Kaggle // Sovereign Industrial Dataset Hub & Notebooks

Featured Sovereign Datasets

Verified high-frequency telemetry, cybersecurity vulnerability indexes, and career market benchmarks.

xworks/scada-manufacturing-telemetry

LIVE UPDATING

XWORKS Industrial SCADA & PLC Telemetry

5,000+ real-time OT sensor readings from Ignition SCADA Master: 480V 3-phase RMS voltage, current draw, power kW, motor RPM, vibration, and temperature.

5,001 Rows 14 Features 850 KB CSV • JSON

💾 Download CSV

cisa/ics-ot-vulnerabilities-kev

CRITICAL INTEL

CISA KEV & OT/ICS Threat Intelligence

909 curated industrial cybersecurity vulnerability records, CVE identifiers, Purdue model classification, CVSS severity ratings, and automated mitigation steps.

909 Rows 18 Features 1.2 MB CSV • JSON

💾 Download CSV

california/data-ml-jobs-2026

STATEWIDE SCAN

California Engineering & Data Career Opportunities 2026

Comprehensive statewide scan of Data Engineering, Analytics Engineering, ML and Defense-Tech engineering job openings across California with salary bands.

263 Rows 12 Features 340 KB PDF • XLSX

💾 Download CSV

grid/480v-power-quality-timeseries

TIMESERIES

Industrial 480V 3-Phase Power Quality & Load Balancing

Sub-second power factor, active kW, reactive kVAR, and phase load balancing across industrial edge nodes x1 and x2.

12,500 Rows 10 Features 1.8 MB CSV

💾 Download CSV

📓 Python 3 (ipykernel) • Sovereign Analytics Kernel Direct connection to PostgreSQL ignition_db

# Kaggle Dataset Analysis Kernel: Industrial SCADA Telemetry
import pandas as pd
import numpy as np

# Query PostgreSQL live database
df = sql_query("SELECT voltage, current, power_kw, rpm, temp_c, oee_pct FROM scada_telemetry_log LIMIT 100")
print("=== TELEMETRY DATASET SUMMARY (Pandas .describe()) ===")
print(df.describe())

Click 'Run Notebook Cell' to execute statistical analysis on live cluster dataset.

⚡ Kaggle Dataset API Access

Download sovereign datasets directly into your local scripts, pandas pipelines, or CLI tools:

# Download SCADA Manufacturing Telemetry CSV directly:
curl -fsSL https://kaggle.xk3s.com/api/export?table=scada_telemetry_log -o scada_telemetry.csv

# Download CISA ICS Cybersecurity Threat Intel CSV:
curl -fsSL https://kaggle.xk3s.com/api/export?table=cyber_security_intel -o cisa_threat_intel.csv