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 <!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.0 20120330//EN" "http://jats.nlm.nih.gov/publishing/1.0/JATS-journalpublishing1.dtd"> <article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="research-article" dtd-version="1.0" xml:lang="en">
  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">JMBR</journal-id>
      <journal-title-group>
        <journal-title>Journal of Model Based Research</journal-title>
      </journal-title-group>
      <issn pub-type="epub">2643-2811</issn>
      <publisher>
        <publisher-name>Open Access Pub</publisher-name>
        <publisher-loc>United States</publisher-loc>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.14302/issn.2643-2811.jmbr-21-3954</article-id>
      <article-id pub-id-type="publisher-id">JMBR-21-3954</article-id>
      <article-categories>
        <subj-group>
          <subject>research-article</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Was there voter fraud in the 2021 Peru Presidential Elections?</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Raúl</surname>
            <given-names>Isea</given-names>
          </name>
          <xref ref-type="aff" rid="idm1842218460">1</xref>
          <xref ref-type="aff" rid="idm1842217956">*</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Jesús</surname>
            <given-names>Isea</given-names>
          </name>
          <xref ref-type="aff" rid="idm1842218460">1</xref>
        </contrib>
      </contrib-group>
      <aff id="idm1842218460">
        <label>1</label>
        <addr-line>Fundación Instituto de Estudios Avanzados, Hoyo de la Puerta, Baruta, Venezuela.</addr-line>
      </aff>
      <aff id="idm1842217956">
        <label>*</label>
        <addr-line>Corresponding author</addr-line>
      </aff>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Åžafak</surname>
            <given-names>Taktak</given-names>
          </name>
          <xref ref-type="aff" rid="idm1842341764">1</xref>
        </contrib>
      </contrib-group>
      <aff id="idm1842341764">
        <label>1</label>
        <addr-line>Psychiatry Department Ahi Evran University Education and Research Hospita,       Turkey.</addr-line>
      </aff>
      <author-notes>
        <corresp>
          Raúl Isea, Fundación Instituto de Estudios Avanzados, Hoyo de la Puerta, Baruta, Venezuela. Email: <email>raul.isea@gmail.com</email>
        </corresp>
        <fn fn-type="conflict" id="idm1842265236">
          <p>The authors have declared that no competing interests exist.</p>
        </fn>
      </author-notes>
      <pub-date pub-type="epub" iso-8601-date="2021-10-21">
        <day>21</day>
        <month>10</month>
        <year>2021</year>
      </pub-date>
      <volume>1</volume>
      <issue>4</issue>
      <fpage>1</fpage>
      <lpage>5</lpage>
      <history>
        <date date-type="received">
          <day>09</day>
          <month>09</month>
          <year>2021</year>
        </date>
        <date date-type="accepted">
          <day>18</day>
          <month>10</month>
          <year>2021</year>
        </date>
        <date date-type="online">
          <day>21</day>
          <month>10</month>
          <year>2021</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>© </copyright-statement>
        <copyright-year>2021</copyright-year>
        <copyright-holder>Raúl Isea, et al.</copyright-holder>
        <license xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">
          <license-p>This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
        </license>
      </permissions>
      <self-uri xlink:href="http://openaccesspub.org/jmbr/article/1713">This article is available from http://openaccesspub.org/jmbr/article/1713</self-uri>
      <abstract>
        <p>This paper performs a forensic study of the Peru’s presidential election on June 6<sup>th</sup>, 2021 between Pedro Castillo and Keiko Fujimori, where ex-candidate Keiko Fujimori claimed there had been irregularities.  We calculate three p-values that help us determine if there was fraud.  The      consensus of the results indicates that there was no manipulation of the results.   </p>
      </abstract>
      <kwd-group>
        <kwd>Benford</kwd>
        <kwd>Fraud</kwd>
        <kwd>Forensic Analysis</kwd>
        <kwd>Peru</kwd>
        <kwd>Elections</kwd>
        <kwd>Pedro Castillo</kwd>
        <kwd>Keiko Fujimori.</kwd>
      </kwd-group>
      <counts>
        <fig-count count="0"/>
        <table-count count="2"/>
        <page-count count="5"/>
      </counts>
    </article-meta>
  </front>
  <body>
    <sec id="idm1842080956" sec-type="intro">
      <title>Introduction</title>
