<?xml version="1.0" encoding="UTF-8"?>
<Worksheet>
<Version major="11" minor="1"/>
<Label-Scheme value="2" prefix=""/>
<View-Properties presentation="false"></View-Properties>
<MapleNet-Properties warnlevel="3" longdelim="true" plotoptions="" echo="1" errorcursor="false" elisiontermsthreshold="10000" elisiontermsbefore="100" errorbreak="1" prettyprint="3" prompt="&gt; " latexwidth="9.0" useclientjvm="true" ansi="false" screenheight="25" labelwidth="20" plotdevice="inline" typesetting="standard" displayprecision="-1" indentamount="4" elisiondigitsthreshold="10000" quiet="false" plotoutput="terminal" rtablesize="10" preplot="" showassumed="1" plotdriver="openviz" elisiontermsafter="100" labelling="true" postplot="" screenwidth="79" elisiondigitsbefore="100" elisiondigitsafter="100" verboseproc="1" imaginaryunit="I" ShowLabels="true"/>
<Styles><Font name="Heading 4" background="[255,255,255]" bold="false" executable="false" family="Serif" foreground="[0,0,0]" italic="true" opaque="false" readonly="false" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Ordered List 5" background="[255,255,255]" bold="false" executable="false" family="Times New Roman" foreground="[0,0,0]" italic="false" opaque="false" readonly="false" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Ordered List 1" background="[255,255,255]" bold="false" executable="false" family="Times New Roman" foreground="[0,0,0]" italic="false" opaque="false" readonly="false" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Text Output" background="[255,255,255]" bold="false" executable="false" family="Monospaced" foreground="[0,0,255]" italic="false" opaque="false" readonly="true" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Bullet Item" background="[255,255,255]" bold="false" executable="false" family="Times New Roman" foreground="[0,0,0]" italic="false" opaque="false" readonly="false" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Equation Label" background="[255,255,255]" bold="true" executable="false" family="Times New Roman" foreground="[0,0,0]" italic="false" opaque="false" readonly="false" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Author" background="[255,255,255]" bold="false" executable="false" family="Times New Roman" foreground="[0,0,0]" italic="false" opaque="false" readonly="false" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Text" background="[255,255,255]" bold="false" executable="false" family="Times New Roman" foreground="[0,0,0]" italic="false" opaque="false" readonly="false" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Diagnostic" background="[255,255,255]" bold="false" executable="false" family="Monospaced" foreground="[40,120,40]" italic="false" opaque="false" readonly="true" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Heading 2" background="[255,255,255]" bold="true" executable="false" family="Serif" foreground="[0,0,0]" italic="false" opaque="false" readonly="false" size="16" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Page Number" background="[255,255,255]" bold="false" executable="false" family="Times New Roman" foreground="[0,0,0]" italic="false" opaque="false" readonly="false" size="10" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Ordered List 3" background="[255,255,255]" bold="false" executable="false" family="Times New Roman" foreground="[0,0,0]" italic="false" opaque="false" readonly="false" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Maple Plot" background="[255,255,255]" bold="false" executable="false" family="Times New Roman" foreground="[0,0,0]" italic="false" opaque="false" readonly="false" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Normal" background="[255,255,255]" bold="false" executable="false" family="Times New Roman" foreground="[0,0,0]" italic="false" opaque="false" readonly="false" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Maple Input" background="[255,255,255]" bold="true" executable="true" family="Monospaced" foreground="[255,0,0]" italic="false" opaque="false" readonly="false" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Annotation Title" background="[255,255,255]" bold="true" executable="false" family="Times New Roman" foreground="[0,0,0]" italic="false" opaque="false" readonly="false" size="18" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="2D Output" background="[255,255,255]" bold="false" executable="false" family="Times New Roman" foreground="[0,0,255]" italic="false" opaque="false" readonly="true" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="2D Inert Output" background="[255,255,255]" bold="false" executable="true" family="Times New Roman" foreground="[144,144,144]" italic="false" opaque="false" readonly="false" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Dictionary Hyperlink" background="[255,255,255]" bold="false" executable="false" family="Serif" foreground="[147,0,15]" italic="false" opaque="false" readonly="false" size="12" subscript="false" superscript="false" underline="true" placeholder="false"/>
<Font name="Dash Item" background="[255,255,255]" bold="false" executable="false" family="Times New Roman" foreground="[0,0,0]" italic="false" opaque="false" readonly="false" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Heading 3" background="[255,255,255]" bold="true" executable="false" family="Serif" foreground="[0,0,0]" italic="true" opaque="false" readonly="false" size="14" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Ordered List 4" background="[255,255,255]" bold="false" executable="false" family="Times New Roman" foreground="[0,0,0]" italic="false" opaque="false" readonly="false" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Maple Output" background="[255,255,255]" bold="false" executable="false" family="Times New Roman" foreground="[0,0,0]" italic="false" opaque="false" readonly="false" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="List Item" background="[255,255,255]" bold="false" executable="false" family="Times New Roman" foreground="[0,0,0]" italic="false" opaque="false" readonly="false" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="2D Input" background="[255,255,255]" bold="false" executable="true" family="Times New Roman" foreground="[0,0,0]" italic="false" opaque="false" readonly="false" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Line Printed Output" background="[255,255,255]" bold="false" executable="false" family="Monospaced" foreground="[0,0,255]" italic="false" opaque="false" readonly="true" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Maple Input Placeholder" background="[255,255,255]" bold="true" executable="true" family="Monospaced" foreground="[200,0,200]" italic="false" opaque="false" readonly="false" size="12" subscript="false" superscript="false" underline="false" placeholder="true"/>
<Font name="2D Math" background="[255,255,255]" bold="false" executable="false" family="Times New Roman" foreground="[0,0,0]" italic="false" opaque="false" readonly="false" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Error" background="[255,255,255]" bold="false" executable="false" family="Monospaced" foreground="[255,0,255]" italic="false" opaque="false" readonly="true" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Warning" background="[255,255,255]" bold="false" executable="false" family="Monospaced" foreground="[0,0,255]" italic="false" opaque="false" readonly="true" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Heading 1" background="[255,255,255]" bold="true" executable="false" family="Serif" foreground="[0,0,0]" italic="false" opaque="false" readonly="false" size="18" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Annotation Text" background="[255,255,255]" bold="false" executable="false" family="Times New Roman" foreground="[0,0,0]" italic="false" opaque="false" readonly="false" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Title" background="[255,255,255]" bold="true" executable="false" family="Times New Roman" foreground="[0,0,0]" italic="false" opaque="false" readonly="false" size="18" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Ordered List 2" background="[255,255,255]" bold="false" executable="false" family="Times New Roman" foreground="[0,0,0]" italic="false" opaque="false" readonly="false" size="12" subscript="false" superscript="false" underline="false" placeholder="false"/>
<Font name="Hyperlink" background="[255,255,255]" bold="false" executable="false" family="Serif" foreground="[0,128,128]" italic="false" opaque="false" readonly="false" size="12" subscript="false" superscript="false" underline="true" placeholder="false"/>
<Layout name="Ordered List 5" alignment="left" bullet="ROMAN" firstindent="0" leftmargin="144" rightmargin="0" linespacing="0.0" spaceabove="3" spacebelow="3" linebreak="space" pagebreak-before="false" initial="-1" bulletsuffix=""/>
<Layout name="Heading 4" alignment="left" bullet="none" firstindent="0" leftmargin="0" rightmargin="0" linespacing="0.0" spaceabove="0" spacebelow="0" linebreak="space" pagebreak-before="false" initial="0" bulletsuffix=""/>
<Layout name="Text Output" alignment="left" bullet="none" firstindent="0" leftmargin="0" rightmargin="0" linespacing="0.0" spaceabove="0" spacebelow="0" linebreak="newline" pagebreak-before="false" initial="0" bulletsuffix=""/>
<Layout name="Ordered List 1" alignment="left" bullet="numeric" firstindent="0" leftmargin="0" rightmargin="0" linespacing="0.0" spaceabove="3" spacebelow="3" linebreak="space" pagebreak-before="false" initial="-1" bulletsuffix=""/>
<Layout name="Annotation Title" alignment="centred" bullet="none" firstindent="0" leftmargin="0" rightmargin="0" linespacing="0.0" spaceabove="12" spacebelow="12" linebreak="space" pagebreak-before="false" initial="0" bulletsuffix=""/>
<Layout name="Bullet Item" alignment="left" bullet="dot" firstindent="0" leftmargin="0" rightmargin="0" linespacing="0.0" spaceabove="3" spacebelow="3" linebreak="space" pagebreak-before="false" initial="0" bulletsuffix=""/>
