{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import requests\n",
    "import dask.dataframe as dd\n",
    "import multiprocessing as mp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>http://sidc.be/silso/home</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://bmrb.io/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>http://www.pac.dfo-mpo.gc.ca/science/oceans/da...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://www.cpc.ncep.noaa.gov/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>http://cosmos.bot.kyoto-u.ac.jp/acytodb//cgi-b...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13352</th>\n",
       "      <td>http://radar.brookes.ac.uk/radar/access/home.do</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13353</th>\n",
       "      <td>http://www.ub.uni-siegen.de/opus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13354</th>\n",
       "      <td>http://numerique.bibliotheque.toulouse.fr/cgi-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13355</th>\n",
       "      <td>https://www.utas.edu.au/library</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13356</th>\n",
       "      <td>http://204.232.200.153:8080/jspui/</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13357 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                     url\n",
       "0                              http://sidc.be/silso/home\n",
       "1                                       https://bmrb.io/\n",
       "2      http://www.pac.dfo-mpo.gc.ca/science/oceans/da...\n",
       "3                         https://www.cpc.ncep.noaa.gov/\n",
       "4      http://cosmos.bot.kyoto-u.ac.jp/acytodb//cgi-b...\n",
       "...                                                  ...\n",
       "13352    http://radar.brookes.ac.uk/radar/access/home.do\n",
       "13353                   http://www.ub.uni-siegen.de/opus\n",
       "13354  http://numerique.bibliotheque.toulouse.fr/cgi-...\n",
       "13355                    https://www.utas.edu.au/library\n",
       "13356                 http://204.232.200.153:8080/jspui/\n",
       "\n",
       "[13357 rows x 1 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame.from_dict(json.loads(open('../data/interim/urls.json').read()), orient='index', columns=['redirect'])\n",
    "df = df.reset_index()\n",
    "df.rename(columns={'index': 'url'}, inplace=True)\n",
    "df.drop('redirect', axis=1, inplace=True)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>13357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>13357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>http://sidc.be/silso/home</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              url\n",
       "count                       13357\n",
       "unique                      13357\n",
       "top     http://sidc.be/silso/home\n",
       "freq                            1"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def resolve(url):\n",
    "    print(url)\n",
    "    timeout = 30\n",
    "    head_final_code = head_url = head_chain = head_codes = head_elapsed = head_error = get_final_code = get_url = get_chain = get_codes = get_elapsed = get_error = ''\n",
    "\n",
    "    try:\n",
    "        head = requests.head(url, timeout=timeout, allow_redirects=True)\n",
    "        head_final_code = head.status_code\n",
    "        head_url = head.url\n",
    "        head_chain = [res.url for res in head.history]\n",
    "        head_codes = [res.status_code for res in head.history]\n",
    "        head_elapsed = head.elapsed.total_seconds()\n",
    "    except Exception as e:\n",
    "        head_error = e\n",
    "    \n",
    "    try:\n",
    "        get = requests.get(url, timeout=timeout, allow_redirects=True)\n",
    "        get_final_code = get.status_code\n",
    "        get_url = get.url\n",
    "        get_chain = [res.url for res in get.history]\n",
    "        get_codes = [res.status_code for res in get.history]\n",
    "        get_elapsed = get.elapsed.total_seconds()\n",
    "    except Exception as e:\n",
    "        get_error = e\n",
    "\n",
    "    return dict(url=url,\n",
    "                head_final_code=head_final_code, \n",
    "                head_url=head_url, \n",
    "                head_chain=head_chain, \n",
    "                head_codes=head_codes, \n",
    "                head_elapsed=head_elapsed, \n",
    "                head_error=head_error, \n",
    "                get_final_code=get_final_code, \n",
    "                get_url=get_url, \n",
    "                get_chain=get_chain, \n",
    "                get_codes=get_codes,\n",
    "                get_elapsed=get_elapsed, \n",
    "                get_error=get_error)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# resolve('https://isoarch.eu/')\n",
    "# resolve('https://doi.org/10.1007/978-3-030-30760-8_15')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "foo\n",
      "foo\n",
      "http://sidc.be/silso/home\n",
      "http://escholarship.amherst.edu/\n",
      "http://digitalcommons.fau.edu/\n",
      "http://dspace.lib.fcu.edu.tw/\n",
      "https://bmrb.io/\n",
      "http://www.pac.dfo-mpo.gc.ca/science/oceans/data-donnees/index-eng.html\n",
      "https://www.cpc.ncep.noaa.gov/\n",
      "http://cosmos.bot.kyoto-u.ac.jp/acytodb//cgi-bin/index.cgi?org=as\n",
      "https://www.geochron.org/\n",
      "http://ipt.taibif.tw/\n",
      "https://www.ars-grin.gov/\n",
      "https://data.seaiceportal.de\n",
      "http://arabidopsis.info\n",
      "https://isoarch.eu/\n",
      "http://digitalcommons.libraries.columbia.edu/\n",
      "http://210.72.88.198:8080/\n",
      "http://epi.minsal.cl/bases-de-datos/\n",
      "https://tbindia.indiancst.com/GPMSTBTransportal/\n",
      "https://www.chinare.org.cn/en/\n",
      "https://brainbase.io\n",
      "https://obis.org/\n",
      "https://portal.conp.ca\n",
      "https://aeronet.gsfc.nasa.gov/new_web/data.html\n",
      "https://arch.library.northwestern.edu/\n",
      "https://www.cvrgrid.org/\n",
      "https://codeocean.com\n",
      "https://disc.gsfc.nasa.gov\n",
      "http://metabolonote.kazusa.or.jp\n",
      "https://www.ncbi.nlm.nih.gov/genbank/\n",
      "https://www.nist.gov/pml/atomic-spectra-database\n",
      "https://www.trackhubregistry.org/\n",
      "http://www.flyrnai.org/\n",
      "http://www.hgvd.genome.med.kyoto-u.ac.jp/\n",
      "https://fantom.gsc.riken.jp/\n",
      "https://ladsweb.modaps.eosdis.nasa.gov/\n",
      "http://archive.researchdata.leeds.ac.uk/\n",
      "https://primatedatabase.com/\n",
      "https://www.sccm.org/Research/Research/Discovery-Research-Network/VIRUS-COVID-19-Registry\n",
      "http://biodb.swu.edu.cn/qprimerdb/\n",
      "http://www.cybertesis.cl/\n",
      "http://publica.fraunhofer.de/starweb/ep08/en/index.htm\n",
      "http://140.134.132.124:8080/dspace/\n",
      "https://citrination.com/\n",
      "http://datadryad.org/\n",
      "https://geome-db.org/\n",
      "https://microdata.fao.org/index.php/catalog\n",
      "http://dsmnc.big.ac.cn/\n",
      "http://repository.kordi.re.kr/\n",
      "http://bis.zju.edu.cn/pnatdb/\n",
      "http://gtnpdatabase.org/\n",
      "https://eng.geus.dk/products-services-facilities/data-and-maps/national-geophysical-database-gerda/\n",
      "https://esrl.noaa.gov/gmd/dv/data/\n",
      "https://www.ncdc.noaa.gov/cdo-web/\n",
      "https://www.coris.noaa.gov/\n",
      "https://alfred.med.yale.edu/alfred/index.asp\n",
      "http://pcddb.cryst.bbk.ac.uk\n",
      "https://www.ddbj.nig.ac.jp/biosample/index-e.html\n",
      "https://bitbucket.org/\n",
      "https://www.ala.org.au/\n",
      "https://about.gitlab.com/\n",
      "https://sourceforge.net/\n",
      "https://launchpad.net\n",
      "https://knowledge.brain-map.org/\n",
      "https://iastate.figshare.com/\n",
      "http://savannah.gnu.org/\n",
      "https://www.nitrc.org/xnat/index.php\n",
      "http://stellabase.org\n",
      "http://repository.cwi.nl:8888/cwi_repository/home.php\n",
      "http://ki.se/en/bionut/welcome-to-the-lci-facility\n",
      "https://www.fair4health.eu/\n",
      "https://datacatalogue.cessda.eu/\n",
      "https://pairedomicsdata.bioinformatics.nl/\n",
      "http://nematode.lab.nig.ac.jp/\n",
      "https://datahub.hku.hk\n",
      "https://meta.dasch.swiss/\n",
      "https://asterweb.jpl.nasa.gov\n",
      "https://www.ebi.ac.uk/bioimage-archive/\n",
      "https://github.com/KeironO/omicsdb\n",
      "https://adatbank.tarki.hu/en/\n",
      "https://cran.r-project.org/\n",
      "http://apps.socib.es/data-catalog/\n",
      "http://alternaria.vbi.vt.edu/index.html\n",
      "https://midasfieldguide.org/guide\n",
      "https://trolling.uit.no/\n",
      "https://www.covid19dataportal.org\n",
      "https://db.cngb.org/gisaid/\n",
      "https://hivdb.stanford.edu/\n",
      "https://www.icpsr.umich.edu/web/pages/civicleads/index.html\n",
      "https://www.ecdc.europa.eu/en\n",
      "https://datacatalog.elixir-luxembourg.org/\n",
      "https://www.canada.ca/en/services/environment/pollution-waste-management/national-pollutant-release-inventory.html\n",
      "https://usda.library.cornell.edu/\n",
