<html>
  <head>
    <meta content="text/html; charset=utf-8" http-equiv="Content-Type">
  </head>
  <body bgcolor="#FFFFFF" text="#000000">
    Hi Juan et al <br>
    <br>
    Yes phoenix has a search inter-phase to ESGF data ( but you can use
    other climate data archives as well ). <br>
    <br>
    Here are some preliminary screen shots: <br>
    <a class="moz-txt-link-freetext" href="http://flyingpigeon.readthedocs.io/en/latest/tutorials/sdm.html">http://flyingpigeon.readthedocs.io/en/latest/tutorials/sdm.html</a><br>
    <br>
    Best <br>
    Nils <br>
    <br>
    <br>
    <div class="moz-cite-prefix">On 01/06/2016 16:06, Juan M. Escamilla
      Molgora wrote:<br>
    </div>
    <blockquote
      cite="mid:aef440f0-c8eb-a996-5dd2-a9db0dca7cf2@lancaster.ac.uk"
      type="cite">
      <meta content="text/html; charset=utf-8" http-equiv="Content-Type">
      <p>Hi Nils,</p>
      <p>Thank you for sharing!</p>
      <p>How is phoenix about? Does it connects to the ESGF network?
        It's the first time I read about this. Looks very very
        interesting!<br>
      </p>
      <p><br>
      </p>
      <p>Thanks everybody for these valuable feedback.<br>
      </p>
      <p>Best wishes</p>
      <p><br>
      </p>
      <p>Juan<br>
      </p>
      <p><br>
      </p>
      <br>
      <div class="moz-cite-prefix">On 01/06/16 10:09, Nils Hempelmann
        wrote:<br>
      </div>
      <blockquote cite="mid:574EA662.20200@nilshempelmann.de"
        type="cite">
        <meta http-equiv="Content-Type" content="text/html;
          charset=utf-8">
        Hi Juan et al <br>
        <br>
        Thanks a lot for triggering this discussion. <br>
        I am currently working on a Web processing service (<a
          moz-do-not-send="true" class="moz-txt-link-freetext"
          href="http://birdhouse.readthedocs.io/en/latest/"><a class="moz-txt-link-freetext" href="http://birdhouse.readthedocs.io/en/latest/">http://birdhouse.readthedocs.io/en/latest/</a></a>)
        including a species distribution model based on the GBIF data
        (and climate model data). A good connection to GBIF database is
        still missing and all hints were quite useful!!<br>
        <br>
        If you want to share code:<br>
        <a moz-do-not-send="true" class="moz-txt-link-freetext"
href="https://github.com/bird-house/flyingpigeon/blob/master/flyingpigeon/processes/wps_sdm.py">https://github.com/bird-house/flyingpigeon/blob/master/flyingpigeon/processes/wps_sdm.py</a>
        <br>
        <br>
        Merci<br>
        Nils  <br>
        <br>
        <div class="moz-cite-prefix">On 31/05/2016 22:08, Juan M.
          Escamilla Molgora wrote:<br>
        </div>
        <blockquote
          cite="mid:c2bbd2c0-71dd-9089-e030-644ddac4d7bb@lancaster.ac.uk"
          type="cite">
          <p>Hi Tim,</p>
          <p>Thank you! specially for the DwC-A hint.</p>
          <p>The cells are by default in decimal degrees, (wgs84 ) but
            the functions for generating them are general enough to use
            any projection supported by gdal using postgis. It could be
            done "on the fly" or stored on the server side,</p>
          <p>I was thinking (day dreaming) in a standard way for coding
            unique but universal grids (similar to geohash or open
            location code), but didn't find something fast and ready.
