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<journal-id></journal-id>

<journal-title-group>
<journal-title>Journal of Notebooks Now!</journal-title>
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<issn></issn>

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<publisher-name></publisher-name>
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<title-group>
<article-title>Notebooks Now! Quarto Submission Template
(lite)</article-title>
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<contrib-group>
<contrib contrib-type="author" corresp="yes">
<contrib-id contrib-id-type="orcid">0000-0002-0760-5497</contrib-id>

<name>
<surname>Purves</surname>
<given-names>Steve</given-names>
</name>
<string-name>Steve Purves</string-name>

<email>steve@curvenote.com</email>

<xref ref-type="aff" rid="aff-1">a</xref>

<xref ref-type="corresp" rid="cor-1">&#x002A;</xref>




</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">0000-0002-7859-8394</contrib-id>

<name>
<surname>Cockett</surname>
<given-names>Rowan</given-names>
</name>
<string-name>Rowan Cockett</string-name>


<xref ref-type="aff" rid="aff-1">a</xref>





</contrib>

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<aff id="aff-1">
<institution-wrap>
<institution>Curvenote</institution>
</institution-wrap>







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<author-notes>
<corresp id="cor-1">steve@curvenote.com</corresp>



</author-notes>

<pub-date date-type="pub" publication-format="electronic" iso-8601-date="2022-05-11">
<year>2022</year>
<month>5</month>
<day>11</day>
</pub-date>




<!--Supplements here -->



<history></history>

<permissions>

<license license-type="creative-commons">
<ali:license_ref xmlns:ali="http://www.niso.org/schemas/ali/1.0/">https://creativecommons.org/licenses/by-sa/4.0/</ali:license_ref>

</license>

</permissions>
<abstract>
<p>In September 2021, a significant jump in seismic activity on the
island of La Palma (Canary Islands, Spain) signaled the start of a
volcanic crisis that still continues at the time of writing. Earthquake
data is continually collected and published by the Instituto Geográphico
Nacional (IGN). We have created an accessible dataset from this and
completed preliminary data analysis which shows seismicity originating
at two distinct depths, consistent with the model of a two reservoir
system feeding the currently very active volcano.</p>
</abstract>
<kwd-group kwd-group-type="author">
<kwd>La Palma</kwd>
<kwd>Earthquakes</kwd>
</kwd-group>




