{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exploratory analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "TODO:\n", "- Understanding the reason for fake profiles can bring insight on how to catch them (could be trivial with prior knowledge, e.g., SEO hacking => URLs)\n", "- Make casistics (e.g. author publishing with empty orcid, author publishing but not on OpenAIRE, etc.)\n", "- Temporal dimension of any use?\n", "- Can we access private info thanks to the OpenAIRE-ORCID agreement?\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import ast\n", "import tldextract\n", "import numpy\n", "\n", "import plotly\n", "from plotly.offline import iplot, init_notebook_mode\n", "import plotly.graph_objs as go\n", "import plotly.express as px\n", "\n", "init_notebook_mode(connected=True)\n", "TOP_N = 0\n", "TOP_RANGE = [0, 0]\n", "def set_top_n(n):\n", " global TOP_N, TOP_RANGE\n", " TOP_N = n\n", " TOP_RANGE = [-.5, n - 1 + .5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notable solid ORCID iDs for explorative purposes:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "AM = '0000-0002-5193-7851'\n", "PP = '0000-0002-8588-4196'\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notable anomalies:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "JOURNAL = '0000-0003-1815-5732'\n", "NOINFO = '0000-0001-5009-2052'\n", "VALID_NO_OA = '0000-0002-5154-6404' # True profile, but not in OpenAIRE\n", "# todo: find group-shared ORCiD, if possible" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notable fake ORCID iDs:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "SCAFFOLD = '0000-0001-5004-7761'\n", "WHATSAPP = '0000-0001-6997-9470'\n", "PENIS = '0000-0002-3399-7287'\n", "BITCOIN = '0000-0002-7518-6845'\n", "FITNESS_CHINA = '0000-0002-1234-835X' # URL record + employment\n", "CANNABIS = '0000-0002-9025-8632' # URL > 70 + works (REMOVED)\n", "PLUMBER = '0000-0002-1700-8311' # URL > 10 + works " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the dataset" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " | orcid | \n", "claimed | \n", "verified_email | \n", "verified_primary_email | \n", "given_names | \n", "family_name | \n", "biography | \n", "other_names | \n", "urls | \n", "primary_email | \n", "... | \n", "employment | \n", "n_works | \n", "works_source | \n", "activation_date | \n", "last_update_date | \n", "n_doi | \n", "n_arxiv | \n", "n_pmc | \n", "n_other_pids | \n", "label | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "0000-0001-5009-2052 | \n", "1 | \n", "1 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "... | \n", "NaN | \n", "0 | \n", "NaN | \n", "2019-06-05t20:25:43.066z | \n", "2019-12-11t03:57:41.741z | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
1 | \n", "0000-0001-5943-0732 | \n", "1 | \n", "1 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "... | \n", "NaN | \n", "0 | \n", "NaN | \n", "2015-08-18t13:10:42.871z | \n", "2016-06-15t01:05:19.986z | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
2 | \n", "0000-0001-6083-622x | \n", "1 | \n", "1 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "... | \n", "NaN | \n", "0 | \n", "NaN | \n", "2019-01-21t10:55:27.997z | \n", "2019-01-28t16:24:02.199z | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
3 | \n", "0000-0001-6262-5709 | \n", "1 | \n", "1 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "... | \n", "NaN | \n", "0 | \n", "NaN | \n", "2015-08-18t14:29:39.440z | \n", "2017-06-21t07:18:20.787z | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
4 | \n", "0000-0001-6616-4890 | \n", "1 | \n", "1 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "... | \n", "NaN | \n", "0 | \n", "NaN | \n", "2015-08-13t01:59:51.802z | \n", "2016-06-15t01:05:21.373z | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
5 rows × 24 columns
\n", "\n", " | orcid | \n", "claimed | \n", "verified_email | \n", "verified_primary_email | \n", "given_names | \n", "family_name | \n", "biography | \n", "other_names | \n", "urls | \n", "primary_email | \n", "... | \n", "employment | \n", "n_works | \n", "works_source | \n", "activation_date | \n", "last_update_date | \n", "n_doi | \n", "n_arxiv | \n", "n_pmc | \n", "n_other_pids | \n", "label | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1575869 | \n", "0000-0002-5193-7851 | \n", "1 | \n", "1 | \n", "1 | \n", "andrea | \n", "mannocci | \n", "data scientist & researcher; scholarly knowled... | \n", "NaN | \n", "[[personal website, https://andremann.github.i... | \n", "andrea.mannocci@isti.cnr.it | \n", "... | \n", "[[research associate, istituto di scienza e te... | \n", "37 | \n", "[scopus - elsevier, crossref metadata search, ... | \n", "2017-09-12t14:28:33.467z | \n", "2021-03-09t08:32:47.840z | \n", "34 | \n", "0 | \n", "0 | \n", "60 | \n", "1 | \n", "
1 rows × 24 columns
\n", "\n", " | orcid | \n", "claimed | \n", "verified_email | \n", "verified_primary_email | \n", "given_names | \n", "family_name | \n", "biography | \n", "other_names | \n", "urls | \n", "primary_email | \n", "... | \n", "employment | \n", "n_works | \n", "works_source | \n", "activation_date | \n", "last_update_date | \n", "n_doi | \n", "n_arxiv | \n", "n_pmc | \n", "n_other_pids | \n", "label | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