<Layout name="Author" alignment="centred" bullet="none" firstindent="0" leftmargin="0" rightmargin="0" linespacing="0.0" spaceabove="8" spacebelow="8" linebreak="space" pagebreak-before="false" initial="0" bulletsuffix=""/>
<Layout name="Dash Item" alignment="left" bullet="dash" firstindent="0" leftmargin="0" rightmargin="0" linespacing="0.0" spaceabove="3" spacebelow="3" linebreak="space" pagebreak-before="false" initial="0" bulletsuffix=""/>
<Layout name="Heading 3" alignment="left" bullet="none" firstindent="0" leftmargin="0" rightmargin="0" linespacing="0.0" spaceabove="0" spacebelow="0" linebreak="space" pagebreak-before="false" initial="0" bulletsuffix=""/>
<Layout name="Diagnostic" alignment="left" bullet="none" firstindent="0" leftmargin="0" rightmargin="0" linespacing="0.0" spaceabove="0" spacebelow="0" linebreak="any" pagebreak-before="false" initial="0" bulletsuffix=""/>
<Layout name="Ordered List 4" alignment="left" bullet="ALPHABETIC" firstindent="0" leftmargin="108" rightmargin="0" linespacing="0.0" spaceabove="3" spacebelow="3" linebreak="space" pagebreak-before="false" initial="-1" bulletsuffix=""/>
<Layout name="Maple Output" alignment="centred" bullet="none" firstindent="0" leftmargin="0" rightmargin="0" linespacing="0.3" spaceabove="0" spacebelow="0" linebreak="space" pagebreak-before="false" initial="0" bulletsuffix=""/>
<Layout name="Line Printed Output" alignment="left" bullet="none" firstindent="0" leftmargin="0" rightmargin="0" linespacing="0.0" spaceabove="0" spacebelow="0" linebreak="any" pagebreak-before="false" initial="0" bulletsuffix=""/>
<Layout name="List Item" alignment="left" bullet="indent" firstindent="0" leftmargin="0" rightmargin="0" linespacing="0.0" spaceabove="3" spacebelow="3" linebreak="space" pagebreak-before="false" initial="0" bulletsuffix=""/>
<Layout name="Heading 2" alignment="left" bullet="none" firstindent="0" leftmargin="0" rightmargin="0" linespacing="0.0" spaceabove="8" spacebelow="2" linebreak="space" pagebreak-before="false" initial="0" bulletsuffix=""/>
<Layout name="Ordered List 3" alignment="left" bullet="roman" firstindent="0" leftmargin="72" rightmargin="0" linespacing="0.0" spaceabove="3" spacebelow="3" linebreak="space" pagebreak-before="false" initial="-1" bulletsuffix=""/>
<Layout name="Error" alignment="left" bullet="none" firstindent="0" leftmargin="0" rightmargin="0" linespacing="0.0" spaceabove="0" spacebelow="0" linebreak="space" pagebreak-before="false" initial="0" bulletsuffix=""/>
<Layout name="Maple Plot" alignment="centred" bullet="none" firstindent="0" leftmargin="0" rightmargin="0" linespacing="0.0" spaceabove="0" spacebelow="0" linebreak="space" pagebreak-before="false" initial="0" bulletsuffix=""/>
<Layout name="Warning" alignment="left" bullet="none" firstindent="0" leftmargin="0" rightmargin="0" linespacing="0.0" spaceabove="0" spacebelow="0" linebreak="space" pagebreak-before="false" initial="0" bulletsuffix=""/>
<Layout name="Heading 1" alignment="left" bullet="none" firstindent="0" leftmargin="0" rightmargin="0" linespacing="0.0" spaceabove="8" spacebelow="4" linebreak="space" pagebreak-before="false" initial="0" bulletsuffix=""/>
<Layout name="Title" alignment="centred" bullet="none" firstindent="0" leftmargin="0" rightmargin="0" linespacing="0.0" spaceabove="12" spacebelow="12" linebreak="space" pagebreak-before="false" initial="0" bulletsuffix=""/>
<Layout name="Ordered List 2" alignment="left" bullet="alphabetic" firstindent="0" leftmargin="36" rightmargin="0" linespacing="0.0" spaceabove="3" spacebelow="3" linebreak="space" pagebreak-before="false" initial="-1" bulletsuffix=""/>
<Layout name="Normal" alignment="left" bullet="none" firstindent="0" leftmargin="0" rightmargin="0" linespacing="0.0" spaceabove="0" spacebelow="0" linebreak="space" pagebreak-before="false" initial="0" bulletsuffix=""/>
<Pencil-style name="Pencil 3" pen-color="[0,0,0]" pen-height="3.0" pen-width="3.0" pen-opacity="1.0"/>
<Pencil-style name="Pencil 1" pen-color="[0,0,0]" pen-height="1.0" pen-width="1.0" pen-opacity="1.0"/>
<Pencil-style name="Pencil 5" pen-color="[255,0,0]" pen-height="5.0" pen-width="5.0" pen-opacity="1.0"/>
<Pencil-style name="Pencil 2" pen-color="[0,0,255]" pen-height="1.0" pen-width="1.0" pen-opacity="1.0"/>
<Pencil-style name="Pencil 4" pen-color="[0,0,255]" pen-height="3.0" pen-width="3.0" pen-opacity="1.0"/>
<Highlighter-style name="Highlighter 2" pen-color="[255,204,0]" pen-height="14.0" pen-width="14.0" pen-opacity="0.8"/>
<Highlighter-style name="Highlighter 4" pen-color="[0,255,255]" pen-height="32.0" pen-width="32.0" pen-opacity="0.8"/>
<Highlighter-style name="Highlighter 3" pen-color="[51,255,0]" pen-height="24.0" pen-width="24.0" pen-opacity="0.8"/>
<Highlighter-style name="Highlighter 1" pen-color="[255,153,255]" pen-height="12.0" pen-width="8.0" pen-opacity="0.8"/>
<Highlighter-style name="Highlighter 5" pen-color="[255,255,0]" pen-height="48.0" pen-width="48.0" pen-opacity="0.8"/>
</Styles>
<Task-table>
    <Task-category name="&lt;default&gt;">
    </Task-category>
</Task-table>
<Annotation-table>
    <Annotation-category name="&lt;default&gt;">
    </Annotation-category>
</Annotation-table>
<Task>
</Task><Presentation-Block>
<Group view="presentation" hide-input="false" hide-output="true" inline-output="false" labelreference="L462" drawlabel="true">
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<Text-field style="Title" layout="Title"><Font family="Arial" size="28">FIRST DIGIT SIMULATION</Font></Text-field>
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<Text-field style="Author" layout="Author">Author:  Roland Engdahl
University of Kalmar
Sweden
<Hyperlink linktarget="mailto:mr.engdahl@telia.com" hyperlink="true"><Font style="Author" underline="true" foreground="[0,128,128]">mr.engdahl@telia.com</Font></Hyperlink></Text-field>
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<Text-field style="Text" layout="Normal"> <Font bold="true">'First Digit' </Font> is the first digit, not equal zero,  in a number. i e the first significant digit. e g in 0.0003457  the first digit is 3.</Text-field>
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<Text-field style="Text" bold="true" size="14" layout="Normal"><Font bold="true" size="14">History</Font></Text-field>
<Text-field style="Text" bold="true" size="14" layout="Normal"><Font bold="false" size="12">Newcomb noticed in 1881  that in logarithm tables the first pages, containing numbers starting with 1, were more dirty than later pages.</Font></Text-field>
<Text-field style="Text" bold="true" size="14" layout="Normal"><Font bold="false" size="12">Benford rediscovered the properties in 1938. He formulated a law for the occurence of first digits:</Font></Text-field>
<Text-field style="Text" bold="true" size="14" layout="Normal"><Font bold="true" size="12">Benfords Law:  The probability that the first digit is k is     log(1+1/k)         ( log(a) =  </Font><Equation executable="false" style="Text" input-equation="" display="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">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</Equation></Text-field>
<Text-field style="Text" size="14" layout="Normal"><Font size="14">There are two aspects of Benfords law:</Font></Text-field>
<Text-field style="Text" size="14" layout="Normal"><Font size="14">1. Application to  numerical data</Font></Text-field>
<Text-field style="Text" bold="true" size="14" layout="Normal"><Font bold="false" size="14">2. Numerical calculation</Font></Text-field>
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<Text-field style="Heading 1" layout="Heading 1"><Font family="Arial">Application to numerical data</Font></Text-field></Title>
<Text-field style="Text" layout="Normal">On the WEB we can get many applications to numerical data e g physical constants, 
stock market, rivers area,  population, Am. league, addresses, squareroots, death rate, newspapers. </Text-field>
<Text-field style="Text" layout="Normal">A more interesting application of Benfords principle is <Font bold="true">fraud detection</Font> in business accounts.</Text-field>
</Section>
<Section collapsed="false" MultipleChoiceAnswerIndex="-1" MultipleChoiceRandomizeChoices="false" TrueFalseAnswerIndex="-1" EssayAnswerRows="5" EssayAnswerColumns="60"><Title>
<Text-field style="Heading 1" layout="Heading 1"><Font family="Arial">Numerical calculation </Font></Text-field></Title>
<Text-field style="Text" layout="Normal">Before 1600 it was hard to do the product of several factors, even worse to divide.</Text-field>
<Text-field style="Text" layout="Normal">John Napier (1550-1617) invented logarithms. In tables you could find the logarithm for a number. </Text-field>
<Text-field style="Text" layout="Normal">To multiply  numbers you had to add the logarithms and to divide you had to subtract the logarithms. </Text-field>
<Text-field style="Text" layout="Normal">At last you had to go the other way in the tables, finding the 'antilogarithm'.</Text-field>
<Text-field style="Text" layout="Normal">This method was common in schools and applications until the seventies.</Text-field>
<Text-field style="Text" layout="Normal">An important facility was the slide rule. The scale is logarithmic, so the distance between 1 and 2 is the same as the distance between 2 and 4 etc</Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
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<Text-field style="Text" layout="Normal">To multiply is to add distances on the slide rule, to divide is to subtract distances on the slide rule.</Text-field>
<Text-field style="Text" layout="Normal">After some multiplications or divisions of numbers taken at random the probability to end betwwen 1 and 2 is about 30 percent (log(2)).</Text-field>
