14013 lines
477 KiB
Plaintext
14013 lines
477 KiB
Plaintext
{
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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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"# Exploratory analysis"
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||
]
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},
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{
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||
"cell_type": "markdown",
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||
"metadata": {},
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||
"source": [
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"TODO:\n",
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"- Understanding the reason for fake profiles can bring insight on how to catch them (could be trivial with prior knowledge, e.g., SEO hacking => URLs)\n",
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"- Make casistics (e.g. author publishing with empty orcid, author publishing but not on OpenAIRE, etc.)\n",
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"- Temporal dimension of any use?\n",
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"- Can we access private info thanks to the OpenAIRE-ORCID agreement?\n"
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]
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},
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{
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||
"cell_type": "code",
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||
"execution_count": 1,
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||
"metadata": {},
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||
"outputs": [
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||
{
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"data": {
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"text/html": [
|
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" <script type=\"text/javascript\">\n",
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" window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
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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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"import plotly.express as px\n",
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"\n",
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"init_notebook_mode(connected=True)\n",
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"TOP_N = 0\n",
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"TOP_RANGE = [0, 0]\n",
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"def set_top_n(n):\n",
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" global TOP_N, TOP_RANGE\n",
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" TOP_N = n\n",
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" TOP_RANGE = [-.5, 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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"Notable anomalies:"
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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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"VALID_NO_OA = '0000-0002-5154-6404' # True profile, but not in OpenAIRE\n",
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"# todo: find group-shared ORCiD, if possible"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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||
"source": [
|
||
"Notable fake ORCID iDs:"
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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": 6,
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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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"<div>\n",
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"<style scoped>\n",
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" .dataframe thead th {\n",
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"<table border=\"1\" class=\"dataframe\">\n",
|
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" <thead>\n",
|
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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",
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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>...</th>\n",
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||
" <th>employment</th>\n",
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||
" <th>n_works</th>\n",
|
||
" <th>works_source</th>\n",
|
||
" <th>activation_date</th>\n",
|
||
" <th>last_update_date</th>\n",
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||
" <th>n_doi</th>\n",
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||
" <th>n_arxiv</th>\n",
|
||
" <th>n_pmc</th>\n",
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||
" <th>n_other_pids</th>\n",
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||
" <th>label</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>...</td>\n",
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" <td>NaN</td>\n",
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" <td>0</td>\n",
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" <td>NaN</td>\n",
|
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" <td>2019-06-05t20:25:43.066z</td>\n",
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" <td>2019-12-11t03:57:41.741z</td>\n",
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" <td>0</td>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>0000-0001-5943-0732</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",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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||
" <td>...</td>\n",
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||
" <td>NaN</td>\n",
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||
" <td>0</td>\n",
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||
" <td>NaN</td>\n",
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||
" <td>2015-08-18t13:10:42.871z</td>\n",
|
||
" <td>2016-06-15t01:05:19.986z</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
|
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" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>0000-0001-6083-622x</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
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" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
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||
" <td>NaN</td>\n",
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||
" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>...</td>\n",
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" <td>NaN</td>\n",
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" <td>0</td>\n",
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" <td>NaN</td>\n",
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" <td>2019-01-21t10:55:27.997z</td>\n",
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" <td>2019-01-28t16:24:02.199z</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>0000-0001-6262-5709</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
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||
" <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>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
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" <td>2015-08-18t14:29:39.440z</td>\n",
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" <td>2017-06-21t07:18:20.787z</td>\n",
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" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>0000-0001-6616-4890</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",
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" <td>NaN</td>\n",
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||
" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>...</td>\n",
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" </tbody>\n",
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"</table>\n",
|
||
"<p>5 rows × 24 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" orcid claimed verified_email verified_primary_email \\\n",
|
||
"0 0000-0001-5009-2052 1 1 1 \n",
|
||
"1 0000-0001-5943-0732 1 1 1 \n",
|
||
"2 0000-0001-6083-622x 1 1 1 \n",
|
||
"3 0000-0001-6262-5709 1 1 1 \n",
|
||
"4 0000-0001-6616-4890 1 1 1 \n",
|
||
"\n",
|
||
" given_names family_name biography other_names urls primary_email ... \\\n",
|
||
"0 NaN NaN NaN NaN NaN NaN ... \n",
|
||
"1 NaN NaN NaN NaN NaN NaN ... \n",
|
||
"2 NaN NaN NaN NaN NaN NaN ... \n",
|
||
"3 NaN NaN NaN NaN NaN NaN ... \n",
|
||
"4 NaN NaN NaN NaN NaN NaN ... \n",
|
||
"\n",
|
||
" employment n_works works_source activation_date \\\n",
|
||
"0 NaN 0 NaN 2019-06-05t20:25:43.066z \n",
|
||
"1 NaN 0 NaN 2015-08-18t13:10:42.871z \n",
|
||
"2 NaN 0 NaN 2019-01-21t10:55:27.997z \n",
|
||
"3 NaN 0 NaN 2015-08-18t14:29:39.440z \n",
|
||
"4 NaN 0 NaN 2015-08-13t01:59:51.802z \n",
|
||
"\n",
|
||
" last_update_date n_doi n_arxiv n_pmc n_other_pids label \n",
|
||
"0 2019-12-11t03:57:41.741z 0 0 0 0 0 \n",
|
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|
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"2 2019-01-28t16:24:02.199z 0 0 0 0 0 \n",
|
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"3 2017-06-21t07:18:20.787z 0 0 0 0 0 \n",
|
||
"4 2016-06-15t01:05:21.373z 0 0 0 0 0 \n",
|
||
"\n",
|
||
"[5 rows x 24 columns]"
|
||
]
|
||
},
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df = pd.read_pickle('../data/processed/dataset.pkl')\n",
|
||
"df.head(5)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Notable profiles inspection"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"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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" <th>primary_email</th>\n",
|
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|
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" <td>andrea</td>\n",
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" <td>mannocci</td>\n",
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" <td>data scientist & researcher; scholarly knowled...</td>\n",
