Blog posts

2024

Introduction to Bayesian Regression using PyMC

9 minute read

Published:

Fans of this blog will know that uncertainty is often a focus for our group. When approaching uncertainty, Bayesian methods might be of interest since they explicitly provide uncertainty estimates during the modeling process.

The Thomas-Fiering Model for Synthetic Streamflow Generation - Python Implementation

4 minute read

Published:

In 1962 a group of economists, engineers and political scientists who were involved in the Harvard Water Program published “Design of Water Resource Systems”. In chapter 12 of the book, Thomas and Fiering present the following statistical model which was one of the first, if not the first, formal application of stochastic modelling for synthetic streamflow generation and water resource systems evaluation.

2023

Overview of the National Hydrologic Model

7 minute read

Published:

Over the past several months, I have been working with data from the US Geological Survey’s (USGS) National Hydrologic Model (NHM), a valuable resource that required some time to become familiar with. The goal of this post is to provide an overview of the NHM, incorporating as many links as possible, with the hope of encouraging others to utilize these resources and serving as a springboard for further investigation.

Interactive Geo-Spatial Maps with Folium for Python

12 minute read

Published:

Interactive mapping and data visualization provide data scientists and researchers with a unique opportunity to explore and analyze spatial data, and to share their work with stakeholders in a more engaging and accessible way.

2022

Markdown-Based Scientific and Computational Note Taking with Obsidian

7 minute read

Published:

Over the last year, being in the Reed Research Group, I have been exposed to new ideas more rapidly than I can manage. During this period, I was filling my laptop storage with countless .docx, .pdf, .txt, .html files semi-sporadically stored across different cloud and local storages.