Some initial thoughts, and a complicated mix of feelings. Wow. I mean, Erdos problems are cool (I genuinely mean that), I didn't know about the Jacobian conjecture before it got disproved. But this newest batch from OpenAI hits home in a way the previous announcements did not.
Leonard Stimpfle
@leonardstimpfle.eurosky.social
PhD candidate at Ghent University. Interested in climate, OSS, Python and Rust.
#Open grid data is a public good improving security and not a threat. Support by signing & sharing the petition. 🔗 to the petition: tally.so/r/xX08eE ➡️ blog by @nworbmot with details: nworbmot.org/blog/open-gr... ➡️ impact examples mapyourgrid.org/impact/ #freethemodels
Python implementation of `rdrobust` that is significantly faster! github.com/leostimpfle/... These runtimes are in logscale!!
I have started to work on `pyrdd` for fast estimation of RDDs in Python. It is essentially a refactored `rdrobust` which is great but struggled with the data I was throwing at it and also seems incompatible with the newer versions of `numpy`. Some early benchmarks attached (note the log scale).
I am very excited that PyFixest 0.50.0 is on PyPi, including a new graph-based solver for demeaning that makes fixed effects estimation in PyFixest significantly faster for "sparse" fixed effects structures.
If you are aware of any other high quality implementations of "modern" estimators in Python, please let us know!
Was there a massive leak of a dangerous greenhouse gas in Iceland🇮🇸 in 2011-or was it a data📈 reporting error? Emission databases show that the Norðurál aluminium factory🏭 released 60 tons of SF₆ in 2011 — but no such emissions in any other year. 🔌💡 industrydecarbonization.com/news/errors-... 🧵
Errors and Inconsistencies in European Emission Data
Factories that suddenly have emissions a thousand times lower than before, unexplained data gaps, and inconsistent CO₂ emissions from different data sources are some of the issues one finds when havin...
industrydecarbonization.com
The 2021 spike seems to be caused by low generation in the first three months (chart for the Rovinari power plant). Is something wrong with the reported time interval (ResolutionCode)? Any experts on the ENTSO-E generation data who know what might be going on? #EnergySky
This second chart presents emission factors per unit of energy output. Compared to tCO2 per TJ, Oltenia's power plants have less extreme emission factors in terms of tCO2 per MWh. For example, Isalnita's emission factor is close to or above the average emission factor in most years. 6/
This is a great analysis on a very important topic. But are the emission factors driven by the numerator (emissions) or denominator (energy inputs)? A short investigation (cc @hanno.hboeck.de)
In the EU, coal plants have to pay for every tonne of CO2 they produce. By digging into the data, we found that Romania’s state coal company may be underreporting its emissions — and saving millions of euros. “I don’t believe these figures,” one expert told OCCRP.
The UNFCCC makes it needlessly difficult to download emission data📊📈 The UNFCCC🇺🇳 is most famously known for being the organizer of the climate conferences (COPs). However, they also play an important role in collecting and managing emission data. 🔌💡 industrydecarbonization.com/news/why-is-... 🧵
Why is it needlessly difficult to access UNFCCC Emission Data?
Due to international climate agreements, countries report annual data about their greenhouse gas emissions to the UNFCCC. However, downloading and using that data is a lot more difficult than it shoul...
industrydecarbonization.com
[new draft post] Real purchasing power over time is not economic welfare over time https://drafts.interfluidity.com/2025/11/12/real-purchasing-power-over-time-is-not-economic-welfare-over-time/index.html
duckdb-mlpack 0.0.4: Added random forest and logistic regression Bringing mlpack machine learning to duckdb SQL dirk.eddelbuettel.com/blog/2025/11... Adds random forest and logistic regression, reworks interface, adds new state variable for verbosity, expands documentation and adds unit tests
TLDR; The PSF has made the decision to put our community and our shared diversity, equity, and inclusion values ahead of seeking $1.5M in new revenue. Please read and share. pyfound.blogspot.com/2025/10/NSF-... 🧵
The official home of the Python Programming Language
python.org
Record leap in CO2 fuels fears of accelerating global heating - CO2 in the air hit new high last year, with scientists concerned natural land and ocean carbon sinks are weakening @wmo-global.bsky.social #climatecrisis Story by me www.theguardian.com/environment/...
Record leap in CO2 fuels fears of accelerating global heating
CO2 in air hit new high last year, with scientists concerned natural land and ocean carbon sinks are weakening
theguardian.com
It’s not the method that makes you causal it’s the assumptions
First up in the "You don't have to be a compiler engineer" blog post series? A little blog post about how JIT builds of CPython actually work. 🖤 savannah.dev/posts/how-yo...
