare

2h 48mAdvanced2024-04-01

Authors

Wuraola Oyewusi

Wuraola Oyewusi is an experienced data scientist, machine learning, and artificial intelligence professional.

Course details

The healthcare industry is one of the most diverse sources of data, from clinical to administrative to sales and supply chain, and even regulatory data. This course with data scientist and pharmacist Wuraola Oyewusi teaches you how to use Python for a wide range of data analysis scenarios in healthcare. Wuraola covers practical use cases like statistical data analysis, data manipulation, wrangling, and visualization using Python programming for different scenarios in the healthcare industry.

Skills covered

PythonData AnalysisProgramming LanguagesData ScienceBusiness Analysis and StrategyBusiness Software and ToolsOpen SourceSoftware DevelopmentOne-Off

Concepts

0. Introduction

01 - Python data analysis in healthcare
02 - What you should know
03 - How to use the exercise files

1. Data Analysis for Healthcare

04 - Data analysis in healthcare
05 - Types of data in healthcare
06 - Sources of healthcare data
07 - Databases and storage for healthcare data
08 - Data analysis tools and technologies for healthcare data
09 - Healthcare data analytics use cases

2. Analyze Visit Data from an Outpatient Clinic Using Python

10 - Explore patient visit demo dataset
11 - Save and load the patient visit demo dataset (different format)
12 - Demography analysis of the patient visit demo dataset - Part 1
13 - Demography analysis of the patient visit demo dataset - Part 2
14 - Trend analysis of patient visit demo dataset - Part 1
15 - Trend analysis of the patient visit demo dataset - Part 2
16 - Wait time analysis of the patient visit demo dataset - Part 1
17 - Wait time analysis of the patient visit demo dataset - Part 2
18 - Correlation analysis of the patient visit demo dataset
19 - Cost and insurance analysis of the patient visit demo dataset - Part 1
20 - Cost and insurance analysis of the patient visit demo dataset - Part 2

3. Medication Demand Forecasting Using Python

21 - Explore the pharmacy sales demo dataset
22 - Medication class analysis - Part 1
23 - Medication class analysis - Part 2
24 - Medication demand forecast using Prophet - Part 1
25 - Medication demand forecast using Prophet - Part 2

4. Patient Experience Analytics Using Python

26 - Explore laboratory patient experience demo dataset with Plotly
27 - Sentiment analysis of patient experience reviews using TextBlob

5. Public Health Facilities GeoSpatial Analysis Using Python

28 - Explore the public health facilities geolocation demo dataset using GeoPandas - Part 1
29 - Explore the public health facilities geolocation demo dataset using GeoPandas - Part 2
30 - Interactive map for public health facilities geolocation demo dataset using folium - Part 1
31 - Interactive map for public health facilities geolocation demo dataset using folium - Part 2
32 - Interactive map for public health facilities geolocation demo dataset using folium - Part 3

6. Healthcare Data Wrangling Using Python

33 - Practical data manipulation and wrangling using pandas - Part 1
34 - Practical data manipulation and wrangling using pandas - Part 2

Conclusion

35 - Using Python to analyze your healthcare data