datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
Node0aibird_nl_to_sql_nodelower-site-598666
lower-site-598666
Synthetic products test data: 46 rows in data.csv.
All values are randomly generated fictional examples, not real observations, products, or user activity. Intended only for CSV loading and pipeline tests; not suitable for scientific or business conclusions. Columns are sampled independently and do not model real-world correlations.
Fields
sample_id: random identifier for this generated sample.
row_id: sequential row number starting at 1.… See the full description on the dataset page: https://huggingface.co/datasets/Kestrel-Node/lower-site-598666.nodeai_ft_thrillernodejs-reasoningSamples in this benchmark were generated by RELAI using the following data source(s):
Data Source Name: Node.js
Documentation Data Source Link: https://nodejs.org/docs/latest/api/
Data Source License: https://github.com/nodejs/node/blob/main/LICENSE
Data Source Authors: Node.js Contributors
AI Benchmarks by Data Agents © 2025 RELAI.AI · Licensed under CC BY 4.0. Source: https://relai.ai
nodesHere is the processed node data from PubTator used for knowledge-enhanced hypothesis generation in the TruthHypo benchmark (IJCAI 25), which is designed to evaluate the capabilities of LLMs in generating truthful scientific hypothesis. The paper is available at https://arxiv.org/abs/2505.14599.
clinical-five-node-mof-cascade-boundary-v1.0
ClarusC64/clinical-five-node-mof-cascade-boundary-v1.0
What this repo does
This repository provides a Clarus v1.0 benchmark for multi-organ-failure cascade boundary dynamics using a five-node clinical cascade:
metabolic_stress
perfusion_deficit
renal_strain
hepatic_drift
buffer_capacity
The v1.0 upgrade is Closed-Loop Control Geometry.
The task is no longer limited to detecting deterioration, forecasting cascade spread, or ranking one intervention against another.
It… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-five-node-mof-cascade-boundary-v1.0.clinical-five-node-sepsis-cascade-boundary-v0.7
What this repo does
This repository contains a Clarus v0.7 dataset modeling sepsis cascade boundary detection using a five-node cascade representation.
The dataset extends the earlier cascade-boundary structure by introducing uncertainty geometry.
The earlier question was:
Where is the cascade boundary?
v0.7 adds a second critical question:
How confident are we in that boundary and intervention judgment?
This allows Clarus to distinguish:
• confident boundary proximity• confident… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-five-node-sepsis-cascade-boundary-v0.7.clinical-five-node-mof-cascade-boundary-v0.7
What this repo does
This repository contains a Clarus v0.7 dataset modeling MOF cascade boundary detection using a five-node cascade representation.
The dataset extends the earlier cascade-boundary structure by introducing uncertainty geometry.
The earlier question was:
Where is the cascade boundary?
v0.7 adds a second critical question:
How confident are we in that boundary and intervention judgment?
This allows Clarus to distinguish:
• confident boundary proximity• confident… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-five-node-mof-cascade-boundary-v0.7.datacenter-node-failure-cascade-risk-v0.1What this repo is for
Detect cascading node failure risk before full cluster outage.
Focus
• replication margin vs load
• failover speed
• service dependency density
• node failure clustering
Why it matters
Most major outages begin with small local failures.
The cascade forms when redundancy, load shift, and recovery fall out of alignment.
This dataset lets operators detect that drift early.
clinical-five-node-shock-cascade-boundary-v0.8
What this repo does
This repository provides a Clarus v0.8 clinical five-node dataset for detecting and reasoning about shock cascade boundary transitions.
The dataset models situations where a patient state is no longer contained within a single shock basin but is shifting between competing regimes such as:
compensated shock with rising perfusion strain
vasodilatory collapse
cardiogenic spiral
refractory multi-organ shock
This is the conceptual upgrade introduced in Clarus v0.8.… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-five-node-shock-cascade-boundary-v0.8.clinical-five-node-mof-cascade-boundary-v0.9
Clinical Five Node MOF Cascade Boundary (v0.9)
What this repo does
This dataset implements a Clarus v0.9 intervention-competition benchmark across a five-node multiorgan failure cascade.
Earlier dataset versions focused on detecting:
deterioration
regime transitions
boundary proximity
recovery feasibility
v0.9 extends the ladder.
The benchmark now evaluates whether a model can identify the correct rescue path when multiple interventions compete under narrowing rescue… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-five-node-mof-cascade-boundary-v0.9.bird_column_selection_nodenodejs-standardSamples in this benchmark were generated by RELAI using the following data source(s):
Data Source Name: Node.js
Documentation Data Source Link: https://nodejs.org/docs/latest/api/
Data Source License: https://github.com/nodejs/node/blob/main/LICENSE
Data Source Authors: Node.js Contributors
AI Benchmarks by Data Agents © 2025 RELAI.AI · Licensed under CC BY 4.0. Source: https://relai.ai
clinical-five-node-mof-cascade-boundary-v0.8
What this repo does
This repository provides a Clarus v0.8 clinical five-node dataset for detecting and reasoning about multi-organ failure cascade boundary transitions.
The dataset models situations where a patient state is no longer contained within a single metabolic-organ failure basin but is shifting between competing regimes such as:
metabolic overload with early organ strain
renal-hepatic failure transition
perfusion-linked organ cascade
refractory multi-organ failure
This… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-five-node-mof-cascade-boundary-v0.8.node-commitsclinical-five-node-respiratory-cascade-boundary-v0.8
What this repo does
This repository provides a Clarus v0.8 clinical five-node dataset for detecting and reasoning about respiratory cascade boundary transitions.