6819986 | \n", "0000-0001-6997-9470 | \n", "1 | \n", "1 | \n", "1 | \n", "other | \n", "NaN | \n", "NaN | \n", "[[otherwhatsapp, https://otherwhatsapp.com/], ... | \n", "NaN | \n", "... | \n", "NaN | \n", "0 | \n", "NaN | \n", "2020-10-07t10:37:12.237z | \n", "2020-10-08t02:32:03.935z | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
1 rows × 24 columns
\n", "\n", " | orcid | \n", "claimed | \n", "verified_email | \n", "verified_primary_email | \n", "given_names | \n", "family_name | \n", "biography | \n", "other_names | \n", "urls | \n", "primary_email | \n", "... | \n", "employment | \n", "n_works | \n", "works_source | \n", "activation_date | \n", "last_update_date | \n", "n_doi | \n", "n_arxiv | \n", "n_pmc | \n", "n_other_pids | \n", "label | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
4450046 | \n", "0000-0001-9855-1676 | \n", "1 | \n", "1 | \n", "1 | \n", "maykin | \n", "warasart | \n", "NaN | \n", "NaN | \n", "NaN | \n", "maykin@owasp.org | \n", "... | \n", "NaN | \n", "0 | \n", "NaN | \n", "2020-10-23t17:51:51.925z | \n", "2021-01-01t15:00:52.053z | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
6347224 | \n", "0000-0002-0836-2271 | \n", "1 | \n", "1 | \n", "1 | \n", "maykin | \n", "warasart | \n", "NaN | \n", "NaN | \n", "NaN | \n", "maykin@owasp.org | \n", "... | \n", "NaN | \n", "0 | \n", "NaN | \n", "2020-09-15t04:43:55.709z | \n", "2020-09-15t05:17:28.509z | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
2 rows × 24 columns
\n", "\n", " | orcid | \n", "claimed | \n", "verified_email | \n", "verified_primary_email | \n", "given_names | \n", "family_name | \n", "biography | \n", "other_names | \n", "urls | \n", "primary_email | \n", "... | \n", "employment | \n", "n_works | \n", "works_source | \n", "activation_date | \n", "last_update_date | \n", "n_doi | \n", "n_arxiv | \n", "n_pmc | \n", "n_other_pids | \n", "label | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
6840791 | \n", "0000-0002-2232-9638 | \n", "1 | \n", "1 | \n", "1 | \n", "osman | \n", "perçin | \n", "NaN | \n", "NaN | \n", "NaN | \n", "opercin@erbakan.edu.tr | \n", "... | \n", "NaN | \n", "0 | \n", "NaN | \n", "2015-01-12t13:47:55.549z | \n", "2020-01-27t07:38:24.269z | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
9529005 | \n", "0000-0003-0033-0918 | \n", "1 | \n", "1 | \n", "1 | \n", "osman | \n", "perçin | \n", "NaN | \n", "NaN | \n", "NaN | \n", "opercin@erbakan.edu.tr | \n", "... | \n", "[[, necmettin erbakan university, konya, , tr,... | \n", "0 | \n", "NaN | \n", "2015-10-13t05:47:12.014z | \n", "2020-12-25t13:52:03.976z | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
2 rows × 24 columns
\n", "\n", " | orcid | \n", "claimed | \n", "verified_email | \n", "verified_primary_email | \n", "given_names | \n", "family_name | \n", "biography | \n", "other_names | \n", "urls | \n", "primary_email | \n", "... | \n", "employment | \n", "n_works | \n", "works_source | \n", "activation_date | \n", "last_update_date | \n", "n_doi | \n", "n_arxiv | \n", "n_pmc | \n", "n_other_pids | \n", "label | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
944993 | \n", "0000-0002-9158-1757 | \n", "1 | \n", "1 | \n", "1 | \n", "patrick | \n", "davey | \n", "NaN | \n", "NaN | \n", "NaN | \n", "patrick.davey@monash.edu | \n", "... | \n", "[[phd student, monash university, melbourne, ,... | \n", "0 | \n", "NaN | \n", "2019-05-09t23:01:02.170z | \n", "2019-08-20t03:00:17.844z | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
7027865 | \n", "0000-0002-8774-0030 | \n", "1 | \n", "1 | \n", "1 | \n", "patrick | \n", "davey | \n", "NaN | \n", "NaN | \n", "NaN | \n", "patrick.davey@monash.edu | \n", "... | \n", "[[phd student, monash university, melbourne, v... | \n", "1 | \n", "[crossref] | \n", "2018-09-11t10:47:10.997z | \n", "2021-02-09t06:21:44.138z | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "
2 rows × 24 columns
\n", "\n", " | orcid | \n", "
---|---|
primary_email_domain | \n", "\n", " |
gmail.com | \n", "26540 | \n", "
hotmail.com | \n", "3769 | \n", "
yahoo.com | \n", "2614 | \n", "
163.com | \n", "2109 | \n", "
yuhs.ac | \n", "1132 | \n", "
... | \n", "... | \n", "
imean-biotech.com | \n", "1 | \n", "
imec.msu.ru | \n", "1 | \n", "
imedea.uib-csic.es | \n", "1 | \n", "
imes.uni-hannover.de | \n", "1 | \n", "
zzuli.edu.cn | \n", "1 | \n", "
17089 rows × 1 columns
\n", "\n", " | orcid | \n", "claimed | \n", "verified_email | \n", "verified_primary_email | \n", "given_names | \n", "family_name | \n", "biography | \n", "other_names | \n", "urls | \n", "primary_email | \n", "... | \n", "works_source | \n", "activation_date | \n", "last_update_date | \n", "n_doi | \n", "n_arxiv | \n", "n_pmc | \n", "n_other_pids | \n", "label | \n", "primary_email_domain | \n", "other_email_domains | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
34 | \n", "0000-0002-5774-8947 | \n", "1 | \n", "1 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[omah m. williams - duncan] | \n", "NaN | \n", "NaN | \n", "... | \n", "NaN | \n", "2014-03-07t04:34:39.598z | \n", "2019-05-21t17:08:12.202z | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "[gmail.com] | \n", "