      <p>On April 11<sup>th</sup>, 2021 the first round                   presidential election was held with 24 political           parties, where it was projected as potential winners the Peru Libre candidate Pedro Castillo and the             Fuerza Popular candidate Keiko Fujimori with 2,724,752 and 1,930,762 votes, respectively. The   second round was held on June 6<sup>th</sup>, 2021, where           Pedro Castillo was chosen as winner with 8,835,579 votes against the 8,791,521 obtained by Fujimori. As a matter of fact, the National Office of Electoral           Processes (known as ONPE, by Spanish initials)           declared that there was 17,620,000 valid votes, 121,477 blank votes and 25.43% of abstention (details in ONPE, https://www.resultadossep.eleccionesgenerales2021.pe/SEP2021/).</p>
      <p>However, on June 8<sup>th</sup> the right-wing           conservative candidate Keiko Fujimori denounced there had been irregularities in favor of Pedro              Castillo<xref ref-type="bibr" rid="ridm1849916516">1</xref>, and even claimed that the elections had to be held again<xref ref-type="bibr" rid="ridm1849915580">2</xref> Nevertheless, Keiko Fujimori                      recognized the victory of her opponent on July 26<sup>th</sup> , and finally the ONPE declared as winner to Pedro Castillo.</p>
      <p>For this reason, we performed a study based on statistical techniques according to the Benford’s Law<xref ref-type="bibr" rid="ridm1849919396">3</xref> to determine if there actually was any manipulation in              results. This methodology has been employed in some many studies<xref ref-type="bibr" rid="ridm1849919396">3</xref><xref ref-type="bibr" rid="ridm1849924660">4</xref><xref ref-type="bibr" rid="ridm1850016740">5</xref><xref ref-type="bibr" rid="ridm1849776748">6</xref><xref ref-type="bibr" rid="ridm1849777612">7</xref>. Moreover, this law has even been used in presidential elections as explained by Mebane<xref ref-type="bibr" rid="ridm1849811812">8</xref> and            Deckert et al<xref ref-type="bibr" rid="ridm1849816348">9</xref> as explained in the next section. </p>
    </sec>
    <sec id="idm1842078292" sec-type="methods">
      <title>Methodology</title>
      <p>The forensic analysis was performed with the same computational methodology employed both in the Covid-19 registered cases study<xref ref-type="bibr" rid="ridm1849776748">6</xref>, and in the recent US elections held in 2020<xref ref-type="bibr" rid="ridm1849777612">7</xref>. This methodology is based in the Benford’s Law, and we determine three critical values.</p>
      <p>The p-value(χ<sup>2</sup>),  p-value(Man) and p-value(FW),  refer collectively to as p-values, were calculated in the following way<xref ref-type="bibr" rid="ridm1849776748">6</xref><xref ref-type="bibr" rid="ridm1849777612">7</xref>. The first value [ p-value(χ<sup>2</sup>) ] comes from the occurrence frequency of first digit of the data (left to right), which is based on the Benford’s Law of the first digit, and the probability should follow the following mathematical relation<xref ref-type="bibr" rid="ridm1849813108">10</xref>:  </p>
      <fig id="idm1850604388">
        <graphic xlink:href="images/image1.png" mime-subtype="png"/>
      </fig>
      <p>Where i goes from 1 to 9 (excluding zero). With these probabilities, the Pearson value (χ<xref ref-type="bibr" rid="ridm1849915580">2</xref>) is calculated to detect discrepancies in data, which is given by:</p>
      <fig id="idm1850602156">
        <graphic xlink:href="images/image2.png" mime-subtype="png"/>
      </fig>
      <p> </p>
      <p>where P(k) and b(k) are the distributions          obtained from the votes and the expected from Benford’s Law, respectively. Thanks to this value, it was possible to determine the p-value(χ<sup>2</sup>) which indicates us whenever data is correct, as long as it is greater than or equal to 0.05<xref ref-type="bibr" rid="ridm1849776748">6</xref><xref ref-type="bibr" rid="ridm1849777612">7</xref>.</p>
      <p>The next value, p-value(Man), employs the            Mantissa Arc test, and to do so we must find the mass           center of data according to the following mathematical relation<xref ref-type="bibr" rid="ridm1849813108">10</xref>:</p>
      <fig id="idm1850592924">
        <graphic xlink:href="images/image3.png" mime-subtype="png"/>
      </fig>
      <p> </p>
      <p>where the x<sub>i</sub> are the votes to validate, and N is the total number of them. We then calculated the L<sup>2</sup> term given by:</p>
      <fig id="idm1850592708">
        <graphic xlink:href="images/image4.png" mime-subtype="png"/>
      </fig>
      <p>where L<sup>2</sup> should be almost zero, it means, while greater than zero, it is possible to suspect a manipulation of the elections.</p>
      <p>So the p-value(Man) equals to:</p>
      <fig id="idm1850590764">
        <graphic xlink:href="images/image5.png" mime-subtype="png"/>
      </fig>
      <p>Finally, the p-value (FW) is known as the               Freedman-Watson test (FW), designed to compare           discrete distributions based on the following                  mathematical relation<xref ref-type="bibr" rid="ridm1849734580">11</xref>:</p>