<Text-field style="Text" layout="Normal">If you are the owner of a slide rule compare the distance between 1 and 2 with the distance  between 1 and 10.</Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
</Section>
<Section collapsed="false" MultipleChoiceAnswerIndex="-1" MultipleChoiceRandomizeChoices="false" TrueFalseAnswerIndex="-1" EssayAnswerRows="5" EssayAnswerColumns="60"><Title>
<Text-field style="Heading 1" layout="Heading 1"><Font family="Arial">Simulation with random numbers</Font></Text-field></Title>
<Text-field style="Text" layout="Normal"><Font bold="true" size="14">Quotation from Donald E. Knuth, The Art of Computer Programming vol 2 p 173</Font></Text-field>
<Text-field style="Text" layout="Normal">The most prudent policy for a person to follow is to run each Monte Carlo program at least twice 
using quite different sources of random numbers, before taking the answers of the program seriously; 
this not only will give an indication of the stability of the results, </Text-field>
<Text-field style="Text" layout="Normal">it also will guard against the danger of trusting in a generator with hidden deficiencies. </Text-field>
<Text-field style="Text" layout="Normal">(Every random number generator will fail in at least one application.)</Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" layout="Normal"> <Font bold="true">Donald E. Knuth. The Art of Computer Programming, vol 2. Ch 3 Random Numbers Ch 4.2.4  
Theory about leading digits p 238-</Font></Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" layout="Normal">You can <Font bold="true">select</Font> <Font bold="true"> different random number generators.</Font></Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true">OBSERVE</Font>:  The result of calling <Font bold="true">rand() </Font>depends of the version of Maple:</Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true" size="14">E</Font>arly <Font bold="true">version</Font> of Maple is here Maple versions up to and including 9.5         <Font bold="true"> Eversion</Font></Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true" size="14">L</Font>ater <Font bold="true">version</Font> of Maple is here Maple from version 10                               <Font bold="true"> Lversion</Font></Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true" size="14">Simulation with Built-in generators</Font></Text-field>
<Text-field style="Text" layout="Normal">In RandomTools[Linear Congruence] the generator is of the linear congruence type </Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true">x[k+1] = m*x[k]  mod p</Font></Text-field>
<Text-field style="Text" layout="Normal">p = 999999999989 is the greatest prime with 12 digits,  m = 427419669081 multiplier </Text-field>
<Text-field style="Text" layout="Normal">For short we call this generator for <Font bold="true">single</Font></Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" layout="Normal">In <Font bold="true">Eversion </Font>when calling  rand() you  get version RandomTools[Linear Congruence]  i e  <Font bold="true">single generator </Font></Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" layout="Normal">In <Font bold="true">Lversion</Font> when calling rand() you get  version  RandomTools[MersenneTwister]{GenerateInteger]</Text-field>
<Text-field style="Text" layout="Normal">This generator is not of LinearCongruence type</Text-field>
<Text-field style="Text" layout="Normal">RandomTools[MersenneTwister][NewGenerator] is applicable in Lversion and gives the same result as rand()</Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true" size="14">Simulation with triple-generator</Font></Text-field>
<Text-field style="Text" layout="Normal">The<Font bold="true"> generator triple</Font> consists of three generators of linear congruence type in <Font bold="true">parallel for 'smoothing out'</Font></Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" layout="Normal">In <Font size="14"> <Font bold="true">Eversion</Font> </Font></Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true">Simulation in Built-in generator:    single and rand are the same procedure:  NewGenerator not applicable</Font></Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true">Simulation in triple-generator:       same result as Lversion (LinearCongruence)</Font></Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true">Simulatiom:Another approach...     not applicable</Font></Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" layout="Normal">In  <Font bold="true" size="14">Lversion</Font></Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true">Simulation in Built-in generator:    single and rand are quite different procedures:  </Font></Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true">Simulation in triple-generator:       same result as Eversion (LinearCongruence)</Font></Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true">Simulatiom:Another approach:      applicable       RandomTools[MersenneTwister][NewGenerator] very fast </Font></Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" layout="Normal">We can compare the results from the simulations with different generators. See the results at <Font bold="true">Comments and results</Font>. </Text-field>
<Text-field style="Text" layout="Normal">If you take only one factor (nrf = 1) in the  product the relative frequency of first digits will be (almost) equal for all digits 1..9. </Text-field>
<Text-field style="Text" layout="Normal">This is an indication of that the random number <Font bold="true">generator</Font> passes the <Font bold="true">frequency test.</Font>.  </Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" layout="Normal">Let the random number generator produce  a great many numbers. The computer calculates the product of these random numbers. </Text-field>
<Text-field style="Text" layout="Normal">At last we look at the <Font bold="true">first  digit </Font> (first nonzero digit) in the product.  We study the distribution of these first digits. </Text-field>
<Text-field style="Text" layout="Normal">Choose the <Font bold="true">number of factors in  nrf</Font>                </Text-field>
<Text-field style="Text" layout="Normal">Choose <Font bold="true">the number of trials</Font> <Font bold="true">in</Font> <Font bold="true">trial </Font></Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
</Section>
<Section collapsed="false" MultipleChoiceAnswerIndex="-1" MultipleChoiceRandomizeChoices="false" TrueFalseAnswerIndex="-1" EssayAnswerRows="5" EssayAnswerColumns="60"><Title>
<Text-field style="Heading 1" layout="Heading 1"><Font family="Arial"> Simulation with Built-in generators</Font></Text-field></Title>
<Section collapsed="false" MultipleChoiceAnswerIndex="-1" MultipleChoiceRandomizeChoices="false" TrueFalseAnswerIndex="-1" EssayAnswerRows="5" EssayAnswerColumns="60"><Title>
<Text-field style="Heading 2" layout="Heading 2">The single generator       </Text-field></Title>
<Group labelreference="L423" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal"><Equation executable="true" style="Maple Input" input-equation="" display="LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYpLUkjbWlHRiQ2JlEocmVzdGFydEYnLyUnaXRhbGljR1EmZmFsc2VGJy8lLG1hdGh2YXJpYW50R1ElYm9sZEYnLyUrZm9udHdlaWdodEdGNC1JI21vR0YkNi5RIjpGJ0YyRjUvJSZmZW5jZUdGMS8lKnNlcGFyYXRvckdGMS8lKXN0cmV0Y2h5R0YxLyUqc3ltbWV0cmljR0YxLyUobGFyZ2VvcEdGMS8lLm1vdmFibGVsaW1pdHNHRjEvJSdhY2NlbnRHRjEvJSdsc3BhY2VHUSwwLjI3Nzc3NzhlbUYnLyUncnNwYWNlR0ZLLyUnZmFtaWx5R1EwVGltZXN+TmV3flJvbWFuRicvJStmb3JlZ3JvdW5kR1EoWzAsMCwwXUYnLyUrZXhlY3V0YWJsZUdGMUYyRjU=">LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUkjbWlHRiQ2JlEocmVzdGFydEYnLyUnaXRhbGljR1EmZmFsc2VGJy8lLG1hdGh2YXJpYW50R1ElYm9sZEYnLyUrZm9udHdlaWdodEdGNC1JI21vR0YkNi5RIjpGJ0YyRjUvJSZmZW5jZUdGMS8lKnNlcGFyYXRvckdGMS8lKXN0cmV0Y2h5R0YxLyUqc3ltbWV0cmljR0YxLyUobGFyZ2VvcEdGMS8lLm1vdmFibGVsaW1pdHNHRjEvJSdhY2NlbnRHRjEvJSdsc3BhY2VHUSwwLjI3Nzc3NzhlbUYnLyUncnNwYWNlR0ZL</Equation></Text-field>
</Input>
</Group><Presentation-Block>
<Group view="presentation" hide-input="false" hide-output="true" inline-output="false" labelreference="L419" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal">      parameters for random number generator <Font bold="true">single</Font>        
      single is  of  the same  as the <Font bold="true">built-in generator in LinearCongruence</Font> </Text-field>
</Input>
</Group></Presentation-Block>
<Group labelreference="L420" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">m:=427419669081: p:=999999999989: x:=32564:</Text-field>
</Input>
</Group>
<Group labelreference="L416" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">single:=proc() local s: global x,m,p: 
x:=x*m mod p: s:=x/p: evalf(frac(s));
end proc;</Text-field>
</Input>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output" display="Pkknc2luZ2xlRzYiZipGJDYjSSJzR0YkRiRGJEMlPkkieEdGJC1JJG1vZEdGJDYkKiZGKiIiIkkibUdGJEYvSSJwR0YkPkYnKiZGKkYvRjEhIiItSSZldmFsZkclKnByb3RlY3RlZEc2Iy1JJWZyYWNHRiRGJkYkNiVGKkYwRjFGJA==">Zio2IjYjSSJzR0YjRiNGI0MlPkkieEdGIy1JJG1vZEdGIzYkKiZGKCIiIkkibUdGI0YtSSJwR0YjPjgkKiZGKEYtRi8hIiItSSZldmFsZkclKnByb3RlY3RlZEc2Iy1JJWZyYWNHRiM2I0YxRiM2JUYoRi5GL0Yj</Equation></Text-field>
</Output>
</Group><Presentation-Block>
<Group view="presentation" hide-input="false" hide-output="true" inline-output="false" labelreference="L422" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal">      procedure  prodrand gives the first digit with nrf factors in the product and the generator singel</Text-field>
</Input>
</Group></Presentation-Block>
<Group labelreference="L418" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">prodrand:=proc( ) local i,pr;
pr:=1; for i from 1 to nrf do pr:=pr*single(); end do; 
while pr &lt; 1 do  pr:=pr*10  end do; trunc(pr) 
end proc;</Text-field>
