diff --git a/notebooks/01-Exploration.ipynb b/notebooks/01-AM-Exploration.ipynb
similarity index 62%
rename from notebooks/01-Exploration.ipynb
rename to notebooks/01-AM-Exploration.ipynb
index 7573fc0..344e153 100644
--- a/notebooks/01-Exploration.ipynb
+++ b/notebooks/01-AM-Exploration.ipynb
@@ -12,15 +12,17 @@
    "metadata": {},
    "source": [
     "TODO:\n",
-    "- Understanding the reason for fake profiles can bring insight on how to catch them (could be trivial with prior knowledge, e.g., SEO hacking => URLs)\n",
-    "- Study different cases (e.g. author publishing with empty orcid, author publishing but not on OpenAIRE, etc.)\n",
-    "- Temporal dimension; is it of any use?\n",
-    "- Can we access private info thanks to the OpenAIRE-ORCID agreement? No.\n"
+    "- URLs can be found elsewhere (e.g., biographies, names, etc.)\n",
+    "- Check line feed handling when creating dump\n",
+    "- Always keep an eye to the temporal dimension\n",
+    "- Why fake ORCID records are being created? [Link farming/SEO hacking, anything else?]\n",
+    "- Can we access private info thanks to the OpenAIRE ORCID membership? No.\n",
+    "- Check special cases of worksource as in https://orcid.org/0000-0002-4469-621X where \"author name VIA ResearcherID\"\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -59,6 +61,7 @@
    "source": [
     "import glob\n",
     "import ast\n",
+    "import re\n",
     "\n",
     "from datetime import datetime\n",
     "import pytz\n",
@@ -104,20 +107,6 @@
     "pd.set_option('display.max_columns', None)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -127,12 +116,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [],
    "source": [
     "AM = '0000-0002-5193-7851'\n",
-    "PP = '0000-0002-8588-4196'\n"
+    "PP = '0000-0002-8588-4196'"
    ]
   },
   {
@@ -144,7 +133,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -164,7 +153,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -177,7 +166,16 @@
     "    'cannabis': '0000-0002-9025-8632',   # URL > 70 + works (now REMOVED)\n",
     "    'plumber': '0000-0002-1700-8311',    # URL > 10 + works\n",
     "    'furniture': '0000-0001-7478-4539',\n",
-    "    'cleaners': '0000-0002-7392-3792'\n",
+    "    'cleaners': '0000-0002-7392-3792',\n",
+    "    'toxiburn': '0000-0001-7505-2081',   # URLs in bio\n",
+    "    'ultraburst': '0000-0002-7037-3393', # URLs in bio\n",
+    "    'testoryze': '0000-0002-6361-8129',  # UNRL in bio\n",
+    "    'rlmax': '0000-0002-0393-7865',\n",
+    "    'eretrol': '0000-0002-6226-8905',\n",
+    "    'memomax': '0000-0002-2231-4233',\n",
+    "    'keto': '0000-0002-5521-9494',\n",
+    "    'baukredit': '0000-0002-5402-9920',\n",
+    "    'barber': '0000-0002-6766-8254'\n",
     "}"
    ]
   },
@@ -190,7 +188,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -235,10 +233,12 @@
        "      <th>n_arxiv</th>\n",
        "      <th>n_pmc</th>\n",
        "      <th>n_other_pids</th>\n",
+       "      <th>other_urls</th>\n",
        "      <th>label</th>\n",
        "      <th>primary_email_domain</th>\n",
        "      <th>other_email_domains</th>\n",
        "      <th>url_domains</th>\n",
+       "      <th>other_url_domains</th>\n",
        "      <th>n_emails</th>\n",
        "      <th>n_urls</th>\n",
        "      <th>n_ids</th>\n",
@@ -271,10 +271,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -305,10 +307,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -339,10 +343,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -352,7 +358,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>0000-0001-6220-5683</td>\n",
+       "      <td>0000-0001-7071-8294</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -364,29 +370,31 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[[research scientist, new york university abu ...</td>\n",
+       "      <td>[[researcher (academic), universidad de zarago...</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2015-08-18 12:36:45.307000+00:00</td>\n",
-       "      <td>2020-09-23 13:37:54.180000+00:00</td>\n",
+       "      <td>2014-03-10 13:22:01.966000+00:00</td>\n",
+       "      <td>2016-06-14 22:17:54.470000+00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>0000-0001-7071-8294</td>\n",
+       "      <td>0000-0001-7247-6831</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -398,25 +406,27 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[[researcher (academic), universidad de zarago...</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2014-03-10 13:22:01.966000+00:00</td>\n",
-       "      <td>2016-06-14 22:17:54.470000+00:00</td>\n",
+       "      <td>2019-07-19 15:57:46.116000+00:00</td>\n",
+       "      <td>2019-07-19 16:04:33.839000+00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>2</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -427,8 +437,8 @@
        "0  0000-0001-6097-3953           False                   False        <NA>   \n",
        "1  0000-0001-6112-5550            True                    True        <NA>   \n",
        "2  0000-0001-6152-2695            True                    True        <NA>   \n",
-       "3  0000-0001-6220-5683            True                    True        <NA>   \n",
-       "4  0000-0001-7071-8294            True                    True        <NA>   \n",
+       "3  0000-0001-7071-8294            True                    True        <NA>   \n",
+       "4  0000-0001-7247-6831            True                    True        <NA>   \n",
        "\n",
        "  family_name biography                 other_names urls primary_email  \\\n",
        "0        <NA>      <NA>                         NaN  NaN          <NA>   \n",
@@ -448,39 +458,39 @@
        "0                                                NaN        0          NaN   \n",
        "1  [[professor, peoples friendship university of ...        0          NaN   \n",
        "2                                                NaN        0          NaN   \n",
-       "3  [[research scientist, new york university abu ...        0          NaN   \n",
-       "4  [[researcher (academic), universidad de zarago...        0          NaN   \n",
+       "3  [[researcher (academic), universidad de zarago...        0          NaN   \n",
+       "4                                                NaN        0          NaN   \n",
        "\n",
        "                   activation_date                 last_update_date  n_doi  \\\n",
        "0 2018-03-02 09:29:16.528000+00:00 2018-03-02 09:43:07.551000+00:00      0   \n",
        "1 2018-04-03 07:50:23.358000+00:00 2020-03-18 09:42:44.753000+00:00      0   \n",
        "2 2019-12-11 15:31:56.388000+00:00 2020-01-28 15:34:17.309000+00:00      0   \n",
-       "3 2015-08-18 12:36:45.307000+00:00 2020-09-23 13:37:54.180000+00:00      0   \n",
-       "4 2014-03-10 13:22:01.966000+00:00 2016-06-14 22:17:54.470000+00:00      0   \n",
+       "3 2014-03-10 13:22:01.966000+00:00 2016-06-14 22:17:54.470000+00:00      0   \n",
+       "4 2019-07-19 15:57:46.116000+00:00 2019-07-19 16:04:33.839000+00:00      0   \n",
        "\n",
-       "   n_arxiv  n_pmc  n_other_pids  label primary_email_domain  \\\n",
-       "0        0      0             0  False                  NaN   \n",
-       "1        0      0             0  False                  NaN   \n",
-       "2        0      0             0  False                  NaN   \n",
-       "3        0      0             0  False                  NaN   \n",
-       "4        0      0             0  False                  NaN   \n",
+       "   n_arxiv  n_pmc  n_other_pids other_urls  label primary_email_domain  \\\n",
+       "0        0      0             0        NaN  False                  NaN   \n",
+       "1        0      0             0        NaN  False                  NaN   \n",
+       "2        0      0             0        NaN  False                  NaN   \n",
+       "3        0      0             0        NaN  False                  NaN   \n",
+       "4        0      0             0        NaN  False                  NaN   \n",
        "\n",
-       "  other_email_domains url_domains  n_emails  n_urls  n_ids  n_keywords  \\\n",
-       "0                 NaN         NaN      <NA>    <NA>   <NA>        <NA>   \n",
-       "1                 NaN         NaN      <NA>    <NA>   <NA>        <NA>   \n",
-       "2                 NaN         NaN      <NA>    <NA>   <NA>        <NA>   \n",
-       "3                 NaN         NaN      <NA>    <NA>   <NA>        <NA>   \n",
-       "4                 NaN         NaN      <NA>    <NA>   <NA>        <NA>   \n",
+       "  other_email_domains url_domains other_url_domains  n_emails  n_urls  n_ids  \\\n",
+       "0                 NaN         NaN               NaN      <NA>    <NA>   <NA>   \n",
+       "1                 NaN         NaN               NaN      <NA>    <NA>   <NA>   \n",
+       "2                 NaN         NaN               NaN      <NA>    <NA>   <NA>   \n",
+       "3                 NaN         NaN               NaN      <NA>    <NA>   <NA>   \n",
+       "4                 NaN         NaN               NaN      <NA>    <NA>   <NA>   \n",
        "\n",
-       "   n_education  n_employment  \n",
-       "0         <NA>          <NA>  \n",
-       "1         <NA>             1  \n",
-       "2         <NA>          <NA>  \n",
-       "3         <NA>             1  \n",
-       "4         <NA>             2  "
+       "   n_keywords  n_education  n_employment  \n",
+       "0        <NA>         <NA>          <NA>  \n",
+       "1        <NA>         <NA>             1  \n",
+       "2        <NA>         <NA>          <NA>  \n",
+       "3        <NA>         <NA>             2  \n",
+       "4        <NA>         <NA>          <NA>  "
       ]
      },
-     "execution_count": 5,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -496,12 +506,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Notable profiles inspection"
+    "Notable records inspection"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -546,10 +556,12 @@
        "      <th>n_arxiv</th>\n",
        "      <th>n_pmc</th>\n",
        "      <th>n_other_pids</th>\n",
+       "      <th>other_urls</th>\n",
        "      <th>label</th>\n",
        "      <th>primary_email_domain</th>\n",
        "      <th>other_email_domains</th>\n",
        "      <th>url_domains</th>\n",
+       "      <th>other_url_domains</th>\n",
        "      <th>n_emails</th>\n",
        "      <th>n_urls</th>\n",
        "      <th>n_ids</th>\n",
@@ -560,7 +572,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>3073261</th>\n",
+       "      <th>6462863</th>\n",
        "      <td>0000-0002-5193-7851</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -570,24 +582,26 @@
        "      <td>NaN</td>\n",
        "      <td>[[personal website, https://andremann.github.i...</td>\n",
        "      <td>andrea.mannocci@isti.cnr.it</td>\n",
-       "      <td>[research infrastructures, scholarly knowledge...</td>\n",
+       "      <td>[science of science, scholarly knowledge minin...</td>\n",
        "      <td>[[scopus author id, 55233589900]]</td>\n",
        "      <td>[[information engineering, ph.d., università d...</td>\n",
        "      <td>[[research associate, istituto di scienza e te...</td>\n",
        "      <td>37</td>\n",
        "      <td>[scopus - elsevier, crossref metadata search, ...</td>\n",
        "      <td>2017-09-12 14:28:33.467000+00:00</td>\n",
-       "      <td>2021-03-17 15:40:07.776000+00:00</td>\n",
+       "      <td>2021-04-24 04:37:09.879000+00:00</td>\n",
        "      <td>34</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>60</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>True</td>\n",
        "      <td>isti.cnr.it</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[github.io, twitter.com, linkedin.com]</td>\n",
+       "      <td>{twitter.com, google.com, github.io, linkedin....</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>3</td>\n",
+       "      <td>4</td>\n",
        "      <td>1</td>\n",
        "      <td>5</td>\n",
        "      <td>4</td>\n",
@@ -599,49 +613,52 @@
       ],
       "text/plain": [
        "                       orcid  verified_email  verified_primary_email  \\\n",
-       "3073261  0000-0002-5193-7851            True                    True   \n",
+       "6462863  0000-0002-5193-7851            True                    True   \n",
        "\n",
        "        given_names family_name  \\\n",
-       "3073261      andrea    mannocci   \n",
+       "6462863      andrea    mannocci   \n",
        "\n",
        "                                                 biography other_names  \\\n",
-       "3073261  data scientist & researcher; scholarly knowled...         NaN   \n",
+       "6462863  data scientist & researcher; scholarly knowled...         NaN   \n",
        "\n",
        "                                                      urls  \\\n",
-       "3073261  [[personal website, https://andremann.github.i...   \n",
+       "6462863  [[personal website, https://andremann.github.i...   \n",
        "\n",
        "                       primary_email  \\\n",
-       "3073261  andrea.mannocci@isti.cnr.it   \n",
+       "6462863  andrea.mannocci@isti.cnr.it   \n",
        "\n",
        "                                                  keywords  \\\n",
-       "3073261  [research infrastructures, scholarly knowledge...   \n",
+       "6462863  [science of science, scholarly knowledge minin...   \n",
        "\n",
        "                              external_ids  \\\n",
-       "3073261  [[scopus author id, 55233589900]]   \n",
+       "6462863  [[scopus author id, 55233589900]]   \n",
        "\n",
        "                                                 education  \\\n",
-       "3073261  [[information engineering, ph.d., università d...   \n",
+       "6462863  [[information engineering, ph.d., università d...   \n",
        "\n",
        "                                                employment  n_works  \\\n",
-       "3073261  [[research associate, istituto di scienza e te...       37   \n",
+       "6462863  [[research associate, istituto di scienza e te...       37   \n",
        "\n",
        "                                              works_source  \\\n",
-       "3073261  [scopus - elsevier, crossref metadata search, ...   \n",
+       "6462863  [scopus - elsevier, crossref metadata search, ...   \n",
        "\n",
        "                         activation_date                 last_update_date  \\\n",
-       "3073261 2017-09-12 14:28:33.467000+00:00 2021-03-17 15:40:07.776000+00:00   \n",
+       "6462863 2017-09-12 14:28:33.467000+00:00 2021-04-24 04:37:09.879000+00:00   \n",
+       "\n",
+       "         n_doi  n_arxiv  n_pmc  n_other_pids other_urls  label  \\\n",
+       "6462863     34        0      0            60        NaN   True   \n",
        "\n",
-       "         n_doi  n_arxiv  n_pmc  n_other_pids  label primary_email_domain  \\\n",
-       "3073261     34        0      0            60   True          isti.cnr.it   \n",
+       "        primary_email_domain other_email_domains  \\\n",
+       "6462863          isti.cnr.it                 NaN   \n",
        "\n",
-       "        other_email_domains                             url_domains  n_emails  \\\n",
-       "3073261                 NaN  [github.io, twitter.com, linkedin.com]      <NA>   \n",
+       "                                               url_domains other_url_domains  \\\n",
+       "6462863  {twitter.com, google.com, github.io, linkedin....               NaN   \n",
        "\n",
-       "         n_urls  n_ids  n_keywords  n_education  n_employment  \n",
-       "3073261       3      1           5            4             5  "
+       "         n_emails  n_urls  n_ids  n_keywords  n_education  n_employment  \n",
+       "6462863      <NA>       4      1           5            4             5  "
       ]
      },
-     "execution_count": 6,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -652,7 +669,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -697,10 +714,12 @@
        "      <th>n_arxiv</th>\n",
        "      <th>n_pmc</th>\n",
        "      <th>n_other_pids</th>\n",
+       "      <th>other_urls</th>\n",
        "      <th>label</th>\n",
        "      <th>primary_email_domain</th>\n",
        "      <th>other_email_domains</th>\n",
        "      <th>url_domains</th>\n",
+       "      <th>other_url_domains</th>\n",
        "      <th>n_emails</th>\n",
        "      <th>n_urls</th>\n",
        "      <th>n_ids</th>\n",
@@ -711,7 +730,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>9887272</th>\n",
+       "      <th>10212327</th>\n",
        "      <td>0000-0001-6997-9470</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -721,7 +740,7 @@
        "      <td>NaN</td>\n",
        "      <td>[[otherwhatsapp, https://otherwhatsapp.com/], ...</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[whatsapp gb 2020, whatsapp gb apk, whatsapp g...</td>\n",
+       "      <td>[whatsapp gb, whatsapp gb apk, whatsapp gb 202...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -733,10 +752,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[otherwhatsapp.com, im-creator.com, facebook.c...</td>\n",
+       "      <td>{facebook.com, last.fm, vk.com, tumblr.com, yo...</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>27</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -749,38 +770,38 @@
        "</div>"
       ],
       "text/plain": [
-       "                       orcid  verified_email  verified_primary_email  \\\n",
-       "9887272  0000-0001-6997-9470            True                    True   \n",
+       "                        orcid  verified_email  verified_primary_email  \\\n",
+       "10212327  0000-0001-6997-9470            True                    True   \n",
        "\n",
-       "        given_names family_name biography other_names  \\\n",
-       "9887272       other    whatsapp      <NA>         NaN   \n",
+       "         given_names family_name biography other_names  \\\n",
+       "10212327       other    whatsapp      <NA>         NaN   \n",
        "\n",
-       "                                                      urls primary_email  \\\n",
-       "9887272  [[otherwhatsapp, https://otherwhatsapp.com/], ...          <NA>   \n",
+       "                                                       urls primary_email  \\\n",
+       "10212327  [[otherwhatsapp, https://otherwhatsapp.com/], ...          <NA>   \n",
        "\n",
-       "                                                  keywords external_ids  \\\n",
-       "9887272  [whatsapp gb 2020, whatsapp gb apk, whatsapp g...          NaN   \n",
+       "                                                   keywords external_ids  \\\n",
+       "10212327  [whatsapp gb, whatsapp gb apk, whatsapp gb 202...          NaN   \n",
        "\n",
-       "        education employment  n_works works_source  \\\n",
-       "9887272       NaN        NaN        0          NaN   \n",
+       "         education employment  n_works works_source  \\\n",
+       "10212327       NaN        NaN        0          NaN   \n",
        "\n",
-       "                         activation_date                 last_update_date  \\\n",
-       "9887272 2020-10-07 10:37:12.237000+00:00 2020-10-08 02:32:03.935000+00:00   \n",
+       "                          activation_date                 last_update_date  \\\n",
+       "10212327 2020-10-07 10:37:12.237000+00:00 2020-10-08 02:32:03.935000+00:00   \n",
        "\n",
-       "         n_doi  n_arxiv  n_pmc  n_other_pids  label primary_email_domain  \\\n",
-       "9887272      0        0      0             0  False                  NaN   \n",
+       "          n_doi  n_arxiv  n_pmc  n_other_pids other_urls  label  \\\n",
+       "10212327      0        0      0             0        NaN  False   \n",
        "\n",
-       "        other_email_domains  \\\n",
-       "9887272                 NaN   \n",
+       "         primary_email_domain other_email_domains  \\\n",
+       "10212327                  NaN                 NaN   \n",
        "\n",
-       "                                               url_domains  n_emails  n_urls  \\\n",
-       "9887272  [otherwhatsapp.com, im-creator.com, facebook.c...      <NA>      27   \n",
+       "                                                url_domains other_url_domains  \\\n",
+       "10212327  {facebook.com, last.fm, vk.com, tumblr.com, yo...               NaN   \n",
        "\n",
-       "         n_ids  n_keywords  n_education  n_employment  \n",
-       "9887272   <NA>           4         <NA>          <NA>  "
+       "          n_emails  n_urls  n_ids  n_keywords  n_education  n_employment  \n",