How JIT builds of CPython actually work
You don't have to be a compiler engineer to understand how your code runs in a JIT build of CPython
savannah.dev
I had an engagement with blogger, failed California gubernatorial candidate, and self-identified reporter Michael Shellenberger this past week, which started out being about this new paper being heralded by climate skeptics as disproving global sea-level acceleration. (LONG 🧵)
This article is catching eyes today so let me explain what it misses, no. 1 of which is COST 1/
Great chart from the FT showing the French nuclear fleet is now routinely flexing down, to accommodate rising solar generation (People often talk about how some reactors CAN flex; but it's often assumed that they WON'T, due to economic incentives)
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How well do you know Python’s f-strings? I built a thing inspired by JavaScript’s Date constructor quiz but for Python. fstrings.wtf
fstrings.wtf - Python F-String Quiz
Test your knowledge of Python's f-string formatting with this interactive quiz. How well do you know Python's string formatting quirks?
fstrings.wtf
No one knows how many users @obsidian.md has I think it's around 5-10 million people but I'm not sure? Anyone can download the app and start using it without creating an account or talking to anyone, and there are no analytics built-in 🤷♂️
Hola - Estoy haciendo una encuesta sobre cómo se preparan las empresas mexicanas ante choques energéticos. Help me out - I’m running a survey on how Mexican firms prepare for energy shocks. Toma menos de 2 mins / Takes less than 2 mins: docs.google.com/forms/d/e/1F...
Solicitud de colaboración para estudio sobre el impacto del aumento en los precios de energía
docs.google.com
I think my favorite line of Python code I've ever encountered is curry = partial(partial, partial) So simple, but also breaks your brain
📢 NEW Global Cement & Concrete Tracker ⤵️ 🌏 3,515 plants in 167 countries/areas 🏗️ 5.5B tonnes of cement capacity & 3.1B tonnes of clinker capacity 💰 2300+ cement asset owners 🔎 Includes info on emissions reduction tech Explore & download the data
Global Cement and Concrete Tracker
The Global Cement and Concrete Tracker (GCCT) provides information on global integrated and grinding plants, including all plants that have been proposed or under construction since 2018 and retired…
globalenergymonitor.org
How much do you know about #Python functions, their signatures, and their typing? Do you know how unbound vs. bound methods differ and how to tell them apart? Do you know how unbound methods become bound methods? Do you know how to type-annotate all this? chipx86.blog/2025/07/12/a... #blog #til
A crash course on Python function signatures and typing
More than you probably ever wanted to know about Python function signatures and typing shenanigans. And it’s just the start.
chipx86.blog
This is good advice for working with Python dataclasses in particular when subclassing
I've always had a ton of respect for @simonwillison.net's blog (read it! simonwillison.net) and his TIL blog. Been wanting to get back into writing and blogging. Spent time cleaning up my blog, working on some new posts. Here's today's: chipx86.blog/2025/06/29/t... #Python #blog #til
Since the ETS is not a tax but a regulation under EU law - and very likely found to be a regulation under WTO law, too - refunds of ETS charges upon export are prohibited export subsidies. Refunds of a carbon tax would be permissible, however 🙃. That rule needs an update, clearly. (2/2)
𝐏𝐲𝐅𝐢𝐱𝐞𝐬𝐭 0.30.1 is on 𝐏𝐲𝐏𝐢 and I am extremely happy with this release, mostly because of two 𝐧𝐞𝐰 𝐟𝐞𝐚𝐭𝐮𝐫𝐞𝐬: a Rust back end for all performance critical parts and quantile regression.
Unsere Aufnahmen zeigen: An 17 von 26 Gasstandorten in Niedersachen treten hohe #Methan-Emissionen durch u.a. Leckagen aus. Das gefährdet unser Klima und die Gesundheit. Es braucht endlich eine strikte Umsetzung der EU-Methanverordnung – ohne Abstriche! www.duh.de/presse/press...
DUH-Aufnahmen decken erhebliche Methan-Emissionen auf
• Aufnahmen der Deutschen Umwelthilfe und Clean Air Taskforce enthüllen regelmäßige und teils sehr hohe Methan-Emissionen an fossiler Gasinfrastruktur wie Produktionsstätten, Pipelines und Speichern• ...
duh.de
Transparent peer review to be extended to all of Nature's research papers 🧪👇 www.nature.com/articles/d41...
Transparent peer review to be extended to all of Nature’s research papers
From today, all new submissions to Nature that are published will be accompanied by referees’ reports and author responses — to illuminate the process of producing rigorous science.
nature.com