      "https://www.nodc.noaa.gov/OC5/WOD/pr_wod.html\n",
      "http://www.pazar.info/\n",
      "http://ir.lib.ksu.edu.tw:8080/dspace/\n",
      "https://protocols.io/welcome\n",
      "https://scholarsbank.uoregon.edu/xmlui/\n",
      "https://seabass.gsfc.nasa.gov/\n",
      "https://asdc.larc.nasa.gov/\n",
      "http://www.mah.se/muep\n",
      "http://www.bnm.me.gov.ar/cgi-bin/wxis.exe/opac/?IsisScript=opac/bibdig.xis&dbn=UNIFICA&ver_form=6\n",
      "http://e-archive.library.okstate.edu/\n",
      "http://aladinrc.wrlc.org/\n",
      "http://148.226.9.79:8080/dspace\n",
      "http://fcon_1000.projects.nitrc.org/indi/abide/\n",
      "https://cddis.nasa.gov/\n",
      "http://geodata-quintewest.opendata.arcgis.com/\n",
      "https://cassavabase.org\n",
      "https://data.gov.in/\n",
      "http://indigo.lib.uic.edu:8080/dspace/\n",
      "http://data.gov.uk/\n",
      "http://iris.lib.neu.edu/\n",
      "http://bivaldioai.gva.es/es/cms/elemento.cmd?id=estaticos/paginas/inicio.html\n",
      "http://digital.maag.ysu.edu/\n",
      "http://rodin.uca.es:8081/xmlui/\n",
      "http://epublications.bond.edu.au/\n",
      "http://www.kait-r.com:8080/dspace/\n",
      "http://dspace.utalca.cl/\n",
      "http://dspace.nitle.org/handle/10090/7\n",
      "http://corescholar.libraries.wright.edu\n",
      "https://datapub.fz-juelich.de/slcs/tropopause/\n",
      "http://siox.sdsc.edu/\n",
      "https://databasin.org/\n",
      "http://bivaldi.gva.es\n",
      "http://dspace.nbuv.gov.ua:8080/dspace/\n",
      "http://naca.larc.nasa.gov/\n",
      "http://prodinra.inra.fr\n",
      "http://dare.ubn.kun.nl/\n",
      "http://eprints.ui.ac.id/\n",
      "https://www.io-warnemuende.de/data-portal.html\n",
      "https://www.ebi.ac.uk/metabolights/\n",
      "https://www.wovodat.org/\n",
      "http://ipt.gbif.pt/ipt/\n",
      "http://www-is.biotoul.fr\n",
      "https://data.depositar.io/\n",
      "https://www.jacq.org\n",
      "https://dataverse.nl/\n",
      "https://gudmap.org\n",
      "http://www.isoelectricpointdb2.org\n",
      "https://www.gbif.org\n",
      "https://www.ebi.ac.uk/pdbe/emdb/empiar/\n",
      "https://www.psychdata.de/index.php?main=none&sub=none&lang=eng\n",
      "https://www.ine.es/dyngs/INEbase/en/operacion.htm?c=Estadistica_C&cid=1254736176755&menu=resultados&secc=1254736195616&idp=1254735576669#!tabs-1254736194796\n",
      "https://www.nconemap.gov/\n",
      "https://www.ebi.ac.uk/pdbe/\n",
      "http://ascl.net/\n",
      "http://www.marinedataarchive.eu\n",
      "http://wikicell.big.ac.cn/index.php/Human\n",
      "https://www.bodc.ac.uk/resources/inventories/edmed/search/\n",
      "https://www.mmrrc.org/catalog/StrainCatalogSearchForm.php?search_query=KOMP%20Repository\n",
      "http://rruff.geo.arizona.edu/AMS/amcsd.php\n",
      "http://registry.euro-vo.org/eurovo/#landing_page\n",
      "https://www.biosino.org/node\n",
      "https://mistrals.sedoo.fr/\n",
      "http://www.hcvivdb.org/\n",
      "https://www.designsafe-ci.org/data/browser/public/\n",
      "http://www.anzctr.org.au/\n",
      "https://capacity-covid.eu/\n",
      "https://modelseed.org/biochem\n",
      "https://mhkdr.openei.org/\n",
      "https://models.physiomeproject.org\n",
      "http://www.ncbi.nlm.nih.gov/mapview/\n",
      "https://nawi.openei.org/home\n",
      "https://bigd.big.ac.cn/biocode\n",
      "https://workflowhub.eu\n",
      "https://ipt.laji.fi/ipt/\n",
      "https://directory.bbmri-eric.eu/\n",
      "http://ipt-benin.gbif.fr/\n",
      "https://data.oceannetworks.ca/home?TREETYPE=1&LOCATION=11&TIMECONFIG=0\n",
      "https://data.tpdc.ac.cn/en/\n",
      "https://www.inptdat.de\n",
      "http://bioinfo.life.hust.edu.cn/SAGD\n",
      "https://www.gfz-potsdam.de/champ/\n",
      "http://www.godac.jamstec.go.jp/darwin/e\n",
      "http://archaeologydataservice.ac.uk/about.xhtml\n",
      "http://wfleabase.org/\n",
      "http://kr.cup.edu.in/\n",
      "http://researchbank.swinburne.edu.au/vital/access/manager/Index\n",
      "http://researchbank.swinburne.edu.au/\n",
      "http://repository.lib.ncsu.edu/ir/handle/1840.16/1 \n",
      "http://eprints.hec.gov.pk/\n",
      "http://repository.ajou.ac.kr\n",
      "https://darchive.mblwhoilibrary.org/\n",
      "http://hgpd.lifesciencedb.jp/cgi/\n",
      "http://www.comgen.pl/mirex/\n",
      "http://www.proteored.org\n",
      "https://archive.materialscloud.org/\n",
      "http://ipt.biodiversidad.co/sib/\n",
      "https://www.who.int/emergencies/diseases/novel-coronavirus-2019/global-research-on-novel-coronavirus-2019-ncov\n",
      "https://data.hpc.imperial.ac.uk\n",
      "https://nda.nih.gov\n",
      "http://www.gbif.se/ipt\n",
      "https://data.openei.org/\n",
      "https://orcid.org/my-orcid?orcid=0000-0003-1064-7468\n",
      "https://fairdomhub.org/\n",
      "http://clinicaltrials.gov/\n",
      "http://arrow.dit.ie/index.html\n",
      "https://www.openml.org/\n",
      "https://web.expasy.org/abcd/\n",
      "https://ngdc.cncb.ac.cn/idog/\n",
      "https://ir.uitm.edu.my/\n",
      "https://repository.unm.edu/dspace/\n",
      "https://gordonfoundation.ca/initiatives/datastream/\n",
      "https://www.frdr-dfdr.ca/\n",
      "http://scholarworks.gvsu.edu/index.html\n",
      "https://paleobiodb.org/#/\n",
      "http://www.ncbi.nlm.nih.gov/geo/\n",
      "http://scholarworks.sjsu.edu\n",
      "http://web.iodp.tamu.edu/LORE/\n",
      "https://estudogeral.sib.uc.pt:8443/dspace/\n",
      "http://openbiodiv.net/\n",
      "https://www.binhum.net\n",
      "https://jws2.sysmo-db.org/\n",
      "http://rapeseed.plantsignal.cn\n",
      "https://asf.alaska.edu/\n",
      "http://ipt.vertnet.org:8080/ipt/\n",
      "https://www.aoml.noaa.gov/data-products/\n",
      "https://www.esrl.noaa.gov/gmd/grad/surfrad/index.html\n",
      "https://dataverse.scholarsportal.info/\n",
      "https://www.ebi.ac.uk/ipd/nhkir/\n",
      "https://www.citrusgenomedb.org/\n",
      "http://agris.fao.org/agris-search/index.do\n",
      "https://repository.dri.ie/\n",
      "http://bccm.belspo.be/about-us/bccm-ulc\n",
      "http://www.dknet.org\n",
      "http://bigd.big.ac.cn/\n",
      "https://www.qmenta.com/covid19-patients_ms/\n",
      "http://www.aphidbase.com/\n",
      "https://dataverse.tdl.org\n",
      "https://europepmc.org\n",
      "http://fcon_1000.projects.nitrc.org/\n",
      "https://www.myexperiment.org/\n",
      "https://www.softwareheritage.org/\n",
      "http://bccm.belspo.be/about-us/bccm-dcg\n",
      "http://toxico.nibiohn.go.jp/english/\n",
      "http://gesdb.nhri.org.tw/\n",
      "http://etd.lib.metu.edu.tr/\n",
      "http://engagedscholarship.csuohio.edu\n",
      "https://scholarsbank.uoregon.edu/\n",
      "http://repository.kihasa.re.kr:8080/\n",
      "http://bib1lp1.rz.tu-bs.de/docportal\n",
      "https://dspace.lib.rochester.edu/\n",
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      "http://www.ncbi.nlm.nih.gov/VecScreen/UniVec.html\n",
      "http://plantgrn.noble.org/LegumeIP/\n",
      "http://sideeffects.embl.de\n",
      "http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=cancerchromosomes\n",
      "https://www.genecards.org/\n",
      "https://virtualflybrain.org\n",
      "http://planttfdb.cbi.pku.edu.cn\n",
      "http://supfam.org/SUPERFAMILY/dcGO/index.html\n",
      "http://www.binfo.ncku.edu.tw/TAG/GeneDoc.php\n",
      "http://dorina.mdc-berlin.de\n",
      "http://www.cas.org/content/chemical-substances\n",
      "http://www.glycosciences.de/database/\n",
      "http://www.ccdc.cam.ac.uk/solutions/csd-system/components/csd/\n",
      "https://d-place.org\n",
      "http://www.mousemine.org\n",
      "http://ptmcode.embl.de\n",
      "http://www.pantherdb.org\n",
      "https://www.chd7.org/\n",
      "http://www.type2diabetesgenetics.org/\n",
      "http://repositorio.ual.es\n",
      "https://www.animalgenome.org/cgi-bin/QTLdb/index\n",
      "http://eprints.binus.ac.id\n",
      "http://159.226.123.10/\n",
      "https://rnajunction.ncifcrf.gov/\n",
      "http://repeatsdb.bio.unipd.it/\n",
      "http://knotprot.cent.uw.edu.pl/\n",
      "http://smart.embl.de\n",
      "http://geodata.grid.unep.ch/\n",
      "http://www.hemiptera-databases.org/flow/\n",
      "http://locate.imb.uq.edu.au/\n",
      "https://planosphere.stowers.org/\n",
      "https://www.nextprot.org\n",
      "http://www.ithanet.eu\n",
      "http://58.210.77.100/\n",
      "http://www.amauta.edu.pe\n",
      "http://202.127.23.61/\n",
      "https://mitimpact.css-mendel.it/\n",
      "http://www.wheatgenome.info/wheat_genome_databases.php\n",
      "http://eggnog.embl.de\n",
      "https://map.sarig.sa.gov.au/\n",
      "http://repositorio.ibict.br\n",
      "http://ub-madoc.bib.uni-mannheim.de/\n",
      "http://publikationen.ub.uni-frankfurt.de\n",
      "http://art.torvergata.it/\n",
      "http://libros.metabiblioteca.org\n",
      "http://repositorio.udesa.edu.ar/\n",
      "https://www.discovery.closer.ac.uk/\n",
      "https://www.gwascentral.org/\n",
      "http://repository.unhas.ac.id\n",
      "http://dolbico.org/\n",
      "http://eprints.dinus.ac.id\n",