1199 | \n", "0000-0003-2877-5492 | \n", "1 | \n", "1 | \n", "0 | \n", "aliasghar | \n", "khosroabadi | \n", "NaN | \n", "NaN | \n", "NaN | \n", "khosroedc@yahoo.com | \n", "... | \n", "[scopus - elsevier] | \n", "2018-01-19t13:40:29.874z | \n", "2019-12-11t02:19:08.160z | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "1 | \n", "yahoo.com | \n", "[medsab.ac.ir, gmail.com] | \n", "
1995 | \n", "0000-0001-8004-5054 | \n", "1 | \n", "1 | \n", "1 | \n", "angiola | \n", "orlando | \n", "NaN | \n", "NaN | \n", "NaN | \n", "angiola.orlando@mib.infn.it | \n", "... | \n", "[angiola orlando, crossref] | \n", "2015-08-31t09:12:02.349z | \n", "2020-06-22t14:22:31.786z | \n", "59 | \n", "2 | \n", "0 | \n", "53 | \n", "1 | \n", "mib.infn.it | \n", "[ge.infn.it] | \n", "
2323 | \n", "0000-0003-3048-4504 | \n", "1 | \n", "1 | \n", "1 | \n", "apichat | \n", "saejio | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "... | \n", "[scopus - elsevier] | \n", "2016-03-06t08:54:15.121z | \n", "2020-08-28t08:31:15.790z | \n", "2 | \n", "0 | \n", "0 | \n", "4 | \n", "0 | \n", "NaN | \n", "[eat.kmutnb.ac.th] | \n", "
4461 | \n", "0000-0001-9961-9732 | \n", "1 | \n", "1 | \n", "1 | \n", "chunfeng | \n", "yun | \n", "NaN | \n", "NaN | \n", "NaN | \n", "sallyycf@163.com | \n", "... | \n", "[multidisciplinary digital publishing institut... | \n", "2016-11-22t07:55:23.863z | \n", "2019-11-26t02:29:35.104z | \n", "5 | \n", "0 | \n", "9 | \n", "0 | \n", "1 | \n", "163.com | \n", "[pku.edu.cn] | \n", "
5 rows × 26 columns
\n", "\n", " | orcid | \n", "claimed | \n", "verified_email | \n", "verified_primary_email | \n", "given_names | \n", "family_name | \n", "biography | \n", "other_names | \n", "urls | \n", "primary_email | \n", "... | \n", "activation_date | \n", "last_update_date | \n", "n_doi | \n", "n_arxiv | \n", "n_pmc | \n", "n_other_pids | \n", "label | \n", "primary_email_domain | \n", "other_email_domains | \n", "n_emails | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
34 | \n", "0000-0002-5774-8947 | \n", "1 | \n", "1 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[omah m. williams - duncan] | \n", "NaN | \n", "NaN | \n", "... | \n", "2014-03-07t04:34:39.598z | \n", "2019-05-21t17:08:12.202z | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "[gmail.com] | \n", "1.0 | \n", "
2323 | \n", "0000-0003-3048-4504 | \n", "1 | \n", "1 | \n", "1 | \n", "apichat | \n", "saejio | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "... | \n", "2016-03-06t08:54:15.121z | \n", "2020-08-28t08:31:15.790z | \n", "2 | \n", "0 | \n", "0 | \n", "4 | \n", "0 | \n", "NaN | \n", "[eat.kmutnb.ac.th] | \n", "1.0 | \n", "
7622 | \n", "0000-0002-5612-7444 | \n", "1 | \n", "1 | \n", "1 | \n", "friederike m. | \n", "hesse | \n", "NaN | \n", "NaN | \n", "[[midwifery care - milla hebammenpraxis, http:... | \n", "NaN | \n", "... | \n", "2017-06-10t07:45:11.387z | \n", "2017-06-10t07:55:03.455z | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "[gmail.com, dghwi.de] | \n", "2.0 | \n", "
7956 | \n", "0000-0002-8943-0538 | \n", "1 | \n", "1 | \n", "1 | \n", "geo | \n", "sunny | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "... | \n", "2019-11-30t14:08:11.221z | \n", "2020-05-15t09:06:25.637z | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "NaN | \n", "[students.cutn.ac.in] | \n", "1.0 | \n", "
10508 | \n", "0000-0002-4022-0580 | \n", "1 | \n", "1 | \n", "1 | \n", "jean carlos | \n", "da silva gomes | \n", "NaN | \n", "NaN | \n", "[[currículo lattes, http://lattes.cnpq.br/0026... | \n", "NaN | \n", "... | \n", "2017-05-26t19:09:33.432z | \n", "2020-06-02t00:23:14.020z | \n", "2 | \n", "0 | \n", "0 | \n", "2 | \n", "1 | \n", "NaN | \n", "[letras.ufrj.br] | \n", "1.0 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
10915002 | \n", "0000-0002-3715-3866 | \n", "1 | \n", "1 | \n", "1 | \n", "joanna | \n", "korybut-orlowska | \n", "NaN | \n", "[joanna gołębiewska] | \n", "NaN | \n", "NaN | \n", "... | \n", "2017-04-27t10:08:48.102z | \n", "2020-12-08t09:44:59.088z | \n", "6 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "[gmail.com] | \n", "1.0 | \n", "
10915305 | \n", "0000-0003-1925-0141 | \n", "1 | \n", "1 | \n", "1 | \n", "marco | \n", "ferretti | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "... | \n", "2015-02-23t10:29:00.543z | \n", "2020-11-30t21:58:07.439z | \n", "7 | \n", "0 | \n", "0 | \n", "9 | \n", "1 | \n", "NaN | \n", "[itabc.cnr.it] | \n", "1.0 | \n", "
10915495 | \n", "0000-0001-5526-3017 | \n", "1 | \n", "1 | \n", "1 | \n", "nadia | \n", "yacoubi | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "... | \n", "2015-03-10t16:45:31.974z | \n", "2020-12-11t00:00:01.060z | \n", "3 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "NaN | \n", "[evonik.com] | \n", "1.0 | \n", "
10915820 | \n", "0000-0002-9902-7953 | \n", "1 | \n", "1 | \n", "1 | \n", "s m mahmudul | \n", "hasan | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "... | \n", "2018-01-26t02:18:25.551z | \n", "2020-11-24t05:37:24.167z | \n", "7 | \n", "0 | \n", "2 | \n", "7 | \n", "1 | \n", "NaN | \n", "[gmail.com] | \n", "1.0 | \n", "