</article-meta>


</front>

<body>
<sec id="introduction">
  <title>Introduction</title>
  <p>La Palma is one of the west most islands in the Volcanic
  Archipelago of the Canary Islands, a Spanish territory situated is the
  Atlantic Ocean where at their closest point are 100km from the African
  coast <xref alt="Figure 1" rid="fig-map">Figure 1</xref>. The island
  is one of the youngest, remains active and is still in the island
  forming stage.</p>
  <boxed-text>
  <p><bold>Attention</bold></p>
  <p>Pay attention to this!</p>
  </boxed-text>
  <fig id="fig-map">
    <caption><p>Figure 1: Map of La Palma in the Canary Islands. Image
    credit
    <ext-link ext-link-type="uri" xlink:href="https://commons.wikimedia.org/w/index.php?curid=76638603">NordNordWest</ext-link></p></caption>
    <graphic mimetype="image" mime-subtype="png" xlink:href="images/la-palma-map.png" />
  </fig>
  <p>La Palma has been constructed by various phases of volcanism, the
  most recent and currently active being the <italic>Cumbre
  Vieja</italic> volcano, a north-south volcanic ridge that constitutes
  the southern half of the island.</p>
  <sec id="eruption-history">
    <title>Eruption History</title>
    <p>A number of eruptions were recorded since the colonization of the
    islands by Europeans in the late 1400s, these are summarised in
    <xref alt="Table 1" rid="tbl-history">Table 1</xref>.</p>
    <table-wrap>
      <caption>
        <p>Table 1: Recent historic eruptions on La Palma</p>
      </caption>
      <table>
        <thead>
          <tr>
            <th>Name</th>
            <th>Year</th>
          </tr>
        </thead>
        <tbody>
          <tr>
            <td>Current</td>
            <td>2021</td>
          </tr>
          <tr>
            <td>Teneguía</td>
            <td>1971</td>
          </tr>
          <tr>
            <td>Nambroque</td>
            <td>1949</td>
          </tr>
          <tr>
            <td>El Charco</td>
            <td>1712</td>
          </tr>
          <tr>
            <td>Volcán San Antonio</td>
            <td>1677</td>
          </tr>
          <tr>
            <td>Volcán San Martin</td>
            <td>1646</td>
          </tr>
          <tr>
            <td>Tajuya near El Paso</td>
            <td>1585</td>
          </tr>
          <tr>
            <td>Montaña Quemada</td>
            <td>1492</td>
          </tr>
        </tbody>
      </table>
    </table-wrap>
    <p>This equates to an eruption on average every 79 years up until
    the 1971 event. The probability of a future eruption can be modeled
    by a Poisson distribution
    <xref alt="Equation 1" rid="eq-poisson">Equation 1</xref>.</p>
    <p><styled-content id="eq-poisson"><disp-formula><alternatives>
    <tex-math><![CDATA[
    p(x)=\frac{e^{-\lambda} \lambda^{x}}{x !}
     \qquad(1)]]></tex-math>
    <mml:math display="block" xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mrow><mml:mi>p</mml:mi><mml:mrow><mml:mo stretchy="true" form="prefix">(</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="true" form="postfix">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>−</mml:mo><mml:mi>λ</mml:mi></mml:mrow></mml:msup><mml:msup><mml:mi>λ</mml:mi><mml:mi>x</mml:mi></mml:msup></mml:mrow><mml:mrow><mml:mi>x</mml:mi><mml:mi>!</mml:mi></mml:mrow></mml:mfrac><mml:mspace width="2.0em"></mml:mspace><mml:mrow><mml:mo stretchy="true" form="prefix">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="true" form="postfix">)</mml:mo></mml:mrow></mml:mrow></mml:math></alternatives></disp-formula></styled-content></p>
    <p>Where <inline-formula><alternatives>
    <tex-math><![CDATA[\lambda]]></tex-math>
    <mml:math display="inline" xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mi>λ</mml:mi></mml:math></alternatives></inline-formula>
    is the number of eruptions per year, <inline-formula><alternatives>
    <tex-math><![CDATA[\lambda=\frac{1}{79}]]></tex-math>
    <mml:math display="inline" xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mrow><mml:mi>λ</mml:mi><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mn>79</mml:mn></mml:mfrac></mml:mrow></mml:math></alternatives></inline-formula>
    in this case. The probability of a future eruption in the next
    <inline-formula><alternatives>
    <tex-math><![CDATA[t]]></tex-math>
    <mml:math display="inline" xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mi>t</mml:mi></mml:math></alternatives></inline-formula>
    years can be calculated by:</p>
    <p><styled-content id="eq-probability"><disp-formula><alternatives>
    <tex-math><![CDATA[
    p_e = 1-\mathrm{e}^{-t \lambda}
     \qquad(2)]]></tex-math>
    <mml:math display="block" xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mrow><mml:msub><mml:mi>p</mml:mi><mml:mi>e</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>−</mml:mo><mml:msup><mml:mi mathvariant="normal">e</mml:mi><mml:mrow><mml:mo>−</mml:mo><mml:mi>t</mml:mi><mml:mi>λ</mml:mi></mml:mrow></mml:msup><mml:mspace width="2.0em"></mml:mspace><mml:mrow><mml:mo stretchy="true" form="prefix">(</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="true" form="postfix">)</mml:mo></mml:mrow></mml:mrow></mml:math></alternatives></disp-formula></styled-content></p>
    <p>So following the 1971 eruption the probability of an eruption in
    the following 50 years — the period ending this year — was 0.469.
    After the event, the number of eruptions per year moves to
    <inline-formula><alternatives>
    <tex-math><![CDATA[\lambda=\frac{1}{75}]]></tex-math>