      "http://repository.seafdec.org.ph/\n",
      "https://find.library.unisa.edu.au/primo-explore/search?vid=ROR\n",
      "http://202.127.1.142/\n",
      "http://kluedo.ub.uni-kl.de/\n",
      "http://brage.bibsys.no/krus/\n",
      "https://neurodata.io/project/ocp/\n",
      "http://mitominer.mrc-mbu.cam.ac.uk\n",
      "http://www.unicarbkb.org\n",
      "http://juniper.health.unm.edu/tcrd/\n",
      "http://www.cangem.org/\n",
      "https://healthdatagateway.org\n",
      "http://www.rhea-db.org\n",
      "https://www.covid19dataindex.org/\n",
      "https://data.csiro.au/collections\n",
      "http://www.ispybio.com/\n",
      "http://dspace.nelson.usf.edu/xmlui\n",
      "https://dnamod.hoffmanlab.org/\n",
      "https://massbank.eu/MassBank/\n",
      "https://www.earthsystemgrid.org/\n",
      "http://molmedb.upol.cz\n",
      "http://www.thebiogrid.org\n",
      "http://data.kew.org/cvalues/\n",
      "https://www.physionet.org/\n",
      "http://www.embrapa.br/alice\n",
      "http://comppi.linkgroup.hu/\n",
      "http://opig.stats.ox.ac.uk/webapps/newsabdab/therasabdab\n",
      "https://www.ionomicshub.org/home/PiiMS\n",
      "http://wiki.linked.earth/Main_Page\n",
      "http://www.repositorio.ufpa.br\n",
      "http://iyokan.lib.ehime-u.ac.jp/\n",
      "http://repository.edulll.gr\n",
      "http://ea.donntu.edu.ua\n",
      "http://porto.polito.it/\n",
      "http://repository.kribb.re.kr \n",
      "http://159.226.113.160:8080/\n",
      "http://scholar.lib.vt.edu/theses/\n",
      "https://bigd.big.ac.cn/methbank/\n",
      "http://ir.sia.ac.cn/\n",
      "http://autosnpdb.appliedbioinformatics.com.au\n",
      "https://www.neotomadb.org/\n",
      "http://catedra.ruv.itesm.mx\n",
      "http://data.permasense.ch/\n",
      "https://proteininformationresource.org/pirwww/dbinfo/pirsf.shtml\n",
      "https://genomics.senescence.info/\n",
      "http://data.cuahsi.org/\n",
      "http://www.genesigdb.org\n",
      "https://img.jgi.doe.gov/vr/\n",
      "https://strongmotioncenter.org/vdc/scripts/default.plx\n",
      "http://ctdbase.org/\n",
      "https://veupathdb.org/veupathdb/app/\n",
      "http://genometrafac.cchmc.org\n",
      "https://www.lens.org/\n",
      "https://www.astm.org/Standard/standards-and-publications.html\n",
      "http://mammoth.bcm.tmc.edu/ETserver.html\n",
      "https://earthexplorer.usgs.gov/\n",
      "https://www.ncis.org.au/\n",
      "http://eadnurt.diit.edu.ua/\n",
      "http://repository.mb.ipb.ac.id\n",
      "http://isgi.unistra.fr/\n",
      "https://www.hep-druginteractions.org/\n",
      "http://www.ncbi.nlm.nih.gov/protein\n",
      "http://pubs.kist.re.kr\n",
      "http://dlisv03.media.osaka-cu.ac.jp/infolib/meta_pub/G0000007repository\n",
      "http://www.lbgi.fr/balibase/\n",
      "https://rosap.ntl.bts.gov/\n",
      "http://ir.ihb.ac.cn/\n",
      "https://modelzoo.co/\n",
      "http://virusmentha.uniroma2.it/\n",
      "https://geology-ags-aer.opendata.arcgis.com/\n",
      "https://web.expasy.org/cellosaurus/\n",
      "http://subtiwiki.uni-goettingen.de\n",
      "http://www.lias.net/\n",
      "http://www.rhesusbase.org\n",
      "http://www.genomeindia.org/biocuration\n",
      "http://repository.unich.it\n",
      "http://repo.isi-dps.ac.id/\n",
      "http://scholarbank.nus.edu.sg\n",
      "http://www.probonto.org\n",
      "http://nhcuer.lib.nhcue.edu.tw/\n",
      "http://repository.lib.juen.ac.jp/\n",
      "https://isni.org/page/search-database/\n",
      "http://nsidc.org/data/\n",
      "https://bigd.big.ac.cn/idog/\n",
      "https://preview.grid.unep.ch/index.php?preview=about&lang=eng\n",
      "http://www.unimod.org\n",
      "https://urgi.versailles.inra.fr/WheatMine/begin.do\n",
      "https://hive.biochemistry.gwu.edu/tools/bioxpress/\n",
      "http://cnidbase.com/index.cgi\n",
      "http://amp.pharm.mssm.edu/datasets2tools/\n",
      "http://igdb.nsclc.ibms.sinica.edu.tw\n",
      "http://pid.nci.nih.gov/\n",
      "http://interactome.baderlab.org/\n",
      "http://discovery.informatics.uab.edu/beere/\n",
      "http://gmd.mpimp-golm.mpg.de/\n",
      "http://exac.broadinstitute.org/\n",
      "https://www.hiv-druginteractions.org/\n",
      "http://sms.cbi.cnptia.embrapa.br/SMS/index_s.html\n",
      "http://159.226.149.42:8088/\n",
      "http://flybase.org/\n",
      "http://psb.kobic.re.kr/stap/refinement/\n",
      "http://repository.unila.ac.id\n",
      "http://eprints.sdu.edu.tr\n",
      "http://eresearch.ozyegin.edu.tr/xmlui\n",
      "http://124.16.247.212/\n",
      "http://ir.fmu.ac.jp/dspace/\n",
      "http://coleccionfff.unav.es/bvunav/\n",
      "http://119.78.226.72/\n",
      "http://159.226.153.81/\n",
      "http://bibliotecavirtual.larioja.org/\n",
      "http://riuma.uma.es\n",
      "http://oda.hioa.no/\n",
      "http://oda.hio.no/\n",
      "http://kb.psu.ac.th/psukb\n",
      "http://ir.scbg.ac.cn/\n",
      "https://www.cbrc.kaust.edu.sa/des_tomato/home/index.php\n",
      "https://exbio.wzw.tum.de/digger/\n",
      "http://www.hmtdb.uniba.it\n",
      "http://wodaklab.org/iRefWeb/\n",
      "http://www.orthodb.org/v9/\n",
      "http://archaea.ucsc.edu\n",
      "http://mycobrowser.epfl.ch/marinolist.html\n",
      "http://peroxibase.toulouse.inra.fr/\n",
      "http://structure.bmc.lu.se/idbase/KinMutBase/\n",
      "http://www.h-invitational.jp/hinv/ahg-db/index.jsp\n",
      "http://mycoCLAP.fungalgenomics.ca\n",
      "http://www.funtree.info/FunTree/\n",
      "http://hogenom.univ-lyon1.fr/\n",
      "http://www.phylogenes.org/\n",
      "http://wdc.kugi.kyoto-u.ac.jp/index.html\n",
      "http://www.cazy.org/\n",
      "http://dbtss.hgc.jp\n",
      "http://ddiem.phenomebrowser.net/\n",
      "http://www.rhesusbase.org/drugDisc/CAM.jsp\n",
      "http://hipathdb.kobic.re.kr\n",
      "http://repository.nms.ac.uk\n",
      "http://ir.gyig.ac.cn:8080/\n",
      "http://a-plus.auhw.ac.jp/\n",
      "http://targetmine.mizuguchilab.org/targetmine\n",
      "http://pbil.univ-lyon1.fr/RTKdb/\n",
      "http://www.bioinf.manchester.ac.uk/dbbrowser/sprint/\n",
      "http://floradobrasil.jbrj.gov.br/reflora/herbarioVirtual\n",
      "http://influenza.psych.ac.cn/\n",
      "http://ir.irsa.ac.cn/\n",
      "http://ir.iscas.ac.cn/\n",
      "http://cardinalscholar.bsu.edu\n",
      "http://leo.cilea.it\n",
      "http://hrr.ul.hirosaki-u.ac.jp/\n",
      "http://roderic.uv.es\n",
      "http://eprints.cmfri.org.in\n",
      "http://ir.lib.ksu.edu.tw/dspace/\n",
      "http://www.unidata.ucar.edu/data/\n",
      "https://cancer-druginteractions.org/\n",
      "http://flyatlas.gla.ac.uk/FlyAtlas2/index.html\n",
      "http://www.coryneregnet.de/\n",
      "https://chem.nlm.nih.gov/chemidplus/\n",
      "http://www.ppepdr.net/\n",
      "http://db-mml.sjtu.edu.cn/ICEberg/\n",
      "http://www.ups.edu.ec\n",
      "https://dspace.ndlr.ie/jspui/\n",
      "http://aptamerbase.semanticscience.org/\n",
      "http://www.humanconnectome.org\n",
      "http://stormo.wustl.edu/ScerTF/\n",
      "https://crisprcas.i2bc.paris-saclay.fr/\n",
      "http://miRTarBase.mbc.nctu.edu.tw\n",
      "http://rrndb.umms.med.umich.edu/\n",
      "http://bacmap.wishartlab.com\n",
      "https://mips.helmholtz-muenchen.de/corum/\n",
      "http://fly.glycoinfo.org/\n",
      "http://hscl.cimr.cam.ac.uk/bloodexpress/\n",
      "http://cfgp.snu.ac.kr\n",
      "http://ir.ciac.jl.cn/\n",
      "http://roar.uel.ac.uk\n",
      "http://repository.usu.ac.id\n",
      "http://academicarchive.snhu.edu\n",
      "http://ir.ndhu.edu.tw\n",
      "http://www.genomesize.com\n",
      "http://stemcellinformatics.org/\n",
      "https://minpaku.repo.nii.ac.jp/\n",
      "https://bigd.big.ac.cn/lncbook/index\n",
      "http://jable.ulpgc.es\n",
      "http://repository.uwc.ac.za/\n",
      "https://digital.csic.es/handle/10261/204074\n",
      "http://oligogenome.stanford.edu/\n",
      "http://citarea.cita-aragon.es\n",
      "http://equilibrator.weizmann.ac.il\n",
      "http://www.begdb.org/\n",
      "https://chomine.boku.ac.at/chomine\n",
      "http://drugcentral.org/\n",
      "http://immunet.cn/mimodb\n",
      "http://www.compsysbio.org/bacteriome/\n",
      "http://www.germonline.org/index.html\n",
      "http://flypush.imgen.bcm.tmc.edu/pscreen/\n",
      "https://tcdb.org/\n",
      "https://www.humancyc.org/\n",
      "http://funcoup.sbc.su.se/\n",
      "http://www.microrna.gr/tarbase\n",
      "https://www.data.gov/\n",
      "http://cdb.ics.uci.edu\n",
      "https://ir.csmu.edu.tw:8080\n",
      "http://acceda.ulpgc.es/\n",
      "http://ubithesis.ubi.pt/\n",
      "http://thesis.library.caltech.edu\n",
      "http://oa.upm.es\n",
      "http://ir.siom.ac.cn/\n",
      "http://crdd.osdd.net/raghava/proglycprot\n",
      "https://orcs.thebiogrid.org/\n",
      "https://www.ncdc.noaa.gov/data-access/paleoclimatology-data\n",
      "http://helda.helsinki.fi/\n",
      "http://sci-gems.math.bas.bg/jspui/\n",
      "http://eprints.unife.it\n",
      "http://depot.knaw.nl/\n",
      "http://clip.jccm.es/bidicam/es/micrositios/inicio.cmd\n",
      "http://www.alhambra-patronato.es/ria/\n",
      "http://cbdu.id.uw.edu.pl\n",
      "http://hmpdacc.org/\n",
