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  <front>
    <journal-meta>
<journal-id journal-id-type="publisher">ADGEO</journal-id>
<journal-title-group>
<journal-title>Advances in Geosciences</journal-title>
<abbrev-journal-title abbrev-type="publisher">ADGEO</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">Adv. Geosci.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1680-7359</issn>
<publisher><publisher-name>Copernicus Publications</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>

    <article-meta>
      <article-id pub-id-type="doi">10.5194/adgeo-42-23-2016</article-id><title-group><article-title>An assessment of El Niño and La Niña impacts focused on monthly and
seasonal rainfall and extreme dry/precipitation events in mountain regions
of Colombia and México</article-title>
      </title-group><?xmltex \runningtitle{An assessment of El Ni\~{n}o and La Ni\~{n}a impacts}?><?xmltex \runningauthor{M.~C.~Pinilla~Herrera and C.~A.~Pinz\'{o}n~Correa}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1 aff2">
          <name><surname>Pinilla Herrera</surname><given-names>María Carolina</given-names></name>
          <email>omsha_ra@yahoo.com</email>
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Pinzón Correa</surname><given-names>Carlos Andrés</given-names></name>
          
        </contrib>
        <aff id="aff1"><label>1</label><institution>Centro de Investigaciones en Geografía Ambiental – UNAM, Morelia,
México</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Fundación Natura, Bogotá, Colombia</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">María Carolina Pinilla Herrera (omsha_ra@yahoo.com)</corresp></author-notes><pub-date><day>22</day><month>March</month><year>2016</year></pub-date>
      
      <volume>42</volume>
      <fpage>23</fpage><lpage>33</lpage>
      <history>
        <date date-type="received"><day>3</day><month>December</month><year>2015</year></date>
           <date date-type="rev-recd"><day>4</day><month>March</month><year>2016</year></date>
           <date date-type="accepted"><day>10</day><month>March</month><year>2016</year></date>
      </history>
      <permissions>
<license license-type="open-access">
<license-p>This work is licensed under a Creative Commons Attribution 3.0 Unported License. To view a copy of this license, visit <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/3.0/">http://creativecommons.org/licenses/by/3.0/</ext-link></license-p>
</license>
</permissions><self-uri xlink:href="https://adgeo.copernicus.org/articles/42/23/2016/adgeo-42-23-2016.html">This article is available from https://adgeo.copernicus.org/articles/42/23/2016/adgeo-42-23-2016.html</self-uri>
<self-uri xlink:href="https://adgeo.copernicus.org/articles/42/23/2016/adgeo-42-23-2016.pdf">The full text article is available as a PDF file from https://adgeo.copernicus.org/articles/42/23/2016/adgeo-42-23-2016.pdf</self-uri>


      <abstract>
    <p>The influence of El Niño and La Niña on monthly and
seasonal rainfall over mountain landscapes in Colombia and México was
assessed based on the Oceanic Niño Index (ONI). A statistical analysis
was develop to compare the extreme dry/precipitation events between El
Niño, La Niña and Neutral episodes. For both areas, it was observed
that El Niño and La Niña episodes are associated with important
increases or decreases in rainfall. However, Neutral episodes showed the
highest occurrence of extreme precipitation/dry events. For a better
understanding of the impact of El Niño and La Niña on seasonal
precipitation, we did a compound and a GIS analyses to define the high/low
probability of above, below or normal seasonal precipitation under El
Niño, La Niña and cold/warm Neutral episodes. In San Vicente,
Colombia the below-normal seasonal rainfall was identified during El
Niño and Neutral episodes in the dry season JJA. In this same
municipality we also found above-normal seasonal rainfall during La Niña
and Neutral episodes, especially in the dry season DJF. In Tancítaro
México the below-normal seasonal rainfall was identified during La
Niña winters (DJF) and El Niño summers (JJA), the above-normal
seasonal rainfall was found during La Niña summers (JJA) and El Niño
winters (DJF).</p>
  </abstract>
    </article-meta>
  </front>
<body>
      

