{ "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": 73, "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": [ "Anomalies ORCiD profile" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "JOURNAL = '0000-0003-1815-5732'\n", "NOINFO= '0000-0001-5009-2052'\n", "# todo: find group-shared ORCiD, if possible" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notable fake ORCID iDs for explorative purposes:" ] }, { "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": [], "source": [ "df = pd.read_csv('../data/raw/initial_info_whole.tsv', sep='\\t', header=0,\n", " names = ['orcid', 'claimed','verified_email', 'verified_primary_email', \n", " 'given_names', 'family_name', 'biography', 'other_names', 'urls', \n", " 'primary_email', 'other_emails', 'keywords', 'external_ids', 'education', \n", " 'employment', 'n_works', 'works_source'])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "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", "other_emails | \n", "keywords | \n", "external_ids | \n", "education | \n", "employment | \n", "n_works | \n", "works_source | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
7552 | \n", "0000-0001-7831-7567 | \n", "1 | \n", "1 | \n", "1 | \n", "Vahab | \n", "Vahdat | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[[\"Scopus Author ID\", \"57193490305\"], [\"Scopus... | \n", "[[\"Industrial Engineering\", \"PhD\", \"Northeaste... | \n", "[[\"Post-doctorate fellow\", \"Harvard Medical Sc... | \n", "25 | \n", "[\"Vahab Vahdat\", \"Scopus - Elsevier\", \"Multidi... | \n", "
8416 | \n", "0000-0001-8161-1345 | \n", "1 | \n", "1 | \n", "1 | \n", "AYFER | \n", "TEKIN ATACAN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "0 | \n", "NaN | \n", "
16498 | \n", "0000-0002-1133-1505 | \n", "1 | \n", "1 | \n", "1 | \n", "Xianrong | \n", "Lai | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[[\"Scopus Author ID\", \"15769435500\"]] | \n", "[[\"Department of pharmacy\", \"Bachelor of Tradi... | \n", "[[\"Associate Research, Professor\", \"Chengdu Un... | \n", "115 | \n", "[\"Xianrong Lai\", \"Scopus - Elsevier\", \"Crossref\"] | \n", "
16830 | \n", "0000-0002-1257-5536 | \n", "1 | \n", "1 | \n", "1 | \n", "Alexandra | \n", "Zimmer | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[[\"Research assistent\", \"Fraunhofer-Institut f... | \n", "0 | \n", "NaN | \n", "
18835 | \n", "0000-0002-2026-4156 | \n", "1 | \n", "1 | \n", "1 | \n", "Fatma | \n", "Sri Wahyuni | \n", "NaN | \n", "[\"Ayu\"] | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[[\"ResearcherID\", \"C-5194-2015\"], [\"Scopus Aut... | \n", "[[\"Biosains\", \"PHD\", \"Universiti Putra Malaysi... | \n", "[[\"Lecturer\", \"Universitas Andalas\", \"Padang\",... | \n", "27 | \n", "[\"Publons\", \"Crossref Metadata Search\", \"Scopu... | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
10733293 | \n", "0000-0002-9887-7788 | \n", "1 | \n", "1 | \n", "1 | \n", "Markéta | \n", "Laštůvková | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[[\"\", \"VSB - Technical University of Ostrava\",... | \n", "0 | \n", "NaN | \n", "
10737258 | \n", "0000-0003-1367-8104 | \n", "1 | \n", "1 | \n", "1 | \n", "LORENA | \n", "GUTIÉRREZ GARCÍA | \n", "NaN | \n", "NaN | \n", "[[\"LinkedIn\", \"https://www.linkedin.com/in/lor... | \n", "lorenagg@unex.es | \n", "NaN | \n", "[\"Agroecolog\\u00eda, Bot\\u00e1nica, Did\\u00e1c... | \n", "[[\"ResearcherID\", \"AAE-6316-2021\"]] | \n", "[[\"\", \"M\\u00e1ster en Formaci\\u00f3n del profe... | \n", "[[\"PCI\", \"Universidad de Extremadura - Campus ... | \n", "14 | \n", "[\"Multidisciplinary Digital Publishing Institu... | \n", "
10738308 | \n", "0000-0003-1741-3437 | \n", "1 | \n", "1 | \n", "1 | \n", "Liu | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[[\"ResearcherID\", \"S-3053-2017\"]] | \n", "NaN | \n", "NaN | \n", "0 | \n", "NaN | \n", "|
10741460 | \n", "0000-0003-2909-8585 | \n", "1 | \n", "1 | \n", "1 | \n", "Yusuf | \n", "Özcan | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[[\"\\u0130lahiyat Fak\\u00fcltesi\", \"Doktora\", \"... | \n", "[[\"Research Assistant\", \"\\u00c7ukurova Univers... | \n", "0 | \n", "NaN | \n", "
10745078 | \n", "0000-0003-4259-5324 | \n", "1 | \n", "1 | \n", "1 | \n", "P Rama Mohan | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[[\"Scopus Author ID\", \"24776757000\"]] | \n", "[[\"EEE Department\", \"Ph.D. (Power Electronics ... | \n", "[[\"Associate Professor\", \"RGM College of Engin... | \n", "21 | \n", "[\"Scopus - Elsevier\", \"P Rama Mohan\"] | \n", "