+       "10212327      <NA>      27   <NA>           4         <NA>          <NA>  "
       ]
      },
-     "execution_count": 7,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -791,7 +812,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 32,
    "metadata": {
     "scrolled": false
    },
@@ -799,41 +820,43 @@
     {
      "data": {
       "text/plain": [
-       "orcid                     10989649\n",
-       "verified_email            10989649\n",
-       "verified_primary_email    10989649\n",
-       "given_names               10959039\n",
-       "family_name               10671715\n",
-       "biography                   354015\n",
-       "other_names                 554684\n",
-       "urls                        715067\n",
-       "primary_email               124722\n",
-       "keywords                    649637\n",
-       "external_ids               1308598\n",
-       "education                  2441645\n",
-       "employment                 2680488\n",
-       "n_works                   10989649\n",
-       "works_source               2740939\n",
-       "activation_date           10989649\n",
-       "last_update_date          10989649\n",
-       "n_doi                     10989649\n",
-       "n_arxiv                   10989649\n",
-       "n_pmc                     10989649\n",
-       "n_other_pids              10989649\n",
-       "label                     10989649\n",
-       "primary_email_domain        124722\n",
-       "other_email_domains          48615\n",
-       "url_domains                 715067\n",
-       "n_emails                     48615\n",
-       "n_urls                      715067\n",
-       "n_ids                      1308598\n",
-       "n_keywords                  649637\n",
-       "n_education                2441645\n",
-       "n_employment               2680488\n",
+       "orcid                     11349607\n",
+       "verified_email            11349607\n",
+       "verified_primary_email    11349607\n",
+       "given_names               11318228\n",
+       "family_name               11017320\n",
+       "biography                   376153\n",
+       "other_names                 568998\n",
+       "urls                        746443\n",
+       "primary_email               129037\n",
+       "keywords                    664556\n",
+       "external_ids               1335691\n",
+       "education                  2493817\n",
+       "employment                 2750231\n",
+       "n_works                   11349607\n",
+       "works_source               2830772\n",
+       "activation_date           11349607\n",
+       "last_update_date          11349607\n",
+       "n_doi                     11349607\n",
+       "n_arxiv                   11349607\n",
+       "n_pmc                     11349607\n",
+       "n_other_pids              11349607\n",
+       "other_urls                   15842\n",
+       "label                     11349607\n",
+       "primary_email_domain        129037\n",
+       "other_email_domains          50223\n",
+       "url_domains                 746443\n",
+       "other_url_domains            15842\n",
+       "n_emails                     50223\n",
+       "n_urls                      746443\n",
+       "n_ids                      1335691\n",
+       "n_keywords                  664556\n",
+       "n_education                2493817\n",
+       "n_employment               2750231\n",
        "dtype: int64"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -844,20 +867,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "count                10989649\n",
-       "unique               10989649\n",
-       "top       0000-0002-2510-4696\n",
+       "count                11349607\n",
+       "unique               11349607\n",
+       "top       0000-0003-4828-3321\n",
        "freq                        1\n",
        "Name: orcid, dtype: object"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -867,7 +890,7 @@
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "raw",
    "metadata": {},
    "source": [
     "## Primary email"
@@ -875,20 +898,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "count                     124722\n",
-       "unique                    124718\n",
+       "count                     129037\n",
+       "unique                    129032\n",
        "top       opercin@erbakan.edu.tr\n",
        "freq                           2\n",
        "Name: primary_email, dtype: object"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -906,20 +929,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "1681787       opercin@erbakan.edu.tr\n",
-       "5590332     patrick.davey@monash.edu\n",
-       "9316843             maykin@owasp.org\n",
-       "10375852       andycheng2026@163.com\n",
+       "1734114       opercin@erbakan.edu.tr\n",
+       "7790373             maykin@owasp.org\n",
+       "10265986    garcialopezart@gmail.com\n",
+       "10706978       andycheng2026@163.com\n",
+       "11344431    patrick.davey@monash.edu\n",
        "Name: primary_email, dtype: string"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -930,7 +954,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
@@ -975,10 +999,12 @@
        "      <th>n_arxiv</th>\n",
        "      <th>n_pmc</th>\n",
        "      <th>n_other_pids</th>\n",
+       "      <th>other_urls</th>\n",
        "      <th>label</th>\n",
        "      <th>primary_email_domain</th>\n",
        "      <th>other_email_domains</th>\n",
        "      <th>url_domains</th>\n",
+       "      <th>other_url_domains</th>\n",
        "      <th>n_emails</th>\n",
        "      <th>n_urls</th>\n",
        "      <th>n_ids</th>\n",
@@ -989,8 +1015,8 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>7543981</th>\n",
-       "      <td>0000-0002-0836-2271</td>\n",
+       "      <th>4466844</th>\n",
+       "      <td>0000-0001-9855-1676</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>maykin</td>\n",
@@ -1005,17 +1031,19 @@
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2020-09-15 04:43:55.709000+00:00</td>\n",
-       "      <td>2020-09-15 05:17:28.509000+00:00</td>\n",
+       "      <td>2020-10-23 17:51:51.925000+00:00</td>\n",
+       "      <td>2021-03-26 08:27:30.509000+00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>owasp.org</td>\n",
-       "      <td>[dga.or.th]</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -1023,8 +1051,8 @@
        "      <td>&lt;NA&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9316843</th>\n",
-       "      <td>0000-0001-9855-1676</td>\n",
+       "      <th>7790373</th>\n",
+       "      <td>0000-0002-0836-2271</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>maykin</td>\n",
@@ -1039,17 +1067,19 @@
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2020-10-23 17:51:51.925000+00:00</td>\n",
-       "      <td>2021-01-01 15:00:52.053000+00:00</td>\n",
+       "      <td>2020-09-15 04:43:55.709000+00:00</td>\n",
+       "      <td>2020-09-15 05:17:28.509000+00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>owasp.org</td>\n",
-       "      <td>[dga.or.th, ieee.org]</td>\n",
+       "      <td>[dga.or.th]</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -1062,35 +1092,39 @@
       ],
       "text/plain": [
        "                       orcid  verified_email  verified_primary_email  \\\n",
-       "7543981  0000-0002-0836-2271            True                    True   \n",
-       "9316843  0000-0001-9855-1676            True                    True   \n",
+       "4466844  0000-0001-9855-1676            True                    True   \n",
+       "7790373  0000-0002-0836-2271            True                    True   \n",
        "\n",
        "        given_names family_name biography other_names urls     primary_email  \\\n",
-       "7543981      maykin    warasart      <NA>         NaN  NaN  maykin@owasp.org   \n",
-       "9316843      maykin    warasart      <NA>         NaN  NaN  maykin@owasp.org   \n",
+       "4466844      maykin    warasart      <NA>         NaN  NaN  maykin@owasp.org   \n",
+       "7790373      maykin    warasart      <NA>         NaN  NaN  maykin@owasp.org   \n",
        "\n",
        "        keywords external_ids education employment  n_works works_source  \\\n",
-       "7543981      NaN          NaN       NaN        NaN        0          NaN   \n",
-       "9316843      NaN          NaN       NaN        NaN        0          NaN   \n",
+       "4466844      NaN          NaN       NaN        NaN        0          NaN   \n",
+       "7790373      NaN          NaN       NaN        NaN        0          NaN   \n",
        "\n",
        "                         activation_date                 last_update_date  \\\n",
-       "7543981 2020-09-15 04:43:55.709000+00:00 2020-09-15 05:17:28.509000+00:00   \n",
-       "9316843 2020-10-23 17:51:51.925000+00:00 2021-01-01 15:00:52.053000+00:00   \n",
+       "4466844 2020-10-23 17:51:51.925000+00:00 2021-03-26 08:27:30.509000+00:00   \n",
+       "7790373 2020-09-15 04:43:55.709000+00:00 2020-09-15 05:17:28.509000+00:00   \n",
+       "\n",
+       "         n_doi  n_arxiv  n_pmc  n_other_pids other_urls  label  \\\n",
+       "4466844      0        0      0             0        NaN  False   \n",
+       "7790373      0        0      0             0        NaN  False   \n",
        "\n",
-       "         n_doi  n_arxiv  n_pmc  n_other_pids  label primary_email_domain  \\\n",
-       "7543981      0        0      0             0  False            owasp.org   \n",
-       "9316843      0        0      0             0  False            owasp.org   \n",
+       "        primary_email_domain other_email_domains url_domains  \\\n",
+       "4466844            owasp.org                 NaN         NaN   \n",
+       "7790373            owasp.org         [dga.or.th]         NaN   \n",
        "\n",
-       "           other_email_domains url_domains  n_emails  n_urls  n_ids  \\\n",
-       "7543981            [dga.or.th]         NaN         1    <NA>   <NA>   \n",
-       "9316843  [dga.or.th, ieee.org]         NaN         2    <NA>   <NA>   \n",
+       "        other_url_domains  n_emails  n_urls  n_ids  n_keywords  n_education  \\\n",
+       "4466844               NaN      <NA>    <NA>   <NA>        <NA>         <NA>   \n",
+       "7790373               NaN         1    <NA>   <NA>        <NA>         <NA>   \n",
        "\n",
-       "         n_keywords  n_education  n_employment  \n",
-       "7543981        <NA>         <NA>          <NA>  \n",
-       "9316843        <NA>         <NA>          <NA>  "
+       "         n_employment  \n",
+       "4466844          <NA>  \n",
+       "7790373          <NA>  "
       ]
      },
-     "execution_count": 12,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1101,7 +1135,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
@@ -1146,10 +1180,12 @@
        "      <th>n_arxiv</th>\n",
        "      <th>n_pmc</th>\n",
        "      <th>n_other_pids</th>\n",
+       "      <th>other_urls</th>\n",
        "      <th>label</th>\n",
        "      <th>primary_email_domain</th>\n",
        "      <th>other_email_domains</th>\n",
        "      <th>url_domains</th>\n",
+       "      <th>other_url_domains</th>\n",
        "      <th>n_emails</th>\n",
        "      <th>n_urls</th>\n",
        "      <th>n_ids</th>\n",
@@ -1160,7 +1196,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>347852</th>\n",
+       "      <th>358094</th>\n",
        "      <td>0000-0002-2232-9638</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -1182,10 +1218,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>erbakan.edu.tr</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -1194,7 +1232,7 @@
        "      <td>&lt;NA&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1681787</th>\n",
+       "      <th>1734114</th>\n",
        "      <td>0000-0003-0033-0918</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -1216,10 +1254,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>erbakan.edu.tr</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -1233,39 +1273,43 @@
       ],
       "text/plain": [
        "                       orcid  verified_email  verified_primary_email  \\\n",
-       "347852   0000-0002-2232-9638            True                    True   \n",
-       "1681787  0000-0003-0033-0918            True                    True   \n",
+       "358094   0000-0002-2232-9638            True                    True   \n",
+       "1734114  0000-0003-0033-0918            True                    True   \n",
        "\n",
        "        given_names family_name biography other_names urls  \\\n",
-       "347852        osman      perçin      <NA>         NaN  NaN   \n",
-       "1681787       osman      perçin      <NA>         NaN  NaN   \n",
+       "358094        osman      perçin      <NA>         NaN  NaN   \n",
+       "1734114       osman      perçin      <NA>         NaN  NaN   \n",
        "\n",
        "                  primary_email keywords external_ids education  \\\n",
-       "347852   opercin@erbakan.edu.tr      NaN          NaN       NaN   \n",
-       "1681787  opercin@erbakan.edu.tr      NaN          NaN       NaN   \n",
+       "358094   opercin@erbakan.edu.tr      NaN          NaN       NaN   \n",
+       "1734114  opercin@erbakan.edu.tr      NaN          NaN       NaN   \n",
        "\n",
        "                                                employment  n_works  \\\n",
-       "347852                                                 NaN        0   \n",
-       "1681787  [[, necmettin erbakan university, konya, , tr,...        0   \n",
+       "358094                                                 NaN        0   \n",
+       "1734114  [[, necmettin erbakan university, konya, , tr,...        0   \n",
        "\n",
        "        works_source                  activation_date  \\\n",
-       "347852           NaN 2015-01-12 13:47:55.549000+00:00   \n",
-       "1681787          NaN 2015-10-13 05:47:12.014000+00:00   \n",
+       "358094           NaN 2015-01-12 13:47:55.549000+00:00   \n",
+       "1734114          NaN 2015-10-13 05:47:12.014000+00:00   \n",
        "\n",
        "                        last_update_date  n_doi  n_arxiv  n_pmc  n_other_pids  \\\n",
-       "347852  2020-01-27 07:38:24.269000+00:00      0        0      0             0   \n",
-       "1681787 2020-12-25 13:52:03.976000+00:00      0        0      0             0   \n",
+       "358094  2020-01-27 07:38:24.269000+00:00      0        0      0             0   \n",
+       "1734114 2020-12-25 13:52:03.976000+00:00      0        0      0             0   \n",
+       "\n",
+       "        other_urls  label primary_email_domain other_email_domains  \\\n",
+       "358094         NaN  False       erbakan.edu.tr                 NaN   \n",
+       "1734114        NaN  False       erbakan.edu.tr                 NaN   \n",
        "\n",
-       "         label primary_email_domain other_email_domains url_domains  n_emails  \\\n",
-       "347852   False       erbakan.edu.tr                 NaN         NaN      <NA>   \n",
-       "1681787  False       erbakan.edu.tr                 NaN         NaN      <NA>   \n",
+       "        url_domains other_url_domains  n_emails  n_urls  n_ids  n_keywords  \\\n",
+       "358094          NaN               NaN      <NA>    <NA>   <NA>        <NA>   \n",
+       "1734114         NaN               NaN      <NA>    <NA>   <NA>        <NA>   \n",
        "\n",
-       "         n_urls  n_ids  n_keywords  n_education  n_employment  \n",
-       "347852     <NA>   <NA>        <NA>         <NA>          <NA>  \n",
-       "1681787    <NA>   <NA>        <NA>         <NA>             1  "
+       "         n_education  n_employment  \n",
+       "358094          <NA>          <NA>  \n",
+       "1734114         <NA>             1  "
       ]
      },
-     "execution_count": 13,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1276,7 +1320,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
@@ -1321,10 +1365,12 @@
        "      <th>n_arxiv</th>\n",
        "      <th>n_pmc</th>\n",
        "      <th>n_other_pids</th>\n",
+       "      <th>other_urls</th>\n",
        "      <th>label</th>\n",
        "      <th>primary_email_domain</th>\n",
        "      <th>other_email_domains</th>\n",
        "      <th>url_domains</th>\n",
+       "      <th>other_url_domains</th>\n",
        "      <th>n_emails</th>\n",
        "      <th>n_urls</th>\n",
        "      <th>n_ids</th>\n",
@@ -1335,7 +1381,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>954085</th>\n",
+       "      <th>983898</th>\n",
        "      <td>0000-0002-9158-1757</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -1345,7 +1391,7 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>patrick.davey@monash.edu</td>\n",
-       "      <td>[radiopharmaceuticals, bioinorganic chemistry,...</td>\n",
+       "      <td>[inorganic chemistry, radiochemistry, radiopha...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>[[phd student, monash university, melbourne, ,...</td>\n",
@@ -1357,10 +1403,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>monash.edu</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -1369,7 +1417,7 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5590332</th>\n",
+       "      <th>11344431</th>\n",
        "      <td>0000-0002-8774-0030</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -1386,15 +1434,17 @@
        "      <td>1</td>\n",
        "      <td>[crossref]</td>\n",
        "      <td>2018-09-11 10:47:10.997000+00:00</td>\n",
-       "      <td>2021-02-09 06:21:44.138000+00:00</td>\n",
+       "      <td>2021-04-30 05:47:48.213000+00:00</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>True</td>\n",
        "      <td>monash.edu</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -1407,44 +1457,48 @@
        "</div>"
       ],
       "text/plain": [
-       "                       orcid  verified_email  verified_primary_email  \\\n",
-       "954085   0000-0002-9158-1757            True                    True   \n",
-       "5590332  0000-0002-8774-0030            True                    True   \n",
+       "                        orcid  verified_email  verified_primary_email  \\\n",
+       "983898    0000-0002-9158-1757            True                    True   \n",
+       "11344431  0000-0002-8774-0030            True                    True   \n",
        "\n",
-       "        given_names family_name biography other_names urls  \\\n",
-       "954085      patrick       davey      <NA>         NaN  NaN   \n",
-       "5590332     patrick       davey      <NA>         NaN  NaN   \n",
+       "         given_names family_name biography other_names urls  \\\n",
+       "983898       patrick       davey      <NA>         NaN  NaN   \n",
+       "11344431     patrick       davey      <NA>         NaN  NaN   \n",
        "\n",
-       "                    primary_email  \\\n",
-       "954085   patrick.davey@monash.edu   \n",
-       "5590332  patrick.davey@monash.edu   \n",
+       "                     primary_email  \\\n",
+       "983898    patrick.davey@monash.edu   \n",
+       "11344431  patrick.davey@monash.edu   \n",
        "\n",
-       "                                                  keywords external_ids  \\\n",
-       "954085   [radiopharmaceuticals, bioinorganic chemistry,...          NaN   \n",
-       "5590332                                                NaN          NaN   \n",
+       "                                                   keywords external_ids  \\\n",
+       "983898    [inorganic chemistry, radiochemistry, radiopha...          NaN   \n",
+       "11344431                                                NaN          NaN   \n",
        "\n",
-       "        education                                         employment  n_works  \\\n",
-       "954085        NaN  [[phd student, monash university, melbourne, ,...        0   \n",
-       "5590332       NaN  [[phd student, monash university, melbourne, v...        1   \n",
+       "         education                                         employment  \\\n",
+       "983898         NaN  [[phd student, monash university, melbourne, ,...   \n",
+       "11344431       NaN  [[phd student, monash university, melbourne, v...   \n",
        "\n",
-       "        works_source                  activation_date  \\\n",
-       "954085           NaN 2019-05-09 23:01:02.170000+00:00   \n",
-       "5590332   [crossref] 2018-09-11 10:47:10.997000+00:00   \n",
+       "          n_works works_source                  activation_date  \\\n",
+       "983898          0          NaN 2019-05-09 23:01:02.170000+00:00   \n",