            Maybe later :) <br>
          </p>
          <p>I only use Open Source Software, Python, Django, GDAL,
            Numpy, Postgis, Conda, Py2Neo, ete2 among others.</p>
          <p>Currently I don't have an official release and the project
            is quite inmature, unstable as well as the installation
            could be non trivial.  I'm fixing all these issues but will
            take some time,sorry for this.<br>
          </p>
          <p>The github repository is:<br>
          </p>
          <p><a moz-do-not-send="true" class="moz-txt-link-freetext"
              href="https://github.com/molgor/biospytial.git">https://github.com/molgor/biospytial.git</a></p>
          <p>An there's a very old documentation here: <br>
          </p>
          <p><a moz-do-not-send="true" class="moz-txt-link-freetext"
              href="http://test.holobio.me/modules/gbif_taxonomy_class.html">http://test.holobio.me/modules/gbif_taxonomy_class.html</a><br>
          </p>
          <p>Please feel free to follow!<br>
          </p>
          <p><br>
          </p>
          <p>Best wishes</p>
          <p><br>
          </p>
          <p>Juan<br>
          </p>
          <p>P.s. The functions for generating the grid are in:
            biospytial/SQL_functions</p>
          <p><br>
          </p>
          <p><br>
          </p>
          <p><br>
          </p>
          <br>
          <div class="moz-cite-prefix">On 31/05/16 19:47, Tim Robertson
            wrote:<br>
          </div>
          <blockquote
            cite="mid:6444FDB2-87DB-4835-9AAD-6FDABA1B4890@gbif.org"
            type="cite">
            <div>Thanks Juan</div>
            <div id="AppleMailSignature"><br>
            </div>
            <div id="AppleMailSignature">You're quite right - you need
              the DwC-A download format to get those IDs. </div>
            <div id="AppleMailSignature"><br>
            </div>
            <div id="AppleMailSignature">Are the cells decimal degrees,
              and then partitioned into smaller units, or equal area
              cells or maybe UTM grids or something else perhaps? I am
              just curious.</div>
            <div id="AppleMailSignature"><br>
            </div>
            <div id="AppleMailSignature">Are you developing this as OSS?
              I'd like to follow progress if possible?</div>
            <div id="AppleMailSignature"><br>
            </div>
            <div id="AppleMailSignature">Thanks,<br>
              <div>Tim,</div>
            </div>
            <div><br>
              On 31 May 2016, at 20:31, Juan M. Escamilla Molgora <<a
                moz-do-not-send="true" class="moz-txt-link-abbreviated"
                href="mailto:j.escamillamolgora@lancaster.ac.uk"><a class="moz-txt-link-abbreviated" href="mailto:j.escamillamolgora@lancaster.ac.uk">j.escamillamolgora@lancaster.ac.uk</a></a>>

              wrote:<br>
              <br>
            </div>
            <blockquote type="cite">
              <div>
                <p>Hi Tim, <br>
                </p>
                <p>The grid is made by selecting a square area and
                  divide it in nxn subsquares which form a partition on
                  the bigger square.</p>
                <p>Each grid is a table in postgis and there's a mapping
                  between this table to a django model (class).</p>
                <p>The class constructor have attributes: id, cell and
                  neighbours (next release).</p>
                <p>The cell is a polygon (square) and with geodjango
                  inherits the properties of the osgeo module for
                  polygons. <br>
                </p>
                <p>I've tried to use the CSV data (downloaded as a CSV
                  request ) but I couldn't find a way to obtain the
                  global id's for each taxonomic level (idspecies,
                  idgenus, idfamily, etc).</p>
                <p>Do you know a way for obtaining these fields?</p>
                <p><br>
                </p>
                <p>Thank you for your email and best wishes,</p>
                <p><br>
                </p>
                <p>Juan<br>
                </p>
                <br>
                <div class="moz-cite-prefix">On 31/05/16 19:03, Tim
                  Robertson wrote:<br>
                </div>
                <blockquote
                  cite="mid:E15AFFAF-7262-4096-A6EC-CBAB9F00E27E@gbif.org"
                  type="cite">
                  <div>Hi Juan</div>
                  <div id="AppleMailSignature"><br>
                  </div>
                  <div id="AppleMailSignature">That sounds like a fun
                    project!</div>
                  <div id="AppleMailSignature"><br>
                  </div>
                  <div id="AppleMailSignature">Can you please describe
                    your grid / cells? </div>
                  <div id="AppleMailSignature"><br>
                  </div>
                  <div id="AppleMailSignature">Most likely your best bet
                    will be to use the download API (as CSV data) and
                    ingest that. The other APIs will likely hit limits
                    (e.g. You can't page through indefinitely).<br>
                    <br>
                    Thanks,<br>
                    <div>Tim</div>
                  </div>
                  <div><br>
                    On 31 May 2016, at 18:55, Juan M. Escamilla Molgora
                    <<a moz-do-not-send="true"
                      class="moz-txt-link-abbreviated"
                      href="mailto:j.escamillamolgora@lancaster.ac.uk">j.escamillamolgora@lancaster.ac.uk</a>>

                    wrote:<br>
                    <br>
                  </div>
                  <blockquote type="cite">
                    <div>
                      <p>Dear all,</p>
                      <p><br>
                      </p>
                      <p>Thank you very much for your valuable feedback!</p>
                      <p><br>
                      </p>
                      <p>I'll explain a bit what I'm doing just to
                        clarify, sorry if this spam to some.</p>
                      <p><br>
                      </p>
                      <p>I want to build a model for species assemblages
                        based on co-occurrence of taxa within an
                        arbitrary area. I'm building a 2D lattice in
                        which for each cell I'm collapsing the data into
                        a taxonomic tree (the occurrences). For doing
                        this I need first to obtain the data from the
                        gbif api and later, based on the ids (or names)
                        of each taxonomic level (from kingdom to
                        occurrence) build a tree coupled to each cell. <br>
                      </p>
                      <p><br>
                      </p>
                      <p>The implementation is done with postgresql
                        (postgis) for storing the raw gbif data and
