12806 lines
455 KiB
Plaintext
12806 lines
455 KiB
Plaintext
{
|
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"cells": [
|
||
{
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||
"cell_type": "markdown",
|
||
"metadata": {},
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||
"source": [
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"# Exploratory analysis"
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]
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},
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{
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"cell_type": "markdown",
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||
"metadata": {},
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"source": [
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||
"TODO:\n",
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"- 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",
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"- Make casistics (e.g. author publishing with empty orcid, author publishing but not on OpenAIRE, etc.)\n",
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"- Temporal dimension of any use?\n",
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"- Can we access private info thanks to the OpenAIRE-ORCID agreement?\n"
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]
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},
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{
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"cell_type": "code",
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||
"execution_count": 1,
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||
"metadata": {},
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||
"outputs": [
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||
{
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||
"data": {
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||
"text/html": [
|
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" <script type=\"text/javascript\">\n",
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" window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
|
||
" if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
|
||
" if (typeof require !== 'undefined') {\n",
|
||
" require.undef(\"plotly\");\n",
|
||
" requirejs.config({\n",
|
||
" paths: {\n",
|
||
" 'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
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||
" }\n",
|
||
" });\n",
|
||
" require(['plotly'], function(Plotly) {\n",
|
||
" window._Plotly = Plotly;\n",
|
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" });\n",
|
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" }\n",
|
||
" </script>\n",
|
||
" "
|
||
]
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||
},
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||
"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"import pandas as pd\n",
|
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"import ast\n",
|
||
"import tldextract\n",
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||
"import numpy\n",
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"\n",
|
||
"import plotly\n",
|
||
"from plotly.offline import iplot, init_notebook_mode\n",
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"import plotly.graph_objs as go\n",
|
||
"import plotly.express as px\n",
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"\n",
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"init_notebook_mode(connected=True)\n",
|
||
"TOP_N = 30\n",
|
||
"TOP_RANGE = [-.5, TOP_N - 1 + .5]"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
|
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"Notable solid ORCID iDs for explorative purposes:"
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||
]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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||
"metadata": {},
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||
"outputs": [],
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"source": [
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"AM = '0000-0002-5193-7851'\n",
|
||
"PP = '0000-0002-8588-4196'\n"
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]
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},
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||
{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Anomalies ORCiD profile"
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]
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||
},
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{
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||
"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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||
"outputs": [],
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||
"source": [
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"JOURNAL = '0000-0003-1815-5732'\n",
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"NOINFO= '0000-0001-5009-2052'\n",
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"# todo: find group-shared ORCiD, if possible"
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]
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},
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{
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||
"cell_type": "markdown",
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||
"metadata": {},
|
||
"source": [
|
||
"Notable fake ORCID iDs for explorative purposes:"
|
||
]
|
||
},
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||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"outputs": [],
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||
"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 "
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||
]
|
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},
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||
{
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||
"cell_type": "markdown",
|
||
"metadata": {},
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||
"source": [
|
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"Load the dataset"
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||
]
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||
},
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{
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||
"cell_type": "code",
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"execution_count": 86,
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"metadata": {},
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||
"outputs": [],
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||
"source": [
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"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
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||
},
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||
"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>orcid</th>\n",
|
||
" <th>claimed</th>\n",
|
||
" <th>verified_email</th>\n",
|
||
" <th>verified_primary_email</th>\n",
|
||
" <th>given_names</th>\n",
|
||
" <th>family_name</th>\n",
|
||
" <th>biography</th>\n",
|
||
" <th>other_names</th>\n",
|
||
" <th>urls</th>\n",
|
||
" <th>primary_email</th>\n",
|
||
" <th>other_emails</th>\n",
|
||
" <th>keywords</th>\n",
|
||
" <th>external_ids</th>\n",
|
||
" <th>education</th>\n",
|
||
" <th>employment</th>\n",
|
||
" <th>n_works</th>\n",
|
||
" <th>works_source</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>7552</th>\n",
|
||
" <td>0000-0001-7831-7567</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Vahab</td>\n",
|
||
" <td>Vahdat</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[\"Scopus Author ID\", \"57193490305\"], [\"Scopus...</td>\n",
|
||
" <td>[[\"Industrial Engineering\", \"PhD\", \"Northeaste...</td>\n",
|
||
" <td>[[\"Post-doctorate fellow\", \"Harvard Medical Sc...</td>\n",
|
||
" <td>25</td>\n",
|
||
" <td>[\"Vahab Vahdat\", \"Scopus - Elsevier\", \"Multidi...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8416</th>\n",
|
||
" <td>0000-0001-8161-1345</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>AYFER</td>\n",
|
||
" <td>TEKIN ATACAN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16498</th>\n",
|
||
" <td>0000-0002-1133-1505</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Xianrong</td>\n",
|
||
" <td>Lai</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[\"Scopus Author ID\", \"15769435500\"]]</td>\n",
|
||
" <td>[[\"Department of pharmacy\", \"Bachelor of Tradi...</td>\n",
|
||
" <td>[[\"Associate Research, Professor\", \"Chengdu Un...</td>\n",
|
||
" <td>115</td>\n",
|
||
" <td>[\"Xianrong Lai\", \"Scopus - Elsevier\", \"Crossref\"]</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16830</th>\n",
|
||
" <td>0000-0002-1257-5536</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Alexandra</td>\n",
|
||
" <td>Zimmer</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[\"Research assistent\", \"Fraunhofer-Institut f...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18835</th>\n",
|
||
" <td>0000-0002-2026-4156</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Fatma</td>\n",
|
||
" <td>Sri Wahyuni</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[\"Ayu\"]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[\"ResearcherID\", \"C-5194-2015\"], [\"Scopus Aut...</td>\n",
|
||
" <td>[[\"Biosains\", \"PHD\", \"Universiti Putra Malaysi...</td>\n",
|
||
" <td>[[\"Lecturer\", \"Universitas Andalas\", \"Padang\",...</td>\n",
|
||
" <td>27</td>\n",
|
||
" <td>[\"Publons\", \"Crossref Metadata Search\", \"Scopu...</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",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10733293</th>\n",
|
||
" <td>0000-0002-9887-7788</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Markéta</td>\n",
|
||
" <td>Laštůvková</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[\"\", \"VSB - Technical University of Ostrava\",...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10737258</th>\n",
|
||
" <td>0000-0003-1367-8104</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>LORENA</td>\n",
|
||
" <td>GUTIÉRREZ GARCÍA</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[\"LinkedIn\", \"https://www.linkedin.com/in/lor...</td>\n",
|
||
" <td>lorenagg@unex.es</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[\"Agroecolog\\u00eda, Bot\\u00e1nica, Did\\u00e1c...</td>\n",
|
||
" <td>[[\"ResearcherID\", \"AAE-6316-2021\"]]</td>\n",
|
||
" <td>[[\"\", \"M\\u00e1ster en Formaci\\u00f3n del profe...</td>\n",
|
||
" <td>[[\"PCI\", \"Universidad de Extremadura - Campus ...</td>\n",
|
||
" <td>14</td>\n",
|
||
" <td>[\"Multidisciplinary Digital Publishing Institu...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10738308</th>\n",
|
||
" <td>0000-0003-1741-3437</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Xing</td>\n",
|
||
" <td>Liu</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[\"ResearcherID\", \"S-3053-2017\"]]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10741460</th>\n",
|
||
" <td>0000-0003-2909-8585</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Yusuf</td>\n",
|
||
" <td>Özcan</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[\"\\u0130lahiyat Fak\\u00fcltesi\", \"Doktora\", \"...</td>\n",
|
||
" <td>[[\"Research Assistant\", \"\\u00c7ukurova Univers...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10745078</th>\n",
|
||
" <td>0000-0003-4259-5324</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>P Rama Mohan</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[\"Scopus Author ID\", \"24776757000\"]]</td>\n",
|
||
" <td>[[\"EEE Department\", \"Ph.D. (Power Electronics ...</td>\n",
|
||
" <td>[[\"Associate Professor\", \"RGM College of Engin...</td>\n",
|
||
" <td>21</td>\n",
|
||
" <td>[\"Scopus - Elsevier\", \"P Rama Mohan\"]</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>2418 rows × 17 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" orcid claimed verified_email \\\n",
|
||
"7552 0000-0001-7831-7567 1 1 \n",
|
||
"8416 0000-0001-8161-1345 1 1 \n",
|
||
"16498 0000-0002-1133-1505 1 1 \n",
|
||
"16830 0000-0002-1257-5536 1 1 \n",
|
||
"18835 0000-0002-2026-4156 1 1 \n",
|
||
"... ... ... ... \n",
|
||
"10733293 0000-0002-9887-7788 1 1 \n",
|
||
"10737258 0000-0003-1367-8104 1 1 \n",
|
||
"10738308 0000-0003-1741-3437 1 1 \n",
|
||
"10741460 0000-0003-2909-8585 1 1 \n",
|
||
"10745078 0000-0003-4259-5324 1 1 \n",
|
||
"\n",
|
||
" verified_primary_email given_names family_name biography \\\n",
|
||
"7552 1 Vahab Vahdat NaN \n",
|
||
"8416 1 AYFER TEKIN ATACAN NaN \n",
|
||
"16498 1 Xianrong Lai NaN \n",
|
||
"16830 1 Alexandra Zimmer NaN \n",
|
||
"18835 1 Fatma Sri Wahyuni NaN \n",
|
||
"... ... ... ... ... \n",
|
||
"10733293 1 Markéta Laštůvková NaN \n",
|
||
"10737258 1 LORENA GUTIÉRREZ GARCÍA NaN \n",
|
||
"10738308 1 Xing Liu NaN \n",
|
||
"10741460 1 Yusuf Özcan NaN \n",
|
||
"10745078 1 P Rama Mohan NaN NaN \n",
|
||
"\n",
|
||
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|
||
"7552 NaN NaN \n",
|
||
"8416 NaN NaN \n",
|
||
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|
||
"16830 NaN NaN \n",
|
||
"18835 [\"Ayu\"] NaN \n",
|
||
"... ... ... \n",
|
||
"10733293 NaN NaN \n",
|
||
"10737258 NaN [[\"LinkedIn\", \"https://www.linkedin.com/in/lor... \n",
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||
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|
||
"10741460 NaN NaN \n",
|
||
"10745078 NaN NaN \n",
|
||
"\n",
|
||
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||
"7552 NaN NaN \n",
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||
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|
||
"16498 NaN NaN \n",
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||
"16830 NaN NaN \n",
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||
"18835 NaN NaN \n",
|
||
"... ... ... \n",
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||
"10733293 NaN NaN \n",
|
||
"10737258 lorenagg@unex.es NaN \n",
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||
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|
||
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|
||
"10745078 NaN NaN \n",
|
||
"\n",
|
||
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|
||
"7552 NaN \n",
|
||
"8416 NaN \n",
|
||
"16498 NaN \n",
|
||
"16830 NaN \n",
|
||
"18835 NaN \n",
|
||
"... ... \n",
|
||
"10733293 NaN \n",
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||
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||
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||
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|
||
"10745078 NaN \n",
|
||
"\n",
|
||
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|
||
"7552 [[\"Scopus Author ID\", \"57193490305\"], [\"Scopus... \n",
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||
"8416 NaN \n",
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||
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||
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|
||
