πŸ“Š
Lineageflow Assets dataset by jinxbye
⭐ 59.6
πŸ“Š
Dataset

Lineageflow Assets

by jinxbye jinxbye/lineageflow-assets
Free2AITools Nexus Index
59.6
S: Semantic 50

Query-time baseline · scored live at search

A: Authority 61
P: Popularity 50
R: Recency 90
Q: Quality 50
Tech Context
Vital Performance —
Source β†’
Data Integrity 59.6 FNI Score
- Size
- Rows
- Tokens
Dataset Information Summary
Entity Passport
Registry ID jinxbye/lineageflow-assets
License Other
Provider huggingface
πŸ“œ

Cite this dataset

Academic & Research Attribution

BibTeX 
@misc{hf_dataset_jinxbye_lineageflow_assets,
  author = {jinxbye},
  title = {Lineageflow Assets Dataset},
  year = {2026},
  howpublished = {\url{https://huggingface.co/datasets/jinxbye/LineageFlow-assets}},
  note = {Accessed via Free2AITools.}
}
APA Style
jinxbye. (2026). Lineageflow Assets [Dataset]. Free2AITools. https://huggingface.co/datasets/jinxbye/LineageFlow-assets

πŸ”¬Technical Deep Dive

Full Specifications [+]

βš–οΈ Free2AITools Nexus Index V2.0

Methodology How FNI works
Semantic (S) 50

Query-time baseline · scored live at search

Authority (A) 61
Popularity (P) 50
Recency (R) 90
Quality (Q) 50

πŸ’¬ Index Insight

FNI V2.0 for Lineageflow Assets: Authority (A:61), Popularity (P:50), Recency (R:90), Quality (Q:50). Semantic (S) is a query-time baseline scored live at search.

Free2AITools Nexus Index

Data Sources / Provenance

HuggingFace API GitHub Metadata Arxiv Citation DB Methodology
Open data Updated: Live data
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24,652

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Dataset Specification

LineageFlow Pfam Assets

This dataset contains the preprocessed Pfam assets used by the released LineageFlow inference pipeline.

Contents

  • pfam_priors_asr_mad/: family-specific ASR Dirichlet priors.
  • pfam_gap_rates/: family-specific alignment gap statistics.
  • pfam_fastas_clean/: cleaned Pfam family alignments.
  • pfam_pi_smooth_tau0.5_gap060_gt80_020.csv: family sampling distribution.
  • pfam_priors_keep_ids_gap060_gt80_020.txt: family keep list used by the default sampler.

Usage

bash 
hf download jinxbye/LineageFlow-assets \
  --repo-type dataset \
  --local-dir dataset

The inference scripts expect these assets under dataset/ by default. All paths can be overridden from the command line.

Notes

These files are preprocessed from Pfam family alignments. Please follow the license and usage terms of the original Pfam resource when using the data.

Social Proof

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πŸ€— Data Source: Hugging Face β†—
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Source summary: Based on Hugging Face metadata. Not a recommendation.

πŸ“Š FNI Methodology πŸ“š Knowledge Baseℹ️ Verify with original source

πŸ›‘οΈ Dataset Transparency Report

Technical metadata sourced from upstream repositories.

Open Metadata

πŸ†” Identity & Source

id
hf-dataset--jinxbye--lineageflow-assets
slug
jinxbye--lineageflow-assets
source
huggingface
author
jinxbye
license
Other
tags
license:other, region:us, protein-sequence-generation, bioinformatics, pfam, ancestral-sequence-reconstruction, protein-family

βš™οΈ Technical Specs

architecture
null
params billions
null
context length
null
pipeline tag

πŸ“Š Engagement & Metrics

downloads
24,652
stars
null
forks
null

Data indexed from public sources. Updated daily.