|
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|
||
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|
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|
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|
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"text/plain": [
|
||
" orcid claimed verified_email verified_primary_email \\\n",
|
||
"1575869 0000-0002-5193-7851 1 1 1 \n",
|
||
"\n",
|
||
" given_names family_name \\\n",
|
||
"1575869 andrea mannocci \n",
|
||
"\n",
|
||
" biography other_names \\\n",
|
||
"1575869 data scientist & researcher; scholarly knowled... NaN \n",
|
||
"\n",
|
||
" urls \\\n",
|
||
"1575869 [[personal website, https://andremann.github.i... \n",
|
||
"\n",
|
||
" primary_email ... \\\n",
|
||
"1575869 andrea.mannocci@isti.cnr.it ... \n",
|
||
"\n",
|
||
" employment n_works \\\n",
|
||
"1575869 [[research associate, istituto di scienza e te... 37 \n",
|
||
"\n",
|
||
" works_source \\\n",
|
||
"1575869 [scopus - elsevier, crossref metadata search, ... \n",
|
||
"\n",
|
||
" activation_date last_update_date n_doi n_arxiv \\\n",
|
||
"1575869 2017-09-12t14:28:33.467z 2021-03-09t08:32:47.840z 34 0 \n",
|
||
"\n",
|
||
" n_pmc n_other_pids label \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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|
||
"source": [
|
||
"df[df['orcid'] == AM]"
|
||
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|
||
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|
||
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|
||
"cell_type": "code",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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||
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|
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|
||
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|
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|
||
" orcid claimed verified_email verified_primary_email \\\n",
|
||
"6819986 0000-0001-6997-9470 1 1 1 \n",
|
||
"\n",
|
||
" given_names family_name biography other_names \\\n",
|
||
"6819986 other whatsapp NaN NaN \n",
|
||
"\n",
|
||
" urls primary_email ... \\\n",
|
||
"6819986 [[otherwhatsapp, https://otherwhatsapp.com/], ... NaN ... \n",
|
||
"\n",
|
||
" employment n_works works_source activation_date \\\n",
|
||
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|
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|
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|
||
"\n",
|
||
"[1 rows x 24 columns]"
|
||
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|
||
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|
||
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||
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|
||
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|
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|
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|
||
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|
||
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|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"orcid 10916574\n",
|
||
"claimed 10916574\n",
|
||
"verified_email 10916574\n",
|
||
"verified_primary_email 10916574\n",
|
||
"given_names 10886150\n",
|
||
"family_name 10601571\n",
|
||
"biography 348649\n",
|
||
"other_names 551482\n",
|
||
"urls 707687\n",
|
||
"primary_email 123851\n",
|
||
"other_emails 48306\n",
|
||
"keywords 646400\n",
|
||
"external_ids 1301959\n",
|
||
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|
||
"employment 2665092\n",
|
||
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|
||
"works_source 2721431\n",
|
||
"activation_date 10916574\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"label 10916574\n",
|
||
"dtype: int64"
|
||
]
|
||
},
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
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|
||
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|
||
"source": [
|
||
"df.count()"
|
||
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|
||
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|
||
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|
||
"cell_type": "code",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"text/plain": [
|
||
"count 10916574\n",
|
||
"unique 10916574\n",
|
||
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|
||
"freq 1\n",
|
||
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|
||
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|
||
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|
||
"execution_count": 10,
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"df['orcid'].describe()"
|
||
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|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Primary email"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
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|
||
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|
||
"data": {
|
||
"text/plain": [
|
||
"count 123851\n",
|
||
"unique 123848\n",
|
||
"top patrick.davey@monash.edu\n",
|
||
"freq 2\n",
|
||
"Name: primary_email, dtype: object"
|
||
]
|
||
},
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df['primary_email'].describe()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Dupe emails"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"6347224 maykin@owasp.org\n",
|
||
"7027865 patrick.davey@monash.edu\n",
|
||
"9529005 opercin@erbakan.edu.tr\n",
|
||
"Name: primary_email, dtype: object"
|
||
]
|
||
},
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df['primary_email'].dropna().loc[df['primary_email'].duplicated()]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
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||
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|
||
"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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|
||
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|
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|
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|
||
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|
||
" orcid claimed verified_email verified_primary_email \\\n",
|
||
"4450046 0000-0001-9855-1676 1 1 1 \n",
|
||
"6347224 0000-0002-0836-2271 1 1 1 \n",
|
||
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|
||
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|
||
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|
||
"6347224 maykin warasart NaN NaN NaN maykin@owasp.org \n",
|
||
"\n",
|
||
" ... n_works works_source activation_date \\\n",
|
||
"4450046 ... 0 NaN 2020-10-23t17:51:51.925z \n",
|
||
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|
||
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||
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|
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|
||
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|
||
"\n",
|
||
" primary_email_domain \n",
|
||
"4450046 owasp.org \n",
|
||
"6347224 owasp.org \n",
|
||
"\n",
|
||
"[2 rows x 25 columns]"
|
||
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|
||
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|
||
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|
||
"metadata": {},
|
||
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|
||
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|
||
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|
||
"source": [
|
||
"df[df['primary_email'] == 'maykin@owasp.org']"
|
||
]
|
||
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|
||
{
|
||
"cell_type": "code",
|
||
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|
||
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|
||
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||
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||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
" <tr>\n",
|
||
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|
||
" <td>0000-0002-2232-9638</td>\n",
|
||
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|
||
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||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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||
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|
||
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||
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||
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||
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|
||
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|
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||
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|
||
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||
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||
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|
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"9529005 0000-0003-0033-0918 1 1 1 \n",
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|
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|
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||
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||
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]
|
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},
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||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"set_top_n(30)\n",
|
||
"data = [\n",
|
||
" go.Bar(\n",
|
||
" x=primary_emails.sort_values(by=['orcid'], ascending=False).index[:TOP_N],\n",
|
||
" y=primary_emails.sort_values(by=['orcid'], ascending=False)['orcid'][:TOP_N]\n",
|
||
" )\n",
|
||
"]\n",
|
||
"\n",
|
||
"layout = go.Layout(\n",
|
||
" title='Top %s email domains' % TOP_N,\n",
|
||
" xaxis=dict(tickangle=45, tickfont=dict(size=12), range=TOP_RANGE)\n",
|
||
")\n",
|
||
"fig = go.Figure(data=data, layout=layout)\n",
|
||
"plotly.offline.iplot(fig)"
|
||
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|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Other emails"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def extract_email_domains(lst):\n",
|
||
" res = []\n",
|
||
" for email in lst:\n",
|
||
" res.append(email.split('@')[1])\n",