      "http://mutdb.org/\n",
      "Http://manglar.uninorte.edu.co/\n",
      "http://www.mdx.cat/\n",
      "http://bibdigital.epn.edu.ec\n",
      "http://elocus.lib.uoc.gr\n",
      "http://eprints.csirexplorations.com/\n",
      "http://languagebox.eprints.org/\n",
      "https://repository.abertay.ac.uk/jspui/\n",
      "http://repository.hyogo-u.ac.jp\n",
      "http://vivliothmmy.ee.auth.gr/\n",
      "https://rda.ucar.edu\n",
      "http://stab.comp-sysbio.org\n",
      "http://phenom.ccbr.utoronto.ca/\n",
      "http://crdd.osdd.net/servers/virsirnadb\n",
      "http://www.unimd.org/dnmivd/\n",
      "http://www.iitm.ac.in/bioinfo/PROXiMATE/index.html\n",
      "http://www.swisslipids.org/#/\n",
      "http://www.epifactors.autosome.ru/\n",
      "http://satellog.bcgsc.ca/\n",
      "https://portal.aoos.org/\n",
      "http://www.unicarb-db.org\n",
      "http://www.orthomam.univ-montp2.fr/orthomam/html/\n",
      "https://mines.legumeinfo.org/cowpeamine\n",
      "http://www.iith.ac.in/EK3D/\n",
      "https://silkpathdb.swu.edu.cn/\n",
      "http://www.dloc.com/\n",
      "http://eprints.undip.ac.id\n",
      "http://dspace.imech.ac.cn/\n",
      "http://pandektis.ekt.gr/\n",
      "http://tahda.lib.nchu.edu.tw/gs32/nchudc/intro.html\n",
      "http://ich.vscht.cz/projects/dolce/viewHome\n",
      "http://ccgd-starrlab.oit.umn.edu/\n",
      "http://abc.med.cornell.edu/pdzbase\n",
      "https://togovar.biosciencedbc.jp/\n",
      "http://integbio.jp/rdf/\n",
      "http://ecoliwiki.net\n",
      "http://bidd.nus.edu.sg/group/trmp/trmp_ns.asp\n",
      "http://eprints.dbges.de/\n",
      "http://www.flacsoandes.org/dspace/\n",
      "http://vibez.informatik.uni-freiburg.de\n",
      "https://www.iers.org/IERS/EN/Home/home_node.html\n",
      "https://intermagnet.github.io/\n",
      "https://www.ncbi.nlm.nih.gov/dbvar/\n",
      "http://www.gpnotebook.co.uk\n",
      "http://metasra.biostat.wisc.edu/\n",
      "https://rruff.info/\n",
      "http://genolist.pasteur.fr/LegioList/\n",
      "http://georem.mpch-mainz.gwdg.de/\n",
      "https://polyasite.unibas.ch/\n",
      "http://www.homd.org/\n",
      "http://www.convart.org/\n",
      "http://ppdb.agr.gifu-u.ac.jp\n",
      "http://kurepo.clib.kindai.ac.jp/\n",
      "http://www.cicer.info/databases.php\n",
      "http://ehco.iis.sinica.edu.tw/\n",
      "https://www.waterqualitydata.us/\n",
      "http://ipt.biodiversity.be/\n",
      "http://www.kazusa.or.jp/rouge/\n",
      "http://ir.washburnlaw.edu/\n",
      "http://helvia.uco.es/\n",
      "http://rasp.zhanglab.net\n",
      "http://publications.polymtl.ca/\n",
      "https://www.dbpedia.org/\n",
      "http://klibredb.lib.kanagawa-u.ac.jp/\n",
      "https://discover.blackfynn.com\n",
      "https://sweetpotatobase.org/\n",
      "http://www.oceandataportal.net/portal/portal/odp-theme/home\n",
      "http://iconline.ipleiria.pt/\n",
      "http://repository.alt.ac.uk/\n",
      "http://crf.flib.u-fukui.ac.jp/dspace/\n",
      "http://www.econstor.eu/\n",
      "http://basepub.dauphine.fr\n",
      "http://elm.eu.org\n",
      "http://www.xenmine.org/xenmine\n",
      "http://www.omicsdb.org/\n",
      "http://www.nmpdr.org\n",
      "http://urgi.versailles.inra.fr/Genefarm/index.htpl\n",
      "http://inparanoid.sbc.su.se/cgi-bin/index.cgi\n",
      "http://giardiadb.org\n",
      "http://www.greenphyl.org\n",
      "https://toxodb.org\n",
      "http://tuberculist.epfl.ch/\n",
      "https://tissues.jensenlab.org/\n",
      "http://pir.georgetown.edu/resid/\n",
      "http://pgdbj.jp/pages/index.html?dir=&page=od&ln=en\n",
      "https://litterbase.awi.de\n",
      "http://ria.asturias.es/RIA\n",
      "http://ir.twmu.ac.jp/dspace/\n",
      "http://ir.nou.edu.tw/dspace/\n",
      "http://www.lenus.ie/\n",
      "http://helios-eie.ekt.gr/EIE\n",
      "http://helios-eie.ekt.gr/EIE/\n",
      "http://dspace.nwu.ac.za/\n",
      "http://ir.lib.muroran-it.ac.jp/\n",
      "http://HDDSExplorer.usgs.gov\n",
      "https://www.crop-diversity.org/mgis/\n",
      "https://www.pggsnv.org\n",
      "https://www.ncbi.nlm.nih.gov/research/coronavirus/\n",
      "http://eprints.herce.fi/\n",
      "http://dc.cflge.org/\n",
      "http://repositori.uji.es\n",
      "http://veprints.unica.it/\n",
      "http://swissregulon.unibas.ch/sr/\n",
      "http://www.ebi.ac.uk/enzymeportal/\n",
      "http://gene-networks.org/\n",
      "http://codm.hzg.de/codm\n",
      "https://nexsci.caltech.edu/archives/koa/\n",
      "https://glyconavi.org/\n",
      "https://www.ebi.ac.uk/chembl\n",
      "http://www.exocarta.org\n",
      "http://www.ebi.ac.uk/gxa\n",
      "http://bioinfo.life.hust.edu.cn/AnimalTFDB/\n",
      "http://www.aspgd.org\n",
      "http://kgur.kwansei.ac.jp/dspace/index.jsp\n",
      "http://www.unicatt.it/docta\n",
      "http://eprints.aston.ac.uk/\n",
      "http://www.embrapa.br/infoteca\n",
      "http://www.cadre-genomes.org.uk\n",
      "http://www.bioinsilico.org/CAPSDB\n",
      "https://klifs.net\n",
      "http://apps.sanbi.ac.za/dampd/\n",
      "http://www.hpppi.iicb.res.in/btox/\n",
      "http://regulondb.ccg.unam.mx/\n",
      "http://signalink.org/\n",
      "http://omics.bjcancer.org/pina/\n",
      "http://bioinfo.iitk.ac.in/MIPModDB/\n",
      "https://gold.jgi.doe.gov/\n",
      "http://www.ideal.force.cs.is.nagoya-u.ac.jp/IDEAL/\n",
      "http://www.iiserpune.ac.in/~coee/histome/\n",
      "http://virhostnet.prabi.fr\n",
      "https://platform.opentargets.org/\n",
      "http://biodev.cea.fr/interevol/\n",
      "http://www.minas.uzh.ch\n",
      "http://apid.dep.usal.es/\n",
      "http://mentha.uniroma2.it/\n",
      "https://registry.identifiers.org/\n",
      "http://ncg.kcl.ac.uk/\n",
      "http://pfam.xfam.org/\n",
      "http://www.receptors.org/nucleardb\n",
      "http://library.ndsu.edu/repository/\n",
      "http://ogeedb.embl.de\n",
      "http://snpeffect.switchlab.org\n",
      "http://contenidos.proyectoagrega.es/\n",
      "http://www.disprot.org/\n",
      "http://www.ruor.uottawa.ca/en/\n",
      "http://journalism.cuny.bepress.com/\n",
      "http://dspace.unav.es/\n",
      "http://compbio.uthsc.edu/miRSNP/\n",
      "http://pcidb.russelllab.org/\n",
      "http://rabida.uhu.es/dspace\n",
      "http://www.protonet.cs.huji.ac.il/\n",
      "https://repository.cardiffmet.ac.uk/dspace/\n",
      "http://dyuthi.cusat.ac.in/dspace/\n",
      "http://ir.nhri.org.tw/\n",
      "http://dspace.usc.es/\n",
      "http://repo.lib.nifs-k.ac.jp/?lang=en\n",
      "https://estudogeral.sib.uc.pt/dspace/\n",
      "http://estudogeral.sib.uc.pt\n",
      "https://estudogeral.sib.uc.pt/jspui/\n",
      "http://adr.coalliance.org/codu/fez\n",
      "http://oa.imft.fr/\n",
      "http://www.mirbase.org/\n",
      "http://www.yeastgenome.org/\n",
      "http://scop.mrc-lmb.cam.ac.uk/scop\n",
      "http://autismkb.cbi.pku.edu.cn/\n",
      "http://nova.newcastle.edu.au/\n",
      "http://dlib.lib.cas.cz/\n",
      "http://ir.lib.shizuoka.ac.jp/\n",
      "http://aut.researchgateway.ac.nz/\n",
      "http://petit.lib.yamaguchi-u.ac.jp/\n",
      "http://www.gruppofrattura.it/ors/index.php/fis/\n",
      "http://dspace.bolivarium.usb.ve/dspace/\n",
      "http://indel.bioinfo.sdu.edu.cn\n",
      "http://srv00.recas.ba.infn.it/mitozoa/\n",
      "http://www-bionet.sscc.ru/sitex/\n",
      "http://www.fruitfly.org/EST/index.shtml\n",
      "https://www.metanetx.org/\n",
      "http://caps.ncbs.res.in/pass2/\n",
      "https://tdrtargets.org\n",
      "http://www.mgc.ac.cn/VFs/\n",
      "https://hmdb.ca/\n",
      "http://modomics.genesilico.pl/\n",
      "http://cellfinder.org/\n",
      "http://www.allergome.org/\n",
      "http://www.h-invitational.jp/evola/search.html\n",
      "http://telomerase.asu.edu\n",
      "http://pig.genomics.org.cn/\n",
      "http://www.phosphosite.org\n",
      "http://supfam.org\n",
      "http://www.candidagenome.org/\n",
      "http://www.ebi.ac.uk/pdbsum\n",
      "https://mines.legumeinfo.org/soymine\n",
      "http://mbs.cbrc.jp/pdbreprdb-cgi/reprdb_menu.pl\n",
      "http://www.drugbank.ca/\n",
      "https://ncbr.muni.cz/ChannelsDB/\n",
      "http://locustmine.org:8080/locustmine/begin.do\n",
      "http://www.bdae.org.br/\n",
      "http://sprouts.aisnet.org/\n",
      "http://medicmine.jcvi.org/medicmine\n",
      "http://www.ebi.ac.uk/GOA\n",
      "http://www.bioinf.manchester.ac.uk/dbbrowser/PRINTS/PRINTS.html\n",
      "http://bovinegenome.org/bovinemine\n",
      "https://mycocosm.jgi.doe.gov/mycocosm/home\n",
      "http://webchem.ncbr.muni.cz/Platform/ValidatorDB\n",
      "http://www.mitoproteome.org/\n",
      "http://www.ncbi.nlm.nih.gov/CCDS/\n",
      "http://genomics.cicbiogune.es/VerSeDa/index.php\n",
      "http://microsporidiadb.org/micro/\n",
      "https://clinepidb.org\n",
      "https://genome.crg.es/datasets/abs2005/\n",
      "http://m-repo.lib.meiji.ac.jp/\n",
      "http://eugenes.org/\n",
      "https://m-repo.lib.meiji.ac.jp/dspace/index.jsp\n",
      "http://www.ncbi.nlm.nih.gov/genomes/VIRUSES/viruses.html\n",
      "http://dbis.eprints.uni-ulm.de/\n",
      "http://eprints.nwisrl.ars.usda.gov/\n",