    <mml:math display="inline" xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mrow><mml:mi>λ</mml:mi><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mn>75</mml:mn></mml:mfrac></mml:mrow></mml:math></alternatives></inline-formula>
    and the probability of a further eruption within the next 50 years
    (2022-2071) rises to 0.487 and in the next 100 years, this rises
    again to 0.736.</p>
  </sec>
  <sec id="magma-reservoirs">
    <title>Magma Reservoirs</title>
    <p>Studies of the magma systems feeding the volcano, such as
    (<xref alt="Marrero et al. 2019" rid="ref-marrero2019" ref-type="bibr">Marrero
    et al. 2019</xref>) has proposed that there are two main magma
    reservoirs feeding the Cumbre Vieja volcano; one in the mantle
    (30-40km depth) which charges and in turn feeds a shallower crustal
    reservoir (10-20km depth).</p>
    <fig id="fig-reservoirs">
      <caption><p>Figure 2: Proposed model from Marrero et al.
      (<xref alt="2019" rid="ref-marrero2019" ref-type="bibr">2019</xref>)</p></caption>
      <graphic mimetype="image" mime-subtype="png" xlink:href="images/reservoirs.png" />
    </fig>
    <p>In this paper, we look at recent seismicity data to see if we can
    see evidence of such a system action, see
    <xref alt="Figure 2" rid="fig-reservoirs">Figure 2</xref>.</p>
  </sec>
</sec>
<sec id="dataset">
  <title>Dataset</title>
  <p>The earthquake dataset used in our analysis was generated from the
  <ext-link ext-link-type="uri" xlink:href="https://www.ign.es/web/resources/volcanologia/tproximos/canarias.html">IGN
  web portal</ext-link> this is public data released under a permissive
  license. Data recorded using the network of Seismic Monitoring
  Stations on the island. A web scraping script was developed to pull
  data into a machine-readable form for analysis. That code tool
  <ext-link ext-link-type="uri" xlink:href="https://github.com/stevejpurves/ign-earthquake-data">is
  available on GitHub</ext-link> along with a copy of recently updated
  data.</p>
  <sec id="main-timeline-figure">
    <title>Main Timeline Figure</title>
  </sec>
  <sec id="visualising-long-term-earthquake-data">
    <title>Visualising Long term earthquake data</title>
    <p>Data taken directly from the IGN Catalog</p>
    <fig id="fig-rectangle">
      <caption><p>Figure 3: A timeline of volcanic activity through the
      years.</p></caption>
      <graphic mimetype="image" mime-subtype="png" xlink:href="article_files/figure-jats/fig-rectangle-output-1.png" />
    </fig>
  </sec>
  <sec id="cumulative-distribution-plots">
    <title>Cumulative Distribution Plots</title>
    <graphic mimetype="image" mime-subtype="png" xlink:href="article_files/figure-jats/cell-10-output-1.png" />
  </sec>
</sec>
<sec id="results">
  <title>Results</title>
  <p>The dataset was loaded into this Jupyter notebook and filtered down
  to La Palma events only. This results in 5465 data points which we
  then visualized to understand their distributions spatially, by depth,
  by magnitude and in time.</p>
  <p>From our analysis above, we can see 3 different systems in
  play.</p>
  <p>Firstly, the shallow earthquake swarm leading up to the eruption on
  19th September, related to significant surface deformation and shallow
  magma intrusion.</p>
  <p>After the eruption, continuous shallow seismicity started at
  10-15km corresponding to magma movement in the crustal reservoir.</p>
  <p>Subsequently, high magnitude events begin occurring at 30-40km
  depths corresponding to changes in the mantle reservoir. These are
  also continuous but occur with a lower frequency than in the crustal
  reservoir.</p>
</sec>
<sec id="conclusions">
  <title>Conclusions</title>
  <p>From the analysis of the earthquake data collected and published by
  IGN for the period of 11 September through to 9 November 2021.
  Visualization of the earthquake events at different depths appears to
  confirm the presence of both mantle and crustal reservoirs as proposed
  by {cite:t}<monospace>marrero2019</monospace>.</p>
  <p>A web scraping script was developed to pull data into a
  machine-readable form for analysis. That code tool
  <ext-link ext-link-type="uri" xlink:href="https://github.com/stevejpurves/ign-earthquake-data">is
  available on GitHub</ext-link> along with a copy of recently updated
  data.</p>
</sec>
<sec id="references">
  <title>References</title>
</sec>
</body>


<back>
<ref-list>
  <ref id="ref-marrero2019">
    <element-citation publication-type="article-journal">
      <person-group person-group-type="author">
        <name><surname>Marrero</surname><given-names>José</given-names></name>
        <name><surname>García</surname><given-names>Alicia</given-names></name>
        <name><surname>Berrocoso</surname><given-names>Manuel</given-names></name>
        <name><surname>Llinares</surname><given-names>Ángeles</given-names></name>
        <name><surname>Rodríguez-Losada</surname><given-names>Antonio</given-names></name>
        <name><surname>Ortiz</surname><given-names>R.</given-names></name>
      </person-group>
      <article-title>Strategies for the development of volcanic hazard maps in monogenetic volcanic fields: The example of La Palma (Canary Islands)</article-title>
      <source>Journal of Applied Volcanology</source>
      <year iso-8601-date="2019-07">2019</year><month>07</month>
      <volume>8</volume>
      <pub-id pub-id-type="doi">10.1186/s13617-019-0085-5</pub-id>
      <fpage></fpage>
      <lpage></lpage>
    </element-citation>
  </ref>
</ref-list>
</back>


</article>