                        neo4j for storing the relation <br>
                      </p>
                      <p>"Being a member of the [ specie, genus,
                        family,,,] [name/id]" The idea is to include
                        data from different sources similar to the
                        project Matthew and Jennifer had mentioned
                        (which I'm very interested and like to hear
                        more) and traverse the network looking for
                        significant merged information. <br>
                      </p>
                      <p><br>
                      </p>
                      <p>One of the immediate problems I've found is to
                        import big chunks of the gbif data into my
                        specification. Thanks to this thread I've found
                        the tools that are the most used by the
                        community (pygbif,rgbif, and
                        python-dwca-reader). I was using urlib2 and
                        things like that. <br>
                      </p>
                      <p>I'll be happy to share any code or ideas with
                        the people interested.</p>
                      <p><br>
                      </p>
                      <p>Btw, I've checked the tinkerpop project which
                        uses the Gremlin traversal language as
                        independent from the DBMS. <br>
                      </p>
                      <p>Perhaps it's possible to use it with spark and
                        Guoda as well?</p>
                      <p><br>
                      </p>
                      <p><br>
                      </p>
                      <p>Does GOuda is working now?</p>
                      <p><br>
                      </p>
                      <p>Best wishes</p>
                      <p><br>
                      </p>
                      <p>Juan.<br>
                      </p>
                      <p><br>
                      </p>
                      <p><br>
                      </p>
                      <p><br>
                      </p>
                      <p><br>
                      </p>
                      <p><br>
                      </p>
                      <br>
                      <div class="moz-cite-prefix">On 31/05/16 17:02,
                        Collins, Matthew wrote:<br>
                      </div>
                      <blockquote
                        cite="mid:1464710544965.30033@acis.ufl.edu"
                        type="cite">
                        <p>Jorrit pointed out this thread to us at
                          iDigBio. Downloading and importing data into a
                          relational database will work great,
                          especially if as Jan said you can cut the data
                          size down to a reasonable amount.<br>
                        </p>
                        <p><span style="font-size: 12pt;"><br>
                          </span></p>
                        <p><span style="font-size: 12pt;">Another
                            approach we've been working on in a
                            collaboration called GUODA [1] is to build
                            an Apache Spark environment with
                            pre-formatted data frames with common data
                            sets in them for researchers to use. This
                            approach would offer a remote service where
                            you could write arbitrary Spark code,
                            probably in Jupyter notebooks, to iterate
                            over data. Spark does a lot of cool stuff
                            including GraphX which might be of
                            interest. This is </span>definitely
                          pre-alpha at this point and if anyone is
                          interested, I'd like to hear your thoughts.<span
                            style="font-size: 12pt;"> I'll also be at
                            SPNHC talking about this.</span></p>
                        <p><span style="font-size: 12pt;"><br>
                          </span></p>
                        <p>One thing we've found in working on this is
                          that importing data into a structured data
                          format isn't always easy. If you only want a
                          few columns, it'll be fine. But getting the
                          data typing, format standardization, and
                          column name syntax of the whole width of an
                          iDigBio record right requires some code. <span
                            style="font-family: Calibri, Arial,
                            Helvetica, sans-serif; font-size: 16px;
                            background-color: rgb(255, 255, 255);"> I
                            looked to see if </span><span
                            style="font-family: Calibri, Arial,
                            Helvetica, sans-serif; font-size: 16px;
                            background-color: rgb(255, 255, 255);">EcoData
                            R</span><span style="font-family: Calibri,
                            Arial, Helvetica, sans-serif; font-size:
                            16px; background-color: rgb(255, 255, 255);">etriever
                            [2] had a GBIF data source and they have an
                            eBird o</span><span style="font-family:
                            Calibri, Arial, Helvetica, sans-serif;
                            font-size: 16px; background-color: rgb(255,
                            255, 255);">ne that perhaps you might find
                            useful as a</span> starting point if you
                          wanted to try to use someone else's code to
                          download and import data.<br>
                        </p>
                        <p><br>
                        </p>
                        <p>For other data structures like BHL, we're
                          kind of making stuff up since we're packaging
                          a relational structure and not something
                          nearly as flat as GBIF and DWC stuff. <br>
                        </p>
                        <p><br>
                        </p>
                        <p>[1] <a moz-do-not-send="true"
                            href="http://guoda.bio/">http://guoda.bio/</a>​<br>
                        </p>
                        <p>[2] <a moz-do-not-send="true"
                            href="http://www.ecodataretriever.org/">http://www.ecodataretriever.org/</a><br>
                        </p>
                        <p><br>
                        </p>
                        <div id="Signature">
                          <div name="divtagdefaultwrapper"
                            style="font-family:Calibri,Arial,Helvetica,sans-serif;
                            font-size:; margin:0">
                            <div style="font-family:Tahoma;