</Input>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output" display="PkkpcHJvZHJhbmRHNiJmKkYkNiRJImlHRiRJI3ByR0YkRiRGJEMmPkYoIiIiPyhGJ0YrRitJJG5yZkdGJEkldHJ1ZUclKnByb3RlY3RlZEc+RigqJkYoRistSSdzaW5nbGVHRiRGJEYrPyhGJEYrRitGJDJGKEYrPkYoLCQqJiIjNUYrRihGK0YrLUkmdHJ1bmNHRi82I0YoRiRGJEYk">Zio2IjYkSSJpR0YjSSNwckdGI0YjRiNDJj44JSIiIj8oOCRGKkYqSSRucmZHRiNJJXRydWVHJSpwcm90ZWN0ZWRHPkYpKiZGKUYqLUknc2luZ2xlR0YjRiNGKj8oRiNGKkYqRiMyRilGKj5GKSwkRikiIzUtSSZ0cnVuY0dGLzYjRilGI0YjRiM=</Equation></Text-field>
</Output>
</Group><Presentation-Block>
<Group view="presentation" hide-input="false" hide-output="true" inline-output="false" labelreference="L459" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal">      Choose <Font bold="true"> nrf </Font> :  number of factors           </Text-field>
</Input>
</Group></Presentation-Block>
<Group labelreference="L460" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">nrf:=2:                </Text-field>
</Input>
</Group><Presentation-Block>
<Group view="presentation" hide-input="false" hide-output="true" inline-output="false" labelreference="L457" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal">     Choose<Font bold="true"> trial</Font>    number of trials       </Text-field>
</Input>
</Group></Presentation-Block>
<Group labelreference="L458" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">trial := 10000: </Text-field>
</Input>
</Group>
<Group labelreference="L421" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" linebreak="space" spaceabove="0" rightmargin="0" bullet="none" firstindent="0" bulletsuffix="" linespacing="0.0" pagebreak-before="false" leftmargin="0" alignment="left" initial="0" spacebelow="0">for k from 1 to 9 do u[k]:=0 end:</Text-field>
</Input>
</Group>
<Group labelreference="L427" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" linebreak="space" spaceabove="0" rightmargin="0" bullet="none" firstindent="0" bulletsuffix="" linespacing="0.0" pagebreak-before="false" leftmargin="0" alignment="left" initial="0" spacebelow="0">for k from 1 to trial do s:=prodrand(); 
u[s]:=u[s]+1 end do:</Text-field>
</Input>
</Group>
<Group labelreference="L426" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" linebreak="space" spaceabove="0" rightmargin="0" bullet="none" firstindent="0" bulletsuffix="" linespacing="0.0" pagebreak-before="false" leftmargin="0" alignment="left" initial="0" spacebelow="0">print('i', relfreq); Digits:=5:
for i from 1 to 9 do i,evalf(u[i]/trial) end do;</Text-field>
</Input>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiRJImlHNiJJKHJlbGZyZXFHRiQ=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiIkIiZTWiMhIiY=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiMkIiY1Ij0hIiY=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiQkIiY1WSIhIiY=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiUkIiZJPyIhIiY=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiYkIiYrQSohIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIickIiYrUighIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIigkIiYrJ2UhIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIikkIiYreiUhIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiokIiYrRCQhIic=</Equation></Text-field>
</Output>
</Group>
</Section>
<Section collapsed="false" MultipleChoiceAnswerIndex="-1" MultipleChoiceRandomizeChoices="false" TrueFalseAnswerIndex="-1" EssayAnswerRows="5" EssayAnswerColumns="60"><Title>
<Text-field style="Heading 2" layout="Heading 2">The rand generator       </Text-field></Title>
<Group labelreference="L400" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal"><Equation executable="true" style="Maple Input" input-equation="" display="LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYpLUkjbWlHRiQ2JlEocmVzdGFydEYnLyUnaXRhbGljR1EmZmFsc2VGJy8lLG1hdGh2YXJpYW50R1ElYm9sZEYnLyUrZm9udHdlaWdodEdGNC1JI21vR0YkNi5RIjpGJ0YyRjUvJSZmZW5jZUdGMS8lKnNlcGFyYXRvckdGMS8lKXN0cmV0Y2h5R0YxLyUqc3ltbWV0cmljR0YxLyUobGFyZ2VvcEdGMS8lLm1vdmFibGVsaW1pdHNHRjEvJSdhY2NlbnRHRjEvJSdsc3BhY2VHUSwwLjI3Nzc3NzhlbUYnLyUncnNwYWNlR0ZLLyUnZmFtaWx5R1EwVGltZXN+TmV3flJvbWFuRicvJStmb3JlZ3JvdW5kR1EoWzAsMCwwXUYnLyUrZXhlY3V0YWJsZUdGMUYyRjU=">LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUkjbWlHRiQ2JlEocmVzdGFydEYnLyUnaXRhbGljR1EmZmFsc2VGJy8lLG1hdGh2YXJpYW50R1ElYm9sZEYnLyUrZm9udHdlaWdodEdGNC1JI21vR0YkNi5RIjpGJ0YyRjUvJSZmZW5jZUdGMS8lKnNlcGFyYXRvckdGMS8lKXN0cmV0Y2h5R0YxLyUqc3ltbWV0cmljR0YxLyUobGFyZ2VvcEdGMS8lLm1vdmFibGVsaW1pdHNHRjEvJSdhY2NlbnRHRjEvJSdsc3BhY2VHUSwwLjI3Nzc3NzhlbUYnLyUncnNwYWNlR0ZL</Equation></Text-field>
</Input>
</Group><Presentation-Block>
<Group view="presentation" hide-input="false" hide-output="true" inline-output="false" labelreference="L399" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal">       <Font bold="true">pp</Font> module for built-in generator rand</Text-field>
</Input>
</Group></Presentation-Block>
<Group labelreference="L402" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">pp:=10^12:</Text-field>
</Input>
</Group><Presentation-Block>
<Group view="presentation" hide-input="false" hide-output="true" inline-output="false" labelreference="L390" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal">       procedure <Font bold="true">prodrand</Font>  gives the first digit with  <Font bold="true">nrf </Font>factors in the product and 
       the <Font bold="true">built-in</Font> random number generator rand()</Text-field>
</Input>
</Group></Presentation-Block>
<Group labelreference="L394" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">prodrand:=proc( ) local i,pr;
pr:=1; for i from 1 to nrf do pr:=pr*rand()/pp; end do; 
while pr &lt; 1 do  pr:=pr*10  end do; trunc(pr) 
end proc;</Text-field>
</Input>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output" display="PkkpcHJvZHJhbmRHNiJmKkYkNiRJImlHRiRJI3ByR0YkRiRGJEMmPkYoIiIiPyhGJ0YrRitJJG5yZkdGJEkldHJ1ZUclKnByb3RlY3RlZEc+RigqKEYoRistSSVyYW5kR0YkRiRGK0kjcHBHRiQhIiI/KEYkRitGK0YkMkYoRis+RigsJComIiM1RitGKEYrRistSSZ0cnVuY0dGLzYjRihGJEYkRiQ=">Zio2IjYkSSJpR0YjSSNwckdGI0YjRiNDJj44JSIiIj8oOCRGKkYqSSRucmZHRiNJJXRydWVHJSpwcm90ZWN0ZWRHPkYpKihGKUYqLUklcmFuZEdGI0YjRipJI3BwR0YjISIiPyhGI0YqRipGIzJGKUYqPkYpLCRGKSIjNS1JJnRydW5jR0YvNiNGKUYjRiNGIw==</Equation></Text-field>
</Output>
</Group><Presentation-Block>
<Group view="presentation" hide-input="false" hide-output="true" inline-output="false" labelreference="L450" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal"><Font bold="true">        Start new experiment from here</Font></Text-field>
</Input>
</Group></Presentation-Block><Presentation-Block>
<Group view="presentation" hide-input="false" hide-output="true" inline-output="false" labelreference="L447" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal">       Choose <Font bold="true"> nrf </Font> :  number of factors         </Text-field>
</Input>
</Group></Presentation-Block>
<Group labelreference="L448" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">nrf:=2:                </Text-field>
</Input>
</Group><Presentation-Block>
<Group view="presentation" hide-input="false" hide-output="true" inline-output="false" labelreference="L449" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal">       Choose<Font bold="true"> trial</Font> :  number of trials         </Text-field>
</Input>
</Group></Presentation-Block>
<Group labelreference="L446" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">trial := 10000: </Text-field>
</Input>
</Group>
<Group labelreference="L392" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" linebreak="space" spaceabove="0" rightmargin="0" bullet="none" firstindent="0" bulletsuffix="" linespacing="0.0" pagebreak-before="false" leftmargin="0" alignment="left" initial="0" spacebelow="0">for k from 1 to 9 do u[k]:=0 end:</Text-field>
</Input>
</Group>
<Group labelreference="L398" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">for k from 1 to trial do s:=prodrand(); 
u[s]:=u[s]+1 end do:</Text-field>
</Input>
</Group><Presentation-Block>
<Group view="presentation" hide-input="false" hide-output="true" inline-output="false" labelreference="L396" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal">       Record of distribution of first digit of the product</Text-field>
</Input>
</Group></Presentation-Block>
<Group labelreference="L391" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">print('i',relfreq);Digits:=5:
for i from 1 to 9 do i, evalf(u[i]/trial) end do;</Text-field>
</Input>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiRJImlHNiJJKHJlbGZyZXFHRiQ=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiIkIiYhPkMhIiY=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiMkIiZnIj0hIiY=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiQkIiYhKVsiISIm</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiUkIiZxOyIhIiY=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiYkIiYrLCohIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIickIiYrKHohIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIigkIiYrQSchIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIikkIiYrI1shIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiokIiYrMyQhIic=</Equation></Text-field>
</Output>
</Group>
</Section>
<Section collapsed="false" MultipleChoiceAnswerIndex="-1" MultipleChoiceRandomizeChoices="false" TrueFalseAnswerIndex="-1" EssayAnswerRows="5" EssayAnswerColumns="60"><Title>
<Text-field style="Heading 2" layout="Heading 2">NewGenerator              </Text-field></Title>
<Group labelreference="L431" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">restart: with(RandomTools[MersenneTwister]);</Text-field>
</Input>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NypJLkdlbmVyYXRlRmxvYXRHNiJJMEdlbmVyYXRlRmxvYXQ2NEdGJEkwR2VuZXJhdGVJbnRlZ2VyR0YkSTJHZW5lcmF0ZUludGVnZXIzMkdGJEk2R2VuZXJhdGVVbnNpZ25lZEludDMyR0YkSSlHZXRTdGF0ZUdGJEktTmV3R2VuZXJhdG9yR0YkSSlTZXRTdGF0ZUdGJA==</Equation></Text-field>
</Output>
</Group>
<Group labelreference="L432" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">M:=NewGenerator(range=10^12);</Text-field>