10916306 | \n", "0000-0002-5126-5127 | \n", "1 | \n", "1 | \n", "1 | \n", "andonis | \n", "neophytou | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "... | \n", "2017-03-30t17:08:15.383z | \n", "2020-12-09t16:16:50.762z | \n", "2 | \n", "0 | \n", "0 | \n", "3 | \n", "0 | \n", "NaN | \n", "[ucy.ac.cy] | \n", "1.0 | \n", "
19692 rows × 27 columns
\n", "\n", " | orcid | \n", "claimed | \n", "verified_email | \n", "verified_primary_email | \n", "given_names | \n", "family_name | \n", "biography | \n", "other_names | \n", "urls | \n", "primary_email | \n", "... | \n", "last_update_date | \n", "n_doi | \n", "n_arxiv | \n", "n_pmc | \n", "n_other_pids | \n", "label | \n", "primary_email_domain | \n", "other_email_domains | \n", "n_emails | \n", "url_domains | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
9 | \n", "0000-0001-8718-0056 | \n", "1 | \n", "1 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[飛資得] | \n", "[[link1, http://orcid.flysheetmed.info], [ntu ... | \n", "ericlin.flysheet@gmail.com | \n", "... | \n", "2019-10-11t17:51:12.473z | \n", "0 | \n", "0 | \n", "0 | \n", "6 | \n", "1 | \n", "gmail.com | \n", "NaN | \n", "NaN | \n", "[flysheetmed.info, ntu.edu.tw] | \n", "
41 | \n", "0000-0002-7845-4016 | \n", "1 | \n", "1 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[[publication profile, http://publications.lib... | \n", "NaN | \n", "... | \n", "2016-06-06t15:29:36.952z | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[chalmers.se] | \n", "
59 | \n", "0000-0003-0967-6157 | \n", "1 | \n", "1 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[徐興慶] | \n", "[[ntu researcher profile, http://ah.ntu.edu.tw... | \n", "NaN | \n", "... | \n", "2017-03-10t07:30:04.778z | \n", "12 | \n", "0 | \n", "0 | \n", "4 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[ntu.edu.tw, ntu.edu.tw] | \n", "
149 | \n", "0000-0002-8015-3781 | \n", "1 | \n", "1 | \n", "1 | \n", "alejandro | \n", "ossorio | \n", "NaN | \n", "NaN | \n", "[[web de la universidad carlos iii de madrid, ... | \n", "aossorio@di.uc3m.es | \n", "... | \n", "2019-07-04t08:47:12.005z | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "di.uc3m.es | \n", "NaN | \n", "NaN | \n", "[uc3m.es] | \n", "
155 | \n", "0000-0003-3444-936x | \n", "1 | \n", "1 | \n", "1 | \n", "alessandra | \n", "caravale | \n", "archeologa, con laurea in metodologia e tecnic... | \n", "NaN | \n", "[[isma- cnr, http://www.isma.cnr.it/?page_id=1... | \n", "NaN | \n", "... | \n", "2020-05-14t15:54:38.235z | \n", "7 | \n", "0 | \n", "0 | \n", "14 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[cnr.it] | \n", "
5 rows × 28 columns
\n", "\n", " | orcid | \n", "n_urls | \n", "
---|---|---|
257375 | \n", "0000-0002-1234-835x | \n", "219.0 | \n", "
3630067 | \n", "0000-0001-7478-4539 | \n", "174.0 | \n", "
5196089 | \n", "0000-0002-7392-3792 | \n", "169.0 | \n", "
10696059 | \n", "0000-0002-6938-9638 | \n", "152.0 | \n", "
6868932 | \n", "0000-0002-5710-4041 | \n", "114.0 | \n", "
... | \n", "... | \n", "... | \n", "
10916569 | \n", "0000-0001-5692-7639 | \n", "NaN | \n", "
10916570 | \n", "0000-0003-1539-0999 | \n", "NaN | \n", "
10916571 | \n", "0000-0003-2858-5509 | \n", "NaN | \n", "
10916572 | \n", "0000-0003-2438-9500 | \n", "NaN | \n", "
10916573 | \n", "0000-0003-4119-4772 | \n", "NaN | \n", "
10916574 rows × 2 columns
\n", "\n", " | orcid | \n", "claimed | \n", "verified_email | \n", "verified_primary_email | \n", "given_names | \n", "family_name | \n", "biography | \n", "other_names | \n", "urls | \n", "primary_email | \n", "... | \n", "n_doi | \n", "n_arxiv | \n", "n_pmc | \n", "n_other_pids | \n", "label | \n", "primary_email_domain | \n", "other_email_domains | \n", "n_emails | \n", "url_domains | \n", "n_urls | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
382497 | \n", "0000-0002-9025-8632 | \n", "1 | \n", "1 | \n", "1 | \n", "buycannabis | \n", "dispensary | \n", "we procure and deliver premium cannabis strain... | \n", "[we procure and deliver premium cannabis strai... | \n", "[[find your cannabis & marijuana dispensary , ... | \n", "NaN | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[goowonderland.com, goowonderland.com, goowond... | \n", "81.0 | \n", "
911811 | \n", "0000-0002-4062-3603 | \n", "1 | \n", "1 | \n", "1 | \n", "juan de dios | \n", "beltrán mancilla | \n", "juan de dios beltrán mancilla (*) filósofo aut... | \n", "[juan de dios beltrán mancilla, filósofo autod... | \n", "[[01.- juan de dios beltrán mancilla. teoría o... | \n", "NaN | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "7 | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[yumpu.com, ijopm.org, google.com, blogspot.co... | \n", "69.0 | \n", "
1136129 | \n", "0000-0002-1929-6054 | \n", "1 | \n", "1 | \n", "1 | \n", "franklin américo | \n", "canaza choque | \n", "docente-investigador social. maestrando en der... | \n", "[franklin américo canaza-choque , franklin a. ... | \n", "[[consejo nacional de ciencia, tecnología e in... | \n", "leo_123fa@hotmail.com | \n", "... | \n", "29 | \n", "0 | \n", "0 | \n", "33 | \n", "1 | \n", "hotmail.com | \n", "[gmail.com, gmail.com, hotmail.com, baldwin.ed... | \n", "5.0 | \n", "[concytec.gob.pe, redalyc.org, redalyc.org, un... | \n", "61.0 | \n", "