<sec id="Ch1.S1" sec-type="intro">
  <title>Introduction</title>
      <p>El Niño and La Niña events have been studied exhaustively and they
are associated with the interannual extreme rainfall variability, especially
in the tropical and sub-tropical regions of the Pacific basin (Zambrano,
1986; Ropelewski and Halpert, 1987; Philander, 1990; Allan et al., 1996;
Manson and Goddard, 2001; Dewitte et al., 2013). The events of La Niña
are associated with unusual cold temperatures in the equatorial Pacific
Ocean, while El Niño is characterized by unusual high temperatures in
the same region. Both of them have an important impact on precipitation
patterns, which can increase or decrease the occurrence of extreme
dry/precipitation events and therefore, affect primary economic activities
such as fisheries and agriculture (Coelho and Goddard, 2009; Lavado-Casimiro et al.,
2013; Jozami et al., 2015).</p>
      <p>In Colombia, El Niño events increase the occurrence of extreme dry
events over most the country, but especially from January to July in regions
like the Caribbean and the Andes (Baldión and Guzmán, 1994;
Guzmán and Baldión, 1997; Montealegre and Pabón, 2000; Poveda,
2004; Puerta and Carvajal, 2008; Ruíz and Pabón, 2013). On the
other hand, La Niña increases the occurrence of extreme precipitation
events from July to December with significant impacts on the Caribbean, the
Andean and Amazonas (Cadena et al., 2006; Hurtado and González, 2012).
Studies at regional level by Ramírez and Jaramillo (2009) and Poveda et
al. (2001a, b) have reported different precipitation aspects during ENSO in
the central mountain range of the country, known as central Andes; those
studies found a prominent influence of ENSO on rainfall (decrease during El
Niño and increase during La Niña) for DJF and JJA which are
historically considered as the dry seasons.</p>
      <p>Mexico exhibits a monsoonal climate with a rainy season during the summer
months and a relatively dry (Escobar et al., 2001; Magaña et al., 2003;
Pereyra et al., 2004). It has been demonstrated that El Niño events are
related to intense droughts during spring and summer over the center and the
south of the country, while Northern Mexico, the Pacific coast and the
peninsula of Yucatan are exposed to rainfall in winter (Conde et al., 1997;
Magaña et al., 2003). In the central and northern zones the cold fronts
increase in winter, whereas summer droughts and fewer hurricanes are seen in
the Caribbean and the Gulf of Mexico (Magaña, 1998; Badán, 2003;
Granados et al., 2011). So, droughts in summer and cold fronts in winters
are the meteorological events best known related to El Niño episodes
(Magaña et al., 1998, 2003; Conde et al., 1997). For La Niña events
in central Mexico has been reported intense droughts during winters and the
increase of precipitation during summers. Nonetheless, Magaña et al. (2003)
argued that the impact of El Niño and La Niña events on
winter rainfall is not always the same. They attributed this to a southward
shift of the Inter Tropical Convergence Zone (ITZC), more intense trade
winds, a decreased number of tropical cyclones over the Intra Americas Seas
(IAS) and reduced relative humidity, that may result in several and
different regional/local patterns in the inter-seasonal climate variability
related to ENSO.</p>
      <p>There are significant advances in studies concerning the precipitation
effects associated with ENSO and its impacts on extreme precipitation/dry
events at national level and on both the Pacific coastal regions and the key
coffee and maize cultivation zones in Columbia and Mexico (Magaña, 1998;
Poveda et al., 2001a, b; Cadena et al., 2006; Conde and Saldaña, 2007;
Puerta and Carvajal, 2008; Ramírez and Jaramillo, 2009; Granados et al., 2011;
Ruíz and Pabón, 2013). Still, little is known about the impact of
El Niño and La Niña events at local level in mountain landscapes,
which are regions with relevant crop production and exposed to several
climate variability processes. In particular, there are no studies about the
influence of El Niño and La Niña on local seasonal precipitation
over the mountainous northeast region of Colombia, which is the most
important cocoa production area in the country. Similarly, no investigations
have been done in the Purépecha Plateau of Mexico, the most important
production area for avocados for export in México.</p>
      <p>For both countries, several authors have recommended to include studies at
regional or local scale for a better understanding of the influence of ENSO
on monthly and seasonal rainfall patterns with socio-economic planning
purposes (Montealegre and Pabón, 2000; Poveda, 2004; Ruíz and
Pabón, 2013; Cadena et al., 2006; Conde and Saldaña, 2007; Nuñez
and Treviño, 2013). This represents a challenge because climate
information at local level is not accurate due to the low density of
available meteorological/climate stations. However, data of monthly and
seasonal rainfall are the only available data at local level and its
analyses are relevant for perennial crop planning.</p>
      <p>The aim of this study is to analyze how El Niño and La Niña episodes
might affect the monthly and seasonal precipitation. We compared increases
and decreases of extreme dry/precipitation events during ENSO and Neutral
episodes. Additionally, we studied the probability of occurrence of seasonal
precipitation between El Niño, La Niña and Neutral episodes. We
consider that for mountain landscapes with important rural economies, this
kind of climate information can be used for the development of strategies to
improve crop production and resource management.</p>
</sec>
<sec id="Ch1.S2">
  <title>Study locations and methods</title>
      <p>The municipality of San Vicente de Chucurí is located in the
central–western region of Santander, Colombia between the eastern mountain
range and the valley of the Magdalena river, with altitudes between 300 and
3200 m a.s.l. (Fig. 1). In addition to the orographic patterns, the trade winds
and the year-migration of the inter-tropical convergence zone (ITCZ) explain
the local expression of the bimodal season in this region of Colombia. In
San Vicente de Chucurí the annual precipitation varies from 1000 mm in
the lowlands near the Magdalena Valley to 2500 mm in the higher mountain
regions.</p>
      <p>The municipality of Tancítaro, Michoacán state, is located in the
physiographical province of the neo-volcanic axis of Mexico, specifically at
sub- province of Tarasca, which is represented by volcanic mountain ranges
with isolated volcanic strata, plains and basaltic plateaus (Fig. 2).
Altitude is between 900 and 3200 m a.s.l. and the precipitation varies between
700 and 2000 mm year<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> depending on its orographic patterns and seasons.
Since it is located in central western Mexico, this region reaches the
minimum temperatures, medium humidity and droughts during the winter, while
the most intense rainfalls and the highest temperatures and humidity occur
mainly during the summer. Between June and November this region is exposed
to tropical cyclones, which sometimes bring several rainfalls after the
summer. In the highest altitudes, the temperature decrease around
<inline-formula><mml:math display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C between December and February, this may bring several
freezing episodes. In the lowest altitudes the temperature could increase
around 28 <inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C during summer time.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F1"><caption><p>Location of Colombian study case, San Vicente de Chucuri. Source:
Convenio 46/3379, Fundación Natura – ISAGEN.</p></caption>
        <?xmltex \igopts{width=236.157874pt}?><graphic xlink:href="https://adgeo.copernicus.org/articles/42/23/2016/adgeo-42-23-2016-f01.png"/>

      </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F2"><caption><p>Location of Mexican study case, Tancítaro, México. Source:
INEGI (2009).</p></caption>
        <?xmltex \igopts{width=236.157874pt}?><graphic xlink:href="https://adgeo.copernicus.org/articles/42/23/2016/adgeo-42-23-2016-f02.png"/>

