LIGHTNING NETWORK[ OVERVIEW ]
The Lightning Network is Bitcoin's layer-2 scaling solution. This page analyzes network topology — node connectivity, channel capacity, and routing potential — using live data from mempool.space.
LIGHTNING NETWORK ANALYSIS[ LIVE ]
TOTAL_NODES
---
TOTAL_CHANNELS
---
NETWORK_CAPACITY
--- BTC
AVG_CHANNEL_SIZE
--- sats
TOP ROUTING NODES[ RANKED ]
| Rank | Alias | Channels | Capacity (BTC) | Capacity Score |
|---|
Scores predict channel capacity from network topology features. Source indicator shows ML or HEURISTIC per node.
NODE EVALUATOR[ INTERACTIVE ]
Enter a Lightning node public key to evaluate its routing potential.
MODEL CARD[ LOADED ]
lightning-lgbm
LightGBM regressor predicting optimal Lightning node capacity based on network topology features.
Last trained: 2026-03-01 06:06:01 UTC
Training Data
DATASET
Lightning Network topology (mempool.space API)
N FEATURES
9
N NODES
100
Training Config
model: LGBMRegressor | objective: regression_l1 | n_estimators: 200 | max_depth: 6
Metrics
| Metric | Value |
|---|---|
| MAE | 2637484172.95 |
| R² | 0.5952 |
| Median AE | 185990139.50 |
| Samples | 100 |
Feature Importance
TRAINING PIPELINE[ PIPELINE ]
FETCH_TOPOLOGY->BUILD_GRAPH->COMPUTE_FEATURES->TRAIN_MODEL->SAVE_TO_R2