2418 rows × 17 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", "other_emails | \n", "keywords | \n", "external_ids | \n", "education | \n", "employment | \n", "n_works | \n", "works_source | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "0000-0001-5000-2053 | \n", "1 | \n", "0 | \n", "0 | \n", "Jorge | \n", "Jaramillo Sanchez | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "0 | \n", "NaN | \n", "
1 | \n", "0000-0001-5000-6548 | \n", "1 | \n", "0 | \n", "0 | \n", "Wiseman | \n", "Bekelesi | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "0 | \n", "NaN | \n", "
2 | \n", "0000-0001-5000-7962 | \n", "1 | \n", "1 | \n", "1 | \n", "ALICE | \n", "INDIMULI | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "0 | \n", "NaN | \n", "
3 | \n", "0000-0001-5000-8586 | \n", "1 | \n", "0 | \n", "0 | \n", "shim | \n", "ji yun | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "0 | \n", "NaN | \n", "
4 | \n", "0000-0001-5001-0256 | \n", "1 | \n", "0 | \n", "0 | \n", "Sandro | \n", "Caramaschi | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "0 | \n", "NaN | \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", "other_emails | \n", "keywords | \n", "external_ids | \n", "education | \n", "employment | \n", "n_works | \n", "works_source | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
8840413 | \n", "0000-0002-5193-7851 | \n", "1 | \n", "1 | \n", "1 | \n", "Andrea | \n", "Mannocci | \n", "NaN | \n", "NaN | \n", "[[Personal website, https://andremann.github.i... | \n", "andrea.mannocci@isti.cnr.it | \n", "NaN | \n", "[Data science , science of science, scholarly ... | \n", "[[Scopus Author ID, 55233589900]] | \n", "[[Information engineering, Ph.D., Università d... | \n", "[[Research Associate, Istituto di Scienza e Te... | \n", "37 | \n", "[Scopus - Elsevier, Crossref Metadata Search, ... | \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", "other_emails | \n", "keywords | \n", "external_ids | \n", "education | \n", "employment | \n", "n_works | \n", "works_source | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
9517099 | \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", "NaN | \n", "[Whatsapp GB, whatsapp gb 2020, whatsapp gb ba... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "0 | \n", "NaN | \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", "other_emails | \n", "keywords | \n", "external_ids | \n", "education | \n", "employment | \n", "n_works | \n", "works_source | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
4595263 | \n", "0000-0002-5154-6404 | \n", "1 | \n", "1 | \n", "1 | \n", "Olusola | \n", "Bamisile | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[[Energy Systems Engineering , Doctoral, Cypru... | \n", "[[, University of Electronic Science and Techn... | \n", "3 | \n", "[Multidisciplinary Digital Publishing Institut... | \n", "
4595264 | \n", "0000-0002-5154-6404 | \n", "1 | \n", "1 | \n", "1 | \n", "Olusola | \n", "Bamisile | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[[Energy Systems Engineering , Doctoral, Cypru... | \n", "[[, University of Electronic Science and Techn... | \n", "2 | \n", "[Crossref] | \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", "other_emails | \n", "keywords | \n", "external_ids | \n", "education | \n", "employment | \n", "n_works | \n", "works_source | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
3776350 | \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", "[maykin@dga.or.th] | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "0 | \n", "NaN | \n", "
7483666 | \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", "[maykin@dga.or.th, maykin@ieee.org] | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "0 | \n", "NaN | \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", "other_emails | \n", "keywords | \n", "external_ids | \n", "education | \n", "employment | \n", "n_works | \n", "works_source | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
3995032 | \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", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "0 | \n", "NaN | \n", "