</Input>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output" display="PkkiTUc2ImYqRiRGJEYkRiQtZipGJEYkNiMvSShidWlsdGluR0YkSTRSYW5kTnVtYmVySW50ZXJmYWNlR0YkRiRGJEYkRiRGJDYlIiInIi4rKysrKysiIiNTRiRGJEYk">Zio2IkYjRiNGIy1mKkYjRiM2Iy9JKGJ1aWx0aW5HRiNJNFJhbmROdW1iZXJJbnRlcmZhY2VHRiNGI0YjRiNGI0YjNiUiIiciLisrKysrKyIiI1NGI0YjRiM=</Equation></Text-field>
</Output>
</Group>
<Group labelreference="L435" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">prodrand:=proc( ) local i,pr;
pr:=1; for i from 1 to nrf do pr:=pr*Float(M(),-12); end do; 
while pr &lt; 1 do  pr:=pr*10  end do; trunc(pr) 
end proc;</Text-field>
</Input>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output" display="PkkpcHJvZHJhbmRHNiJmKkYkNiRJImlHRiRJI3ByR0YkRiRGJEMmPkYoIiIiPyhGJ0YrRitJJG5yZkdGJEkldHJ1ZUclKnByb3RlY3RlZEc+RigqJkYoRistSSZGbG9hdEdGLzYkLUkiTUdGJEYkISM3Ris/KEYkRitGK0YkMkYoRis+RigsJComIiM1RitGKEYrRistSSZ0cnVuY0dGLzYjRihGJEYkRiQ=">Zio2IjYkSSJpR0YjSSNwckdGI0YjRiNDJj44JSIiIj8oOCRGKkYqSSRucmZHRiNJJXRydWVHJSpwcm90ZWN0ZWRHPkYpKiZGKUYqLUkmRmxvYXRHRi82JC1JIk1HRiNGIyEjN0YqPyhGI0YqRipGIzJGKUYqPkYpLCRGKSIjNS1JJnRydW5jR0YvNiNGKUYjRiNGIw==</Equation></Text-field>
</Output>
</Group><Presentation-Block>
<Group view="presentation" hide-input="false" hide-output="true" inline-output="false" labelreference="L443" drawlabel="true">
<Input>
<Text-field style="Text" bold="true" layout="Normal"><Font bold="true">      Start new experiment from here</Font></Text-field>
</Input>
</Group></Presentation-Block><Presentation-Block>
<Group view="presentation" hide-input="false" hide-output="true" inline-output="false" labelreference="L440" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal">     Choose <Font bold="true"> nrf </Font> :  number of factors </Text-field>
</Input>
</Group></Presentation-Block>
<Group labelreference="L441" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">nrf:=2:                </Text-field>
</Input>
</Group><Presentation-Block>
<Group view="presentation" hide-input="false" hide-output="true" inline-output="false" labelreference="L442" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal">       Choose<Font bold="true"> trial</Font> :  number of trials   </Text-field>
</Input>
</Group></Presentation-Block>
<Group labelreference="L439" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">trial := 10000: </Text-field>
</Input>
</Group>
<Group labelreference="L434" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" linebreak="space" spaceabove="0" rightmargin="0" bullet="none" firstindent="0" bulletsuffix="" linespacing="0.0" pagebreak-before="false" leftmargin="0" alignment="left" initial="0" spacebelow="0">for k from 1 to 9 do u[k]:=0 end:</Text-field>
</Input>
</Group>
<Group labelreference="L437" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">for k from 1 to trial do s:=prodrand(); 
u[s]:=u[s]+1 end do:</Text-field>
</Input>
</Group><Presentation-Block>
<Group view="presentation" hide-input="false" hide-output="true" inline-output="false" labelreference="L436" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal">       Record of distribution of first digit of the product</Text-field>
</Input>
</Group></Presentation-Block>
<Group labelreference="L433" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">print('i',relfreq);Digits:=5:
for i from 1 to 9 do i, evalf(u[i]/trial) end do;</Text-field>
</Input>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiRJImlHNiJJKHJlbGZyZXFHRiQ=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiIkIiYhPkMhIiY=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiMkIiZnIj0hIiY=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiQkIiYhKVsiISIm</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiUkIiZxOyIhIiY=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiYkIiYrLCohIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIickIiYrKHohIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIigkIiYrQSchIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIikkIiYrI1shIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiokIiYrMyQhIic=</Equation></Text-field>
</Output>
</Group>
</Section>
</Section>
<Section collapsed="false" MultipleChoiceAnswerIndex="-1" MultipleChoiceRandomizeChoices="false" TrueFalseAnswerIndex="-1" EssayAnswerRows="5" EssayAnswerColumns="60"><Title>
<Text-field style="Heading 1" layout="Heading 1"> <Font family="Arial">Simulation with triple generator</Font></Text-field></Title>
<Group labelreference="L413" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal"><Equation executable="true" style="Maple Input" input-equation="" display="LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYpLUkjbWlHRiQ2JlEocmVzdGFydEYnLyUnaXRhbGljR1EmZmFsc2VGJy8lLG1hdGh2YXJpYW50R1ElYm9sZEYnLyUrZm9udHdlaWdodEdGNC1JI21vR0YkNi5RIjpGJ0YyRjUvJSZmZW5jZUdGMS8lKnNlcGFyYXRvckdGMS8lKXN0cmV0Y2h5R0YxLyUqc3ltbWV0cmljR0YxLyUobGFyZ2VvcEdGMS8lLm1vdmFibGVsaW1pdHNHRjEvJSdhY2NlbnRHRjEvJSdsc3BhY2VHUSwwLjI3Nzc3NzhlbUYnLyUncnNwYWNlR0ZLLyUnZmFtaWx5R1EwVGltZXN+TmV3flJvbWFuRicvJStmb3JlZ3JvdW5kR1EoWzAsMCwwXUYnLyUrZXhlY3V0YWJsZUdGMUYyRjU=">LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUkjbWlHRiQ2JlEocmVzdGFydEYnLyUnaXRhbGljR1EmZmFsc2VGJy8lLG1hdGh2YXJpYW50R1ElYm9sZEYnLyUrZm9udHdlaWdodEdGNC1JI21vR0YkNi5RIjpGJ0YyRjUvJSZmZW5jZUdGMS8lKnNlcGFyYXRvckdGMS8lKXN0cmV0Y2h5R0YxLyUqc3ltbWV0cmljR0YxLyUobGFyZ2VvcEdGMS8lLm1vdmFibGVsaW1pdHNHRjEvJSdhY2NlbnRHRjEvJSdsc3BhY2VHUSwwLjI3Nzc3NzhlbUYnLyUncnNwYWNlR0ZL</Equation></Text-field>
</Input>
</Group><Presentation-Block>
<Group view="presentation" hide-input="false" hide-output="true" inline-output="false" labelreference="L407" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal">      Parameters for random number generator <Font bold="true">triple.</Font>  
      Produced with numtheory :  safeprime (p)  and primroot (m)  </Text-field>
<Text-field style="Text" layout="Normal">      <Font bold="true">triple</Font> is  of  the same type as the built-in generator singel  in LinearCongruence  
      Triple has three generators in parallel for <Font bold="true">smooting out </Font> <Font bold="true">for better performance in serial test</Font></Text-field>
</Input>
</Group></Presentation-Block>
<Group labelreference="L410" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">m[1]:=413654159661: p[1]:=876543220739: x[1]:=32564:
m[2]:=319894150324: p[2]:=676543219907: x[2]:=536766:
m[3]:=274222336502: p[3]:=555985626419: x[3]:=2321:</Text-field>
</Input>
</Group>
<Group labelreference="L404" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">triple:=proc() local s,i: global x,m,p;
s:=0: for i from 1 to 3 do x[i]:=x[i]*m[i] mod p[i]: s:=s+x[i]/p[i]: end do:
evalf(frac(s)); end proc;</Text-field>
</Input>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output" display="PkkndHJpcGxlRzYiZipGJDYkSSJzR0YkSSJpR0YkRiRGJEMlPkYnIiIhPyhGKCIiIkYtIiIkSSV0cnVlRyUqcHJvdGVjdGVkR0MkPiZJInhHRiQ2I0YoLUkkbW9kR0YkNiQqJkYzRi0mSSJtR0YkRjVGLSZJInBHRiRGNT5GJywmRidGLSomRjNGLUY8ISIiRi0tSSZldmFsZkdGMDYjLUklZnJhY0dGJDYjRidGJDYlRjRGO0Y9RiQ=">Zio2IjYkSSJzR0YjSSJpR0YjRiNGI0MlPjgkIiIhPyg4JSIiIkYtIiIkSSV0cnVlRyUqcHJvdGVjdGVkR0MkPiZJInhHRiM2I0YsLUkkbW9kR0YjNiQqJkYzRi0mSSJtR0YjRjVGLSZJInBHRiNGNT5GKSwmRilGLSomRjNGLUY8ISIiRi0tSSZldmFsZkdGMDYjLUklZnJhY0dGIzYjRilGIzYlRjRGO0Y9RiM=</Equation></Text-field>
</Output>
</Group><Presentation-Block>
<Group view="presentation" hide-input="false" hide-output="true" inline-output="false" labelreference="L414" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal">      procedure  <Font bold="true">trust</Font> gives the first digit with generator <Font bold="true">triple</Font> and <Font bold="true">nrf</Font> factors   </Text-field>
</Input>
</Group></Presentation-Block>
<Group labelreference="L406" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">trust:=proc( ) local i,pr;
pr:=1; for i from 1 to nrf do pr:=pr*triple(); end do; 
while pr &lt; 1 do  pr:=pr*10  end do; trunc(pr) 
end proc;</Text-field>
</Input>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output" display="PkkmdHJ1c3RHNiJmKkYkNiRJImlHRiRJI3ByR0YkRiRGJEMmPkYoIiIiPyhGJ0YrRitJJG5yZkdGJEkldHJ1ZUclKnByb3RlY3RlZEc+RigqJkYoRistSSd0cmlwbGVHRiRGJEYrPyhGJEYrRitGJDJGKEYrPkYoLCQqJiIjNUYrRihGK0YrLUkmdHJ1bmNHRi82I0YoRiRGJEYk">Zio2IjYkSSJpR0YjSSNwckdGI0YjRiNDJj44JSIiIj8oOCRGKkYqSSRucmZHRiNJJXRydWVHJSpwcm90ZWN0ZWRHPkYpKiZGKUYqLUkndHJpcGxlR0YjRiNGKj8oRiNGKkYqRiMyRilGKj5GKSwkRikiIzUtSSZ0cnVuY0dGLzYjRilGI0YjRiM=</Equation></Text-field>
</Output>
</Group><Presentation-Block>
<Group view="presentation" hide-input="false" hide-output="true" inline-output="false" labelreference="L452" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal">      Choose <Font bold="true"> nrf </Font> :  number of factors        </Text-field>
</Input>
</Group></Presentation-Block>
<Group labelreference="L455" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">nrf:=2:                </Text-field>
</Input>
</Group><Presentation-Block>
<Group view="presentation" hide-input="false" hide-output="true" inline-output="false" labelreference="L454" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal">     Choose<Font bold="true"> trial</Font>    number of trials       </Text-field>
</Input>
</Group></Presentation-Block>
<Group labelreference="L453" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">trial := 10000:   </Text-field>
</Input>
</Group>
<Group labelreference="L403" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" linebreak="space" spaceabove="0" rightmargin="0" bullet="none" firstindent="0" bulletsuffix="" linespacing="0.0" pagebreak-before="false" leftmargin="0" alignment="left" initial="0" spacebelow="0">for k from 1 to 9 do u[k]:=0 end:</Text-field>
</Input>
</Group>
<Group labelreference="L409" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" linebreak="space" spaceabove="0" rightmargin="0" bullet="none" firstindent="0" bulletsuffix="" linespacing="0.0" pagebreak-before="false" leftmargin="0" alignment="left" initial="0" spacebelow="0">for k from 1 to trial do s:=trust(); 
u[s]:=u[s]+1 end do:</Text-field>
</Input>
</Group>