|
||
" return res"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 30,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df['other_email_domains'] = df['other_emails'].apply(lambda x: extract_email_domains(x) if isinstance(x, list) else x)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 31,
|
||
"metadata": {
|
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},
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|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>orcid</th>\n",
|
||
" <th>claimed</th>\n",
|
||
" <th>verified_email</th>\n",
|
||
" <th>verified_primary_email</th>\n",
|
||
" <th>given_names</th>\n",
|
||
" <th>family_name</th>\n",
|
||
" <th>biography</th>\n",
|
||
" <th>other_names</th>\n",
|
||
" <th>urls</th>\n",
|
||
" <th>primary_email</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>works_source</th>\n",
|
||
" <th>activation_date</th>\n",
|
||
" <th>last_update_date</th>\n",
|
||
" <th>n_doi</th>\n",
|
||
" <th>n_arxiv</th>\n",
|
||
" <th>n_pmc</th>\n",
|
||
" <th>n_other_pids</th>\n",
|
||
" <th>label</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>0000-0002-5774-8947</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[omah m. williams - duncan]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2014-03-07t04:34:39.598z</td>\n",
|
||
" <td>2019-05-21t17:08:12.202z</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[gmail.com]</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1199</th>\n",
|
||
" <td>0000-0003-2877-5492</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>aliasghar</td>\n",
|
||
" <td>khosroabadi</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>khosroedc@yahoo.com</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>[scopus - elsevier]</td>\n",
|
||
" <td>2018-01-19t13:40:29.874z</td>\n",
|
||
" <td>2019-12-11t02:19:08.160z</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>yahoo.com</td>\n",
|
||
" <td>[medsab.ac.ir, gmail.com]</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1995</th>\n",
|
||
" <td>0000-0001-8004-5054</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>angiola</td>\n",
|
||
" <td>orlando</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>angiola.orlando@mib.infn.it</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>[angiola orlando, crossref]</td>\n",
|
||
" <td>2015-08-31t09:12:02.349z</td>\n",
|
||
" <td>2020-06-22t14:22:31.786z</td>\n",
|
||
" <td>59</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>53</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>mib.infn.it</td>\n",
|
||
" <td>[ge.infn.it]</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2323</th>\n",
|
||
" <td>0000-0003-3048-4504</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>apichat</td>\n",
|
||
" <td>saejio</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>[scopus - elsevier]</td>\n",
|
||
" <td>2016-03-06t08:54:15.121z</td>\n",
|
||
" <td>2020-08-28t08:31:15.790z</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
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|
||
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|
||
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|
||
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" <th>4461</th>\n",
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" <td>0000-0001-9961-9732</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",
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" <td>chunfeng</td>\n",
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" <td>yun</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>...</td>\n",
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" <td>[multidisciplinary digital publishing institut...</td>\n",
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" <td>2016-11-22t07:55:23.863z</td>\n",
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" <td>2019-11-26t02:29:35.104z</td>\n",
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" <td>5</td>\n",
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" <td>9</td>\n",
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" <td>163.com</td>\n",
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" </tr>\n",
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"</table>\n",
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" orcid claimed verified_email verified_primary_email \\\n",
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"34 0000-0002-5774-8947 1 1 1 \n",
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"1199 0000-0003-2877-5492 1 1 0 \n",
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"2323 0000-0003-3048-4504 1 1 1 \n",
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"34 NaN NaN NaN [omah m. williams - duncan] NaN \n",
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"1199 aliasghar khosroabadi NaN NaN NaN \n",
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"2323 NaN ... \n",
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"4461 sallyycf@163.com ... \n",
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" works_source \\\n",
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"34 NaN \n",
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"1995 [angiola orlando, crossref] \n",
|
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"2323 [scopus - elsevier] \n",
|
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"4461 [multidisciplinary digital publishing institut... \n",
|
||
"\n",
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" activation_date last_update_date n_doi n_arxiv n_pmc \\\n",
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"34 2014-03-07t04:34:39.598z 2019-05-21t17:08:12.202z 0 0 0 \n",
|
||
"1199 2018-01-19t13:40:29.874z 2019-12-11t02:19:08.160z 0 0 0 \n",
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||
"1995 2015-08-31t09:12:02.349z 2020-06-22t14:22:31.786z 59 2 0 \n",
|
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"2323 2016-03-06t08:54:15.121z 2020-08-28t08:31:15.790z 2 0 0 \n",
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"4461 2016-11-22t07:55:23.863z 2019-11-26t02:29:35.104z 5 0 9 \n",
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"\n",
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"4461 0 1 163.com [pku.edu.cn] \n",
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"\n",
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"[5 rows x 26 columns]"
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]
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" console.log([gd, 'removed!']);\n",
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" Plotly.purge(gd);\n",
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" observer.disconnect();\n",
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" }}\n",
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"}});\n",
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"\n",
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"// Listen for the removal of the full notebook cells\n",
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" x.observe(notebookContainer, {childList: true});\n",
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"}}\n",
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"\n",
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" x.observe(outputEl, {childList: true});\n",
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"}}\n",
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"\n",
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" }) }; }); </script> </div>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"set_top_n(30)\n",
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"data = [\n",
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" go.Bar(\n",
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" x=df.sort_values('n_emails', ascending=False)['orcid'][:TOP_N],\n",
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" y=df.sort_values('n_emails', ascending=False)['n_emails'][:TOP_N]\n",
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" )\n",
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"]\n",
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"\n",
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"layout = go.Layout(\n",
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" title='Top %s ORCiD by email' % TOP_N, \n",
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" xaxis=dict(tickangle=45, tickfont=dict(size=12), range=TOP_RANGE)\n",
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"grouped_other_emails = df[['orcid', 'other_email_domains']]\\\n",
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]
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||
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||
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\"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"Top 30 other email domains\"}, \"xaxis\": {\"range\": [-0.5, 29.5], \"tickangle\": 45, \"tickfont\": {\"size\": 12}}}, {\"responsive\": true} ).then(function(){\n",
|
||
" \n",
|
||
"var gd = document.getElementById('f62e82ae-82a4-402b-9759-c47003e4a6bc');\n",
|
||
"var x = new MutationObserver(function (mutations, observer) {{\n",
|
||
" var display = window.getComputedStyle(gd).display;\n",
|
||
" if (!display || display === 'none') {{\n",
|
||
" console.log([gd, 'removed!']);\n",
|
||
" Plotly.purge(gd);\n",
|
||
" observer.disconnect();\n",
|
||
" }}\n",
|
||
"}});\n",
|
||
"\n",
|
||
"// Listen for the removal of the full notebook cells\n",
|
||
"var notebookContainer = gd.closest('#notebook-container');\n",
|
||
"if (notebookContainer) {{\n",
|
||
" x.observe(notebookContainer, {childList: true});\n",
|
||
"}}\n",
|
||
"\n",
|
||
"// Listen for the clearing of the current output cell\n",
|
||
"var outputEl = gd.closest('.output');\n",
|
||
"if (outputEl) {{\n",
|
||
" x.observe(outputEl, {childList: true});\n",
|
||
"}}\n",
|
||
"\n",
|
||
" }) }; }); </script> </div>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"set_top_n(30)\n",
|
||
"data = [\n",
|
||
" go.Bar(\n",
|
||
" x=grouped_other_emails.sort_values(by=['orcid'], ascending=False).index[:TOP_N],\n",
|
||
" y=grouped_other_emails.sort_values(by=['orcid'], ascending=False)['orcid'][:TOP_N]\n",