      "http://edoc.vifapol.de/opus/\n",
      "http://www.innatedb.com/\n",
      "http://genolist.pasteur.fr/BuruList/\n",
      "http://genolist.pasteur.fr/\n",
      "http://genolist.pasteur.fr/SagaList/\n",
      "http://genolist.pasteur.fr/SubtiList/\n",
      "http://www.camp.bicnirrh.res.in\n",
      "http://cbdm.uni-mainz.de/hippie/\n",
      "http://eprints.teikoz.gr/\n",
      "http://hikumano.hama-med.ac.jp/dspace/\n",
      "http://www.hprd.org/\n",
      "http://www.jcvi.org/mpidb/about.php\n",
      "http://tagc.univ-mrs.fr/remap/\n",
      "http://dugi-doc.udg.edu/\n",
      "http://repository.searo.who.int/\n",
      "http://neuromorpho.org/\n",
      "https://ror.org\n",
      "http://www.pathwaycommons.org\n",
      "http://arpcard.mcmaster.ca\n",
      "https://bigd.big.ac.cn/nucmap/\n",
      "http://mtd.cbi.ac.cn/\n",
      "https://swissmodel.expasy.org/repository/\n",
      "https://www.ncbi.nlm.nih.gov/proteinclusters\n",
      "http://ligand-depot.rutgers.edu/\n",
      "https://datum.csl.sri.com\n",
      "http://bidd.nus.edu.sg/group/drt/dart.asp\n",
      "http://acquire.cqu.edu.au\n",
      "http://opus.bsz-bw.de/fhhv/\n",
      "https://repositorio.uam.es\n",
      "http://www.egms.de/en/\n",
      "http://repo.lib.nitech.ac.jp/\n",
      "http://ir.lib.nthu.edu.tw/\n",
      "http://ir.tdc.ac.jp/\n",
      "http://etheses.qmu.ac.uk/\n",
      "http://ir.iwate-u.ac.jp/dspace/\n",
      "http://deposit.fernuni-hagen.de/\n",
      "http://www.globalarkivet.se/\n",
      "http://uuair.lib.utsunomiya-u.ac.jp/dspace/\n",
      "http://www.shigen.nig.ac.jp/rice/oryzabase/\n",
      "https://bacdive.dsmz.de/\n",
      "https://www.arb-silva.de\n",
      "http://yeastmine.yeastgenome.org/yeastmine\n",
      "http://pbil.univ-lyon1.fr/databases/hovergen.html\n",
      "https://comptox.epa.gov/dashboard\n",
      "http://sbkb.org/tt/\n",
      "http://pfam.sanger.ac.uk/\n",
      "https://intermine.legumefederation.org/legumemine\n",
      "http://3did.irbbarcelona.org/\n",
      "http://www.pseudomonas.com/\n",
      "https://ecocyc.org/\n",
      "http://www.grenoble.prabi.fr/obiwarehouse/unipathway\n",
      "http://viralzone.expasy.org/\n",
      "http://adpribodb.leunglab.org/\n",
      "http://bioinformatics.biol.uoa.gr/gpDB\n",
      "http://www.poxvirus.org\n",
      "http://www.monocldb.org/\n",
      "http://salilab.org/modbase\n",
      "http://dgv.tcag.ca/dgv/app/home\n",
      "https://eol.org/\n",
      "http://intermine.wormbase.org/tools/wormmine/begin.do\n",
      "http://www.phidias.us/index.php\n",
      "http://air.lib.akita-u.ac.jp/dspace/\n",
      "http://repository.lib.gifu-u.ac.jp/\n",
      "http://bio2rdf.org\n",
      "http://www.moonlightingproteins.org\n",
      "https://www.emouseatlas.org/emage/home.php\n",
      "http://www.emouseatlas.org/emap/ema/home.php\n",
      "https://jax.org/ckb\n",
      "http://eprints.hrwallingford.co.uk/\n",
      "http://ir.lib.fukushima-u.ac.jp/\n",
      "https://reframedb.org/\n",
      "http://ssbd.qbic.riken.jp\n",
      "http://ir.lib.fukushima-u.ac.jp/dspace/index.jsp\n",
      "http://www.iedb.org/\n",
      "http://www.malacards.org/\n",
      "http://cheminfo.charite.de/superdrug2/\n",
      "https://licebase.org/\n",
      "http://barrel.ih.otaru-uc.ac.jp/\n",
      "https://www.dataone.org\n",
      "https://disnor.uniroma2.it/\n",
      "https://apollodev.github.io/\n",
      "https://explore.recolnat.org\n",
      "https://mines.legumeinfo.org/peanutmine\n",
      "https://ned.ipac.caltech.edu/\n",
      "https://jyx.jyu.fi/dspace/\n",
      "http://geneatlas.arl.arizona.edu/\n",
      "http://sucra.saitama-u.ac.jp/\n",
      "http://www.ebi.ac.uk/thornton-srv/databases/MACiE\n",
      "https://www.animalgenome.org/cgi-bin/CorrDB/index\n",
      "http://dspace.swem.wm.edu/\n",
      "http://dlynx.rhodes.edu\n",
      "http://drum.lib.umd.edu\n",
      "http://dk.upce.cz\n",
      "http://services.cbib.u-bordeaux.fr/MERYB/home/home.php?popup=0\n",
      "https://catalogue.ukeof.org.uk\n",
      "http://ratmine.mcw.edu/ratmine/begin.do\n",
      "http://kutarr.lib.kochi-tech.ac.jp/dspace/\n",
      "http://www-odp.tamu.edu/database/\n",
      "https://www.emodnet-seabedhabitats.eu/\n",
      "http://single-cell.clst.riken.jp/\n",
      "https://mmp2.sfb.uit.no/databases/\n",
      "https://cyclebase.org/\n",
      "https://bigd.big.ac.cn/ewas\n",
      "http://www.regulatoryrna.org/database/piRNA/\n",
      "http://www.linnean-online.org/\n",
      "http://ir.lib.ibaraki.ac.jp/\n",
      "http://ir.cftri.com\n",
      "http://repository.ibss.org.ua/dspace\n",
      "http://dcoll.brandeis.edu/\n",
      "http://rice.iuav.it/\n",
      "http://nemertes.lis.upatras.gr/dspace/\n",
      "https://scholarspace.manoa.hawaii.edu/\n",
      "http://elibrary.ub.ac.id\n",
      "http://kitir.lib.kitami-it.ac.jp/dspace/index.jsp\n",
      "https://dspace.jaist.ac.jp/dspace/\n",
      "https://omia.org/home/\n",
      "https://solgenomics.net\n",
      "http://repository.lib.kit.ac.jp/dspace/index.jsp\n",
      "https://www.ncbi.nlm.nih.gov/homologene\n",
      "http://ir.lib.oita-u.ac.jp/dspace/\n",
      "https://www.unavco.org/data/data.html\n",
      "https://www.lovd.nl/3.0/home\n",
      "http://matrixdb.univ-lyon1.fr\n",
      "http://mint.bio.uniroma2.it\n",
      "https://omim.org/\n",
      "https://sleepdata.org/\n",
      "http://www.gramene.org\n",
      "http://www.conoserver.org\n",
      "https://hamap.expasy.org/\n",
      "http://www.rosaceae.org/\n",
      "http://urgi.versailles.inra.fr/repetdb\n",
      "http://cosylab.iiitd.edu.in/flavordb\n",
      "https://www.cacaogenomedb.org/\n",
      "http://www.disgenet.org\n",
      "http://gmql.eu/virusurf/\n",
      "http://darcsite.genzentrum.lmu.de/darc/\n",
      "http://www.pathogenomics.sfu.ca/ortholugedb\n",
      "https://prosite.expasy.org/\n",
      "https://www.pharmgkb.org/\n",
      "http://bioinf.umbc.edu/dmdm/\n",
      "http://www.cbrc.kaust.edu.sa/indigo\n",
      "https://phytozome.jgi.doe.gov/phytomine/\n",
      "https://bioinformatics.psb.ugent.be/plaza/\n",
      "https://bigd.big.ac.cn/vcg/\n",
      "http://rua.ua.es/\n",
      "http://waikato.researchgateway.ac.nz/\n",
      "http://ad.upm.es/\n",
      "http://hzi.openrepository.com/hzi/\n",
      "http://miuse.mie-u.ac.jp/\n",
      "http://www.griffith.edu.au/researchonline/\n",
      "http://hdncrna.cardiacdev.com\n",
      "https://dataforgood.fb.com/\n",
      "https://data.europa.eu/euodp/en/home\n",
      "https://tsdo.ecrin-rms.org/\n",
      "http://phylomedb.org\n",
      "https://mobidb.bio.unipd.it\n",
      "https://string-db.org/\n",
      "https://ippidb.pasteur.fr\n",
      "http://hfv.lanl.gov/content/index\n",
      "http://www98.griffith.edu.au/dspace/\n",
      "https://exrna-atlas.org\n",
      "http://mitobreak.portugene.com\n",
      "https://www.FAIRsharing.org\n",
      "https://bugsigdb.org\n",
      "https://tao.truststc.org/\n",
      "http://repository.ul.hirosaki-u.ac.jp/dspace/index.jsp\n",
      "https://zfin.org/\n",
      "https://envipath.org\n",
      "https://bigd.big.ac.cn/gvm/\n",
      "https://ir.library.tohoku.ac.jp/re/\n",
      "http://chesterrep.openrepository.com/cdr\n",
      "http://dl.acs.org.au/\n",
      "http://biblio.critaoi.auf.org/\n",
      "http://dspace.utlib.ee/dspace\n",
      "http://repository.lib.ncsu.edu/dr/handle/1840.4/1 \n",
      "https://www.ddbj.nig.ac.jp/dra/index-e.html\n",
      "http://www.lbbc.ibb.unesp.br/htri/index.jsp\n",
      "https://aip.fipapatients.org\n",
      "https://globalfungi.com/\n",
      "http://e-archivo.uc3m.es\n",
      "https://balsa.wustl.edu\n",
      "http://www.emdataresource.org/\n",
      "https://fevir.net/\n",
      "http://pergamos.lib.uoa.gr/\n",
      "http://orthology.phylomedb.org/\n",
      "https://etd.sun.ac.za/\n",
      "http://www.ub.uit.no/munin/\n",
      "http://www.diva-portal.org/miun/\n",
      "http://rivm.openrepository.com/rivm/\n",
      "http://dspace.xmu.edu.cn/\n",
      "http://e-research.tnstate.edu/\n",
      "https://research.brighton.ac.uk/\n",
      "http://data.cma.cn/en\n",
      "https://lra.le.ac.uk/\n",
      "http://bdigital.uncu.edu.ar\n",
      "http://www.e-space.mmu.ac.uk/e-space/\n",
      "http://sabella.mba.ac.uk/\n",
      "http://stitch.embl.de\n",
      "https://genomes.atcc.org\n",
      "http://cipro.ibio.jp/current/\n",
      "http://bioinfo.imtech.res.in/manojk/sigmol/\n",
      "https://agrogeophy.github.io/catalog/\n",
      "https://plutof.ut.ee/\n",
      "https://musabase.org/\n",
      "http://ir.u-gakugei.ac.jp/?lang=en\n",
      "https://www.bco-dmo.org/\n",
      "https://soybase.org/\n",
      "http://pathbank.org/\n",
      "http://cancer.sanger.ac.uk\n",
      "https://adknowledgeportal.synapse.org/\n",
      "https://bioregistry.io\n",
      "https://www.lifewatch.eu/catalogue-of-virtual-labs/\n",
      "http://www.marinespecies.org\n",
      "http://www.arabidopsis.org/\n",
      "https://data.catalogueoflife.org/tools/name-match\n",
      "http://www.labome.com\n",
      "http://www.rnai.org/\n",
      "https://rgd.mcw.edu/\n",
