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README.html
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<!DOCTYPE html>
<!-- saved from url=(0014)about:internet -->
<html>
<head>
<meta http-equiv="Content-Type" content="text/html; charset=utf-8"/>
<meta http-equiv="x-ua-compatible" content="IE=9" >
<title>The VERIS Community Database</title>
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<h1>The VERIS Community Database</h1>
<p>Information sharing is a complex and challenging undertaking. If done correctly, everyone involved benefits from the collective intelligence. If done poorly, it may mislead participants or create a learning opportunity for our adversaries. The Verizon RISK Team supports and participates in a variety of information sharing initiatives and research efforts. We continue to drive the publication of the Verizon Data Breach Investigations Report (DBIR) annually, where we have an unprecedented number of new data-sharing partners, and we are committed to keeping the report publicly available and free to download. We regularly receive inquiries about our dataset, and our ability to share further, but we are limited in what data we can share in raw format due to agreements with our partners and customers.</p>
<h2>The Problem</h2>
<p>While there are a handful of efforts to capture security incidents that are publicly disclosed, there is no unrestricted, comprehensive raw dataset available for download on security incidents that is sufficiently rich to support both community research and corporate decision-making. There are organizations that collect—and in some form—disseminate aggregated collections, but they are either not in a format that lends itself to ease of data manipulation and transformation required for research, or the underlying data are not freely and publicly available for use. This gap has long hampered researchers who are studying the problems surrounding security incidents, as well as the risk managers who are starved for reliable data upon which to base their risk calculations.</p>
<h1>Getting Involved</h1>
<p>If you want to get involved in this project, we have directions in the wiki for this repo. If you are new to GitHub, it is the book icon to the right of this page section.</p>
<h1>VCDB Statistics</h1>
<p><img 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" alt="plot of chunk yearly"/> </p>
<p><img 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" alt="plot of chunk a2grid"/> </p>
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