+       "11344431        1   [crossref] 2018-09-11 10:47:10.997000+00:00   \n",
        "\n",
-       "                        last_update_date  n_doi  n_arxiv  n_pmc  n_other_pids  \\\n",
-       "954085  2019-08-20 03:00:17.844000+00:00      0        0      0             0   \n",
-       "5590332 2021-02-09 06:21:44.138000+00:00      1        0      0             0   \n",
+       "                         last_update_date  n_doi  n_arxiv  n_pmc  \\\n",
+       "983898   2019-08-20 03:00:17.844000+00:00      0        0      0   \n",
+       "11344431 2021-04-30 05:47:48.213000+00:00      1        0      0   \n",
        "\n",
-       "         label primary_email_domain other_email_domains url_domains  n_emails  \\\n",
-       "954085   False           monash.edu                 NaN         NaN      <NA>   \n",
-       "5590332   True           monash.edu                 NaN         NaN      <NA>   \n",
+       "          n_other_pids other_urls  label primary_email_domain  \\\n",
+       "983898               0        NaN  False           monash.edu   \n",
+       "11344431             0        NaN   True           monash.edu   \n",
        "\n",
-       "         n_urls  n_ids  n_keywords  n_education  n_employment  \n",
-       "954085     <NA>   <NA>           4         <NA>             1  \n",
-       "5590332    <NA>   <NA>        <NA>         <NA>             1  "
+       "         other_email_domains url_domains other_url_domains  n_emails  n_urls  \\\n",
+       "983898                   NaN         NaN               NaN      <NA>    <NA>   \n",
+       "11344431                 NaN         NaN               NaN      <NA>    <NA>   \n",
+       "\n",
+       "          n_ids  n_keywords  n_education  n_employment  \n",
+       "983898     <NA>           4         <NA>             1  \n",
+       "11344431   <NA>        <NA>         <NA>             1  "
       ]
      },
-     "execution_count": 14,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1455,20 +1509,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "count        124722\n",
-       "unique        17160\n",
+       "count        129037\n",
+       "unique        17499\n",
        "top       gmail.com\n",
-       "freq          26750\n",
+       "freq          27831\n",
        "Name: primary_email_domain, dtype: object"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1479,121 +1533,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 40,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>orcid</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>primary_email_domain</th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>gmail.com</th>\n",
-       "      <td>26750</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>hotmail.com</th>\n",
-       "      <td>3801</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>yahoo.com</th>\n",
-       "      <td>2625</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>163.com</th>\n",
-       "      <td>2132</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>yuhs.ac</th>\n",
-       "      <td>1134</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>imf.csic.es</th>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>imf.org</th>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>imfd.tu-freiberg.de</th>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>imft.fr</th>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>zzuli.edu.cn</th>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>17160 rows × 1 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                      orcid\n",
-       "primary_email_domain       \n",
-       "gmail.com             26750\n",
-       "hotmail.com            3801\n",
-       "yahoo.com              2625\n",
-       "163.com                2132\n",
-       "yuhs.ac                1134\n",
-       "...                     ...\n",
-       "imf.csic.es               1\n",
-       "imf.org                   1\n",
-       "imfd.tu-freiberg.de       1\n",
-       "imft.fr                   1\n",
-       "zzuli.edu.cn              1\n",
-       "\n",
-       "[17160 rows x 1 columns]"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "top_primary_emails = df[['primary_email_domain', 'orcid']]\\\n",
     "                .groupby('primary_email_domain')\\\n",
     "                .count()\\\n",
-    "                .sort_values('orcid', ascending=False)\n",
-    "top_primary_emails"
+    "                .sort_values('orcid', ascending=False)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
@@ -1617,8 +1569,8 @@
           "outlook.com",
           "126.com",
           "bu.edu",
-          "usgs.gov",
           "mail.ru",
+          "usgs.gov",
           "usp.br",
           "yahoo.com.br",
           "ua.pt",
@@ -1635,41 +1587,41 @@
           "naver.com",
           "stcatz.ox.ac.uk",
           "st-annes.ox.ac.uk",
-          "yahoo.fr",
           "ucm.es",
+          "yahoo.fr",
           "live.com"
          ],
          "y": [
-          26750,
-          3801,
-          2625,
-          2132,
-          1134,
-          1059,
-          948,
-          766,
-          629,
-          586,
-          579,
-          464,
-          459,
-          302,
-          290,
+          27831,
+          3919,
+          2700,
+          2211,
+          1130,
+          1101,
+          1005,
+          798,
+          635,
+          605,
+          592,
+          476,
+          473,
+          303,
+          293,
           277,
-          260,
-          248,
-          244,
-          235,
-          226,
-          218,
-          210,
-          205,
-          188,
-          184,
+          268,
+          253,
+          252,
+          240,
+          238,
+          225,
+          217,
+          208,
+          201,
           184,
-          174,
-          174,
-          165
+          183,
+          180,
+          180,
+          169
          ]
         }
        ],
@@ -2496,9 +2448,9 @@
        }
       },
       "text/html": [
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        "                            \n",
-       "var gd = document.getElementById('c0eb7211-07cf-4ec4-9a65-eecc68f0961c');\n",
+       "var gd = document.getElementById('f317d5ad-7e11-4f76-b4b4-621b51748601');\n",
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@@ -2544,6 +2496,13 @@
     "plotly.offline.iplot(fig)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This somehow makes sense, legitimate users could put the gmail account as primary for login purposes and have institutional addresses as other email addresses. It makes also the life easier upon relocation."
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -2553,352 +2512,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {
-    "scrolled": true
-   },
+   "execution_count": 42,
+   "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
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-       "\n",
-       "    .dataframe tbody tr th {\n",
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-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>orcid</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>urls</th>\n",
-       "      <th>primary_email</th>\n",
-       "      <th>keywords</th>\n",
-       "      <th>external_ids</th>\n",
-       "      <th>education</th>\n",
-       "      <th>employment</th>\n",
-       "      <th>n_works</th>\n",
-       "      <th>works_source</th>\n",
-       "      <th>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>url_domains</th>\n",
-       "      <th>n_emails</th>\n",
-       "      <th>n_urls</th>\n",
-       "      <th>n_ids</th>\n",
-       "      <th>n_keywords</th>\n",
-       "      <th>n_education</th>\n",
-       "      <th>n_employment</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>251</th>\n",
-       "      <td>0000-0002-5916-446X</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>antonio gilvan</td>\n",
-       "      <td>teixeira júnior</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[teixeira, antônio gilvan, júnior, antonio gil...</td>\n",
-       "      <td>[[research gate, https://www.researchgate.net/...</td>\n",
-       "      <td>gilvan.junior@aluno.ufca.edu.br</td>\n",
-       "      <td>[ethicis; medicine; infectology; neurology; ne...</td>\n",
-       "      <td>[[scopus author id, 56647743200], [scopus auth...</td>\n",
-       "      <td>[[faculty of health and life sciences, , unive...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>14</td>\n",
-       "      <td>[antonio gilvan teixeira júnior, scopus - else...</td>\n",
-       "      <td>2016-05-18 11:26:36.642000+00:00</td>\n",
-       "      <td>2016-09-20 18:25:05.728000+00:00</td>\n",
-       "      <td>13</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>8</td>\n",
-       "      <td>False</td>\n",
-       "      <td>aluno.ufca.edu.br</td>\n",
-       "      <td>[liverpool.ac.uk]</td>\n",
-       "      <td>[researchgate.net, academia.edu, cnpq.br]</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>316</th>\n",
-       "      <td>0000-0002-8742-947X</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>aaron</td>\n",
-       "      <td>tan shing loong</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>aaron.tanshingloong@wadh.ox.ac.uk</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[ruskin school of art; wadham college, , univ...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2015-10-05 23:10:08.771000+00:00</td>\n",
-       "      <td>2016-06-14 19:55:50.313000+00:00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>wadh.ox.ac.uk</td>\n",
-       "      <td>[rsa.ox.ac.uk]</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>433</th>\n",
-       "      <td>0000-0001-9097-2281</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>abhishek</td>\n",
-       "      <td>solanki</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[github, https://github.com/abhisheksolanki],...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[senior engineer, robert bosch (india), benga...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[abhishek solanki]</td>\n",
-       "      <td>2019-04-22 04:43:06.232000+00:00</td>\n",
-       "      <td>2020-07-02 14:18:28.305000+00:00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[in.bosch.com]</td>\n",
-       "      <td>[github.com, linkedin.com]</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>497</th>\n",
-       "      <td>0000-0002-8614-3007</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>adam</td>\n",
-       "      <td>arra</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2017-11-15 06:33:45.625000+00:00</td>\n",
-       "      <td>2017-11-15 06:44:02.998000+00:00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[hct.ac.ae]</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>869</th>\n",
-       "      <td>0000-0001-9884-5498</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>alberto</td>\n",
-       "      <td>ronzani</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>alberto@aronza.com</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[research scientist, vtt technical research c...</td>\n",
-       "      <td>19</td>\n",
-       "      <td>[crossref metadata search, alberto ronzani, cr...</td>\n",
-       "      <td>2014-04-16 13:21:54.287000+00:00</td>\n",
-       "      <td>2020-09-28 15:10:37.439000+00:00</td>\n",
-       "      <td>18</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>True</td>\n",
-       "      <td>aronza.com</td>\n",
-       "      <td>[vtt.fi]</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
       "text/plain": [
-       "                   orcid  verified_email  verified_primary_email  \\\n",
-       "251  0000-0002-5916-446X            True                    True   \n",
-       "316  0000-0002-8742-947X            True                    True   \n",
-       "433  0000-0001-9097-2281            True                    True   \n",
-       "497  0000-0002-8614-3007            True                    True   \n",
-       "869  0000-0001-9884-5498            True                    True   \n",
-       "\n",
-       "        given_names      family_name biography  \\\n",
-       "251  antonio gilvan  teixeira júnior      <NA>   \n",
-       "316           aaron  tan shing loong      <NA>   \n",
-       "433        abhishek          solanki      <NA>   \n",
-       "497            adam             arra      <NA>   \n",
-       "869         alberto          ronzani      <NA>   \n",
-       "\n",
-       "                                           other_names  \\\n",
-       "251  [teixeira, antônio gilvan, júnior, antonio gil...   \n",
-       "316                                                NaN   \n",
-       "433                                                NaN   \n",
-       "497                                                NaN   \n",
-       "869                                                NaN   \n",
-       "\n",
-       "                                                  urls  \\\n",
-       "251  [[research gate, https://www.researchgate.net/...   \n",
-       "316                                                NaN   \n",
-       "433  [[github, https://github.com/abhisheksolanki],...   \n",
-       "497                                                NaN   \n",
-       "869                                                NaN   \n",
-       "\n",
-       "                         primary_email  \\\n",
-       "251    gilvan.junior@aluno.ufca.edu.br   \n",
-       "316  aaron.tanshingloong@wadh.ox.ac.uk   \n",
-       "433                               <NA>   \n",
-       "497                               <NA>   \n",
-       "869                 alberto@aronza.com   \n",
-       "\n",
-       "                                              keywords  \\\n",
-       "251  [ethicis; medicine; infectology; neurology; ne...   \n",
-       "316                                                NaN   \n",
-       "433                                                NaN   \n",
-       "497                                                NaN   \n",
-       "869                                                NaN   \n",
-       "\n",
-       "                                          external_ids  \\\n",
-       "251  [[scopus author id, 56647743200], [scopus auth...   \n",
-       "316                                                NaN   \n",
-       "433                                                NaN   \n",
-       "497                                                NaN   \n",
-       "869                                                NaN   \n",
-       "\n",
-       "                                             education  \\\n",
-       "251  [[faculty of health and life sciences, , unive...   \n",
-       "316  [[ruskin school of art; wadham college, , univ...   \n",
-       "433                                                NaN   \n",
-       "497                                                NaN   \n",
-       "869                                                NaN   \n",
-       "\n",
-       "                                            employment  n_works  \\\n",
-       "251                                                NaN       14   \n",
-       "316                                                NaN        0   \n",
-       "433  [[senior engineer, robert bosch (india), benga...        1   \n",
-       "497                                                NaN        0   \n",
-       "869  [[research scientist, vtt technical research c...       19   \n",
-       "\n",
-       "                                          works_source  \\\n",
-       "251  [antonio gilvan teixeira júnior, scopus - else...   \n",
-       "316                                                NaN   \n",
-       "433                                 [abhishek solanki]   \n",
-       "497                                                NaN   \n",
-       "869  [crossref metadata search, alberto ronzani, cr...   \n",
-       "\n",
-       "                     activation_date                 last_update_date  n_doi  \\\n",
-       "251 2016-05-18 11:26:36.642000+00:00 2016-09-20 18:25:05.728000+00:00     13   \n",
-       "316 2015-10-05 23:10:08.771000+00:00 2016-06-14 19:55:50.313000+00:00      0   \n",
-       "433 2019-04-22 04:43:06.232000+00:00 2020-07-02 14:18:28.305000+00:00      0   \n",
-       "497 2017-11-15 06:33:45.625000+00:00 2017-11-15 06:44:02.998000+00:00      0   \n",
-       "869 2014-04-16 13:21:54.287000+00:00 2020-09-28 15:10:37.439000+00:00     18   \n",
-       "\n",
-       "     n_arxiv  n_pmc  n_other_pids  label primary_email_domain  \\\n",
-       "251        0      0             8  False    aluno.ufca.edu.br   \n",
-       "316        0      0             0  False        wadh.ox.ac.uk   \n",
-       "433        0      0             0  False                  NaN   \n",
-       "497        0      0             0  False                  NaN   \n",
-       "869        0      0             3   True           aronza.com   \n",
-       "\n",
-       "    other_email_domains                                url_domains  n_emails  \\\n",
-       "251   [liverpool.ac.uk]  [researchgate.net, academia.edu, cnpq.br]         1   \n",
-       "316      [rsa.ox.ac.uk]                                        NaN         1   \n",
-       "433      [in.bosch.com]                 [github.com, linkedin.com]         1   \n",
-       "497         [hct.ac.ae]                                        NaN         1   \n",
-       "869            [vtt.fi]                                        NaN         1   \n",
-       "\n",
-       "     n_urls  n_ids  n_keywords  n_education  n_employment  \n",
-       "251       3      4           1            1          <NA>  \n",
-       "316    <NA>   <NA>        <NA>            1          <NA>  \n",
-       "433       2   <NA>        <NA>         <NA>             2  \n",
-       "497    <NA>   <NA>        <NA>         <NA>          <NA>  \n",
-       "869    <NA>   <NA>        <NA>         <NA>             1  "
+       "count           50223\n",
+       "unique          16012\n",
+       "top       [gmail.com]\n",
+       "freq             9331\n",
+       "Name: other_email_domains, dtype: object"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "df[df.other_email_domains.notna()].head()"
+    "df['other_email_domains'].describe()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2907,7 +2545,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [
     {
@@ -2926,32 +2564,32 @@
           "0000-0001-6239-2968",
           "0000-0003-2151-4089",
           "0000-0003-2290-2817",
-          "0000-0001-9084-3156",
+          "0000-0003-4147-212X",
           "0000-0001-6349-1044",
           "0000-0002-2085-1908",
-          "0000-0003-4147-212X",
-          "0000-0002-9599-6909",
-          "0000-0001-9311-0687",
+          "0000-0001-9084-3156",
+          "0000-0003-2657-8225",
+          "0000-0002-0776-9547",
+          "0000-0001-5548-8259",
+          "0000-0002-3165-132X",
+          "0000-0003-0391-3430",
           "0000-0003-1502-3910",
-          "0000-0002-9821-8424",
-          "0000-0003-4327-6827",
-          "0000-0002-1929-6054",
-          "0000-0002-8390-8238",
-          "0000-0002-1615-8633",
+          "0000-0002-9599-6909",
           "0000-0003-0671-1543",
-          "0000-0003-4499-7300",
+          "0000-0001-9311-0687",
           "0000-0002-5341-6531",
-          "0000-0002-8565-194X",
-          "0000-0002-0776-9547",
+          "0000-0003-2272-7254",
           "0000-0001-8420-9204",
-          "0000-0002-7396-1561",
-          "0000-0002-3165-132X",
+          "0000-0003-4499-7300",
+          "0000-0002-8565-194X",
+          "0000-0003-1196-9987",
+          "0000-0002-1615-8633",
           "0000-0002-2567-3741",
-          "0000-0003-2657-8225",
+          "0000-0002-8390-8238",
           "0000-0003-4685-5621",
-          "0000-0001-5548-8259",
-          "0000-0003-0391-3430",
-          "0000-0003-2526-0928"
+          "0000-0003-4327-6827",
+          "0000-0002-1929-6054",
+          "0000-0002-9821-8424"
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           12,
@@ -2983,7 +2621,7 @@
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-          4
+          5
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@@ -3810,9 +3448,9 @@
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        "                            \n",
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@@ -4829,22 +4469,41 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "This somehow makes sense, legitimate users could put the gmail account as primary for login purposes and have institutional addresses as other email addresses. It makes also the life easier upon relocation."