"... ... \n",
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||
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||
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||
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||
"10741460 NaN \n",
|
||
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|
||
"\n",
|
||
" education \\\n",
|
||
"7552 [[\"Industrial Engineering\", \"PhD\", \"Northeaste... \n",
|
||
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|
||
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|
||
"16830 NaN \n",
|
||
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|
||
"... ... \n",
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||
"10733293 NaN \n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"... ... ... \n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"\n",
|
||
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|
||
"7552 [\"Vahab Vahdat\", \"Scopus - Elsevier\", \"Multidi... \n",
|
||
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|
||
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|
||
"16830 NaN \n",
|
||
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|
||
"... ... \n",
|
||
"10733293 NaN \n",
|
||
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|
||
"10738308 NaN \n",
|
||
"10741460 NaN \n",
|
||
"10745078 [\"Scopus - Elsevier\", \"P Rama Mohan\"] \n",
|
||
"\n",
|
||
"[2418 rows x 17 columns]"
|
||
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|
||
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|
||
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|
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|
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|
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|
||
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|
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"source": [
|
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|
||
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|
||
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|
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|
||
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|
||
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|
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|
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||
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|
||
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|
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|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
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|
||
"source": [
|
||
"Basic column manipulation (interpret columns as lists when necessary)"
|
||
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|
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},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 89,
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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{
|
||
"cell_type": "code",
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|
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|
||
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|
||
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|
||
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|
||
"cell_type": "code",
|
||
"execution_count": 92,
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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{
|
||
"cell_type": "code",
|
||
"execution_count": 93,
|
||
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|
||
"outputs": [],
|
||
"source": [
|
||
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|
||
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|
||
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|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 94,
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 95,
|
||
"metadata": {},
|
||
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|
||
"source": [
|
||
"df['employment'] = df[df.employment.notna()]['employment'].apply(lambda x: ast.literal_eval(x))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 96,
|
||
"metadata": {},
|
||
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|
||
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|
||
"df['external_ids'] = df[df.external_ids.notna()]['external_ids'].apply(lambda x: ast.literal_eval(x))"
|
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|
||
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|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 97,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df['works_source'] = df[df.works_source.notna()]['works_source'].apply(lambda x: ast.literal_eval(x))"
|
||
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|
||
},
|
||
{
|
||
"cell_type": "code",
|
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|
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|
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|
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|
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|
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" orcid claimed verified_email verified_primary_email \\\n",
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||
"1 0000-0001-5000-6548 1 0 0 \n",
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||
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||
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|
||
"\n",
|
||
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||
"0 Jorge Jaramillo Sanchez NaN NaN NaN NaN \n",
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||
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|
||
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|
||
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|
||
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||
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|
||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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|
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|
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||
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||
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||
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||
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||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
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|
||
" orcid claimed verified_email verified_primary_email \\\n",
|
||
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|
||
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|
||
" given_names family_name biography other_names \\\n",
|
||
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|
||
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|
||
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|
||
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|
||
"\n",
|
||
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|
||
"8840413 andrea.mannocci@isti.cnr.it NaN \n",
|
||
"\n",
|
||
" keywords \\\n",
|
||
"8840413 [Data science , science of science, scholarly ... \n",
|
||
"\n",
|
||
" external_ids \\\n",
|
||
"8840413 [[Scopus Author ID, 55233589900]] \n",
|
||
"\n",
|
||
" education \\\n",
|
||
"8840413 [[Information engineering, Ph.D., Università d... \n",
|
||
"\n",
|
||
" employment n_works \\\n",
|
||
"8840413 [[Research Associate, Istituto di Scienza e Te... 37 \n",
|
||
"\n",
|
||
" works_source \n",
|
||
"8840413 [Scopus - Elsevier, Crossref Metadata Search, ... "
|
||
]
|
||
},
|
||
"execution_count": 17,
|
||
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|
||
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|
||
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|
||
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|
||
"source": [
|
||
"df[df['orcid'] == AM]"
|
||
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|
||
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|
||
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|
||
"cell_type": "code",
|
||
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <th>verified_email</th>\n",
|
||
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|
||
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|
||
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|
||
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||
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|
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|
||
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|
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||
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|
||
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||
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|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>9517099</th>\n",
|
||
" <td>0000-0001-6997-9470</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>other</td>\n",
|
||
" <td>whatsapp</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Otherwhatsapp, https://otherwhatsapp.com/], ...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[Whatsapp GB, whatsapp gb 2020, whatsapp gb ba...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
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|
||
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|
||
"text/plain": [
|
||
" orcid claimed verified_email verified_primary_email \\\n",
|
||
"9517099 0000-0001-6997-9470 1 1 1 \n",
|
||
"\n",
|
||
" given_names family_name biography other_names \\\n",
|
||
"9517099 other whatsapp NaN NaN \n",
|
||
"\n",
|
||
" urls primary_email \\\n",
|
||
"9517099 [[Otherwhatsapp, https://otherwhatsapp.com/], ... NaN \n",
|
||
"\n",
|
||
" other_emails keywords \\\n",
|
||
"9517099 NaN [Whatsapp GB, whatsapp gb 2020, whatsapp gb ba... \n",
|
||
"\n",
|
||
" external_ids education employment n_works works_source \n",
|
||
"9517099 NaN NaN NaN 0 NaN "
|
||
]
|
||
},
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df[df['orcid'] == WHATSAPP]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"orcid 10744622\n",
|
||
"claimed 10744622\n",
|
||
"verified_email 10744622\n",
|
||
"verified_primary_email 10744622\n",
|
||
"given_names 10716789\n",
|
||
"family_name 10437094\n",
|
||
"biography 333885\n",
|
||
"other_names 544550\n",
|
||
"urls 688262\n",
|
||
"primary_email 121476\n",
|
||
"other_emails 47470\n",
|
||
"keywords 638634\n",
|
||
"external_ids 1285292\n",
|
||
"education 2402440\n",
|
||
"employment 2626670\n",
|
||
"n_works 10744622\n",
|
||
"works_source 2671906\n",
|
||
"dtype: int64"
|
||
]
|
||
},
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.count()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
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|
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|
||
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||
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|
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|
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||
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|
||
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|
||
" text-align: right;\n",
|
||
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|
||
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|
||
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|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>orcid</th>\n",
|
||
" <th>claimed</th>\n",
|
||
" <th>verified_email</th>\n",
|
||
" <th>verified_primary_email</th>\n",
|
||
" <th>given_names</th>\n",
|
||
" <th>family_name</th>\n",
|
||
" <th>biography</th>\n",
|
||
" <th>other_names</th>\n",
|
||
" <th>urls</th>\n",
|
||
" <th>primary_email</th>\n",
|
||
" <th>other_emails</th>\n",
|
||
" <th>keywords</th>\n",
|
||
" <th>external_ids</th>\n",
|
||
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|
||
" <th>employment</th>\n",
|
||
" <th>n_works</th>\n",
|
||
" <th>works_source</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>4595263</th>\n",
|
||
" <td>0000-0002-5154-6404</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Olusola</td>\n",
|
||
" <td>Bamisile</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Energy Systems Engineering , Doctoral, Cypru...</td>\n",
|
||
" <td>[[, University of Electronic Science and Techn...</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>[Multidisciplinary Digital Publishing Institut...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4595264</th>\n",
|
||
" <td>0000-0002-5154-6404</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Olusola</td>\n",
|
||
" <td>Bamisile</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Energy Systems Engineering , Doctoral, Cypru...</td>\n",
|
||
" <td>[[, University of Electronic Science and Techn...</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>[Crossref]</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" orcid claimed verified_email verified_primary_email \\\n",
|
||
"4595263 0000-0002-5154-6404 1 1 1 \n",
|
||
"4595264 0000-0002-5154-6404 1 1 1 \n",
|
||
"\n",
|
||
" given_names family_name biography other_names urls primary_email \\\n",
|
||
"4595263 Olusola Bamisile NaN NaN NaN NaN \n",
|
||
"4595264 Olusola Bamisile NaN NaN NaN NaN \n",
|
||
"\n",
|
||
" other_emails keywords external_ids \\\n",
|
||
"4595263 NaN NaN NaN \n",
|
||
"4595264 NaN NaN NaN \n",
|
||
"\n",
|
||
" education \\\n",
|
||
"4595263 [[Energy Systems Engineering , Doctoral, Cypru... \n",
|
||
"4595264 [[Energy Systems Engineering , Doctoral, Cypru... \n",
|
||
"\n",
|
||
" employment n_works \\\n",
|
||
"4595263 [[, University of Electronic Science and Techn... 3 \n",
|
||
"4595264 [[, University of Electronic Science and Techn... 2 \n",
|
||
"\n",
|
||
" works_source \n",
|
||
"4595263 [Multidisciplinary Digital Publishing Institut... \n",
|
||
"4595264 [Crossref] "
|
||
]
|
||
},
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df[df['orcid'] == '0000-0002-5154-6404']"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df.drop(index=4595264, inplace=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"count 10744621\n",
|
||
"unique 10744621\n",
|
||
"top 0000-0002-3936-2047\n",
|
||
"freq 1\n",
|
||
"Name: orcid, dtype: object"
|
||
]
|
||
},
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df['orcid'].describe()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Primary email"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"count 121476\n",
|
||
"unique 121473\n",
|
||
"top opercin@erbakan.edu.tr\n",
|
||
"freq 2\n",
|
||
"Name: primary_email, dtype: object"
|
||
]
|
||
},
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df['primary_email'].describe()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Dupe emails"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"7483666 maykin@owasp.org\n",
|
||
"9068234 opercin@erbakan.edu.tr\n",
|
||
"10246485 patrick.davey@monash.edu\n",
|
||
"Name: primary_email, dtype: object"
|
||
]
|
||
},
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df['primary_email'].dropna().loc[df['primary_email'].duplicated()]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" 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>orcid</th>\n",