<Group labelreference="L387" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" linebreak="space" spaceabove="0" rightmargin="0" bullet="none" firstindent="0" bulletsuffix="" linespacing="0.0" pagebreak-before="false" leftmargin="0" alignment="left" initial="0" spacebelow="0">print('i', relfreq); Digits:=5:
for i from 1 to 9 do i,evalf(u[i]/trial) end do;</Text-field>
</Input>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiRJImlHNiJJKHJlbGZyZXFHRiQ=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiIkIiY1UiMhIiY=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiMkIiYhZT0hIiY=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiQkIiYrWyIhIiY=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiUkIiZnOiIhIiY=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiYkIiYrTSohIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIickIiYrcSghIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIigkIiYrMichIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIikkIiYrI1shIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiokIiYrQSQhIic=</Equation></Text-field>
</Output>
</Group>
</Section>
<Section collapsed="false" MultipleChoiceAnswerIndex="-1" MultipleChoiceRandomizeChoices="false" TrueFalseAnswerIndex="-1" EssayAnswerRows="5" EssayAnswerColumns="60"><Title>
<Text-field style="Heading 1" layout="Heading 1"><Font family="Arial">Comments and results from simulations</Font></Text-field></Title>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" bold="true" layout="Normal"><Font bold="true" size="16">Comments on Random Number Generators</Font></Text-field>
<Text-field style="Text" bold="true" layout="Normal"><Font bold="false">In what extent can we trust a pseudo-random generator?</Font></Text-field>
<Text-field style="Text" layout="Normal">In Birger Jansson, Random Number Generators (doctor's dissertation 1966)
and at Donald Knuth we find different kinds of test:</Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true">Frequency tests, Serial correlation</Font>, Poker tests, Gap tests, Run tests, 
Coupon collector's test, The <Equation executable="false" style="Text" input-equation="" display="LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1cEdGJDYlLUkjbWlHRiQ2JVEiZEYnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYkLUkjbW5HRiQ2JFEiMkYnL0Y2USdub3JtYWxGJ0Y+LyUxc3VwZXJzY3JpcHRzaGlmdEdRIjBGJ0Y+">LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1cEdGJDYlLUkjbWlHRiQ2JVEiZEYnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYkLUkjbW5HRiQ2JFEiMkYnL0Y2USdub3JtYWxGJ0Y+LyUxc3VwZXJzY3JpcHRzaGlmdEdRIjBGJ0Y+</Equation>- test, Visual tets.</Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true" size="16">Summary of results</Font> 
number of <Font bold="true">trials</Font> : <Font bold="true">10 000 000</Font></Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true">From the results we can expect that the error is at most 1 promille</Font></Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true">The generators can be considered  suitable for the purpose!</Font></Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true">FD</Font> is First Digit   </Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true">BIN is built-in generator rand() in Lversion    triple is triple-generator   </Font></Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"><Font bold="true" size="16">                                         relative  frequency</Font></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"><Font bold="true" size="16">nrf          FD                   BIN                  triple          </Font></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"><Font bold="true" size="16">  </Font><Font bold="false" size="12">2              FD =1                      0.24142                     0.24125</Font></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"><Font bold="false" size="12">                  FD=2                       0.18309                     0.18313</Font></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"><Font bold="false" size="12">  3               FD=1                       0.30057                     0.30062</Font></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"><Font bold="false" size="12">                   FD=2                       0.18839                     0.18817</Font></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"><Font bold="false" size="12">  4               FD=1                       0.30731                     0.30752</Font></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"><Font bold="false" size="12">                   FD=2                       0.17814                     0.17839</Font></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"><Font bold="false" size="12">  5               FD=1                       0.30276                     0.30287</Font></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"><Font bold="false" size="12">                   FD=2                       0.17525                     0.17518</Font></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"><Font bold="false" size="12">  6               FD=1                       0.30081                     0.30063</Font></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"><Font bold="false" size="12">                   FD=2                       0.17557                     0.17556</Font></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"><Font bold="true" size="14">Theory for nrf = 2</Font></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"><Font bold="true" size="12"> </Font></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"><Font bold="true" size="12">nrf2FD1 is probability for FD = 1</Font></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"><Font bold="true" size="12">nrf2FD2 is probability for FD = 2</Font></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"><Font bold="true" size="12">We leave to Maple do the work</Font></Text-field>
<Group labelreference="L315" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">restart:</Text-field>
</Input>
</Group>
<Group labelreference="L324" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal">nrf<Equation executable="false" style="2D Math" input-equation="" display="LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUkjbWlHRiQ2JVEhRicvJSdpdGFsaWNHUSV0cnVlRicvJSxtYXRodmFyaWFudEdRJ2l0YWxpY0YnL0YzUSdub3JtYWxGJw==">JSFH</Equation>=2 <Equation executable="false" style="2D Math" input-equation="" display="LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYnLUkjbW9HRiQ2LVEifkYnLyUsbWF0aHZhcmlhbnRHUSdub3JtYWxGJy8lJmZlbmNlR1EmZmFsc2VGJy8lKnNlcGFyYXRvckdGNC8lKXN0cmV0Y2h5R0Y0LyUqc3ltbWV0cmljR0Y0LyUobGFyZ2VvcEdGNC8lLm1vdmFibGVsaW1pdHNHRjQvJSdhY2NlbnRHRjQvJSdsc3BhY2VHUSYwLjBlbUYnLyUncnNwYWNlR0ZDLUkjbWlHRiQ2JVEjRkRGJy8lJ2l0YWxpY0dRJXRydWVGJy9GMFEnaXRhbGljRictRiw2LVEiPUYnRi9GMkY1RjdGOUY7Rj1GPy9GQlEsMC4yNzc3Nzc4ZW1GJy9GRUZTLUkjbW5HRiQ2JFEiMUYnRi9GLw==">LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYnLUkjbW9HRiQ2LVEifkYnLyUsbWF0aHZhcmlhbnRHUSdub3JtYWxGJy8lJmZlbmNlR1EmZmFsc2VGJy8lKnNlcGFyYXRvckdGNC8lKXN0cmV0Y2h5R0Y0LyUqc3ltbWV0cmljR0Y0LyUobGFyZ2VvcEdGNC8lLm1vdmFibGVsaW1pdHNHRjQvJSdhY2NlbnRHRjQvJSdsc3BhY2VHUSYwLjBlbUYnLyUncnNwYWNlR0ZDLUkjbWlHRiQ2JVEjRkRGJy8lJ2l0YWxpY0dRJXRydWVGJy9GMFEnaXRhbGljRictRiw2LVEiPUYnRi9GMkY1RjdGOUY7Rj1GPy9GQlEsMC4yNzc3Nzc4ZW1GJy9GRUZTLUkjbW5HRiQ2JFEiMUYnRi9GLw==</Equation> </Text-field>
</Input>
</Group>
<Group labelreference="L326" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal"><Equation executable="false" style="2D Math" input-equation="" display="LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYlLUkjbWlHRiQ2JVEpaW50ZXJ2YWxGJy8lJ2l0YWxpY0dRJXRydWVGJy8lLG1hdGh2YXJpYW50R1EnaXRhbGljRictSSNtb0dGJDYtUSJ+RicvRjNRJ25vcm1hbEYnLyUmZmVuY2VHUSZmYWxzZUYnLyUqc2VwYXJhdG9yR0Y9LyUpc3RyZXRjaHlHRj0vJSpzeW1tZXRyaWNHRj0vJShsYXJnZW9wR0Y9LyUubW92YWJsZWxpbWl0c0dGPS8lJ2FjY2VudEdGPS8lJ2xzcGFjZUdRJjAuMGVtRicvJSdyc3BhY2VHRkxGOQ==">LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYlLUkjbWlHRiQ2JVEpaW50ZXJ2YWxGJy8lJ2l0YWxpY0dRJXRydWVGJy8lLG1hdGh2YXJpYW50R1EnaXRhbGljRictSSNtb0dGJDYtUSJ+RicvRjNRJ25vcm1hbEYnLyUmZmVuY2VHUSZmYWxzZUYnLyUqc2VwYXJhdG9yR0Y9LyUpc3RyZXRjaHlHRj0vJSpzeW1tZXRyaWNHRj0vJShsYXJnZW9wR0Y9LyUubW92YWJsZWxpbWl0c0dGPS8lJ2FjY2VudEdGPS8lJ2xzcGFjZUdRJjAuMGVtRicvJSdyc3BhY2VHRkxGOQ==</Equation>1-2</Text-field>
</Input>
</Group>
<Group labelreference="L313" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">a1:=int(2/x-1,x=1..2);</Text-field>
</Input>
<Output>
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<Text-field style="Text" layout="Normal">10-20</Text-field>
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<Text-field prompt="&gt; " style="Maple Input" layout="Normal">b1:=int(10-10/x,x=1..2)+int(20/x-10/x,x=2..10);</Text-field>
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<Text-field prompt="&gt; " style="Maple Input" layout="Normal">(nrf2FD1):=evalf((a1+b1)/81);</Text-field>
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<Text-field prompt="&gt; " style="Maple Input" layout="Normal">a2:=int(3/x-2/x,x=1..2)+int(3/x-1,x=2..3);</Text-field>
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<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output" display="PkkjYTJHNiIsKComIiIjIiIiLUkjbG5HNiQlKnByb3RlY3RlZEdJKF9zeXNsaWJHRiQ2I0YnRighIiJGKEYvKiYiIiRGKC1GKjYjRjFGKEYo">LCgtSSNsbkc2JCUqcHJvdGVjdGVkR0koX3N5c2xpYkc2IjYjIiIjISIjISIiIiIiLUYkNiMiIiRGMA==</Equation></Text-field>
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<Text-field prompt="&gt; " style="Maple Input" layout="Normal">b2:=int(10-20/x,x=2..3)+int(30/x-20/x,x=3..10);</Text-field>
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<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output" display="PkkjYjJHNiIsKiIjNSIiIiomIiNJRictSSNsbkc2JCUqcHJvdGVjdGVkR0koX3N5c2xpYkdGJDYjIiIjRidGJyomRilGJy1GKzYjIiIkRichIiIqJkYmRictRis2IyIiJkYnRic=">LCoiIzUiIiItSSNsbkc2JCUqcHJvdGVjdGVkR0koX3N5c2xpYkc2IjYjIiIjIiNJLUYmNiMiIiQhI0ktRiY2IyIiJkYj</Equation></Text-field>
