https://pgmpy.org is a Python package for causal inference and probabilistic inference using Directed Acyclic Graphs (#DAGs) and Bayesian Networks with a focus on modularity and extensibility.
Written and maintained by Ankur Ankan and Johannes Textor.
A Zillion times....
#Dags
Name a film you've seen 8 times
#statstab #482 Introducing Causion: A web app for playing with DAGs
Thoughts: A very cool app. Let's you see exactly what your assumptions and DGP mean for your causal model.
#causal #causalinference #DAG #DAGs #dgp #tutorial #guide #education #pedagogy
pedermisager.org/blog/causion...
#statstab #474 {DeclareDesign} Observational : causal
Thoughts: If you want to do causal research with OS there is a lot more to consider than in #473
#design #research #rstats #education #tutorial #pedagogy #DiD #DAGs #causalinference
book.declaredesign.org/library/obse...
#CausalInference using #DAGs in #mixedmethodsresearch
#CausalInference using #DAGs in #mixedmethodsresearch @gesistraining.bsky.social 👇
#sociology #polsci #causality
JAMA Network Open "Research Letter" titled: "Construction and Application of Directed Acyclic Graphs in Leading Medical Journals" by Guanghui Deng, BA@1,2; Jian Du, PhD@2. Published Online: January 14, 2026.
Most published #DAGs in leading journals lack transparent justification and show inconsistencies between depicted and actual covariate adjustment, limiting their impact in observational health research. ja.ma/49lVx4G
#contextgraphs are booming. #Causal #DAGs can be used exactly the same way as #decisiontraces. We also have a lot of work in the space of #dicisiontrees.
One big missed part of the puzzle is #datatraces and #epistemiological components - what kind of data was used to make a decision?
A photograph of a tan dog with a black face who is biting a red silicon frisbee in half in such a manner that it looks like he has big red lips. Scooby doo with wax lips essentially
New paper for #causalinference folks in all fields
#DAGs
#CausalDiagrams
#CausalSky #StatsSky #EpiSky
academic.oup.com/ije/article/...
I’m uploading my #DAGs on #alcohol and #cancer to this nice platform for sharing and discussion.
This DAG is also available on DAGitty for easy reuse: dagitty.net/dags.html?id...
A detailed explanation of the assumptions behind the DAGs is here: www.dovepress.com/article/supp...
When to use directed acyclic graphs (DAGs)? They may help map causal relationships and guide variable selection in observational research. #DAGs #causality www.bjanaesthesia.org/article/S0007-0912(25)00...
#statstab #441 Bayes-by Shower
Thoughts: Comprehensive (read: long) tutorial on bayesian analysis and how to think about research.
#bayes #rstats #bayesian #tutorial #DAGs #estimand #observational #design
betanalpha.github.io/assets/chapt...
GESIS Workshop Introduction to Methods of Causal Inference 04 to 05 and 11 to 12 December 2025 Michael Gebel (University of Bamberg)
Ice cream sales predict shark attacks? 🦈🍦
More master’s degrees, more movie tickets sold? Causal inference helps separate causality from misleading correlations! Join @michaelgebel.bsky.social for a gentle intro to counterfactuals, #DAGs, methods & apps in #Stata.
➡️ t1p.de/meth-caus-in...
🎓Had a great week at the Joint Vienna Institute teaching #DAGs and #CausalAI to colleagues from the Austrian National Bank. Excellent discussions, lots of curiosity, and great engagement throughout.
Many thanks to Michael Sigmund for the invitation! 🙏
GESIS Workshop Introduction to Methods of Causal Inference 04 to 05 and 11 to 12 December 2025 Michael Gebel (University of Bamberg)
Ice cream sales predict shark attacks? 🦈🍦 More master’s degrees, more movie tickets sold? Causal inference helps separate causality from misleading correlations! Join @michaelgebel.bsky.social for a gentle intro to counterfactuals, #DAGs, methods & apps in #Stata.
➡️ t1p.de/meth-caus-in...
#CPlusPlus #FirstPrinciples #FirstPrinciplesThinking #FirstPrinciplesEngineering #ComputationalEpistemology #CausalInference #BareMetalProgramming #T2SDE #Forth #Oberon #ZeroInheritance #CleanDecision #Scheme #Coq #NixOS #ZEB #EventBus #EventTransport #MessagePersistence #DAG #DAGs #FPGA #RISCV
#CausalInference #BareMetalProgramming #T2SDE #Forth #Oberon #ZeroInheritance #CleanDecision #Scheme #Coq #NixOS #ZEB #EventBus #EventTransport #MessagePersistence #DAG #DAGs #FPGA #RISCV
#FirstPrinciplesThinking #FirstPrinciplesEngineering #ComputationalEpistemology #CausalInference #BareMetalProgramming #T2SDE #Forth #Oberon #ZeroInheritance #CleanDecision #Scheme #Coq #NixOS #ZEB #EventBus #EventTransport #MessagePersistence #DAG #DAGs #FPGA #RISCV
#BareMetalProgramming #T2SDE #Forth #Oberon #ZeroInheritance #CleanDecision #Scheme #Coq #NixOS #ZEB #EventBus #EventTransport #MessagePersistence #DAG #DAGs #FPGA #RISCV
#BareMetalProgramming #T2SDE #Forth #Oberon #ZeroInheritance #CleanDecision #Scheme #Coq #NixOS #ZEB #EventBus #EventTransport #MessagePersistence #DAG #DAGs #FPGA #RISCV
#CausalInference #BareMetalProgramming #T2SDE #Forth #Oberon #ZeroInheritance #CleanDecision #Scheme #Coq #NixOS #ZEB #EventBus #EventTransport #MessagePersistence #DAG #DAGs #FPGA #RISCV
#BareMetalProgramming #T2SDE #Forth #Oberon #ZeroInheritance #CleanDecision #Scheme #Coq #NixOS #ZEB #EventBus #EventTransport #MessagePersistence #DAG #DAGs #FPGA #RISCV