                              font-size:13px">
                              <div style="font-family:Tahoma;
                                font-size:13px">Matthew Collins<br>
                                Technical Operations Manager<br>
                                Advanced Computing and Information
                                Systems Lab, ECE<br>
                                University of Florida<br>
                                <span class="Object"
                                  id="OBJ_PREFIX_DWT1049_com_zimbra_phone"><a
                                    moz-do-not-send="true"
                                    href="callto:352-392-5414"
                                    tabindex="0" id="NoLP">352-392-5414</a></span></div>
                            </div>
                          </div>
                        </div>
                        <div style="word-wrap:break-word">
                          <hr tabindex="-1" style="display:inline-block;
                            width:98%">
                          <div id="divRplyFwdMsg" dir="ltr"><font
                              style="font-size:11pt" color="#000000"
                              face="Calibri, sans-serif"><b>From:</b>
                              jorrit poelen <a moz-do-not-send="true"
                                class="moz-txt-link-rfc2396E"
                                href="mailto:jhpoelen@xs4all.nl">
                                <jhpoelen@xs4all.nl></a><br>
                              <b>Sent:</b> Monday, May 30, 2016 11:16 AM<br>
                              <b>To:</b> Collins, Matthew; Thompson,
                              Alexander M; Hammock, Jennifer<br>
                              <b>Subject:</b> Fwd: [API-users] Is there
                              any NEO4J or graph-based driver for this
                              API ?</font>
                            <div> </div>
                          </div>
                          <div>Hey y’all:
                            <div class=""><br class="">
                            </div>
                            <div class="">Interesting request below on
                              the GBIF mailing list - sounds like a
                              perfect fit for the GUODA use cases. </div>
                            <div class=""><br class="">
                            </div>
                            <div class="">Would it be too early to jump
                              onto this thread and share our
                              efforts/vision?</div>
                            <div class=""><br class="">
                            </div>
                            <div class="">thx,<br>
                            </div>
                            <div class="">-jorrit<br class="">
                              <div><br class="">
                                <blockquote type="cite" class="">
                                  <div class="">Begin forwarded message:</div>
                                  <br class="Apple-interchange-newline">
                                  <div class="" style="margin-top:0px;
                                    margin-right:0px; margin-bottom:0px;
                                    margin-left:0px"> <span class=""
                                      style=""><b class="">From: </b></span><span
                                      class="" style="">Jan Legind <<a
                                        moz-do-not-send="true"
                                        class="moz-txt-link-abbreviated"
                                        href="mailto:jlegind@gbif.org"><a class="moz-txt-link-abbreviated" href="mailto:jlegind@gbif.org">jlegind@gbif.org</a></a>><br
                                        class="">
                                    </span></div>
                                  <div class="" style="margin-top:0px;
                                    margin-right:0px; margin-bottom:0px;
                                    margin-left:0px"> <span class=""
                                      style=""><b class="">Subject: </b></span><span
                                      class="" style=""><b class="">Re:
                                        [API-users] Is there any NEO4J
                                        or graph-based driver for this
                                        API ?</b><br class="">
                                    </span></div>
                                  <div class="" style="margin-top:0px;
                                    margin-right:0px; margin-bottom:0px;
                                    margin-left:0px"> <span class=""
                                      style=""><b class="">Date: </b></span><span
                                      class="" style="">May 30, 2016 at
                                      5:48:51 AM PDT<br class="">
                                    </span></div>
                                  <div class="" style="margin-top:0px;
                                    margin-right:0px; margin-bottom:0px;
                                    margin-left:0px"> <span class=""
                                      style=""><b class="">To: </b></span><span
                                      class="" style="">Mauro Cavalcanti
                                      <<a moz-do-not-send="true"
                                        class="moz-txt-link-abbreviated"
                                        href="mailto:maurobio@gmail.com">maurobio@gmail.com</a>>,

                                      "Juan M. Escamilla Molgora" <<a
                                        moz-do-not-send="true"
                                        class="moz-txt-link-abbreviated"
href="mailto:j.escamillamolgora@lancaster.ac.uk"><a class="moz-txt-link-abbreviated" href="mailto:j.escamillamolgora@lancaster.ac.uk">j.escamillamolgora@lancaster.ac.uk</a></a>><br
                                        class="">
                                    </span></div>
                                  <div class="" style="margin-top:0px;
                                    margin-right:0px; margin-bottom:0px;
                                    margin-left:0px"> <span class=""
                                      style=""><b class="">Cc: </b></span><span
                                      class="">"<a
                                        moz-do-not-send="true"
                                        href="mailto:api-users@lists.gbif.org"
                                        class=""><a class="moz-txt-link-abbreviated" href="mailto:api-users@lists.gbif.org">api-users@lists.gbif.org</a></a>"
                                      <<a moz-do-not-send="true"
                                        class="moz-txt-link-abbreviated"
href="mailto:api-users@lists.gbif.org">api-users@lists.gbif.org</a>><br
                                        class="">
                                    </span></div>
                                  <br class="">
                                  <div class="">
                                    <div class="WordSection1"