+    "## URLs"
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": 47,
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count    746443.000000\n",
+       "mean          1.368308\n",
+       "std           1.224000\n",
+       "min           1.000000\n",
+       "25%           1.000000\n",
+       "50%           1.000000\n",
+       "75%           1.000000\n",
+       "max         193.000000\n",
+       "Name: n_urls, dtype: float64"
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "## Email speculation"
+    "df.n_urls.describe()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {
-    "scrolled": true
-   },
+   "execution_count": 48,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -4888,10 +4547,12 @@
        "      <th>n_arxiv</th>\n",
        "      <th>n_pmc</th>\n",
        "      <th>n_other_pids</th>\n",
+       "      <th>other_urls</th>\n",
        "      <th>label</th>\n",
        "      <th>primary_email_domain</th>\n",
        "      <th>other_email_domains</th>\n",
        "      <th>url_domains</th>\n",
+       "      <th>other_url_domains</th>\n",
        "      <th>n_emails</th>\n",
        "      <th>n_urls</th>\n",
        "      <th>n_ids</th>\n",
@@ -4901,698 +4562,28 @@
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>433</th>\n",
-       "      <td>0000-0001-9097-2281</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>abhishek</td>\n",
-       "      <td>solanki</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[github, https://github.com/abhisheksolanki],...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[senior engineer, robert bosch (india), benga...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[abhishek solanki]</td>\n",
-       "      <td>2019-04-22 04:43:06.232000+00:00</td>\n",
-       "      <td>2020-07-02 14:18:28.305000+00:00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[in.bosch.com]</td>\n",
-       "      <td>[github.com, linkedin.com]</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>497</th>\n",
-       "      <td>0000-0002-8614-3007</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>adam</td>\n",
-       "      <td>arra</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2017-11-15 06:33:45.625000+00:00</td>\n",
-       "      <td>2017-11-15 06:44:02.998000+00:00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[hct.ac.ae]</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>898</th>\n",
-       "      <td>0000-0003-3728-6439</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>alejandra</td>\n",
-       "      <td>echeverry velásquez</td>\n",
-       "      <td>alejandra echeverry is an industrial electrici...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[innovation, renewable, technology, engineerin...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[, electrical engineer, institución universit...</td>\n",
-       "      <td>[[professor, institución universitaria pascual...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[crossref]</td>\n",
-       "      <td>2019-03-31 00:00:42.929000+00:00</td>\n",
-       "      <td>2020-09-06 02:18:54.290000+00:00</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>True</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[pascualbravo.edu.co]</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>7</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1719</th>\n",
-       "      <td>0000-0001-8330-7443</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>andrea</td>\n",
-       "      <td>tesoniero</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[researcherid, d-9056-2015]]</td>\n",
-       "      <td>[[department of geophysics, master of science ...</td>\n",
-       "      <td>[[postdoctoral associate, yale university, new...</td>\n",
-       "      <td>4</td>\n",
-       "      <td>[andrea tesoniero]</td>\n",
-       "      <td>2015-03-09 11:59:06.093000+00:00</td>\n",
-       "      <td>2020-08-20 15:03:23.447000+00:00</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[yale.edu]</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6829</th>\n",
-       "      <td>0000-0001-9670-515X</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>esma esin</td>\n",
-       "      <td>yildirim</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[natural chemistry, chemical engineering, phar...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[business management, master of science, ista...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2020-07-26 10:38:03.721000+00:00</td>\n",
-       "      <td>2020-07-26 10:52:26.539000+00:00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[gmail.com]</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>&lt;NA&gt;</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",
-       "      <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>10985816</th>\n",
-       "      <td>0000-0003-1204-6009</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>nathan</td>\n",
-       "      <td>walk</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[, https://www.physik.fu-berlin.de/en/einrich...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[department of physics, doctor of philosophy,...</td>\n",
-       "      <td>[[, university of oxford, oxford, oxfordshire,...</td>\n",
-       "      <td>10</td>\n",
-       "      <td>[crossref metadata search]</td>\n",
-       "      <td>2016-07-28 14:24:16.844000+00:00</td>\n",
-       "      <td>2020-10-13 11:47:50.621000+00:00</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>True</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[cs.ox.ac.uk]</td>\n",
-       "      <td>[fu-berlin.de]</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10986027</th>\n",
-       "      <td>0000-0002-3472-7668</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>raf</td>\n",
-       "      <td>vandevelde</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[linkedin, http://www.linkedin.com/in/raf-van...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[chemical engineering technology, master, kat...</td>\n",
-       "      <td>[[phd researcher, katholieke universiteit leuv...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2020-10-14 13:56:44.779000+00:00</td>\n",
-       "      <td>2020-10-16 14:21:40.673000+00:00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[kuleuven.be]</td>\n",
-       "      <td>[linkedin.com]</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10987501</th>\n",
-       "      <td>0000-0002-9602-0529</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>carlos augusto</td>\n",
-       "      <td>finelli</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[crossref]</td>\n",
-       "      <td>2013-09-16 16:52:06.120000+00:00</td>\n",
-       "      <td>2020-12-01 22:47:08.074000+00:00</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>True</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[cecot.com.br]</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10987829</th>\n",
-       "      <td>0000-0003-4402-5982</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>filipe</td>\n",
-       "      <td>de almeida araújo</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[materials science, msc. materials science, m...</td>\n",
-       "      <td>[[co-owner, aeft acessory, manaus, amazonas, b...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2020-03-02 20:11:01.699000+00:00</td>\n",
-       "      <td>2020-12-04 13:53:39.404000+00:00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[ime.eb.br]</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10988444</th>\n",
-       "      <td>0000-0002-1734-7241</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>manareldeen</td>\n",
-       "      <td>ahmed</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[thin films, graphene, ai chips, deep learning...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[post-doctor, zhejiang university, hangzhou, ...</td>\n",
-       "      <td>6</td>\n",
-       "      <td>[manareldeen ahmed]</td>\n",
-       "      <td>2017-02-17 13:18:36.540000+00:00</td>\n",
-       "      <td>2020-12-04 02:04:36.668000+00:00</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>True</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[hotmail.com]</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>5</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>19814 rows × 31 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                        orcid  verified_email  verified_primary_email  \\\n",
-       "433       0000-0001-9097-2281            True                    True   \n",
-       "497       0000-0002-8614-3007            True                    True   \n",
-       "898       0000-0003-3728-6439            True                    True   \n",
-       "1719      0000-0001-8330-7443            True                    True   \n",
-       "6829      0000-0001-9670-515X            True                    True   \n",
-       "...                       ...             ...                     ...   \n",
-       "10985816  0000-0003-1204-6009            True                    True   \n",
-       "10986027  0000-0002-3472-7668            True                    True   \n",
-       "10987501  0000-0002-9602-0529            True                    True   \n",
-       "10987829  0000-0003-4402-5982            True                    True   \n",
-       "10988444  0000-0002-1734-7241            True                    True   \n",
-       "\n",
-       "             given_names          family_name  \\\n",
-       "433             abhishek              solanki   \n",
-       "497                 adam                 arra   \n",
-       "898            alejandra  echeverry velásquez   \n",
-       "1719              andrea            tesoniero   \n",
-       "6829           esma esin             yildirim   \n",
-       "...                  ...                  ...   \n",
-       "10985816          nathan                 walk   \n",
-       "10986027             raf           vandevelde   \n",
-       "10987501  carlos augusto              finelli   \n",
-       "10987829          filipe    de almeida araújo   \n",
-       "10988444     manareldeen                ahmed   \n",
-       "\n",
-       "                                                  biography other_names  \\\n",
-       "433                                                    <NA>         NaN   \n",
-       "497                                                    <NA>         NaN   \n",
-       "898       alejandra echeverry is an industrial electrici...         NaN   \n",
-       "1719                                                   <NA>         NaN   \n",
-       "6829                                                   <NA>         NaN   \n",
-       "...                                                     ...         ...   \n",
-       "10985816                                               <NA>         NaN   \n",
-       "10986027                                               <NA>         NaN   \n",
-       "10987501                                               <NA>         NaN   \n",
-       "10987829                                               <NA>         NaN   \n",
-       "10988444                                               <NA>         NaN   \n",
-       "\n",
-       "                                                       urls primary_email  \\\n",
-       "433       [[github, https://github.com/abhisheksolanki],...          <NA>   \n",
-       "497                                                     NaN          <NA>   \n",
-       "898                                                     NaN          <NA>   \n",
-       "1719                                                    NaN          <NA>   \n",
-       "6829                                                    NaN          <NA>   \n",
-       "...                                                     ...           ...   \n",
-       "10985816  [[, https://www.physik.fu-berlin.de/en/einrich...          <NA>   \n",
-       "10986027  [[linkedin, http://www.linkedin.com/in/raf-van...          <NA>   \n",
-       "10987501                                                NaN          <NA>   \n",
-       "10987829                                                NaN          <NA>   \n",
-       "10988444                                                NaN          <NA>   \n",
-       "\n",
-       "                                                   keywords  \\\n",
-       "433                                                     NaN   \n",
-       "497                                                     NaN   \n",
-       "898       [innovation, renewable, technology, engineerin...   \n",
-       "1719                                                    NaN   \n",
-       "6829      [natural chemistry, chemical engineering, phar...   \n",
-       "...                                                     ...   \n",
-       "10985816                                                NaN   \n",
-       "10986027                                                NaN   \n",
-       "10987501                                                NaN   \n",
-       "10987829                                                NaN   \n",
-       "10988444  [thin films, graphene, ai chips, deep learning...   \n",
-       "\n",
-       "                           external_ids  \\\n",
-       "433                                 NaN   \n",
-       "497                                 NaN   \n",
-       "898                                 NaN   \n",
-       "1719      [[researcherid, d-9056-2015]]   \n",
-       "6829                                NaN   \n",
-       "...                                 ...   \n",
-       "10985816                            NaN   \n",
-       "10986027                            NaN   \n",
-       "10987501                            NaN   \n",
-       "10987829                            NaN   \n",
-       "10988444                            NaN   \n",
-       "\n",
-       "                                                  education  \\\n",
-       "433                                                     NaN   \n",
-       "497                                                     NaN   \n",
-       "898       [[, electrical engineer, institución universit...   \n",
-       "1719      [[department of geophysics, master of science ...   \n",
-       "6829      [[business management, master of science, ista...   \n",
-       "...                                                     ...   \n",
-       "10985816  [[department of physics, doctor of philosophy,...   \n",
-       "10986027  [[chemical engineering technology, master, kat...   \n",
-       "10987501                                                NaN   \n",
-       "10987829  [[materials science, msc. materials science, m...   \n",
-       "10988444                                                NaN   \n",
-       "\n",
-       "                                                 employment  n_works  \\\n",
-       "433       [[senior engineer, robert bosch (india), benga...        1   \n",
-       "497                                                     NaN        0   \n",
-       "898       [[professor, institución universitaria pascual...        1   \n",
-       "1719      [[postdoctoral associate, yale university, new...        4   \n",
-       "6829                                                    NaN        0   \n",
-       "...                                                     ...      ...   \n",
-       "10985816  [[, university of oxford, oxford, oxfordshire,...       10   \n",
-       "10986027  [[phd researcher, katholieke universiteit leuv...        0   \n",
-       "10987501                                                NaN        1   \n",
-       "10987829  [[co-owner, aeft acessory, manaus, amazonas, b...        0   \n",
-       "10988444  [[post-doctor, zhejiang university, hangzhou, ...        6   \n",
-       "\n",
-       "                        works_source                  activation_date  \\\n",
-       "433               [abhishek solanki] 2019-04-22 04:43:06.232000+00:00   \n",
-       "497                              NaN 2017-11-15 06:33:45.625000+00:00   \n",
-       "898                       [crossref] 2019-03-31 00:00:42.929000+00:00   \n",
-       "1719              [andrea tesoniero] 2015-03-09 11:59:06.093000+00:00   \n",
-       "6829                             NaN 2020-07-26 10:38:03.721000+00:00   \n",
-       "...                              ...                              ...   \n",
-       "10985816  [crossref metadata search] 2016-07-28 14:24:16.844000+00:00   \n",
-       "10986027                         NaN 2020-10-14 13:56:44.779000+00:00   \n",
-       "10987501                  [crossref] 2013-09-16 16:52:06.120000+00:00   \n",
-       "10987829                         NaN 2020-03-02 20:11:01.699000+00:00   \n",
-       "10988444         [manareldeen ahmed] 2017-02-17 13:18:36.540000+00:00   \n",
-       "\n",
-       "                         last_update_date  n_doi  n_arxiv  n_pmc  \\\n",
-       "433      2020-07-02 14:18:28.305000+00:00      0        0      0   \n",
-       "497      2017-11-15 06:44:02.998000+00:00      0        0      0   \n",
-       "898      2020-09-06 02:18:54.290000+00:00      1        0      0   \n",
-       "1719     2020-08-20 15:03:23.447000+00:00      4        0      0   \n",
-       "6829     2020-07-26 10:52:26.539000+00:00      0        0      0   \n",
-       "...                                   ...    ...      ...    ...   \n",
-       "10985816 2020-10-13 11:47:50.621000+00:00     10        0      0   \n",
-       "10986027 2020-10-16 14:21:40.673000+00:00      0        0      0   \n",
-       "10987501 2020-12-01 22:47:08.074000+00:00      1        0      0   \n",
-       "10987829 2020-12-04 13:53:39.404000+00:00      0        0      0   \n",
-       "10988444 2020-12-04 02:04:36.668000+00:00      6        0      0   \n",
-       "\n",
-       "          n_other_pids  label primary_email_domain    other_email_domains  \\\n",
-       "433                  0  False                  NaN         [in.bosch.com]   \n",
-       "497                  0  False                  NaN            [hct.ac.ae]   \n",
-       "898                  0   True                  NaN  [pascualbravo.edu.co]   \n",
-       "1719                 2  False                  NaN             [yale.edu]   \n",
-       "6829                 0  False                  NaN            [gmail.com]   \n",
-       "...                ...    ...                  ...                    ...   \n",
-       "10985816             0   True                  NaN          [cs.ox.ac.uk]   \n",