The dataset models situations where a patient state is no longer contained within a single respiratory basin but is shifting between competing regimes such as:
progressive hypoxemia with gas-exchange strain
ventilatory failure
hypercapnic decompensation
refractory multisystem respiratory collapse
This is the conceptual… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-five-node-respiratory-cascade-boundary-v0.8.clinical-five-node-respiratory-cascade-boundary-v0.7
What this repo does
This repository contains a Clarus v0.7 dataset modeling respiratory cascade boundary detection using a five-node cascade representation.
The dataset extends the earlier cascade-boundary structure by introducing uncertainty geometry.
The earlier question was:
Where is the cascade boundary?
v0.7 adds a second critical question:
How confident are we in that boundary and intervention judgment?
This allows Clarus to distinguish:
• confident boundary proximity•… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-five-node-respiratory-cascade-boundary-v0.7.crypto-stock-tweets
Crypto & Stock Tweets
Overview
This dataset is a combination of publically available financial tweets.
Datset Size
Stock Tweets: 2,624,314
Crypto Tweets: 5,748,725
Bitcoin Tweets: 4,820,915
Sources
This dataset is a combination of data from various reputable sources, each contributing a unique perspective on financial tweets:
Stock Market Tweets Data: 923,673 rows of stock tweets
Stock Market Tweets: 1,700,641 rows of stock tweets
Crypto Tweets:… See the full description on the dataset page: https://huggingface.co/datasets/NodecoreHQbot/crypto-stock-tweets.hetionet-nodes
Dataset Card for Hetionet Nodes
Dataset Overview
This dataset comprises the node information from Hetionet, an integrative biomedical knowledge graph designed to facilitate drug repurposing research and treatment prediction. It encodes data from millions of biomedical studies, connecting various entities such as genes, diseases, and compounds. Full credit and appreciation are directed to the original authors for their significant contributions.
Original Data Source: The… See the full description on the dataset page: https://huggingface.co/datasets/dwb2023/hetionet-nodes.bird_column_filter_nodeclinical-five-node-shock-cascade-boundary-v0.7clinical-five-node-sepsis-cascade-boundary-v0.8
What this repo does
This repository provides a Clarus v0.8 clinical five-node dataset for detecting and reasoning about sepsis cascade boundary transitions.
The dataset models situations where a patient state is no longer contained within a single infection-sepsis basin but is shifting between competing regimes such as:
infection burden with inflammatory drift
septic shock transition
vasodilatory collapse
refractory multi-organ septic failure
This is the conceptual upgrade… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-five-node-sepsis-cascade-boundary-v0.8.clinical-five-node-respiratory-cascade-boundary-v0.9
Clinical Five Node Respiratory Cascade Boundary (v0.9)
What this repo does
This dataset implements a Clarus v0.9 intervention-competition benchmark across a five-node respiratory cascade.
Earlier dataset versions focused on detecting:
deterioration
regime transitions
boundary proximity
recovery feasibility
v0.9 extends the ladder.
The benchmark now evaluates whether a model can identify the correct rescue path when multiple interventions compete under narrowing rescue… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-five-node-respiratory-cascade-boundary-v0.9.clinical-five-node-sepsis-cascade-boundary-v1.0
ClarusC64/clinical-five-node-sepsis-cascade-boundary-v1.0
What this repo does
This repository provides a Clarus v1.0 benchmark for sepsis cascade boundary dynamics using a five-node clinical cascade:
infection_load
immune_strain
perfusion_deficit
organ_drift
buffer_capacity
The v1.0 upgrade is Closed-Loop Control Geometry.
The task is no longer limited to detecting deterioration, forecasting cascade spread, or ranking one intervention against another.
It tests whether a… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-five-node-sepsis-cascade-boundary-v1.0.clinical-five-node-sepsis-cascade-boundary-v0.9
Clinical Five Node Sepsis Cascade Boundary (v0.9)
What this repo does
This dataset implements a Clarus v0.9 intervention-competition benchmark across a five-node sepsis cascade.
Earlier dataset versions focused on detecting:
deterioration
regime transitions
boundary proximity
recovery feasibility
v0.9 extends the ladder.
The benchmark now evaluates whether a model can identify the correct rescue path when multiple interventions compete under narrowing rescue windows.… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-five-node-sepsis-cascade-boundary-v0.9.blockchain-rpc-node-performance-datablockchain-node-hardware-requirementsclinical-five-node-shock-cascade-boundary-v1.0
ClarusC64/clinical-five-node-shock-cascade-boundary-v1.0
What this repo does
This repository provides a Clarus v1.0 benchmark for shock cascade boundary dynamics using a five-node clinical cascade:
hemodynamic_load
oxygen_debt
perfusion_deficit
organ_drift
buffer_capacity
The v1.0 upgrade is Closed-Loop Control Geometry.
The task is no longer limited to detecting deterioration, forecasting cascade spread, or ranking one intervention against another.
It tests whether a… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-five-node-shock-cascade-boundary-v1.0.clinical-five-node-respiratory-cascade-boundary-v1.0
ClarusC64/clinical-five-node-respiratory-cascade-boundary-v1.0
What this repo does
This repository provides a Clarus v1.0 benchmark for respiratory cascade boundary dynamics using a five-node clinical cascade:
oxygen_demand
ventilation_stress
gas_exchange_deficit
organ_drift
buffer_capacity
The v1.0 upgrade is Closed-Loop Control Geometry.
The task is no longer limited to detecting deterioration, forecasting cascade spread, or ranking one intervention against another.… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-five-node-respiratory-cascade-boundary-v1.0.