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<Text-field prompt="&gt; " style="Maple Input" layout="Normal">(nrf2FD2):=evalf((a2+b2)/81);</Text-field>
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<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output" display="PkkobnJmMkZEMkc2IiQiK2hbNEs9ISM1">JCIraFs0Sz0hIzU=</Equation></Text-field>
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<Text-field style="Text" bold="true" size="16" layout="Normal"></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"><Font bold="true" size="12">The correspondence with simulated and theoretical values are very good.</Font></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"><Equation executable="false" style="2D Math" input-equation="" display="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">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</Equation></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"><Font bold="true" size="12">     </Font></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"><Font bold="true" size="12">There are good reasons to trust the simulated values even for nrf  &gt; 2</Font></Text-field>
<Text-field style="Text" bold="true" size="16" layout="Normal"><Font bold="true" size="12">It seems that P(FD=1) has a maximum for nrf = 4 and that P(FD=1) for nrf&gt;2 lies near log(2)</Font></Text-field>
</Section>
<Section collapsed="false" MultipleChoiceAnswerIndex="-1" MultipleChoiceRandomizeChoices="false" TrueFalseAnswerIndex="-1" EssayAnswerRows="5" EssayAnswerColumns="60"><Title>
<Text-field style="Heading 1" family="Arial" layout="Heading 1"><Font family="Arial" size="16"> </Font><Font family="Arial">Simulation: Principle Slide Rule </Font></Text-field></Title><Presentation-Block>
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<Text-field style="Text" layout="Normal"><Font bold="true">We study the numbers  k * r  where r is a given irrational number and k passes the natural numbers from 1 to trial   </Font>    </Text-field>
<Text-field style="Text" layout="Normal">       c   to convert    from   <Equation executable="false" style="Text" input-equation="" display="LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYlLUkjbWlHRiQ2JVEhRicvJSdpdGFsaWNHUSV0cnVlRicvJSxtYXRodmFyaWFudEdRJ2l0YWxpY0YnLUklbXN1cEdGJDYlLUkjbW9HRiQ2LVEvJkV4cG9uZW50aWFsRTtGJy9GM1Enbm9ybWFsRicvJSZmZW5jZUdRJnVuc2V0RicvJSpzZXBhcmF0b3JHRkAvJSlzdHJldGNoeUdGQC8lKnN5bW1ldHJpY0dGQC8lKGxhcmdlb3BHRkAvJS5tb3ZhYmxlbGltaXRzR0ZALyUnYWNjZW50R0ZALyUnbHNwYWNlR1EmMC4wZW1GJy8lJ3JzcGFjZUdRLDAuMTExMTExMWVtRictRiM2JC1GLDYlUSJ4RidGL0YyRjwvJTFzdXBlcnNjcmlwdHNoaWZ0R1EiMEYnRjw=">LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYlLUkjbWlHRiQ2JVEhRicvJSdpdGFsaWNHUSV0cnVlRicvJSxtYXRodmFyaWFudEdRJ2l0YWxpY0YnLUklbXN1cEdGJDYlLUkjbW9HRiQ2LVEvJkV4cG9uZW50aWFsRTtGJy9GM1Enbm9ybWFsRicvJSZmZW5jZUdRJnVuc2V0RicvJSpzZXBhcmF0b3JHRkAvJSlzdHJldGNoeUdGQC8lKnN5bW1ldHJpY0dGQC8lKGxhcmdlb3BHRkAvJS5tb3ZhYmxlbGltaXRzR0ZALyUnYWNjZW50R0ZALyUnbHNwYWNlR1EmMC4wZW1GJy8lJ3JzcGFjZUdRLDAuMTExMTExMWVtRictRiM2JC1GLDYlUSJ4RidGL0YyRjwvJTFzdXBlcnNjcmlwdHNoaWZ0R1EiMEYnRjw=</Equation>  = exp(x)  to   <Equation executable="false" style="Text" input-equation="" display="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">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</Equation></Text-field>
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<Text-field prompt="&gt; " style="Maple Input" layout="Normal">restart: r:=evalf(-sqrt(2)/2): s:=0: c:=evalf(ln(10)):</Text-field>
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<Text-field prompt="&gt; " style="Maple Input" layout="Normal">trial:=10000:</Text-field>
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<Text-field style="Text" layout="Normal">      In sumlog we add the irrational number r to s.  s is transformed to (0,1) . Let log(u) = r. 
      The effect of add r is the same as multiply with u. </Text-field>
<Text-field style="Text" layout="Normal">      On the slide rule we add distances when doing multiplication. </Text-field>
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<Text-field prompt="&gt; " style="Maple Input" layout="Normal">sumlog:=proc() global s,r,c; 
s:=s+r;  while s&lt;0 do s:=s+1 end do; 
trunc(exp(s*c)) 
end proc;</Text-field>
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<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output" display="Pkknc3VtbG9nRzYiZipGJEYkRiRGJEMlPkkic0dGJCwmRigiIiJJInJHRiRGKj8oRiRGKkYqRiQyRigiIiE+RigsJkYoRipGKkYqLUkmdHJ1bmNHJSpwcm90ZWN0ZWRHNiMtSSRleHBHRiQ2IyomRihGKkkiY0dGJEYqRiQ2JUYoRitGOUYk">Zio2IkYjRiNGI0MlPkkic0dGIywmRiYiIiJJInJHRiNGKD8oRiNGKEYoRiMyRiYiIiE+RiYsJkYmRihGKEYoLUkmdHJ1bmNHJSpwcm90ZWN0ZWRHNiMtSSRleHBHRiM2IyomRiZGKEkiY0dGI0YoRiM2JUYmRilGN0Yj</Equation></Text-field>
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<Group labelreference="L267" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">for i from 1 to 9 do u[i]:=0 end do:</Text-field>
</Input>
</Group>
<Group labelreference="L268" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">for k from 1 to trial do t:=sumlog():
u[t]:=u[t]+1 end do:</Text-field>
</Input>
</Group>
<Group labelreference="L262" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">Digits:=5: print(digit,relfreq);
for k from 1 to 9 do k, evalf(u[k]/trial) end do;</Text-field>
</Input>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiRJJmRpZ2l0RzYiSShyZWxmcmVxR0Yk</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiIkIiY1LCQhIiY=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiMkIiY1dyIhIiY=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiQkIiYrRCIhIiY=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiUkIiYrbyohIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiYkIiYrI3ohIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIickIiYrcCchIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIigkIiYrIWUhIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIikkIiYrOCYhIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiokIiYrYyUhIic=</Equation></Text-field>
</Output>
</Group>
</Section>
<Section collapsed="false" MultipleChoiceAnswerIndex="-1" MultipleChoiceRandomizeChoices="false" TrueFalseAnswerIndex="-1" EssayAnswerRows="5" EssayAnswerColumns="60"><Title>
<Text-field style="Heading 1" layout="Heading 1"><Font family="Arial">Benfords law</Font></Text-field></Title>
<Group labelreference="L279" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal"><Font size="16"> <Font bold="true">table of log(i+1)-log(i) for i = 1..9</Font></Font></Text-field>
</Input>
</Group>
<Group labelreference="L280" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">Digits:=5:print('i','log10(1+1/i)');
for i from 1 to 9 do i,evalf(log10(1+1/i)) end do;</Text-field>
</Input>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output" display="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">NiRJImlHNiItSSZsb2cxMEdGJDYjLCYiIiJGKSokRiMhIiJGKQ==</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiIkIiYuLCQhIiY=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiMkIiY0dyIhIiY=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiQkIiYkXDchIiY=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiUkIiYzcCohIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiYkIiYhPXohIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIickIiZmcCchIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIigkIiYzIWUhIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIikkIiZeNiYhIic=</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NiQiIiokIiZgZCUhIic=</Equation></Text-field>
</Output>
</Group>
</Section>
<Section collapsed="false" MultipleChoiceAnswerIndex="-1" MultipleChoiceRandomizeChoices="false" TrueFalseAnswerIndex="-1" EssayAnswerRows="5" EssayAnswerColumns="60"><Title>
<Text-field style="Heading 1" layout="Heading 1"><Font family="Arial">Results and comments</Font></Text-field></Title>
<Group labelreference="L291" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true" size="14">                               slide rule principle         Benfords law</Font></Text-field>
<Text-field style="Text" bold="true" layout="Normal"><Font bold="true">FD = 1                                 0.30103                                0.30103</Font></Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true">FD =</Font> <Font bold="true">2                                 0.17609                                0.17609</Font></Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true">The agreement between simulation and Benfords law is not surprising.</Font></Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" layout="Normal">We study the numbers   k*r  where r is an irrational number and k passes the the natural numbers </Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true">It is a known fact the  numbers frac(k*r) lie densely and the distribution is uniform  on the interval (0,1)</Font></Text-field>
<Text-field style="Text" layout="Normal">Let  log (u) = r. In the following we assume that  <Equation executable="false" style="Text" input-equation="" display="LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1cEdGJDYlLUkjbWlHRiQ2JVEidUYnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYkLUYvNiVRImtGJ0YyRjUvRjZRJ25vcm1hbEYnLyUxc3VwZXJzY3JpcHRzaGlmdEdRIjBGJ0Y9">LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1cEdGJDYlLUkjbWlHRiQ2JVEidUYnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYkLUYvNiVRImtGJ0YyRjUvRjZRJ25vcm1hbEYnLyUxc3VwZXJzY3JpcHRzaGlmdEdRIjBGJ0Y9</Equation>  is reduced to the interval (0,1)</Text-field>