                                      style="font-family:Helvetica;
                                      font-size:12px; font-style:normal;
                                      font-weight:normal;
                                      letter-spacing:normal;
                                      orphans:auto; text-align:start;
                                      text-indent:0px;
                                      text-transform:none;
                                      white-space:normal; widows:auto;
                                      word-spacing:0px">
                                      <div class="" style="margin:0cm
                                        0cm 0.0001pt; font-size:12pt;
                                        font-family:'Times New
                                        Roman',serif"> <span class=""
                                          style="font-family:Calibri,sans-serif;
                                          color:rgb(31,73,125)">Dear
                                          Juan,</span></div>
                                      <div class="" style="margin:0cm
                                        0cm 0.0001pt; font-size:12pt;
                                        font-family:'Times New
                                        Roman',serif"> <span class=""
                                          style="font-family:Calibri,sans-serif;
                                          color:rgb(31,73,125)"> </span></div>
                                      <div class="" style="margin:0cm
                                        0cm 0.0001pt; font-size:12pt;
                                        font-family:'Times New
                                        Roman',serif"> <span class=""
                                          style="font-family:Calibri,sans-serif;
                                          color:rgb(31,73,125)">Unfortunately

                                          we have no tool for creating
                                          these kind of SQL like queries
                                          to the portal. I am sure you
                                          are aware that the filters in
                                          the occurrence search pages
                                          can be applied in combination
                                          in numerous ways. The API can
                                          go even further in this
                                          regard[1], but it not well
                                          suited for retrieving
                                          occurrence records since there
                                          is a 200.000 records ceiling
                                          making it unfit for species
                                          exceeding this number.</span></div>
                                      <div class="" style="margin:0cm
                                        0cm 0.0001pt; font-size:12pt;
                                        font-family:'Times New
                                        Roman',serif"> <span class=""
                                          style="font-family:Calibri,sans-serif;
                                          color:rgb(31,73,125)"> </span></div>
                                      <div class="" style="margin:0cm
                                        0cm 0.0001pt; font-size:12pt;
                                        font-family:'Times New
                                        Roman',serif"> <span class=""
                                          style="font-family:Calibri,sans-serif;
                                          color:rgb(31,73,125)">There is
                                          going be updates to the pygbif
                                          package[2] in the near future
                                          that will enable you to launch
                                          user downloads
                                          programmatically where a whole
                                          list of different species can
                                          be used as a query parameter
                                          as well as adding polygons.[3]</span></div>
                                      <div class="" style="margin:0cm
                                        0cm 0.0001pt; font-size:12pt;
                                        font-family:'Times New
                                        Roman',serif"> <span class=""
                                          style="font-family:Calibri,sans-serif;
                                          color:rgb(31,73,125)"> </span></div>
                                      <div class="" style="margin:0cm
                                        0cm 0.0001pt; font-size:12pt;
                                        font-family:'Times New
                                        Roman',serif"> <span class=""
                                          style="font-family:Calibri,sans-serif;
                                          color:rgb(31,73,125)">In the
                                          meantime, Mauro’s suggestion
                                          is excellent. If you can
                                          narrow your search down until
                                          it returns a manageable
                                          download (say less than 100
                                          million records), importing
                                          this into a database should be
                                          doable. From there, you can
                                          refine using SQL queries.</span></div>
                                      <div class="" style="margin:0cm
                                        0cm 0.0001pt; font-size:12pt;
                                        font-family:'Times New
                                        Roman',serif"> <span class=""
                                          style="font-family:Calibri,sans-serif;
                                          color:rgb(31,73,125)"> </span></div>
                                      <div class="" style="margin:0cm
                                        0cm 0.0001pt; font-size:12pt;
                                        font-family:'Times New
                                        Roman',serif"> <span class=""
                                          style="font-family:Calibri,sans-serif;
                                          color:rgb(31,73,125)">Best,</span></div>
                                      <div class="" style="margin:0cm
                                        0cm 0.0001pt; font-size:12pt;
                                        font-family:'Times New
                                        Roman',serif"> <span class=""
                                          style="font-family:Calibri,sans-serif;
                                          color:rgb(31,73,125)">Jan K.