      </fig>

      <p>This research was based on available meteorological information. In the case
of San Vicente, Colombia, the study was done with monthly precipitation data
from fifteen meteorological stations at the IDEAM (Instituto de
Hidrología, Meteorología y Estudios Ambientales de Colombia) for a
period comprising 1970–2010. For Tancítaro, Mexico, the study was
carried out with monthly precipitation data from the Servicio
Meteorológico Nacional (Base de Datos Climatológica Nacional), which
compiles the information of eight different meteorological stations around
Tancítaro, for a period comprising 1952–2012.</p>
      <p>The methodological approach included: (i) the quality control of datasets,
(ii) the use of the ONI Index to classify the monthly accumulated
precipitation by El Niño, La Niña or cold/warm Neutral events,
(iii) a statistical analysis to report the extreme dry/wet months by El Niño,
La Niña or cold/warm Neutral events, and, (iv) a GIS-based geostatistical
analysis of rainfall by El Niño, La Niña or cold/warm Neutral events
per season.</p>
      <p>For the quality control of datasets, the monthly accumulated precipitation
records were homogenized using double mass cumulative techniques and missing
data were filled by linear regression among stations, showing middle
inter-station cross correlations. We expected high variability in the data
from some meteorological stations since some failures have been reported on
several devices and also with the data collection in Colombian and
México. For these reasons we accepted <inline-formula><mml:math display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula> value <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="italic">α</mml:mi><mml:mo>=</mml:mo><mml:mn>0.10</mml:mn><mml:mo>/</mml:mo><mml:mn>0.20</mml:mn></mml:mrow></mml:math></inline-formula> and we rejected the records of some meteorological stations if
they had at least 25 % of missing data (Valdivia et al., 2010, 2013),
these included data from two meteorological stations in Colombia
and one in México.</p>
      <p>The data distribution and the months and years with rainfall anomalies could
be identify using the box plot analysis. The precipitation effects
associated with El Niño, La Niña or Neutral episodes per month, were
determined using the ONI index (Ramírez and Jaramillo, 2009; NOAA,
2013), we also compared the historical and monthly average values (Jozami et
al., 2015).</p>
      <p><?xmltex \hack{\newpage}?>The statistical analysis that reports the extreme dry/wet events was done
using normalized differences and log transformation (Hamilton et al., 2012;
Nuñez and Treviño, 2013), a comparison between the smaller number of
El Niño-La Niña extreme episodes to the number of Neutral extreme
episodes. For each month (classified by ONI index in El Niño, La
Niña or Neutral episode) the precipitation values below 10th
percentile (p10 dry extremes) and the precipitation values exceeding
90th percentile (p90 wet extremes) were identified and compared.</p>
      <p>The GIS-based geostatistical analysis was based on:</p>
      <p><list list-type="custom">
          <list-item><label>a.</label>

            <p>The seasonal classification for both places:
<list list-type="custom"><list-item><label>i.</label><p>December-January-February: first dry season of the year (Colombia)–Winter
(Mexico).</p></list-item><list-item><label>ii.</label><p>March-April-May: first rainy season (Colombia) – Spring (Mexico).</p></list-item><list-item><label>iii.</label><p>June-July-August: second dry season (Colombia) – Summer (Mexico).</p></list-item><list-item><label>iv.</label><p>September-October-November: second rainy season (Colombia) – Autumn (Mexico).</p></list-item></list></p>
          </list-item>
          <list-item><label>b.</label>

            <p>A compound analysis by relative frequency (%) contingency tables per
meteorological station was used to define the high/low probability of above,
below or normal seasonal precipitation under El Niño, La Niña,
cold/warm Neutral events (Alfaro and Soley, 2009; Fallas and Alfaro, 2012). We used the ONI Index values to define cold/warm
phases for Neutral episodes for years with a TSM anomaly <inline-formula><mml:math display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.4</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C &lt; <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mtext>dep</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> &lt; <inline-formula><mml:math display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula>0.4 <inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C
(which represent a relevant cold/warm condition) but not called El Niño
or La Niña itself.</p>
          </list-item>
          <list-item><label>c.</label>

            <p>The selection of meterological stations with Chi-squared (X2) test:
P value <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="italic">α</mml:mi><mml:mo>=</mml:mo><mml:mn>0.05</mml:mn></mml:mrow></mml:math></inline-formula>/<inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="italic">α</mml:mi><mml:mo>=</mml:mo><mml:mn>0.10</mml:mn></mml:mrow></mml:math></inline-formula>/<inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="italic">α</mml:mi><mml:mo>=</mml:mo><mml:mn>0.20</mml:mn></mml:mrow></mml:math></inline-formula></p>
          </list-item>
          <list-item><label>d.</label>

            <p>Frecuency histograms and map development with inverse-distance-weighted
interpolation.</p>
          </list-item>
        </list></p>
</sec>
<sec id="Ch1.S3">
  <title>Results</title>
<sec id="Ch1.S3.SS1">
  <?xmltex \opttitle{San Vicente de Chucur\'{\i}, Santander, Colombia}?><title>San Vicente de Chucurí, Santander, Colombia</title>
      <p>It was obtained fifteen Box-Plot diagrams that showed the record of the
meteorological stations with a bimodal regime: two rainfall seasons between
by two dry seasons. The highest rainfalls are in MAM and SON; and dry
seasons are in DJF and JJA. Figures 3 and 4 show just two samples of the
Box-Plot diagrams with the bimodal regime and the months and years with
atypical precipitation records.</p>
      <p>The ONI value analysis allows us to select El Niño events. From 1970
onwards fourteen El Niño events have occurred and six of them showed the
highest ONI values related to dry events. The most significant impact on the
local monthly precipitation occurred on September and October (Table 1). On
other hand, from 1970 onwards there were fifteen events of La Niña and
six of them indicated the highest ONI values related to increase of
precipitation. In those years the highest recorded values occurred on August
and October (Table 2).</p>
      <p>To analyze the information by extreme dry/wet events, all monthly records
were normalized and linked to El Niño, La Niña or Neutral episodes.
Figure 5 shows that the highest occurrence of extreme precipitation events
(above the 90th percentile) were registered during Neutral episodes. La
Niña episodes, showed extreme precipitation events too but only in a few
meteorological stations. The lowest occurrence of extreme precipitation
events were during El Niño episodes. Checking the dataset, we found that
months with more extreme precipitation events reported were August (on
Neutral and La Niña episodes), October (on Neutral and La Niña
episodes) and November (on Neutral and La Niña episodes). So, the
extreme precipitation events during La Niña or Neutral episodes occurred
mainly in August, October and November.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F3"><caption><p>Monthly variability of precipitation (mm) at Puente La Paz
meteorological station (1979–2010).</p></caption>
          <?xmltex \igopts{width=236.157874pt}?><graphic xlink:href="https://adgeo.copernicus.org/articles/42/23/2016/adgeo-42-23-2016-f03.png"/>

        </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F4"><caption><p>Monthly variability of precipitation (mm) at La Putana
meteorological station (1973–2010).</p></caption>
          <?xmltex \igopts{width=236.157874pt}?><graphic xlink:href="https://adgeo.copernicus.org/articles/42/23/2016/adgeo-42-23-2016-f04.png"/>