<Text-field style="Text" layout="Normal">Let F(x) be the probability that   <Equation executable="false" style="Text" input-equation="" display="LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1cEdGJDYlLUkjbWlHRiQ2JVEidUYnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYmLUYvNiVRImtGJ0YyRjUtSSNtb0dGJDYtUSJ+RicvRjZRJ25vcm1hbEYnLyUmZmVuY2VHUSZmYWxzZUYnLyUqc2VwYXJhdG9yR0ZFLyUpc3RyZXRjaHlHRkUvJSpzeW1tZXRyaWNHRkUvJShsYXJnZW9wR0ZFLyUubW92YWJsZWxpbWl0c0dGRS8lJ2FjY2VudEdGRS8lJ2xzcGFjZUdRJjAuMGVtRicvJSdyc3BhY2VHRlRGPUZBLyUxc3VwZXJzY3JpcHRzaGlmdEdRIjBGJ0ZB">LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1cEdGJDYlLUkjbWlHRiQ2JVEidUYnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYmLUYvNiVRImtGJ0YyRjUtSSNtb0dGJDYtUSJ+RicvRjZRJ25vcm1hbEYnLyUmZmVuY2VHUSZmYWxzZUYnLyUqc2VwYXJhdG9yR0ZFLyUpc3RyZXRjaHlHRkUvJSpzeW1tZXRyaWNHRkUvJShsYXJnZW9wR0ZFLyUubW92YWJsZWxpbWl0c0dGRS8lJ2FjY2VudEdGRS8lJ2xzcGFjZUdRJjAuMGVtRicvJSdyc3BhY2VHRlRGPUZBLyUxc3VwZXJzY3JpcHRzaGlmdEdRIjBGJ0ZB</Equation>&lt; x.      F(x) = P (<Equation executable="false" style="Text" input-equation="" display="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">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</Equation>)</Text-field>
<Text-field style="Text" layout="Normal">This implies   </Text-field>
<Text-field style="Text" layout="Normal"> log(<Equation executable="false" style="Text" input-equation="" display="LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1cEdGJDYlLUkjbWlHRiQ2JVEidUYnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYkLUYvNiVRImtGJ0YyRjUvRjZRJ25vcm1hbEYnLyUxc3VwZXJzY3JpcHRzaGlmdEdRIjBGJ0Y9">LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1cEdGJDYlLUkjbWlHRiQ2JVEidUYnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYkLUYvNiVRImtGJ0YyRjUvRjZRJ25vcm1hbEYnLyUxc3VwZXJzY3JpcHRzaGlmdEdRIjBGJ0Y9</Equation>) &lt; log(x)       and this is  equivalent with  frac(k*r) &lt; log(x)</Text-field>
<Text-field style="Text" layout="Normal">So we have <Font bold="true">F(x) = log(x)</Font></Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" layout="Normal">First digit in<Font encoding="UTF-8"> frac(k*r)) \342\211\244 j implies frac(k*r) &lt; j+1. This occurs with  the probability log(j+1)</Font></Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true">P(First Digit = h) = log(h+1)-log(h) = log(1+1/h)   </Font> </Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" layout="Normal"><Font bold="true">Slide rule</Font> :</Text-field>
<Text-field style="Text" layout="Normal">To multiply with u repeatedly  is the same as  add distance r repeatedly. If necessary go 'back to' interval (1,10).</Text-field>
<Text-field style="Text" layout="Normal">We note that the <Font bold="true">distribution is dense and uniform</Font></Text-field>
<Text-field style="Text" layout="Normal">How often do we end in the interval (1,2) on the slide rule?.</Text-field>
<Text-field style="Text" layout="Normal">The relative frequency must be the ratio on the slide rule between distance (1-2) and distance (1-10)   i e  log(2).</Text-field>
<Text-field style="Text" layout="Normal">So we may realize that the relative frequency for first digit is equal to 1 is log(2)</Text-field>
<Text-field style="Text" layout="Normal"> </Text-field>
</Input>
</Group>
</Section>
<Section collapsed="false" MultipleChoiceAnswerIndex="-1" MultipleChoiceRandomizeChoices="false" TrueFalseAnswerIndex="-1" EssayAnswerRows="5" EssayAnswerColumns="60"><Title>
<Text-field style="Heading 1" layout="Heading 1"><Font family="Arial">Simulation: Another approach </Font></Text-field></Title>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" layout="Normal">When multiply with a random number <Font bold="true">the products are  accumulated</Font>. In this program we only study  FD=1</Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
<Group labelreference="L366" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">restart: with(RandomTools[MersenneTwister]);</Text-field>
</Input>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">NypJLkdlbmVyYXRlRmxvYXRHNiJJMEdlbmVyYXRlRmxvYXQ2NEdGJEkwR2VuZXJhdGVJbnRlZ2VyR0YkSTJHZW5lcmF0ZUludGVnZXIzMkdGJEk2R2VuZXJhdGVVbnNpZ25lZEludDMyR0YkSSlHZXRTdGF0ZUdGJEktTmV3R2VuZXJhdG9yR0YkSSlTZXRTdGF0ZUdGJA==</Equation></Text-field>
</Output>
</Group>
<Group labelreference="L382" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">M:=NewGenerator(range=10^10);</Text-field>
</Input>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output" display="PkkiTUc2ImYqRiRGJEYkRiQtZipGJEYkNiMvSShidWlsdGluR0YkSTRSYW5kTnVtYmVySW50ZXJmYWNlR0YkRiRGJEYkRiRGJDYlIiInIiwrKysrKyIiI01GJEYkRiQ=">Zio2IkYjRiNGIy1mKkYjRiM2Iy9JKGJ1aWx0aW5HRiNJNFJhbmROdW1iZXJJbnRlcmZhY2VHRiNGI0YjRiNGI0YjNiUiIiciLCsrKysrIiIjTUYjRiNGIw==</Equation></Text-field>
</Output>
</Group>
<Group labelreference="L372" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal">       </Text-field>
</Input>
</Group><Presentation-Block>
<Group view="presentation" hide-input="false" hide-output="true" inline-output="false" labelreference="L373" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal">      In maple we multiply pr with a random number in the interval (0.01 - 0.1) (In Float(M(),-11) 
      On the slide rule we start with 1 and multiply repeatedly with random numbers (uniformly distributed) </Text-field>
<Text-field style="Text" layout="Normal">      and read the first digit for every new random number. 
      For every new serie we start with pr=1</Text-field>
</Input>
</Group></Presentation-Block>
<Group labelreference="L368" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">maple:=proc() global pr; 
pr:=pr*Float(M(),-11);  
while pr&lt;1 do pr:=pr*10 end do; 
trunc(pr) 
end proc;</Text-field>
</Input>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output" display="PkkmbWFwbGVHNiJmKkYkRiRGJEYkQyU+SSNwckdGJComRigiIiItSSZGbG9hdEclKnByb3RlY3RlZEc2JC1JIk1HRiRGJCEjNkYqPyhGJEYqRipGJDJGKEYqPkYoLCQqJiIjNUYqRihGKkYqLUkmdHJ1bmNHRi02I0YoRiRGOkYk">Zio2IkYjRiNGI0MlPkkjcHJHRiMqJkYmIiIiLUkmRmxvYXRHJSpwcm90ZWN0ZWRHNiQtSSJNR0YjRiMhIzZGKD8oRiNGKEYoRiMyRiZGKD5GJiwkRiYiIzUtSSZ0cnVuY0dGKzYjRiZGI0Y3RiM=</Equation></Text-field>
</Output>
</Group><Presentation-Block>
<Group view="presentation" hide-input="false" hide-output="true" inline-output="false" labelreference="L371" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal">      <Font bold="true" size="14"> Start new experiment  from here</Font></Text-field>
</Input>
</Group></Presentation-Block><Presentation-Block>
<Group view="presentation" hide-input="false" hide-output="true" inline-output="false" labelreference="L377" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal">      Choose number of <Font bold="true">trial</Font>s for each <Font bold="true">serie</Font>    </Text-field>
</Input>
</Group></Presentation-Block>
<Group labelreference="L376" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">trial:=10000: serie :=3:</Text-field>
</Input>
</Group>
<Group labelreference="L374" drawlabel="true">
<Input>
<Text-field prompt="&gt; " style="Maple Input" layout="Normal">for i from 1 to serie  do u[i]:=0: 
pr:=1:for k from 1 to trial do t:=maple():
if t=1 then u[i]:=u[i]+1 end if end do: end do:
Digits:=5: print(relfreq);
for k from 1 to serie do  evalf(u[k]/trial) end do; 
print(average);
su:=0: for k from 1 to serie do su :=su + u[k]: end do: 
evalf(su/trial/serie);</Text-field>
</Input>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">SShyZWxmcmVxRzYi</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">JCImUyskISIm</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">JCImIUdJISIm</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">JCImUyZIISIm</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">SShhdmVyYWdlRzYi</Equation></Text-field>
</Output>
<Output>
<Text-field style="2D Output" layout="Maple Output"><Equation executable="false" style="2D Output">JCImYCpIISIm</Equation></Text-field>
</Output>
</Group><Presentation-Block>
<Group view="presentation" hide-input="false" hide-output="true" inline-output="false" labelreference="L381" drawlabel="true">
<Input>
<Text-field style="Text" layout="Normal">     </Text-field>
<Text-field style="Text" layout="Normal">     <Font bold="true" size="16">COMMENTS</Font></Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" layout="Normal">    </Text-field>
<Text-field style="Text" layout="Normal">     From the results we can see the variations in the series of simulations. </Text-field>
<Text-field style="Text" layout="Normal">     <Font bold="true">It seems that the probability for FD=1 is near log(2) as in the other simulations. </Font></Text-field>
<Text-field style="Text" layout="Normal">     Theory may be rather complex.</Text-field>
<Text-field style="Text" layout="Normal">     <Font bold="true">Do your own experiments with several values for trial and serie</Font></Text-field>
<Text-field style="Text" layout="Normal">    </Text-field>
<Text-field style="Text" layout="Normal">     This simulation resembles <Font bold="true">SIMULATION Principle slide Rule</Font> There we added a constant term.</Text-field>
<Text-field style="Text" layout="Normal">     Here we perform the  simulation by  multiplying with a new factor at haphazard every time on the slide rule:</Text-field>
<Text-field style="Text" layout="Normal"></Text-field>
<Text-field style="Text" layout="Normal">     <Font bold="true">How often will the result end up between 1 and 2 on the slide rule?</Font></Text-field>
<Text-field style="Text" layout="Normal">     </Text-field>
<Text-field style="Text" layout="Normal">     <Font bold="true">If you wish to write comments to me by e-mail, 
     you must specify the subject to   'First Digit'   (e-mail with other subjects are deleted) </Font></Text-field>
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Legal Notice: The copyright for this application is owned by the author(s). Neither Maplesoft nor the author are responsible for any errors contained within and are not liable for any damages resulting from the use of this material. This application is intended for non-commercial, non-profit use only. Contact the author for permission if you wish to use this application in for-profit activities.
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