|
||
" )\n",
|
||
"]\n",
|
||
"\n",
|
||
"layout = go.Layout(\n",
|
||
" title='Top %s other email domains' % TOP_N, \n",
|
||
" xaxis=dict(tickangle=45, tickfont=dict(size=12), range=TOP_RANGE)\n",
|
||
")\n",
|
||
"fig = go.Figure(data=data, layout=layout)\n",
|
||
"plotly.offline.iplot(fig)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Email speculation"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 36,
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>orcid</th>\n",
|
||
" <th>claimed</th>\n",
|
||
" <th>verified_email</th>\n",
|
||
" <th>verified_primary_email</th>\n",
|
||
" <th>given_names</th>\n",
|
||
" <th>family_name</th>\n",
|
||
" <th>biography</th>\n",
|
||
" <th>other_names</th>\n",
|
||
" <th>urls</th>\n",
|
||
" <th>primary_email</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>activation_date</th>\n",
|
||
" <th>last_update_date</th>\n",
|
||
" <th>n_doi</th>\n",
|
||
" <th>n_arxiv</th>\n",
|
||
" <th>n_pmc</th>\n",
|
||
" <th>n_other_pids</th>\n",
|
||
" <th>label</th>\n",
|
||
" <th>primary_email_domain</th>\n",
|
||
" <th>other_email_domains</th>\n",
|
||
" <th>n_emails</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>34</th>\n",
|
||
" <td>0000-0002-5774-8947</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[omah m. williams - duncan]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2014-03-07t04:34:39.598z</td>\n",
|
||
" <td>2019-05-21t17:08:12.202z</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[gmail.com]</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2323</th>\n",
|
||
" <td>0000-0003-3048-4504</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>apichat</td>\n",
|
||
" <td>saejio</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2016-03-06t08:54:15.121z</td>\n",
|
||
" <td>2020-08-28t08:31:15.790z</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[eat.kmutnb.ac.th]</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7622</th>\n",
|
||
" <td>0000-0002-5612-7444</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>friederike m.</td>\n",
|
||
" <td>hesse</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[midwifery care - milla hebammenpraxis, http:...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2017-06-10t07:45:11.387z</td>\n",
|
||
" <td>2017-06-10t07:55:03.455z</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[gmail.com, dghwi.de]</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7956</th>\n",
|
||
" <td>0000-0002-8943-0538</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>geo</td>\n",
|
||
" <td>sunny</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2019-11-30t14:08:11.221z</td>\n",
|
||
" <td>2020-05-15t09:06:25.637z</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[students.cutn.ac.in]</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10508</th>\n",
|
||
" <td>0000-0002-4022-0580</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>jean carlos</td>\n",
|
||
" <td>da silva gomes</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[currículo lattes, http://lattes.cnpq.br/0026...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2017-05-26t19:09:33.432z</td>\n",
|
||
" <td>2020-06-02t00:23:14.020z</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[letras.ufrj.br]</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10915002</th>\n",
|
||
" <td>0000-0002-3715-3866</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>joanna</td>\n",
|
||
" <td>korybut-orlowska</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[joanna gołębiewska]</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2017-04-27t10:08:48.102z</td>\n",
|
||
" <td>2020-12-08t09:44:59.088z</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[gmail.com]</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10915305</th>\n",
|
||
" <td>0000-0003-1925-0141</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>marco</td>\n",
|
||
" <td>ferretti</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2015-02-23t10:29:00.543z</td>\n",
|
||
" <td>2020-11-30t21:58:07.439z</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[itabc.cnr.it]</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10915495</th>\n",
|
||
" <td>0000-0001-5526-3017</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>nadia</td>\n",
|
||
" <td>yacoubi</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2015-03-10t16:45:31.974z</td>\n",
|
||
" <td>2020-12-11t00:00:01.060z</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[evonik.com]</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10915820</th>\n",
|
||
" <td>0000-0002-9902-7953</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>s m mahmudul</td>\n",
|
||
" <td>hasan</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2018-01-26t02:18:25.551z</td>\n",
|
||
" <td>2020-11-24t05:37:24.167z</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[gmail.com]</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10916306</th>\n",
|
||
" <td>0000-0002-5126-5127</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>andonis</td>\n",
|
||
" <td>neophytou</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2017-03-30t17:08:15.383z</td>\n",
|
||
" <td>2020-12-09t16:16:50.762z</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[ucy.ac.cy]</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>19692 rows × 27 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" orcid claimed verified_email \\\n",
|
||
"34 0000-0002-5774-8947 1 1 \n",
|
||
"2323 0000-0003-3048-4504 1 1 \n",
|
||
"7622 0000-0002-5612-7444 1 1 \n",
|
||
"7956 0000-0002-8943-0538 1 1 \n",
|
||
"10508 0000-0002-4022-0580 1 1 \n",
|
||
"... ... ... ... \n",
|
||
"10915002 0000-0002-3715-3866 1 1 \n",
|
||
"10915305 0000-0003-1925-0141 1 1 \n",
|
||
"10915495 0000-0001-5526-3017 1 1 \n",
|
||
"10915820 0000-0002-9902-7953 1 1 \n",
|
||
"10916306 0000-0002-5126-5127 1 1 \n",
|
||
"\n",
|
||
" verified_primary_email given_names family_name biography \\\n",
|
||
"34 1 NaN NaN NaN \n",
|
||
"2323 1 apichat saejio NaN \n",
|
||
"7622 1 friederike m. hesse NaN \n",
|
||
"7956 1 geo sunny NaN \n",
|
||
"10508 1 jean carlos da silva gomes NaN \n",
|
||
"... ... ... ... ... \n",
|
||
"10915002 1 joanna korybut-orlowska NaN \n",
|
||
"10915305 1 marco ferretti NaN \n",
|
||
"10915495 1 nadia yacoubi NaN \n",
|
||
"10915820 1 s m mahmudul hasan NaN \n",
|
||
"10916306 1 andonis neophytou NaN \n",
|
||
"\n",
|
||
" other_names \\\n",
|
||
"34 [omah m. williams - duncan] \n",
|
||
"2323 NaN \n",
|
||
"7622 NaN \n",
|
||
"7956 NaN \n",
|
||
"10508 NaN \n",
|
||
"... ... \n",
|
||
"10915002 [joanna gołębiewska] \n",
|
||
"10915305 NaN \n",
|
||
"10915495 NaN \n",
|
||
"10915820 NaN \n",
|
||
"10916306 NaN \n",
|
||
"\n",
|
||
" urls primary_email \\\n",
|
||
"34 NaN NaN \n",
|
||
"2323 NaN NaN \n",
|
||
"7622 [[midwifery care - milla hebammenpraxis, http:... NaN \n",
|
||
"7956 NaN NaN \n",
|
||
"10508 [[currículo lattes, http://lattes.cnpq.br/0026... NaN \n",
|
||
"... ... ... \n",
|
||
"10915002 NaN NaN \n",
|
||
"10915305 NaN NaN \n",
|
||
"10915495 NaN NaN \n",
|
||
"10915820 NaN NaN \n",
|
||
"10916306 NaN NaN \n",
|
||
"\n",
|
||
" ... activation_date last_update_date n_doi \\\n",
|
||
"34 ... 2014-03-07t04:34:39.598z 2019-05-21t17:08:12.202z 0 \n",
|
||
"2323 ... 2016-03-06t08:54:15.121z 2020-08-28t08:31:15.790z 2 \n",
|
||
"7622 ... 2017-06-10t07:45:11.387z 2017-06-10t07:55:03.455z 0 \n",
|
||
"7956 ... 2019-11-30t14:08:11.221z 2020-05-15t09:06:25.637z 1 \n",
|
||
"10508 ... 2017-05-26t19:09:33.432z 2020-06-02t00:23:14.020z 2 \n",
|
||
"... ... ... ... ... \n",
|
||
"10915002 ... 2017-04-27t10:08:48.102z 2020-12-08t09:44:59.088z 6 \n",
|
||
"10915305 ... 2015-02-23t10:29:00.543z 2020-11-30t21:58:07.439z 7 \n",
|
||
"10915495 ... 2015-03-10t16:45:31.974z 2020-12-11t00:00:01.060z 3 \n",
|
||
"10915820 ... 2018-01-26t02:18:25.551z 2020-11-24t05:37:24.167z 7 \n",
|
||
"10916306 ... 2017-03-30t17:08:15.383z 2020-12-09t16:16:50.762z 2 \n",
|
||
"\n",
|
||
" n_arxiv n_pmc n_other_pids label primary_email_domain \\\n",
|
||
"34 0 0 0 0 NaN \n",
|
||
"2323 0 0 4 0 NaN \n",
|
||
"7622 0 0 0 0 NaN \n",
|
||
"7956 0 0 0 1 NaN \n",
|
||
"10508 0 0 2 1 NaN \n",
|
||
"... ... ... ... ... ... \n",
|
||
"10915002 0 0 0 0 NaN \n",
|
||
"10915305 0 0 9 1 NaN \n",
|
||
"10915495 0 0 0 1 NaN \n",
|
||
"10915820 0 2 7 1 NaN \n",
|
||
"10916306 0 0 3 0 NaN \n",
|
||
"\n",
|
||
" other_email_domains n_emails \n",
|
||
"34 [gmail.com] 1.0 \n",
|
||
"2323 [eat.kmutnb.ac.th] 1.0 \n",
|
||
"7622 [gmail.com, dghwi.de] 2.0 \n",
|
||
"7956 [students.cutn.ac.in] 1.0 \n",
|
||
"10508 [letras.ufrj.br] 1.0 \n",
|
||
"... ... ... \n",
|
||
"10915002 [gmail.com] 1.0 \n",
|
||
"10915305 [itabc.cnr.it] 1.0 \n",
|
||
"10915495 [evonik.com] 1.0 \n",
|
||
"10915820 [gmail.com] 1.0 \n",
|
||
"10916306 [ucy.ac.cy] 1.0 \n",
|
||
"\n",
|
||
"[19692 rows x 27 columns]"
|
||
]
|
||
},
|
||
"execution_count": 36,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df[df['primary_email'].isna() & df['other_emails'].notna()]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## URLs"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 37,
|
||
"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": 38,
|
||
"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": 39,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>orcid</th>\n",
|
||
" <th>claimed</th>\n",
|
||
" <th>verified_email</th>\n",
|
||
" <th>verified_primary_email</th>\n",
|
||
" <th>given_names</th>\n",
|
||
" <th>family_name</th>\n",
|
||
" <th>biography</th>\n",
|
||
" <th>other_names</th>\n",
|
||
" <th>urls</th>\n",
|
||
" <th>primary_email</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>last_update_date</th>\n",
|
||
" <th>n_doi</th>\n",
|
||
" <th>n_arxiv</th>\n",
|
||
" <th>n_pmc</th>\n",
|
||
" <th>n_other_pids</th>\n",
|
||
" <th>label</th>\n",
|
||
" <th>primary_email_domain</th>\n",
|
||
" <th>other_email_domains</th>\n",
|
||
" <th>n_emails</th>\n",
|
||
" <th>url_domains</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>0000-0001-8718-0056</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[飛資得]</td>\n",
|
||
" <td>[[link1, http://orcid.flysheetmed.info], [ntu ...</td>\n",
|
||