|
||
" <th>claimed</th>\n",
|
||
" <th>verified_email</th>\n",
|
||
" <th>verified_primary_email</th>\n",
|
||
" <th>given_names</th>\n",
|
||
" <th>family_name</th>\n",
|
||
" <th>biography</th>\n",
|
||
" <th>other_names</th>\n",
|
||
" <th>urls</th>\n",
|
||
" <th>primary_email</th>\n",
|
||
" <th>other_emails</th>\n",
|
||
" <th>keywords</th>\n",
|
||
" <th>external_ids</th>\n",
|
||
" <th>education</th>\n",
|
||
" <th>employment</th>\n",
|
||
" <th>n_works</th>\n",
|
||
" <th>works_source</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>3776350</th>\n",
|
||
" <td>0000-0002-0836-2271</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Maykin</td>\n",
|
||
" <td>Warasart</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>maykin@owasp.org</td>\n",
|
||
" <td>[maykin@dga.or.th]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7483666</th>\n",
|
||
" <td>0000-0001-9855-1676</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Maykin</td>\n",
|
||
" <td>Warasart</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>maykin@owasp.org</td>\n",
|
||
" <td>[maykin@dga.or.th, maykin@ieee.org]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" orcid claimed verified_email verified_primary_email \\\n",
|
||
"3776350 0000-0002-0836-2271 1 1 1 \n",
|
||
"7483666 0000-0001-9855-1676 1 1 1 \n",
|
||
"\n",
|
||
" given_names family_name biography other_names urls primary_email \\\n",
|
||
"3776350 Maykin Warasart NaN NaN NaN maykin@owasp.org \n",
|
||
"7483666 Maykin Warasart NaN NaN NaN maykin@owasp.org \n",
|
||
"\n",
|
||
" other_emails keywords external_ids education \\\n",
|
||
"3776350 [maykin@dga.or.th] NaN NaN NaN \n",
|
||
"7483666 [maykin@dga.or.th, maykin@ieee.org] NaN NaN NaN \n",
|
||
"\n",
|
||
" employment n_works works_source \n",
|
||
"3776350 NaN 0 NaN \n",
|
||
"7483666 NaN 0 NaN "
|
||
]
|
||
},
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df[df['primary_email'] == 'maykin@owasp.org']"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"outputs": [
|
||
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|
||
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"3995032 Osman Perçin NaN NaN NaN \n",
|
||
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|
||
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|
||
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|
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|
||
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||
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|
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|
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||
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||
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|
||
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|
||
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|
||
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|
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|
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|
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|
||
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|
||
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|
||
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|
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|
||
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|
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||
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||
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|
||
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"source": [
|
||
"data = [\n",
|
||
" go.Bar(\n",
|
||
" x=primary_emails[:30].sort_values(by=['orcid'], ascending=False).index,\n",
|
||
" y=primary_emails[:30].sort_values(by=['orcid'], ascending=False)['orcid']\n",
|
||
" )\n",
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"source": [
|
||
"## Other emails"
|
||
]
|
||
},
|
||
{
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|
||
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|
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"source": [
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||
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|
||
" res = []\n",
|
||
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|
||
" res.append(email.split('@')[1])\n",
|
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|
||
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|
||
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|
||
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|
||
"source": [
|
||
"df['other_email_domains'] = df['other_emails'].apply(lambda x: extract_email_domains(x) if isinstance(x, list) else x)"
|
||
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|
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|
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|
||
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|
||
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|
||
" <th>orcid</th>\n",
|
||
" <th>claimed</th>\n",
|
||
" <th>verified_email</th>\n",
|
||
" <th>verified_primary_email</th>\n",
|
||
" <th>given_names</th>\n",
|
||
" <th>family_name</th>\n",
|
||
" <th>biography</th>\n",
|
||
" <th>other_names</th>\n",
|
||
" <th>urls</th>\n",
|
||
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|
||
" <th>other_emails</th>\n",
|
||
" <th>keywords</th>\n",
|
||
" <th>external_ids</th>\n",
|
||
" <th>education</th>\n",
|
||
" <th>employment</th>\n",
|
||
" <th>n_works</th>\n",
|
||
" <th>works_source</th>\n",
|
||
" <th>primary_email_domain</th>\n",
|
||
" <th>other_email_domains</th>\n",
|
||
" </tr>\n",
|
||
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|
||
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|
||
" <tr>\n",
|
||
" <th>34</th>\n",
|
||
" <td>0000-0001-5011-9833</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Mark</td>\n",
|
||
" <td>Kilbane</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>mark.kilbane@seh.ox.ac.uk</td>\n",
|
||
" <td>[mark.kilbane@bsg.ox.ac.uk]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Blavatnik School of Government; St Edmund Ha...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>seh.ox.ac.uk</td>\n",
|
||
" <td>[bsg.ox.ac.uk]</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>47</th>\n",
|
||
" <td>0000-0001-5017-1295</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Xinfeng</td>\n",
|
||
" <td>Tang</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[tang.xinfeng@foxmail.com]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Scopus Author ID, 56927186900]]</td>\n",
|
||
" <td>[[, , University of Hong Kong, Hong Kong, , HK...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>11</td>\n",
|
||
" <td>[Scopus - Elsevier, Xinfeng Tang]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[foxmail.com]</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>299</th>\n",
|
||
" <td>0000-0001-5109-3989</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>colin</td>\n",
|
||
" <td>tysall</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[colin.tysall@nhs.net]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Associate Mental Health Act Manager, Coventr...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[nhs.net]</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>868</th>\n",
|
||
" <td>0000-0001-5320-1277</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Gökhan</td>\n",
|
||
" <td>KESKİN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2012001598@stu.adu.edu.tr</td>\n",
|
||
" <td>[gokhankkeskin@gmail.com]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[, Adnan Menderes University, Aydin, , TR, gr...</td>\n",
|
||
" <td>0</td>\n",
|
||
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|
||
" <td>stu.adu.edu.tr</td>\n",
|
||
" <td>[gmail.com]</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1176</th>\n",
|
||
" <td>0000-0001-5434-9994</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Elena</td>\n",
|
||
" <td>Borucu</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>lenapasali@gmail.com</td>\n",
|
||
" <td>[epasali@yildiz.edu.tr]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>gmail.com</td>\n",
|
||
" <td>[yildiz.edu.tr]</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
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|
||
],
|
||
"text/plain": [
|
||
" orcid claimed verified_email verified_primary_email \\\n",
|
||
"34 0000-0001-5011-9833 1 1 1 \n",
|
||
"47 0000-0001-5017-1295 1 1 1 \n",
|
||
"299 0000-0001-5109-3989 1 1 1 \n",
|
||
"868 0000-0001-5320-1277 1 1 1 \n",
|
||
"1176 0000-0001-5434-9994 1 1 1 \n",
|
||
"\n",
|
||
" given_names family_name biography other_names urls \\\n",
|
||
"34 Mark Kilbane NaN NaN NaN \n",
|
||
"47 Xinfeng Tang NaN NaN NaN \n",
|
||
"299 colin tysall NaN NaN NaN \n",
|
||
"868 Gökhan KESKİN NaN NaN NaN \n",
|
||
"1176 Elena Borucu NaN NaN NaN \n",
|
||
"\n",
|
||
" primary_email other_emails keywords \\\n",
|
||
"34 mark.kilbane@seh.ox.ac.uk [mark.kilbane@bsg.ox.ac.uk] NaN \n",
|
||
"47 NaN [tang.xinfeng@foxmail.com] NaN \n",
|
||
"299 NaN [colin.tysall@nhs.net] NaN \n",
|
||
"868 2012001598@stu.adu.edu.tr [gokhankkeskin@gmail.com] NaN \n",
|
||
"1176 lenapasali@gmail.com [epasali@yildiz.edu.tr] NaN \n",
|
||
"\n",
|
||
" external_ids \\\n",
|
||
"34 NaN \n",
|
||
"47 [[Scopus Author ID, 56927186900]] \n",
|
||
"299 NaN \n",
|
||
"868 NaN \n",
|
||
"1176 NaN \n",
|
||
"\n",
|
||
" education \\\n",
|
||
"34 [[Blavatnik School of Government; St Edmund Ha... \n",
|
||
"47 [[, , University of Hong Kong, Hong Kong, , HK... \n",
|
||
"299 NaN \n",
|
||
"868 NaN \n",
|
||
"1176 NaN \n",
|
||
"\n",
|
||
" employment n_works \\\n",
|
||
"34 NaN 0 \n",
|
||
"47 NaN 11 \n",
|
||
"299 [[Associate Mental Health Act Manager, Coventr... 0 \n",
|
||
"868 [[, Adnan Menderes University, Aydin, , TR, gr... 0 \n",
|
||
"1176 NaN 0 \n",
|
||
"\n",
|
||
" works_source primary_email_domain \\\n",
|
||
"34 NaN seh.ox.ac.uk \n",
|
||
"47 [Scopus - Elsevier, Xinfeng Tang] NaN \n",
|
||
"299 NaN NaN \n",
|
||
"868 NaN stu.adu.edu.tr \n",
|
||
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|
||
"\n",
|
||
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|
||
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|
||
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|
||
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|
||
"868 [gmail.com] \n",
|
||
"1176 [yildiz.edu.tr] "
|
||
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|
||
},
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
},
|
||
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|
||
"cell_type": "code",
|
||
"execution_count": 36,
|
||
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|
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|
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|
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|
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|
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|
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"grouped_other_emails = df[['orcid', 'other_email_domains']]\\\n",
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|
||
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|
||
" Plotly.purge(gd);\n",
|
||
" observer.disconnect();\n",
|
||
" }}\n",
|
||
"}});\n",
|
||
"\n",
|
||
"// Listen for the removal of the full notebook cells\n",
|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
||
"if (outputEl) {{\n",
|
||
" x.observe(outputEl, {childList: true});\n",
|
||
"}}\n",
|
||
"\n",
|
||
" }) }; }); </script> </div>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"data = [\n",
|
||
" go.Bar(\n",
|
||
" x=grouped_other_emails[:30].sort_values(by=['orcid'], ascending=False).index,\n",
|
||
" y=grouped_other_emails[:30].sort_values(by=['orcid'], ascending=False)['orcid']\n",
|
||
" )\n",
|
||
"]\n",
|
||
"\n",
|
||
"layout = go.Layout(\n",
|
||
" title='Top 30 other email domains',\n",
|
||
" xaxis=dict(tickangle=45, tickfont=dict(size=12), range=TOP_RANGE)\n",
|
||
")\n",
|
||
"fig = go.Figure(data=data, layout=layout)\n",
|
||
"plotly.offline.iplot(fig)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Email speculation"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 39,
|
||
"metadata": {
|
||
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|
||
},
|
||
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|
||
{
|
||
"data": {
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|
||
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|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
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||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
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||
" .dataframe tbody tr th {\n",
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||
" vertical-align: top;\n",
|
||
" }\n",
|
||
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||
" .dataframe thead th {\n",
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||
" 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>orcid</th>\n",
|
||
" <th>claimed</th>\n",
|
||
" <th>verified_email</th>\n",
|
||
" <th>verified_primary_email</th>\n",
|
||
" <th>given_names</th>\n",
|
||
" <th>family_name</th>\n",
|
||
" <th>biography</th>\n",
|
||
" <th>other_names</th>\n",
|
||
" <th>urls</th>\n",
|
||
" <th>primary_email</th>\n",
|
||
" <th>other_emails</th>\n",
|
||
" <th>keywords</th>\n",
|
||
" <th>external_ids</th>\n",
|
||
" <th>education</th>\n",
|
||
" <th>employment</th>\n",
|
||
" <th>n_works</th>\n",
|
||
" <th>works_source</th>\n",
|
||
" <th>primary_email_domain</th>\n",
|
||
" <th>other_email_domains</th>\n",
|
||
" <th>n_emails</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>47</th>\n",
|
||
" <td>0000-0001-5017-1295</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Xinfeng</td>\n",
|
||
" <td>Tang</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[tang.xinfeng@foxmail.com]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Scopus Author ID, 56927186900]]</td>\n",
|
||
" <td>[[, , University of Hong Kong, Hong Kong, , HK...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>11</td>\n",
|
||
" <td>[Scopus - Elsevier, Xinfeng Tang]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[foxmail.com]</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>299</th>\n",
|
||
" <td>0000-0001-5109-3989</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>colin</td>\n",
|
||
" <td>tysall</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[colin.tysall@nhs.net]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Associate Mental Health Act Manager, Coventr...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[nhs.net]</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1296</th>\n",
|
||
" <td>0000-0001-5476-0126</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Aura Windy</td>\n",
|
||
" <td>Hernández Cetina</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[u0902038@unimilitar.edu.co]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[, Profesional en Relaciones Internacionales ...</td>\n",