-       "10986027             0  False                  NaN          [kuleuven.be]   \n",
-       "10987501             0   True                  NaN         [cecot.com.br]   \n",
-       "10987829             0  False                  NaN            [ime.eb.br]   \n",
-       "10988444             3   True                  NaN          [hotmail.com]   \n",
-       "\n",
-       "                         url_domains  n_emails  n_urls  n_ids  n_keywords  \\\n",
-       "433       [github.com, linkedin.com]         1       2   <NA>        <NA>   \n",
-       "497                              NaN         1    <NA>   <NA>        <NA>   \n",
-       "898                              NaN         1    <NA>   <NA>           7   \n",
-       "1719                             NaN         1    <NA>      1        <NA>   \n",
-       "6829                             NaN         1    <NA>   <NA>           3   \n",
-       "...                              ...       ...     ...    ...         ...   \n",
-       "10985816              [fu-berlin.de]         1       1   <NA>        <NA>   \n",
-       "10986027              [linkedin.com]         1       1   <NA>        <NA>   \n",
-       "10987501                         NaN         1    <NA>   <NA>        <NA>   \n",
-       "10987829                         NaN         1    <NA>   <NA>        <NA>   \n",
-       "10988444                         NaN         1    <NA>   <NA>           5   \n",
-       "\n",
-       "          n_education  n_employment  \n",
-       "433              <NA>             2  \n",
-       "497              <NA>          <NA>  \n",
-       "898                 1             1  \n",
-       "1719                4             2  \n",
-       "6829                3          <NA>  \n",
-       "...               ...           ...  \n",
-       "10985816            3             2  \n",
-       "10986027            2             1  \n",
-       "10987501         <NA>          <NA>  \n",
-       "10987829            2             1  \n",
-       "10988444         <NA>             1  \n",
-       "\n",
-       "[19814 rows x 31 columns]"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df[df.primary_email.isna() & df.other_email_domains.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": 24,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "count    715067.000000\n",
-       "mean          1.434629\n",
-       "std           1.429160\n",
-       "min           1.000000\n",
-       "25%           1.000000\n",
-       "50%           1.000000\n",
-       "75%           1.000000\n",
-       "max         219.000000\n",
-       "Name: n_urls, dtype: float64"
+       "Empty DataFrame\n",
+       "Columns: [orcid, verified_email, verified_primary_email, given_names, family_name, biography, other_names, urls, primary_email, keywords, external_ids, education, employment, n_works, works_source, activation_date, last_update_date, n_doi, n_arxiv, n_pmc, n_other_pids, other_urls, label, primary_email_domain, other_email_domains, url_domains, other_url_domains, n_emails, n_urls, n_ids, n_keywords, n_education, n_employment]\n",
+       "Index: []"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 48,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "df.n_urls.describe()"
+    "df[df.n_urls > df.n_urls.max()]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
-   "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>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>keywords</th>\n",
-       "      <th>external_ids</th>\n",
-       "      <th>education</th>\n",
-       "      <th>employment</th>\n",
-       "      <th>n_works</th>\n",
-       "      <th>works_source</th>\n",
-       "      <th>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>url_domains</th>\n",
-       "      <th>n_emails</th>\n",
-       "      <th>n_urls</th>\n",
-       "      <th>n_ids</th>\n",
-       "      <th>n_keywords</th>\n",
-       "      <th>n_education</th>\n",
-       "      <th>n_employment</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "Empty DataFrame\n",
-       "Columns: [orcid, verified_email, verified_primary_email, given_names, family_name, biography, other_names, urls, primary_email, keywords, external_ids, education, employment, n_works, works_source, activation_date, last_update_date, n_doi, n_arxiv, n_pmc, n_other_pids, label, primary_email_domain, other_email_domains, url_domains, n_emails, n_urls, n_ids, n_keywords, n_education, n_employment]\n",
-       "Index: []"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df[df.n_urls > df.n_urls.max()]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
@@ -5637,10 +4628,12 @@
        "      <th>n_arxiv</th>\n",
        "      <th>n_pmc</th>\n",
        "      <th>n_other_pids</th>\n",
+       "      <th>other_urls</th>\n",
        "      <th>label</th>\n",
        "      <th>primary_email_domain</th>\n",
        "      <th>other_email_domains</th>\n",
        "      <th>url_domains</th>\n",
+       "      <th>other_url_domains</th>\n",
        "      <th>n_emails</th>\n",
        "      <th>n_urls</th>\n",
        "      <th>n_ids</th>\n",
@@ -5651,7 +4644,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>6</th>\n",
+       "      <th>5</th>\n",
        "      <td>0000-0001-7402-0096</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -5673,10 +4666,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[kth.se]</td>\n",
+       "      <td>{kth.se}</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -5685,7 +4680,7 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>11</th>\n",
+       "      <th>10</th>\n",
        "      <td>0000-0001-8377-3508</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -5707,10 +4702,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[cnpq.br]</td>\n",
+       "      <td>{cnpq.br}</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -5719,7 +4716,7 @@
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>29</th>\n",
+       "      <th>26</th>\n",
        "      <td>0000-0002-2638-4108</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -5729,7 +4726,7 @@
        "      <td>NaN</td>\n",
        "      <td>[[cv ignacio fernandez sarasola, https://www.u...</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[constitutional law, constitutional history, h...</td>\n",
+       "      <td>[constitutional history, constitutional law, h...</td>\n",
        "      <td>[[scopus author id, 54394231000]]</td>\n",
        "      <td>[[public law, ph doctor, university of oviedo,...</td>\n",
        "      <td>[[professor of constitutional law, university ...</td>\n",
@@ -5741,10 +4738,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[unioviedo.es]</td>\n",
+       "      <td>{unioviedo.es}</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -5753,72 +4752,76 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>46</th>\n",
-       "      <td>0000-0003-1435-6545</td>\n",
+       "      <th>151</th>\n",
+       "      <td>0000-0003-1284-9741</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>alex percy antonio</td>\n",
+       "      <td>manriquez paisig</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[[currículo lattes, https://wwws.cnpq.br/cvlat...</td>\n",
+       "      <td>[[canal de youtube, https://www.youtube.com/ch...</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[migration, prostate cancer, culture cell]</td>\n",
-       "      <td>[[researcherid, p-2223-2018]]</td>\n",
-       "      <td>[[morfologia, , universidade estadual paulista...</td>\n",
-       "      <td>[[, universidade estadual paulista (unesp), in...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2018-08-09 12:12:24.405000+00:00</td>\n",
-       "      <td>2020-04-22 01:38:03.184000+00:00</td>\n",
+       "      <td>2020-09-08 20:04:33.906000+00:00</td>\n",
+       "      <td>2020-09-08 20:25:55.432000+00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[cnpq.br, linkedin.com]</td>\n",
+       "      <td>{youtube.com}</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
        "      <td>1</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>158</th>\n",
-       "      <td>0000-0003-1284-9741</td>\n",
+       "      <th>171</th>\n",
+       "      <td>0000-0001-7324-3247</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>alex percy antonio</td>\n",
-       "      <td>manriquez paisig</td>\n",
+       "      <td>amable</td>\n",
+       "      <td>lopez piñeiro</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[[canal de youtube, https://www.youtube.com/ch...</td>\n",
+       "      <td>[[web de la universidad politécnica de madrid ...</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>[[, universidad politécnica de madrid - techni...</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2020-09-08 20:04:33.906000+00:00</td>\n",
-       "      <td>2020-09-08 20:25:55.432000+00:00</td>\n",
+       "      <td>2014-12-19 11:48:29.669000+00:00</td>\n",
+       "      <td>2019-12-09 18:48:42.579000+00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[youtube.com]</td>\n",
+       "      <td>{upm.es}</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -5826,98 +4829,98 @@
       ],
       "text/plain": [
        "                   orcid  verified_email  verified_primary_email  \\\n",
-       "6    0000-0001-7402-0096            True                    True   \n",
-       "11   0000-0001-8377-3508            True                    True   \n",
-       "29   0000-0002-2638-4108            True                    True   \n",
-       "46   0000-0003-1435-6545            True                    True   \n",
-       "158  0000-0003-1284-9741            True                    True   \n",
+       "5    0000-0001-7402-0096            True                    True   \n",
+       "10   0000-0001-8377-3508            True                    True   \n",
+       "26   0000-0002-2638-4108            True                    True   \n",
+       "151  0000-0003-1284-9741            True                    True   \n",
+       "171  0000-0001-7324-3247            True                    True   \n",
        "\n",
        "            given_names       family_name  \\\n",
-       "6                  <NA>              <NA>   \n",
-       "11                 <NA>              <NA>   \n",
-       "29                 <NA>              <NA>   \n",
-       "46                 <NA>              <NA>   \n",
-       "158  alex percy antonio  manriquez paisig   \n",
+       "5                  <NA>              <NA>   \n",
+       "10                 <NA>              <NA>   \n",
+       "26                 <NA>              <NA>   \n",
+       "151  alex percy antonio  manriquez paisig   \n",
+       "171              amable     lopez piñeiro   \n",
        "\n",
        "                                             biography  \\\n",
-       "6                                                 <NA>   \n",
-       "11                                                <NA>   \n",
-       "29   investigador de la universidad de oviedo. depa...   \n",
-       "46                                                <NA>   \n",
-       "158                                               <NA>   \n",
+       "5                                                 <NA>   \n",
+       "10                                                <NA>   \n",
+       "26   investigador de la universidad de oviedo. depa...   \n",
+       "151                                               <NA>   \n",
+       "171                                               <NA>   \n",
        "\n",
        "                    other_names  \\\n",
-       "6                           NaN   \n",
-       "11   [fontana, milena da silva]   \n",
-       "29                          NaN   \n",
-       "46                          NaN   \n",
-       "158                         NaN   \n",
+       "5                           NaN   \n",
+       "10   [fontana, milena da silva]   \n",
+       "26                          NaN   \n",
+       "151                         NaN   \n",
+       "171                         NaN   \n",
        "\n",
        "                                                  urls primary_email  \\\n",
-       "6    [[kth profile, https://www.kth.se/profile/toma...          <NA>   \n",
-       "11   [[currículo lattes, http://buscatextual.cnpq.b...          <NA>   \n",
-       "29   [[cv ignacio fernandez sarasola, https://www.u...          <NA>   \n",
-       "46   [[currículo lattes, https://wwws.cnpq.br/cvlat...          <NA>   \n",
-       "158  [[canal de youtube, https://www.youtube.com/ch...          <NA>   \n",
+       "5    [[kth profile, https://www.kth.se/profile/toma...          <NA>   \n",
+       "10   [[currículo lattes, http://buscatextual.cnpq.b...          <NA>   \n",
+       "26   [[cv ignacio fernandez sarasola, https://www.u...          <NA>   \n",
+       "151  [[canal de youtube, https://www.youtube.com/ch...          <NA>   \n",
+       "171  [[web de la universidad politécnica de madrid ...          <NA>   \n",
        "\n",
        "                                              keywords  \\\n",
-       "6                                                  NaN   \n",
-       "11                [educação; informática; matemática.]   \n",
-       "29   [constitutional law, constitutional history, h...   \n",
-       "46          [migration, prostate cancer, culture cell]   \n",
-       "158                                                NaN   \n",
+       "5                                                  NaN   \n",
+       "10                [educação; informática; matemática.]   \n",
+       "26   [constitutional history, constitutional law, h...   \n",
+       "151                                                NaN   \n",
+       "171                                                NaN   \n",
        "\n",
        "                          external_ids  \\\n",
-       "6                                  NaN   \n",
-       "11                                 NaN   \n",
-       "29   [[scopus author id, 54394231000]]   \n",
-       "46       [[researcherid, p-2223-2018]]   \n",
-       "158                                NaN   \n",
+       "5                                  NaN   \n",
+       "10                                 NaN   \n",
+       "26   [[scopus author id, 54394231000]]   \n",
+       "151                                NaN   \n",
+       "171                                NaN   \n",
        "\n",
        "                                             education  \\\n",
-       "6                                                  NaN   \n",
-       "11                                                 NaN   \n",
-       "29   [[public law, ph doctor, university of oviedo,...   \n",
-       "46   [[morfologia, , universidade estadual paulista...   \n",
-       "158                                                NaN   \n",
+       "5                                                  NaN   \n",
+       "10                                                 NaN   \n",
+       "26   [[public law, ph doctor, university of oviedo,...   \n",
+       "151                                                NaN   \n",
+       "171                                                NaN   \n",
        "\n",
        "                                            employment  n_works works_source  \\\n",
-       "6    [[, kth royal institute of technology, stockho...        0          NaN   \n",
-       "11   [[, instituto federal de educação, ciência e t...        0          NaN   \n",
-       "29   [[professor of constitutional law, university ...        1   [crossref]   \n",
-       "46   [[, universidade estadual paulista (unesp), in...        0          NaN   \n",
-       "158                                                NaN        0          NaN   \n",
+       "5    [[, kth royal institute of technology, stockho...        0          NaN   \n",
+       "10   [[, instituto federal de educação, ciência e t...        0          NaN   \n",
+       "26   [[professor of constitutional law, university ...        1   [crossref]   \n",
+       "151                                                NaN        0          NaN   \n",
+       "171  [[, universidad politécnica de madrid - techni...        0          NaN   \n",
        "\n",
        "                     activation_date                 last_update_date  n_doi  \\\n",
-       "6   2015-01-11 15:13:06.467000+00:00 2016-06-14 23:55:59.896000+00:00      0   \n",
-       "11  2018-05-23 23:39:04.534000+00:00 2019-10-16 02:50:11.007000+00:00      0   \n",
-       "29  2013-03-25 14:38:06.016000+00:00 2020-07-01 13:10:37.025000+00:00      1   \n",
-       "46  2018-08-09 12:12:24.405000+00:00 2020-04-22 01:38:03.184000+00:00      0   \n",
-       "158 2020-09-08 20:04:33.906000+00:00 2020-09-08 20:25:55.432000+00:00      0   \n",
+       "5   2015-01-11 15:13:06.467000+00:00 2016-06-14 23:55:59.896000+00:00      0   \n",
+       "10  2018-05-23 23:39:04.534000+00:00 2019-10-16 02:50:11.007000+00:00      0   \n",
+       "26  2013-03-25 14:38:06.016000+00:00 2020-07-01 13:10:37.025000+00:00      1   \n",
+       "151 2020-09-08 20:04:33.906000+00:00 2020-09-08 20:25:55.432000+00:00      0   \n",
+       "171 2014-12-19 11:48:29.669000+00:00 2019-12-09 18:48:42.579000+00:00      0   \n",
        "\n",
-       "     n_arxiv  n_pmc  n_other_pids  label primary_email_domain  \\\n",
-       "6          0      0             0  False                  NaN   \n",
-       "11         0      0             0  False                  NaN   \n",
-       "29         0      0             0  False                  NaN   \n",
-       "46         0      0             0  False                  NaN   \n",
-       "158        0      0             0  False                  NaN   \n",
+       "     n_arxiv  n_pmc  n_other_pids other_urls  label primary_email_domain  \\\n",
+       "5          0      0             0        NaN  False                  NaN   \n",
+       "10         0      0             0        NaN  False                  NaN   \n",
+       "26         0      0             0        NaN  False                  NaN   \n",
+       "151        0      0             0        NaN  False                  NaN   \n",
+       "171        0      0             0        NaN  False                  NaN   \n",
        "\n",
-       "    other_email_domains              url_domains  n_emails  n_urls  n_ids  \\\n",
-       "6                   NaN                 [kth.se]      <NA>       1   <NA>   \n",
-       "11                  NaN                [cnpq.br]      <NA>       1   <NA>   \n",
-       "29                  NaN           [unioviedo.es]      <NA>       1      1   \n",
-       "46                  NaN  [cnpq.br, linkedin.com]      <NA>       2      1   \n",