" <td>ericlin.flysheet@gmail.com</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2019-10-11t17:51:12.473z</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>gmail.com</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[flysheetmed.info, ntu.edu.tw]</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>41</th>\n",
|
||
" <td>0000-0002-7845-4016</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[publication profile, http://publications.lib...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2016-06-06t15:29:36.952z</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[chalmers.se]</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>59</th>\n",
|
||
" <td>0000-0003-0967-6157</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[徐興慶]</td>\n",
|
||
" <td>[[ntu researcher profile, http://ah.ntu.edu.tw...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2017-03-10t07:30:04.778z</td>\n",
|
||
" <td>12</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[ntu.edu.tw, ntu.edu.tw]</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>149</th>\n",
|
||
" <td>0000-0002-8015-3781</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>alejandro</td>\n",
|
||
" <td>ossorio</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[web de la universidad carlos iii de madrid, ...</td>\n",
|
||
" <td>aossorio@di.uc3m.es</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2019-07-04t08:47:12.005z</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>di.uc3m.es</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[uc3m.es]</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>155</th>\n",
|
||
" <td>0000-0003-3444-936x</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>alessandra</td>\n",
|
||
" <td>caravale</td>\n",
|
||
" <td>archeologa, con laurea in metodologia e tecnic...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[isma- cnr, http://www.isma.cnr.it/?page_id=1...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2020-05-14t15:54:38.235z</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>14</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[cnr.it]</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>5 rows × 28 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" orcid claimed verified_email verified_primary_email \\\n",
|
||
"9 0000-0001-8718-0056 1 1 1 \n",
|
||
"41 0000-0002-7845-4016 1 1 1 \n",
|
||
"59 0000-0003-0967-6157 1 1 1 \n",
|
||
"149 0000-0002-8015-3781 1 1 1 \n",
|
||
"155 0000-0003-3444-936x 1 1 1 \n",
|
||
"\n",
|
||
" given_names family_name \\\n",
|
||
"9 NaN NaN \n",
|
||
"41 NaN NaN \n",
|
||
"59 NaN NaN \n",
|
||
"149 alejandro ossorio \n",
|
||
"155 alessandra caravale \n",
|
||
"\n",
|
||
" biography other_names \\\n",
|
||
"9 NaN [飛資得] \n",
|
||
"41 NaN NaN \n",
|
||
"59 NaN [徐興慶] \n",
|
||
"149 NaN NaN \n",
|
||
"155 archeologa, con laurea in metodologia e tecnic... NaN \n",
|
||
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"metadata": {},
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"source": [
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" x=df.sort_values(by=['n_urls'], ascending=False)['orcid'][:TOP_N],\n",
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|
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" <td>1</td>\n",
|
||
" <td>aan</td>\n",
|
||
" <td>jaelani</td>\n",
|
||
" <td>all my papers can be downloaded from portal:re...</td>\n",
|
||
" <td>[jaelani, a., jaelani, aan]</td>\n",
|
||
" <td>[[microsoft academic research, https://academi...</td>\n",
|
||
" <td>aan_jaelani@syekhnurjati.ac.id</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>88</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>193</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>syekhnurjati.ac.id</td>\n",
|
||
" <td>[gmail.com]</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>[microsoft.com, twitter.com, academia.edu, aca...</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6868932</th>\n",
|
||
" <td>0000-0002-5710-4041</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>ryszard</td>\n",
|
||
" <td>romaniuk</td>\n",
|
||
" <td>professor of electronics and communications en...</td>\n",
|
||
" <td>[r.romaniuk, r.s.romaniuk, ryszard romaniuk, r...</td>\n",
|
||
" <td>[[scholar google, http://scholar.google.pl/cit...</td>\n",
|
||
" <td>rrom@ise.pw.edu.pl</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1221</td>\n",
|
||
" <td>25</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1742</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>ise.pw.edu.pl</td>\n",
|
||
" <td>[ise.pw.edu.pl, elka.pw.edu.pl, cern.ch]</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>[google.pl, publons.com, scopus.com, mendeley....</td>\n",
|
||
" <td>114.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8088987</th>\n",
|
||
" <td>0000-0002-9965-2425</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>jaroslaw</td>\n",
|
||
" <td>spychala</td>\n",
|
||
" <td>jaroslaw spychala has received a doctoral degr...</td>\n",
|
||
" <td>[jaroslaw jozef spychala]</td>\n",
|
||
" <td>[[resume, http://www.biowebspin.com/wp-content...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>15</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>29</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[biowebspin.com, biowebspin.com, google.com, l...</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8658355</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",
|
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" <td>surname, name gusev alexander leonidovichdate...</td>\n",
|
||
" <td>[alexander l. gusev , alexander leonidovich gu...</td>\n",
|
||
" <td>[[a.l. gusev alternative energy and ecology, ...</td>\n",
|
||
" <td>NaN</td>\n",
|
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" <td>...</td>\n",
|
||
" <td>37</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>21</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[youtube.com, isjaee.com, researchgate.net, re...</td>\n",
|
||
" <td>111.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8778864</th>\n",
|
||
" <td>0000-0002-3997-5070</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>dr. parameshachari</td>\n",
|
||
" <td>b d</td>\n",
|
||
" <td>dr. parameshachari b dacm distinguished speake...</td>\n",
|
||
" <td>[dr. parameshachari b d]</td>\n",
|
||
" <td>[[gsssietw,mysuru, http://geethashishu.in/], [...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>47</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>48</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[geethashishu.in, geethashishu.in, acm.org, go...</td>\n",
|
||
" <td>71.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9980164</th>\n",
|
||
" <td>0000-0003-4948-9268</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>gustavo</td>\n",
|
||
" <td>duperré</td>\n",
|
||
" <td>gustavo norberto duperré graduated in arts and...</td>\n",
|
||
" <td>[gustavo norberto duperré, duperré, g. n., gus...</td>\n",
|
||
" <td>[[gis in cultural heritage - icomos românia, h...</td>\n",
|
||
" <td>gustavo.duperre@usal.edu.ar</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>13</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>34</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>usal.edu.ar</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[icomos.ro, unirioja.es, unirioja.es, unc.edu....</td>\n",
|
||
" <td>61.0</td>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>10024501</th>\n",
|
||
" <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",
|
||
" <td>[abdul aziz, aziz, abdul, aziz, a., aziz, abd,...</td>\n",
|
||
" <td>[[google scholar, https://scholar.google.com/c...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>19</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>77</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[google.com, syekhnurjati.ac.id, orcid.org, bl...</td>\n",
|
||
" <td>59.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10091165</th>\n",
|
||
" <td>0000-0003-2183-8112</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>pelayo munhoz</td>\n",
|
||
" <td>olea</td>\n",
|
||
" <td>pós-doutorado em gestão ambiental pela univers...</td>\n",
|
||
" <td>[ munhoz, pelayo olea, olea, pelayo, olea, p...</td>\n",
|
||
" <td>[[currículo lattes, http://lattes.cnpq.br/6209...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>797</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>582</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[cnpq.br, cnpq.br, cnpq.br, cnpq.br, publons.c...</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10523205</th>\n",
|
||
" <td>0000-0003-2450-090x</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>eduard</td>\n",
|
||
" <td>babulak</td>\n",
|
||
" <td>professor eduard babulak is accomplished inter...</td>\n",
|
||
" <td>[professor eduard babulak]</td>\n",
|
||
" <td>[[honorary chair, chief mentor & senior adviso...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>199</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>174</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[worldassessmentcouncil.org, spseke.sk, bcs.or...</td>\n",
|
||
" <td>114.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10696059</th>\n",
|
||
" <td>0000-0002-6938-9638</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
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|
||
" <td>catral sanabria</td>\n",
|
||
" <td>my education is in computer science, mathemati...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[researchgate adolfo catral , https://www.res...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2022</td>\n",
|
||
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|
||
" <td>0</td>\n",
|
||
" <td>16</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[researchgate.net, youtube.com, linkedin.com, ...</td>\n",
|
||
" <td>152.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
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|
||
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|
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|
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"text/plain": [
|
||
" orcid claimed verified_email \\\n",
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|