|
||
" <td>[[Asistente de Investigación, Pontificia Unive...</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>[Aura Windy Hernández Cetina]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[unimilitar.edu.co]</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1429</th>\n",
|
||
" <td>0000-0001-5522-427X</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Süleyman</td>\n",
|
||
" <td>Özen</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Academic CV, https://akademik.yok.gov.tr/Aka...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[suleyman.ozen@btu.edu.tr]</td>\n",
|
||
" <td>[construction materials, superplasticizers, co...</td>\n",
|
||
" <td>[[Scopus Author ID, 57188750603]]</td>\n",
|
||
" <td>[[Civil Engineering, MSc and PhD, Uludağ Unive...</td>\n",
|
||
" <td>[[Dr., Bursa Technical University, Bursa, , TR...</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>[Scopus - Elsevier, Crossref]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[btu.edu.tr]</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1628</th>\n",
|
||
" <td>0000-0001-5597-3115</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Wade</td>\n",
|
||
" <td>Harrison</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[wade_harrison@unc.edu]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[, MD, Dartmouth College Geisel School of Med...</td>\n",
|
||
" <td>[[Clinical Instructor / Research Fellow, Unive...</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>[Wade Harrison]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[unc.edu]</td>\n",
|
||
" <td>1.0</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",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10743658</th>\n",
|
||
" <td>0000-0003-3740-8352</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Rui</td>\n",
|
||
" <td>Zhang</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[zhang-r15@mails.tsinghua.edu.cn]</td>\n",
|
||
" <td>[Lithium metal batteries, Graphene]</td>\n",
|
||
" <td>[[ResearcherID, B-3843-2015]]</td>\n",
|
||
" <td>[[Department of Chemical Engineering, Ph.D. st...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>15</td>\n",
|
||
" <td>[ResearcherID, Crossref]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[mails.tsinghua.edu.cn]</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10744876</th>\n",
|
||
" <td>0000-0003-4192-6451</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Sanjib Raj</td>\n",
|
||
" <td>Pandey</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Personal, https://www.sanjibpandey.wix.com/p...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[srpandey@gmail.com]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Computing and Information System, PhD, Unive...</td>\n",
|
||
" <td>[[Software Developer & Research Associate, Oxl...</td>\n",
|
||
" <td>11</td>\n",
|
||
" <td>[BASE - Bielefeld Academic Search Engine, Dr. ...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[gmail.com]</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10745274</th>\n",
|
||
" <td>0000-0003-4333-9728</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Mario</td>\n",
|
||
" <td>De la Fuente Lloreda</td>\n",
|
||
" <td>Person in charge to coordinate the scientific ...</td>\n",
|
||
" <td>[M.de la Fuente, De la Fuente, M.]</td>\n",
|
||
" <td>[[researchgate profile, https://www.researchga...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[mariofuente@gmail.com]</td>\n",
|
||
" <td>[vineyard management, grapevine, viticulture, ...</td>\n",
|
||
" <td>[[Scopus Author ID, 47960975000]]</td>\n",
|
||
" <td>[[Producción Vegetal, Doctor en Viticultura, U...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>[Scopus - Elsevier]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[gmail.com]</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10745417</th>\n",
|
||
" <td>0000-0003-4383-4745</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Jie</td>\n",
|
||
" <td>Yang</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[jyang@esat.kuleuven.be]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[faculty of engineering science, Dr., KU Leuv...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[esat.kuleuven.be]</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10746702</th>\n",
|
||
" <td>0000-0003-4878-2737</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Aleksey</td>\n",
|
||
" <td>Adamtsevich</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Moscow State University of Civil Engineering...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[AdamtsevichAO@mgsu.ru]</td>\n",
|
||
" <td>[concrete, calorimetry, cement, construction, ...</td>\n",
|
||
" <td>[[Scopus Author ID, 56301531000], [ResearcherI...</td>\n",
|
||
" <td>[[, Engineer (Industrial and Civil Engineering...</td>\n",
|
||
" <td>[[Senior Researcher, Moscow State University o...</td>\n",
|
||
" <td>25</td>\n",
|
||
" <td>[Scopus - Elsevier, ResearcherID]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[mgsu.ru]</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>19409 rows × 20 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" orcid claimed verified_email \\\n",
|
||
"47 0000-0001-5017-1295 1 1 \n",
|
||
"299 0000-0001-5109-3989 1 1 \n",
|
||
"1296 0000-0001-5476-0126 1 1 \n",
|
||
"1429 0000-0001-5522-427X 1 1 \n",
|
||
"1628 0000-0001-5597-3115 1 1 \n",
|
||
"... ... ... ... \n",
|
||
"10743658 0000-0003-3740-8352 1 1 \n",
|
||
"10744876 0000-0003-4192-6451 1 1 \n",
|
||
"10745274 0000-0003-4333-9728 1 1 \n",
|
||
"10745417 0000-0003-4383-4745 1 1 \n",
|
||
"10746702 0000-0003-4878-2737 1 1 \n",
|
||
"\n",
|
||
" verified_primary_email given_names family_name \\\n",
|
||
"47 1 Xinfeng Tang \n",
|
||
"299 1 colin tysall \n",
|
||
"1296 1 Aura Windy Hernández Cetina \n",
|
||
"1429 1 Süleyman Özen \n",
|
||
"1628 1 Wade Harrison \n",
|
||
"... ... ... ... \n",
|
||
"10743658 1 Rui Zhang \n",
|
||
"10744876 1 Sanjib Raj Pandey \n",
|
||
"10745274 1 Mario De la Fuente Lloreda \n",
|
||
"10745417 1 Jie Yang \n",
|
||
"10746702 1 Aleksey Adamtsevich \n",
|
||
"\n",
|
||
" biography \\\n",
|
||
"47 NaN \n",
|
||
"299 NaN \n",
|
||
"1296 NaN \n",
|
||
"1429 NaN \n",
|
||
"1628 NaN \n",
|
||
"... ... \n",
|
||
"10743658 NaN \n",
|
||
"10744876 NaN \n",
|
||
"10745274 Person in charge to coordinate the scientific ... \n",
|
||
"10745417 NaN \n",
|
||
"10746702 NaN \n",
|
||
"\n",
|
||
" other_names \\\n",
|
||
"47 NaN \n",
|
||
"299 NaN \n",
|
||
"1296 NaN \n",
|
||
"1429 NaN \n",
|
||
"1628 NaN \n",
|
||
"... ... \n",
|
||
"10743658 NaN \n",
|
||
"10744876 NaN \n",
|
||
"10745274 [M.de la Fuente, De la Fuente, M.] \n",
|
||
"10745417 NaN \n",
|
||
"10746702 NaN \n",
|
||
"\n",
|
||
" urls primary_email \\\n",
|
||
"47 NaN NaN \n",
|
||
"299 NaN NaN \n",
|
||
"1296 NaN NaN \n",
|
||
"1429 [[Academic CV, https://akademik.yok.gov.tr/Aka... NaN \n",
|
||
"1628 NaN NaN \n",
|
||
"... ... ... \n",
|
||
"10743658 NaN NaN \n",
|
||
"10744876 [[Personal, https://www.sanjibpandey.wix.com/p... NaN \n",
|
||
"10745274 [[researchgate profile, https://www.researchga... NaN \n",
|
||
"10745417 NaN NaN \n",
|
||
"10746702 [[Moscow State University of Civil Engineering... NaN \n",
|
||
"\n",
|
||
" other_emails \\\n",
|
||
"47 [tang.xinfeng@foxmail.com] \n",
|
||
"299 [colin.tysall@nhs.net] \n",
|
||
"1296 [u0902038@unimilitar.edu.co] \n",
|
||
"1429 [suleyman.ozen@btu.edu.tr] \n",
|
||
"1628 [wade_harrison@unc.edu] \n",
|
||
"... ... \n",
|
||
"10743658 [zhang-r15@mails.tsinghua.edu.cn] \n",
|
||
"10744876 [srpandey@gmail.com] \n",
|
||
"10745274 [mariofuente@gmail.com] \n",
|
||
"10745417 [jyang@esat.kuleuven.be] \n",
|
||
"10746702 [AdamtsevichAO@mgsu.ru] \n",
|
||
"\n",
|
||
" keywords \\\n",
|
||
"47 NaN \n",
|
||
"299 NaN \n",
|
||
"1296 NaN \n",
|
||
"1429 [construction materials, superplasticizers, co... \n",
|
||
"1628 NaN \n",
|
||
"... ... \n",
|
||
"10743658 [Lithium metal batteries, Graphene] \n",
|
||
"10744876 NaN \n",
|
||
"10745274 [vineyard management, grapevine, viticulture, ... \n",
|
||
"10745417 NaN \n",
|
||
"10746702 [concrete, calorimetry, cement, construction, ... \n",
|
||
"\n",
|
||
" external_ids \\\n",
|
||
"47 [[Scopus Author ID, 56927186900]] \n",
|
||
"299 NaN \n",
|
||
"1296 NaN \n",
|
||
"1429 [[Scopus Author ID, 57188750603]] \n",
|
||
"1628 NaN \n",
|
||
"... ... \n",
|
||
"10743658 [[ResearcherID, B-3843-2015]] \n",
|
||
"10744876 NaN \n",
|
||
"10745274 [[Scopus Author ID, 47960975000]] \n",
|
||
"10745417 NaN \n",
|
||
"10746702 [[Scopus Author ID, 56301531000], [ResearcherI... \n",
|
||
"\n",
|
||
" education \\\n",
|
||
"47 [[, , University of Hong Kong, Hong Kong, , HK... \n",
|
||
"299 NaN \n",
|
||
"1296 [[, Profesional en Relaciones Internacionales ... \n",
|
||
"1429 [[Civil Engineering, MSc and PhD, Uludağ Unive... \n",
|
||
"1628 [[, MD, Dartmouth College Geisel School of Med... \n",
|
||
"... ... \n",
|
||
"10743658 [[Department of Chemical Engineering, Ph.D. st... \n",
|
||
"10744876 [[Computing and Information System, PhD, Unive... \n",
|
||
"10745274 [[Producción Vegetal, Doctor en Viticultura, U... \n",
|
||
"10745417 [[faculty of engineering science, Dr., KU Leuv... \n",
|
||
"10746702 [[, Engineer (Industrial and Civil Engineering... \n",
|
||
"\n",
|
||
" employment n_works \\\n",
|
||
"47 NaN 11 \n",
|
||
"299 [[Associate Mental Health Act Manager, Coventr... 0 \n",
|
||
"1296 [[Asistente de Investigación, Pontificia Unive... 1 \n",
|
||
"1429 [[Dr., Bursa Technical University, Bursa, , TR... 7 \n",
|
||
"1628 [[Clinical Instructor / Research Fellow, Unive... 7 \n",
|
||
"... ... ... \n",
|
||
"10743658 NaN 15 \n",
|
||
"10744876 [[Software Developer & Research Associate, Oxl... 11 \n",
|
||
"10745274 NaN 3 \n",
|
||
"10745417 NaN 0 \n",
|
||
"10746702 [[Senior Researcher, Moscow State University o... 25 \n",
|
||
"\n",
|
||
" works_source \\\n",
|
||
"47 [Scopus - Elsevier, Xinfeng Tang] \n",
|
||
"299 NaN \n",
|
||
"1296 [Aura Windy Hernández Cetina] \n",
|
||
"1429 [Scopus - Elsevier, Crossref] \n",
|
||
"1628 [Wade Harrison] \n",
|
||
"... ... \n",
|
||
"10743658 [ResearcherID, Crossref] \n",
|
||
"10744876 [BASE - Bielefeld Academic Search Engine, Dr. ... \n",
|
||
"10745274 [Scopus - Elsevier] \n",
|
||
"10745417 NaN \n",
|
||
"10746702 [Scopus - Elsevier, ResearcherID] \n",
|
||
"\n",
|
||
" primary_email_domain other_email_domains n_emails \n",
|
||
"47 NaN [foxmail.com] 1.0 \n",
|
||
"299 NaN [nhs.net] 1.0 \n",
|
||
"1296 NaN [unimilitar.edu.co] 1.0 \n",
|
||
"1429 NaN [btu.edu.tr] 1.0 \n",
|
||
"1628 NaN [unc.edu] 1.0 \n",
|
||
"... ... ... ... \n",
|
||
"10743658 NaN [mails.tsinghua.edu.cn] 1.0 \n",
|
||
"10744876 NaN [gmail.com] 1.0 \n",
|
||
"10745274 NaN [gmail.com] 1.0 \n",
|
||
"10745417 NaN [esat.kuleuven.be] 1.0 \n",
|
||
"10746702 NaN [mgsu.ru] 1.0 \n",
|
||
"\n",
|
||
"[19409 rows x 20 columns]"
|
||
]
|
||
},
|
||
"execution_count": 39,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df[df['primary_email'].isna() & df['other_emails'].notna()]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## URLs"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 40,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def extract_url_domains(lst):\n",
|
||
" domains = []\n",
|
||
" for e in lst:\n",
|
||
" # e[0] is a string describing the url\n",
|
||
" # e[1] is the url\n",
|
||
" domain = tldextract.extract(e[1])\n",
|
||
" domains.append(domain.registered_domain)\n",
|
||
" return domains"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df['url_domains'] = df['urls'].apply(lambda x: extract_url_domains(x) if isinstance(x, list) else x)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 42,
|
||
"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>orcid</th>\n",
|
||
" <th>claimed</th>\n",
|
||
" <th>verified_email</th>\n",
|
||
" <th>verified_primary_email</th>\n",
|
||
" <th>given_names</th>\n",
|
||
" <th>family_name</th>\n",
|
||
" <th>biography</th>\n",
|
||
" <th>other_names</th>\n",
|
||
" <th>urls</th>\n",
|
||
" <th>primary_email</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>keywords</th>\n",
|
||
" <th>external_ids</th>\n",
|
||
" <th>education</th>\n",
|
||
" <th>employment</th>\n",
|
||
" <th>n_works</th>\n",
|
||
" <th>works_source</th>\n",
|
||
" <th>primary_email_domain</th>\n",
|
||
" <th>other_email_domains</th>\n",
|
||
" <th>n_emails</th>\n",
|
||
" <th>url_domains</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>0000-0001-5001-4994</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Siren</td>\n",
|
||
" <td>Rühs</td>\n",
|
||
" <td>I am an oceanographer studying the interannual...</td>\n",
|
||
" <td>[Siren Ruehs]</td>\n",
|
||
" <td>[[ResearchGate, https://www.researchgate.net/p...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>11</td>\n",
|
||
" <td>[Siren Rühs]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[researchgate.net]</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>0000-0001-5004-7761</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
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||
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||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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||
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||
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||
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||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>0000-0001-5005-0557</td>\n",
|
||
" <td>1</td>\n",
|
||
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||
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|
||
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|
||
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|
||
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|
||
" <td>NaN</td>\n",
|
||
" <td>[[Research on Psychology, psychiatry, Genetics...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
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||
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|
||
" <td>NaN</td>\n",
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||
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||
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||
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||
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||
" <td>NaN</td>\n",
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||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[corticalbrain.com]</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>29</th>\n",
|
||
" <td>0000-0001-5009-8091</td>\n",
|
||
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|
||
" <td>1</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
" <td>[Gabriela Morais Madruga]</td>\n",
|
||
" <td>[[Curriculo lattes, http://buscatextual.cnpq.b...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>[veterinary ophthalmology]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
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|
||
" <td>[[PhD , University of Minnesota, Minneapolis, ...</td>\n",
|
||