3102686 | \n", "0000-0003-2593-7134 | \n", "1 | \n", "1 | \n", "1 | \n", "aan | \n", "jaelani | \n", "all my papers can be downloaded from portal:re... | \n", "[jaelani, a., jaelani, aan] | \n", "[[microsoft academic research, https://academi... | \n", "aan_jaelani@syekhnurjati.ac.id | \n", "... | \n", "88 | \n", "0 | \n", "0 | \n", "193 | \n", "1 | \n", "syekhnurjati.ac.id | \n", "[gmail.com] | \n", "1.0 | \n", "[microsoft.com, twitter.com, academia.edu, aca... | \n", "67.0 | \n", "
6868932 | \n", "0000-0002-5710-4041 | \n", "1 | \n", "1 | \n", "1 | \n", "ryszard | \n", "romaniuk | \n", "professor of electronics and communications en... | \n", "[r.romaniuk, r.s.romaniuk, ryszard romaniuk, r... | \n", "[[scholar google, http://scholar.google.pl/cit... | \n", "rrom@ise.pw.edu.pl | \n", "... | \n", "1221 | \n", "25 | \n", "0 | \n", "1742 | \n", "1 | \n", "ise.pw.edu.pl | \n", "[ise.pw.edu.pl, elka.pw.edu.pl, cern.ch] | \n", "3.0 | \n", "[google.pl, publons.com, scopus.com, mendeley.... | \n", "114.0 | \n", "
8088987 | \n", "0000-0002-9965-2425 | \n", "1 | \n", "1 | \n", "1 | \n", "jaroslaw | \n", "spychala | \n", "jaroslaw spychala has received a doctoral degr... | \n", "[jaroslaw jozef spychala] | \n", "[[resume, http://www.biowebspin.com/wp-content... | \n", "NaN | \n", "... | \n", "15 | \n", "0 | \n", "0 | \n", "29 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[biowebspin.com, biowebspin.com, google.com, l... | \n", "73.0 | \n", "
8658355 | \n", "0000-0002-3920-7389 | \n", "1 | \n", "1 | \n", "1 | \n", "а. | \n", "гусев | \n", "surname, name gusev alexander leonidovichdate... | \n", "[alexander l. gusev , alexander leonidovich gu... | \n", "[[a.l. gusev alternative energy and ecology, ... | \n", "NaN | \n", "... | \n", "37 | \n", "0 | \n", "0 | \n", "21 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[youtube.com, isjaee.com, researchgate.net, re... | \n", "111.0 | \n", "
8778864 | \n", "0000-0002-3997-5070 | \n", "1 | \n", "1 | \n", "1 | \n", "dr. parameshachari | \n", "b d | \n", "dr. parameshachari b dacm distinguished speake... | \n", "[dr. parameshachari b d] | \n", "[[gsssietw,mysuru, http://geethashishu.in/], [... | \n", "NaN | \n", "... | \n", "47 | \n", "0 | \n", "0 | \n", "48 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[geethashishu.in, geethashishu.in, acm.org, go... | \n", "71.0 | \n", "
9980164 | \n", "0000-0003-4948-9268 | \n", "1 | \n", "1 | \n", "1 | \n", "gustavo | \n", "duperré | \n", "gustavo norberto duperré graduated in arts and... | \n", "[gustavo norberto duperré, duperré, g. n., gus... | \n", "[[gis in cultural heritage - icomos românia, h... | \n", "gustavo.duperre@usal.edu.ar | \n", "... | \n", "13 | \n", "0 | \n", "0 | \n", "34 | \n", "0 | \n", "usal.edu.ar | \n", "NaN | \n", "NaN | \n", "[icomos.ro, unirioja.es, unirioja.es, unc.edu.... | \n", "61.0 | \n", "
10024501 | \n", "0000-0003-2407-3557 | \n", "1 | \n", "1 | \n", "1 | \n", "abdul | \n", "aziz | \n", "abdul aziz was born on may 25, 1973, in brebes... | \n", "[abdul aziz, aziz, abdul, aziz, a., aziz, abd,... | \n", "[[google scholar, https://scholar.google.com/c... | \n", "NaN | \n", "... | \n", "19 | \n", "0 | \n", "0 | \n", "77 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[google.com, syekhnurjati.ac.id, orcid.org, bl... | \n", "59.0 | \n", "
10091165 | \n", "0000-0003-2183-8112 | \n", "1 | \n", "1 | \n", "1 | \n", "pelayo munhoz | \n", "olea | \n", "pós-doutorado em gestão ambiental pela univers... | \n", "[ munhoz, pelayo olea, olea, pelayo, olea, p... | \n", "[[currículo lattes, http://lattes.cnpq.br/6209... | \n", "NaN | \n", "... | \n", "797 | \n", "0 | \n", "1 | \n", "582 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[cnpq.br, cnpq.br, cnpq.br, cnpq.br, publons.c... | \n", "61.0 | \n", "
10523205 | \n", "0000-0003-2450-090x | \n", "1 | \n", "1 | \n", "1 | \n", "eduard | \n", "babulak | \n", "professor eduard babulak is accomplished inter... | \n", "[professor eduard babulak] | \n", "[[honorary chair, chief mentor & senior adviso... | \n", "NaN | \n", "... | \n", "199 | \n", "0 | \n", "1 | \n", "174 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[worldassessmentcouncil.org, spseke.sk, bcs.or... | \n", "114.0 | \n", "
10696059 | \n", "0000-0002-6938-9638 | \n", "1 | \n", "1 | \n", "1 | \n", "adolfo | \n", "catral sanabria | \n", "my education is in computer science, mathemati... | \n", "NaN | \n", "[[researchgate adolfo catral , https://www.res... | \n", "NaN | \n", "... | \n", "2022 | \n", "0 | \n", "0 | \n", "16 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[researchgate.net, youtube.com, linkedin.com, ... | \n", "152.0 | \n", "
13 rows × 29 columns
\n", "\n", " | orcid | \n", "claimed | \n", "verified_email | \n", "verified_primary_email | \n", "given_names | \n", "family_name | \n", "biography | \n", "other_names | \n", "urls | \n", "primary_email | \n", "... | \n", "n_doi | \n", "n_arxiv | \n", "n_pmc | \n", "n_other_pids | \n", "label | \n", "primary_email_domain | \n", "other_email_domains | \n", "n_emails | \n", "url_domains | \n", "n_urls | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
97666 | \n", "0000-0002-7843-8497 | \n", "1 | \n", "1 | \n", "1 | \n", "davi | \n", "barbosa | \n", "pesquisador na área sociojurídica, professor, ... | \n", "[professor davi barbosa delmont] | \n", "[[plataforma de cursos ideia criativa, https:/... | \n", "NaN | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[eadplataforma.com, facebook.com, youtube.com,... | \n", "39.0 | \n", "
