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	<title>Distribution of nonces and hashes - Revision history</title>
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	<updated>2026-05-15T09:36:27Z</updated>
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		<id>http://en.zaoniao.it/index.php?title=Distribution_of_nonces_and_hashes&amp;diff=4549&amp;oldid=prev</id>
		<title>Admin: Created page with &quot;Here we analyze the nonce values and hashes for all the valid blocks in the blockchain:  ==Time Evolution== ===Nonces vs Hashes (y-axis logarithmic, x-axis li...&quot;</title>
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		<updated>2019-05-13T03:47:25Z</updated>

		<summary type="html">&lt;p&gt;Created page with &amp;quot;Here we analyze the &lt;a href=&quot;/Nonce&quot; title=&quot;Nonce&quot;&gt;nonce&lt;/a&gt; values and &lt;a href=&quot;/Hash&quot; title=&quot;Hash&quot;&gt;hashes&lt;/a&gt; for all the valid blocks in the &lt;a href=&quot;/Blockchain&quot; title=&quot;Blockchain&quot;&gt;blockchain&lt;/a&gt;:  ==Time Evolution== ===Nonces vs Hashes (y-axis logarithmic, x-axis li...&amp;quot;&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;Here we analyze the [[nonce]] values and [[hash|hashes]] for all the valid blocks in the [[blockchain]]:&lt;br /&gt;
&lt;br /&gt;
==Time Evolution==&lt;br /&gt;
===Nonces vs Hashes (y-axis logarithmic, x-axis linear)===&lt;br /&gt;
This plot readily shows that the distribution of [[nonce|nonces]] that produce valid [[hash|hashes]] is uniform.&amp;amp;lt;br&amp;amp;gt;&lt;br /&gt;
&lt;br /&gt;
===Nonces vs Hashes (log-log scale)===&lt;br /&gt;
In the animated version of this last plot, you can really visualize the change in the [[difficulty]] and even see where the [[difficulty]] was decreased.&lt;br /&gt;
&lt;br /&gt;
==Histograms==&lt;br /&gt;
===Distribution of Nonces===&lt;br /&gt;
The nonces found are skewed toward 0 because this is a selection effect: most everyone starts searching for nonces starting at 0, so the lower nonces are found first, even though there may be also higher nonces that could produce a winning block:&amp;amp;lt;br&amp;amp;gt;&lt;br /&gt;
&lt;br /&gt;
===Distribution of Hashes===&lt;br /&gt;
Although the distribution of hashes is not uniform, this does not matter; all that matters is that the distribution of nonces is uniform (which they are, minus the selection effect of starting at 0):&amp;amp;lt;br&amp;amp;gt;&lt;br /&gt;
&lt;br /&gt;
===2-D Distribution of Nonces &amp;amp; Hashes===&lt;br /&gt;
2-D histogram of hashes and nonces (logarithmic color scale):&amp;amp;lt;br&amp;amp;gt;&lt;br /&gt;
&amp;amp;lt;br&amp;amp;gt;&lt;br /&gt;
This also illustrates very well that the distribution of nonces is uniform.&lt;br /&gt;
&lt;br /&gt;
==Source==&lt;br /&gt;
&lt;br /&gt;
[http://bitcoin.it/ http://bitcoin.it/]&lt;br /&gt;
==See Also on BitcoinWiki==&lt;br /&gt;
* [[Vernam]]&lt;br /&gt;
* [[Otcrit]]&lt;br /&gt;
* [[Dataeum]]&lt;br /&gt;
* [[Selfie GO]]&lt;br /&gt;
* [[Railz]]&lt;/div&gt;</summary>
		<author><name>Admin</name></author>
		
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