" <td>14</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <tr>\n",
|
||
" <th>30</th>\n",
|
||
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||
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||
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||
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||
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||
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||
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||
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||
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|
||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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|
||
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" orcid claimed verified_email verified_primary_email \\\n",
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||
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||
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||
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|
||
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|
||
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|
||
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||
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||
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||
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" title='Top 100 ORCID with URLs',\n",
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" xaxis=dict(tickangle=45, tickfont=dict(size=12))\n",
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")\n",
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{
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"grouped_urls = df[['orcid', 'url_domains']]\\\n",
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]
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|
||
" 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>orcid</th>\n",
|
||
" <th>claimed</th>\n",
|
||
" <th>verified_email</th>\n",
|
||
" <th>verified_primary_email</th>\n",
|
||
" <th>given_names</th>\n",
|
||
" <th>family_name</th>\n",
|
||
" <th>biography</th>\n",
|
||
" <th>other_names</th>\n",
|
||
" <th>urls</th>\n",
|
||
" <th>primary_email</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>external_ids</th>\n",
|
||
" <th>education</th>\n",
|
||
" <th>employment</th>\n",
|
||
" <th>n_works</th>\n",
|
||
" <th>works_source</th>\n",
|
||
" <th>primary_email_domain</th>\n",
|
||
" <th>other_email_domains</th>\n",
|
||
" <th>n_emails</th>\n",
|
||
" <th>url_domains</th>\n",
|
||
" <th>n_urls</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>482862</th>\n",
|
||
" <td>0000-0003-4948-9268</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Gustavo</td>\n",
|
||
" <td>Duperré</td>\n",
|
||
" <td>Gustavo Norberto Duperré graduated in Arts and...</td>\n",
|
||
" <td>[Gustavo Norberto Duperré, Duperré, G. N.]</td>\n",
|
||
" <td>[[Gis in Cultural Heritage - ICOMOS România, h...</td>\n",
|
||
" <td>gustavo.duperre@usal.edu.ar</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>[[Scopus Author ID, 57195936346], [ResearcherI...</td>\n",
|
||
" <td>[[Programme in History, History of Art and Ter...</td>\n",
|
||
" <td>[[Titular Professor, Dirección General de Cult...</td>\n",
|
||
" <td>13</td>\n",
|
||
" <td>[Gustavo Duperré, Scopus - Elsevier, Publons, ...</td>\n",
|
||
" <td>usal.edu.ar</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[icomos.ro, unirioja.es, unirioja.es, unc.edu....</td>\n",
|
||
" <td>51.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>554859</th>\n",
|
||
" <td>0000-0002-1929-6054</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Franklin Américo</td>\n",
|
||
" <td>Canaza Choque</td>\n",
|
||
" <td>Docente-Investigador Social. Maestrando en Der...</td>\n",
|
||
" <td>[Franklin Américo Canaza-Choque , Franklin A. ...</td>\n",
|
||
" <td>[[Consejo Nacional de Ciencia, Tecnología e In...</td>\n",
|
||
" <td>Leo_123fa@hotmail.com</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>[[ResearcherID, P-8613-2018], [Loop profile, 8...</td>\n",
|
||
" <td>[[Facultad de Ciencias de la Educación , Maest...</td>\n",
|
||
" <td>[[Investigador Social, Universidad Católica de...</td>\n",
|
||
" <td>38</td>\n",
|
||
" <td>[ResearcherID, BASE - Bielefeld Academic Searc...</td>\n",
|
||
" <td>hotmail.com</td>\n",
|
||
" <td>[gmail.com, gmail.com, hotmail.com, baldwin.ed...</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>[concytec.gob.pe, redalyc.org, redalyc.org, un...</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1381092</th>\n",
|
||
" <td>0000-0002-9025-8632</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>buycannabis</td>\n",
|
||
" <td>dispensary</td>\n",
|
||
" <td>We procure and deliver premium cannabis strain...</td>\n",
|
||
" <td>[We procure and deliver premium cannabis strai...</td>\n",
|
||
" <td>[[find your cannabis & marijuana dispensary , ...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>[goowonderland dispensary]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[goowonderland.com, goowonderland.com, goowond...</td>\n",
|
||
" <td>81.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2679353</th>\n",
|
||
" <td>0000-0003-2407-3557</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Abdul</td>\n",
|
||
" <td>Aziz</td>\n",
|
||
" <td>Abdul Aziz was born on May 25, 1973, in Brebes...</td>\n",
|
||
" <td>[Abdul Aziz, Aziz, Abdul, Aziz, A., Aziz, Abd,...</td>\n",
|
||
" <td>[[Google Scholar, https://scholar.google.com/c...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Ilmu Ekonomi, Dr, Universitas Borobudur, Jak...</td>\n",
|
||
" <td>[[Assisten Professor/Dr, Institut Agama Islam ...</td>\n",
|
||
" <td>72</td>\n",
|
||
" <td>[BASE - Bielefeld Academic Search Engine, Abdu...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[google.com, syekhnurjati.ac.id, orcid.org, bl...</td>\n",
|
||
" <td>59.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3354430</th>\n",
|
||
" <td>0000-0002-3920-7389</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>А.</td>\n",
|
||
" <td>Гусев</td>\n",
|
||
" <td>Surname, Name Gusev Alexander LeonidovichDate...</td>\n",
|
||
" <td>[Alexander L. Gusev , Alexander Leonidovich Gu...</td>\n",
|
||
" <td>[[A.L. Gusev Alternative Energy and Ecology, ...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>[[ResearcherID, F-8048-2014], [Scopus Author I...</td>\n",
|
||
" <td>[[Chemical technology and cryogenic-vacuum tec...</td>\n",
|
||
" <td>[[General Director, Scientific Technical Centr...</td>\n",
|
||
" <td>472</td>\n",
|
||
" <td>[Publons, DataCite, Scopus - Elsevier, A.L. Gu...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[youtube.com, isjaee.com, researchgate.net, re...</td>\n",
|
||
" <td>111.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4004281</th>\n",
|
||
" <td>0000-0002-5710-4041</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Ryszard</td>\n",
|
||
" <td>Romaniuk</td>\n",
|
||
" <td>Professor of Electronics and Communications En...</td>\n",
|
||
" <td>[R.Romaniuk, R.S.Romaniuk, Ryszard Romaniuk, R...</td>\n",
|
||
" <td>[[Scholar Google, http://scholar.google.pl/cit...</td>\n",
|
||
" <td>rrom@ise.pw.edu.pl</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>[[ISNI, 0000000071432485], [ResearcherID, B-91...</td>\n",
|
||
" <td>[[Faculty of Electronics and Information Techn...</td>\n",
|
||
" <td>[[Professor, Institute Director, Politechnika ...</td>\n",
|
||
" <td>5008</td>\n",
|
||
" <td>[INSPIRE-HEP, ResearcherID, ISNI2ORCID search ...</td>\n",
|
||
" <td>ise.pw.edu.pl</td>\n",
|
||
" <td>[ise.pw.edu.pl, elka.pw.edu.pl, cern.ch]</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>[google.pl, publons.com, scopus.com, mendeley....</td>\n",
|
||
" <td>114.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4022480</th>\n",
|
||
" <td>0000-0003-2450-090X</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Eduard</td>\n",
|
||
" <td>Babulak</td>\n",
|
||
" <td>Professor Eduard Babulak is accomplished inter...</td>\n",
|
||
" <td>[Professor Eduard Babulak]</td>\n",
|
||
" <td>[[Honorary Chair, Chief Mentor & Senior Adviso...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>[[Scopus Author ID, 6506867432], [ResearcherID...</td>\n",
|
||
" <td>[[Information Technology, Doctor Habilitated (...</td>\n",
|
||
" <td>[[Consultant, Horizon 2020 Framework Programme...</td>\n",
|
||
" <td>274</td>\n",
|
||
" <td>[The Lens, BASE - Bielefeld Academic Search En...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[worldassessmentcouncil.org, spseke.sk, bcs.or...</td>\n",
|
||
" <td>114.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6335357</th>\n",
|
||
" <td>0000-0003-2593-7134</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Aan</td>\n",
|
||
" <td>Jaelani</td>\n",
|
||
" <td>All my papers can be downloaded from portal:Re...</td>\n",
|
||
" <td>[Jaelani, A., Jaelani, Aan]</td>\n",
|
||
" <td>[[Microsoft Academic Research, https://academi...</td>\n",
|
||
" <td>aan_jaelani@syekhnurjati.ac.id</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>[[Scopus Author ID, 57195963463], [Loop profil...</td>\n",
|
||
" <td>[[Post Graduate, S3/Dr, Universitas Islam Nege...</td>\n",
|
||
" <td>[[Dr, Institut Agama Islam Negeri Syekh Nurjat...</td>\n",
|
||
" <td>79</td>\n",
|
||
" <td>[Publons, Aan Jaelani, Scopus - Elsevier, Dime...</td>\n",
|
||
" <td>syekhnurjati.ac.id</td>\n",
|
||
" <td>[gmail.com]</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>[microsoft.com, twitter.com, academia.edu, aca...</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6489838</th>\n",
|
||
" <td>0000-0002-9965-2425</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Jaroslaw</td>\n",
|
||
" <td>Spychala</td>\n",
|
||
" <td>Jaroslaw Spychala has received a doctoral degr...</td>\n",
|
||
" <td>[Jaroslaw Jozef Spychala]</td>\n",
|
||
" <td>[[RESUME, http://www.biowebspin.com/wp-content...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>[[Scopus Author ID, 7006745874]]</td>\n",
|
||
" <td>[[Department of Chemistry, Postdoctoral Associ...</td>\n",
|
||
" <td>[[Assistant Professor, Adam Mickiewicz Univers...</td>\n",
|
||
" <td>29</td>\n",
|
||
" <td>[Scopus - Elsevier]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[biowebspin.com, biowebspin.com, google.com, l...</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7570584</th>\n",
|
||
" <td>0000-0003-2183-8112</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Pelayo Munhoz</td>\n",
|
||
" <td>Olea</td>\n",
|
||
" <td>Pós-Doutorado em Gestão Ambiental pela Univers...</td>\n",
|
||
" <td>[ Munhoz, Pelayo Olea, Olea, Pelayo, Olea, P...</td>\n",
|
||
" <td>[[Currículo Lattes, http://lattes.cnpq.br/6209...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>[[Scopus Author ID, 55175503300], [ResearcherI...</td>\n",
|
||
" <td>[[, Postdoctoral in Environmental Sustainabili...</td>\n",
|
||
" <td>[[Professor, Universidade Federal do Rio Grand...</td>\n",
|
||
" <td>1105</td>\n",
|
||
" <td>[The Lens, Pelayo Munhoz Olea, Dimensions, BAS...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[cnpq.br, cnpq.br, cnpq.br, cnpq.br, publons.c...</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10240510</th>\n",
|
||
" <td>0000-0002-6938-9638</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Adolfo</td>\n",
|
||
" <td>Catral Sanabria</td>\n",
|
||
" <td>My education is in computer science, mathemati...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[ResearchGate Adolfo Catral , https://www.res...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>[[Loop profile, 747193]]</td>\n",
|
||
" <td>[[Education, Capacitación para la enseñanza en...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2023</td>\n",
|
||
" <td>[BASE - Bielefeld Academic Search Engine, Data...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[researchgate.net, youtube.com, linkedin.com, ...</td>\n",
|
||
" <td>152.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10448304</th>\n",
|
||
" <td>0000-0002-4062-3603</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>JUAN DE DIOS</td>\n",
|
||
" <td>BELTRÁN MANCILLA</td>\n",
|
||
" <td>JUAN DE DIOS BELTRÁN MANCILLA (*) Filósofo aut...</td>\n",
|
||
" <td>[Juan de Dios Beltrán Mancilla, FILÓSOFO AUTOD...</td>\n",
|
||
" <td>[[01.- Juan de Dios Beltrán Mancilla. Teoría O...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[, DIPLOMADO EN PRACTICAS DIRECTIVAS PARA OR...</td>\n",
|
||
" <td>[[INSPECTOR GENERAL JORNADA VESPERTINA // De 2...</td>\n",
|
||
" <td>11</td>\n",
|
||
" <td>[JUAN DE DIOS BELTR´´ÁN MANCILLA]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[yumpu.com, ijopm.org, google.com, blogspot.co...</td>\n",
|
||
" <td>69.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10663894</th>\n",
|
||
" <td>0000-0002-3997-5070</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Dr. Parameshachari</td>\n",
|
||
" <td>B D</td>\n",
|
||
" <td>Dr. Parameshachari B DACM Distinguished Speake...</td>\n",
|
||
" <td>[Dr. PARAMESHACHARI B D]</td>\n",
|
||
" <td>[[GSSSIETW,MYSURU, http://geethashishu.in/], [...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>[[ResearcherID, F-7045-2018], [Scopus Author I...</td>\n",
|
||
" <td>[[Electronics and Communication Engineering, P...</td>\n",
|
||
" <td>[[ACM Distinguished Speaker (Volunteer), Assoc...</td>\n",
|
||
" <td>93</td>\n",
|
||
" <td>[Publons, Multidisciplinary Digital Publishing...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[geethashishu.in, geethashishu.in, acm.org, go...</td>\n",
|
||
" <td>71.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>13 rows × 22 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" orcid claimed verified_email \\\n",
|
||
"482862 0000-0003-4948-9268 1 1 \n",
|
||
"554859 0000-0002-1929-6054 1 1 \n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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||
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||
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||
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||
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||
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|
||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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|
||
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||
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||
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||
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||
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||
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|
||
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||
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||
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||
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||
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||
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|
||
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|
||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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|
||
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|