        </fig>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T1" specific-use="star"><caption><p>Comparison of the climatological monthly mean value vs. the
precipitation value under El Niño episodes.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="6">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="left"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:thead>
       <oasis:row>  
         <oasis:entry colname="col1">Meteorological station/month</oasis:entry>  
         <oasis:entry colname="col2">Climatological monthly</oasis:entry>  
         <oasis:entry colname="col3">El Niño</oasis:entry>  
         <oasis:entry colname="col4">ONI</oasis:entry>  
         <oasis:entry colname="col5">Precipitation value under</oasis:entry>  
         <oasis:entry colname="col6">SE of</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">mean value</oasis:entry>  
         <oasis:entry colname="col3">episode</oasis:entry>  
         <oasis:entry colname="col4">value</oasis:entry>  
         <oasis:entry colname="col5">El Niño episode</oasis:entry>  
         <oasis:entry colname="col6">the mean</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>  
         <oasis:entry colname="col1">Lebrija, September</oasis:entry>  
         <oasis:entry colname="col2">130 mm</oasis:entry>  
         <oasis:entry colname="col3">September, 1972</oasis:entry>  
         <oasis:entry colname="col4">1.6</oasis:entry>  
         <oasis:entry colname="col5">65 mm</oasis:entry>  
         <oasis:entry colname="col6">0.33</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Zapatoca, October</oasis:entry>  
         <oasis:entry colname="col2">75 mm</oasis:entry>  
         <oasis:entry colname="col3">October, 1973</oasis:entry>  
         <oasis:entry colname="col4">1.8</oasis:entry>  
         <oasis:entry colname="col5">38 mm</oasis:entry>  
         <oasis:entry colname="col6">0.19</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Girón, September</oasis:entry>  
         <oasis:entry colname="col2">90 mm</oasis:entry>  
         <oasis:entry colname="col3">September, 1982</oasis:entry>  
         <oasis:entry colname="col4">1.9</oasis:entry>  
         <oasis:entry colname="col5">20 mm</oasis:entry>  
         <oasis:entry colname="col6">0.35</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Betulia, October</oasis:entry>  
         <oasis:entry colname="col2">450 mm</oasis:entry>  
         <oasis:entry colname="col3">October, 1991</oasis:entry>  
         <oasis:entry colname="col4">1.4</oasis:entry>  
         <oasis:entry colname="col5">80 mm</oasis:entry>  
         <oasis:entry colname="col6">1.85</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Lebrija, September</oasis:entry>  
         <oasis:entry colname="col2">145 mm</oasis:entry>  
         <oasis:entry colname="col3">September, 1997</oasis:entry>  
         <oasis:entry colname="col4">2.1</oasis:entry>  
         <oasis:entry colname="col5">70 mm</oasis:entry>  
         <oasis:entry colname="col6">0.38</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">San Vicente de Chucurí, October</oasis:entry>  
         <oasis:entry colname="col2">280 mm</oasis:entry>  
         <oasis:entry colname="col3">October, 2009</oasis:entry>  
         <oasis:entry colname="col4">1.1</oasis:entry>  
         <oasis:entry colname="col5">40 mm</oasis:entry>  
         <oasis:entry colname="col6">1.2</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><table-wrap-foot><p>SE: standard error.</p></table-wrap-foot></table-wrap>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T2" specific-use="star"><caption><p>Comparison of the climatological monthly mean value vs. the
precipitation value under La Niña episodes.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="6">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="left"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:thead>
       <oasis:row>  
         <oasis:entry colname="col1">Meteorological station/month</oasis:entry>  
         <oasis:entry colname="col2">Climatological monthly</oasis:entry>  
         <oasis:entry colname="col3">La Niña</oasis:entry>  
         <oasis:entry colname="col4">ONI</oasis:entry>  
         <oasis:entry colname="col5">Precipitation value under</oasis:entry>  
         <oasis:entry colname="col6">SE of</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">mean value</oasis:entry>  
         <oasis:entry colname="col3">episode</oasis:entry>  
         <oasis:entry colname="col4">value</oasis:entry>  
         <oasis:entry colname="col5">La Niña episode</oasis:entry>  
         <oasis:entry colname="col6">the mean</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>  
         <oasis:entry colname="col1">San Vicente de Chucurí, October</oasis:entry>  
         <oasis:entry colname="col2">240 mm</oasis:entry>  
         <oasis:entry colname="col3">October, 1970</oasis:entry>  
         <oasis:entry colname="col4"><inline-formula><mml:math display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.8</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">580 mm</oasis:entry>  
         <oasis:entry colname="col6">1.7</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Girón, November</oasis:entry>  
         <oasis:entry colname="col2">170 mm</oasis:entry>  
         <oasis:entry colname="col3">November, 1974</oasis:entry>  
         <oasis:entry colname="col4"><inline-formula><mml:math display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.9</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">710 mm</oasis:entry>  
         <oasis:entry colname="col6">2.7</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Zapaptoca, August</oasis:entry>  
         <oasis:entry colname="col2">100 mm</oasis:entry>  
         <oasis:entry colname="col3">August, 1998</oasis:entry>  
         <oasis:entry colname="col4"><inline-formula><mml:math display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>1.0</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">275 mm</oasis:entry>  
         <oasis:entry colname="col6">0.88</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Los Santos, August</oasis:entry>  
         <oasis:entry colname="col2">28 mm</oasis:entry>  
         <oasis:entry colname="col3">August, 1999</oasis:entry>  
         <oasis:entry colname="col4"><inline-formula><mml:math display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>1.1</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">115 mm</oasis:entry>  
         <oasis:entry colname="col6">0.44</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Lebrija, October</oasis:entry>  
         <oasis:entry colname="col2">145 mm</oasis:entry>  
         <oasis:entry colname="col3">October 2007</oasis:entry>  
         <oasis:entry colname="col4"><inline-formula><mml:math display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>1.5</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">325 mm</oasis:entry>  
         <oasis:entry colname="col6">0.9</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Betulia, October</oasis:entry>  
         <oasis:entry colname="col2">420 mm</oasis:entry>  
         <oasis:entry colname="col3">October 2011</oasis:entry>  
         <oasis:entry colname="col4"><inline-formula><mml:math display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.8</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">790 mm</oasis:entry>  
         <oasis:entry colname="col6">1.85</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><table-wrap-foot><p>SE: standard error.</p></table-wrap-foot></table-wrap>

      <?xmltex \floatpos{t!}?><fig id="Ch1.F5" specific-use="star"><caption><p>Normalized data of extreme precipitation events (above the 90th
percentile) recorded in all meteorological stations around San Vicente de
Chucurí, Colombia. Source: IDEAM.</p></caption>
          <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://adgeo.copernicus.org/articles/42/23/2016/adgeo-42-23-2016-f05.pdf"/>