      "https://www.gbif.org/grscicoll\n",
      "http://www.xenbase.org\n",
      "https://www.ncbi.nlm.nih.gov/genomes/FLU/Database/nph-select.cgi?go=database\n",
      "https://morf-db.org/\n",
      "https://www.ebi.ac.uk/intact/home\n",
      "https://www.facebase.org/\n",
      "https://pk-db.com\n",
      "https://www.pewtrusts.org/en/research-and-analysis/articles/2018/09/21/the-shared-platform-for-antibiotic-research-and-knowledge\n",
      "http://eurbpdb.syshospital.org/\n",
      "http://naosite.lb.nagasaki-u.ac.jp/dspace/index.jsp\n",
      "https://www2.earthref.org/MagIC\n",
      "http://www.iresite.org\n",
      "http://www.yeastract.com\n",
      "https://data.4dnucleome.org/\n",
      "https://www.iprox.org/\n",
      "http://www.vliz.be/en/integrated-marine-information-system\n",
      "http://www.interferome.org\n",
      "http://www.diva-portal.org/his/\n",
      "http://diposit.ub.edu/\n",
      "http://library.wur.nl/way/\n",
      "http://drs.nio.org/\n",
      "https://vdjdb.cdr3.net\n",
      "https://ir.library.osaka-u.ac.jp/?lang=1\n",
      "http://www.phi-base.org/\n",
      "https://data.caltech.edu\n",
      "https://legumeinfo.org/\n",
      "https://www.dora.dmu.ac.uk/\n",
      "http://www.smpdb.ca/\n",
      "https://treegenesdb.org/\n",
      "http://solar.bice.rm.cnr.it/\n",
      "https://www.library.yorku.ca/dspace/\n",
      "http://docserv.uni-duesseldorf.de\n",
      "http://www.uflib.ufl.edu/ufdc\n",
      "https://www.proteomicsdb.org/\n",
      "https://www.metabolomicsworkbench.org/\n",
      "https://www.icpsr.umich.edu/web/pages/ADDEP/index.html\n",
      "http://www.doaj.org/\n",
      "http://www.chemicalprobes.org\n",
      "http://www.hardwoodgenomics.org/\n",
      "http://dspace.flinders.edu.au/\n",
      "http://hymenopteragenome.org/\n",
      "https://www.envidat.ch/\n",
      "https://ebrains.eu\n",
      "http://www.ekevanbatenburg.nl/pb\n",
      "http://eprints.eemcs.utwente.nl/\n",
      "http://www.diva-portal.org/hig/\n",
      "http://eul1db.unice.fr\n",
      "http://www.diva-portal.org/mdh/\n",
      "http://www.depod.org/\n",
      "https://www.fsd.tuni.fi\n",
      "http://www.diva-portal.org/kau/\n",
      "https://www.rcsb.org/\n",
      "http://collectf.umbc.edu\n",
      "http://www.diva-portal.org/hj/\n",
      "http://doks.xios.be/doks\n",
      "http://orca.cf.ac.uk/\n",
      "http://www.informatics.jax.org/expression.shtml\n",
      "http://www.manchester.ac.uk/mims/eprints\n",
      "http://www.viprbrc.org\n",
      "http://elib.dlr.de/\n",
      "http://juwel.fz-juelich.de:8080/dspace122fzj/\n",
      "http://dspace.lboro.ac.uk/\n",
      "https://www.mousephenotype.org/\n",
      "http://phenome.jax.org/db/q?rtn=qtl/home\n",
      "http://www.diva-portal.org/liu/\n",
      "http://scholarworks.iu.edu/\n",
      "http://rebase.neb.com\n",
      "https://www.healthdata.gov/\n",
      "http://www.diva-portal.org/su/\n",
      "https://www.aniseed.cnrs.fr/\n",
      "http://phenome.jax.org\n",
      "http://www.archive.org/\n",
      "https://www.hzg.de/institutes_platforms/coastmap/index.php.en\n",
      "http://www.era.lib.ed.ac.uk/index.jsp\n",
      "http://www.rptd.edu.pe\n",
      "http://www.recercat.net/\n",
      "http://www.diva-portal.org/kth/\n",
      "http://documents.irevues.inist.fr/\n",
      "http://mars.gmu.edu/\n",
      "http://digilib.gmu.edu:8080/dspace/\n",
      "http://ir.library.oregonstate.edu/\n",
      "https://dare.ubvu.vu.nl/\n",
      "http://publications.uu.se/\n",
      "http://www.diva-portal.org/umu/\n",
      "http://eprints.stoa.it/\n",
      "http://www.ebi.ac.uk/dgva/\n",
      "https://refractiveindex.info\n",
      "https://www.nanocommons.eu/nanocommons-knowledge-base/\n",
      "https://nsd.no/en/\n",
      "http://www.vertnet.org/\n",
      "https://phytozome.jgi.doe.gov/pz/portal.html\n",
      "https://peanutbase.org/\n",
      "http://www.drugtargetcommons.org\n",
      "http://pdbe-kb.org\n",
      "http://www.genome.jp/kegg/\n",
      "http://www.pombase.org\n",
      "http://gpcrdb.org/\n",
      "http://www.pdbj.org/\n",
      "https://lncipedia.org/\n",
      "https://www.maizegdb.org\n",
      "http://www.omicsdi.org/home\n",
      "http://www.diva-portal.org/oru/\n",
      "http://library2.usask.ca/etd/ETD-browse/browse\n",
      "https://journals.ku.edu/index.php/jbi\n",
      "http://ejournals.library.vanderbilt.edu/\n",
      "http://oaktrust.library.tamu.edu\n",
      "http://dl.comp.nus.edu.sg/\n",
      "http://ntrs.nasa.gov/index.jsp?method=harvest\n",
      "http://dspace.udel.edu/\n",
      "http://psydok.sulb.uni-saarland.de/\n",
      "http://openresearch.anu.edu.au/\n",
      "http://ccdb.ucsd.edu/home\n",
      "https://world-2dpage.expasy.org/repository/\n",
      "http://www.genoscope.cns.fr/agc/microscope/home/\n",
      "https://db.cngb.org/\n",
      "https://triticeaetoolbox.org/\n",
      "http://www.geosamples.org\n",
      "https://www.emodnet-humanactivities.eu/\n",
      "https://eprints.utas.edu.au/\n",
      "https://biodiversitylibrary.org/\n",
      "https://dip.doe-mbi.ucla.edu/dip/Main.cgi\n",
      "https://www.uniprot.org/uniprot/\n",
      "https://depot.erudit.org/\n",
      "http://www.maths-in-industry.org/\n",
      "http://www.informatics.jax.org/\n",
      "https://wheat.pw.usda.gov/GG3/\n",
      "http://etd-submit.etsu.edu/\n",
      "https://topfind.clip.msl.ubc.ca/\n",
      "https://gdr.openei.org/home\n",
      "https://www.cottongen.org/\n",
      "https://dataverse.unc.edu/dataverse/odum\n",
      "https://aad.archives.gov/aad/\n",
      "https://dgd.ids-mannheim.de/\n",
      "https://archaeologydataservice.ac.uk/\n",
      "http://archive.eso.org/cms.html\n",
      "https://sourceforge.net/projects/blueobelisk/\n",
      "NaN\n",
      "http://www.cadc-ccda.hia-iha.nrc-cnrc.gc.ca/en/\n",
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      "http://repo.unida.gontor.ac.id/\n",
      "https://cnbdvo.elpub.ru/\n",
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      "https://vb.lcss.lt/repository\n",
      "http://books.uinsby.ac.id\n",
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      "http://repositorio.escuelanaval.edu.pe\n",
      "https://ciencia.ucp.pt\n",
      "https://digital.auraria.edu\n",
      "https://sonar.ch/\n",
      "https://orfee.hepl.ch\n",
      "http://repositorio.upp.edu.pe\n",
      "https://tudasportal.uni-nke.hu/tudasportal\n",
      "https://qora.qawami.org\n",
      "https://digitallibrary.nsuok.edu\n",
      "http://alcme.oclc.org/ndltd/index.html\n",
      "http://prensahistorica.mcu.es/prensahistorica/en/consulta/busqueda.cmd\n",
      "http://hal.archives-ouvertes.fr/\n",
      "http://research.nla.gov.au/\n",
      "http://prl.lib.hku.hk/\n",
      "http://lib.ui.ac.id/harvest/\n",
      "http://igitur-archive.library.uu.nl/search/search.php?language=en\n",
      "http://www.biblio.iteso.mx/biblioteca/\n",
      "http://www.repec.org/\n",
      "http://biblio.ugent.be/\n",
      "http://ju.nii.ac.jp/\n",
      "http://www.galiciana.bibliotecadegalicia.xunta.es/gl/estaticos/contenido.cmd?pagina=estaticos/presentacion\n",
      "http://www.mapfre.com/documentacion\n",
      "http://www.revues.org/\n",
      "http://hispana.mcu.es\n",
      "http://hispana.mcu.es/\n",
      "http://ora.ox.ac.uk/\n",
      "http://cds.lib.auth.gr/\n",
      "http://tds.terkko.helsinki.fi/\n",
      "http://www.persee.fr/\n",
      "http://infoscience.epfl.ch/\n",
      "http://eprints.soton.ac.uk/\n",
      "http://www.irgrid.ac.cn\n",
      "http://digar.nlib.ee/\n",
      "http://invenio.ntkcz.cz\n",
      "http://www.redined.mec.es/\n",
      "http://s-space.snu.ac.kr/\n",
      "http://ukpmc.ac.uk/\n",
      "http://akf.nul.nagoya-u.ac.jp/\n",
      "http://redalyc.uaemex.mx/\n",
      "http://repositorio.ufsc.br\n",
      "https://idl-bnc.idrc.ca/dspace/\n",
      "http://agspace.nal.usda.gov/\n",
      "http://www.lib.utah.edu/collections/digitalCollections.php\n",
      "http://lib.byu.edu/sites/scholarsarchive/\n",
      "http://rudr.rice.edu/\n",
      "http://bvpb.mcu.es/\n",
      "http://www.ohiolink.edu/etd/\n",
      "http://etd.byu.edu/\n",
      "http://kb.osu.edu/\n",
      "http://smartech.gatech.edu\n",
      "http://nctur.lib.nctu.edu.tw/\n",
      "http://www.sportdocs.insep.fr\n",
      "http://ir.lib.nchu.edu.tw\n",
      "http://dspace.iss.it/dspace/\n",
      "http://koara.lib.keio.ac.jp/xoonips/\n",
      "https://tsukuba.repo.nii.ac.jp/\n",
      "http://iranshahrpedia.ir/arch\n",
      "http://ir.lib.ncu.edu.tw:8081/ir/\n",
      "http://ir.lib.osaka-kyoiku.ac.jp:8080/dspace/\n",
      "http://eprint.ncl.ac.uk/\n",
      "http://www.tiedekirjasto.helsinki.fi/dspace/\n",
      "http://nckur.lib.ncku.edu.tw/?locale=zh-TW\n",
      "https://qir.kyushu-u.ac.jp/dspace/\n",
      "https://qir.kyushu-u.ac.jp/\n",
      "http://cgsc.leavenworth.army.mil/carl/contentdm/home.htm\n",
      "http://utsescholarship.lib.uts.edu.au/iresearch/research-publications/\n",
      "http://mitizane.ll.chiba-u.jp/curator/\n",
      "http://agecon.lib.umn.edu/\n",
      "https://eldorado.tu-dortmund.de/\n",