||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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|
||
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||
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|
||
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|
||
"... ... ... ... \n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"... ... ... \n",
|
||
"10494820 1 Vanesa Natalia \n",
|
||
"10495806 1 Fix-IT \n",
|
||
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|
||
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|
||
"10679699 1 FENGZHI \n",
|
||
"\n",
|
||
" family_name \\\n",
|
||
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|
||
"72674 NaN \n",
|
||
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|
||
"209505 Majumdar \n",
|
||
"259877 (Jurnal Akuntansi Syariah) \n",
|
||
"... ... \n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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||
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|
||
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|
||
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|
||
"259877 JAS (Jurnal Akuntansi Syariah) published in pr... \n",
|
||
"... ... \n",
|
||
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|
||
"10495806 NaN \n",
|
||
"10633545 NaN \n",
|
||
"10648241 Senior Research Assistant and Phd Student in O... \n",
|
||
"10679699 NaN \n",
|
||
"\n",
|
||
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|
||
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|
||
"72674 NaN \n",
|
||
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|
||
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|
||
"259877 NaN \n",
|
||
"... ... \n",
|
||
"10494820 [Vanesa Rodriguez, Vanesa N. Rodriguez] \n",
|
||
"10495806 [Best Heating & Plumbing Company] \n",
|
||
"10633545 [Benny Soewandi] \n",
|
||
"10648241 [B. Yavar, Yavar Bijan] \n",
|
||
"10679699 NaN \n",
|
||
"\n",
|
||
" urls primary_email \\\n",
|
||
"45566 [[Adjusting to Change: American Foreign Policy... NaN \n",
|
||
"72674 [[Sức khỏe, https://onhealth.vn/], [Khám phụ k... NaN \n",
|
||
"172820 [[Air Force Office of Scientific Research (WRI... NaN \n",
|
||
"209505 [[Migration Scholar and Ananda , https://grfdt... NaN \n",
|
||
"259877 [[Website, https://ejournal.stiesyariahbengkal... NaN \n",
|
||
"... ... ... \n",
|
||
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|
||
"10495806 [[Website, https://fix-itrite.com], [Muckrack,... NaN \n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"209505 ... NaN \n",
|
||
"259877 ... NaN \n",
|
||
"... ... ... \n",
|
||
"10494820 ... NaN \n",
|
||
"10495806 ... NaN \n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
"10495806 NaN \n",
|
||
"10633545 NaN \n",
|
||
"10648241 NaN \n",
|
||
"10679699 NaN \n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"... ... ... \n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"... ... ... \n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"209505 NaN NaN \n",
|
||
"259877 NaN NaN \n",
|
||
"... ... ... \n",
|
||
"10494820 NaN NaN \n",
|
||
"10495806 NaN NaN \n",
|
||
"10633545 NaN NaN \n",
|
||
"10648241 NaN NaN \n",
|
||
"10679699 NaN NaN \n",
|
||
"\n",
|
||
" url_domains n_urls \n",
|
||
"45566 [wordpress.com, marknkatz.com, gmu.edu, atlant... 16.0 \n",
|
||
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|
||
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|
||
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|
||
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|
||
"... ... ... \n",
|
||
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|
||
"10495806 [fix-itrite.com, muckrack.com, tumblr.com, dri... 11.0 \n",
|
||
"10633545 [wordpress.com, wordpress.com, linkedin.com, f... 11.0 \n",
|
||
"10648241 [publons.com, articulate.com, zenodo.org, orci... 15.0 \n",
|
||
"10679699 [springer.com, sciencedirect.com, sciencedirec... 23.0 \n",
|
||
"\n",
|
||
"[139 rows x 22 columns]"
|
||
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|
||
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|
||
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|
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|
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|
||
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" <td>[[Sức khỏe, https://onhealth.vn/], [Khám phụ k...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>4</td>\n",
|
||
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|
||
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|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[onhealth.vn, onhealth.vn, onhealth.vn, onheal...</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>0000-0001-9293-2224</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Juan Carlos</td>\n",
|
||
" <td>Garcia Hoyos</td>\n",
|
||
" <td>My name is Juan Carlos García Hoyos. I was bor...</td>\n",
|
||
" <td>[Juan Carlos Garcia Hoyos /, EXTRATERRANOVAS /...</td>\n",
|
||
" <td>[[Air Force Office of Scientific Research (WRI...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Faculty of Philosophy, History - Ph.D., Char...</td>\n",
|
||
" <td>[[responsible for the Project Service Level Ag...</td>\n",
|
||
" <td>20</td>\n",
|
||
" <td>Juan Carlos Garcia Hoyos</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[af.mil, gst.com, govtribe.com, sbir.gov, open...</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>0000-0003-3045-0056</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Ananda</td>\n",
|
||
" <td>Majumdar</td>\n",
|
||
" <td>I am Ananda Majumdar, Child Care Educator at B...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Migration Scholar and Ananda , https://grfdt...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
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|
||
" <td>[[General Coordinator- University of Alberta C...</td>\n",
|
||
" <td>43</td>\n",
|
||
" <td>Ananda Majumdar</td>\n",
|
||
" <td>NaN</td>\n",
|
||
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|
||
" <td>NaN</td>\n",
|
||
" <td>[grfdt.com, linkedin.com, academia.edu, resear...</td>\n",
|
||
" <td>24.0</td>\n",
|
||
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|
||
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|
||
" <th>4</th>\n",
|
||
" <td>0000-0003-1815-5732</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>...</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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||
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|
||
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||
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||
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||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
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|
||
" <td>...</td>\n",
|
||
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|
||
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|
||
" <th>134</th>\n",
|
||
" <td>0000-0002-1324-7171</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
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|
||
" <td>Vanesa Natalia</td>\n",
|
||
" <td>Rodriguez</td>\n",
|
||
" <td>Nombre y Apellido: Vanesa Natalia Rodriguez. ...</td>\n",
|
||
" <td>[Vanesa Rodriguez, Vanesa N. Rodriguez]</td>\n",
|
||
" <td>[[De rufianes y franchutas Representaciones y ...</td>\n",
|
||
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|
||
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|
||
" <td>NaN</td>\n",
|
||
" <td>[[, Maestría en Ciencias Sociales con Mención ...</td>\n",
|
||
" <td>[[Profesora, Universidad Nacional de La Matanz...</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>Vanesa Natalia Rodriguez</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[unlam.edu.ar, unirioja.es, amazon.fr, abebook...</td>\n",
|
||
" <td>19.0</td>\n",
|
||
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|
||
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|
||
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|
||
" <td>0000-0002-1700-8311</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
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|
||
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|
||
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|
||
" <td>NaN</td>\n",
|
||
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|
||
" <td>[[Website, https://fix-itrite.com], [Muckrack,...</td>\n",
|
||
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|
||
" <td>...</td>\n",
|
||
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|
||
" <td>NaN</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
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|
||
" <td>11.0</td>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>136</th>\n",
|
||
" <td>0000-0003-2676-4431</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>...</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[wordpress.com, wordpress.com, linkedin.com, f...</td>\n",
|
||
" <td>11.0</td>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>137</th>\n",
|
||
" <td>0000-0001-8157-0600</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Bijan</td>\n",
|
||
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|
||
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|
||
" <td>[B. Yavar, Yavar Bijan]</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>15.0</td>\n",
|
||
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|
||
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|
||
" <th>138</th>\n",
|
||
" <td>0000-0002-9874-1450</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
" <td>WU</td>\n",
|
||
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|
||
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|
||
" <td>[[A Systematic Study on the Dynamic Softening ...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
" <td>3</td>\n",
|
||
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|
||
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|
||
" <td>NaN</td>\n",
|
||
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|
||
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|
||
" <td>23.0</td>\n",
|
||
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|
||
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|
||
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|
||
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|
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|
||
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|
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"text/plain": [
|
||
" orcid claimed verified_email verified_primary_email \\\n",
|
||
"0 0000-0003-1948-3180 1 1 1 \n",
|
||
"1 0000-0002-2000-8339 1 1 1 \n",
|
||
"2 0000-0001-9293-2224 1 1 1 \n",
|
||
"3 0000-0003-3045-0056 1 1 1 \n",
|
||
"4 0000-0003-1815-5732 1 1 1 \n",
|
||
".. ... ... ... ... \n",
|
||
"134 0000-0002-1324-7171 1 1 1 \n",
|
||
"135 0000-0002-1700-8311 1 1 1 \n",
|
||
"136 0000-0003-2676-4431 1 1 1 \n",
|
||
"137 0000-0001-8157-0600 1 1 1 \n",
|
||
"138 0000-0002-9874-1450 1 1 1 \n",
|
||
"\n",
|
||
" given_names family_name \\\n",
|
||
"0 Mark Katz \n",
|
||
"1 Phòng khám tư nhân Hà Nội NaN \n",
|
||
"2 Juan Carlos Garcia Hoyos \n",
|
||
"3 Ananda Majumdar \n",
|
||
"4 JAS (Jurnal Akuntansi Syariah) \n",
|
||
".. ... ... \n",
|
||
"134 Vanesa Natalia Rodriguez \n",
|
||
"135 Fix-IT Rite \n",
|
||
"136 Benny Soewandi \n",
|
||
"137 Bijan Yavar \n",
|
||
"138 FENGZHI WU \n",
|
||
"\n",
|
||
" biography \\\n",
|
||
"0 Mark N. Katz is a professor of government and ... \n",
|
||
"1 NaN \n",
|
||
"2 My name is Juan Carlos García Hoyos. I was bor... \n",
|
||
"3 I am Ananda Majumdar, Child Care Educator at B... \n",
|
||
"4 JAS (Jurnal Akuntansi Syariah) published in pr... \n",
|
||
".. ... \n",
|
||
"134 Nombre y Apellido: Vanesa Natalia Rodriguez. ... \n",
|
||
"135 NaN \n",
|
||
"136 NaN \n",
|
||
"137 Senior Research Assistant and Phd Student in O... \n",
|
||
"138 NaN \n",
|
||
"\n",
|
||
" other_names \\\n",
|
||
"0 NaN \n",
|
||
"1 NaN \n",
|
||
"2 [Juan Carlos Garcia Hoyos /, EXTRATERRANOVAS /... \n",
|
||
"3 NaN \n",
|
||
"4 NaN \n",
|
||
".. ... \n",
|
||
"134 [Vanesa Rodriguez, Vanesa N. Rodriguez] \n",
|
||
"135 [Best Heating & Plumbing Company] \n",
|
||
"136 [Benny Soewandi] \n",
|
||
"137 [B. Yavar, Yavar Bijan] \n",
|
||
"138 NaN \n",
|
||
"\n",
|
||
" urls primary_email ... \\\n",
|
||
"0 [[Adjusting to Change: American Foreign Policy... NaN ... \n",
|
||
"1 [[Sức khỏe, https://onhealth.vn/], [Khám phụ k... NaN ... \n",
|
||
"2 [[Air Force Office of Scientific Research (WRI... NaN ... \n",
|
||
"3 [[Migration Scholar and Ananda , https://grfdt... NaN ... \n",
|
||
"4 [[Website, https://ejournal.stiesyariahbengkal... NaN ... \n",
|
||
".. ... ... ... \n",
|
||
"134 [[De rufianes y franchutas Representaciones y ... NaN ... \n",
|
||
"135 [[Website, https://fix-itrite.com], [Muckrack,... NaN ... \n",
|
||
"136 [[Conservation Efforts as a Result of Theoreti... NaN ... \n",
|
||
"137 [[Web of Science (Pub) Researcher ID: A-3544-2... NaN ... \n",
|
||
"138 [[A Systematic Study on the Dynamic Softening ... NaN ... \n",
|
||
"\n",
|
||
" external_ids \\\n",
|
||
"0 [[Scopus Author ID, 25649901800]] \n",
|
||
"1 NaN \n",
|
||
"2 NaN \n",
|
||
"3 NaN \n",
|
||
"4 NaN \n",
|
||
".. ... \n",
|
||
"134 NaN \n",
|
||
"135 NaN \n",
|
||
"136 NaN \n",
|
||
"137 [[Scopus Author ID, 56556873600]] \n",
|
||
"138 NaN \n",
|
||
"\n",
|
||
" education \\\n",
|
||
"0 [[Political Science, Ph.D., Massachusetts Inst... \n",
|
||
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|
||
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|
||
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|
||
"4 NaN \n",
|
||
".. ... \n",
|
||
"134 [[, Maestría en Ciencias Sociales con Mención ... \n",
|
||
"135 NaN \n",
|
||
"136 NaN \n",
|
||
"137 NaN \n",
|
||
"138 NaN \n",
|
||
"\n",
|
||
" employment n_works \\\n",
|
||
"0 [[Professor of Government and Politics, George... 58 \n",
|
||
"1 NaN 4 \n",
|
||
"2 [[responsible for the Project Service Level Ag... 20 \n",
|
||
"3 [[General Coordinator- University of Alberta C... 43 \n",
|
||
"4 NaN 67 \n",
|
||
".. ... ... \n",
|
||
"134 [[Profesora, Universidad Nacional de La Matanz... 7 \n",
|
||
"135 NaN 1 \n",
|
||
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|
||
"137 NaN 6 \n",
|
||
"138 NaN 3 \n",
|
||
"\n",
|
||
" works_source primary_email_domain other_email_domains \\\n",
|
||
"0 Scopus - Elsevier NaN NaN \n",
|
||
"1 Phòng khám tư nhân Hà Nội NaN NaN \n",
|
||
"2 Juan Carlos Garcia Hoyos NaN NaN \n",
|
||
"3 Ananda Majumdar NaN NaN \n",
|
||
"4 JAS (Jurnal Akuntansi Syariah) NaN NaN \n",
|
||
".. ... ... ... \n",
|
||
"134 Vanesa Natalia Rodriguez NaN NaN \n",
|
||
"135 Fix-It Rite NaN NaN \n",
|
||
"136 Benny Soewandi NaN NaN \n",
|
||
"137 Scopus - Elsevier NaN NaN \n",
|
||
"138 FENGZHI WU NaN NaN \n",
|
||
"\n",
|
||
" n_emails url_domains n_urls \n",
|
||
"0 NaN [wordpress.com, marknkatz.com, gmu.edu, atlant... 16.0 \n",
|
||
"1 NaN [onhealth.vn, onhealth.vn, onhealth.vn, onheal... 49.0 \n",
|
||