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|
||
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|
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"382497 1 buycannabis dispensary \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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"\n",
|
||
" n_other_pids label primary_email_domain \\\n",
|
||
"382497 0 0 NaN \n",
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||
"1136129 33 1 hotmail.com \n",
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||
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||
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|
||
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||
"382497 NaN NaN \n",
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||
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||
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||
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||
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||
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||
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|
||
" orcid claimed verified_email \\\n",
|
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||
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|
||
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|
||
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|
||
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|
||
"... ... ... ... \n",
|
||
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|
||
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|
||
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|
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|
||
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|
||
"\n",
|
||
" verified_primary_email given_names family_name \\\n",
|
||
"97666 1 davi barbosa \n",
|
||
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|
||
"210325 1 graham dawson \n",
|
||
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|
||
"261974 1 trent hammond \n",
|
||
"... ... ... ... \n",
|
||
"10405738 1 guillermo ortiz \n",
|
||
"10472264 1 text protocol \n",
|
||
"10785961 1 leonardo fernando cruz basso \n",
|
||
"10845645 1 bayu sakti \n",
|
||
"10896059 1 karla haydee ortiz palafox \n",
|
||
"\n",
|
||
" biography \\\n",
|
||
"97666 pesquisador na área sociojurídica, professor, ... \n",
|
||
"200670 katarzyna ochman [kataˈʐɨna ˈɔxman] is assista... \n",
|
||
"210325 science and engineering faculty (sef) libraria... \n",
|
||
"218947 aspirante a maestría en derecho y negocios int... \n",
|
||
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|
||
"... ... \n",
|
||
"10405738 médico, internista, neumólogo, intensivista, e... \n",
|
||
"10472264 NaN \n",
|
||
"10785961 NaN \n",
|
||
"10845645 bayu purbha saktisaya adalah bayu purbha sakti... \n",
|
||
"10896059 karla haydee ortíz palafoxmiembro del sistema ... \n",
|
||
"\n",
|
||
" other_names \\\n",
|
||
"97666 [professor davi barbosa delmont] \n",
|
||
"200670 [[kataˈʐɨna ˈɔxman], catharina ochman, cathari... \n",
|
||
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|
||
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|
||
"261974 [trent ernest hammond (t.e.hammond)] \n",
|
||
"... ... \n",
|
||
"10405738 [guillermo ortiz-ruiz] \n",
|
||
"10472264 NaN \n",
|
||
"10785961 NaN \n",
|
||
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|
||
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|
||
"\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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||
"... ... ... ... ... \n",
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||
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||
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||
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||
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||
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||
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|
||
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|
||
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||
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||
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||
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||
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|
||
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|
||
"\n",
|
||
"[141 rows x 29 columns]"
|
||
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|
||
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|
||
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|
||
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|
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|
||
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|
||
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|
||
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|
||
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|
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|
||
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||
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||
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|
||
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|
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|
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|
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|
||
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|
||
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|
||
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|
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||
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|
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|
||
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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>0000-0003-3080-4643</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[qut.edu.au, qut.edu.au, google.com.au, resear...</td>\n",
|
||
" <td>11.0</td>\n",
|
||
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|
||
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|
||
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|
||
" <td>0000-0003-3193-030x</td>\n",
|
||
" <td>1</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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||
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||
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|
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|
||
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|
||
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|
||
" <td>11.0</td>\n",
|
||
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||
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||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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||
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||
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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>136</th>\n",
|
||
" <td>0000-0002-3374-5709</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
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|
||
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|
||
" <td>ortiz</td>\n",
|
||
" <td>médico, internista, neumólogo, intensivista, e...</td>\n",
|
||
" <td>[guillermo ortiz-ruiz]</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
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|
||
" <td>12.0</td>\n",
|
||
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|
||
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|
||
" <th>137</th>\n",
|
||
" <td>0000-0001-7228-5680</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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|
||
" <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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|
||
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|
||
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|
||
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|
||
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|
||
" <td>[about.me, github.com, gitlab.com, gravatar.co...</td>\n",
|
||
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|
||
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|
||
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|
||
" <th>138</th>\n",
|
||
" <td>0000-0002-3064-0194</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
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|
||
" <td>leonardo fernando</td>\n",
|
||
" <td>cruz basso</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
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|
||
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|
||
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|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <th>139</th>\n",
|
||
" <td>0000-0003-1047-4229</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>bayu</td>\n",
|
||
" <td>sakti</td>\n",
|
||
" <td>bayu purbha saktisaya adalah bayu purbha sakti...</td>\n",
|
||
" <td>[bayu purbha sakti]</td>\n",
|
||
" <td>[[osf, http://osf.io/qe2ug], [inarxiv, https:/...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
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|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[osf.io, osf.io, academia.edu, mendeley.com, f...</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>140</th>\n",
|
||
" <td>0000-0003-4836-7074</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>karla haydee</td>\n",
|
||
" <td>ortiz palafox</td>\n",
|
||
" <td>karla haydee ortíz palafoxmiembro del sistema ...</td>\n",
|
||
" <td>[karla palafox]</td>\n",
|
||
" <td>[[opinión día del maestro, http://www.cronicaj...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[cronicajalisco.com, youtube.com, tlaquepaque....</td>\n",
|
||
" <td>22.0</td>\n",
|
||
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|
||
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|
||
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|
||
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|