        </fig>

      <?xmltex \floatpos{t!}?><fig id="Ch1.F6" specific-use="star"><caption><p>Normalized data of extreme dry events (below the 10th percentile)
recorded in all meteorological stations around San Vicente de Chucurí,
Colombia. Source: IDEAM.</p></caption>
          <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://adgeo.copernicus.org/articles/42/23/2016/adgeo-42-23-2016-f06.pdf"/>

        </fig>

      <p>The highest occurrence of extreme dry events (below the 10th percentile)
were reported also in Neutral episodes, but with high dispersal data.
Extreme dry events occurred less frequently in El Niño and even less in
La Niña episodes (Fig. 6). The months with more extreme dry events
reported were September (on Neutral and El Niño episodes) and October
(on Neutral and El Niño episodes). Therefore, the extreme dry events
during El Niño or Neutral episodes occurred mainly in September and
October.</p>
      <p>As mentioned before, the compound analysis gave us the possibility to
establish the high/low probability of above, below or normal seasonal
precipitation under El Niño, La Niña, cold/warm Neutral episodes.
The GIS-based analysis of these probabilities was done by frequency
histograms and maps and both interpretations showed the same result. In this
manuscript the Colombian case is only represented by the frequency
histograms.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F7" specific-use="star"><caption><p>Histograms of probability of occurrence (%) of above–normal,
normal, and below–normal seasonal precipitation during El Niño, La
Niña and cold/warm Neutral episodes in Santander, Colombia. <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="italic">α</mml:mi><mml:mo>=</mml:mo><mml:mn>0.20</mml:mn></mml:mrow></mml:math></inline-formula> (4 meteorological stations for MAM; 3 meteorological stations for SON).
<inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="italic">α</mml:mi><mml:mo>=</mml:mo><mml:mn>0.10</mml:mn></mml:mrow></mml:math></inline-formula> (8 meteorological stations for MAM and 10 meteorological
stations for SON, DJF, JJA). <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="italic">α</mml:mi><mml:mo>=</mml:mo><mml:mn>0.05</mml:mn></mml:mrow></mml:math></inline-formula> (5 meteorological stations
for DJF and JJA).</p></caption>
          <?xmltex \igopts{width=426.791339pt}?><graphic xlink:href="https://adgeo.copernicus.org/articles/42/23/2016/adgeo-42-23-2016-f07.pdf"/>

        </fig>

      <p>Figure 7 shows the probabilities of occurrence of above–normal, normal, and
below–normal seasonal precipitation during El Niño, La Niña and
cold/warm Neutral episodes. The highest occurrence of the above-normal
seasonal precipitation is in quarters DJF during La Niña and cold
Neutral episodes (probabilities of 50 and 70 %) and JJA, SON in La
Niña episodes (probabilities of 50 and 70 %). The highest
occurrence of the below-normal seasonal precipitation is in JJA during El
Niño (probabilities of 50 and 70 %), followed by SON during El
Niño (probabilities of 50 and 70 %) and neutral cold episodes
(probabilities of 30 and 50 %). The quarter MAM has the highest
occurrence of the normal seasonal precipitation during El Niño, La
Niña or cold/warm Neutral episodes.</p>
      <p>This GIS-based analysis of rainfall reported a middle statistical
significance because ten meteorological stations had <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="italic">α</mml:mi><mml:mo>=</mml:mo></mml:mrow></mml:math></inline-formula> 0.10 for
quarters SON, DJF and JJA. The highest statistical significance was obtained
for quarters DJF, JJA and MAM (<inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="italic">α</mml:mi><mml:mo>=</mml:mo><mml:mn>0.05</mml:mn></mml:mrow></mml:math></inline-formula>) just in four
meteorological stations. However, this geostatistical approach can be
accepted to analyze historical records with at least 25 % of missing data
(Valdivia et al., 2013).</p>
      <p>Baldión and Guzmán (1994) as well as Puerta and Carvajal (2008)
reported above-normal seasonal precipitation only in rainy seasons during La
Niña events for the Caribbean and Andean zones. But our findings show
that local precipitation in the mountainous northeast region of Colombia can
significantly increase during dry seasons (especially on DJF) in La Niña
episodes, as well as during rainy seasons in Neutral or La Niña
episodes.</p>
      <p>For the Caribbean region some works (Guzmán and Baldión, 1997;
Ruíz und Pabón, 2013) described an important decrease in
precipitation for DJF and JJA during ENSO (mainly El Niño episodes). Our
results also reported a high probability of occurrence of below-normal
precipitation in those dry seasons during El Niño episodes. However, we
found the same signal of below-normal seasonal precipitation for Neutral
episodes.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T3" specific-use="star"><caption><p>Comparison of the climatological monthly mean value vs. the
precipitation value under El Niño episodes.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="6">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="left"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:thead>
       <oasis:row>  
         <oasis:entry colname="col1">Meteorological station/month</oasis:entry>  
         <oasis:entry colname="col2">Climatological monthly</oasis:entry>  
         <oasis:entry colname="col3">El Niño</oasis:entry>  
         <oasis:entry colname="col4">ONI</oasis:entry>  
         <oasis:entry colname="col5">Precipitation value under</oasis:entry>  
         <oasis:entry colname="col6">SE of</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">mean value</oasis:entry>  
         <oasis:entry colname="col3">episode</oasis:entry>  
         <oasis:entry colname="col4">value</oasis:entry>  
         <oasis:entry colname="col5">El Niño episode</oasis:entry>  
         <oasis:entry colname="col6">the mean</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>  
         <oasis:entry colname="col1">Los Chorros de Varal, May</oasis:entry>  
         <oasis:entry colname="col2">87 mm</oasis:entry>  
         <oasis:entry colname="col3">May, 1998</oasis:entry>  
         <oasis:entry colname="col4">2.3</oasis:entry>  
         <oasis:entry colname="col5">0 mm</oasis:entry>  
         <oasis:entry colname="col6">0.44</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Los Chorros, Jun</oasis:entry>  
         <oasis:entry colname="col2">125 mm</oasis:entry>  
         <oasis:entry colname="col3">May, 1992</oasis:entry>  
         <oasis:entry colname="col4">1.8</oasis:entry>  
         <oasis:entry colname="col5">25.8 mm</oasis:entry>  
         <oasis:entry colname="col6">0.5</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Charapendo, July</oasis:entry>  
         <oasis:entry colname="col2">99 mm</oasis:entry>  
         <oasis:entry colname="col3">July, 1972</oasis:entry>  
         <oasis:entry colname="col4">1.9</oasis:entry>  
         <oasis:entry colname="col5">11.5 mm</oasis:entry>  
         <oasis:entry colname="col6">0.44</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Tanaco, August</oasis:entry>  
         <oasis:entry colname="col2">49 mm</oasis:entry>  
         <oasis:entry colname="col3">August, 2010</oasis:entry>  
         <oasis:entry colname="col4">1.7</oasis:entry>  
         <oasis:entry colname="col5">9.5 mm</oasis:entry>  
         <oasis:entry colname="col6">0.24</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Los Chorros, November</oasis:entry>  
         <oasis:entry colname="col2">20 mm</oasis:entry>  
         <oasis:entry colname="col3">November, 1977</oasis:entry>  
         <oasis:entry colname="col4">1.6</oasis:entry>  
         <oasis:entry colname="col5">127 mm</oasis:entry>  
         <oasis:entry colname="col6">0.54</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Paracuaro, December</oasis:entry>  
         <oasis:entry colname="col2">4.6 mm</oasis:entry>  
         <oasis:entry colname="col3">December, 1987</oasis:entry>  
         <oasis:entry colname="col4">1.7</oasis:entry>  
         <oasis:entry colname="col5">18 mm</oasis:entry>  
         <oasis:entry colname="col6">0.07</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Acahuato, January</oasis:entry>  
         <oasis:entry colname="col2">19.5 mm</oasis:entry>  
         <oasis:entry colname="col3">January, 2009</oasis:entry>  
         <oasis:entry colname="col4">1.6</oasis:entry>  
         <oasis:entry colname="col5">199 mm</oasis:entry>  
         <oasis:entry colname="col6">0.9</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Uruapan, January</oasis:entry>  
         <oasis:entry colname="col2">46.8 mm</oasis:entry>  
         <oasis:entry colname="col3">January, 1995</oasis:entry>  
         <oasis:entry colname="col4">1.6</oasis:entry>  
         <oasis:entry colname="col5">610 mm</oasis:entry>  
         <oasis:entry colname="col6">2.82</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Uruapan, February</oasis:entry>  
         <oasis:entry colname="col2">9.9 mm</oasis:entry>  
         <oasis:entry colname="col3">February, 1973</oasis:entry>  
         <oasis:entry colname="col4">1.8</oasis:entry>  
         <oasis:entry colname="col5">166.8 mm</oasis:entry>  
         <oasis:entry colname="col6">0.78</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><table-wrap-foot><p>SE: standard error.</p></table-wrap-foot></table-wrap>