-       "158                 NaN            [youtube.com]      <NA>       1   <NA>   \n",
+       "    other_email_domains     url_domains other_url_domains  n_emails  n_urls  \\\n",
+       "5                   NaN        {kth.se}               NaN      <NA>       1   \n",
+       "10                  NaN       {cnpq.br}               NaN      <NA>       1   \n",
+       "26                  NaN  {unioviedo.es}               NaN      <NA>       1   \n",
+       "151                 NaN   {youtube.com}               NaN      <NA>       1   \n",
+       "171                 NaN        {upm.es}               NaN      <NA>       1   \n",
        "\n",
-       "     n_keywords  n_education  n_employment  \n",
-       "6          <NA>         <NA>             1  \n",
-       "11            1         <NA>             3  \n",
-       "29            3            1             1  \n",
-       "46            3            1             1  \n",
-       "158        <NA>         <NA>          <NA>  "
+       "     n_ids  n_keywords  n_education  n_employment  \n",
+       "5     <NA>        <NA>         <NA>             1  \n",
+       "10    <NA>           1         <NA>             3  \n",
+       "26       1           3            1             1  \n",
+       "151   <NA>        <NA>         <NA>          <NA>  \n",
+       "171   <NA>        <NA>         <NA>             1  "
       ]
      },
-     "execution_count": 26,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5928,7 +4931,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [
     {
@@ -5958,29 +4961,29 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>3226518</th>\n",
+       "      <th>3326559</th>\n",
        "      <td>0000-0002-1234-835X</td>\n",
-       "      <td>219</td>\n",
+       "      <td>193</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4206055</th>\n",
+       "      <th>4341400</th>\n",
        "      <td>0000-0001-7478-4539</td>\n",
-       "      <td>174</td>\n",
+       "      <td>168</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4901870</th>\n",
+       "      <th>5061057</th>\n",
        "      <td>0000-0002-7392-3792</td>\n",
-       "      <td>169</td>\n",
+       "      <td>152</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8184260</th>\n",
+       "      <th>8453449</th>\n",
        "      <td>0000-0002-6938-9638</td>\n",
-       "      <td>152</td>\n",
+       "      <td>148</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2743648</th>\n",
-       "      <td>0000-0002-5710-4041</td>\n",
-       "      <td>114</td>\n",
+       "      <th>1743760</th>\n",
+       "      <td>0000-0001-5384-0001</td>\n",
+       "      <td>104</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -5988,53 +4991,53 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989644</th>\n",
+       "      <th>11349602</th>\n",
        "      <td>0000-0002-1686-1935</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989645</th>\n",
+       "      <th>11349603</th>\n",
        "      <td>0000-0002-3800-6331</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989646</th>\n",
+       "      <th>11349604</th>\n",
        "      <td>0000-0002-8783-5814</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989647</th>\n",
+       "      <th>11349605</th>\n",
        "      <td>0000-0002-7584-2283</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989648</th>\n",
+       "      <th>11349606</th>\n",
        "      <td>0000-0003-0529-3538</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>10989649 rows × 2 columns</p>\n",
+       "<p>11349607 rows × 2 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "                        orcid  n_urls\n",
-       "3226518   0000-0002-1234-835X     219\n",
-       "4206055   0000-0001-7478-4539     174\n",
-       "4901870   0000-0002-7392-3792     169\n",
-       "8184260   0000-0002-6938-9638     152\n",
-       "2743648   0000-0002-5710-4041     114\n",
+       "3326559   0000-0002-1234-835X     193\n",
+       "4341400   0000-0001-7478-4539     168\n",
+       "5061057   0000-0002-7392-3792     152\n",
+       "8453449   0000-0002-6938-9638     148\n",
+       "1743760   0000-0001-5384-0001     104\n",
        "...                       ...     ...\n",
-       "10989644  0000-0002-1686-1935    <NA>\n",
-       "10989645  0000-0002-3800-6331    <NA>\n",
-       "10989646  0000-0002-8783-5814    <NA>\n",
-       "10989647  0000-0002-7584-2283    <NA>\n",
-       "10989648  0000-0003-0529-3538    <NA>\n",
+       "11349602  0000-0002-1686-1935    <NA>\n",
+       "11349603  0000-0002-3800-6331    <NA>\n",
+       "11349604  0000-0002-8783-5814    <NA>\n",
+       "11349605  0000-0002-7584-2283    <NA>\n",
+       "11349606  0000-0003-0529-3538    <NA>\n",
        "\n",
-       "[10989649 rows x 2 columns]"
+       "[11349607 rows x 2 columns]"
       ]
      },
-     "execution_count": 27,
+     "execution_count": 50,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -6053,7 +5056,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [
     {
@@ -6072,204 +5075,204 @@
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           "0000-0001-5384-0001",
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-          "0000-0002-5250-1144",
-          "0000-0002-9025-8632",
-          "0000-0002-7456-3848",
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-          "0000-0003-0594-2462",
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        "                            \n",
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@@ -7146,7 +6149,7 @@
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@@ -7160,7 +6163,7 @@
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@@ -7188,95 +6191,95 @@
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        "                            \n",
-       "var gd = document.getElementById('28a26c32-3347-4d8f-8fae-c9bc83f62335');\n",
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@@ -8160,7 +7163,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -8169,7 +7172,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [
     {
@@ -8180,7 +7183,7 @@
        "dtype: int64"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 55,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8193,774 +7196,33 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## URLs speculation"
+    "### Academic URL filtering according to GRID.ac"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
-   "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>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>keywords</th>\n",
-       "      <th>external_ids</th>\n",
-       "      <th>education</th>\n",
-       "      <th>employment</th>\n",
-       "      <th>n_works</th>\n",
-       "      <th>works_source</th>\n",
-       "      <th>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>url_domains</th>\n",
-       "      <th>n_emails</th>\n",
-       "      <th>n_urls</th>\n",
-       "      <th>n_ids</th>\n",
-       "      <th>n_keywords</th>\n",
-       "      <th>n_education</th>\n",
-       "      <th>n_employment</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>1025713</th>\n",
-       "      <td>0000-0003-2407-3557</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>abdul</td>\n",
-       "      <td>aziz</td>\n",
-       "      <td>abdul aziz was born on may 25, 1973, in brebes...</td>\n",
-       "      <td>[abdul aziz, aziz, abdul, aziz, a., aziz, abd,...</td>\n",
-       "      <td>[[google scholar, https://scholar.google.com/c...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[etika bisnis islam, ekonomi islam, metodologi...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[ilmu ekonomi, dr, universitas borobudur, jak...</td>\n",
-       "      <td>[[assisten professor/dr, institut agama islam ...</td>\n",
-       "      <td>72</td>\n",
-       "      <td>[base - bielefeld academic search engine, abdu...</td>\n",
-       "      <td>2016-09-12 04:41:24.842000+00:00</td>\n",
-       "      <td>2021-01-26 11:58:33.039000+00:00</td>\n",
-       "      <td>19</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>77</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[google.com, syekhnurjati.ac.id, orcid.org, bl...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>59</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>4</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2743648</th>\n",
-       "      <td>0000-0002-5710-4041</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</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>[photonics, research systems, telecommunicatio...</td>\n",
-       "      <td>[[isni, 0000000071432485], [researcherid, b-91...</td>\n",
-       "      <td>[[faculty of electronics and information techn...</td>\n",
-       "      <td>[[professor, institute director, politechnika ...</td>\n",
-       "      <td>5008</td>\n",
-       "      <td>[inspire-hep, researcherid, isni2orcid search ...</td>\n",
-       "      <td>2013-01-20 12:09:21.600000+00:00</td>\n",
-       "      <td>2021-03-16 19:37:31.650000+00:00</td>\n",
-       "      <td>1221</td>\n",
-       "      <td>25</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1742</td>\n",
-       "      <td>True</td>\n",
-       "      <td>ise.pw.edu.pl</td>\n",
-       "      <td>[ise.pw.edu.pl, elka.pw.edu.pl, cern.ch]</td>\n",
-       "      <td>[google.pl, publons.com, scopus.com, mendeley....</td>\n",
-       "      <td>3</td>\n",
-       "      <td>114</td>\n",
-       "      <td>3</td>\n",
-       "      <td>5</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3011724</th>\n",
-       "      <td>0000-0003-2450-090X</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</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 &amp; senior adviso...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[future cyberspace, intelligent transport syst...</td>\n",
-       "      <td>[[scopus author id, 6506867432], [researcherid...</td>\n",
-       "      <td>[[information technology, doctor habilitated (...</td>\n",
-       "      <td>[[consultant, horizon 2020 framework programme...</td>\n",
-       "      <td>274</td>\n",
-       "      <td>[the lens, base - bielefeld academic search en...</td>\n",
-       "      <td>2013-04-03 08:02:30.013000+00:00</td>\n",
-       "      <td>2021-02-28 10:07:13.231000+00:00</td>\n",
-       "      <td>199</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>174</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[worldassessmentcouncil.org, spseke.sk, bcs.or...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>114</td>\n",
-       "      <td>5</td>\n",
-       "      <td>8</td>\n",
-       "      <td>6</td>\n",
-       "      <td>22</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3881064</th>\n",
-       "      <td>0000-0002-3920-7389</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>а.</td>\n",
-       "      <td>гусев</td>\n",
-       "      <td>surname, name gusev  alexander leonidovichdate...</td>\n",
-       "      <td>[alexander l. gusev , alexander leonidovich gu...</td>\n",
-       "      <td>[[a.l. gusev  alternative energy and ecology, ...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[technologies of purification of aggressive ga...</td>\n",
-       "      <td>[[researcherid, f-8048-2014], [scopus author i...</td>\n",
-       "      <td>[[chemical technology and cryogenic-vacuum tec...</td>\n",
-       "      <td>[[general director, scientific technical centr...</td>\n",
-       "      <td>472</td>\n",
-       "      <td>[publons, datacite, scopus - elsevier, a.l. gu...</td>\n",
-       "      <td>2014-05-14 00:01:28.030000+00:00</td>\n",
-       "      <td>2021-01-16 13:44:14.134000+00:00</td>\n",
-       "      <td>37</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>21</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[youtube.com, isjaee.com, researchgate.net, re...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>111</td>\n",
-       "      <td>2</td>\n",
-       "      <td>16</td>\n",
-       "      <td>2</td>\n",
-       "      <td>7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7466062</th>\n",
-       "      <td>0000-0002-1929-6054</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>franklin américo</td>\n",
-       "      <td>canaza choque</td>\n",
-       "      <td>docente-investigador social. maestrando en der...</td>\n",
-       "      <td>[franklin américo canaza-choque , franklin a. ...</td>\n",
-       "      <td>[[consejo nacional de ciencia, tecnología e in...</td>\n",
-       "      <td>leo_123fa@hotmail.com</td>\n",
-       "      <td>[justicia global; democracia; derechos humanos...</td>\n",
-       "      <td>[[researcherid, p-8613-2018], [loop profile, 8...</td>\n",
-       "      <td>[[facultad de ciencias de la educación , maest...</td>\n",
-       "      <td>[[investigador social, universidad católica de...</td>\n",
-       "      <td>39</td>\n",
-       "      <td>[researcherid, base - bielefeld academic searc...</td>\n",
-       "      <td>2017-09-15 19:45:43.483000+00:00</td>\n",
-       "      <td>2021-03-23 20:12:47.297000+00:00</td>\n",
-       "      <td>30</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>34</td>\n",
-       "      <td>True</td>\n",
-       "      <td>hotmail.com</td>\n",
-       "      <td>[gmail.com, gmail.com, hotmail.com, baldwin.ed...</td>\n",
-       "      <td>[concytec.gob.pe, redalyc.org, redalyc.org, un...</td>\n",
-       "      <td>5</td>\n",
-       "      <td>61</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7517096</th>\n",
-       "      <td>0000-0003-4948-9268</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</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>[history of art, international cooperation, hu...</td>\n",
-       "      <td>[[scopus author id, 57195936346], [researcheri...</td>\n",
-       "      <td>[[programme in history, history of art and ter...</td>\n",
-       "      <td>[[titular professor, dirección general de cult...</td>\n",
-       "      <td>41</td>\n",
-       "      <td>[gustavo duperré, scopus - elsevier, publons, ...</td>\n",
-       "      <td>2020-02-22 15:49:52.386000+00:00</td>\n",
-       "      <td>2021-03-12 15:13:44.065000+00:00</td>\n",
-       "      <td>13</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>34</td>\n",
-       "      <td>False</td>\n",
-       "      <td>usal.edu.ar</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[icomos.ro, unirioja.es, unirioja.es, unc.edu....</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>61</td>\n",
-       "      <td>2</td>\n",
-       "      <td>11</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8068275</th>\n",
-       "      <td>0000-0003-2183-8112</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</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>&lt;NA&gt;</td>\n",
-       "      <td>[empreendedorismo, sustentabilidade, inovação]</td>\n",
-       "      <td>[[scopus author id, 55175503300], [researcheri...</td>\n",
-       "      <td>[[, postdoctoral in environmental sustainabili...</td>\n",
-       "      <td>[[professor, universidade federal do rio grand...</td>\n",
-       "      <td>1109</td>\n",
-       "      <td>[the lens, pelayo munhoz olea, dimensions, bas...</td>\n",
-       "      <td>2013-02-04 17:25:34.723000+00:00</td>\n",
-       "      <td>2021-03-19 18:51:01.128000+00:00</td>\n",
-       "      <td>798</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>582</td>\n",
-       "      <td>True</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[cnpq.br, cnpq.br, cnpq.br, cnpq.br, publons.c...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>61</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>7</td>\n",
-       "      <td>9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8184260</th>\n",
-       "      <td>0000-0002-6938-9638</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>adolfo</td>\n",
-       "      <td>catral sanabria</td>\n",
-       "      <td>my education is in computer science, mathemati...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[researchgate adolfo catral , https://www.res...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[loop profile, 747193]]</td>\n",
-       "      <td>[[education, capacitación para la enseñanza en...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2023</td>\n",
-       "      <td>[base - bielefeld academic search engine, data...</td>\n",
-       "      <td>2019-05-07 19:27:02.210000+00:00</td>\n",
-       "      <td>2020-12-10 23:39:15.236000+00:00</td>\n",
-       "      <td>2022</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[researchgate.net, youtube.com, linkedin.com, ...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>152</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>6</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8791256</th>\n",
-       "      <td>0000-0002-9025-8632</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>buycannabis</td>\n",
-       "      <td>dispensary</td>\n",
-       "      <td>we procure and deliver premium cannabis strain...</td>\n",
-       "      <td>[we procure and deliver premium cannabis strai...</td>\n",
-       "      <td>[[find your cannabis &amp; marijuana dispensary , ...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[marijuana dispensary, cannabis community, mar...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>10</td>\n",
-       "      <td>[goowonderland dispensary]</td>\n",
-       "      <td>2020-12-09 21:19:46.004000+00:00</td>\n",
-       "      <td>2020-12-10 01:17:28.772000+00:00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[goowonderland.com, goowonderland.com, goowond...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>81</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>7</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10174509</th>\n",
-       "      <td>0000-0002-9965-2425</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</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>&lt;NA&gt;</td>\n",
-       "      <td>[organic chemistry, photochemistry, biochemist...</td>\n",
-       "      <td>[[scopus author id, 7006745874]]</td>\n",
-       "      <td>[[department of chemistry, postdoctoral associ...</td>\n",
-       "      <td>[[assistant professor, adam mickiewicz univers...</td>\n",
-       "      <td>29</td>\n",
-       "      <td>[scopus - elsevier]</td>\n",
-       "      <td>2014-09-18 12:34:14.242000+00:00</td>\n",
-       "      <td>2020-02-11 14:31:25.544000+00:00</td>\n",
-       "      <td>15</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>29</td>\n",