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" orcid claimed verified_email verified_primary_email \\\n",
|
||
"0 0000-0002-7843-8497 1 1 1 \n",
|
||
"1 0000-0003-1554-1531 1 1 1 \n",
|
||
"2 0000-0003-3080-4643 1 1 1 \n",
|
||
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||
"136 0000-0002-3374-5709 1 1 1 \n",
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||
"137 0000-0001-7228-5680 1 1 1 \n",
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||
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||
"139 0000-0003-1047-4229 1 1 1 \n",
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||
"140 0000-0003-4836-7074 1 1 1 \n",
|
||
"\n",
|
||
" given_names family_name \\\n",
|
||
"0 davi barbosa \n",
|
||
"1 katarzyna ochman \n",
|
||
"2 graham dawson \n",
|
||
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|
||
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|
||
".. ... ... \n",
|
||
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|
||
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|
||
"138 leonardo fernando cruz basso \n",
|
||
"139 bayu sakti \n",
|
||
"140 karla haydee ortiz palafox \n",
|
||
"\n",
|
||
" biography \\\n",
|
||
"0 pesquisador na área sociojurídica, professor, ... \n",
|
||
"1 katarzyna ochman [kataˈʐɨna ˈɔxman] is assista... \n",
|
||
"2 science and engineering faculty (sef) libraria... \n",
|
||
"3 aspirante a maestría en derecho y negocios int... \n",
|
||
"4 mr trent hammond is an honorary research fello... \n",
|
||
".. ... \n",
|
||
"136 médico, internista, neumólogo, intensivista, e... \n",
|
||
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|
||
"138 NaN \n",
|
||
"139 bayu purbha saktisaya adalah bayu purbha sakti... \n",
|
||
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|
||
"\n",
|
||
" other_names \\\n",
|
||
"0 [professor davi barbosa delmont] \n",
|
||
"1 [[kataˈʐɨna ˈɔxman], catharina ochman, cathari... \n",
|
||
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|
||
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|
||
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|
||
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|
||
"136 [guillermo ortiz-ruiz] \n",
|
||
"137 NaN \n",
|
||
"138 NaN \n",
|
||
"139 [bayu purbha sakti] \n",
|
||
"140 [karla palafox] \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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||
".. ... \n",
|
||
"136 [[elsevier, https://www.elsevier.com/], [asoci... \n",
|
||
"137 [[about, https://about.me/textprotocol], [gith... \n",
|
||
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|
||
"139 [[osf, http://osf.io/qe2ug], [inarxiv, https:/... \n",
|
||
"140 [[opinión día del maestro, http://www.cronicaj... \n",
|
||
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|
||
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||
".. ... ... ... ... ... \n",
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||
"136 NaN ... 62 0 0 \n",
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" n_other_pids label primary_email_domain \\\n",
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|
||
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|
||
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|
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|
||
".. ... ... \n",
|
||
"136 NaN NaN \n",
|
||
"137 NaN NaN \n",
|
||
"138 [mackenzie.br] 1.0 \n",
|
||
"139 NaN NaN \n",
|
||
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|
||
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|
||
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|
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"0 [eadplataforma.com, facebook.com, youtube.com,... 39.0 \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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|
||
"140 [cronicajalisco.com, youtube.com, tlaquepaque.... 22.0 \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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|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[about.me, github.com, gitlab.com, gravatar.co...</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>139</th>\n",
|
||
" <td>0000-0003-1047-4229</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>bayu</td>\n",
|
||
" <td>sakti</td>\n",
|
||
" <td>bayu purbha saktisaya adalah bayu purbha sakti...</td>\n",
|
||
" <td>[bayu purbha sakti]</td>\n",
|
||
" <td>[[osf, http://osf.io/qe2ug], [inarxiv, https:/...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[osf.io, osf.io, academia.edu, mendeley.com, f...</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>140</th>\n",
|
||
" <td>0000-0003-4836-7074</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>karla haydee</td>\n",
|
||
" <td>ortiz palafox</td>\n",
|
||
" <td>karla haydee ortíz palafoxmiembro del sistema ...</td>\n",
|
||
" <td>[karla palafox]</td>\n",
|
||
" <td>[[opinión día del maestro, http://www.cronicaj...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[cronicajalisco.com, youtube.com, tlaquepaque....</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>115 rows × 29 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" orcid claimed verified_email verified_primary_email \\\n",
|
||
"0 0000-0002-7843-8497 1 1 1 \n",
|
||
"1 0000-0003-1554-1531 1 1 1 \n",
|
||
"3 0000-0003-3193-030x 1 1 1 \n",
|
||
"4 0000-0002-5341-6531 1 1 1 \n",
|
||
"5 0000-0001-5295-2271 1 1 1 \n",
|
||
".. ... ... ... ... \n",
|
||
"135 0000-0002-8125-0081 1 1 1 \n",
|
||
"136 0000-0002-3374-5709 1 1 1 \n",
|
||
"137 0000-0001-7228-5680 1 1 1 \n",
|
||
"139 0000-0003-1047-4229 1 1 1 \n",
|
||
"140 0000-0003-4836-7074 1 1 1 \n",
|
||
"\n",
|
||
" given_names family_name \\\n",
|
||
"0 davi barbosa \n",
|
||
"1 katarzyna ochman \n",
|
||
"3 juan pablo wolff mejia \n",
|
||
"4 trent hammond \n",
|
||
"5 antoniy moysey \n",
|
||
".. ... ... \n",
|
||
"135 issam bencheikh \n",
|
||
"136 guillermo ortiz \n",
|
||
"137 text protocol \n",
|
||
"139 bayu sakti \n",
|
||
"140 karla haydee ortiz palafox \n",
|
||
"\n",
|
||
" biography \\\n",
|
||
"0 pesquisador na área sociojurídica, professor, ... \n",
|
||
"1 katarzyna ochman [kataˈʐɨna ˈɔxman] is assista... \n",
|
||
"3 aspirante a maestría en derecho y negocios int... \n",
|
||
"4 mr trent hammond is an honorary research fello... \n",
|
||
"5 NaN \n",
|
||
".. ... \n",
|
||
"135 NaN \n",
|
||
"136 médico, internista, neumólogo, intensivista, e... \n",
|
||
"137 NaN \n",
|
||
"139 bayu purbha saktisaya adalah bayu purbha sakti... \n",
|
||
"140 karla haydee ortíz palafoxmiembro del sistema ... \n",
|
||
"\n",
|
||
" other_names \\\n",
|
||
"0 [professor davi barbosa delmont] \n",
|
||
"1 [[kataˈʐɨna ˈɔxman], catharina ochman, cathari... \n",
|
||
"3 [juan pablo wolff, pablo wolff mejia, juan p. ... \n",
|
||
"4 [trent ernest hammond (t.e.hammond)] \n",
|
||
"5 NaN \n",
|
||
".. ... \n",
|
||
"135 [issame1982, دكتور عصام بن الشيخ] \n",
|
||
"136 [guillermo ortiz-ruiz] \n",
|
||
"137 NaN \n",
|
||
"139 [bayu purbha sakti] \n",
|
||
"140 [karla palafox] \n",
|
||
"\n",
|
||
" urls \\\n",
|
||
"0 [[plataforma de cursos ideia criativa, https:/... \n",
|
||
"1 [[researchgate, https://www.researchgate.net/p... \n",
|
||
"3 [[twitter, https://twitter.com/pablomejiam], [... \n",
|
||
"4 [[academic support masters, http://trenthammon... \n",
|
||
"5 [[academic journals database, http://journalda... \n",
|
||
".. ... \n",
|
||
"135 [[my blog web site, http://issame1982.blogspot... \n",
|
||
"136 [[elsevier, https://www.elsevier.com/], [asoci... \n",
|
||
"137 [[about, https://about.me/textprotocol], [gith... \n",
|
||
"139 [[osf, http://osf.io/qe2ug], [inarxiv, https:/... \n",
|
||
"140 [[opinión día del maestro, http://www.cronicaj... \n",
|
||
"\n",
|
||
" primary_email ... n_doi n_arxiv n_pmc \\\n",
|
||
"0 NaN ... 0 0 0 \n",
|
||
"1 NaN ... 1 0 0 \n",
|
||
"3 juanpmejia@ulasallista.edu.co ... 0 0 0 \n",
|
||
"4 trent.hammond@academicsupportmasters.com.au ... 1 0 0 \n",
|
||
"5 antoniimoisei@bsmu.edu.ua ... 0 0 0 \n",
|
||
".. ... ... ... ... ... \n",
|
||
"135 NaN ... 0 0 0 \n",
|
||
"136 NaN ... 62 0 0 \n",
|
||
"137 NaN ... 0 0 0 \n",
|
||
"139 NaN ... 0 0 0 \n",
|
||
"140 NaN ... 0 0 0 \n",
|
||
"\n",
|
||
" n_other_pids label primary_email_domain \\\n",
|
||
"0 0 0 NaN \n",
|
||
"1 0 1 NaN \n",
|
||
"3 0 1 ulasallista.edu.co \n",
|
||
"4 1 1 academicsupportmasters.com.au \n",
|
||
"5 0 1 bsmu.edu.ua \n",
|
||
".. ... ... ... \n",
|
||
"135 0 1 NaN \n",
|
||
"136 88 0 NaN \n",
|
||
"137 0 0 NaN \n",
|
||
"139 0 1 NaN \n",
|
||
"140 2 1 NaN \n",
|
||
"\n",
|
||
" other_email_domains n_emails \\\n",
|
||
"0 NaN NaN \n",
|
||
"1 NaN NaN \n",
|
||
"3 NaN NaN \n",
|
||
"4 [health.nsw.gov.au, csu.edu.au, sociologist.co... 5.0 \n",
|
||
"5 NaN NaN \n",
|
||
".. ... ... \n",
|
||
"135 NaN NaN \n",
|
||
"136 NaN NaN \n",
|
||
"137 NaN NaN \n",
|
||
"139 NaN NaN \n",
|
||
"140 NaN NaN \n",
|
||
"\n",
|
||
" url_domains n_urls \n",
|
||
"0 [eadplataforma.com, facebook.com, youtube.com,... 39.0 \n",
|
||
"1 [researchgate.net, academia.edu, facebook.com,... 11.0 \n",
|
||
"3 [twitter.com, youtube.com, google.com, linkedi... 11.0 \n",
|
||
"4 [wix.com, academia.edu, researchgate.net, rese... 12.0 \n",
|
||
"5 [journaldatabase.info, nplu.org, acls.org, ind... 21.0 \n",
|
||
".. ... ... \n",
|
||
"135 [blogspot.com, researchgate.net, google.com, l... 12.0 \n",
|
||
"136 [elsevier.com, amci.org.co, springer.com, revi... 12.0 \n",
|
||
"137 [about.me, github.com, gitlab.com, gravatar.co... 12.0 \n",
|
||
"139 [osf.io, osf.io, academia.edu, mendeley.com, f... 12.0 \n",
|
||
"140 [cronicajalisco.com, youtube.com, tlaquepaque.... 22.0 \n",
|
||
"\n",
|
||
"[115 rows x 29 columns]"
|
||
]
|
||
},
|
||
"execution_count": 48,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"exploded_sources[exploded_sources.apply(lambda x: x['works_source'].find(x['given_names']) >= 0, axis=1)]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Works source"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Paste from Miriam"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## External IDs"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"External IDs should come from reliable sources. ORCiD registrants cannot add them freely."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 49,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df['n_ids'] = df[df['external_ids'].notna()].external_ids.str.len()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 50,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"count 1.301959e+06\n",