      <fig id="idm1850588604">
        <graphic xlink:href="images/image6.png" mime-subtype="png"/>
      </fig>
      <p> </p>
      <p>However, it is recommended to check Freedman’s original paper<xref ref-type="bibr" rid="ridm1849734580">11</xref>to know every mathematical detail of this last equation.</p>
      <p>So, there would be no suspicion of manipulation of the election, if any of the  p-values is greater than or equal to 0.05. Nevertheless, if all three values are less than 0.05, it is a sign of inconsistency or fraud<xref ref-type="bibr" rid="ridm1849776748">6</xref><xref ref-type="bibr" rid="ridm1849777612">7</xref>.</p>
      <p>Finally, we want to validate this methodology  according to the total number of voters inscribed in            twenty five Peru states according the ONPE data, <italic>i.e</italic>. in the states of Amazonas, Ancash, Apurimac, Arequipa,                Ayacucho, Cajamarca, Callao, Cusco, Huancavelica, Huanuco, Ica, Junin, La Libertad, Lambayeque, Lima,         Loreto, Madre de Dios, Moquegua, Pasco, Piura, Puno, San Martin, Tacna, Tumbes, and Ucayal. Finally we analyzed the second round election results grouped by political  party.</p>
    </sec>
    <sec id="idm1842052036" sec-type="results">
      <title>Results</title>
      <p>In <xref ref-type="table" rid="idm1850573276">Table 1</xref> we present all the data collected for the study according to the ONPE results. In this table we can observe that Pedro Castillo loss in six of twenty five states (<italic>ie</italic><italic>.</italic>, Callao, La Libertad, Lambayeque, Lima, Piura, and Tumbes). In the Loreto state, for instance, Castillo won only for 5,350 votes (which represent about 1.46% of the electoral roll), and in the Ica state while the votes              difference was a little higher (5626 votes ahead for           Castillo), this difference is only 1.09% of the electoral           register in this last state. In contrast, there were some states where the difference was way higher, such as Puno: where Castillo won over with more than 580 thousand votes (a difference of almost 75% of the electoral roll).The most favorable state for Fujimori was Lima, where she outnumbered Castillo by almost two million votes, which only represent 27,67% of difference in between them.</p>
      <p>We show the p-values for the total of all                     registered votes in the electoral roll of Peru in the <xref ref-type="table" rid="idm1850449524">Table 2</xref>, and also the analysis of the votes obtained by Pedro              Castillo and Keiko Fujimori, respectively. As we can see in this table, there’s no evidence of data manipulation as the all surpass the threshold value of 0.05.  Furthermore, the L<sup>2</sup>value must be close to zero and there are also                similarities between all of them (see <xref ref-type="table" rid="idm1850449524">Table 2</xref>)</p>
      <table-wrap id="idm1850573276">
        <label>Table 1.</label>
        <caption>
          <title> Peru’s states where is indicated the number of electors for each state, and the votes obtained for Pedro Castillo and Keiko Fujimori.</title>
        </caption>
        <table rules="all" frame="box">
          <tbody>
            <tr>
              <td>
                <bold>State</bold>
              </td>
              <td>
                <bold>Total voters</bold>
              </td>
              <td>
                <bold>Votes for Pedro             Castillo</bold>
              </td>
              <td>
                <bold>Votes for </bold>
                <bold>Keiko  Fujimori</bold>
              </td>
            </tr>
            <tr>
              <td>Amazonas</td>
              <td>161,890</td>
              <td>98,716</td>
              <td>52,913</td>
            </tr>
            <tr>
              <td>Ancash</td>
              <td>597,055</td>
              <td>314,394</td>
              <td>233,325</td>
            </tr>
            <tr>
              <td>Apurimac</td>
              <td>209,560</td>
              <td>160,943</td>
              <td>36,737</td>
            </tr>
            <tr>
              <td>Arequipa</td>
              <td>900,759</td>
              <td>549,681</td>
              <td>299,759</td>
            </tr>
            <tr>
              <td>Ayacucho</td>
              <td>287,140</td>
              <td>223,383</td>
              <td>49,130</td>
            </tr>
            <tr>
              <td>Cajamarca</td>
              <td>690,285</td>
              <td>456,128</td>
              <td>190,041</td>
            </tr>
            <tr>
              <td>Callao</td>
              <td>642,766</td>
              <td>195,098</td>
              <td>403,813</td>
            </tr>
            <tr>
              <td>Cusco</td>
              <td>718,117</td>
