This post records the method used to create an estimate for Thailand's Infected Cases nationally and by province, by using the IFR metric, quantities of deaths in Thailand, combined with known provincial demographics to estimate Thailand's (unreleased) COVID-19 related death ages. Infected Cases differ from actual Recorded Cases in that they offer a view on whether more cases (i.e. asymptomatic) are likely to be found. This work was sparked by Matt Greenfield and Dylan Jay's discussion. Obviously, there's too much to fit in a tweet. In the article, we go through (1) how readers can directly calculate their own estimates for Number of Infected Cases from our data, followed by (2) method taken to reach the results, then (3) discussion, limitation and conclusions. There are plenty of caveats described in this article, so take a look at these before drawing conclusions.
A quick blog update to play with a neat agent simulation tool integrated into OpenStreetMap mapping tools with vehicle driver behaviour modeling. SMARTS - Scalable Microscopic Adaptive Road Traffic Simulator (University of Melbourne) Image credit: SMARTS - University of Melbourne Project: https://projects.eng.unimelb.edu.au/smarts/ to keep up to date (2013-2023).Citation paper and the location of the GitHub … Continue reading Road Network – Agent Modelling
This is a prospective extension to Python dict .get() that solves a common problem in data applications. The bold proposal asks whether to include such an implementation in the core language or in a library, across languages used for data processing. See what you think.. Background & Why? These days we have more data-oriented code … Continue reading Extension of Python Dict .get() – Lookup with Similarity for Built-in Libraries
A quick update post to help get my latest project's new dataset more readily indexed on Google search, etc. (Feb 8th 2021) I've recently been working on risk assessment for COVID-19 in our 2nd wave. To create an email alert per province (taking account of local regional data) I needed to join provincial data together. … Continue reading Thailand Province Border Adjacency Dataset/Code
Dated 25th Jan 2021 (A) New Cases for Bangkok and Nearby Provinces: All data collected from Daily COVID-19 report, Thailand information [Daily COVID-19 cases reported]Data Service: https://opendata.data.go.th/dataset/covid-19-dailyLast Updated: 24 มกราคม 2564 0 New Cases in กรุงเทพมหานคร / Bangkok on 2021-01-25:25 New Cases in กรุงเทพมหานคร / Bangkok on 2021-01-24:5 Key Clusters with 21 Cases in กรุงเทพมหานคร … Continue reading Towards COVID-19 Wave Risk Assessment Tool for BKK Residents: Results so far…
REVIEW NOTES: DATA SCIENCE FOR BUSINESS BY PROVOST & FAWCETT: CHAPTER 7 I enjoyed reading this chapter. It's insightful and well explained with detailed examples, diagrams and graphics, on a few data science topics that correspond directly to conventional scientific research in computer science. That makes me happy, because these are crucial points, yet rarely … Continue reading ON MEASURING MACHINE LEARNING MODELS AGAINST CONCRETE BUSINESS OBJECTIVES
Labelling "Senior", "Mid" and "Junior" roles of software engineers comes up from time to time in the developer and programmer forums. While I'm not a fan of labels for people or groups of people - Seniority and Skill/Knowledge/Ability Levels get to me because they are so ambiguous. So it is down to us to contribute and discuss to reach a clear definition. A truth of seniority, across all genres, is group-wide effect. It's leadership, it's empathy, it's improving the individuals and the group as a whole for the group's common interest. It's a positive improvement. But what does that mean for Developers and Software Engineers?
Conversation on Data Science Training: Looking into the Future -- While I have been hesitant to define the structure of data science training, and I am biased towards (as I have) a Comp Sci background. I conversely follow the doctrine that "comp sci is without purpose with no application", owing to my position of "domain knowledge is where the value is generated" (societal, financial, etc). If setting boundaries and principles in Data Science is required, I think it's the view of the future that must be settled first....
I finished the book by Joseph Aoun a little while ago, and I've been sitting on my notes letting them stir. I think i have a fairly safe conclusion for its second half. That said, I would expect those with an understanding and empathetic relationship with their CS students and their families will have been … Continue reading Book review 2/2 on Robot Proof: Higher Education in the Age of AI
Today I'm posting updates (1/n) to the Light Stage open source project codebase. The updates mark improvements for integrating experimental result data and 3d geometry data with light and camera-trigger hardware controllers (3). Included are two new lighting sequence improvements (1) and (2) and a way to get started, no matter your stage design and … Continue reading Open Source Code for Light Stage Capture Sequences