Geospatial Data Science in Python
Syllabus
Schedule
Section 401
Section 402
Content
Assignments
Overview
Section 401
Section 402
Resources
GitHub
Canvas
Ed Discussion
9. From Notebooks to the Web: Part 1
Weekly Course Content
1. Exploratory Data Science in Python
2. Data Visualization Fundamentals
3. More Interactive Data Viz, Intro to Vector Data & GeoPandas
4. Geospatial Analysis & Mapping
5. More Geospatial Analysis: Street Networks and Raster Data
6. Web Scraping
7. Working with APIs
8. Analyzing and Visualizing Large Datasets
9. From Notebooks to the Web: Part 1
10. From Notebooks to the Web: Part 2
11. Clustering Analysis in Python
12. Predictive Modeling with Scikit-Learn, Part 1
13. Predictive Modeling with Scikit-Learn, Part 2
14. Advanced Raster Analysis
On this page
Topics
Recommended readings/videos
Quarto
Panel
References
Quarto
Panel
Week 9: From Notebooks to the Web: Part 1
Content for lectures 9A and 9B
View materials:
MUSA-550-Fall-2023/week-9
HTML slides:
Lecture 9A
Lecture 9B
Executable slides:
Lecture 9A
Lecture 9B
Topics
Quarto websites
Panel dashboards
Recommended readings/videos
Quarto
Reproducible authoring with Quarto - Mine Çetinkaya-Rundel, Feb 2022 -
slides
,
youtube
Quarto tutorial for JupyterLab
Panel
PyData talk in Dec 2019 from the creator of Panel
Components section of Panel User Guide
API section of Panel User Guide
References
Quarto
Example Quarto template repository
Quarto user guide
Quarto reference documentation
Quarto gallery for websites
: lots of good examples!
Installing Quarto
GitHub Desktop documentation
Panel
Documentation homepage
Core concepts
An overview of the core concepts powering Panel dashboards
App Gallery
Examples of end-to-end apps using Panel
Reference Component Gallery
Examples (code snippets) for the many different kinds of components possible in Panel dashboards
8. Analyzing and Visualizing Large Datasets
10. From Notebooks to the Web: Part 2