                                          Legind, GBIF Data manager   </span></div>
                                      <div class="" style="margin:0cm
                                        0cm 0.0001pt; font-size:12pt;
                                        font-family:'Times New
                                        Roman',serif"> <span class=""
                                          style="font-family:Calibri,sans-serif;
                                          color:rgb(31,73,125)"> </span></div>
                                      <div class="" style="margin:0cm
                                        0cm 0.0001pt; font-size:12pt;
                                        font-family:'Times New
                                        Roman',serif"> <span class=""
                                          style="font-family:Calibri,sans-serif;
                                          color:rgb(31,73,125)">[1]<span
class="Apple-converted-space"> </span><a moz-do-not-send="true"
                                            class="moz-txt-link-freetext"
href="http://www.gbif.org/developer/occurrence#search">http://www.gbif.org/developer/occurrence#search</a></span></div>
                                      <div class="" style="margin:0cm
                                        0cm 0.0001pt; font-size:12pt;
                                        font-family:'Times New
                                        Roman',serif"> <span class=""
                                          style="font-family:Calibri,sans-serif;
                                          color:rgb(31,73,125)">[2]<span
class="Apple-converted-space"> </span><a moz-do-not-send="true"
                                            class="moz-txt-link-freetext"
href="https://github.com/sckott/pygbif">https://github.com/sckott/pygbif</a></span></div>
                                      <div class="" style="margin:0cm
                                        0cm 0.0001pt; font-size:12pt;
                                        font-family:'Times New
                                        Roman',serif"> <span class=""
                                          style="font-family:Calibri,sans-serif;
                                          color:rgb(31,73,125)">[3]<span
class="Apple-converted-space"> </span><a moz-do-not-send="true"
                                            class="moz-txt-link-freetext"
href="https://github.com/jlegind/GBIF-downloads">https://github.com/jlegind/GBIF-downloads</a></span></div>
                                      <div class="" style="margin:0cm
                                        0cm 0.0001pt; font-size:12pt;
                                        font-family:'Times New
                                        Roman',serif"> <span class=""
                                          style="font-family:Calibri,sans-serif;
                                          color:rgb(31,73,125)"> </span></div>
                                      <div class="" style="margin:0cm
                                        0cm 0.0001pt; font-size:12pt;
                                        font-family:'Times New
                                        Roman',serif"> <b class=""><span
                                            class=""
                                            style="font-size:10pt;
                                            font-family:Tahoma,sans-serif">From:</span></b><span
                                          class=""
                                          style="font-size:10pt;
                                          font-family:Tahoma,sans-serif"><span
class="Apple-converted-space"> </span>API-users [<a
                                            moz-do-not-send="true"
                                            href="mailto:api-users-bounces@lists.gbif.org"
                                            class=""
                                            style="color:purple;
                                            text-decoration:underline"><a class="moz-txt-link-freetext" href="mailto:api-users-bounces@lists.gbif.org">mailto:api-users-bounces@lists.gbif.org</a></a>]<span
class="Apple-converted-space"> </span><b class="">On Behalf Of<span
                                              class="Apple-converted-space"> </span></b>Mauro

                                          Cavalcanti<br class="">
                                          <b class="">Sent:</b><span
                                            class="Apple-converted-space"> </span>30.