-       "      <td>True</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[biowebspin.com, biowebspin.com, google.com, l...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>73</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10257808</th>\n",
-       "      <td>0000-0002-4062-3603</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>juan de dios</td>\n",
-       "      <td>beltrán mancilla</td>\n",
-       "      <td>juan de dios beltrán mancilla (*) filósofo aut...</td>\n",
-       "      <td>[juan de dios beltrán mancilla, filósofo autod...</td>\n",
-       "      <td>[[01.- juan de dios beltrán mancilla. teoría o...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[filosofia medicina arquitectura economía dere...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[, diplomado en practicas directivas  para or...</td>\n",
-       "      <td>[[inspector general jornada vespertina // de 2...</td>\n",
-       "      <td>11</td>\n",
-       "      <td>[juan de dios beltr´´án mancilla]</td>\n",
-       "      <td>2020-04-19 21:06:33.495000+00:00</td>\n",
-       "      <td>2021-02-10 20:13:07.698000+00:00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>7</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[yumpu.com, ijopm.org, google.com, blogspot.co...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>69</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
-       "      <td>8</td>\n",
-       "      <td>6</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10486212</th>\n",
-       "      <td>0000-0002-3997-5070</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</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>&lt;NA&gt;</td>\n",
-       "      <td>[mysore region coordinator|ieee bangalore sect...</td>\n",
-       "      <td>[[researcherid, f-7045-2018], [scopus author i...</td>\n",
-       "      <td>[[electronics and communication engineering, p...</td>\n",
-       "      <td>[[acm distinguished speaker (volunteer), assoc...</td>\n",
-       "      <td>93</td>\n",
-       "      <td>[publons, multidisciplinary digital publishing...</td>\n",
-       "      <td>2016-08-24 11:00:30.403000+00:00</td>\n",
-       "      <td>2021-03-23 07:16:22.582000+00:00</td>\n",
-       "      <td>47</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>48</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[geethashishu.in, geethashishu.in, acm.org, go...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>71</td>\n",
-       "      <td>3</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10652632</th>\n",
-       "      <td>0000-0003-2593-7134</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</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>[history of islamic economic thought, islamic ...</td>\n",
-       "      <td>[[scopus author id, 57195963463], [loop profil...</td>\n",
-       "      <td>[[post graduate, s3/dr, universitas islam nege...</td>\n",
-       "      <td>[[dr, institut agama islam negeri syekh nurjat...</td>\n",
-       "      <td>79</td>\n",
-       "      <td>[publons, aan jaelani, scopus - elsevier, dime...</td>\n",
-       "      <td>2016-03-02 18:37:44.989000+00:00</td>\n",
-       "      <td>2021-03-19 10:11:57.908000+00:00</td>\n",
-       "      <td>88</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>193</td>\n",
-       "      <td>True</td>\n",
-       "      <td>syekhnurjati.ac.id</td>\n",
-       "      <td>[gmail.com]</td>\n",
-       "      <td>[microsoft.com, twitter.com, academia.edu, aca...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>67</td>\n",
-       "      <td>4</td>\n",
-       "      <td>7</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                        orcid  verified_email  verified_primary_email  \\\n",
-       "1025713   0000-0003-2407-3557            True                    True   \n",
-       "2743648   0000-0002-5710-4041            True                    True   \n",
-       "3011724   0000-0003-2450-090X            True                    True   \n",
-       "3881064   0000-0002-3920-7389            True                    True   \n",
-       "7466062   0000-0002-1929-6054            True                    True   \n",
-       "7517096   0000-0003-4948-9268            True                    True   \n",
-       "8068275   0000-0003-2183-8112            True                    True   \n",
-       "8184260   0000-0002-6938-9638            True                    True   \n",
-       "8791256   0000-0002-9025-8632            True                    True   \n",
-       "10174509  0000-0002-9965-2425            True                    True   \n",
-       "10257808  0000-0002-4062-3603            True                    True   \n",
-       "10486212  0000-0002-3997-5070            True                    True   \n",
-       "10652632  0000-0003-2593-7134            True                    True   \n",
-       "\n",
-       "                 given_names        family_name  \\\n",
-       "1025713                abdul               aziz   \n",
-       "2743648              ryszard           romaniuk   \n",
-       "3011724               eduard            babulak   \n",
-       "3881064                   а.              гусев   \n",
-       "7466062     franklin américo      canaza choque   \n",
-       "7517096             gustavo             duperré   \n",
-       "8068275        pelayo munhoz               olea   \n",
-       "8184260               adolfo    catral sanabria   \n",
-       "8791256          buycannabis         dispensary   \n",
-       "10174509            jaroslaw           spychala   \n",
-       "10257808       juan de dios   beltrán mancilla    \n",
-       "10486212  dr. parameshachari                b d   \n",
-       "10652632                 aan            jaelani   \n",
-       "\n",
-       "                                                  biography  \\\n",
-       "1025713   abdul aziz was born on may 25, 1973, in brebes...   \n",
-       "2743648   professor of electronics and communications en...   \n",
-       "3011724   professor eduard babulak is accomplished inter...   \n",
-       "3881064   surname, name gusev  alexander leonidovichdate...   \n",
-       "7466062   docente-investigador social. maestrando en der...   \n",
-       "7517096   gustavo norberto duperré graduated in arts and...   \n",
-       "8068275   pós-doutorado em gestão ambiental pela univers...   \n",
-       "8184260   my education is in computer science, mathemati...   \n",
-       "8791256   we procure and deliver premium cannabis strain...   \n",
-       "10174509  jaroslaw spychala has received a doctoral degr...   \n",
-       "10257808  juan de dios beltrán mancilla (*) filósofo aut...   \n",
-       "10486212  dr. parameshachari b dacm distinguished speake...   \n",
-       "10652632  all my papers can be downloaded from portal:re...   \n",
-       "\n",
-       "                                                other_names  \\\n",
-       "1025713   [abdul aziz, aziz, abdul, aziz, a., aziz, abd,...   \n",
-       "2743648   [r.romaniuk, r.s.romaniuk, ryszard romaniuk, r...   \n",
-       "3011724                          [professor eduard babulak]   \n",
-       "3881064   [alexander l. gusev , alexander leonidovich gu...   \n",
-       "7466062   [franklin américo canaza-choque , franklin a. ...   \n",
-       "7517096   [gustavo norberto duperré, duperré, g. n., gus...   \n",
-       "8068275   [ munhoz, pelayo olea,  olea, pelayo,  olea, p...   \n",
-       "8184260                                                 NaN   \n",
-       "8791256   [we procure and deliver premium cannabis strai...   \n",
-       "10174509                          [jaroslaw jozef spychala]   \n",
-       "10257808  [juan de dios beltrán mancilla, filósofo autod...   \n",
-       "10486212                           [dr. parameshachari b d]   \n",
-       "10652632                        [jaelani, a., jaelani, aan]   \n",
-       "\n",
-       "                                                       urls  \\\n",
-       "1025713   [[google scholar, https://scholar.google.com/c...   \n",
-       "2743648   [[scholar google, http://scholar.google.pl/cit...   \n",
-       "3011724   [[honorary chair, chief mentor & senior adviso...   \n",
-       "3881064   [[a.l. gusev  alternative energy and ecology, ...   \n",
-       "7466062   [[consejo nacional de ciencia, tecnología e in...   \n",
-       "7517096   [[gis in cultural heritage - icomos românia, h...   \n",
-       "8068275   [[currículo lattes, http://lattes.cnpq.br/6209...   \n",
-       "8184260   [[researchgate adolfo catral , https://www.res...   \n",
-       "8791256   [[find your cannabis & marijuana dispensary , ...   \n",
-       "10174509  [[resume, http://www.biowebspin.com/wp-content...   \n",
-       "10257808  [[01.- juan de dios beltrán mancilla. teoría o...   \n",
-       "10486212  [[gsssietw,mysuru, http://geethashishu.in/], [...   \n",
-       "10652632  [[microsoft academic research, https://academi...   \n",
-       "\n",
-       "                           primary_email  \\\n",
-       "1025713                             <NA>   \n",
-       "2743648               rrom@ise.pw.edu.pl   \n",
-       "3011724                             <NA>   \n",
-       "3881064                             <NA>   \n",
-       "7466062            leo_123fa@hotmail.com   \n",
-       "7517096      gustavo.duperre@usal.edu.ar   \n",
-       "8068275                             <NA>   \n",
-       "8184260                             <NA>   \n",
-       "8791256                             <NA>   \n",
-       "10174509                            <NA>   \n",
-       "10257808                            <NA>   \n",
-       "10486212                            <NA>   \n",
-       "10652632  aan_jaelani@syekhnurjati.ac.id   \n",
-       "\n",
-       "                                                   keywords  \\\n",
-       "1025713   [etika bisnis islam, ekonomi islam, metodologi...   \n",
-       "2743648   [photonics, research systems, telecommunicatio...   \n",
-       "3011724   [future cyberspace, intelligent transport syst...   \n",
-       "3881064   [technologies of purification of aggressive ga...   \n",
-       "7466062   [justicia global; democracia; derechos humanos...   \n",
-       "7517096   [history of art, international cooperation, hu...   \n",
-       "8068275      [empreendedorismo, sustentabilidade, inovação]   \n",
-       "8184260                                                 NaN   \n",
-       "8791256   [marijuana dispensary, cannabis community, mar...   \n",
-       "10174509  [organic chemistry, photochemistry, biochemist...   \n",
-       "10257808  [filosofia medicina arquitectura economía dere...   \n",
-       "10486212  [mysore region coordinator|ieee bangalore sect...   \n",
-       "10652632  [history of islamic economic thought, islamic ...   \n",
-       "\n",
-       "                                               external_ids  \\\n",
-       "1025713                                                 NaN   \n",
-       "2743648   [[isni, 0000000071432485], [researcherid, b-91...   \n",
-       "3011724   [[scopus author id, 6506867432], [researcherid...   \n",
-       "3881064   [[researcherid, f-8048-2014], [scopus author i...   \n",
-       "7466062   [[researcherid, p-8613-2018], [loop profile, 8...   \n",
-       "7517096   [[scopus author id, 57195936346], [researcheri...   \n",
-       "8068275   [[scopus author id, 55175503300], [researcheri...   \n",
-       "8184260                            [[loop profile, 747193]]   \n",
-       "8791256                                                 NaN   \n",
-       "10174509                   [[scopus author id, 7006745874]]   \n",
-       "10257808                                                NaN   \n",
-       "10486212  [[researcherid, f-7045-2018], [scopus author i...   \n",
-       "10652632  [[scopus author id, 57195963463], [loop profil...   \n",
-       "\n",
-       "                                                  education  \\\n",
-       "1025713   [[ilmu ekonomi, dr, universitas borobudur, jak...   \n",
-       "2743648   [[faculty of electronics and information techn...   \n",
-       "3011724   [[information technology, doctor habilitated (...   \n",
-       "3881064   [[chemical technology and cryogenic-vacuum tec...   \n",
-       "7466062   [[facultad de ciencias de la educación , maest...   \n",
-       "7517096   [[programme in history, history of art and ter...   \n",
-       "8068275   [[, postdoctoral in environmental sustainabili...   \n",
-       "8184260   [[education, capacitación para la enseñanza en...   \n",
-       "8791256                                                 NaN   \n",
-       "10174509  [[department of chemistry, postdoctoral associ...   \n",
-       "10257808  [[, diplomado en practicas directivas  para or...   \n",
-       "10486212  [[electronics and communication engineering, p...   \n",
-       "10652632  [[post graduate, s3/dr, universitas islam nege...   \n",
-       "\n",
-       "                                                 employment  n_works  \\\n",
-       "1025713   [[assisten professor/dr, institut agama islam ...       72   \n",
-       "2743648   [[professor, institute director, politechnika ...     5008   \n",
-       "3011724   [[consultant, horizon 2020 framework programme...      274   \n",
-       "3881064   [[general director, scientific technical centr...      472   \n",
-       "7466062   [[investigador social, universidad católica de...       39   \n",
-       "7517096   [[titular professor, dirección general de cult...       41   \n",
-       "8068275   [[professor, universidade federal do rio grand...     1109   \n",
-       "8184260                                                 NaN     2023   \n",
-       "8791256                                                 NaN       10   \n",
-       "10174509  [[assistant professor, adam mickiewicz univers...       29   \n",
-       "10257808  [[inspector general jornada vespertina // de 2...       11   \n",
-       "10486212  [[acm distinguished speaker (volunteer), assoc...       93   \n",
-       "10652632  [[dr, institut agama islam negeri syekh nurjat...       79   \n",
-       "\n",
-       "                                               works_source  \\\n",
-       "1025713   [base - bielefeld academic search engine, abdu...   \n",
-       "2743648   [inspire-hep, researcherid, isni2orcid search ...   \n",
-       "3011724   [the lens, base - bielefeld academic search en...   \n",
-       "3881064   [publons, datacite, scopus - elsevier, a.l. gu...   \n",
-       "7466062   [researcherid, base - bielefeld academic searc...   \n",
-       "7517096   [gustavo duperré, scopus - elsevier, publons, ...   \n",
-       "8068275   [the lens, pelayo munhoz olea, dimensions, bas...   \n",
-       "8184260   [base - bielefeld academic search engine, data...   \n",
-       "8791256                          [goowonderland dispensary]   \n",
-       "10174509                                [scopus - elsevier]   \n",
-       "10257808                  [juan de dios beltr´´án mancilla]   \n",
-       "10486212  [publons, multidisciplinary digital publishing...   \n",
-       "10652632  [publons, aan jaelani, scopus - elsevier, dime...   \n",
-       "\n",
-       "                          activation_date                 last_update_date  \\\n",
-       "1025713  2016-09-12 04:41:24.842000+00:00 2021-01-26 11:58:33.039000+00:00   \n",
-       "2743648  2013-01-20 12:09:21.600000+00:00 2021-03-16 19:37:31.650000+00:00   \n",
-       "3011724  2013-04-03 08:02:30.013000+00:00 2021-02-28 10:07:13.231000+00:00   \n",
-       "3881064  2014-05-14 00:01:28.030000+00:00 2021-01-16 13:44:14.134000+00:00   \n",
-       "7466062  2017-09-15 19:45:43.483000+00:00 2021-03-23 20:12:47.297000+00:00   \n",
-       "7517096  2020-02-22 15:49:52.386000+00:00 2021-03-12 15:13:44.065000+00:00   \n",
-       "8068275  2013-02-04 17:25:34.723000+00:00 2021-03-19 18:51:01.128000+00:00   \n",
-       "8184260  2019-05-07 19:27:02.210000+00:00 2020-12-10 23:39:15.236000+00:00   \n",
-       "8791256  2020-12-09 21:19:46.004000+00:00 2020-12-10 01:17:28.772000+00:00   \n",
-       "10174509 2014-09-18 12:34:14.242000+00:00 2020-02-11 14:31:25.544000+00:00   \n",
-       "10257808 2020-04-19 21:06:33.495000+00:00 2021-02-10 20:13:07.698000+00:00   \n",
-       "10486212 2016-08-24 11:00:30.403000+00:00 2021-03-23 07:16:22.582000+00:00   \n",
-       "10652632 2016-03-02 18:37:44.989000+00:00 2021-03-19 10:11:57.908000+00:00   \n",
-       "\n",
-       "          n_doi  n_arxiv  n_pmc  n_other_pids  label primary_email_domain  \\\n",
-       "1025713      19        0      0            77  False                  NaN   \n",
-       "2743648    1221       25      0          1742   True        ise.pw.edu.pl   \n",
-       "3011724     199        0      1           174  False                  NaN   \n",
-       "3881064      37        0      0            21  False                  NaN   \n",
-       "7466062      30        0      0            34   True          hotmail.com   \n",
-       "7517096      13        0      0            34  False          usal.edu.ar   \n",
-       "8068275     798        0      1           582   True                  NaN   \n",
-       "8184260    2022        0      0            16  False                  NaN   \n",
-       "8791256       0        0      0             0  False                  NaN   \n",
-       "10174509     15        0      0            29   True                  NaN   \n",
-       "10257808      0        0      0             7  False                  NaN   \n",
-       "10486212     47        0      0            48  False                  NaN   \n",
-       "10652632     88        0      0           193   True   syekhnurjati.ac.id   \n",
-       "\n",
-       "                                        other_email_domains  \\\n",
-       "1025713                                                 NaN   \n",
-       "2743648            [ise.pw.edu.pl, elka.pw.edu.pl, cern.ch]   \n",
-       "3011724                                                 NaN   \n",
-       "3881064                                                 NaN   \n",
-       "7466062   [gmail.com, gmail.com, hotmail.com, baldwin.ed...   \n",
-       "7517096                                                 NaN   \n",
-       "8068275                                                 NaN   \n",
-       "8184260                                                 NaN   \n",
-       "8791256                                                 NaN   \n",
-       "10174509                                                NaN   \n",
-       "10257808                                                NaN   \n",