"2 NaN [af.mil, gst.com, govtribe.com, sbir.gov, open... 28.0 \n",
|
||
"3 NaN [grfdt.com, linkedin.com, academia.edu, resear... 24.0 \n",
|
||
"4 NaN [stiesyariahbengkalis.ac.id, lipi.go.id, cross... 17.0 \n",
|
||
".. ... ... ... \n",
|
||
"134 NaN [unlam.edu.ar, unirioja.es, amazon.fr, abebook... 19.0 \n",
|
||
"135 NaN [fix-itrite.com, muckrack.com, tumblr.com, dri... 11.0 \n",
|
||
"136 NaN [wordpress.com, wordpress.com, linkedin.com, f... 11.0 \n",
|
||
"137 NaN [publons.com, articulate.com, zenodo.org, orci... 15.0 \n",
|
||
"138 NaN [springer.com, sciencedirect.com, sciencedirec... 23.0 \n",
|
||
"\n",
|
||
"[139 rows x 22 columns]"
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>orcid</th>\n",
|
||
" <th>claimed</th>\n",
|
||
" <th>verified_email</th>\n",
|
||
" <th>verified_primary_email</th>\n",
|
||
" <th>given_names</th>\n",
|
||
" <th>family_name</th>\n",
|
||
" <th>biography</th>\n",
|
||
" <th>other_names</th>\n",
|
||
" <th>urls</th>\n",
|
||
" <th>primary_email</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>external_ids</th>\n",
|
||
" <th>education</th>\n",
|
||
" <th>employment</th>\n",
|
||
" <th>n_works</th>\n",
|
||
" <th>works_source</th>\n",
|
||
" <th>primary_email_domain</th>\n",
|
||
" <th>other_email_domains</th>\n",
|
||
" <th>n_emails</th>\n",
|
||
" <th>url_domains</th>\n",
|
||
" <th>n_urls</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>0000-0002-2000-8339</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Phòng khám tư nhân Hà Nội</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Sức khỏe, https://onhealth.vn/], [Khám phụ k...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>Phòng khám tư nhân Hà Nội</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[onhealth.vn, onhealth.vn, onhealth.vn, onheal...</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>0000-0001-9293-2224</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Juan Carlos</td>\n",
|
||
" <td>Garcia Hoyos</td>\n",
|
||
" <td>My name is Juan Carlos García Hoyos. I was bor...</td>\n",
|
||
" <td>[Juan Carlos Garcia Hoyos /, EXTRATERRANOVAS /...</td>\n",
|
||
" <td>[[Air Force Office of Scientific Research (WRI...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Faculty of Philosophy, History - Ph.D., Char...</td>\n",
|
||
" <td>[[responsible for the Project Service Level Ag...</td>\n",
|
||
" <td>20</td>\n",
|
||
" <td>Juan Carlos Garcia Hoyos</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[af.mil, gst.com, govtribe.com, sbir.gov, open...</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>0000-0003-3045-0056</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Ananda</td>\n",
|
||
" <td>Majumdar</td>\n",
|
||
" <td>I am Ananda Majumdar, Child Care Educator at B...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Migration Scholar and Ananda , https://grfdt...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Education , B.Ed. After Degree , University ...</td>\n",
|
||
" <td>[[General Coordinator- University of Alberta C...</td>\n",
|
||
" <td>43</td>\n",
|
||
" <td>Ananda Majumdar</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[grfdt.com, linkedin.com, academia.edu, resear...</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>0000-0003-1815-5732</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>JAS</td>\n",
|
||
" <td>(Jurnal Akuntansi Syariah)</td>\n",
|
||
" <td>JAS (Jurnal Akuntansi Syariah) published in pr...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Website, https://ejournal.stiesyariahbengkal...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>67</td>\n",
|
||
" <td>JAS (Jurnal Akuntansi Syariah)</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[stiesyariahbengkalis.ac.id, lipi.go.id, cross...</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>0000-0002-4379-6454</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Caroline Wanjiru</td>\n",
|
||
" <td>Kariuki</td>\n",
|
||
" <td>Caroline holds a PhD in Economics from Curtin ...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Scopus Profile, https://www.scopus.com/dashb...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Economics, Doctor of Philosophy , Curtin Uni...</td>\n",
|
||
" <td>[[Director, Educational Development, Strathmor...</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>Caroline Wanjiru Kariuki</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[scopus.com, mendeley.com, publons.com, resear...</td>\n",
|
||
" <td>13.0</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",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>132</th>\n",
|
||
" <td>0000-0001-6352-7086</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Susan</td>\n",
|
||
" <td>Hawthorne</td>\n",
|
||
" <td>Susan is a poet, novelist, publisher and Sansk...</td>\n",
|
||
" <td>[S. Hawthorne, Susan C. C. Hawthorne]</td>\n",
|
||
" <td>[[Spinifex Press, http://www.spinifexpress.com...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>[[ResearcherID, K-6039-2018]]</td>\n",
|
||
" <td>[[School of Asian Studies, Honours Sanskrit, A...</td>\n",
|
||
" <td>[[Adjunct Professor, James Cook University, To...</td>\n",
|
||
" <td>352</td>\n",
|
||
" <td>Susan Hawthorne</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[spinifexpress.com.au, linkedin.com, twitter.c...</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>133</th>\n",
|
||
" <td>0000-0002-4062-3603</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>JUAN DE DIOS</td>\n",
|
||
" <td>BELTRÁN MANCILLA</td>\n",
|
||
" <td>JUAN DE DIOS BELTRÁN MANCILLA (*) Filósofo aut...</td>\n",
|
||
" <td>[Juan de Dios Beltrán Mancilla, FILÓSOFO AUTOD...</td>\n",
|
||
" <td>[[01.- Juan de Dios Beltrán Mancilla. Teoría O...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[, DIPLOMADO EN PRACTICAS DIRECTIVAS PARA OR...</td>\n",
|
||
" <td>[[INSPECTOR GENERAL JORNADA VESPERTINA // De 2...</td>\n",
|
||
" <td>11</td>\n",
|
||
" <td>JUAN DE DIOS BELTR´´ÁN MANCILLA</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[yumpu.com, ijopm.org, google.com, blogspot.co...</td>\n",
|
||
" <td>69.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>134</th>\n",
|
||
" <td>0000-0002-1324-7171</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Vanesa Natalia</td>\n",
|
||
" <td>Rodriguez</td>\n",
|
||
" <td>Nombre y Apellido: Vanesa Natalia Rodriguez. ...</td>\n",
|
||
" <td>[Vanesa Rodriguez, Vanesa N. Rodriguez]</td>\n",
|
||
" <td>[[De rufianes y franchutas Representaciones y ...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[, Maestría en Ciencias Sociales con Mención ...</td>\n",
|
||
" <td>[[Profesora, Universidad Nacional de La Matanz...</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>Vanesa Natalia Rodriguez</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[unlam.edu.ar, unirioja.es, amazon.fr, abebook...</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>136</th>\n",
|
||
" <td>0000-0003-2676-4431</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Benny</td>\n",
|
||
" <td>Soewandi</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[Benny Soewandi]</td>\n",
|
||
" <td>[[Conservation Efforts as a Result of Theoreti...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Membership, Paguyuban Pelestarian Budaya Ban...</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>Benny Soewandi</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[wordpress.com, wordpress.com, linkedin.com, f...</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>138</th>\n",
|
||
" <td>0000-0002-9874-1450</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>FENGZHI</td>\n",
|
||
" <td>WU</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[A Systematic Study on the Dynamic Softening ...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>FENGZHI WU</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[springer.com, sciencedirect.com, sciencedirec...</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>108 rows × 22 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" orcid claimed verified_email verified_primary_email \\\n",
|
||
"1 0000-0002-2000-8339 1 1 1 \n",
|
||
"2 0000-0001-9293-2224 1 1 1 \n",
|
||
"3 0000-0003-3045-0056 1 1 1 \n",
|
||
"4 0000-0003-1815-5732 1 1 1 \n",
|
||
"5 0000-0002-4379-6454 1 1 1 \n",
|
||
".. ... ... ... ... \n",
|
||
"132 0000-0001-6352-7086 1 1 1 \n",
|
||
"133 0000-0002-4062-3603 1 1 1 \n",
|
||
"134 0000-0002-1324-7171 1 1 1 \n",
|
||
"136 0000-0003-2676-4431 1 1 1 \n",
|
||
"138 0000-0002-9874-1450 1 1 1 \n",
|
||
"\n",
|
||
" given_names family_name \\\n",
|
||
"1 Phòng khám tư nhân Hà Nội NaN \n",
|
||
"2 Juan Carlos Garcia Hoyos \n",
|
||
"3 Ananda Majumdar \n",
|
||
"4 JAS (Jurnal Akuntansi Syariah) \n",
|
||
"5 Caroline Wanjiru Kariuki \n",
|
||
".. ... ... \n",
|
||
"132 Susan Hawthorne \n",
|
||
"133 JUAN DE DIOS BELTRÁN MANCILLA \n",
|
||
"134 Vanesa Natalia Rodriguez \n",
|
||
"136 Benny Soewandi \n",
|
||
"138 FENGZHI WU \n",
|
||
"\n",
|
||
" biography \\\n",
|
||
"1 NaN \n",
|
||
"2 My name is Juan Carlos García Hoyos. I was bor... \n",
|
||
"3 I am Ananda Majumdar, Child Care Educator at B... \n",
|
||
"4 JAS (Jurnal Akuntansi Syariah) published in pr... \n",
|
||
"5 Caroline holds a PhD in Economics from Curtin ... \n",
|
||
".. ... \n",
|
||
"132 Susan is a poet, novelist, publisher and Sansk... \n",
|
||
"133 JUAN DE DIOS BELTRÁN MANCILLA (*) Filósofo aut... \n",
|
||
"134 Nombre y Apellido: Vanesa Natalia Rodriguez. ... \n",
|
||
"136 NaN \n",
|
||
"138 NaN \n",
|
||
"\n",
|
||
" other_names \\\n",
|
||
"1 NaN \n",
|
||
"2 [Juan Carlos Garcia Hoyos /, EXTRATERRANOVAS /... \n",
|
||
"3 NaN \n",
|
||
"4 NaN \n",
|
||
"5 NaN \n",
|
||
".. ... \n",
|
||
"132 [S. Hawthorne, Susan C. C. Hawthorne] \n",
|
||
"133 [Juan de Dios Beltrán Mancilla, FILÓSOFO AUTOD... \n",
|
||
"134 [Vanesa Rodriguez, Vanesa N. Rodriguez] \n",
|
||
"136 [Benny Soewandi] \n",
|
||
"138 NaN \n",
|
||
"\n",
|
||
" urls primary_email ... \\\n",
|
||
"1 [[Sức khỏe, https://onhealth.vn/], [Khám phụ k... NaN ... \n",
|
||
"2 [[Air Force Office of Scientific Research (WRI... NaN ... \n",
|
||
"3 [[Migration Scholar and Ananda , https://grfdt... NaN ... \n",
|
||
"4 [[Website, https://ejournal.stiesyariahbengkal... NaN ... \n",
|
||
"5 [[Scopus Profile, https://www.scopus.com/dashb... NaN ... \n",
|
||
".. ... ... ... \n",
|
||
"132 [[Spinifex Press, http://www.spinifexpress.com... NaN ... \n",
|
||
"133 [[01.- Juan de Dios Beltrán Mancilla. Teoría O... NaN ... \n",
|
||
"134 [[De rufianes y franchutas Representaciones y ... NaN ... \n",
|
||
"136 [[Conservation Efforts as a Result of Theoreti... NaN ... \n",
|
||
"138 [[A Systematic Study on the Dynamic Softening ... NaN ... \n",
|
||
"\n",
|
||
" external_ids \\\n",
|
||
"1 NaN \n",
|
||
"2 NaN \n",
|
||
"3 NaN \n",
|
||
"4 NaN \n",
|
||
"5 NaN \n",
|
||
".. ... \n",
|
||
"132 [[ResearcherID, K-6039-2018]] \n",
|
||
"133 NaN \n",
|
||
"134 NaN \n",
|
||
"136 NaN \n",
|
||
"138 NaN \n",
|
||
"\n",
|
||
" education \\\n",
|
||
"1 NaN \n",
|
||
"2 [[Faculty of Philosophy, History - Ph.D., Char... \n",
|
||
"3 [[Education , B.Ed. After Degree , University ... \n",
|
||
"4 NaN \n",
|
||
"5 [[Economics, Doctor of Philosophy , Curtin Uni... \n",
|
||
".. ... \n",
|
||
"132 [[School of Asian Studies, Honours Sanskrit, A... \n",
|
||
"133 [[, DIPLOMADO EN PRACTICAS DIRECTIVAS PARA OR... \n",
|
||
"134 [[, Maestría en Ciencias Sociales con Mención ... \n",
|
||
"136 NaN \n",
|
||
"138 NaN \n",
|
||
"\n",
|
||
" employment n_works \\\n",
|
||
"1 NaN 4 \n",
|
||
"2 [[responsible for the Project Service Level Ag... 20 \n",
|
||
"3 [[General Coordinator- University of Alberta C... 43 \n",
|
||
"4 NaN 67 \n",
|
||
"5 [[Director, Educational Development, Strathmor... 4 \n",
|
||
".. ... ... \n",
|
||
"132 [[Adjunct Professor, James Cook University, To... 352 \n",
|
||
"133 [[INSPECTOR GENERAL JORNADA VESPERTINA // De 2... 11 \n",
|
||
"134 [[Profesora, Universidad Nacional de La Matanz... 7 \n",
|
||
"136 [[Membership, Paguyuban Pelestarian Budaya Ban... 2 \n",
|
||
"138 NaN 3 \n",
|
||
"\n",
|
||
" works_source primary_email_domain \\\n",
|
||
"1 Phòng khám tư nhân Hà Nội NaN \n",
|
||
"2 Juan Carlos Garcia Hoyos NaN \n",
|
||
"3 Ananda Majumdar NaN \n",
|
||
"4 JAS (Jurnal Akuntansi Syariah) NaN \n",
|
||
"5 Caroline Wanjiru Kariuki NaN \n",
|
||
".. ... ... \n",
|
||
"132 Susan Hawthorne NaN \n",
|
||
"133 JUAN DE DIOS BELTR´´ÁN MANCILLA NaN \n",
|
||
"134 Vanesa Natalia Rodriguez NaN \n",
|
||
"136 Benny Soewandi NaN \n",
|
||
"138 FENGZHI WU NaN \n",
|
||
"\n",
|
||
" other_email_domains n_emails \\\n",
|
||
"1 NaN NaN \n",
|
||
"2 NaN NaN \n",
|
||
"3 NaN NaN \n",
|
||
"4 NaN NaN \n",
|
||
"5 NaN NaN \n",
|
||
".. ... ... \n",
|
||
"132 NaN NaN \n",
|
||
"133 NaN NaN \n",
|
||
"134 NaN NaN \n",
|
||
"136 NaN NaN \n",
|
||
"138 NaN NaN \n",
|
||
"\n",
|
||
" url_domains n_urls \n",
|
||
"1 [onhealth.vn, onhealth.vn, onhealth.vn, onheal... 49.0 \n",
|
||
"2 [af.mil, gst.com, govtribe.com, sbir.gov, open... 28.0 \n",
|
||
"3 [grfdt.com, linkedin.com, academia.edu, resear... 24.0 \n",
|
||
"4 [stiesyariahbengkalis.ac.id, lipi.go.id, cross... 17.0 \n",
|
||
"5 [scopus.com, mendeley.com, publons.com, resear... 13.0 \n",
|
||
".. ... ... \n",
|
||
"132 [spinifexpress.com.au, linkedin.com, twitter.c... 12.0 \n",
|
||
"133 [yumpu.com, ijopm.org, google.com, blogspot.co... 69.0 \n",
|
||
"134 [unlam.edu.ar, unirioja.es, amazon.fr, abebook... 19.0 \n",
|
||
"136 [wordpress.com, wordpress.com, linkedin.com, f... 11.0 \n",
|
||
"138 [springer.com, sciencedirect.com, sciencedirec... 23.0 \n",
|
||
"\n",
|
||
"[108 rows x 22 columns]"
|
||
]
|
||
},
|
||
"execution_count": 51,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"exploded_sources[exploded_sources.apply(lambda x: x['works_source'].find(x['given_names']) >= 0, axis=1)]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Works source"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Paste from Miriam"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## External IDs"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"External IDs should come from reliable sources. ORCiD registrants cannot add them freely."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 84,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df['n_ids'] = df[df['external_ids'].notna()].external_ids.str.len()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 85,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"count 1.285292e+06\n",
|
||
"mean 1.357162e+00\n",
|
||
"std 6.607097e-01\n",
|
||
"min 1.000000e+00\n",
|
||
"25% 1.000000e+00\n",
|
||
"50% 1.000000e+00\n",
|
||
"75% 2.000000e+00\n",
|
||
"max 8.000000e+01\n",
|
||
"Name: n_ids, dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 85,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.n_ids.describe()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 54,
|
||
"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>orcid</th>\n",
|
||
" <th>claimed</th>\n",
|
||
" <th>verified_email</th>\n",
|
||
" <th>verified_primary_email</th>\n",
|
||
" <th>given_names</th>\n",
|
||
" <th>family_name</th>\n",
|
||
" <th>biography</th>\n",
|
||
" <th>other_names</th>\n",
|
||