              <td>561,406</td>
              <td>116,299</td>
            </tr>
            <tr>
              <td>Huancavelica</td>
              <td>174,567</td>
              <td>139,498</td>
              <td>26,243</td>
            </tr>
            <tr>
              <td>Huanuco</td>
              <td>367,857</td>
              <td>229,059</td>
              <td>114,648</td>
            </tr>
            <tr>
              <td>Ica</td>
              <td>515,652</td>
              <td>231,546</td>
              <td>225,920</td>
            </tr>
            <tr>
              <td>Junin</td>
              <td>693,301</td>
              <td>377,083</td>
              <td>271,117</td>
            </tr>
            <tr>
              <td>La Libertad</td>
              <td>1,022,886</td>
              <td>376,424</td>
              <td>570,558</td>
            </tr>
            <tr>
              <td>Lambayeque</td>
              <td>711,954</td>
              <td>274,662</td>
              <td>387,053</td>
            </tr>
            <tr>
              <td>Lima</td>
              <td>6,418,172</td>
              <td>2,127,809</td>
              <td>3,903,451</td>
            </tr>
            <tr>
              <td>Loreto</td>
              <td>366,268</td>
              <td>176,864</td>
              <td>171,514</td>
            </tr>
            <tr>
              <td>Madre de Dios</td>
              <td>76,770</td>
              <td>50,244</td>
              <td>20,533</td>
            </tr>
            <tr>
              <td>Moquegua</td>
              <td>114,448</td>
              <td>78,009</td>
              <td>28,926</td>
            </tr>
            <tr>
              <td>Pasco</td>
              <td>130,700</td>
              <td>80,358</td>
              <td>42,140</td>
            </tr>
            <tr>
              <td>Piura</td>
              <td>996,743</td>
              <td>363,786</td>
              <td>560,618</td>
            </tr>
            <tr>
              <td>Puno</td>
              <td>733,093</td>
              <td>624,592</td>
              <td>76,280</td>
            </tr>
            <tr>
              <td>San Martin</td>
              <td>430,319</td>
              <td>222,029</td>
              <td>177,108</td>
            </tr>
            <tr>
              <td>Tacna</td>
              <td>219,577</td>
              <td>150,672</td>
              <td>57,187</td>
            </tr>
            <tr>
              <td>Tumbes</td>
              <td>131,348</td>
              <td>41,464</td>
              <td>80,064</td>
            </tr>
            <tr>
              <td>Ucayali</td>
              <td>258,435</td>
              <td>115,356</td>
              <td>126,116</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <table-wrap id="idm1850449524">
        <label>Table 2.</label>
        <caption>
          <title> The p-values for the total of all registered votes in the electoral roll of Peru, the votes received by Pedro Castillo and Keiko Fujimori, according to the data indicated in Table 1.</title>
        </caption>
        <table rules="all" frame="box">
          <tbody>
            <tr>
              <td> </td>
              <td>
                <bold>Total votes of </bold>
                <bold>the  electoral</bold>
                <bold> register</bold>
              </td>
              <td>
                <bold>Votes obtained for Pedro Castillo</bold>
              </td>
              <td>
                <bold>Votes obtained for Keiko Fujimori</bold>
              </td>
            </tr>
            <tr>
              <td>p-Valor(χ2)</td>
              <td>0,19</td>
              <td>0,97</td>
              <td>0,53</td>
            </tr>
            <tr>
              <td>p-Valor(Man)</td>
              <td>0,21</td>
              <td>0,44</td>
              <td>0,22</td>
            </tr>
            <tr>
              <td>L<xref ref-type="bibr" rid="ridm1849915580">2</xref></td>
              <td>0,06</td>
              <td>0,03</td>
              <td>0,06</td>
            </tr>
            <tr>
              <td>p-Valor(FW)</td>
              <td>0,19</td>
              <td>0,88</td>
              <td>0,44</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
    </sec>
    <sec id="idm1841970764" sec-type="conclusions">
      <title>Conclusion</title>
      <p>This paper determined a forensic analysis of the Peru’s presidential elections on June 6, 2021. We                  determined three p-values that can help us determine if there have been manipulations of the results.  The results indicated that there is no fraud. Moreover, we show how valid is the methodology when we analyzed the electoral register in twenty five states, and therefore, we concluded that there was no fraud in Peru election.</p>
    </sec>
  </body>
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