|
||
"mean 1.358640e+00\n",
|
||
"std 6.635087e-01\n",
|
||
"min 1.000000e+00\n",
|
||
"25% 1.000000e+00\n",
|
||
"50% 1.000000e+00\n",
|
||
"75% 2.000000e+00\n",
|
||
"max 8.000000e+01\n",
|
||
"Name: n_ids, dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 50,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.n_ids.describe()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 51,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>orcid</th>\n",
|
||
" <th>claimed</th>\n",
|
||
" <th>verified_email</th>\n",
|
||
" <th>verified_primary_email</th>\n",
|
||
" <th>given_names</th>\n",
|
||
" <th>family_name</th>\n",
|
||
" <th>biography</th>\n",
|
||
" <th>other_names</th>\n",
|
||
" <th>urls</th>\n",
|
||
" <th>primary_email</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>n_arxiv</th>\n",
|
||
" <th>n_pmc</th>\n",
|
||
" <th>n_other_pids</th>\n",
|
||
" <th>label</th>\n",
|
||
" <th>primary_email_domain</th>\n",
|
||
" <th>other_email_domains</th>\n",
|
||
" <th>n_emails</th>\n",
|
||
" <th>url_domains</th>\n",
|
||
" <th>n_urls</th>\n",
|
||
" <th>n_ids</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>7253330</th>\n",
|
||
" <td>0000-0002-9554-6633</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>john a</td>\n",
|
||
" <td>williams</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[[aston university profile page, https://resea...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>208</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>[aston.ac.uk]</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>80.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>1 rows × 30 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" orcid claimed verified_email verified_primary_email \\\n",
|
||
"7253330 0000-0002-9554-6633 1 1 1 \n",
|
||
"\n",
|
||
" given_names family_name biography other_names \\\n",
|
||
"7253330 john a williams NaN NaN \n",
|
||
"\n",
|
||
" urls primary_email ... \\\n",
|
||
"7253330 [[aston university profile page, https://resea... NaN ... \n",
|
||
"\n",
|
||
" n_arxiv n_pmc n_other_pids label primary_email_domain \\\n",
|
||
"7253330 0 0 208 1 NaN \n",
|
||
"\n",
|
||
" other_email_domains n_emails url_domains n_urls n_ids \n",
|
||
"7253330 NaN NaN [aston.ac.uk] 1.0 80.0 \n",
|
||
"\n",
|
||
"[1 rows x 30 columns]"
|
||
]
|
||
},
|
||
"execution_count": 51,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df[df.n_ids == df.n_ids.max()]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 52,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"ids = df[['orcid', 'external_ids']].explode('external_ids').reset_index(drop=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 53,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"ids['provider'] = ids[ids.external_ids.notna()]['external_ids'].apply(lambda x: x[0])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 54,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>orcid</th>\n",
|
||
" <th>external_ids</th>\n",
|
||
" <th>provider</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>0000-0001-7463-977x</td>\n",
|
||
" <td>[loop profile, 371409]</td>\n",
|
||
" <td>loop profile</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>0000-0001-8718-0056</td>\n",
|
||
" <td>[scopus author id, 55466912100]</td>\n",
|
||
" <td>scopus author id</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>0000-0001-8718-0056</td>\n",
|
||
" <td>[scopus author id, 7102015452]</td>\n",
|
||
" <td>scopus author id</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>0000-0001-9708-5570</td>\n",
|
||
" <td>[researcherid, p-5112-2015]</td>\n",
|
||
" <td>researcherid</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>0000-0001-9708-5570</td>\n",
|
||
" <td>[scopus author id, 42062216900]</td>\n",
|
||
" <td>scopus author id</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" orcid external_ids provider\n",
|
||
"7 0000-0001-7463-977x [loop profile, 371409] loop profile\n",
|
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|
||
" xaxis=dict(tickangle=45, tickfont=dict(size=12))\n",
|
||
")\n",
|
||
"fig = go.Figure(data=data, layout=layout)\n",
|
||
"plotly.offline.iplot(fig)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 56,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([nan, 'loop profile', 'scopus author id', 'researcherid',\n",
|
||
" 'scopus author id: ', 'gnd', 'isni', 'ciência id', 'pitt id',\n",
|
||
" 'id dialnet', 'technical university of denmark cwis',\n",
|
||
" 'researcher name resolver id', 'scopus author id:',\n",
|
||
" 'hkust profile', '中国科学家在线', 'cti vitae', 'escientist',\n",
|
||
" 'researcher id', 'sciprofile', 'digital author id', 'scopus id',\n",
|
||
" 'uow scholars', 'authenticusid', 'authenticus', 'authid',\n",
|
||
" 'hku researcherpage', 'chalmers id', 'iauthor', 'us epa vivo',\n",
|
||
" 'digital author id (dai)', 'vivo cornell', 'smithsonian profiles',\n",
|
||
" 'github', 'google scholar', 'scopus id', 'researcherid:', 'dai',\n",
|
||
" 'kaken', 'orcid id', 'dialnet id', 'profile system identifier',\n",
|
||
" 'sciprofiles', 'id dialnet:', 'researcherid: ', 'scienceopen',\n",
|
||
" 'une researcher id', 'custom', 'orcid'], dtype=object)"
|
||
]
|
||
},
|
||
"execution_count": 56,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"pd.unique(ids['provider'])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Keywords"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"This field is problematic as users can be nasty and put multiple keywords in one as opposed of having different keywords. Look this"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 57,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"['data science ',\n",
|
||
" 'science of science',\n",
|
||
" 'scholarly knowledge mining',\n",
|
||
" 'open science',\n",
|
||
" 'research infrastructures']"
|
||
]
|
||
},
|
||
"execution_count": 57,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df[df['orcid'] == AM]['keywords'].values[0]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"I did a good job. The following instead is dirty"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 58,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"['open access, open science, libraries, repositories, social web,']"
|
||
]
|
||
},
|
||
"execution_count": 58,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df[df['orcid'] == PP]['keywords'].values[0]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"So the keyword field needs some cleaning"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 59,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def fix_keywords(lst):\n",
|
||
" fixed = set()\n",
|
||
" for k in lst:\n",
|
||
" tokens = set(k.split(','))\n",
|
||
"# tokens.remove('')\n",
|
||
" for t in tokens:\n",
|
||
" fixed.add(str.strip(t))\n",
|
||
" fixed.discard('')\n",
|
||
" return list(fixed)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 60,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df['fixed_keywords'] = df[df.keywords.notna()]['keywords'].apply(lambda x: fix_keywords(x))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 61,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"['open science', 'repositories', 'open access', 'libraries', 'social web']"
|
||
]
|
||
},
|
||
"execution_count": 61,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df[df['orcid'] == PP]['fixed_keywords'].values[0]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 62,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df['n_keywords'] = df.keywords.str.len()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 63,
|
||
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|
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|
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||
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|
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
||
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||
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|
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||
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|
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|
||
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|
||
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|
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||
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|
||
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||
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|
||
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|
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|
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|
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|
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|
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|
||
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|
||
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|
||
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|
||
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|
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|
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|
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|
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|
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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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" go.Bar(\n",
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" x=grouped_keywords.index[:TOP_N],\n",
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" )\n",
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"source": [
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"## Correlation"
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]
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},
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