                                          maj 2016 14:06<br class="">
                                          <b class="">To:</b><span
                                            class="Apple-converted-space"> </span>Juan

                                          M. Escamilla Molgora<br
                                            class="">
                                          <b class="">Cc:</b><span
                                            class="Apple-converted-space"> </span><a
                                            moz-do-not-send="true"
                                            class="moz-txt-link-abbreviated"
href="mailto:api-users@lists.gbif.org"><a class="moz-txt-link-abbreviated" href="mailto:api-users@lists.gbif.org">api-users@lists.gbif.org</a></a><br
                                            class="">
                                          <b class="">Subject:</b><span
class="Apple-converted-space"> </span>Re: [API-users] Is there any NEO4J
                                          or graph-based driver for this
                                          API ?</span></div>
                                      <div class="" style="margin:0cm
                                        0cm 0.0001pt; font-size:12pt;
                                        font-family:'Times New
                                        Roman',serif">  </div>
                                      <div class="">
                                        <div class="">
                                          <div class="">
                                            <p class="MsoNormal"
                                              style="margin:0cm 0cm
                                              12pt; font-size:12pt;
                                              font-family:'Times New
                                              Roman',serif"> Hi,</p>
                                          </div>
                                          <p class="MsoNormal"
                                            style="margin:0cm 0cm 12pt;
                                            font-size:12pt;
                                            font-family:'Times New
                                            Roman',serif"> One solution
                                            I have successfully adopted
                                            for this is to download the
                                            records (either "manually"
                                            via browser or, yet better,
                                            using a Python script using
                                            the fine pygbif library),
                                            storing them into a MySQL or
                                            SQLite database and then
                                            perform the relational
                                            queries. I can provide
                                            examples if you are
                                            interested.</p>
                                        </div>
                                        <div class="" style="margin:0cm
                                          0cm 0.0001pt; font-size:12pt;
                                          font-family:'Times New
                                          Roman',serif"> Best regards,</div>
                                      </div>
                                      <div class="">
                                        <div class="" style="margin:0cm
                                          0cm 0.0001pt; font-size:12pt;
                                          font-family:'Times New
                                          Roman',serif">  </div>
                                        <div class="">
                                          <div class=""
                                            style="margin:0cm 0cm
                                            0.0001pt; font-size:12pt;
                                            font-family:'Times New
                                            Roman',serif"> 2016-05-30
                                            8:59 GMT-03:00 Juan M.
                                            Escamilla Molgora <<a
                                              moz-do-not-send="true"
                                              class="moz-txt-link-abbreviated"
href="mailto:j.escamillamolgora@lancaster.ac.uk"><a class="moz-txt-link-abbreviated" href="mailto:j.escamillamolgora@lancaster.ac.uk">j.escamillamolgora@lancaster.ac.uk</a></a>>:</div>
                                          <div class=""
                                            style="margin:0cm 0cm
                                            0.0001pt; font-size:12pt;
                                            font-family:'Times New
                                            Roman',serif"> Hola,<br
                                              class="">
                                            <br class="">
                                            Is there any API for making
                                            relational queries like
                                            taxonomy, location or
                                            timestamp?<br class="">
                                            <br class="">
                                            Thank you and best wishes<br
                                              class="">
                                            <br class="">
                                            Juan<br class="">
_______________________________________________<br class="">
                                            API-users mailing list<br
                                              class="">
                                            <a moz-do-not-send="true"
                                              href="mailto:API-users@lists.gbif.org"
                                              target="_blank" class=""
                                              style="color:purple;
                                              text-decoration:underline">API-users@lists.gbif.org</a><br
                                              class="">
                                            <a moz-do-not-send="true"
                                              href="http://lists.gbif.org/mailman/listinfo/api-users"
                                              target="_blank" class=""
                                              style="color:purple;
                                              text-decoration:underline">http://lists.gbif.org/mailman/listinfo/api-users</a></div>
                                        </div>
                                        <div class="" style="margin:0cm
                                          0cm 0.0001pt; font-size:12pt;
                                          font-family:'Times New
                                          Roman',serif"> <br class="">
                                          <br class="" clear="all">
                                          <br class="">
                                          --<span
                                            class="Apple-converted-space"> </span></div>
                                        <div class="">
                                          <div class=""
                                            style="margin:0cm 0cm
                                            0.0001pt; font-size:12pt;
                                            font-family:'Times New
                                            Roman',serif"> Dr. Mauro J.