      <p>The above-normal precipitation raifall in DJF during La Niña or cold
Neutral episodes is especially critical for the emergency of diseases in the
cocoa. The incidence of fungi such as <italic>Monilia sp</italic>.
or <italic>Phytoptora sp.</italic> could increase and affect the
most important harvest time of the year. The flowering cycles of the cocoa
can also be affected by drought in JJA during El Niño events. If this
information could be given to farmers and local institutions, they could
develop strategies for fungi or crop management such as a frequent harvest
of infected fruits or timely fumigations.</p>
</sec>
<sec id="Ch1.S3.SS2">
  <?xmltex \opttitle{Tanc\'{\i}taro, Michoac\'{a}n, Mexico}?><title>Tancítaro, Michoacán, Mexico</title>
      <p>All the Box-Plot diagrams showed a monomodal regime characterized by a rainy
season between May and October and a dry season between November and April.
Figures 8 and 9 show just two samples of the Box-Plot diagrams with the
monomodal regime and the months and years with atypical precipitation
records.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F8"><caption><p>Monthly variability of precipitation (mm) at Uruapan meteorological
station (1962–1999).</p></caption>
          <?xmltex \igopts{width=236.157874pt}?><graphic xlink:href="https://adgeo.copernicus.org/articles/42/23/2016/adgeo-42-23-2016-f08.png"/>

        </fig>

      <p>Based on ONI Index we found precipitation increase by the strongest El
Niño episodes during December, January and February, while May, Jun,
July and August have been affected by a precipitation decrease (Table 3).
During the strongest La Niña episodes, rainfalls between December and
February showed a decrease and rainfalls from May to July showed an increase
(Table 4).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F9"><caption><p>Monthly variability of precipitation (mm) at Peribán
meteorological station (1969–1998).</p></caption>
          <?xmltex \igopts{width=236.157874pt}?><graphic xlink:href="https://adgeo.copernicus.org/articles/42/23/2016/adgeo-42-23-2016-f09.png"/>

