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get_df

Syntologyentry name in harvested coderead from the graph 2026-09-24

get_df appears in the code Syntology harvested for 8 papers, as 8 distinct code bodies found in 8 places (a place is one code body under one paper). At least one of them ran in 4 of the papers; 1 of the code bodies carries a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named get_df do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 4 of the 8 distinct code bodies named get_df; 4 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
4ran
4unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 1 of the 8 places is pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

8 papers shown of 8, newest first; 8 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
A Little Human Data Goes A Long Way 17 Oct 2024 dhananjayashok/littlehumandata/llm-utils/predict.py c4bde9e27f99624d ran MIT (permissive)
MACRec: a Multi-Agent Collaboration Framework for Recommendation 23 Feb 2024 wzf2000/macrec/macrec/dataset/amazon.py 54f2d0461a3cbe0f ran no licence file found · pointer only
Improvements on Uncertainty Quantification for Node Classification via Distance-Based Regularization 10 Nov 2023 neoques/graph-posterior-network/generate_all_figs.py 9d29290e613909a7 ran fingerprinted MIT (permissive)
Language and Mental Health: Measures of Emotion Dynamics from Text as Linguistic Biosocial Markers 26 Oct 2023 Priya22/EmotionDynamics/code/uedLib/lib/pre_process.py ab066d27ea29c686 ran MIT (permissive)
End-to-end Algorithm Synthesis with Recurrent Networks: Logical Extrapolation Without Overthinking 11 Feb 2022 aks2203/deep-thinking/deepthinking/data_analysis/make_table.py 04c48fd8b7c02d03 unverified MIT (permissive)
Identifying Melanoma Images using EfficientNet Ensemble: Winning Solution to the SIIM-ISIC Melanoma Classification Challenge 11 Oct 2020 haqishen/SIIM-ISIC-Melanoma-Classification-1st-Place-Solution/dataset.py c68e629f4dc92766 unverified MIT (permissive)
Deep learning the spanwise-averaged Navier--Stokes equations 2020-08 (from id) b-fg/SANSpy/sanspy/utils.py 4f5b653fe64de32d unverified MIT (permissive)
Deep Feature Consistent Variational Autoencoder 2 Oct 2016 ku2482/vae.pytorch/utils/anno.py b2870cfaccbe1020 unverified MIT (permissive)

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections