9297 lines
351 KiB
Plaintext
9297 lines
351 KiB
Plaintext
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{
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"cells": [
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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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"# Explorative 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",
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" if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
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" if (typeof require !== 'undefined') {\n",
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" require.undef(\"plotly\");\n",
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" requirejs.config({\n",
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" paths: {\n",
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" 'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
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" }\n",
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" });\n",
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" require(['plotly'], function(Plotly) {\n",
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" window._Plotly = Plotly;\n",
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" });\n",
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" }\n",
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" </script>\n",
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" "
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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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"import pandas as pd\n",
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"import ast\n",
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"import tldextract\n",
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"import numpy\n",
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"\n",
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"import plotly\n",
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"from plotly.offline import iplot, init_notebook_mode\n",
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"import plotly.graph_objs as go\n",
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"\n",
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"init_notebook_mode(connected=True)\n",
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"TOP_N = 30\n",
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"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",
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"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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"# find group-shared ORCiD"
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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 fake 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": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"SCAFFOLD = '0000-0001-5004-7761'\n",
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"WHATSAPP = '0000-0001-6997-9470'\n",
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"PENIS = '0000-0002-3399-7287'\n",
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"BITCOIN = '0000-0002-7518-6845'\n",
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"FITNESS_CHINA = '0000-0002-1234-835X' # URL record + employment\n",
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"CANNABIS = '0000-0002-9025-8632' # URL > 70 + works (REMOVED)\n",
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"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",
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"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": 7,
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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",
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" names = ['orcid', 'claimed','verified_email', 'verified_primary_email', \n",
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" 'given_names', 'family_name', 'biography', 'other_names', 'urls', \n",
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" 'primary_email', 'other_emails', 'keywords', 'external_ids', 'education', \n",
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" 'employment', 'n_works', 'works_source'])"
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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": 8,
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"metadata": {
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"scrolled": true
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},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
|
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" .dataframe tbody tr th {\n",
|
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
|
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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|||
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" <tr style=\"text-align: right;\">\n",
|
|||
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" <th></th>\n",
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" <th>orcid</th>\n",
|
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" <th>claimed</th>\n",
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" <th>verified_email</th>\n",
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" <th>verified_primary_email</th>\n",
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" <th>given_names</th>\n",
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" <th>family_name</th>\n",
|
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" <th>biography</th>\n",
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" <th>other_names</th>\n",
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" <th>urls</th>\n",
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" <th>primary_email</th>\n",
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" <th>other_emails</th>\n",
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" <th>keywords</th>\n",
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" <th>external_ids</th>\n",
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" <th>education</th>\n",
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" <th>employment</th>\n",
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" <th>n_works</th>\n",
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" <th>works_source</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>7552</th>\n",
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|||
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" <td>0000-0001-7831-7567</td>\n",
|
|||
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" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
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|||
|
" <td>Vahab</td>\n",
|
|||
|
" <td>Vahdat</td>\n",
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|||
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" <td>NaN</td>\n",
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|||
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" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
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" <td>NaN</td>\n",
|
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|
" <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",
|
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|
" <td>25</td>\n",
|
|||
|
" <td>[\"Vahab Vahdat\", \"Scopus - Elsevier\", \"Multidi...</td>\n",
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" </tr>\n",
|
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|
" <tr>\n",
|
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|
" <th>8416</th>\n",
|
|||
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" <td>0000-0001-8161-1345</td>\n",
|
|||
|
" <td>1</td>\n",
|
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" <td>1</td>\n",
|
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" <td>1</td>\n",
|
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|
" <td>AYFER</td>\n",
|
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|
" <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",
|
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|
" <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",
|
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|
" <td>115</td>\n",
|
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|
" <td>[\"Xianrong Lai\", \"Scopus - Elsevier\", \"Crossref\"]</td>\n",
|
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" </tr>\n",
|
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|
" <tr>\n",
|
|||
|
" <th>16830</th>\n",
|
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" <td>0000-0002-1257-5536</td>\n",
|
|||
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" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
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" <td>1</td>\n",
|
|||
|
" <td>Alexandra</td>\n",
|
|||
|
" <td>Zimmer</td>\n",
|
|||
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" <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",
|
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|
" <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",
|
|||
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" <td>Sri Wahyuni</td>\n",
|
|||
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" <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",
|
|||
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" </tr>\n",
|
|||
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" <tr>\n",
|
|||
|
" <th>...</th>\n",
|
|||
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" <td>...</td>\n",
|
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" <td>...</td>\n",
|
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" <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",
|
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|
" <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",
|
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" </tr>\n",
|
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" <tr>\n",
|
|||
|
" <th>10738308</th>\n",
|
|||
|
" <td>0000-0003-1741-3437</td>\n",
|
|||
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" <td>1</td>\n",
|
|||
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" <td>1</td>\n",
|
|||
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" <td>1</td>\n",
|
|||
|
" <td>Xing</td>\n",
|
|||
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" <td>Liu</td>\n",
|
|||
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" <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",
|
|||
|
" other_names urls \\\n",
|
|||
|
"7552 NaN NaN \n",
|
|||
|
"8416 NaN NaN \n",
|
|||
|
"16498 NaN NaN \n",
|
|||
|
"16830 NaN NaN \n",
|
|||
|
"18835 [\"Ayu\"] NaN \n",
|
|||
|
"... ... ... \n",
|
|||
|
"10733293 NaN NaN \n",
|
|||
|
"10737258 NaN [[\"LinkedIn\", \"https://www.linkedin.com/in/lor... \n",
|
|||
|
"10738308 NaN NaN \n",
|
|||
|
"10741460 NaN NaN \n",
|
|||
|
"10745078 NaN NaN \n",
|
|||
|
"\n",
|
|||
|
" primary_email other_emails \\\n",
|
|||
|
"7552 NaN NaN \n",
|
|||
|
"8416 NaN NaN \n",
|
|||
|
"16498 NaN NaN \n",
|
|||
|
"16830 NaN NaN \n",
|
|||
|
"18835 NaN NaN \n",
|
|||
|
"... ... ... \n",
|
|||
|
"10733293 NaN NaN \n",
|
|||
|
"10737258 lorenagg@unex.es NaN \n",
|
|||
|
"10738308 NaN NaN \n",
|
|||
|
"10741460 NaN NaN \n",
|
|||
|
"10745078 NaN NaN \n",
|
|||
|
"\n",
|
|||
|
" keywords \\\n",
|
|||
|
"7552 NaN \n",
|
|||
|
"8416 NaN \n",
|
|||
|
"16498 NaN \n",
|
|||
|
"16830 NaN \n",
|
|||
|
"18835 NaN \n",
|
|||
|
"... ... \n",
|
|||
|
"10733293 NaN \n",
|
|||
|
"10737258 [\"Agroecolog\\u00eda, Bot\\u00e1nica, Did\\u00e1c... \n",
|
|||
|
"10738308 NaN \n",
|
|||
|
"10741460 NaN \n",
|
|||
|
"10745078 NaN \n",
|
|||
|
"\n",
|
|||
|
" external_ids \\\n",
|
|||
|
"7552 [[\"Scopus Author ID\", \"57193490305\"], [\"Scopus... \n",
|
|||
|
"8416 NaN \n",
|
|||
|
"16498 [[\"Scopus Author ID\", \"15769435500\"]] \n",
|
|||
|
"16830 NaN \n",
|
|||
|
"18835 [[\"ResearcherID\", \"C-5194-2015\"], [\"Scopus Aut... \n",
|
|||
|
"... ... \n",
|
|||
|
"10733293 NaN \n",
|
|||
|
"10737258 [[\"ResearcherID\", \"AAE-6316-2021\"]] \n",
|
|||
|
"10738308 [[\"ResearcherID\", \"S-3053-2017\"]] \n",
|
|||
|
"10741460 NaN \n",
|
|||
|
"10745078 [[\"Scopus Author ID\", \"24776757000\"]] \n",
|
|||
|
"\n",
|
|||
|
" education \\\n",
|
|||
|
"7552 [[\"Industrial Engineering\", \"PhD\", \"Northeaste... \n",
|
|||
|
"8416 NaN \n",
|
|||
|
"16498 [[\"Department of pharmacy\", \"Bachelor of Tradi... \n",
|
|||
|
"16830 NaN \n",
|
|||
|
"18835 [[\"Biosains\", \"PHD\", \"Universiti Putra Malaysi... \n",
|
|||
|
"... ... \n",
|
|||
|
"10733293 NaN \n",
|
|||
|
"10737258 [[\"\", \"M\\u00e1ster en Formaci\\u00f3n del profe... \n",
|
|||
|
"10738308 NaN \n",
|
|||
|
"10741460 [[\"\\u0130lahiyat Fak\\u00fcltesi\", \"Doktora\", \"... \n",
|
|||
|
"10745078 [[\"EEE Department\", \"Ph.D. (Power Electronics ... \n",
|
|||
|
"\n",
|
|||
|
" employment n_works \\\n",
|
|||
|
"7552 [[\"Post-doctorate fellow\", \"Harvard Medical Sc... 25 \n",
|
|||
|
"8416 NaN 0 \n",
|
|||
|
"16498 [[\"Associate Research, Professor\", \"Chengdu Un... 115 \n",
|
|||
|
"16830 [[\"Research assistent\", \"Fraunhofer-Institut f... 0 \n",
|
|||
|
"18835 [[\"Lecturer\", \"Universitas Andalas\", \"Padang\",... 27 \n",
|
|||
|
"... ... ... \n",
|
|||
|
"10733293 [[\"\", \"VSB - Technical University of Ostrava\",... 0 \n",
|
|||
|
"10737258 [[\"PCI\", \"Universidad de Extremadura - Campus ... 14 \n",
|
|||
|
"10738308 NaN 0 \n",
|
|||
|
"10741460 [[\"Research Assistant\", \"\\u00c7ukurova Univers... 0 \n",
|
|||
|
"10745078 [[\"Associate Professor\", \"RGM College of Engin... 21 \n",
|
|||
|
"\n",
|
|||
|
" works_source \n",
|
|||
|
"7552 [\"Vahab Vahdat\", \"Scopus - Elsevier\", \"Multidi... \n",
|
|||
|
"8416 NaN \n",
|
|||
|
"16498 [\"Xianrong Lai\", \"Scopus - Elsevier\", \"Crossref\"] \n",
|
|||
|
"16830 NaN \n",
|
|||
|
"18835 [\"Publons\", \"Crossref Metadata Search\", \"Scopu... \n",
|
|||
|
"... ... \n",
|
|||
|
"10733293 NaN \n",
|
|||
|
"10737258 [\"Multidisciplinary Digital Publishing Institu... \n",
|
|||
|
"10738308 NaN \n",
|
|||
|
"10741460 NaN \n",
|
|||
|
"10745078 [\"Scopus - Elsevier\", \"P Rama Mohan\"] \n",
|
|||
|
"\n",
|
|||
|
"[2418 rows x 17 columns]"
|
|||
|
]
|
|||
|
},
|
|||
|
"execution_count": 8,
|
|||
|
"metadata": {},
|
|||
|
"output_type": "execute_result"
|
|||
|
}
|
|||
|
],
|
|||
|
"source": [
|
|||
|
"df[df.duplicated()]"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 9,
|
|||
|
"metadata": {},
|
|||
|
"outputs": [],
|
|||
|
"source": [
|
|||
|
"df.drop_duplicates(inplace=True)"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "markdown",
|
|||
|
"metadata": {},
|
|||
|
"source": [
|
|||
|
"Basic column manipulation (interpret columns as lists when necessary)"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 10,
|
|||
|
"metadata": {},
|
|||
|
"outputs": [],
|
|||
|
"source": [
|
|||
|
"df.loc[df.other_names.notna(), 'other_names'] = df.loc[df.other_names.notna(), 'other_names'].apply(lambda x: ast.literal_eval(x))"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 11,
|
|||
|
"metadata": {},
|
|||
|
"outputs": [],
|
|||
|
"source": [
|
|||
|
"df.loc[df.keywords.notna(), 'keywords'] = df.loc[df.keywords.notna(), 'keywords'].apply(lambda x: ast.literal_eval(x))"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 12,
|
|||
|
"metadata": {},
|
|||
|
"outputs": [],
|
|||
|
"source": [
|
|||
|
"df.loc[df.urls.notna(), 'urls'] = df.loc[df.urls.notna(), 'urls'].apply(lambda x: ast.literal_eval(x))"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 13,
|
|||
|
"metadata": {},
|
|||
|
"outputs": [],
|
|||
|
"source": [
|
|||
|
"df.loc[df.other_emails.notna(), 'other_emails'] = df.loc[df.other_emails.notna(), 'other_emails'].apply(lambda x: ast.literal_eval(x))"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 14,
|
|||
|
"metadata": {},
|
|||
|
"outputs": [],
|
|||
|
"source": [
|
|||
|
"df.loc[df.education.notna(), 'education'] = df.loc[df.education.notna(), 'education'].apply(lambda x: ast.literal_eval(x))"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 15,
|
|||
|
"metadata": {},
|
|||
|
"outputs": [],
|
|||
|
"source": [
|
|||
|
"df.loc[df.employment.notna(), 'employment'] = df.loc[df.employment.notna(), 'employment'].apply(lambda x: ast.literal_eval(x))"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 16,
|
|||
|
"metadata": {},
|
|||
|
"outputs": [],
|
|||
|
"source": [
|
|||
|
"df.loc[df.external_ids.notna(), 'external_ids'] = df.loc[df.external_ids.notna(), 'external_ids'].apply(lambda x: ast.literal_eval(x))"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 17,
|
|||
|
"metadata": {},
|
|||
|
"outputs": [],
|
|||
|
"source": [
|
|||
|
"df.loc[df.works_source.notna(), 'works_source'] = df.loc[df.works_source.notna(), 'works_source'].apply(lambda x: ast.literal_eval(x))"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 18,
|
|||
|
"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>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>0</th>\n",
|
|||
|
" <td>0000-0001-5000-2053</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>0</td>\n",
|
|||
|
" <td>0</td>\n",
|
|||
|
" <td>Jorge</td>\n",
|
|||
|
" <td>Jaramillo Sanchez</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>1</th>\n",
|
|||
|
" <td>0000-0001-5000-6548</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>0</td>\n",
|
|||
|
" <td>0</td>\n",
|
|||
|
" <td>Wiseman</td>\n",
|
|||
|
" <td>Bekelesi</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>2</th>\n",
|
|||
|
" <td>0000-0001-5000-7962</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>ALICE</td>\n",
|
|||
|
" <td>INDIMULI</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>3</th>\n",
|
|||
|
" <td>0000-0001-5000-8586</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>0</td>\n",
|
|||
|
" <td>0</td>\n",
|
|||
|
" <td>shim</td>\n",
|
|||
|
" <td>ji yun</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>4</th>\n",
|
|||
|
" <td>0000-0001-5001-0256</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>0</td>\n",
|
|||
|
" <td>0</td>\n",
|
|||
|
" <td>Sandro</td>\n",
|
|||
|
" <td>Caramaschi</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",
|
|||
|
" </tbody>\n",
|
|||
|
"</table>\n",
|
|||
|
"</div>"
|
|||
|
],
|
|||
|
"text/plain": [
|
|||
|
" orcid claimed verified_email verified_primary_email \\\n",
|
|||
|
"0 0000-0001-5000-2053 1 0 0 \n",
|
|||
|
"1 0000-0001-5000-6548 1 0 0 \n",
|
|||
|
"2 0000-0001-5000-7962 1 1 1 \n",
|
|||
|
"3 0000-0001-5000-8586 1 0 0 \n",
|
|||
|
"4 0000-0001-5001-0256 1 0 0 \n",
|
|||
|
"\n",
|
|||
|
" given_names family_name biography other_names urls primary_email \\\n",
|
|||
|
"0 Jorge Jaramillo Sanchez NaN NaN NaN NaN \n",
|
|||
|
"1 Wiseman Bekelesi NaN NaN NaN NaN \n",
|
|||
|
"2 ALICE INDIMULI NaN NaN NaN NaN \n",
|
|||
|
"3 shim ji yun NaN NaN NaN NaN \n",
|
|||
|
"4 Sandro Caramaschi NaN NaN NaN NaN \n",
|
|||
|
"\n",
|
|||
|
" other_emails keywords external_ids education employment n_works \\\n",
|
|||
|
"0 NaN NaN NaN NaN NaN 0 \n",
|
|||
|
"1 NaN NaN NaN NaN NaN 0 \n",
|
|||
|
"2 NaN NaN NaN NaN NaN 0 \n",
|
|||
|
"3 NaN NaN NaN NaN NaN 0 \n",
|
|||
|
"4 NaN NaN NaN NaN NaN 0 \n",
|
|||
|
"\n",
|
|||
|
" works_source \n",
|
|||
|
"0 NaN \n",
|
|||
|
"1 NaN \n",
|
|||
|
"2 NaN \n",
|
|||
|
"3 NaN \n",
|
|||
|
"4 NaN "
|
|||
|
]
|
|||
|
},
|
|||
|
"execution_count": 18,
|
|||
|
"metadata": {},
|
|||
|
"output_type": "execute_result"
|
|||
|
}
|
|||
|
],
|
|||
|
"source": [
|
|||
|
"df.head(5)"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 19,
|
|||
|
"metadata": {},
|
|||
|
"outputs": [
|
|||
|
{
|
|||
|
"data": {
|
|||
|
"text/html": [
|
|||
|
"<div>\n",
|
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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",
|
|||
|
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|
|||
|
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|
|||
|
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|
|||
|
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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",
|
|||
|
" </tr>\n",
|
|||
|
" </thead>\n",
|
|||
|
" <tbody>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>8840413</th>\n",
|
|||
|
" <td>0000-0002-5193-7851</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>Andrea</td>\n",
|
|||
|
" <td>Mannocci</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[[Personal website, https://andremann.github.i...</td>\n",
|
|||
|
" <td>andrea.mannocci@isti.cnr.it</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[Data science , science of science, scholarly ...</td>\n",
|
|||
|
" <td>[[Scopus Author ID, 55233589900]]</td>\n",
|
|||
|
" <td>[[Information engineering, Ph.D., Università d...</td>\n",
|
|||
|
" <td>[[Research Associate, Istituto di Scienza e Te...</td>\n",
|
|||
|
" <td>37</td>\n",
|
|||
|
" <td>[Scopus - Elsevier, Crossref Metadata Search, ...</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" </tbody>\n",
|
|||
|
"</table>\n",
|
|||
|
"</div>"
|
|||
|
],
|
|||
|
"text/plain": [
|
|||
|
" orcid claimed verified_email verified_primary_email \\\n",
|
|||
|
"8840413 0000-0002-5193-7851 1 1 1 \n",
|
|||
|
"\n",
|
|||
|
" given_names family_name biography other_names \\\n",
|
|||
|
"8840413 Andrea Mannocci NaN NaN \n",
|
|||
|
"\n",
|
|||
|
" urls \\\n",
|
|||
|
"8840413 [[Personal website, https://andremann.github.i... \n",
|
|||
|
"\n",
|
|||
|
" primary_email other_emails \\\n",
|
|||
|
"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": 19,
|
|||
|
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|
|||
|
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|
|||
|
}
|
|||
|
],
|
|||
|
"source": [
|
|||
|
"df[df['orcid'] == AM]"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 20,
|
|||
|
"metadata": {},
|
|||
|
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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",
|
|||
|
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|
|||
|
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|
|||
|
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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>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>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",
|
|||
|
"</div>"
|
|||
|
],
|
|||
|
"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": 20,
|
|||
|
"metadata": {},
|
|||
|
"output_type": "execute_result"
|
|||
|
}
|
|||
|
],
|
|||
|
"source": [
|
|||
|
"df[df['orcid'] == WHATSAPP]"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 21,
|
|||
|
"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": 21,
|
|||
|
"metadata": {},
|
|||
|
"output_type": "execute_result"
|
|||
|
}
|
|||
|
],
|
|||
|
"source": [
|
|||
|
"df.count()"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 22,
|
|||
|
"metadata": {},
|
|||
|
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|
|||
|
{
|
|||
|
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|
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|
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|
|||
|
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|
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|
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|
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|
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|
|||
|
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|
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|
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|
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|
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|
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|
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|
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|
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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 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",
|
|||
|
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|
|||
|
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|
|||
|
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|
|||
|
" <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>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": 22,
|
|||
|
"metadata": {},
|
|||
|
"output_type": "execute_result"
|
|||
|
}
|
|||
|
],
|
|||
|
"source": [
|
|||
|
"df[df['orcid'] == '0000-0002-5154-6404']"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 23,
|
|||
|
"metadata": {},
|
|||
|
"outputs": [],
|
|||
|
"source": [
|
|||
|
"df.drop(index=4595264, inplace=True)"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 24,
|
|||
|
"metadata": {},
|
|||
|
"outputs": [
|
|||
|
{
|
|||
|
"data": {
|
|||
|
"text/plain": [
|
|||
|
"count 10744621\n",
|
|||
|
"unique 10744621\n",
|
|||
|
"top 0000-0002-3376-9946\n",
|
|||
|
"freq 1\n",
|
|||
|
"Name: orcid, dtype: object"
|
|||
|
]
|
|||
|
},
|
|||
|
"execution_count": 24,
|
|||
|
"metadata": {},
|
|||
|
"output_type": "execute_result"
|
|||
|
}
|
|||
|
],
|
|||
|
"source": [
|
|||
|
"df['orcid'].describe()"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "markdown",
|
|||
|
"metadata": {},
|
|||
|
"source": [
|
|||
|
"## Primary email"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 25,
|
|||
|
"metadata": {},
|
|||
|
"outputs": [
|
|||
|
{
|
|||
|
"data": {
|
|||
|
"text/plain": [
|
|||
|
"count 121476\n",
|
|||
|
"unique 121473\n",
|
|||
|
"top maykin@owasp.org\n",
|
|||
|
"freq 2\n",
|
|||
|
"Name: primary_email, dtype: object"
|
|||
|
]
|
|||
|
},
|
|||
|
"execution_count": 25,
|
|||
|
"metadata": {},
|
|||
|
"output_type": "execute_result"
|
|||
|
}
|
|||
|
],
|
|||
|
"source": [
|
|||
|
"df['primary_email'].describe()"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "markdown",
|
|||
|
"metadata": {},
|
|||
|
"source": [
|
|||
|
"Dupe emails"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 26,
|
|||
|
"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": 26,
|
|||
|
"metadata": {},
|
|||
|
"output_type": "execute_result"
|
|||
|
}
|
|||
|
],
|
|||
|
"source": [
|
|||
|
"df['primary_email'].dropna().loc[df['primary_email'].duplicated()]"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 27,
|
|||
|
"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>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": 27,
|
|||
|
"metadata": {},
|
|||
|
"output_type": "execute_result"
|
|||
|
}
|
|||
|
],
|
|||
|
"source": [
|
|||
|
"df[df['primary_email'] == 'maykin@owasp.org']"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 28,
|
|||
|
"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>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>3995032</th>\n",
|
|||
|
" <td>0000-0002-2232-9638</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>Osman</td>\n",
|
|||
|
" <td>Perçin</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>opercin@erbakan.edu.tr</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>9068234</th>\n",
|
|||
|
" <td>0000-0003-0033-0918</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>Osman</td>\n",
|
|||
|
" <td>PERÇİN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>opercin@erbakan.edu.tr</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[[, Necmettin Erbakan University, Konya, , TR,...</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",
|
|||
|
"3995032 0000-0002-2232-9638 1 1 1 \n",
|
|||
|
"9068234 0000-0003-0033-0918 1 1 1 \n",
|
|||
|
"\n",
|
|||
|
" given_names family_name biography other_names urls \\\n",
|
|||
|
"3995032 Osman Perçin NaN NaN NaN \n",
|
|||
|
"9068234 Osman PERÇİN NaN NaN NaN \n",
|
|||
|
"\n",
|
|||
|
" primary_email other_emails keywords external_ids education \\\n",
|
|||
|
"3995032 opercin@erbakan.edu.tr NaN NaN NaN NaN \n",
|
|||
|
"9068234 opercin@erbakan.edu.tr NaN NaN NaN NaN \n",
|
|||
|
"\n",
|
|||
|
" employment n_works \\\n",
|
|||
|
"3995032 NaN 0 \n",
|
|||
|
"9068234 [[, Necmettin Erbakan University, Konya, , TR,... 0 \n",
|
|||
|
"\n",
|
|||
|
" works_source \n",
|
|||
|
"3995032 NaN \n",
|
|||
|
"9068234 NaN "
|
|||
|
]
|
|||
|
},
|
|||
|
"execution_count": 28,
|
|||
|
"metadata": {},
|
|||
|
"output_type": "execute_result"
|
|||
|
}
|
|||
|
],
|
|||
|
"source": [
|
|||
|
"df[df['primary_email'] == 'opercin@erbakan.edu.tr']"
|
|||
|
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|||
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|
|||
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|
|||
|
" <th></th>\n",
|
|||
|
" <th>orcid</th>\n",
|
|||
|
" <th>claimed</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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|
|||
|
" <td>0000-0002-8774-0030</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>NaN</td>\n",
|
|||
|
" <td>patrick.davey@monash.edu</td>\n",
|
|||
|
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|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</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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|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>patrick.davey@monash.edu</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[Radiopharmaceuticals, Inorganic Chemistry, Bi...</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</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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|
|||
|
" orcid claimed verified_email \\\n",
|
|||
|
"5087745 0000-0002-8774-0030 1 1 \n",
|
|||
|
"10246485 0000-0002-9158-1757 1 1 \n",
|
|||
|
"\n",
|
|||
|
" verified_primary_email given_names family_name biography \\\n",
|
|||
|
"5087745 1 Patrick Davey NaN \n",
|
|||
|
"10246485 1 Patrick Davey NaN \n",
|
|||
|
"\n",
|
|||
|
" other_names urls primary_email other_emails \\\n",
|
|||
|
"5087745 NaN NaN patrick.davey@monash.edu NaN \n",
|
|||
|
"10246485 NaN NaN patrick.davey@monash.edu NaN \n",
|
|||
|
"\n",
|
|||
|
" keywords external_ids \\\n",
|
|||
|
"5087745 NaN NaN \n",
|
|||
|
"10246485 [Radiopharmaceuticals, Inorganic Chemistry, Bi... NaN \n",
|
|||
|
"\n",
|
|||
|
" education employment \\\n",
|
|||
|
"5087745 NaN [[PhD Student, Monash University, Melbourne, V... \n",
|
|||
|
"10246485 NaN [[PhD Student, Monash University, Melbourne, ,... \n",
|
|||
|
"\n",
|
|||
|
" n_works works_source \n",
|
|||
|
"5087745 1 [Crossref] \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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|
|||
|
"source": [
|
|||
|
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|
|||
|
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|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 30,
|
|||
|
"metadata": {},
|
|||
|
"outputs": [],
|
|||
|
"source": [
|
|||
|
"df['primary_email_domain'] = df['primary_email'].apply(lambda x: x.split('@')[1] if pd.notna(x) else x)"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 31,
|
|||
|
"metadata": {},
|
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|
|||
|
{
|
|||
|
"data": {
|
|||
|
"text/plain": [
|
|||
|
"count 121476\n",
|
|||
|
"unique 17047\n",
|
|||
|
"top gmail.com\n",
|
|||
|
"freq 25892\n",
|
|||
|
"Name: primary_email_domain, dtype: object"
|
|||
|
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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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|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 32,
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|
"metadata": {},
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|
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|||
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|
|||
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|
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|
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|
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|
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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",
|
|||
|
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|
|||
|
" <tr>\n",
|
|||
|
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|
|||
|
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|
|||
|
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|
|||
|
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|
|||
|
" <th>hotmail.com</th>\n",
|
|||
|
" <td>3674</td>\n",
|
|||
|
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|
|||
|
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|
|||
|
" <th>yahoo.com</th>\n",
|
|||
|
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|
|||
|
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|
|||
|
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|
|||
|
" <th>163.com</th>\n",
|
|||
|
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|
|||
|
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|
|||
|
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|
|||
|
" <th>yuhs.ac</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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|
|||
|
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|
|||
|
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|||
|
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|
|||
|
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|
|||
|
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|
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|
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|
|||
|
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|
|||
|
"<p>17047 rows × 1 columns</p>\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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|
|||
|
"zzuli.edu.cn 1\n",
|
|||
|
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|
|||
|
"[17047 rows x 1 columns]"
|
|||
|
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|
|||
|
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|
|||
|
"execution_count": 32,
|
|||
|
"metadata": {},
|
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|
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|
|||
|
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|
|||
|
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|
|||
|
"source": [
|
|||
|
"primary_emails = df[['primary_email_domain', 'orcid']].groupby('primary_email_domain').count().sort_values('orcid', ascending=False)\n",
|
|||
|
"primary_emails"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 33,
|
|||
|
"metadata": {},
|
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|
"outputs": [
|
|||
|
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|
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|
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|
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|
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|
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|||
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|
|||
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|
|||
|
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|
|||
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|
|||
|
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|
|||
|
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|
|||
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|
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|
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|
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|
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|
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"metadata": {},
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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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|||
|
"]\n",
|
|||
|
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|||
|
"layout = go.Layout(\n",
|
|||
|
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|
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|
" xaxis=dict(tickangle=45, tickfont=dict(size=12), range=TOP_RANGE)\n",
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|
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|
"cell_type": "markdown",
|
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|
"metadata": {},
|
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|
"source": [
|
|||
|
"## Other emails"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
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|
"execution_count": 34,
|
|||
|
"metadata": {},
|
|||
|
"outputs": [],
|
|||
|
"source": [
|
|||
|
"def extract_email_domains(lst):\n",
|
|||
|
" res = []\n",
|
|||
|
" for email in lst:\n",
|
|||
|
" res.append(email.split('@')[1])\n",
|
|||
|
" return res"
|
|||
|
]
|
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|
},
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|
{
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|
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|
"execution_count": 35,
|
|||
|
"metadata": {},
|
|||
|
"outputs": [],
|
|||
|
"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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|
|||
|
"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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|
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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>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",
|
|||
|
" </thead>\n",
|
|||
|
" <tbody>\n",
|
|||
|
" <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",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <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",
|
|||
|
"</div>"
|
|||
|
],
|
|||
|
"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",
|
|||
|
"1176 NaN gmail.com \n",
|
|||
|
"\n",
|
|||
|
" other_email_domains \n",
|
|||
|
"34 [bsg.ox.ac.uk] \n",
|
|||
|
"47 [foxmail.com] \n",
|
|||
|
"299 [nhs.net] \n",
|
|||
|
"868 [gmail.com] \n",
|
|||
|
"1176 [yildiz.edu.tr] "
|
|||
|
]
|
|||
|
},
|
|||
|
"execution_count": 36,
|
|||
|
"metadata": {},
|
|||
|
"output_type": "execute_result"
|
|||
|
}
|
|||
|
],
|
|||
|
"source": [
|
|||
|
"df[df['other_email_domains'].notna()].head()"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 37,
|
|||
|
"metadata": {},
|
|||
|
"outputs": [],
|
|||
|
"source": [
|
|||
|
"other_emails = df[['orcid', 'other_email_domains']].explode('other_email_domains').reset_index(drop=True)"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 38,
|
|||
|
"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",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>other_email_domains</th>\n",
|
|||
|
" <th></th>\n",
|
|||
|
" </tr>\n",
|
|||
|
" </thead>\n",
|
|||
|
" <tbody>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>gmail.com</th>\n",
|
|||
|
" <td>10856</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>hotmail.com</th>\n",
|
|||
|
" <td>1521</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>yahoo.com</th>\n",
|
|||
|
" <td>1263</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>163.com</th>\n",
|
|||
|
" <td>763</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>qq.com</th>\n",
|
|||
|
" <td>755</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>...</th>\n",
|
|||
|
" <td>...</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>ifzz.pan.pl</th>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>ig.ufpa.br</th>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>ig.ufu.br</th>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>ig.utexas.edu</th>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>zzuli.edu.cn</th>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" </tbody>\n",
|
|||
|
"</table>\n",
|
|||
|
"<p>12795 rows × 1 columns</p>\n",
|
|||
|
"</div>"
|
|||
|
],
|
|||
|
"text/plain": [
|
|||
|
" orcid\n",
|
|||
|
"other_email_domains \n",
|
|||
|
"gmail.com 10856\n",
|
|||
|
"hotmail.com 1521\n",
|
|||
|
"yahoo.com 1263\n",
|
|||
|
"163.com 763\n",
|
|||
|
"qq.com 755\n",
|
|||
|
"... ...\n",
|
|||
|
"ifzz.pan.pl 1\n",
|
|||
|
"ig.ufpa.br 1\n",
|
|||
|
"ig.ufu.br 1\n",
|
|||
|
"ig.utexas.edu 1\n",
|
|||
|
"zzuli.edu.cn 1\n",
|
|||
|
"\n",
|
|||
|
"[12795 rows x 1 columns]"
|
|||
|
]
|
|||
|
},
|
|||
|
"execution_count": 38,
|
|||
|
"metadata": {},
|
|||
|
"output_type": "execute_result"
|
|||
|
}
|
|||
|
],
|
|||
|
"source": [
|
|||
|
"grouped_other_emails = other_emails.groupby('other_email_domains').count().sort_values('orcid', ascending=False)\n",
|
|||
|
"grouped_other_emails"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 39,
|
|||
|
"metadata": {},
|
|||
|
"outputs": [
|
|||
|
{
|
|||
|
"data": {
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|
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|
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|
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|
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|
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|
|||
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|
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|
|||
|
{
|
|||
|
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|
|||
|
"x": [
|
|||
|
"gmail.com",
|
|||
|
"hotmail.com",
|
|||
|
"yahoo.com",
|
|||
|
"163.com",
|
|||
|
"qq.com",
|
|||
|
"outlook.com",
|
|||
|
"126.com",
|
|||
|
"usp.br",
|
|||
|
"ieee.org",
|
|||
|
"mail.ru",
|
|||
|
"yahoo.com.br",
|
|||
|
"unesp.br",
|
|||
|
"sbs.ox.ac.uk",
|
|||
|
"yuhs.ac",
|
|||
|
"naver.com",
|
|||
|
"icloud.com",
|
|||
|
"ua.pt",
|
|||
|
"uq.edu.au",
|
|||
|
"foxmail.com",
|
|||
|
"cam.ac.uk",
|
|||
|
"ukr.net",
|
|||
|
"law.ox.ac.uk",
|
|||
|
"imperial.ac.uk",
|
|||
|
"mit.edu",
|
|||
|
"monash.edu",
|
|||
|
"ucl.ac.uk",
|
|||
|
"education.ox.ac.uk",
|
|||
|
"stanford.edu",
|
|||
|
"ucm.es",
|
|||
|
"conted.ox.ac.uk"
|
|||
|
],
|
|||
|
"y": [
|
|||
|
10856,
|
|||
|
1521,
|
|||
|
1263,
|
|||
|
763,
|
|||
|
755,
|
|||
|
422,
|
|||
|
256,
|
|||
|
235,
|
|||
|
223,
|
|||
|
147,
|
|||
|
146,
|
|||
|
138,
|
|||
|
136,
|
|||
|
130,
|
|||
|
128,
|
|||
|
113,
|
|||
|
92,
|
|||
|
90,
|
|||
|
90,
|
|||
|
81,
|
|||
|
76,
|
|||
|
75,
|
|||
|
75,
|
|||
|
74,
|
|||
|
69,
|
|||
|
67,
|
|||
|
67,
|
|||
|
66,
|
|||
|
65,
|
|||
|
64
|
|||
|
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|
|||
|
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|
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|
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"source": [
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"data = [\n",
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|
" 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",
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" <th>0000-0003-4171-3835</th>\n",
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|
" <td>12</td>\n",
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|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>0000-0001-6239-2968</th>\n",
|
|||
|
" <td>9</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>0000-0003-2290-2817</th>\n",
|
|||
|
" <td>7</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>0000-0003-2151-4089</th>\n",
|
|||
|
" <td>7</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>0000-0001-9084-3156</th>\n",
|
|||
|
" <td>6</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>...</th>\n",
|
|||
|
" <td>...</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>0000-0002-1678-0668</th>\n",
|
|||
|
" <td>0</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>0000-0002-1678-0684</th>\n",
|
|||
|
" <td>0</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>0000-0002-1678-0705</th>\n",
|
|||
|
" <td>0</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>0000-0002-1678-0713</th>\n",
|
|||
|
" <td>0</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>0000-0003-5000-0001</th>\n",
|
|||
|
" <td>0</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" </tbody>\n",
|
|||
|
"</table>\n",
|
|||
|
"<p>10744621 rows × 1 columns</p>\n",
|
|||
|
"</div>"
|
|||
|
],
|
|||
|
"text/plain": [
|
|||
|
" other_email_domains\n",
|
|||
|
"orcid \n",
|
|||
|
"0000-0003-4171-3835 12\n",
|
|||
|
"0000-0001-6239-2968 9\n",
|
|||
|
"0000-0003-2290-2817 7\n",
|
|||
|
"0000-0003-2151-4089 7\n",
|
|||
|
"0000-0001-9084-3156 6\n",
|
|||
|
"... ...\n",
|
|||
|
"0000-0002-1678-0668 0\n",
|
|||
|
"0000-0002-1678-0684 0\n",
|
|||
|
"0000-0002-1678-0705 0\n",
|
|||
|
"0000-0002-1678-0713 0\n",
|
|||
|
"0000-0003-5000-0001 0\n",
|
|||
|
"\n",
|
|||
|
"[10744621 rows x 1 columns]"
|
|||
|
]
|
|||
|
},
|
|||
|
"execution_count": 40,
|
|||
|
"metadata": {},
|
|||
|
"output_type": "execute_result"
|
|||
|
}
|
|||
|
],
|
|||
|
"source": [
|
|||
|
"other_emails.groupby('orcid').count().sort_values('other_email_domains', ascending=False)"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "markdown",
|
|||
|
"metadata": {},
|
|||
|
"source": [
|
|||
|
"## Email speculation"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 41,
|
|||
|
"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>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",
|
|||
|
" </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",
|
|||
|
" </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>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",
|
|||
|
" </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",
|
|||
|
" </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",
|
|||
|
" </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",
|
|||
|
" </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",
|
|||
|
" </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",
|
|||
|
" </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",
|
|||
|
" </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",
|
|||
|
" </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",
|
|||
|
" </tr>\n",
|
|||
|
" </tbody>\n",
|
|||
|
"</table>\n",
|
|||
|
"<p>19409 rows × 19 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",
|
|||
|
"47 NaN [foxmail.com] \n",
|
|||
|
"299 NaN [nhs.net] \n",
|
|||
|
"1296 NaN [unimilitar.edu.co] \n",
|
|||
|
"1429 NaN [btu.edu.tr] \n",
|
|||
|
"1628 NaN [unc.edu] \n",
|
|||
|
"... ... ... \n",
|
|||
|
"10743658 NaN [mails.tsinghua.edu.cn] \n",
|
|||
|
"10744876 NaN [gmail.com] \n",
|
|||
|
"10745274 NaN [gmail.com] \n",
|
|||
|
"10745417 NaN [esat.kuleuven.be] \n",
|
|||
|
"10746702 NaN [mgsu.ru] \n",
|
|||
|
"\n",
|
|||
|
"[19409 rows x 19 columns]"
|
|||
|
]
|
|||
|
},
|
|||
|
"execution_count": 41,
|
|||
|
"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": "markdown",
|
|||
|
"metadata": {},
|
|||
|
"source": [
|
|||
|
"## URLs"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 42,
|
|||
|
"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": 43,
|
|||
|
"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": 44,
|
|||
|
"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>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>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>NaN</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>[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",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>scaffolding</td>\n",
|
|||
|
" <td>hire</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[The first feature that you have to check in t...</td>\n",
|
|||
|
" <td>[[scaffolding hire Wellington, https://www.tig...</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[scaffolding hire Wellington]</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>0</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[tigerscaffolds.co.nz]</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>15</th>\n",
|
|||
|
" <td>0000-0001-5005-0557</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>Sen</td>\n",
|
|||
|
" <td>RT</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[[Research on Psychology, psychiatry, Genetics...</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",
|
|||
|
" <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",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>Gabriela</td>\n",
|
|||
|
" <td>Madruga</td>\n",
|
|||
|
" <td>Possui graduação em Medicina Veterinaria pela ...</td>\n",
|
|||
|
" <td>[Gabriela Morais Madruga]</td>\n",
|
|||
|
" <td>[[Curriculo lattes, http://buscatextual.cnpq.b...</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[veterinary ophthalmology]</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[[Surgery in small animal, PhD, Universidade E...</td>\n",
|
|||
|
" <td>[[PhD , University of Minnesota, Minneapolis, ...</td>\n",
|
|||
|
" <td>14</td>\n",
|
|||
|
" <td>[Gabriela Madruga]</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[cnpq.br]</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>30</th>\n",
|
|||
|
" <td>0000-0001-5010-9539</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>Sangram Keshari</td>\n",
|
|||
|
" <td>Sahu</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[sk-sahu]</td>\n",
|
|||
|
" <td>[[Academic webpage, https://sksahu.net]]</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[Computational Genomics and Bioinformatics]</td>\n",
|
|||
|
" <td>[[Loop profile, 1098977]]</td>\n",
|
|||
|
" <td>[[Centre for Bioinformatics, M.Sc. Bioinformat...</td>\n",
|
|||
|
" <td>[[Bioinformatics Junior Research Fellow, India...</td>\n",
|
|||
|
" <td>3</td>\n",
|
|||
|
" <td>[Crossref Metadata Search, Sangram Keshari Sahu]</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[sksahu.net]</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" </tbody>\n",
|
|||
|
"</table>\n",
|
|||
|
"</div>"
|
|||
|
],
|
|||
|
"text/plain": [
|
|||
|
" orcid claimed verified_email verified_primary_email \\\n",
|
|||
|
"5 0000-0001-5001-4994 1 1 1 \n",
|
|||
|
"14 0000-0001-5004-7761 1 1 1 \n",
|
|||
|
"15 0000-0001-5005-0557 1 1 1 \n",
|
|||
|
"29 0000-0001-5009-8091 1 1 1 \n",
|
|||
|
"30 0000-0001-5010-9539 1 1 1 \n",
|
|||
|
"\n",
|
|||
|
" given_names family_name \\\n",
|
|||
|
"5 Siren Rühs \n",
|
|||
|
"14 scaffolding hire \n",
|
|||
|
"15 Sen RT \n",
|
|||
|
"29 Gabriela Madruga \n",
|
|||
|
"30 Sangram Keshari Sahu \n",
|
|||
|
"\n",
|
|||
|
" biography \\\n",
|
|||
|
"5 I am an oceanographer studying the interannual... \n",
|
|||
|
"14 NaN \n",
|
|||
|
"15 NaN \n",
|
|||
|
"29 Possui graduação em Medicina Veterinaria pela ... \n",
|
|||
|
"30 NaN \n",
|
|||
|
"\n",
|
|||
|
" other_names \\\n",
|
|||
|
"5 [Siren Ruehs] \n",
|
|||
|
"14 [The first feature that you have to check in t... \n",
|
|||
|
"15 NaN \n",
|
|||
|
"29 [Gabriela Morais Madruga] \n",
|
|||
|
"30 [sk-sahu] \n",
|
|||
|
"\n",
|
|||
|
" urls primary_email \\\n",
|
|||
|
"5 [[ResearchGate, https://www.researchgate.net/p... NaN \n",
|
|||
|
"14 [[scaffolding hire Wellington, https://www.tig... NaN \n",
|
|||
|
"15 [[Research on Psychology, psychiatry, Genetics... NaN \n",
|
|||
|
"29 [[Curriculo lattes, http://buscatextual.cnpq.b... NaN \n",
|
|||
|
"30 [[Academic webpage, https://sksahu.net]] NaN \n",
|
|||
|
"\n",
|
|||
|
" other_emails keywords \\\n",
|
|||
|
"5 NaN NaN \n",
|
|||
|
"14 NaN [scaffolding hire Wellington] \n",
|
|||
|
"15 NaN NaN \n",
|
|||
|
"29 NaN [veterinary ophthalmology] \n",
|
|||
|
"30 NaN [Computational Genomics and Bioinformatics] \n",
|
|||
|
"\n",
|
|||
|
" external_ids \\\n",
|
|||
|
"5 NaN \n",
|
|||
|
"14 NaN \n",
|
|||
|
"15 NaN \n",
|
|||
|
"29 NaN \n",
|
|||
|
"30 [[Loop profile, 1098977]] \n",
|
|||
|
"\n",
|
|||
|
" education \\\n",
|
|||
|
"5 NaN \n",
|
|||
|
"14 NaN \n",
|
|||
|
"15 NaN \n",
|
|||
|
"29 [[Surgery in small animal, PhD, Universidade E... \n",
|
|||
|
"30 [[Centre for Bioinformatics, M.Sc. Bioinformat... \n",
|
|||
|
"\n",
|
|||
|
" employment n_works \\\n",
|
|||
|
"5 NaN 11 \n",
|
|||
|
"14 NaN 0 \n",
|
|||
|
"15 NaN 0 \n",
|
|||
|
"29 [[PhD , University of Minnesota, Minneapolis, ... 14 \n",
|
|||
|
"30 [[Bioinformatics Junior Research Fellow, India... 3 \n",
|
|||
|
"\n",
|
|||
|
" works_source primary_email_domain \\\n",
|
|||
|
"5 [Siren Rühs] NaN \n",
|
|||
|
"14 NaN NaN \n",
|
|||
|
"15 NaN NaN \n",
|
|||
|
"29 [Gabriela Madruga] NaN \n",
|
|||
|
"30 [Crossref Metadata Search, Sangram Keshari Sahu] NaN \n",
|
|||
|
"\n",
|
|||
|
" other_email_domains url_domains \n",
|
|||
|
"5 NaN [researchgate.net] \n",
|
|||
|
"14 NaN [tigerscaffolds.co.nz] \n",
|
|||
|
"15 NaN [corticalbrain.com] \n",
|
|||
|
"29 NaN [cnpq.br] \n",
|
|||
|
"30 NaN [sksahu.net] "
|
|||
|
]
|
|||
|
},
|
|||
|
"execution_count": 44,
|
|||
|
"metadata": {},
|
|||
|
"output_type": "execute_result"
|
|||
|
}
|
|||
|
],
|
|||
|
"source": [
|
|||
|
"df[df['url_domains'].notna()].head()"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 45,
|
|||
|
"metadata": {},
|
|||
|
"outputs": [],
|
|||
|
"source": [
|
|||
|
"urls = df[['orcid', 'url_domains']].explode('url_domains').reset_index(drop=True)"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 46,
|
|||
|
"metadata": {},
|
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|
"outputs": [
|
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|
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|
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|
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|
"<div>\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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|
|||
|
" <th>orcid</th>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>url_domains</th>\n",
|
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|
" <th></th>\n",
|
|||
|
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|
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|
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|
|||
|
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|
|||
|
" <tr>\n",
|
|||
|
" <th>linkedin.com</th>\n",
|
|||
|
" <td>75344</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>researchgate.net</th>\n",
|
|||
|
" <td>66267</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>google.com</th>\n",
|
|||
|
" <td>43468</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>cnpq.br</th>\n",
|
|||
|
" <td>23936</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>academia.edu</th>\n",
|
|||
|
" <td>20786</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>...</th>\n",
|
|||
|
" <td>...</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>gerberpumps.com</th>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>gerbilvis.org</th>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
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|
|||
|
" <th>gercekmedyumlar.org</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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|||
|
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|||
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
"metadata": {},
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|
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|
"source": [
|
|||
|
"data = [\n",
|
|||
|
" go.Bar(\n",
|
|||
|
" x=grouped_urls[:30].sort_values(by=['orcid'], ascending=False).index,\n",
|
|||
|
" y=grouped_urls[:30].sort_values(by=['orcid'], ascending=False)['orcid']\n",
|
|||
|
" )\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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|
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|
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|
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|
|||
|
" <tr style=\"text-align: right;\">\n",
|
|||
|
" <th></th>\n",
|
|||
|
" <th>url_domains</th>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>orcid</th>\n",
|
|||
|
" <th></th>\n",
|
|||
|
" </tr>\n",
|
|||
|
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|
|||
|
" <tbody>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>0000-0002-1234-835X</th>\n",
|
|||
|
" <td>219</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>0000-0001-7478-4539</th>\n",
|
|||
|
" <td>174</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>0000-0002-7392-3792</th>\n",
|
|||
|
" <td>169</td>\n",
|
|||
|
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|
|||
|
" <tr>\n",
|
|||
|
" <th>0000-0002-6938-9638</th>\n",
|
|||
|
" <td>152</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>0000-0003-2450-090X</th>\n",
|
|||
|
" <td>114</td>\n",
|
|||
|
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|
|||
|
" <tr>\n",
|
|||
|
" <th>...</th>\n",
|
|||
|
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|
|||
|
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|
|||
|
" <tr>\n",
|
|||
|
" <th>0000-0002-1883-0569</th>\n",
|
|||
|
" <td>0</td>\n",
|
|||
|
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|
|||
|
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|
|||
|
" <th>0000-0002-1883-0577</th>\n",
|
|||
|
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|
|||
|
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|
|||
|
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|
|||
|
" <th>0000-0002-1883-0585</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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|
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|
"orcid \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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|
|||
|
" <td>0000-0003-4948-9268</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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|
|||
|
" <td>[[Scopus Author ID, 57195936346], [ResearcherI...</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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|
|||
|
" <th>554859</th>\n",
|
|||
|
" <td>0000-0002-1929-6054</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>[Leoameric123@gmail.com, Frankmericnazac@gmail...</td>\n",
|
|||
|
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|
|||
|
" <td>[[ResearcherID, P-8613-2018], [Loop profile, 8...</td>\n",
|
|||
|
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|
|||
|
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|
|||
|
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|
|||
|
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|
|||
|
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|
|||
|
" <td>[gmail.com, gmail.com, hotmail.com, baldwin.ed...</td>\n",
|
|||
|
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|
|||
|
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|
|||
|
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|
|||
|
" <th>1381092</th>\n",
|
|||
|
" <td>0000-0002-9025-8632</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
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|
|||
|
" <td>buycannabis</td>\n",
|
|||
|
" <td>dispensary</td>\n",
|
|||
|
" <td>We procure and deliver premium cannabis strain...</td>\n",
|
|||
|
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|
|||
|
" <td>[[find your cannabis & marijuana dispensary , ...</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[cannabis, cannabis culture, cannabis communit...</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>[goowonderland.com, goowonderland.com, goowond...</td>\n",
|
|||
|
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|
|||
|
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|
|||
|
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|
|||
|
" <td>0000-0003-2407-3557</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
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|
|||
|
" <td>Aziz</td>\n",
|
|||
|
" <td>Abdul Aziz was born on May 25, 1973, in Brebes...</td>\n",
|
|||
|
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|
|||
|
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|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[Ilmu Ekonomi, Ekonomi Islam, Metodologi Penel...</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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|
|||
|
" <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",
|
|||
|
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|
|||
|
" <td>[[A.L. Gusev Alternative Energy and Ecology, ...</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</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>NaN</td>\n",
|
|||
|
" <td>[youtube.com, isjaee.com, researchgate.net, re...</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
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|
|||
|
" <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>[R.Romaniuk@ise.pw.edu.pl, R.Romaniuk@elka.pw....</td>\n",
|
|||
|
" <td>[telecommunications, photonics, measurement sy...</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>[google.pl, publons.com, scopus.com, mendeley....</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>NaN</td>\n",
|
|||
|
" <td>[Computer Security, Computer Networking, Inter...</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>[worldassessmentcouncil.org, spseke.sk, bcs.or...</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>[iainanjal@gmail.com]</td>\n",
|
|||
|
" <td>[Islamic Economics, Tourism Industry, Islamic ...</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>[microsoft.com, twitter.com, academia.edu, aca...</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>NaN</td>\n",
|
|||
|
" <td>[organic chemistry, biochemistry, photochemist...</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>[biowebspin.com, biowebspin.com, google.com, l...</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>NaN</td>\n",
|
|||
|
" <td>[Inovação, Empreendedorismo, Sustentabilidade]</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>[cnpq.br, cnpq.br, cnpq.br, cnpq.br, publons.c...</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>NaN</td>\n",
|
|||
|
" <td>NaN</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>[researchgate.net, youtube.com, linkedin.com, ...</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>NaN</td>\n",
|
|||
|
" <td>[FILOSOFIA MEDICINA ARQUITECTURA ECONOMÍA DERE...</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>[yumpu.com, ijopm.org, google.com, blogspot.co...</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>NaN</td>\n",
|
|||
|
" <td>[Professor & Head |Dept. of TCE| GSSSIET for W...</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>[geethashishu.in, geethashishu.in, acm.org, go...</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" </tbody>\n",
|
|||
|
"</table>\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",
|
|||
|
"1381092 0000-0002-9025-8632 1 1 \n",
|
|||
|
"2679353 0000-0003-2407-3557 1 1 \n",
|
|||
|
"3354430 0000-0002-3920-7389 1 1 \n",
|
|||
|
"4004281 0000-0002-5710-4041 1 1 \n",
|
|||
|
"4022480 0000-0003-2450-090X 1 1 \n",
|
|||
|
"6335357 0000-0003-2593-7134 1 1 \n",
|
|||
|
"6489838 0000-0002-9965-2425 1 1 \n",
|
|||
|
"7570584 0000-0003-2183-8112 1 1 \n",
|
|||
|
"10240510 0000-0002-6938-9638 1 1 \n",
|
|||
|
"10448304 0000-0002-4062-3603 1 1 \n",
|
|||
|
"10663894 0000-0002-3997-5070 1 1 \n",
|
|||
|
"\n",
|
|||
|
" verified_primary_email given_names family_name \\\n",
|
|||
|
"482862 1 Gustavo Duperré \n",
|
|||
|
"554859 1 Franklin Américo Canaza Choque \n",
|
|||
|
"1381092 1 buycannabis dispensary \n",
|
|||
|
"2679353 1 Abdul Aziz \n",
|
|||
|
"3354430 1 А. Гусев \n",
|
|||
|
"4004281 1 Ryszard Romaniuk \n",
|
|||
|
"4022480 1 Eduard Babulak \n",
|
|||
|
"6335357 1 Aan Jaelani \n",
|
|||
|
"6489838 1 Jaroslaw Spychala \n",
|
|||
|
"7570584 1 Pelayo Munhoz Olea \n",
|
|||
|
"10240510 1 Adolfo Catral Sanabria \n",
|
|||
|
"10448304 1 JUAN DE DIOS BELTRÁN MANCILLA \n",
|
|||
|
"10663894 1 Dr. Parameshachari B D \n",
|
|||
|
"\n",
|
|||
|
" biography \\\n",
|
|||
|
"482862 Gustavo Norberto Duperré graduated in Arts and... \n",
|
|||
|
"554859 Docente-Investigador Social. Maestrando en Der... \n",
|
|||
|
"1381092 We procure and deliver premium cannabis strain... \n",
|
|||
|
"2679353 Abdul Aziz was born on May 25, 1973, in Brebes... \n",
|
|||
|
"3354430 Surname, Name Gusev Alexander LeonidovichDate... \n",
|
|||
|
"4004281 Professor of Electronics and Communications En... \n",
|
|||
|
"4022480 Professor Eduard Babulak is accomplished inter... \n",
|
|||
|
"6335357 All my papers can be downloaded from portal:Re... \n",
|
|||
|
"6489838 Jaroslaw Spychala has received a doctoral degr... \n",
|
|||
|
"7570584 Pós-Doutorado em Gestão Ambiental pela Univers... \n",
|
|||
|
"10240510 My education is in computer science, mathemati... \n",
|
|||
|
"10448304 JUAN DE DIOS BELTRÁN MANCILLA (*) Filósofo aut... \n",
|
|||
|
"10663894 Dr. Parameshachari B DACM Distinguished Speake... \n",
|
|||
|
"\n",
|
|||
|
" other_names \\\n",
|
|||
|
"482862 [Gustavo Norberto Duperré, Duperré, G. N.] \n",
|
|||
|
"554859 [Franklin Américo Canaza-Choque , Franklin A. ... \n",
|
|||
|
"1381092 [We procure and deliver premium cannabis strai... \n",
|
|||
|
"2679353 [Abdul Aziz, Aziz, Abdul, Aziz, A., Aziz, Abd,... \n",
|
|||
|
"3354430 [Alexander L. Gusev , Alexander Leonidovich Gu... \n",
|
|||
|
"4004281 [R.Romaniuk, R.S.Romaniuk, Ryszard Romaniuk, R... \n",
|
|||
|
"4022480 [Professor Eduard Babulak] \n",
|
|||
|
"6335357 [Jaelani, A., Jaelani, Aan] \n",
|
|||
|
"6489838 [Jaroslaw Jozef Spychala] \n",
|
|||
|
"7570584 [ Munhoz, Pelayo Olea, Olea, Pelayo, Olea, P... \n",
|
|||
|
"10240510 NaN \n",
|
|||
|
"10448304 [Juan de Dios Beltrán Mancilla, FILÓSOFO AUTOD... \n",
|
|||
|
"10663894 [Dr. PARAMESHACHARI B D] \n",
|
|||
|
"\n",
|
|||
|
" urls \\\n",
|
|||
|
"482862 [[Gis in Cultural Heritage - ICOMOS România, h... \n",
|
|||
|
"554859 [[Consejo Nacional de Ciencia, Tecnología e In... \n",
|
|||
|
"1381092 [[find your cannabis & marijuana dispensary , ... \n",
|
|||
|
"2679353 [[Google Scholar, https://scholar.google.com/c... \n",
|
|||
|
"3354430 [[A.L. Gusev Alternative Energy and Ecology, ... \n",
|
|||
|
"4004281 [[Scholar Google, http://scholar.google.pl/cit... \n",
|
|||
|
"4022480 [[Honorary Chair, Chief Mentor & Senior Adviso... \n",
|
|||
|
"6335357 [[Microsoft Academic Research, https://academi... \n",
|
|||
|
"6489838 [[RESUME, http://www.biowebspin.com/wp-content... \n",
|
|||
|
"7570584 [[Currículo Lattes, http://lattes.cnpq.br/6209... \n",
|
|||
|
"10240510 [[ResearchGate Adolfo Catral , https://www.res... \n",
|
|||
|
"10448304 [[01.- Juan de Dios Beltrán Mancilla. Teoría O... \n",
|
|||
|
"10663894 [[GSSSIETW,MYSURU, http://geethashishu.in/], [... \n",
|
|||
|
"\n",
|
|||
|
" primary_email \\\n",
|
|||
|
"482862 gustavo.duperre@usal.edu.ar \n",
|
|||
|
"554859 Leo_123fa@hotmail.com \n",
|
|||
|
"1381092 NaN \n",
|
|||
|
"2679353 NaN \n",
|
|||
|
"3354430 NaN \n",
|
|||
|
"4004281 rrom@ise.pw.edu.pl \n",
|
|||
|
"4022480 NaN \n",
|
|||
|
"6335357 aan_jaelani@syekhnurjati.ac.id \n",
|
|||
|
"6489838 NaN \n",
|
|||
|
"7570584 NaN \n",
|
|||
|
"10240510 NaN \n",
|
|||
|
"10448304 NaN \n",
|
|||
|
"10663894 NaN \n",
|
|||
|
"\n",
|
|||
|
" other_emails \\\n",
|
|||
|
"482862 NaN \n",
|
|||
|
"554859 [Leoameric123@gmail.com, Frankmericnazac@gmail... \n",
|
|||
|
"1381092 NaN \n",
|
|||
|
"2679353 NaN \n",
|
|||
|
"3354430 NaN \n",
|
|||
|
"4004281 [R.Romaniuk@ise.pw.edu.pl, R.Romaniuk@elka.pw.... \n",
|
|||
|
"4022480 NaN \n",
|
|||
|
"6335357 [iainanjal@gmail.com] \n",
|
|||
|
"6489838 NaN \n",
|
|||
|
"7570584 NaN \n",
|
|||
|
"10240510 NaN \n",
|
|||
|
"10448304 NaN \n",
|
|||
|
"10663894 NaN \n",
|
|||
|
"\n",
|
|||
|
" keywords \\\n",
|
|||
|
"482862 [History of Art, Humanities, International Coo... \n",
|
|||
|
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|||
|
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|||
|
"2679353 [Ilmu Ekonomi, Ekonomi Islam, Metodologi Penel... \n",
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|||
|
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|
|||
|
"4004281 [telecommunications, photonics, measurement sy... \n",
|
|||
|
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|
|||
|
"6335357 [Islamic Economics, Tourism Industry, Islamic ... \n",
|
|||
|
"6489838 [organic chemistry, biochemistry, photochemist... \n",
|
|||
|
"7570584 [Inovação, Empreendedorismo, Sustentabilidade] \n",
|
|||
|
"10240510 NaN \n",
|
|||
|
"10448304 [FILOSOFIA MEDICINA ARQUITECTURA ECONOMÍA DERE... \n",
|
|||
|
"10663894 [Professor & Head |Dept. of TCE| GSSSIET for W... \n",
|
|||
|
"\n",
|
|||
|
" external_ids \\\n",
|
|||
|
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|
|||
|
"554859 [[ResearcherID, P-8613-2018], [Loop profile, 8... \n",
|
|||
|
"1381092 NaN \n",
|
|||
|
"2679353 NaN \n",
|
|||
|
"3354430 [[ResearcherID, F-8048-2014], [Scopus Author I... \n",
|
|||
|
"4004281 [[ISNI, 0000000071432485], [ResearcherID, B-91... \n",
|
|||
|
"4022480 [[Scopus Author ID, 6506867432], [ResearcherID... \n",
|
|||
|
"6335357 [[Scopus Author ID, 57195963463], [Loop profil... \n",
|
|||
|
"6489838 [[Scopus Author ID, 7006745874]] \n",
|
|||
|
"7570584 [[Scopus Author ID, 55175503300], [ResearcherI... \n",
|
|||
|
"10240510 [[Loop profile, 747193]] \n",
|
|||
|
"10448304 NaN \n",
|
|||
|
"10663894 [[ResearcherID, F-7045-2018], [Scopus Author I... \n",
|
|||
|
"\n",
|
|||
|
" education \\\n",
|
|||
|
"482862 [[Programme in History, History of Art and Ter... \n",
|
|||
|
"554859 [[Facultad de Ciencias de la Educación , Maest... \n",
|
|||
|
"1381092 NaN \n",
|
|||
|
"2679353 [[Ilmu Ekonomi, Dr, Universitas Borobudur, Jak... \n",
|
|||
|
"3354430 [[Chemical technology and cryogenic-vacuum tec... \n",
|
|||
|
"4004281 [[Faculty of Electronics and Information Techn... \n",
|
|||
|
"4022480 [[Information Technology, Doctor Habilitated (... \n",
|
|||
|
"6335357 [[Post Graduate, S3/Dr, Universitas Islam Nege... \n",
|
|||
|
"6489838 [[Department of Chemistry, Postdoctoral Associ... \n",
|
|||
|
"7570584 [[, Postdoctoral in Environmental Sustainabili... \n",
|
|||
|
"10240510 [[Education, Capacitación para la enseñanza en... \n",
|
|||
|
"10448304 [[, DIPLOMADO EN PRACTICAS DIRECTIVAS PARA OR... \n",
|
|||
|
"10663894 [[Electronics and Communication Engineering, P... \n",
|
|||
|
"\n",
|
|||
|
" employment n_works \\\n",
|
|||
|
"482862 [[Titular Professor, Dirección General de Cult... 13 \n",
|
|||
|
"554859 [[Investigador Social, Universidad Católica de... 38 \n",
|
|||
|
"1381092 NaN 10 \n",
|
|||
|
"2679353 [[Assisten Professor/Dr, Institut Agama Islam ... 72 \n",
|
|||
|
"3354430 [[General Director, Scientific Technical Centr... 472 \n",
|
|||
|
"4004281 [[Professor, Institute Director, Politechnika ... 5008 \n",
|
|||
|
"4022480 [[Consultant, Horizon 2020 Framework Programme... 274 \n",
|
|||
|
"6335357 [[Dr, Institut Agama Islam Negeri Syekh Nurjat... 79 \n",
|
|||
|
"6489838 [[Assistant Professor, Adam Mickiewicz Univers... 29 \n",
|
|||
|
"7570584 [[Professor, Universidade Federal do Rio Grand... 1105 \n",
|
|||
|
"10240510 NaN 2023 \n",
|
|||
|
"10448304 [[INSPECTOR GENERAL JORNADA VESPERTINA // De 2... 11 \n",
|
|||
|
"10663894 [[ACM Distinguished Speaker (Volunteer), Assoc... 93 \n",
|
|||
|
"\n",
|
|||
|
" works_source \\\n",
|
|||
|
"482862 [Gustavo Duperré, Scopus - Elsevier, Publons, ... \n",
|
|||
|
"554859 [ResearcherID, BASE - Bielefeld Academic Searc... \n",
|
|||
|
"1381092 [goowonderland dispensary] \n",
|
|||
|
"2679353 [BASE - Bielefeld Academic Search Engine, Abdu... \n",
|
|||
|
"3354430 [Publons, DataCite, Scopus - Elsevier, A.L. Gu... \n",
|
|||
|
"4004281 [INSPIRE-HEP, ResearcherID, ISNI2ORCID search ... \n",
|
|||
|
"4022480 [The Lens, BASE - Bielefeld Academic Search En... \n",
|
|||
|
"6335357 [Publons, Aan Jaelani, Scopus - Elsevier, Dime... \n",
|
|||
|
"6489838 [Scopus - Elsevier] \n",
|
|||
|
"7570584 [The Lens, Pelayo Munhoz Olea, Dimensions, BAS... \n",
|
|||
|
"10240510 [BASE - Bielefeld Academic Search Engine, Data... \n",
|
|||
|
"10448304 [JUAN DE DIOS BELTR´´ÁN MANCILLA] \n",
|
|||
|
"10663894 [Publons, Multidisciplinary Digital Publishing... \n",
|
|||
|
"\n",
|
|||
|
" primary_email_domain \\\n",
|
|||
|
"482862 usal.edu.ar \n",
|
|||
|
"554859 hotmail.com \n",
|
|||
|
"1381092 NaN \n",
|
|||
|
"2679353 NaN \n",
|
|||
|
"3354430 NaN \n",
|
|||
|
"4004281 ise.pw.edu.pl \n",
|
|||
|
"4022480 NaN \n",
|
|||
|
"6335357 syekhnurjati.ac.id \n",
|
|||
|
"6489838 NaN \n",
|
|||
|
"7570584 NaN \n",
|
|||
|
"10240510 NaN \n",
|
|||
|
"10448304 NaN \n",
|
|||
|
"10663894 NaN \n",
|
|||
|
"\n",
|
|||
|
" other_email_domains \\\n",
|
|||
|
"482862 NaN \n",
|
|||
|
"554859 [gmail.com, gmail.com, hotmail.com, baldwin.ed... \n",
|
|||
|
"1381092 NaN \n",
|
|||
|
"2679353 NaN \n",
|
|||
|
"3354430 NaN \n",
|
|||
|
"4004281 [ise.pw.edu.pl, elka.pw.edu.pl, cern.ch] \n",
|
|||
|
"4022480 NaN \n",
|
|||
|
"6335357 [gmail.com] \n",
|
|||
|
"6489838 NaN \n",
|
|||
|
"7570584 NaN \n",
|
|||
|
"10240510 NaN \n",
|
|||
|
"10448304 NaN \n",
|
|||
|
"10663894 NaN \n",
|
|||
|
"\n",
|
|||
|
" url_domains \n",
|
|||
|
"482862 [icomos.ro, unirioja.es, unirioja.es, unc.edu.... \n",
|
|||
|
"554859 [concytec.gob.pe, redalyc.org, redalyc.org, un... \n",
|
|||
|
"1381092 [goowonderland.com, goowonderland.com, goowond... \n",
|
|||
|
"2679353 [google.com, syekhnurjati.ac.id, orcid.org, bl... \n",
|
|||
|
"3354430 [youtube.com, isjaee.com, researchgate.net, re... \n",
|
|||
|
"4004281 [google.pl, publons.com, scopus.com, mendeley.... \n",
|
|||
|
"4022480 [worldassessmentcouncil.org, spseke.sk, bcs.or... \n",
|
|||
|
"6335357 [microsoft.com, twitter.com, academia.edu, aca... \n",
|
|||
|
"6489838 [biowebspin.com, biowebspin.com, google.com, l... \n",
|
|||
|
"7570584 [cnpq.br, cnpq.br, cnpq.br, cnpq.br, publons.c... \n",
|
|||
|
"10240510 [researchgate.net, youtube.com, linkedin.com, ... \n",
|
|||
|
"10448304 [yumpu.com, ijopm.org, google.com, blogspot.co... \n",
|
|||
|
"10663894 [geethashishu.in, geethashishu.in, acm.org, go... "
|
|||
|
]
|
|||
|
},
|
|||
|
"execution_count": 50,
|
|||
|
"metadata": {},
|
|||
|
"output_type": "execute_result"
|
|||
|
}
|
|||
|
],
|
|||
|
"source": [
|
|||
|
"df[(df['url_domains'].str.len() > 50) & (df['n_works'] > 0)]"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 51,
|
|||
|
"metadata": {},
|
|||
|
"outputs": [
|
|||
|
{
|
|||
|
"data": {
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|
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|||
|
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|||
|
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|||
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|
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|||
|
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|
|||
|
"</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>url_domains</th>\n",
|
|||
|
" </tr>\n",
|
|||
|
" </thead>\n",
|
|||
|
" <tbody>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>45566</th>\n",
|
|||
|
" <td>0000-0003-1948-3180</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>Mark</td>\n",
|
|||
|
" <td>Katz</td>\n",
|
|||
|
" <td>Mark N. Katz is a professor of government and ...</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[[Adjusting to Change: American Foreign Policy...</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[[Scopus Author ID, 25649901800]]</td>\n",
|
|||
|
" <td>[[Political Science, Ph.D., Massachusetts Inst...</td>\n",
|
|||
|
" <td>[[Professor of Government and Politics, George...</td>\n",
|
|||
|
" <td>58</td>\n",
|
|||
|
" <td>[Scopus - Elsevier]</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[wordpress.com, marknkatz.com, gmu.edu, atlant...</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>72674</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>NaN</td>\n",
|
|||
|
" <td>NaN</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>[onhealth.vn, onhealth.vn, onhealth.vn, onheal...</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>172820</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>NaN</td>\n",
|
|||
|
" <td>[Exolinguistics, Ethnoastronomy, Sociology of ...</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>[af.mil, gst.com, govtribe.com, sbir.gov, open...</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>209505</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>NaN</td>\n",
|
|||
|
" <td>NaN</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>[grfdt.com, linkedin.com, academia.edu, resear...</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>259877</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>NaN</td>\n",
|
|||
|
" <td>[Akuntansi, Akuntansi Syariah]</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>[stiesyariahbengkalis.ac.id, lipi.go.id, cross...</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>10494820</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>NaN</td>\n",
|
|||
|
" <td>[Historia - Prostitución - Mujeres - Enfermeda...</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>[unlam.edu.ar, unirioja.es, amazon.fr, abebook...</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>10495806</th>\n",
|
|||
|
" <td>0000-0002-1700-8311</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>Fix-IT</td>\n",
|
|||
|
" <td>Rite</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[Best Heating & Plumbing Company]</td>\n",
|
|||
|
" <td>[[Website, https://fix-itrite.com], [Muckrack,...</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[Plumber, Appliance, Refrigerator, Repair , Se...</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>[Fix-It Rite]</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[fix-itrite.com, muckrack.com, tumblr.com, dri...</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>10633545</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>NaN</td>\n",
|
|||
|
" <td>[Researchers-Conservator for the Architectural...</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>[wordpress.com, wordpress.com, linkedin.com, f...</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>10648241</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",
|
|||
|
" <td>Yavar</td>\n",
|
|||
|
" <td>Senior Research Assistant and Phd Student in O...</td>\n",
|
|||
|
" <td>[B. Yavar, Yavar Bijan]</td>\n",
|
|||
|
" <td>[[Web of Science (Pub) Researcher ID: A-3544-2...</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[Certainty and Uncertainty, Risk Analysis (Qua...</td>\n",
|
|||
|
" <td>[[Scopus Author ID, 56556873600]]</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>6</td>\n",
|
|||
|
" <td>[Scopus - Elsevier]</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[publons.com, articulate.com, zenodo.org, orci...</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>10679699</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>NaN</td>\n",
|
|||
|
" <td>NaN</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>[springer.com, sciencedirect.com, sciencedirec...</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" </tbody>\n",
|
|||
|
"</table>\n",
|
|||
|
"<p>139 rows × 20 columns</p>\n",
|
|||
|
"</div>"
|
|||
|
],
|
|||
|
"text/plain": [
|
|||
|
" orcid claimed verified_email \\\n",
|
|||
|
"45566 0000-0003-1948-3180 1 1 \n",
|
|||
|
"72674 0000-0002-2000-8339 1 1 \n",
|
|||
|
"172820 0000-0001-9293-2224 1 1 \n",
|
|||
|
"209505 0000-0003-3045-0056 1 1 \n",
|
|||
|
"259877 0000-0003-1815-5732 1 1 \n",
|
|||
|
"... ... ... ... \n",
|
|||
|
"10494820 0000-0002-1324-7171 1 1 \n",
|
|||
|
"10495806 0000-0002-1700-8311 1 1 \n",
|
|||
|
"10633545 0000-0003-2676-4431 1 1 \n",
|
|||
|
"10648241 0000-0001-8157-0600 1 1 \n",
|
|||
|
"10679699 0000-0002-9874-1450 1 1 \n",
|
|||
|
"\n",
|
|||
|
" verified_primary_email given_names \\\n",
|
|||
|
"45566 1 Mark \n",
|
|||
|
"72674 1 Phòng khám tư nhân Hà Nội \n",
|
|||
|
"172820 1 Juan Carlos \n",
|
|||
|
"209505 1 Ananda \n",
|
|||
|
"259877 1 JAS \n",
|
|||
|
"... ... ... \n",
|
|||
|
"10494820 1 Vanesa Natalia \n",
|
|||
|
"10495806 1 Fix-IT \n",
|
|||
|
"10633545 1 Benny \n",
|
|||
|
"10648241 1 Bijan \n",
|
|||
|
"10679699 1 FENGZHI \n",
|
|||
|
"\n",
|
|||
|
" family_name \\\n",
|
|||
|
"45566 Katz \n",
|
|||
|
"72674 NaN \n",
|
|||
|
"172820 Garcia Hoyos \n",
|
|||
|
"209505 Majumdar \n",
|
|||
|
"259877 (Jurnal Akuntansi Syariah) \n",
|
|||
|
"... ... \n",
|
|||
|
"10494820 Rodriguez \n",
|
|||
|
"10495806 Rite \n",
|
|||
|
"10633545 Soewandi \n",
|
|||
|
"10648241 Yavar \n",
|
|||
|
"10679699 WU \n",
|
|||
|
"\n",
|
|||
|
" biography \\\n",
|
|||
|
"45566 Mark N. Katz is a professor of government and ... \n",
|
|||
|
"72674 NaN \n",
|
|||
|
"172820 My name is Juan Carlos García Hoyos. I was bor... \n",
|
|||
|
"209505 I am Ananda Majumdar, Child Care Educator at B... \n",
|
|||
|
"259877 JAS (Jurnal Akuntansi Syariah) published in pr... \n",
|
|||
|
"... ... \n",
|
|||
|
"10494820 Nombre y Apellido: Vanesa Natalia Rodriguez. ... \n",
|
|||
|
"10495806 NaN \n",
|
|||
|
"10633545 NaN \n",
|
|||
|
"10648241 Senior Research Assistant and Phd Student in O... \n",
|
|||
|
"10679699 NaN \n",
|
|||
|
"\n",
|
|||
|
" other_names \\\n",
|
|||
|
"45566 NaN \n",
|
|||
|
"72674 NaN \n",
|
|||
|
"172820 [Juan Carlos Garcia Hoyos /, EXTRATERRANOVAS /... \n",
|
|||
|
"209505 NaN \n",
|
|||
|
"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",
|
|||
|
"10494820 [[De rufianes y franchutas Representaciones y ... NaN \n",
|
|||
|
"10495806 [[Website, https://fix-itrite.com], [Muckrack,... NaN \n",
|
|||
|
"10633545 [[Conservation Efforts as a Result of Theoreti... NaN \n",
|
|||
|
"10648241 [[Web of Science (Pub) Researcher ID: A-3544-2... NaN \n",
|
|||
|
"10679699 [[A Systematic Study on the Dynamic Softening ... NaN \n",
|
|||
|
"\n",
|
|||
|
" other_emails keywords \\\n",
|
|||
|
"45566 NaN NaN \n",
|
|||
|
"72674 NaN NaN \n",
|
|||
|
"172820 NaN [Exolinguistics, Ethnoastronomy, Sociology of ... \n",
|
|||
|
"209505 NaN NaN \n",
|
|||
|
"259877 NaN [Akuntansi, Akuntansi Syariah] \n",
|
|||
|
"... ... ... \n",
|
|||
|
"10494820 NaN [Historia - Prostitución - Mujeres - Enfermeda... \n",
|
|||
|
"10495806 NaN [Plumber, Appliance, Refrigerator, Repair , Se... \n",
|
|||
|
"10633545 NaN [Researchers-Conservator for the Architectural... \n",
|
|||
|
"10648241 NaN [Certainty and Uncertainty, Risk Analysis (Qua... \n",
|
|||
|
"10679699 NaN NaN \n",
|
|||
|
"\n",
|
|||
|
" external_ids \\\n",
|
|||
|
"45566 [[Scopus Author ID, 25649901800]] \n",
|
|||
|
"72674 NaN \n",
|
|||
|
"172820 NaN \n",
|
|||
|
"209505 NaN \n",
|
|||
|
"259877 NaN \n",
|
|||
|
"... ... \n",
|
|||
|
"10494820 NaN \n",
|
|||
|
"10495806 NaN \n",
|
|||
|
"10633545 NaN \n",
|
|||
|
"10648241 [[Scopus Author ID, 56556873600]] \n",
|
|||
|
"10679699 NaN \n",
|
|||
|
"\n",
|
|||
|
" education \\\n",
|
|||
|
"45566 [[Political Science, Ph.D., Massachusetts Inst... \n",
|
|||
|
"72674 NaN \n",
|
|||
|
"172820 [[Faculty of Philosophy, History - Ph.D., Char... \n",
|
|||
|
"209505 [[Education , B.Ed. After Degree , University ... \n",
|
|||
|
"259877 NaN \n",
|
|||
|
"... ... \n",
|
|||
|
"10494820 [[, Maestría en Ciencias Sociales con Mención ... \n",
|
|||
|
"10495806 NaN \n",
|
|||
|
"10633545 NaN \n",
|
|||
|
"10648241 NaN \n",
|
|||
|
"10679699 NaN \n",
|
|||
|
"\n",
|
|||
|
" employment n_works \\\n",
|
|||
|
"45566 [[Professor of Government and Politics, George... 58 \n",
|
|||
|
"72674 NaN 4 \n",
|
|||
|
"172820 [[responsible for the Project Service Level Ag... 20 \n",
|
|||
|
"209505 [[General Coordinator- University of Alberta C... 43 \n",
|
|||
|
"259877 NaN 67 \n",
|
|||
|
"... ... ... \n",
|
|||
|
"10494820 [[Profesora, Universidad Nacional de La Matanz... 7 \n",
|
|||
|
"10495806 NaN 1 \n",
|
|||
|
"10633545 [[Membership, Paguyuban Pelestarian Budaya Ban... 2 \n",
|
|||
|
"10648241 NaN 6 \n",
|
|||
|
"10679699 NaN 3 \n",
|
|||
|
"\n",
|
|||
|
" works_source primary_email_domain \\\n",
|
|||
|
"45566 [Scopus - Elsevier] NaN \n",
|
|||
|
"72674 [Phòng khám tư nhân Hà Nội] NaN \n",
|
|||
|
"172820 [Juan Carlos Garcia Hoyos] NaN \n",
|
|||
|
"209505 [Ananda Majumdar] NaN \n",
|
|||
|
"259877 [JAS (Jurnal Akuntansi Syariah)] NaN \n",
|
|||
|
"... ... ... \n",
|
|||
|
"10494820 [Vanesa Natalia Rodriguez] NaN \n",
|
|||
|
"10495806 [Fix-It Rite] NaN \n",
|
|||
|
"10633545 [Benny Soewandi] NaN \n",
|
|||
|
"10648241 [Scopus - Elsevier] NaN \n",
|
|||
|
"10679699 [FENGZHI WU] NaN \n",
|
|||
|
"\n",
|
|||
|
" other_email_domains \\\n",
|
|||
|
"45566 NaN \n",
|
|||
|
"72674 NaN \n",
|
|||
|
"172820 NaN \n",
|
|||
|
"209505 NaN \n",
|
|||
|
"259877 NaN \n",
|
|||
|
"... ... \n",
|
|||
|
"10494820 NaN \n",
|
|||
|
"10495806 NaN \n",
|
|||
|
"10633545 NaN \n",
|
|||
|
"10648241 NaN \n",
|
|||
|
"10679699 NaN \n",
|
|||
|
"\n",
|
|||
|
" url_domains \n",
|
|||
|
"45566 [wordpress.com, marknkatz.com, gmu.edu, atlant... \n",
|
|||
|
"72674 [onhealth.vn, onhealth.vn, onhealth.vn, onheal... \n",
|
|||
|
"172820 [af.mil, gst.com, govtribe.com, sbir.gov, open... \n",
|
|||
|
"209505 [grfdt.com, linkedin.com, academia.edu, resear... \n",
|
|||
|
"259877 [stiesyariahbengkalis.ac.id, lipi.go.id, cross... \n",
|
|||
|
"... ... \n",
|
|||
|
"10494820 [unlam.edu.ar, unirioja.es, amazon.fr, abebook... \n",
|
|||
|
"10495806 [fix-itrite.com, muckrack.com, tumblr.com, dri... \n",
|
|||
|
"10633545 [wordpress.com, wordpress.com, linkedin.com, f... \n",
|
|||
|
"10648241 [publons.com, articulate.com, zenodo.org, orci... \n",
|
|||
|
"10679699 [springer.com, sciencedirect.com, sciencedirec... \n",
|
|||
|
"\n",
|
|||
|
"[139 rows x 20 columns]"
|
|||
|
]
|
|||
|
},
|
|||
|
"execution_count": 51,
|
|||
|
"metadata": {},
|
|||
|
"output_type": "execute_result"
|
|||
|
}
|
|||
|
],
|
|||
|
"source": [
|
|||
|
"df[(df['url_domains'].str.len() > 10) & (df['n_works'] > 0) & (df['works_source'].str.len() == 1)]"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 52,
|
|||
|
"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>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>url_domains</th>\n",
|
|||
|
" </tr>\n",
|
|||
|
" </thead>\n",
|
|||
|
" <tbody>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>0</th>\n",
|
|||
|
" <td>0000-0003-1948-3180</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>Mark</td>\n",
|
|||
|
" <td>Katz</td>\n",
|
|||
|
" <td>Mark N. Katz is a professor of government and ...</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[[Adjusting to Change: American Foreign Policy...</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[[Scopus Author ID, 25649901800]]</td>\n",
|
|||
|
" <td>[[Political Science, Ph.D., Massachusetts Inst...</td>\n",
|
|||
|
" <td>[[Professor of Government and Politics, George...</td>\n",
|
|||
|
" <td>58</td>\n",
|
|||
|
" <td>Scopus - Elsevier</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[wordpress.com, marknkatz.com, gmu.edu, atlant...</td>\n",
|
|||
|
" </tr>\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>NaN</td>\n",
|
|||
|
" <td>NaN</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>[onhealth.vn, onhealth.vn, onhealth.vn, onheal...</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>NaN</td>\n",
|
|||
|
" <td>[Exolinguistics, Ethnoastronomy, Sociology of ...</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>[af.mil, gst.com, govtribe.com, sbir.gov, open...</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>NaN</td>\n",
|
|||
|
" <td>NaN</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>[grfdt.com, linkedin.com, academia.edu, resear...</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>NaN</td>\n",
|
|||
|
" <td>[Akuntansi, Akuntansi Syariah]</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>[stiesyariahbengkalis.ac.id, lipi.go.id, cross...</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>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>NaN</td>\n",
|
|||
|
" <td>[Historia - Prostitución - Mujeres - Enfermeda...</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>[unlam.edu.ar, unirioja.es, amazon.fr, abebook...</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <tr>\n",
|
|||
|
" <th>135</th>\n",
|
|||
|
" <td>0000-0002-1700-8311</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>Fix-IT</td>\n",
|
|||
|
" <td>Rite</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[Best Heating & Plumbing Company]</td>\n",
|
|||
|
" <td>[[Website, https://fix-itrite.com], [Muckrack,...</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[Plumber, Appliance, Refrigerator, Repair , Se...</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>1</td>\n",
|
|||
|
" <td>Fix-It Rite</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[fix-itrite.com, muckrack.com, tumblr.com, dri...</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>NaN</td>\n",
|
|||
|
" <td>[Researchers-Conservator for the Architectural...</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>[wordpress.com, wordpress.com, linkedin.com, f...</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" <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",
|
|||
|
" <td>Yavar</td>\n",
|
|||
|
" <td>Senior Research Assistant and Phd Student in O...</td>\n",
|
|||
|
" <td>[B. Yavar, Yavar Bijan]</td>\n",
|
|||
|
" <td>[[Web of Science (Pub) Researcher ID: A-3544-2...</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[Certainty and Uncertainty, Risk Analysis (Qua...</td>\n",
|
|||
|
" <td>[[Scopus Author ID, 56556873600]]</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>6</td>\n",
|
|||
|
" <td>Scopus - Elsevier</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>NaN</td>\n",
|
|||
|
" <td>[publons.com, articulate.com, zenodo.org, orci...</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>NaN</td>\n",
|
|||
|
" <td>NaN</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>[springer.com, sciencedirect.com, sciencedirec...</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" </tbody>\n",