      "http://webdoc.sub.gwdg.de/ \n",
      "http://www.kypriana.eu/\n",
      "http://ir.lis.nsysu.edu.tw:8080/\n",
      "http://digitalcommons.ilr.cornell.edu/\n",
      "http://pubman.mpdl.mpg.de/\n",
      "http://cache.libr.tue.nl:1972/csp/dare/DARE.Repository.cls\n",
      "http://library.tue.nl/catalog/Vubis.csp?OpacLanguage=eng&Profile=Repository\n",
      "http://library.tue.nl/catalog/Vubis.csp?OpacLanguage=eng&amp;Profile=Repository\n",
      "http://epubs.scu.edu.au/ \n",
      "https://dspace-dev.library.yorku.ca/\n",
      "http://digitalcommons.mcmaster.ca/\n",
      "http://www.lib.nsysu.edu.tw/eThesys/index.php\n",
      "http://publicdata.eu/\n",
      "https://dspace.ub.rug.nl/\n",
      "https://scholarlypublications.universiteitleiden.nl/\n",
      "http://www.captura.uchile.cl/jspui/\n",
      "http://www.captura.uchile.cl/\n",
      "http://ir.uiowa.edu/\n",
      "https://ospace.scholarsportal.info/\n",
      "http://archive-ouverte.unige.ch/vital/access/manager/Index\n",
      "http://www.correspondances.cnrs.fr/\n",
      "http://www.asb.dk/\n",
      "http://tel.ccsd.cnrs.fr/\n",
      "https://ortus.rtu.lv/science/en/publications/search\n",
      "http://dspace.library.cornell.edu/\n",
      "http://dr.ihep.ac.cn/\n",
      "http://repository.tudelft.nl/\n",
      "http://eprints.ucm.es/\n",
      "https://doclib.uhasselt.be/dspace\n",
      "http://bibliography.ied.edu.hk/\n",
      "http://www.larramendi.es\n",
      "http://xantho.lis.upatras.gr/kosmopolis/\n",
      "http://eprints.ksame.kharkov.ua/\n",
      "http://repository.bangor.ac.uk/\n",
      "http://www.researchonline.mq.edu.au/\n",
      "http://dscholarship.lib.fsu.edu/\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0        {'url': 'http://sidc.be/silso/home', 'head_fin...\n",
       "1        {'url': 'https://bmrb.io/', 'head_final_code':...\n",
       "2        {'url': 'http://www.pac.dfo-mpo.gc.ca/science/...\n",
       "3        {'url': 'https://www.cpc.ncep.noaa.gov/', 'hea...\n",
       "4        {'url': 'http://cosmos.bot.kyoto-u.ac.jp/acyto...\n",
       "                               ...                        \n",
       "13352    {'url': 'http://radar.brookes.ac.uk/radar/acce...\n",
       "13353    {'url': 'http://www.ub.uni-siegen.de/opus', 'h...\n",
       "13354    {'url': 'http://numerique.bibliotheque.toulous...\n",
       "13355    {'url': 'https://www.utas.edu.au/library', 'he...\n",
       "13356    {'url': 'http://204.232.200.153:8080/jspui/', ...\n",
       "Length: 13357, dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ddf = dd.from_pandas(df, npartitions=mp.cpu_count())\n",
    "\n",
    "ddf = ddf.map_partitions(lambda df: df.apply((lambda row: resolve(row['url'])), axis=1)).compute(scheduler='processes')\n",
    "ddf\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
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       "      <td>http://sidc.be/silso/home</td>\n",
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       "      <td>[http://sidc.be/silso/home]</td>\n",
       "      <td>[302]</td>\n",
       "      <td>0.153598</td>\n",
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       "      <th>1</th>\n",
       "      <td>https://bmrb.io/</td>\n",
       "      <td>200</td>\n",
       "      <td>https://bmrb.io/</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.544952</td>\n",
       "      <td></td>\n",
       "      <td>200</td>\n",
       "      <td>https://bmrb.io/</td>\n",
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       "      <td>200</td>\n",
       "      <td>https://www.pac.dfo-mpo.gc.ca/science/oceans/d...</td>\n",
       "      <td>[http://www.pac.dfo-mpo.gc.ca/science/oceans/d...</td>\n",
       "      <td>[307]</td>\n",
       "      <td>0.684978</td>\n",
       "      <td></td>\n",
       "      <td>200</td>\n",
       "      <td>https://www.pac.dfo-mpo.gc.ca/science/oceans/d...</td>\n",
       "      <td>[http://www.pac.dfo-mpo.gc.ca/science/oceans/d...</td>\n",
       "      <td>[307]</td>\n",
       "      <td>0.513675</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://www.cpc.ncep.noaa.gov/</td>\n",
       "      <td>200</td>\n",
       "      <td>https://www.cpc.ncep.noaa.gov/</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.50544</td>\n",
       "      <td></td>\n",
       "      <td>200</td>\n",
       "      <td>https://www.cpc.ncep.noaa.gov/</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.502208</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>http://cosmos.bot.kyoto-u.ac.jp/acytodb//cgi-b...</td>\n",
       "      <td>404</td>\n",
       "      <td>http://cosmos.bot.kyoto-u.ac.jp/acytodb//cgi-b...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>1.260253</td>\n",
       "      <td></td>\n",
       "      <td>404</td>\n",
       "      <td>http://cosmos.bot.kyoto-u.ac.jp/acytodb//cgi-b...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.822833</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>13352</th>\n",
       "      <td>http://radar.brookes.ac.uk/radar/access/home.do</td>\n",
       "      <td>200</td>\n",
       "      <td>https://radar.brookes.ac.uk/radar/home.do</td>\n",
       "      <td>[http://radar.brookes.ac.uk/radar/access/home....</td>\n",
       "      <td>[302, 302, 302]</td>\n",
       "      <td>0.071604</td>\n",
       "      <td></td>\n",
       "      <td>200</td>\n",
       "      <td>https://radar.brookes.ac.uk/radar/home.do</td>\n",
       "      <td>[http://radar.brookes.ac.uk/radar/access/home....</td>\n",
       "      <td>[302, 302, 302]</td>\n",
       "      <td>0.082388</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13353</th>\n",
       "      <td>http://www.ub.uni-siegen.de/opus</td>\n",
       "      <td>200</td>\n",
       "      <td>https://www.ub.uni-siegen.de/opus/</td>\n",
       "      <td>[http://www.ub.uni-siegen.de/opus, https://www...</td>\n",
       "      <td>[301, 301]</td>\n",
       "      <td>0.039016</td>\n",
       "      <td></td>\n",
       "      <td>200</td>\n",
       "      <td>https://www.ub.uni-siegen.de/opus/</td>\n",
       "      <td>[http://www.ub.uni-siegen.de/opus, https://www...</td>\n",
       "      <td>[301, 301]</td>\n",
       "      <td>0.039533</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13354</th>\n",
       "      <td>http://numerique.bibliotheque.toulouse.fr/cgi-...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None: Max retries exceeded with url: /cgi-bin/...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None: Max retries exceeded with url: /cgi-bin/...</td>\n",
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       "    <tr>\n",
       "      <th>13355</th>\n",
       "      <td>https://www.utas.edu.au/library</td>\n",
       "      <td>200</td>\n",
       "      <td>https://www.utas.edu.au/library</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.222858</td>\n",
       "      <td></td>\n",
       "      <td>200</td>\n",
       "      <td>https://www.utas.edu.au/library</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.212977</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13356</th>\n",
       "      <td>http://204.232.200.153:8080/jspui/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None: Max retries exceeded with url: /jspui/ (...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None: Max retries exceeded with url: /jspui/ (...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13357 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                     url head_final_code  \\\n",
       "0                              http://sidc.be/silso/home             200   \n",
       "1                                       https://bmrb.io/             200   \n",
       "2      http://www.pac.dfo-mpo.gc.ca/science/oceans/da...             200   \n",
       "3                         https://www.cpc.ncep.noaa.gov/             200   \n",
       "4      http://cosmos.bot.kyoto-u.ac.jp/acytodb//cgi-b...             404   \n",
       "...                                                  ...             ...   \n",
       "13352    http://radar.brookes.ac.uk/radar/access/home.do             200   \n",
       "13353                   http://www.ub.uni-siegen.de/opus             200   \n",
       "13354  http://numerique.bibliotheque.toulouse.fr/cgi-...                   \n",
       "13355                    https://www.utas.edu.au/library             200   \n",
       "13356                 http://204.232.200.153:8080/jspui/                   \n",
       "\n",
       "                                           head_redirect  \\\n",
       "0                         https://www.sidc.be/silso/home   \n",
       "1                                       https://bmrb.io/   \n",
       "2      https://www.pac.dfo-mpo.gc.ca/science/oceans/d...   \n",
       "3                         https://www.cpc.ncep.noaa.gov/   \n",
       "4      http://cosmos.bot.kyoto-u.ac.jp/acytodb//cgi-b...   \n",
       "...                                                  ...   \n",
       "13352          https://radar.brookes.ac.uk/radar/home.do   \n",
       "13353                 https://www.ub.uni-siegen.de/opus/   \n",