        </fig>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T4" specific-use="star"><caption><p>Comparison of the climatological monthly mean value vs. the
precipitation value under La Niña episodes.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="6">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="left"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:thead>
       <oasis:row>  
         <oasis:entry colname="col1">Meteorological station/month</oasis:entry>  
         <oasis:entry colname="col2">Climatological monthly</oasis:entry>  
         <oasis:entry colname="col3">La Niña</oasis:entry>  
         <oasis:entry colname="col4">ONI</oasis:entry>  
         <oasis:entry colname="col5">Precipitation value under</oasis:entry>  
         <oasis:entry colname="col6">SE of</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">mean value</oasis:entry>  
         <oasis:entry colname="col3">episode</oasis:entry>  
         <oasis:entry colname="col4">value</oasis:entry>  
         <oasis:entry colname="col5">La Niña episode</oasis:entry>  
         <oasis:entry colname="col6">the mean</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>  
         <oasis:entry colname="col1">Chorros de Varal, May</oasis:entry>  
         <oasis:entry colname="col2">37.6 mm</oasis:entry>  
         <oasis:entry colname="col3">May, 1988</oasis:entry>  
         <oasis:entry colname="col4"><inline-formula><mml:math display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>1.8</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">112.9 mm</oasis:entry>  
         <oasis:entry colname="col6">0.38</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Acahuato, May</oasis:entry>  
         <oasis:entry colname="col2">23.5 mm</oasis:entry>  
         <oasis:entry colname="col3">May, 2000</oasis:entry>  
         <oasis:entry colname="col4"><inline-formula><mml:math display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>1.6</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">103 mm</oasis:entry>  
         <oasis:entry colname="col6">0.4</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Paracuaro, June</oasis:entry>  
         <oasis:entry colname="col2">170 mm</oasis:entry>  
         <oasis:entry colname="col3">June, 1976</oasis:entry>  
         <oasis:entry colname="col4"><inline-formula><mml:math display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>1.9</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">509 mm</oasis:entry>  
         <oasis:entry colname="col6">1.7</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Charapendo, July</oasis:entry>  
         <oasis:entry colname="col2">243 mm</oasis:entry>  
         <oasis:entry colname="col3">July, 1985</oasis:entry>  
         <oasis:entry colname="col4"><inline-formula><mml:math display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>1.7</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">524 mm</oasis:entry>  
         <oasis:entry colname="col6">1.41</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Uruapan, August</oasis:entry>  
         <oasis:entry colname="col2">221 mm</oasis:entry>  
         <oasis:entry colname="col3">August, 1999</oasis:entry>  
         <oasis:entry colname="col4"><inline-formula><mml:math display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>1.5</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">484 mm</oasis:entry>  
         <oasis:entry colname="col6">1.32</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Uruapan, December</oasis:entry>  
         <oasis:entry colname="col2">11.4 mm</oasis:entry>  
         <oasis:entry colname="col3">December, 1999</oasis:entry>  
         <oasis:entry colname="col4"><inline-formula><mml:math display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>18</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">0 mm</oasis:entry>  
         <oasis:entry colname="col6">0.06</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Periban, January</oasis:entry>  
         <oasis:entry colname="col2">21.7 mm</oasis:entry>  
         <oasis:entry colname="col3">January, 1988</oasis:entry>  
         <oasis:entry colname="col4"><inline-formula><mml:math display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>1.7</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">0 mm</oasis:entry>  
         <oasis:entry colname="col6">0.11</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Acahuato, February</oasis:entry>  
         <oasis:entry colname="col2">9.9 mm</oasis:entry>  
         <oasis:entry colname="col3">February, 2011</oasis:entry>  
         <oasis:entry colname="col4"><inline-formula><mml:math display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>1.4</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">0 mm</oasis:entry>  
         <oasis:entry colname="col6">0.05</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><table-wrap-foot><p>SE: standard error.</p></table-wrap-foot></table-wrap>

      <p>The number of extreme dry/wet events recorded by monthly scale is shown in
Fig. 10. The highest occurrence of extreme precipitation events (above the
90th percentile) were registered during in Neutral episodes, but the data
series is highly dispersed. El Niño episodes had a fewer extreme
precipitation events and La Niña had even less. Cheking all datasets,
months with more extreme precipitation events reported were May and June on
Neutral episodes and, December and February on El Niño episodes.<?xmltex \hack{\newpage}?></p>

      <?xmltex \floatpos{t!}?><fig id="Ch1.F10" specific-use="star"><caption><p>Normalized data of all extreme precipitation events (above the 90th
percentile) in Tancítaro, Michoacán, Mexico. Source: Base de Datos
Climatológica Nacional, SMN.</p></caption>
          <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://adgeo.copernicus.org/articles/42/23/2016/adgeo-42-23-2016-f10.pdf"/>

        </fig>

      <?xmltex \floatpos{t!}?><fig id="Ch1.F11" specific-use="star"><caption><p>Normalized data of all extreme dry events (above the 10th
percentile) in Tancítaro, Michoacán, Mexico. Source: Base de Datos
Climatológica Nacional, SMN.</p></caption>
          <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://adgeo.copernicus.org/articles/42/23/2016/adgeo-42-23-2016-f11.pdf"/>

        </fig>

      <p>The highest occurrence of extreme dry events (below the 10th percentile)
also were reported in Neutral episodes, but data dispersal is high (Fig. 11).
Moreover the occurrence could change from one meteorological station to
another depending on local conditions (such as orographical factors). The
low dispersal data of La Niña events suggests that extreme dry events
can affect the region and surroundings in a similar way. Months with more
extreme dry events reported were January and February in Neutral episodes
and May and June in La Niña ones.</p>
      <p>The GIS-based analysis of the high/low probability of above, below or normal
seasonal precipitation under El Niño, La Niña, cold/warm Neutral
episodes for Tancítaro will be presented through probability maps (Fig. 12).
The highest occurrence of the above-normal seasonal precipitation is in
JJA during La Niña episodes (probabilities of 30 and 50 %) and MAM
during cold Neutral episodes (probabilities of 30 and 50 %). During La
Niña episodes the occurrence of the below-normal seasonal precipitation
is in quarters DJF and MAM (probabilities of 30 and 50 %). The highest
occurrence of the normal seasonal precipitation is in quarters MAM during El
Niño and warm Neutral, and SON during El Niño and La Niña
episodes.</p>
      <p>This GIS-based analysis of rainfall for Tancítaro reported a better
statistical significance for quarters DJF and JJA because six meterological
stations had <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="italic">α</mml:mi><mml:mo>=</mml:mo><mml:mn>0.05</mml:mn></mml:mrow></mml:math></inline-formula>, six meterological stations had <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="italic">α</mml:mi><mml:mo>=</mml:mo><mml:mn>0.10</mml:mn></mml:mrow></mml:math></inline-formula> for quarter SON and five meterological stations had <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="italic">α</mml:mi><mml:mo>=</mml:mo><mml:mn>0.10</mml:mn></mml:mrow></mml:math></inline-formula>
for quarter MAM.</p>

      <?xmltex \floatpos{p}?><fig id="Ch1.F12" specific-use="star"><caption><p>Maps of probability of occurrence (%) of above–normal, normal,
and below–normal seasonal precipitation in El Niño, La Niña and
cold/warm Neutral epidodes in Tancítaro, Mexico. <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="italic">α</mml:mi><mml:mo>=</mml:mo><mml:mn>0.20</mml:mn></mml:mrow></mml:math></inline-formula> (3
meteorological stations for MAM; 2 meteorological stations for SON). <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="italic">α</mml:mi><mml:mo>=</mml:mo><mml:mn>0.10</mml:mn></mml:mrow></mml:math></inline-formula> (5 meteorological stations for MAM, 6 meteorological stations for
SON and 2 meteorological stations for DJF, JJA). <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="italic">α</mml:mi><mml:mo>=</mml:mo><mml:mn>0.05</mml:mn></mml:mrow></mml:math></inline-formula> (6
meteorological stations for DJF and JJA).</p></caption>
          <?xmltex \igopts{width=455.244094pt}?><graphic xlink:href="https://adgeo.copernicus.org/articles/42/23/2016/adgeo-42-23-2016-f12.pdf"/>