" <th>urls</th>\n",
|
||
" <th>primary_email</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>education</th>\n",
|
||
" <th>employment</th>\n",
|
||
" <th>n_works</th>\n",
|
||
" <th>works_source</th>\n",
|
||
" <th>primary_email_domain</th>\n",
|
||
" <th>other_email_domains</th>\n",
|
||
" <th>n_emails</th>\n",
|
||
" <th>url_domains</th>\n",
|
||
" <th>n_urls</th>\n",
|
||
" <th>n_ids</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>9228793</th>\n",
|
||
" <td>0000-0002-9554-6633</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>John A</td>\n",
|
||
" <td>Williams</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[Aston University profile page, https://resea...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[, Aston University, Birmingham, , GB, 1722, ...</td>\n",
|
||
" <td>91</td>\n",
|
||
" <td>[Aston Research Explorer]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[aston.ac.uk]</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>80.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>1 rows × 23 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" orcid claimed verified_email verified_primary_email \\\n",
|
||
"9228793 0000-0002-9554-6633 1 1 1 \n",
|
||
"\n",
|
||
" given_names family_name biography other_names \\\n",
|
||
"9228793 John A Williams NaN NaN \n",
|
||
"\n",
|
||
" urls primary_email ... \\\n",
|
||
"9228793 [[Aston University profile page, https://resea... NaN ... \n",
|
||
"\n",
|
||
" education employment n_works \\\n",
|
||
"9228793 NaN [[, Aston University, Birmingham, , GB, 1722, ... 91 \n",
|
||
"\n",
|
||
" works_source primary_email_domain other_email_domains \\\n",
|
||
"9228793 [Aston Research Explorer] NaN NaN \n",
|
||
"\n",
|
||
" n_emails url_domains n_urls n_ids \n",
|
||
"9228793 NaN [aston.ac.uk] 1.0 80.0 \n",
|
||
"\n",
|
||
"[1 rows x 23 columns]"
|
||
]
|
||
},
|
||
"execution_count": 54,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df[df.n_ids == df.n_ids.max()]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 55,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"ids = df[['orcid', 'external_ids']].explode('external_ids').reset_index(drop=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 64,
|
||
"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>orcid</th>\n",
|
||
" <th>external_ids</th>\n",
|
||
" <th>provider</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>0000-0001-5004-4608</td>\n",
|
||
" <td>[Scopus Author ID, 40661094300]</td>\n",
|
||
" <td>Scopus Author ID</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>24</th>\n",
|
||
" <td>0000-0001-5008-2479</td>\n",
|
||
" <td>[Scopus Author ID, 12789856200]</td>\n",
|
||
" <td>Scopus Author ID</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25</th>\n",
|
||
" <td>0000-0001-5008-2479</td>\n",
|
||
" <td>[Ciência ID, 2F1C-479B-B071]</td>\n",
|
||
" <td>Ciência ID</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>31</th>\n",
|
||
" <td>0000-0001-5010-9539</td>\n",
|
||
" <td>[Loop profile, 1098977]</td>\n",
|
||
" <td>Loop profile</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>42</th>\n",
|
||
" <td>0000-0001-5013-6529</td>\n",
|
||
" <td>[Scopus Author ID, 8986698300]</td>\n",
|
||
" <td>Scopus Author ID</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11203640</th>\n",
|
||
" <td>0000-0003-4985-9169</td>\n",
|
||
" <td>[Scopus Author ID, 23972479900]</td>\n",
|
||
" <td>Scopus Author ID</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11203642</th>\n",
|
||
" <td>0000-0003-4986-2106</td>\n",
|
||
" <td>[Scopus Author ID, 57189299099]</td>\n",
|
||
" <td>Scopus Author ID</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11203643</th>\n",
|
||
" <td>0000-0003-4986-2106</td>\n",
|
||
" <td>[Loop profile, 947925]</td>\n",
|
||
" <td>Loop profile</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11203653</th>\n",
|
||
" <td>0000-0003-4990-3115</td>\n",
|
||
" <td>[Loop profile, 991591]</td>\n",
|
||
" <td>Loop profile</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11203662</th>\n",
|
||
" <td>0000-0003-4994-6043</td>\n",
|
||
" <td>[Scopus Author ID, 55220889800]</td>\n",
|
||
" <td>Scopus Author ID</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>1744349 rows × 3 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" orcid external_ids \\\n",
|
||
"13 0000-0001-5004-4608 [Scopus Author ID, 40661094300] \n",
|
||
"24 0000-0001-5008-2479 [Scopus Author ID, 12789856200] \n",
|
||
"25 0000-0001-5008-2479 [Ciência ID, 2F1C-479B-B071] \n",
|
||
"31 0000-0001-5010-9539 [Loop profile, 1098977] \n",
|
||
"42 0000-0001-5013-6529 [Scopus Author ID, 8986698300] \n",
|
||
"... ... ... \n",
|
||
"11203640 0000-0003-4985-9169 [Scopus Author ID, 23972479900] \n",
|
||
"11203642 0000-0003-4986-2106 [Scopus Author ID, 57189299099] \n",
|
||
"11203643 0000-0003-4986-2106 [Loop profile, 947925] \n",
|
||
"11203653 0000-0003-4990-3115 [Loop profile, 991591] \n",
|
||
"11203662 0000-0003-4994-6043 [Scopus Author ID, 55220889800] \n",
|
||
"\n",
|
||
" provider \n",
|
||
"13 Scopus Author ID \n",
|
||
"24 Scopus Author ID \n",
|
||
"25 Ciência ID \n",
|
||
"31 Loop profile \n",
|
||
"42 Scopus Author ID \n",
|
||
"... ... \n",
|
||
"11203640 Scopus Author ID \n",
|
||
"11203642 Scopus Author ID \n",
|
||
"11203643 Loop profile \n",
|
||
"11203653 Loop profile \n",
|
||
"11203662 Scopus Author ID \n",
|
||
"\n",
|
||
"[1744349 rows x 3 columns]"
|
||
]
|
||
},
|
||
"execution_count": 64,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"ids[ids.provider.notna()]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 65,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"ids['provider'] = ids[ids.external_ids.notna()]['external_ids'].apply(lambda x: x[0])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 66,
|
||
"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>orcid</th>\n",
|
||
" <th>external_ids</th>\n",
|
||
" <th>provider</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>0000-0001-5004-4608</td>\n",
|
||
" <td>[Scopus Author ID, 40661094300]</td>\n",
|
||
" <td>Scopus Author ID</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>24</th>\n",
|
||
" <td>0000-0001-5008-2479</td>\n",
|
||
" <td>[Scopus Author ID, 12789856200]</td>\n",
|
||
" <td>Scopus Author ID</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25</th>\n",
|
||
" <td>0000-0001-5008-2479</td>\n",
|
||
" <td>[Ciência ID, 2F1C-479B-B071]</td>\n",
|
||
" <td>Ciência ID</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>31</th>\n",
|
||
" <td>0000-0001-5010-9539</td>\n",
|
||
" <td>[Loop profile, 1098977]</td>\n",
|
||
" <td>Loop profile</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>42</th>\n",
|
||
" <td>0000-0001-5013-6529</td>\n",
|
||
" <td>[Scopus Author ID, 8986698300]</td>\n",
|
||
" <td>Scopus Author ID</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" orcid external_ids provider\n",
|
||
"13 0000-0001-5004-4608 [Scopus Author ID, 40661094300] Scopus Author ID\n",
|
||
"24 0000-0001-5008-2479 [Scopus Author ID, 12789856200] Scopus Author ID\n",
|
||
"25 0000-0001-5008-2479 [Ciência ID, 2F1C-479B-B071] Ciência ID\n",
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|
||
"\n",
|
||
"layout = go.Layout(\n",
|
||
" title='IDs provided',\n",
|
||
" xaxis=dict(tickangle=45, tickfont=dict(size=12))\n",
|
||
")\n",
|
||
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|
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|
||
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||
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||
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|
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{
|
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|
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|
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||
" 'ResearcherID', 'Researcher Name Resolver ID', 'UOW Scholars',\n",
|
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||
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||
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|
||
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|
||
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|
||
" 'AuthID', 'Digital Author ID', 'iAuthor', 'US EPA VIVO', 'GitHub',\n",
|
||
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|
||
" 'VIVO Cornell', 'Scopus ID', 'ScienceOpen',\n",
|
||
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|
||
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|
||
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|
||
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|
||
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||
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||
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|
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"## Keywords"
|
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]
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{
|
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|
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|
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\"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"Keywords provided\"}, \"xaxis\": {\"tickangle\": 45, \"tickfont\": {\"size\": 12}}}, {\"responsive\": true} ).then(function(){\n",
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" \n",
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"var gd = document.getElementById('dc5f580a-e876-463c-a741-0276de187bae');\n",
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"var x = new MutationObserver(function (mutations, observer) {{\n",
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" var display = window.getComputedStyle(gd).display;\n",
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" if (!display || display === 'none') {{\n",
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" console.log([gd, 'removed!']);\n",
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" Plotly.purge(gd);\n",
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" observer.disconnect();\n",
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||
" }}\n",
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"}});\n",
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||
"\n",
|
||
"// Listen for the removal of the full notebook cells\n",
|
||
"var notebookContainer = gd.closest('#notebook-container');\n",
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"if (notebookContainer) {{\n",
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" x.observe(notebookContainer, {childList: true});\n",
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"}}\n",
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||
"\n",
|
||
"// Listen for the clearing of the current output cell\n",
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"var outputEl = gd.closest('.output');\n",
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"if (outputEl) {{\n",
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||
" x.observe(outputEl, {childList: true});\n",
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"}}\n",
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||
"\n",
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" }) }; }); </script> </div>"
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]
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||
},
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||
"metadata": {},
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"output_type": "display_data"
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}
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||
],
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"source": [
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||
"data = [\n",
|
||
" go.Bar(\n",
|
||
" x=df.sort_values('n_keywords', ascending=False)['orcid'][:100],\n",
|
||
" y=df.sort_values('n_keywords', ascending=False)['n_keywords'][:100]\n",
|
||
" )\n",
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||
"]\n",
|
||
"\n",
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"layout = go.Layout(\n",
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" title='Keywords provided',\n",
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" xaxis=dict(tickangle=45, tickfont=dict(size=12))\n",
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")\n",
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"fig = go.Figure(data=data, layout=layout)\n",
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"plotly.offline.iplot(fig)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
|
||
"## Correlation"
|
||
]
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||
},
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{
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"cell_type": "code",
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"execution_count": 81,
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"config": {
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"plotlyServerURL": "https://plot.ly"
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"coloraxis": "coloraxis",
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"name": "0",
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"type": "heatmap",
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"x": [
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||
"claimed",
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||
"verified_email",
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||
"verified_primary_email",
|
||
"n_works",
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||
"n_emails",
|
||
"n_urls",
|
||
"n_ids",
|
||
"n_keywords"
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||
],
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||
"xaxis": "x",
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||
"claimed",
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"verified_email",
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"verified_primary_email",
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"n_works",
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"n_emails",
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"n_urls",
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"n_ids",
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"n_keywords"
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],
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"yaxis": "y",
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"z": [
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null,
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null,
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null,
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null,
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null,
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null,
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null,
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null
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null,
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1,
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