200670 | \n", "0000-0003-1554-1531 | \n", "1 | \n", "1 | \n", "1 | \n", "katarzyna | \n", "ochman | \n", "katarzyna ochman [kataˈʐɨna ˈɔxman] is assista... | \n", "[[kataˈʐɨna ˈɔxman], catharina ochman, cathari... | \n", "[[researchgate, https://www.researchgate.net/p... | \n", "NaN | \n", "... | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[researchgate.net, academia.edu, facebook.com,... | \n", "11.0 | \n", "
210325 | \n", "0000-0003-3080-4643 | \n", "1 | \n", "1 | \n", "1 | \n", "graham | \n", "dawson | \n", "science and engineering faculty (sef) libraria... | \n", "[ graham colin dawson, g.c. dawson] | \n", "[[qut home page, https://www.library.qut.edu.a... | \n", "g.dawson@qut.edu.au | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "6 | \n", "1 | \n", "qut.edu.au | \n", "NaN | \n", "NaN | \n", "[qut.edu.au, qut.edu.au, google.com.au, resear... | \n", "11.0 | \n", "
218947 | \n", "0000-0003-3193-030x | \n", "1 | \n", "1 | \n", "1 | \n", "juan pablo | \n", "wolff mejia | \n", "aspirante a maestría en derecho y negocios int... | \n", "[juan pablo wolff, pablo wolff mejia, juan p. ... | \n", "[[twitter, https://twitter.com/pablomejiam], [... | \n", "juanpmejia@ulasallista.edu.co | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "ulasallista.edu.co | \n", "NaN | \n", "NaN | \n", "[twitter.com, youtube.com, google.com, linkedi... | \n", "11.0 | \n", "
261974 | \n", "0000-0002-5341-6531 | \n", "1 | \n", "1 | \n", "1 | \n", "trent | \n", "hammond | \n", "mr trent hammond is an honorary research fello... | \n", "[trent ernest hammond (t.e.hammond)] | \n", "[[academic support masters, http://trenthammon... | \n", "trent.hammond@academicsupportmasters.com.au | \n", "... | \n", "1 | \n", "0 | \n", "0 | \n", "1 | \n", "1 | \n", "academicsupportmasters.com.au | \n", "[health.nsw.gov.au, csu.edu.au, sociologist.co... | \n", "5.0 | \n", "[wix.com, academia.edu, researchgate.net, rese... | \n", "12.0 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
10405738 | \n", "0000-0002-3374-5709 | \n", "1 | \n", "1 | \n", "1 | \n", "guillermo | \n", "ortiz | \n", "médico, internista, neumólogo, intensivista, e... | \n", "[guillermo ortiz-ruiz] | \n", "[[elsevier, https://www.elsevier.com/], [asoci... | \n", "NaN | \n", "... | \n", "62 | \n", "0 | \n", "0 | \n", "88 | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[elsevier.com, amci.org.co, springer.com, revi... | \n", "12.0 | \n", "
10472264 | \n", "0000-0001-7228-5680 | \n", "1 | \n", "1 | \n", "1 | \n", "text | \n", "protocol | \n", "NaN | \n", "NaN | \n", "[[about, https://about.me/textprotocol], [gith... | \n", "NaN | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[about.me, github.com, gitlab.com, gravatar.co... | \n", "12.0 | \n", "
10785961 | \n", "0000-0002-3064-0194 | \n", "1 | \n", "1 | \n", "1 | \n", "leonardo fernando | \n", "cruz basso | \n", "NaN | \n", "NaN | \n", "[[papers-1, https://www.researchgate.net/profi... | \n", "leonardofernando.basso@mackenzie.br | \n", "... | \n", "5 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "mackenzie.br | \n", "[mackenzie.br] | \n", "1.0 | \n", "[researchgate.net, ssrn.com, cnpq.br, google.c... | \n", "17.0 | \n", "
10845645 | \n", "0000-0003-1047-4229 | \n", "1 | \n", "1 | \n", "1 | \n", "bayu | \n", "sakti | \n", "bayu purbha saktisaya adalah bayu purbha sakti... | \n", "[bayu purbha sakti] | \n", "[[osf, http://osf.io/qe2ug], [inarxiv, https:/... | \n", "NaN | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[osf.io, osf.io, academia.edu, mendeley.com, f... | \n", "12.0 | \n", "
10896059 | \n", "0000-0003-4836-7074 | \n", "1 | \n", "1 | \n", "1 | \n", "karla haydee | \n", "ortiz palafox | \n", "karla haydee ortíz palafoxmiembro del sistema ... | \n", "[karla palafox] | \n", "[[opinión día del maestro, http://www.cronicaj... | \n", "NaN | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "2 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[cronicajalisco.com, youtube.com, tlaquepaque.... | \n", "22.0 | \n", "
141 rows × 29 columns
\n", "\n", " | orcid | \n", "claimed | \n", "verified_email | \n", "verified_primary_email | \n", "given_names | \n", "family_name | \n", "biography | \n", "other_names | \n", "urls | \n", "primary_email | \n", "... | \n", "n_doi | \n", "n_arxiv | \n", "n_pmc | \n", "n_other_pids | \n", "label | \n", "primary_email_domain | \n", "other_email_domains | \n", "n_emails | \n", "url_domains | \n", "n_urls | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "0000-0002-7843-8497 | \n", "1 | \n", "1 | \n", "1 | \n", "davi | \n", "barbosa | \n", "pesquisador na área sociojurídica, professor, ... | \n", "[professor davi barbosa delmont] | \n", "[[plataforma de cursos ideia criativa, https:/... | \n", "NaN | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[eadplataforma.com, facebook.com, youtube.com,... | \n", "39.0 | \n", "
1 | \n", "0000-0003-1554-1531 | \n", "1 | \n", "1 | \n", "1 | \n", "katarzyna | \n", "ochman | \n", "katarzyna ochman [kataˈʐɨna ˈɔxman] is assista... | \n", "[[kataˈʐɨna ˈɔxman], catharina ochman, cathari... | \n", "[[researchgate, https://www.researchgate.net/p... | \n", "NaN | \n", "... | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[researchgate.net, academia.edu, facebook.com,... | \n", "11.0 | \n", "