9068234 | \n", "0000-0003-0033-0918 | \n", "1 | \n", "1 | \n", "1 | \n", "Osman | \n", "PERÇİN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "opercin@erbakan.edu.tr | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[[, Necmettin Erbakan University, Konya, , TR,... | \n", "0 | \n", "NaN | \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", "other_emails | \n", "keywords | \n", "external_ids | \n", "education | \n", "employment | \n", "n_works | \n", "works_source | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
5087745 | \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", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[[PhD Student, Monash University, Melbourne, V... | \n", "1 | \n", "[Crossref] | \n", "
10246485 | \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", "NaN | \n", "[Radiopharmaceuticals, Inorganic Chemistry, Bi... | \n", "NaN | \n", "NaN | \n", "[[PhD Student, Monash University, Melbourne, ,... | \n", "0 | \n", "NaN | \n", "
\n", " | orcid | \n", "
---|---|
primary_email_domain | \n", "\n", " |
gmail.com | \n", "25892 | \n", "
hotmail.com | \n", "3674 | \n", "
yahoo.com | \n", "2578 | \n", "
163.com | \n", "2067 | \n", "
yuhs.ac | \n", "1124 | \n", "
... | \n", "... | \n", "
iiap.gob.pe | \n", "1 | \n", "
iiap.org.pe | \n", "1 | \n", "
iibb.csic.es | \n", "1 | \n", "
iic.hokudai.ac.jp | \n", "1 | \n", "
zzuli.edu.cn | \n", "1 | \n", "
17047 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", "other_emails | \n", "keywords | \n", "external_ids | \n", "education | \n", "employment | \n", "n_works | \n", "works_source | \n", "primary_email_domain | \n", "other_email_domains | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
34 | \n", "0000-0001-5011-9833 | \n", "1 | \n", "1 | \n", "1 | \n", "Mark | \n", "Kilbane | \n", "NaN | \n", "NaN | \n", "NaN | \n", "mark.kilbane@seh.ox.ac.uk | \n", "[mark.kilbane@bsg.ox.ac.uk] | \n", "NaN | \n", "NaN | \n", "[[Blavatnik School of Government; St Edmund Ha... | \n", "NaN | \n", "0 | \n", "NaN | \n", "seh.ox.ac.uk | \n", "[bsg.ox.ac.uk] | \n", "
47 | \n", "0000-0001-5017-1295 | \n", "1 | \n", "1 | \n", "1 | \n", "Xinfeng | \n", "Tang | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[tang.xinfeng@foxmail.com] | \n", "NaN | \n", "[[Scopus Author ID, 56927186900]] | \n", "[[, , University of Hong Kong, Hong Kong, , HK... | \n", "NaN | \n", "11 | \n", "[Scopus - Elsevier, Xinfeng Tang] | \n", "NaN | \n", "[foxmail.com] | \n", "
299 | \n", "0000-0001-5109-3989 | \n", "1 | \n", "1 | \n", "1 | \n", "colin | \n", "tysall | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[colin.tysall@nhs.net] | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[[Associate Mental Health Act Manager, Coventr... | \n", "0 | \n", "NaN | \n", "NaN | \n", "[nhs.net] | \n", "
868 | \n", "0000-0001-5320-1277 | \n", "1 | \n", "1 | \n", "1 | \n", "Gökhan | \n", "KESKİN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "2012001598@stu.adu.edu.tr | \n", "[gokhankkeskin@gmail.com] | \n", "NaN | \n", "NaN | \n", "NaN | \n", "[[, Adnan Menderes University, Aydin, , TR, gr... | \n", "0 | \n", "NaN | \n", "stu.adu.edu.tr | \n", "[gmail.com] | \n", "
1176 | \n", "0000-0001-5434-9994 | \n", "1 | \n", "1 | \n", "1 | \n", "Elena | \n", "Borucu | \n", "NaN | \n", "NaN | \n", "NaN | \n", "lenapasali@gmail.com | \n", "[epasali@yildiz.edu.tr] | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "0 | \n", "NaN | \n", "gmail.com | \n", "[yildiz.edu.tr] | \n", "
\n", " | orcid | \n", "n_emails | \n", "
---|---|---|
2039718 | \n", "0000-0003-4171-3835 | \n", "12.0 | \n", "
57198 | \n", "0000-0001-6239-2968 | \n", "9.0 | \n", "
10524509 | \n", "0000-0003-2290-2817 | \n", "7.0 | \n", "
7785216 | \n", "0000-0003-2151-4089 | \n", "7.0 | \n", "
3556386 | \n", "0000-0001-9084-3156 | \n", "6.0 | \n", "
... | \n", "... | \n", "... | \n", "
10747035 | \n", "0000-0003-4998-1551 | \n", "NaN | \n", "
10747036 | \n", "0000-0003-4998-4111 | \n", "NaN | \n", "
10747037 | \n", "0000-0003-4998-6045 | \n", "NaN | \n", "
10747038 | \n", "0000-0003-4998-8868 | \n", "NaN | \n", "
10747039 | \n", "0000-0003-4999-7916 | \n", "NaN | \n", "
10744621 rows × 2 columns
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10747037 | \n", "0000-0003-4998-6045 | \n", "NaN | \n", "
10747038 | \n", "0000-0003-4998-8868 | \n", "NaN | \n", "
10747039 | \n", "0000-0003-4999-7916 | \n", "NaN | \n", "
10744621 rows × 2 columns
\n", "