        </fig>

      <p>Several authors had reported an increase of precipitation during El Niño
winters and La Niña summers, and a decrease of precipitation in El
Niño springs and La Niña winters for Central and southern
México, for the state of Baja California and for the City of Tabasco
(Magaña, 1998; Mosiño and Morales, 1998; Reyes and Troncoso, 2001;
Pereyra et al., 2004). Our findings showed that the mountainous landscapes in the
meseta Tarasca (Michoacán) follow this same signal in El Niño and La
Niña episodes. However, we also found the occurrence of above-normal and
below-normal seasonal precipitation for DJF and MAM in Neutral episodes.</p>
      <p>The above-normal and the below-normal seasonal precipitation in quarter MAM
during cold Neutral and La Niña episodes, respectively, are especially
critical for the avocado production. These months are essential to complete
the flowering cycle and particularly for a local flowering episode called
“La Loca”, which is very important for farmers from lowlands in
Tancítaro. With this information, the farmers can accomplish a timely
crop irrigation and take actions against flower losses (there is local
knowledge of several techniques).</p>
</sec>
</sec>
<sec id="Ch1.S4" sec-type="conclusions">
  <title>Conclusions and perspectives</title>
      <p>This study has shown the impacts of El Niño and La Niña episodes on
local monthly and seasonal precipitation in both locations. The results are
in agreement with other researches done at a national level and in different
regions. However, our data adds new information concerning the occurrence of
extreme dry/precipitation events and the probabilities of below-normal,
above normal or normal seasonal rainfall in Neutral episodes.</p>
      <p>We were able to recognized that in those mountainous regions, as mentioned
Magaña et al. (2003), that ENSO impact can be sometimes weaker than
intra-annual seasonality due to the local orographic factors, the intensity
of hurricanes and tropical cyclone over the Intra Americas Seas (IAS), cold
fronts, trade winds and the southward shift of the of ITZC. The study of
precipitation effects associated with ENSO in mountain landscapes can be
improved by analysis conducting within different elevation ranges like was
presented by Pineda et al. (2013).</p>
      <p>Agricultural institutions and farmers can benefit from this scientific
information to identify climate risks on farms. If all agricultural
stakeholders could be convinced to work together they may develop a
wide-range of anticipatory and reactive management strategies in response to
economic losses due to climate.</p>
      <p>Local information about climate data is important, however, as we have seen
in this study there can be a middle statistical uncertainty due to technical
failures and unreliable data collection at meteorological stations. To
overcome these barriers we need more state-of-the art methodology and
devices to provide additional and accurate local climate variability data.</p>
      <p>For a suitable climate risk management (like phytosanitary warnings) it is
also necessary to understand the perception of farmers on climate
variability and climate risks, and also how they respond to the impact
caused by climatic conditions.</p>
<sec id="Ch1.S4.SSx1" specific-use="unnumbered">
  <title>Data availability</title>
      <p>Climate data from this research are public accessible information from
Instituto de Hidrología, Meteorología y Estudios Ambientales de
Colombia (IDEAM) and Servicio Meteorológico Nacional. Databases from
Santader, Colombia and Michoacán, México were purchased by projects;
the information is property of ISAGEN-Fundación Natura and Centro de
Investigaciones en Geografía Ambiental.</p><?xmltex \hack{\newpage}?>
</sec>
</sec>

      
      </body>
    <back><notes notes-type="authorcontribution">

      <p>María Carolina Pinilla, Ecologist-PhD Candidate in Geography,
designed the research, reviewed the methodological approach and results,
prepared the manuscript and directed revisions in Spanish/English languages.
Carlos Andrés Pinzón, Physicist-MSc., compiled data, conducted the
statistical analysis and drafted the methodology and results.</p>
  </notes><ack><title>Acknowledgements</title><p>The authors would like to recognize the total support of the following
projects during this research: Convenio 46/3379 Fundación Natura
Colombia-ISAGEN E.S.P.: “Programa para atender la percepción de la
comunidad acerca de posibles cambios microclimáticos ocasionados por el
embalse”, and PAPIIT-UNAM IA300413 “Evaluación de la adaptación al
cambio climático en comunidades rurales a través de su capacidad de
respuesta en diferentes contextos geográficos en el estado de
Michoacán”. Special thanks to the Academic Writing team from UNAM
Posgrado. The authors are grateful to Dra. María Pilar Cornejo and one
anonymous reviewer whose valuable comments led us to the improvement of the
different stages of this work.<?xmltex \hack{\newline}?><?xmltex \hack{\newline}?>
Edited by: J. D. Pabón-Caicedo<?xmltex \hack{\newline}?>
Reviewed by: M. del Pilar Cornejo de Grunauer and one anonymous referee</p></ack><ref-list>
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    </app></app-group></back>
    <!--<article-title-html>An assessment of El Niño and La Niña impacts focused on monthly and
seasonal rainfall and extreme dry/precipitation events in mountain regions
of Colombia and México</article-title-html>
<abstract-html><p class="p">The influence of El Niño and La Niña on monthly and
seasonal rainfall over mountain landscapes in Colombia and México was
assessed based on the Oceanic Niño Index (ONI). A statistical analysis
was develop to compare the extreme dry/precipitation events between El
Niño, La Niña and Neutral episodes. For both areas, it was observed
that El Niño and La Niña episodes are associated with important
increases or decreases in rainfall. However, Neutral episodes showed the
highest occurrence of extreme precipitation/dry events. For a better
understanding of the impact of El Niño and La Niña on seasonal
precipitation, we did a compound and a GIS analyses to define the high/low
probability of above, below or normal seasonal precipitation under El
Niño, La Niña and cold/warm Neutral episodes. In San Vicente,
Colombia the below-normal seasonal rainfall was identified during El
Niño and Neutral episodes in the dry season JJA. In this same
municipality we also found above-normal seasonal rainfall during La Niña
and Neutral episodes, especially in the dry season DJF. In Tancítaro
México the below-normal seasonal rainfall was identified during La
Niña winters (DJF) and El Niño summers (JJA), the above-normal
seasonal rainfall was found during La Niña summers (JJA) and El Niño
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