datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
aetherx-port-congestion-metrics
Aether-X Global Port Congestion Snapshot
Point-in-time snapshot of the Aether-X Port Congestion Oracle — predictive
congestion, ETA delay and freight-volatility signals for 15 of the world's
largest ports.
This static CSV is a frozen snapshot for research, backtesting and
dashboards. The live, continuously-updated signal is available through the
REST API and the Python SDK.
Files
port_metrics.csv — one row per port.
Schema
Column
Type… See the full description on the dataset page: https://huggingface.co/datasets/Aether-x/aetherx-port-congestion-metrics.maritime-vessel-schedule-port-congestion-coherence-risk-v0.1What this repo is for
Detect when vessel schedules stop matching port reality.
You use it to flag:
hidden delay risk when ETA looks stable but port signals collapse
upstream disruption when ETA slips without congestion signals
true congestion when yard and berth signals align with delay
Why it matters
Ports declare problems late.
Carriers update ETAs late.
Your users need the mismatch early.
Say “Next” and I’ll build the next port ops gap.
network-congestion-control-coherence-risk-v0.1What this repo is for
Detect congestion collapse before users feel it.
Covers daily operator problems:
bufferbloat
queue overflow
packet drop spikes
flow starvation
QoS failure
latency jitter
Models trained here can flag unstable traffic patterns before outages occur.
weather-shipping-lane-reroute-congestion-coherence-risk-v0.1What this repo is for
Detect when storm-driven reroutes
and shipping lane capacity
decouple
before
chokepoint queues
and delay cascades.
energy-transmission-congestion-coherence-risk-v0.1What this repo is for
detect congestion risk early
flag capacity breaches
support redispatch planning
reduce curtailment
prevent cascade outages