       "13354                                                      \n",
       "13355                    https://www.utas.edu.au/library   \n",
       "13356                                                      \n",
       "\n",
       "                                              head_chain       head_codes  \\\n",
       "0                            [http://sidc.be/silso/home]            [302]   \n",
       "1                                                     []               []   \n",
       "2      [http://www.pac.dfo-mpo.gc.ca/science/oceans/d...            [307]   \n",
       "3                                                     []               []   \n",
       "4                                                     []               []   \n",
       "...                                                  ...              ...   \n",
       "13352  [http://radar.brookes.ac.uk/radar/access/home....  [302, 302, 302]   \n",
       "13353  [http://www.ub.uni-siegen.de/opus, https://www...       [301, 301]   \n",
       "13354                                                                       \n",
       "13355                                                 []               []   \n",
       "13356                                                                       \n",
       "\n",
       "      head_elapsed                                         head_error  \\\n",
       "0         0.163961                                                      \n",
       "1         0.544952                                                      \n",
       "2         0.684978                                                      \n",
       "3          0.50544                                                      \n",
       "4         1.260253                                                      \n",
       "...            ...                                                ...   \n",
       "13352     0.071604                                                      \n",
       "13353     0.039016                                                      \n",
       "13354               None: Max retries exceeded with url: /cgi-bin/...   \n",
       "13355     0.222858                                                      \n",
       "13356               None: Max retries exceeded with url: /jspui/ (...   \n",
       "\n",
       "      get_final_code                                       get_redirect  \\\n",
       "0                200                     https://www.sidc.be/silso/home   \n",
       "1                200                                   https://bmrb.io/   \n",
       "2                200  https://www.pac.dfo-mpo.gc.ca/science/oceans/d...   \n",
       "3                200                     https://www.cpc.ncep.noaa.gov/   \n",
       "4                404  http://cosmos.bot.kyoto-u.ac.jp/acytodb//cgi-b...   \n",
       "...              ...                                                ...   \n",
       "13352            200          https://radar.brookes.ac.uk/radar/home.do   \n",
       "13353            200                 https://www.ub.uni-siegen.de/opus/   \n",
       "13354                                                                     \n",
       "13355            200                    https://www.utas.edu.au/library   \n",
       "13356                                                                     \n",
       "\n",
       "                                               get_chain        get_codes  \\\n",
       "0                            [http://sidc.be/silso/home]            [302]   \n",
       "1                                                     []               []   \n",
       "2      [http://www.pac.dfo-mpo.gc.ca/science/oceans/d...            [307]   \n",
       "3                                                     []               []   \n",
       "4                                                     []               []   \n",
       "...                                                  ...              ...   \n",
       "13352  [http://radar.brookes.ac.uk/radar/access/home....  [302, 302, 302]   \n",
       "13353  [http://www.ub.uni-siegen.de/opus, https://www...       [301, 301]   \n",
       "13354                                                                       \n",
       "13355                                                 []               []   \n",
       "13356                                                                       \n",
       "\n",
       "      get_elapsed                                          get_error  \n",
       "0        0.153598                                                     \n",
       "1        0.486676                                                     \n",
       "2        0.513675                                                     \n",
       "3        0.502208                                                     \n",
       "4        0.822833                                                     \n",
       "...           ...                                                ...  \n",
       "13352    0.082388                                                     \n",
       "13353    0.039533                                                     \n",
       "13354              None: Max retries exceeded with url: /cgi-bin/...  \n",
       "13355    0.212977                                                     \n",
       "13356              None: Max retries exceeded with url: /jspui/ (...  \n",
       "\n",
       "[13357 rows x 13 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ddf = ddf.apply(pd.Series)\n",
    "ddf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>url</th>\n",
       "      <th>head_final_code</th>\n",
       "      <th>head_redirect</th>\n",
       "      <th>head_chain</th>\n",
       "      <th>head_codes</th>\n",
       "      <th>head_elapsed</th>\n",
       "      <th>head_error</th>\n",
       "      <th>get_final_code</th>\n",
       "      <th>get_redirect</th>\n",
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       "      <th>get_error</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>13357</td>\n",
       "      <td>13357</td>\n",
       "      <td>13357</td>\n",
       "      <td>13357</td>\n",
       "      <td>13357</td>\n",
       "      <td>13357</td>\n",
       "      <td>13357</td>\n",
       "      <td>13357</td>\n",
       "      <td>13357</td>\n",
       "      <td>13357</td>\n",
       "      <td>13357</td>\n",
       "      <td>13357</td>\n",
       "      <td>13357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>13357</td>\n",
       "      <td>19</td>\n",
       "      <td>9313</td>\n",
       "      <td>4038</td>\n",
       "      <td>60</td>\n",
       "      <td>10865</td>\n",
       "      <td>2457</td>\n",
       "      <td>18</td>\n",
       "      <td>9329</td>\n",
       "      <td>4065</td>\n",
       "      <td>57</td>\n",
       "      <td>10883</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>http://sidc.be/silso/home</td>\n",
       "      <td>200</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>200</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>1</td>\n",
       "      <td>9952</td>\n",
       "      <td>2456</td>\n",
       "      <td>6593</td>\n",
       "      <td>6593</td>\n",
       "      <td>2456</td>\n",
       "      <td>10901</td>\n",
       "      <td>10108</td>\n",
       "      <td>2437</td>\n",
       "      <td>6583</td>\n",
       "      <td>6583</td>\n",
       "      <td>2437</td>\n",
       "      <td>10920</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              url  head_final_code head_redirect head_chain  \\\n",
       "count                       13357            13357         13357      13357   \n",
       "unique                      13357               19          9313       4038   \n",
       "top     http://sidc.be/silso/home              200                       []   \n",
       "freq                            1             9952          2456       6593   \n",
       "\n",
       "       head_codes head_elapsed head_error  get_final_code get_redirect  \\\n",
       "count       13357        13357      13357           13357        13357   \n",
       "unique         60        10865       2457              18         9329   \n",
       "top            []                                     200                \n",
       "freq         6593         2456      10901           10108         2437   \n",
       "\n",
       "       get_chain get_codes get_elapsed get_error  \n",
       "count      13357     13357       13357     13357  \n",
       "unique      4065        57       10883      2438  \n",
       "top           []        []                        \n",
       "freq        6583      6583        2437     10920  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ddf.apply(pd.Series).describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "ddf.apply(pd.Series).to_csv('../data/processed/redirects_dask.tsv', sep='\\t', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ddf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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