metadata
license: mit
task_categories:
- other
tags:
- blockchain
- proof-of-useful-work
- np-complete
- computational-complexity
- consensus
- cryptography
- decentralized
- peer-to-peer
size_categories:
- 1K<n<10K
π¬ COINjecture NP Solutions Dataset v3
Institutional-Grade Blockchain Research Data

A comprehensive, real-time dataset of NP-complete problem solutions generated through Proof-of-Useful-Work (PoUW) blockchain consensus
Overview β’ Data Schema β’ Metrics β’ Pipeline β’ Usage β’ Citation
π Overview
This dataset contains institutional-grade metrics from the COINjecture Network B blockchain, which implements a novel Proof-of-Useful-Work (PoUW) consensus mechanism. Unlike traditional Proof-of-Work systems that compute arbitrary hashes, COINjecture miners solve genuine NP-complete computational problems, producing verifiable solutions with real-world applicability.
Key Characteristics
| Property |
Value |
| Network |
COINjecture Network B v3 |
| Genesis Date |
December 1, 2025 |
| Genesis Hash |
4a80254b4a48e867 |
| Chain ID |
coinject-network-b-v2 |
| Data Version |
v3.1 (Institutional Grade) |
| Problem Types |
SAT, SubsetSum, TSP |
| Update Frequency |
Every ~10 seconds |
| Metrics Per Record |
54+ fields |
| Format |
JSON Lines (.jsonl) |
| Consensus |
Multi-peer (51% threshold) |
What's New in v3
| Feature |
Description |
| π± Fresh Genesis |
Clean chain start - December 1, 2025 |
| π€ Multi-Peer Consensus |
51% agreement threshold for mining |
| π Connection Stability |
TCP keepalive, yamux optimization |
| π Better Sync |
Nodes sync regardless of height differences |
| π‘ P2P Improvements |
Stable gossipsub mesh with peer tracking |
Research Applications
- Computational Complexity: Empirical NP-complete problem analysis
- Algorithm Performance: Solve/verify time distributions
- Distributed Systems: Consensus and propagation metrics
- Energy Research: Computational efficiency studies
- Cryptographic Analysis: Hash function and difficulty research
π Data Schema
Each record represents a mined block containing a solved NP-complete problem.
Core Fields
| Field |
Type |
Description |
block_height |
uint64 |
Block number in canonical chain |
block_hash |
string |
SHA-256 block header hash (hex) |
prev_block_hash |
string |
Parent block hash |
timestamp |
string |
ISO 8601 block creation time |
problem_type |
string |
SAT, SubsetSum, or TSP |
Problem Fields
| Field |
Type |
Description |
problem_instance |
object |
Serialized problem definition |
solution |
object |
Verified solution |
problem_size |
uint32 |
Complexity metric |
is_satisfiable |
boolean |
SAT: satisfying assignment exists |
π Metrics Categories
β±οΈ Timing (Microsecond Precision)
| Field |
Unit |
Description |
solve_time_us |
ΞΌs |
Solution computation time |
verify_time_us |
ΞΌs |
Verification time |
block_time_seconds |
s |
Total block production |
mining_attempts |
count |
Hash attempts |
πΎ Memory
| Field |
Unit |
Description |
solve_memory_bytes |
bytes |
Peak solve memory |
verify_memory_bytes |
bytes |
Peak verify memory |
peak_memory_bytes |
bytes |
Maximum allocation |
π Network
| Field |
Unit |
Description |
peer_count |
count |
Connected peers |
propagation_time_ms |
ms |
Block propagation latency |
sync_lag_blocks |
blocks |
Distance from tip |
βοΈ Mining
| Field |
Description |
difficulty_target |
Current difficulty (hex) |
nonce |
Winning nonce |