2 | \n", "0000-0003-3080-4643 | \n", "1 | \n", "1 | \n", "1 | \n", "graham | \n", "dawson | \n", "science and engineering faculty (sef) libraria... | \n", "[ graham colin dawson, g.c. dawson] | \n", "[[qut home page, https://www.library.qut.edu.a... | \n", "g.dawson@qut.edu.au | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "6 | \n", "1 | \n", "qut.edu.au | \n", "NaN | \n", "NaN | \n", "[qut.edu.au, qut.edu.au, google.com.au, resear... | \n", "11.0 | \n", "
3 | \n", "0000-0003-3193-030x | \n", "1 | \n", "1 | \n", "1 | \n", "juan pablo | \n", "wolff mejia | \n", "aspirante a maestría en derecho y negocios int... | \n", "[juan pablo wolff, pablo wolff mejia, juan p. ... | \n", "[[twitter, https://twitter.com/pablomejiam], [... | \n", "juanpmejia@ulasallista.edu.co | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "ulasallista.edu.co | \n", "NaN | \n", "NaN | \n", "[twitter.com, youtube.com, google.com, linkedi... | \n", "11.0 | \n", "
4 | \n", "0000-0002-5341-6531 | \n", "1 | \n", "1 | \n", "1 | \n", "trent | \n", "hammond | \n", "mr trent hammond is an honorary research fello... | \n", "[trent ernest hammond (t.e.hammond)] | \n", "[[academic support masters, http://trenthammon... | \n", "trent.hammond@academicsupportmasters.com.au | \n", "... | \n", "1 | \n", "0 | \n", "0 | \n", "1 | \n", "1 | \n", "academicsupportmasters.com.au | \n", "[health.nsw.gov.au, csu.edu.au, sociologist.co... | \n", "5.0 | \n", "[wix.com, academia.edu, researchgate.net, rese... | \n", "12.0 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
136 | \n", "0000-0002-3374-5709 | \n", "1 | \n", "1 | \n", "1 | \n", "guillermo | \n", "ortiz | \n", "médico, internista, neumólogo, intensivista, e... | \n", "[guillermo ortiz-ruiz] | \n", "[[elsevier, https://www.elsevier.com/], [asoci... | \n", "NaN | \n", "... | \n", "62 | \n", "0 | \n", "0 | \n", "88 | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[elsevier.com, amci.org.co, springer.com, revi... | \n", "12.0 | \n", "
137 | \n", "0000-0001-7228-5680 | \n", "1 | \n", "1 | \n", "1 | \n", "text | \n", "protocol | \n", "NaN | \n", "NaN | \n", "[[about, https://about.me/textprotocol], [gith... | \n", "NaN | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[about.me, github.com, gitlab.com, gravatar.co... | \n", "12.0 | \n", "
138 | \n", "0000-0002-3064-0194 | \n", "1 | \n", "1 | \n", "1 | \n", "leonardo fernando | \n", "cruz basso | \n", "NaN | \n", "NaN | \n", "[[papers-1, https://www.researchgate.net/profi... | \n", "leonardofernando.basso@mackenzie.br | \n", "... | \n", "5 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "mackenzie.br | \n", "[mackenzie.br] | \n", "1.0 | \n", "[researchgate.net, ssrn.com, cnpq.br, google.c... | \n", "17.0 | \n", "
139 | \n", "0000-0003-1047-4229 | \n", "1 | \n", "1 | \n", "1 | \n", "bayu | \n", "sakti | \n", "bayu purbha saktisaya adalah bayu purbha sakti... | \n", "[bayu purbha sakti] | \n", "[[osf, http://osf.io/qe2ug], [inarxiv, https:/... | \n", "NaN | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[osf.io, osf.io, academia.edu, mendeley.com, f... | \n", "12.0 | \n", "
140 | \n", "0000-0003-4836-7074 | \n", "1 | \n", "1 | \n", "1 | \n", "karla haydee | \n", "ortiz palafox | \n", "karla haydee ortíz palafoxmiembro del sistema ... | \n", "[karla palafox] | \n", "[[opinión día del maestro, http://www.cronicaj... | \n", "NaN | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "2 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[cronicajalisco.com, youtube.com, tlaquepaque.... | \n", "22.0 | \n", "
141 rows × 29 columns
\n", "\n", " | orcid | \n", "claimed | \n", "verified_email | \n", "verified_primary_email | \n", "given_names | \n", "family_name | \n", "biography | \n", "other_names | \n", "urls | \n", "primary_email | \n", "... | \n", "n_doi | \n", "n_arxiv | \n", "n_pmc | \n", "n_other_pids | \n", "label | \n", "primary_email_domain | \n", "other_email_domains | \n", "n_emails | \n", "url_domains | \n", "n_urls | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "0000-0002-7843-8497 | \n", "1 | \n", "1 | \n", "1 | \n", "davi | \n", "barbosa | \n", "pesquisador na área sociojurídica, professor, ... | \n", "[professor davi barbosa delmont] | \n", "[[plataforma de cursos ideia criativa, https:/... | \n", "NaN | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[eadplataforma.com, facebook.com, youtube.com,... | \n", "39.0 | \n", "
1 | \n", "0000-0003-1554-1531 | \n", "1 | \n", "1 | \n", "1 | \n", "katarzyna | \n", "ochman | \n", "katarzyna ochman [kataˈʐɨna ˈɔxman] is assista... | \n", "[[kataˈʐɨna ˈɔxman], catharina ochman, cathari... | \n", "[[researchgate, https://www.researchgate.net/p... | \n", "NaN | \n", "... | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[researchgate.net, academia.edu, facebook.com,... | \n", "11.0 | \n", "
3 | \n", "0000-0003-3193-030x | \n", "1 | \n", "1 | \n", "1 | \n", "juan pablo | \n", "wolff mejia | \n", "aspirante a maestría en derecho y negocios int... | \n", "[juan pablo wolff, pablo wolff mejia, juan p. ... | \n", "[[twitter, https://twitter.com/pablomejiam], [... | \n", "juanpmejia@ulasallista.edu.co | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "ulasallista.edu.co | \n", "NaN | \n", "NaN | \n", "[twitter.com, youtube.com, google.com, linkedi... | \n", "11.0 | \n", "
