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Abdulrahman Sultan

Data Analyst

Python Developer

AI Trainer

Abdulrahman Sultan

Data Analyst

Python Developer

AI Trainer

Power Outage Analysis

  • Created by: Abdulrahman Sultan

Dashboard Overview:

This dashboard provides a comprehensive analysis of power outage incidents across the United States between 2002 and 2023, with a detailed breakdown by region, state, and event categories. It highlights key metrics such as the number of power outages, demand loss, affected customers, and average restoration time.

Key Features:

  1. Summary Metrics:
    • Total Power Outages: 3,595 incidents recorded.
    • Demand Loss: 1.1 MW of power.
    • Customers Affected: 297 million individuals impacted.
    • Average Restoration Time: 33 hours.
  2. Detailed Insights:
    • Power Outages by Part of Day:
      • Most outages occur during the evening (56.8%), followed by the day (43.2%).
    • Top 5 Regions by Demand Loss Percentage:
      • The SERC region accounts for the highest demand loss (34.41%), followed by WECC (31.57%) and RFC (25.36%).
    • Power Outage by State:
      • A heat map highlights the most affected states, with darker regions indicating higher incidents.
    • Event Categories:
      • Severe weather is the leading cause of outages, accounting for 1,521 events, followed by physical attacks/vandalism (970) and system failures (527).
  3. Time Trends:
    • Power Outages by Year:
      • A time series chart shows spikes in outages in years like 2005 and 2020, reflecting trends in weather or system vulnerabilities.
  4. State-Specific Analysis (Texas Example):
    • Total Power Outages: 450 incidents.
    • Demand Loss: 114.8 MW.
    • Customers Affected: 46 million.
    • Average Restoration Time: 41 hours.
    • Top 3 Reasons for Outages in Texas:
      1. Severe weather (143 incidents).
      2. Physical attacks (69 incidents).
      3. System operations (50 incidents).

Report Insights:

  1. National Trends:
    • The U.S. experiences significant power outages due to severe weather, highlighting the need for robust infrastructure.
    • The average restoration time of 33 hours indicates room for improvement in outage response times.
  2. Regional and State-Specific Challenges:
    • The SERC and WECC regions face the highest demand loss, emphasizing the need for targeted investments in these areas.
    • Texas has the highest number of severe weather-related outages, suggesting the necessity of weather-resilient systems.
  3. Categories of Concern:
    • Physical attacks account for 970 incidents, revealing a growing threat to power infrastructure.
    • System failures remain a major challenge, pointing to the need for modernization of the grid.
  4. Yearly Analysis:
    • Peaks in outage numbers during certain years coincide with major weather events or grid vulnerabilities.

Recommendations:

  1. Infrastructure Resilience:
    • Invest in weather-resistant technologies and systems to mitigate the impact of severe weather, especially in high-risk states like Texas.
  2. Security Enhancements:
    • Strengthen security measures to reduce physical attacks on the power grid.
  3. Grid Modernization:
    • Address system failures by upgrading aging infrastructure and adopting advanced grid management technologies.
  4. Regional Strategies:
    • Focus on the SERC and WECC regions to reduce demand loss and improve customer reliability.
  5. Emergency Preparedness:
    • Develop rapid response teams to decrease the average restoration time, ensuring quicker recovery from outages.