|
|||
|
"</table>\n",
|
|||
|
"<p>139 rows × 20 columns</p>\n",
|
|||
|
"</div>"
|
|||
|
],
|
|||
|
"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",
|
|||
|
" other_emails keywords \\\n",
|
|||
|
"0 NaN NaN \n",
|
|||
|
"1 NaN NaN \n",
|
|||
|
"2 NaN [Exolinguistics, Ethnoastronomy, Sociology of ... \n",
|
|||
|
"3 NaN NaN \n",
|
|||
|
"4 NaN [Akuntansi, Akuntansi Syariah] \n",
|
|||
|
".. ... ... \n",
|
|||
|
"134 NaN [Historia - Prostitución - Mujeres - Enfermeda... \n",
|
|||
|
"135 NaN [Plumber, Appliance, Refrigerator, Repair , Se... \n",
|
|||
|
"136 NaN [Researchers-Conservator for the Architectural... \n",
|
|||
|
"137 NaN [Certainty and Uncertainty, Risk Analysis (Qua... \n",
|
|||
|
"138 NaN 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",
|
|||
|
"1 NaN \n",
|
|||
|
"2 [[Faculty of Philosophy, History - Ph.D., Char... \n",
|
|||
|
"3 [[Education , B.Ed. After Degree , University ... \n",
|
|||
|
"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",
|
|||
|
"136 [[Membership, Paguyuban Pelestarian Budaya Ban... 2 \n",
|
|||
|
"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",
|
|||
|
" url_domains \n",
|
|||
|
"0 [wordpress.com, marknkatz.com, gmu.edu, atlant... \n",
|
|||
|
"1 [onhealth.vn, onhealth.vn, onhealth.vn, onheal... \n",
|
|||
|
"2 [af.mil, gst.com, govtribe.com, sbir.gov, open... \n",
|
|||
|
"3 [grfdt.com, linkedin.com, academia.edu, resear... \n",
|
|||
|
"4 [stiesyariahbengkalis.ac.id, lipi.go.id, cross... \n",
|
|||
|
".. ... \n",
|
|||
|
"134 [unlam.edu.ar, unirioja.es, amazon.fr, abebook... \n",
|
|||
|
"135 [fix-itrite.com, muckrack.com, tumblr.com, dri... \n",
|
|||
|
"136 [wordpress.com, wordpress.com, linkedin.com, f... \n",
|
|||
|
"137 [publons.com, articulate.com, zenodo.org, orci... \n",
|
|||
|
"138 [springer.com, sciencedirect.com, sciencedirec... \n",
|
|||
|
"\n",
|
|||
|
"[139 rows x 20 columns]"
|
|||
|
]
|
|||
|
},
|
|||
|
"execution_count": 52,
|
|||
|
"metadata": {},
|
|||
|
"output_type": "execute_result"
|
|||
|
}
|
|||
|
],
|
|||
|
"source": [
|
|||
|
"exploded_sources = df[(df['url_domains'].str.len() > 10) & (df['n_works'] > 0) & (df['works_source'].str.len() == 1)].explode('works_source').reset_index(drop=True)\n",
|
|||
|
"exploded_sources"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 53,
|
|||
|
"metadata": {},
|
|||
|
"outputs": [
|
|||
|
{
|
|||
|
"data": {
|
|||
|
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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",
|
|||
|
" .dataframe tbody tr th {\n",
|
|||
|
" vertical-align: top;\n",
|
|||
|
" }\n",
|
|||
|
"\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>url_domains</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>NaN</td>\n",
|
|||
|
" <td>NaN</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>[onhealth.vn, onhealth.vn, onhealth.vn, onheal...</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>NaN</td>\n",
|
|||
|
" <td>[Exolinguistics, Ethnoastronomy, Sociology of ...</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>[af.mil, gst.com, govtribe.com, sbir.gov, open...</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>NaN</td>\n",
|
|||
|
" <td>NaN</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>[grfdt.com, linkedin.com, academia.edu, resear...</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>NaN</td>\n",
|
|||
|
" <td>[Akuntansi, Akuntansi Syariah]</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>[stiesyariahbengkalis.ac.id, lipi.go.id, cross...</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>NaN</td>\n",
|
|||
|
" <td>[Applied Econometrics, Development Economics, ...</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>[scopus.com, mendeley.com, publons.com, resear...</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>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>NaN</td>\n",
|
|||
|
" <td>[Womens Studies, Philosophy, Ancient Greek, Sa...</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>[spinifexpress.com.au, linkedin.com, twitter.c...</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>NaN</td>\n",
|
|||
|
" <td>[FILOSOFIA MEDICINA ARQUITECTURA ECONOMÍA DERE...</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>[yumpu.com, ijopm.org, google.com, blogspot.co...</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>NaN</td>\n",
|
|||
|
" <td>[Historia - Prostitución - Mujeres - Enfermeda...</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>[unlam.edu.ar, unirioja.es, amazon.fr, abebook...</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>NaN</td>\n",
|
|||
|
" <td>[Researchers-Conservator for the Architectural...</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>[wordpress.com, wordpress.com, linkedin.com, f...</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>NaN</td>\n",
|
|||
|
" <td>NaN</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>[springer.com, sciencedirect.com, sciencedirec...</td>\n",
|
|||
|
" </tr>\n",
|
|||
|
" </tbody>\n",
|
|||
|
"</table>\n",
|
|||
|
"<p>108 rows × 20 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",
|
|||
|
" other_emails keywords \\\n",
|
|||
|
"1 NaN NaN \n",
|
|||
|
"2 NaN [Exolinguistics, Ethnoastronomy, Sociology of ... \n",
|
|||
|
"3 NaN NaN \n",
|
|||
|
"4 NaN [Akuntansi, Akuntansi Syariah] \n",
|
|||
|
"5 NaN [Applied Econometrics, Development Economics, ... \n",
|
|||
|
".. ... ... \n",
|
|||
|
"132 NaN [Womens Studies, Philosophy, Ancient Greek, Sa... \n",
|
|||
|
"133 NaN [FILOSOFIA MEDICINA ARQUITECTURA ECONOMÍA DERE... \n",
|
|||
|
"134 NaN [Historia - Prostitución - Mujeres - Enfermeda... \n",
|
|||
|
"136 NaN [Researchers-Conservator for the Architectural... \n",
|
|||
|
"138 NaN 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 other_email_domains \\\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",
|
|||
|
"5 Caroline Wanjiru Kariuki NaN NaN \n",
|
|||
|
".. ... ... ... \n",
|
|||
|
"132 Susan Hawthorne NaN NaN \n",
|
|||
|
"133 JUAN DE DIOS BELTR´´ÁN MANCILLA NaN NaN \n",
|
|||
|
"134 Vanesa Natalia Rodriguez NaN NaN \n",
|
|||
|
"136 Benny Soewandi NaN NaN \n",
|
|||
|
"138 FENGZHI WU NaN NaN \n",
|
|||
|
"\n",
|
|||
|
" url_domains \n",
|
|||
|
"1 [onhealth.vn, onhealth.vn, onhealth.vn, onheal... \n",
|
|||
|
"2 [af.mil, gst.com, govtribe.com, sbir.gov, open... \n",
|
|||
|
"3 [grfdt.com, linkedin.com, academia.edu, resear... \n",
|
|||
|
"4 [stiesyariahbengkalis.ac.id, lipi.go.id, cross... \n",
|
|||
|
"5 [scopus.com, mendeley.com, publons.com, resear... \n",
|
|||
|
".. ... \n",
|
|||
|
"132 [spinifexpress.com.au, linkedin.com, twitter.c... \n",
|
|||
|
"133 [yumpu.com, ijopm.org, google.com, blogspot.co... \n",
|
|||
|
"134 [unlam.edu.ar, unirioja.es, amazon.fr, abebook... \n",
|
|||
|
"136 [wordpress.com, wordpress.com, linkedin.com, f... \n",
|
|||
|
"138 [springer.com, sciencedirect.com, sciencedirec... \n",
|
|||
|
"\n",
|
|||
|
"[108 rows x 20 columns]"
|
|||
|
]
|
|||
|
},
|
|||
|
"execution_count": 53,
|
|||
|
"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": "code",
|
|||
|
"execution_count": 54,
|
|||
|
"metadata": {},
|
|||
|
"outputs": [],
|
|||
|
"source": [
|
|||
|
"def remove_own_source(lst, own):\n",
|
|||
|
" res = []\n",
|
|||
|
" if isinstance(lst, list) and pd.notna(own):\n",
|
|||
|
" for ws in lst:\n",
|
|||
|
" if ws.find(own) == -1:\n",
|
|||
|
" res.append(ws)\n",
|
|||
|
" return res\n",
|
|||
|
" else:\n",
|
|||
|
" return np.na()"
|
|||
|
]
|
|||
|
},
|
|||
|
{
|
|||
|
"cell_type": "code",
|
|||
|
"execution_count": 55,
|
|||
|
"metadata": {},
|
|||
|
"outputs": [
|
|||
|
{
|
|||
|
"ename": "NameError",
|
|||
|
"evalue": "name 'np' is not defined",
|
|||
|
"output_type": "error",
|
|||
|
"traceback": [
|
|||
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|||
|
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
|
|||
|
"\u001b[0;32m<ipython-input-55-fb84921b6ce6>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'ext_works_source'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mremove_own_source\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'works_source'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'given_names'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
|
|||
|
"\u001b[0;32m~/.virtualenvs/data-science/lib/python3.8/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36mapply\u001b[0;34m(self, func, axis, raw, result_type, args, **kwds)\u001b[0m\n\u001b[1;32m 7766\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7767\u001b[0m )\n\u001b[0;32m-> 7768\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 7769\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7770\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mapplymap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mna_action\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|||
|
"\u001b[0;32m~/.virtualenvs/data-science/lib/python3.8/site-packages/pandas/core/apply.py\u001b[0m in \u001b[0;36mget_result\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 183\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply_raw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 184\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 185\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply_standard\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 186\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 187\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mapply_empty_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
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|
"\u001b[0;32m~/.virtualenvs/data-science/lib/python3.8/site-packages/pandas/core/apply.py\u001b[0m in \u001b[0;36mapply_standard\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 274\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 275\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mapply_standard\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 276\u001b[0;31m \u001b[0mresults\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mres_index\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply_series_generator\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 277\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 278\u001b[0m \u001b[0;31m# wrap results\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|||
|
"\u001b[0;32m~/.virtualenvs/data-science/lib/python3.8/site-packages/pandas/core/apply.py\u001b[0m in \u001b[0;36mapply_series_generator\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 288\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mv\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mseries_gen\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 289\u001b[0m \u001b[0;31m# ignore SettingWithCopy here in case the user mutates\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 290\u001b[0;31m \u001b[0mresults\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mv\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 291\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresults\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mABCSeries\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 292\u001b[0m \u001b[0;31m# If we have a view on v, we need to make a copy because\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|||
|
"\u001b[0;32m<ipython-input-55-fb84921b6ce6>\u001b[0m in \u001b[0;36m<lambda>\u001b[0;34m(x)\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'ext_works_source'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mremove_own_source\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'works_source'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'given_names'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
|
|||
|
"\u001b[0;32m<ipython-input-54-7e0c4e0b4cf4>\u001b[0m in \u001b[0;36mremove_own_source\u001b[0;34m(lst, own)\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mres\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mna\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
|
|||
|
"\u001b[0;31mNameError\u001b[0m: name 'np' is not defined"
|
|||
|
]
|
|||
|
}
|
|||
|
],
|
|||
|
"source": [
|
|||
|
"df['ext_works_source'] = df.apply(lambda x: remove_own_source(x['works_source'], x['given_names']), axis=1)"
|
|||
|
]
|
|||
|
}
|
|||
|
],
|
|||
|
"metadata": {
|
|||
|
"kernelspec": {
|
|||
|
"display_name": "Python 3",
|
|||
|
"language": "python",
|
|||
|
"name": "python3"
|
|||
|
},
|
|||
|
"language_info": {
|
|||
|
"codemirror_mode": {
|
|||
|
"name": "ipython",
|
|||
|
"version": 3
|
|||
|
},
|
|||
|
"file_extension": ".py",
|
|||
|
"mimetype": "text/x-python",
|
|||
|
"name": "python",
|
|||
|
"nbconvert_exporter": "python",
|
|||
|
"pygments_lexer": "ipython3",
|
|||
|
"version": "3.8.3"
|
|||
|
}
|
|||
|
},
|
|||
|
"nbformat": 4,
|
|||
|
"nbformat_minor": 4
|
|||
|
}
|