4 | \n", "0000-0002-5341-6531 | \n", "1 | \n", "1 | \n", "1 | \n", "trent | \n", "hammond | \n", "mr trent hammond is an honorary research fello... | \n", "[trent ernest hammond (t.e.hammond)] | \n", "[[academic support masters, http://trenthammon... | \n", "trent.hammond@academicsupportmasters.com.au | \n", "... | \n", "1 | \n", "0 | \n", "0 | \n", "1 | \n", "1 | \n", "academicsupportmasters.com.au | \n", "[health.nsw.gov.au, csu.edu.au, sociologist.co... | \n", "5.0 | \n", "[wix.com, academia.edu, researchgate.net, rese... | \n", "12.0 | \n", "
5 | \n", "0000-0001-5295-2271 | \n", "1 | \n", "1 | \n", "1 | \n", "antoniy | \n", "moysey | \n", "NaN | \n", "NaN | \n", "[[academic journals database, http://journalda... | \n", "antoniimoisei@bsmu.edu.ua | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "bsmu.edu.ua | \n", "NaN | \n", "NaN | \n", "[journaldatabase.info, nplu.org, acls.org, ind... | \n", "21.0 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
135 | \n", "0000-0002-8125-0081 | \n", "1 | \n", "1 | \n", "1 | \n", "issam | \n", "bencheikh | \n", "NaN | \n", "[issame1982, دكتور عصام بن الشيخ] | \n", "[[my blog web site, http://issame1982.blogspot... | \n", "NaN | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[blogspot.com, researchgate.net, google.com, l... | \n", "12.0 | \n", "
136 | \n", "0000-0002-3374-5709 | \n", "1 | \n", "1 | \n", "1 | \n", "guillermo | \n", "ortiz | \n", "médico, internista, neumólogo, intensivista, e... | \n", "[guillermo ortiz-ruiz] | \n", "[[elsevier, https://www.elsevier.com/], [asoci... | \n", "NaN | \n", "... | \n", "62 | \n", "0 | \n", "0 | \n", "88 | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[elsevier.com, amci.org.co, springer.com, revi... | \n", "12.0 | \n", "
137 | \n", "0000-0001-7228-5680 | \n", "1 | \n", "1 | \n", "1 | \n", "text | \n", "protocol | \n", "NaN | \n", "NaN | \n", "[[about, https://about.me/textprotocol], [gith... | \n", "NaN | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[about.me, github.com, gitlab.com, gravatar.co... | \n", "12.0 | \n", "
139 | \n", "0000-0003-1047-4229 | \n", "1 | \n", "1 | \n", "1 | \n", "bayu | \n", "sakti | \n", "bayu purbha saktisaya adalah bayu purbha sakti... | \n", "[bayu purbha sakti] | \n", "[[osf, http://osf.io/qe2ug], [inarxiv, https:/... | \n", "NaN | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[osf.io, osf.io, academia.edu, mendeley.com, f... | \n", "12.0 | \n", "
140 | \n", "0000-0003-4836-7074 | \n", "1 | \n", "1 | \n", "1 | \n", "karla haydee | \n", "ortiz palafox | \n", "karla haydee ortíz palafoxmiembro del sistema ... | \n", "[karla palafox] | \n", "[[opinión día del maestro, http://www.cronicaj... | \n", "NaN | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "2 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[cronicajalisco.com, youtube.com, tlaquepaque.... | \n", "22.0 | \n", "
115 rows × 29 columns
\n", "\n", " | orcid | \n", "claimed | \n", "verified_email | \n", "verified_primary_email | \n", "given_names | \n", "family_name | \n", "biography | \n", "other_names | \n", "urls | \n", "primary_email | \n", "... | \n", "n_arxiv | \n", "n_pmc | \n", "n_other_pids | \n", "label | \n", "primary_email_domain | \n", "other_email_domains | \n", "n_emails | \n", "url_domains | \n", "n_urls | \n", "n_ids | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
7253330 | \n", "0000-0002-9554-6633 | \n", "1 | \n", "1 | \n", "1 | \n", "john a | \n", "williams | \n", "NaN | \n", "NaN | \n", "[[aston university profile page, https://resea... | \n", "NaN | \n", "... | \n", "0 | \n", "0 | \n", "208 | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[aston.ac.uk] | \n", "1.0 | \n", "80.0 | \n", "
1 rows × 30 columns
\n", "\n", " | orcid | \n", "external_ids | \n", "provider | \n", "
---|---|---|---|
7 | \n", "0000-0001-7463-977x | \n", "[loop profile, 371409] | \n", "loop profile | \n", "
9 | \n", "0000-0001-8718-0056 | \n", "[scopus author id, 55466912100] | \n", "scopus author id | \n", "
10 | \n", "0000-0001-8718-0056 | \n", "[scopus author id, 7102015452] | \n", "scopus author id | \n", "
14 | \n", "0000-0001-9708-5570 | \n", "[researcherid, p-5112-2015] | \n", "researcherid | \n", "
15 | \n", "0000-0001-9708-5570 | \n", "[scopus author id, 42062216900] | \n", "scopus author id | \n", "
\n", " | orcid | \n", "n_keywords | \n", "
---|---|---|
2851081 | \n", "0000-0002-0673-0341 | \n", "154.0 | \n", "
7344151 | \n", "0000-0002-7060-4112 | \n", "141.0 | \n", "
2235440 | \n", "0000-0002-6075-3501 | \n", "140.0 | \n", "
2994233 | \n", "0000-0002-4071-0301 | \n", "118.0 | \n", "
3971323 | \n", "0000-0002-9638-8091 | \n", "115.0 | \n", "
... | \n", "... | \n", "... | \n", "
10916569 | \n", "0000-0001-5692-7639 | \n", "NaN | \n", "
10916570 | \n", "0000-0003-1539-0999 | \n", "NaN | \n", "
10916571 | \n", "0000-0003-2858-5509 | \n", "NaN | \n", "
10916572 | \n", "0000-0003-2438-9500 | \n", "NaN | \n", "
10916573 | \n", "0000-0003-4119-4772 | \n", "NaN | \n", "
10916574 rows × 2 columns
\n", "