                                            Cavalcanti<br class="">
                                            E-mail:<span
                                              class="Apple-converted-space"> </span><a
                                              moz-do-not-send="true"
                                              class="moz-txt-link-abbreviated"
href="mailto:maurobio@gmail.com"><a class="moz-txt-link-abbreviated" href="mailto:maurobio@gmail.com">maurobio@gmail.com</a></a><br class="">
                                            Web:<span
                                              class="Apple-converted-space"> </span><a
                                              moz-do-not-send="true"
                                              class="moz-txt-link-freetext"
href="http://sites.google.com/site/maurobio"><a class="moz-txt-link-freetext" href="http://sites.google.com/site/maurobio">http://sites.google.com/site/maurobio</a></a></div>
                                        </div>
                                      </div>
                                    </div>
                                    <span class=""
                                      style="font-family:Helvetica;
                                      font-size:12px; font-style:normal;
                                      font-weight:normal;
                                      letter-spacing:normal;
                                      orphans:auto; text-align:start;
                                      text-indent:0px;
                                      text-transform:none;
                                      white-space:normal; widows:auto;
                                      word-spacing:0px; float:none;
                                      display:inline!important">_______________________________________________</span><br
                                      class=""
                                      style="font-family:Helvetica;
                                      font-size:12px; font-style:normal;
                                      font-weight:normal;
                                      letter-spacing:normal;
                                      orphans:auto; text-align:start;
                                      text-indent:0px;
                                      text-transform:none;
                                      white-space:normal; widows:auto;
                                      word-spacing:0px">
                                    <span class=""
                                      style="font-family:Helvetica;
                                      font-size:12px; font-style:normal;
                                      font-weight:normal;
                                      letter-spacing:normal;
                                      orphans:auto; text-align:start;
                                      text-indent:0px;
                                      text-transform:none;
                                      white-space:normal; widows:auto;
                                      word-spacing:0px; float:none;
                                      display:inline!important">API-users

                                      mailing list</span><br class=""
                                      style="font-family:Helvetica;
                                      font-size:12px; font-style:normal;
                                      font-weight:normal;
                                      letter-spacing:normal;
                                      orphans:auto; text-align:start;
                                      text-indent:0px;
                                      text-transform:none;
                                      white-space:normal; widows:auto;
                                      word-spacing:0px">
                                    <a moz-do-not-send="true"
                                      href="mailto:API-users@lists.gbif.org"
                                      class="" style="color:purple;
                                      text-decoration:underline;
                                      font-family:Helvetica;
                                      font-size:12px; font-style:normal;
                                      font-weight:normal;
                                      letter-spacing:normal;
                                      orphans:auto; text-align:start;
                                      text-indent:0px;
                                      text-transform:none;
                                      white-space:normal; widows:auto;
                                      word-spacing:0px">API-users@lists.gbif.org</a><br
                                      class=""
                                      style="font-family:Helvetica;
                                      font-size:12px; font-style:normal;
                                      font-weight:normal;
                                      letter-spacing:normal;
                                      orphans:auto; text-align:start;
                                      text-indent:0px;
                                      text-transform:none;
                                      white-space:normal; widows:auto;
                                      word-spacing:0px">
                                    <a moz-do-not-send="true"
                                      href="http://lists.gbif.org/mailman/listinfo/api-users"
                                      class="" style="color:purple;
                                      text-decoration:underline;
                                      font-family:Helvetica;
                                      font-size:12px; font-style:normal;
                                      font-weight:normal;
                                      letter-spacing:normal;
                                      orphans:auto; text-align:start;
                                      text-indent:0px;
                                      text-transform:none;
                                      white-space:normal; widows:auto;
                                      word-spacing:0px">http://lists.gbif.org/mailman/listinfo/api-users</a></div>
                                </blockquote>
                              </div>
                              <br class="">
                            </div>
                          </div>
                        </div>
                        <br>
                        <fieldset class="mimeAttachmentHeader"></fieldset>
                        <br>
                        <pre wrap="">_______________________________________________
API-users mailing list
<a moz-do-not-send="true" class="moz-txt-link-abbreviated" href="mailto:API-users@lists.gbif.org">API-users@lists.gbif.org</a>
<a moz-do-not-send="true" class="moz-txt-link-freetext" href="http://lists.gbif.org/mailman/listinfo/api-users">http://lists.gbif.org/mailman/listinfo/api-users</a>
</pre>
                      </blockquote>
                      <br>
                    </div>
                  </blockquote>
                  <blockquote type="cite">
                    <div><span>_______________________________________________</span><br>
                      <span>API-users mailing list</span><br>
                      <span><a moz-do-not-send="true"
                          href="mailto:API-users@lists.gbif.org">API-users@lists.gbif.org</a></span><br>
                      <span><a moz-do-not-send="true"
                          href="http://lists.gbif.org/mailman/listinfo/api-users">http://lists.gbif.org/mailman/listinfo/api-users</a></span><br>
                    </div>
                  </blockquote>
                </blockquote>
                <br>
              </div>
            </blockquote>
          </blockquote>
          <br>
          <br>
          <fieldset class="mimeAttachmentHeader"></fieldset>
          <br>
          <pre wrap="">_______________________________________________
API-users mailing list
<a moz-do-not-send="true" class="moz-txt-link-abbreviated" href="mailto:API-users@lists.gbif.org">API-users@lists.gbif.org</a>
<a moz-do-not-send="true" class="moz-txt-link-freetext" href="http://lists.gbif.org/mailman/listinfo/api-users">http://lists.gbif.org/mailman/listinfo/api-users</a>
</pre>
        </blockquote>
        <br>
      </blockquote>
      <br>
    </blockquote>
    <br>
  </body>
</html>