hash_rate_estimate |
Network hash rate (H/s) |
mined_locally |
This node mined block |
π Chain
| Field |
Description |
chain_work |
Cumulative PoW score |
transaction_count |
Transactions in block |
block_size_bytes |
Serialized size |
π° Economics (Ξ· = 1/β2)
| Field |
Unit |
Description |
block_reward |
tokens |
Mining reward |
total_fees |
tokens |
Transaction fees |
π₯οΈ Hardware
| Field |
Description |
cpu_model |
Processor identifier |
cpu_cores |
Physical cores |
cpu_threads |
Logical threads |
ram_total_bytes |
System RAM |
os_info |
Operating system |
π·οΈ Provenance
| Field |
Description |
node_version |
Software version |
node_id |
Node identifier (anonymized) |
data_version |
Schema version (v3.1) |
measurement_confidence |
Quality score (0.0-1.0) |
π¬ Problem Types
SAT (Boolean Satisfiability)
{
"problem_type": "SAT",
"problem_instance": {
"num_variables": 50,
"num_clauses": 215,
"clauses": [[1, -3, 5], [-2, 4]]
},
"solution": {
"satisfiable": true,
"assignment": [true, false, true]
}
}
SubsetSum
{
"problem_type": "SubsetSum",
"problem_instance": {
"set": [3, 7, 1, 8, -2, 4],
"target": 12
},
"solution": {
"subset_indices": [1, 3, 5]
}
}
TSP (Traveling Salesman)
{
"problem_type": "TSP",
"problem_instance": {
"num_cities": 20,
"distances": [[0, 10, 15], [10, 0, 20]]
},
"solution": {
"tour": [0, 3, 1, 4, 2, 0],
"total_distance": 97
}
}
π Usage
Load with HuggingFace
from datasets import load_dataset
dataset = load_dataset("COINjecture/NP_Solutions_v3")
for record in dataset["train"]:
print(f"Block {record['block_height']}: {record['problem_type']}")
Load Raw JSONL
import json
from pathlib import Path
records = []
for f in Path("data").glob("*.jsonl"):
records.extend(json.loads(line) for line in open(f))
Analysis Example
import pandas as pd
df = pd.DataFrame(dataset["train"])
stats = df.groupby("problem_type")["solve_time_us"].describe()
print(stats)
π Data Pipeline Architecture

Pipeline Summary
| Layer |
Components |
Function |
| βοΈ Consensus |
Genesis β SAT/SubsetSum/TSP β Multi-Peer Validation |
Problem solving & block creation |
| π P2P Network |
Droplet 1 β Droplet 2 β GCE Node |
Gossipsub mesh for block propagation |
| π Metrics |
Timing, Memory, Hardware, Network, Economics |
54+ measurements per block |
| π― Output |
10-block buffer β HuggingFace upload |
~10 second update frequency |
π Data Quality
| Standard |
Description |
| Cryptographic Integrity |
Block hashes verified |
| Solution Validity |
All solutions independently verified |
| Timing Accuracy |
Microsecond precision (monotonic clocks) |
| Hardware Attribution |
Full system context |
| Chain Continuity |
Complete chain reconstruction |
| Consensus Verification |
Multi-peer agreement |
Version History
| Version |
Date |
Changes |
| v3.1 |
Dec 2025 |
Fresh genesis, multi-peer consensus |
| v3.0 |
Nov 2025 |
54+ fields, hardware context |
| v2.0 |
Oct 2025 |
Timing metrics, energy estimates |
| v1.0 |
Sep 2025 |
Initial release |
π Citation
@dataset{coinjecture_np_solutions_v3,
title={COINjecture NP Solutions Dataset v3},
author={{COINjecture Network Contributors}},
year={2025},
publisher={Hugging Face},
url={https://huggingface.co/datasets/COINjecture/NP_Solutions_v3},
note={Proof-of-Useful-Work blockchain research data}
}
π License
MIT License - Free to use, modify, and distribute for any purpose.
π Resources
Built with π by COINjecture Network β’ Ξ· = Ξ» = 1/β2