-       "10486212                                                NaN   \n",
-       "10652632                                        [gmail.com]   \n",
-       "\n",
-       "                                                url_domains  n_emails  n_urls  \\\n",
-       "1025713   [google.com, syekhnurjati.ac.id, orcid.org, bl...      <NA>      59   \n",
-       "2743648   [google.pl, publons.com, scopus.com, mendeley....         3     114   \n",
-       "3011724   [worldassessmentcouncil.org, spseke.sk, bcs.or...      <NA>     114   \n",
-       "3881064   [youtube.com, isjaee.com, researchgate.net, re...      <NA>     111   \n",
-       "7466062   [concytec.gob.pe, redalyc.org, redalyc.org, un...         5      61   \n",
-       "7517096   [icomos.ro, unirioja.es, unirioja.es, unc.edu....      <NA>      61   \n",
-       "8068275   [cnpq.br, cnpq.br, cnpq.br, cnpq.br, publons.c...      <NA>      61   \n",
-       "8184260   [researchgate.net, youtube.com, linkedin.com, ...      <NA>     152   \n",
-       "8791256   [goowonderland.com, goowonderland.com, goowond...      <NA>      81   \n",
-       "10174509  [biowebspin.com, biowebspin.com, google.com, l...      <NA>      73   \n",
-       "10257808  [yumpu.com, ijopm.org, google.com, blogspot.co...      <NA>      69   \n",
-       "10486212  [geethashishu.in, geethashishu.in, acm.org, go...      <NA>      71   \n",
-       "10652632  [microsoft.com, twitter.com, academia.edu, aca...         1      67   \n",
-       "\n",
-       "          n_ids  n_keywords  n_education  n_employment  \n",
-       "1025713    <NA>           4            3             1  \n",
-       "2743648       3           5            1             1  \n",
-       "3011724       5           8            6            22  \n",
-       "3881064       2          16            2             7  \n",
-       "7466062       4           2            1             1  \n",
-       "7517096       2          11            6             5  \n",
-       "8068275       2           3            7             9  \n",
-       "8184260       1        <NA>            6          <NA>  \n",
-       "8791256    <NA>           7         <NA>          <NA>  \n",
-       "10174509      1           4            4             2  \n",
-       "10257808   <NA>           1            8             6  \n",
-       "10486212      3           6            5            10  \n",
-       "10652632      4           7            2             1  "
-      ]
-     },
-     "execution_count": 33,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [],
    "source": [
-    "df[(df['url_domains'].str.len() > 50) & (df['n_works'] > 0)]"
+    "def extract_domain(link):\n",
+    "    return tldextract.extract(link).registered_domain"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
-   "metadata": {
-    "scrolled": true
-   },
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "grid_df = pd.read_csv('../data/external/grid/full_tables/links.csv', index_col='grid_id')\n",
+    "grid_df['domain'] = grid_df.link.apply(extract_domain)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -8983,633 +7245,129 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>orcid</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>keywords</th>\n",
-       "      <th>external_ids</th>\n",
-       "      <th>education</th>\n",
-       "      <th>employment</th>\n",
-       "      <th>n_works</th>\n",
-       "      <th>works_source</th>\n",
-       "      <th>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>url_domains</th>\n",
-       "      <th>n_emails</th>\n",
-       "      <th>n_urls</th>\n",
-       "      <th>n_ids</th>\n",
-       "      <th>n_keywords</th>\n",
-       "      <th>n_education</th>\n",
-       "      <th>n_employment</th>\n",
+       "      <th>link</th>\n",
+       "      <th>domain</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>grid_id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>47439</th>\n",
-       "      <td>0000-0002-5967-2835</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>oleksiy</td>\n",
-       "      <td>goryayinov</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[алексей николаевич горяинов, о.м.горяїнов, а....</td>\n",
-       "      <td>[[сайт університету, http://khntusg.com.ua/], ...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[logistics, diagnostics, transport]</td>\n",
-       "      <td>[[researcherid, i-7977-2016]]</td>\n",
-       "      <td>[[, дистанционный курс «ctl.sc2x: supply chain...</td>\n",
-       "      <td>[[docent, kharkiv petro vasylenko national tec...</td>\n",
-       "      <td>274</td>\n",
-       "      <td>[oleksiy goryayinov]</td>\n",
-       "      <td>2014-08-03 18:06:42.925000+00:00</td>\n",
-       "      <td>2021-03-22 13:56:48.311000+00:00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[khntusg.com.ua, khntusg.com.ua, google.com.ua...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>13</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>14</td>\n",
-       "      <td>7</td>\n",
+       "      <th>grid.1001.0</th>\n",
+       "      <td>http://www.anu.edu.au/</td>\n",
+       "      <td>anu.edu.au</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>72557</th>\n",
-       "      <td>0000-0002-3505-2797</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>nurul</td>\n",
-       "      <td>malahayati</td>\n",
-       "      <td>google scholar</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[google scholar, https://scholar.google.com/c...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[researcherid, q-3861-2017]]</td>\n",
-       "      <td>[[civil and transportation engineering , maste...</td>\n",
-       "      <td>[[senior lecturer, universitas syiah kuala, ba...</td>\n",
-       "      <td>6</td>\n",
-       "      <td>[nurul malahayati]</td>\n",
-       "      <td>2017-10-01 00:46:31.324000+00:00</td>\n",
-       "      <td>2019-08-19 15:52:47.253000+00:00</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[google.com, ristekdikti.go.id, unsyiah.ac.id,...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>16</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
+       "      <th>grid.1002.3</th>\n",
+       "      <td>http://www.monash.edu/</td>\n",
+       "      <td>monash.edu</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>94081</th>\n",
-       "      <td>0000-0003-3670-9620</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>carlos</td>\n",
-       "      <td>barrera</td>\n",
-       "      <td>im individual inventor, and this is my work; s...</td>\n",
-       "      <td>[retrodynamic, novelinflow]</td>\n",
-       "      <td>[[*wordpress blog state of the art novel inflo...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[innovation, mechanical, gearturbine, technolo...</td>\n",
-       "      <td>[[loop profile, 394457]]</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[carlos barrera]</td>\n",
-       "      <td>2016-08-29 20:32:10.362000+00:00</td>\n",
-       "      <td>2021-02-09 04:56:35.554000+00:00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[blogspot.mx, behance.net, authorstream.com, d...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>24</td>\n",
-       "      <td>1</td>\n",
-       "      <td>8</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
+       "      <th>grid.1003.2</th>\n",
+       "      <td>http://www.uq.edu.au/</td>\n",
+       "      <td>uq.edu.au</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>261673</th>\n",
-       "      <td>0000-0002-5441-0465</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>nuria</td>\n",
-       "      <td>hernández-león</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[nuria h. león, nuria hernández león, hernánde...</td>\n",
-       "      <td>[[participation in virtual stand as an entrepr...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[psychology of organizations, business managem...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[, course: social skills, university of salam...</td>\n",
-       "      <td>[[merchandise reception and expedition trainer...</td>\n",
-       "      <td>11</td>\n",
-       "      <td>[nuria hernández-león]</td>\n",
-       "      <td>2015-11-28 07:18:58.442000+00:00</td>\n",
-       "      <td>2021-03-05 16:37:47.403000+00:00</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[feriaempresamujer.com, escueladenegociosydire...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>16</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>7</td>\n",
-       "      <td>19</td>\n",
-       "      <td>16</td>\n",
+       "      <th>grid.1004.5</th>\n",
+       "      <td>http://mq.edu.au/</td>\n",
+       "      <td>mq.edu.au</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>326211</th>\n",
-       "      <td>0000-0002-7781-6767</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>mohd nazri</td>\n",
-       "      <td>ismail</td>\n",
-       "      <td>born in penang, malaysia in 1971, dr. mohd had...</td>\n",
-       "      <td>[ndum (national defence university of malaysia)]</td>\n",
-       "      <td>[[1) google scholar, https://scholar.google.co...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[network management, voice over ip, design of ...</td>\n",
-       "      <td>[[scopus author id, 24372977800], [researcheri...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[lecturer, universiti pertahanan nasional mal...</td>\n",
-       "      <td>35</td>\n",
-       "      <td>[scopus - elsevier]</td>\n",
-       "      <td>2016-09-06 02:25:52.974000+00:00</td>\n",
-       "      <td>2020-10-20 06:55:55.051000+00:00</td>\n",
-       "      <td>24</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>35</td>\n",
-       "      <td>True</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[google.com.my, researchgate.net, academia.edu...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>16</td>\n",
-       "      <td>2</td>\n",
-       "      <td>10</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>4</td>\n",
+       "      <th>grid.1005.4</th>\n",
+       "      <td>https://www.unsw.edu.au/</td>\n",
+       "      <td>unsw.edu.au</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",
-       "      <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>10579801</th>\n",
-       "      <td>0000-0001-5087-6965</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>robert</td>\n",
-       "      <td>ohara</td>\n",
-       "      <td>systematics, evolutionary biology, and the his...</td>\n",
-       "      <td>[r. o’hara, r.j. o’hara, robert o’hara, robert...</td>\n",
-       "      <td>[[robert j. o’hara (home), http://rjohara.net]...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[evolutionary biology, new england genealogy, ...</td>\n",
-       "      <td>[[isni, 0000000138200102], [researcherid, b-47...</td>\n",
-       "      <td>[[biology, ph.d., harvard university, cambridg...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>45</td>\n",
-       "      <td>[robert j. o’hara]</td>\n",
-       "      <td>2014-09-21 02:45:19.620000+00:00</td>\n",
-       "      <td>2020-07-09 06:51:09.228000+00:00</td>\n",
-       "      <td>23</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>72</td>\n",
-       "      <td>True</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[rjohara.net, google.com, collegiateway.org, r...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>12</td>\n",
-       "      <td>3</td>\n",
-       "      <td>5</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
+       "      <th>grid.510886.2</th>\n",
+       "      <td>https://cftni.org/</td>\n",
+       "      <td>cftni.org</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10590882</th>\n",
-       "      <td>0000-0002-3318-9861</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>shagufta</td>\n",
-       "      <td>perveen</td>\n",
-       "      <td>prof. dr. shagufta perveen is a professor at k...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[personal website, http://www.shaguftaperveen...</td>\n",
-       "      <td>shagufta792000@yahoo.com</td>\n",
-       "      <td>[shagufta perveen professor, shagufta perveen ...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[hej research institute of chemistry, phd che...</td>\n",
-       "      <td>[[professor, king saud university college of p...</td>\n",
-       "      <td>66</td>\n",
-       "      <td>[scopus - elsevier]</td>\n",
-       "      <td>2015-12-21 10:34:06.771000+00:00</td>\n",
-       "      <td>2021-02-22 14:58:30.893000+00:00</td>\n",
-       "      <td>56</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>66</td>\n",
-       "      <td>True</td>\n",
-       "      <td>yahoo.com</td>\n",
-       "      <td>[msu.edu, ksu.edu.sa]</td>\n",
-       "      <td>[shaguftaperveen.com, researchgate.net, ksu.ed...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>11</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>25</td>\n",
-       "      <td>3</td>\n",
-       "      <td>7</td>\n",
+       "      <th>grid.510887.3</th>\n",
+       "      <td>https://tinybeamfund.org/</td>\n",
+       "      <td>tinybeamfund.org</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10766062</th>\n",
-       "      <td>0000-0001-8960-9004</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>susan</td>\n",
-       "      <td>bastani</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[s. bastani, سوسن باستانی]</td>\n",
-       "      <td>[[scopus , https://www.scopus.com/authid/detai...</td>\n",
-       "      <td>sbastani@alzahra.ac.ir</td>\n",
-       "      <td>[social networks, fuzzy logic, personal networ...</td>\n",
-       "      <td>[[scopus author id, 16642098400]]</td>\n",
-       "      <td>[[sociology, ph.d., university of toronto, tor...</td>\n",
-       "      <td>[[professor, alzahra university, tehran, vanak...</td>\n",
-       "      <td>20</td>\n",
-       "      <td>[scopus - elsevier]</td>\n",
-       "      <td>2019-07-10 06:50:46.255000+00:00</td>\n",
-       "      <td>2020-10-07 04:08:01.961000+00:00</td>\n",
-       "      <td>19</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>33</td>\n",
-       "      <td>True</td>\n",
-       "      <td>alzahra.ac.ir</td>\n",
-       "      <td>[gmail.com, gmail.com]</td>\n",
-       "      <td>[scopus.com, google.com, publons.com, zenodo.o...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>11</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
+       "      <th>grid.510888.c</th>\n",
+       "      <td>https://www.tmg-thinktank.com/</td>\n",
+       "      <td>tmg-thinktank.com</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10807839</th>\n",
-       "      <td>0000-0002-4379-6454</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>caroline wanjiru</td>\n",
-       "      <td>kariuki</td>\n",
-       "      <td>caroline holds a phd in economics from curtin ...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[scopus profile, https://www.scopus.com/dashb...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[applied economics, financial economics, devel...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[economics, doctor of philosophy , curtin uni...</td>\n",
-       "      <td>[[director, educational development, strathmor...</td>\n",
-       "      <td>4</td>\n",
-       "      <td>[caroline wanjiru kariuki]</td>\n",
-       "      <td>2020-03-18 10:18:04.007000+00:00</td>\n",
-       "      <td>2021-02-11 14:40:38.515000+00:00</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[scopus.com, mendeley.com, publons.com, resear...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>13</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>4</td>\n",
-       "      <td>3</td>\n",
-       "      <td>6</td>\n",
+       "      <th>grid.510889.d</th>\n",
+       "      <td>https://www.unicef.org/eap</td>\n",
+       "      <td>unicef.org</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10911966</th>\n",
-       "      <td>0000-0003-2311-0600</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>myo</td>\n",
-       "      <td>kyaw hlaing</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[dr myo kyaw hlaing]</td>\n",
-       "      <td>[[facebook, https://www.facebook.com/myo.hlain...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[economic geology]</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[lecturer, union of myanmar ministry of educa...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>[myo kyaw hlaing]</td>\n",
-       "      <td>2018-12-26 12:51:57.801000+00:00</td>\n",
-       "      <td>2021-01-26 14:36:47.421000+00:00</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[facebook.com, linkedin.com, instagram.com, re...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>12</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>2</td>\n",
+       "      <th>grid.510890.5</th>\n",
+       "      <td>https://www.whitehouse.gov/</td>\n",
+       "      <td>whitehouse.gov</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>140 rows × 31 columns</p>\n",
+       "<p>98933 rows × 2 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                        orcid  verified_email  verified_primary_email  \\\n",
-       "47439     0000-0002-5967-2835            True                    True   \n",
-       "72557     0000-0002-3505-2797            True                    True   \n",
-       "94081     0000-0003-3670-9620            True                    True   \n",
-       "261673    0000-0002-5441-0465            True                    True   \n",
-       "326211    0000-0002-7781-6767            True                    True   \n",
-       "...                       ...             ...                     ...   \n",
-       "10579801  0000-0001-5087-6965            True                    True   \n",
-       "10590882  0000-0002-3318-9861            True                    True   \n",
-       "10766062  0000-0001-8960-9004            True                    True   \n",
-       "10807839  0000-0002-4379-6454            True                    True   \n",
-       "10911966  0000-0003-2311-0600            True                    True   \n",
-       "\n",
-       "               given_names     family_name  \\\n",
-       "47439              oleksiy      goryayinov   \n",
-       "72557                nurul      malahayati   \n",
-       "94081               carlos         barrera   \n",
-       "261673               nuria  hernández-león   \n",
-       "326211          mohd nazri          ismail   \n",
-       "...                    ...             ...   \n",
-       "10579801            robert           ohara   \n",
-       "10590882          shagufta         perveen   \n",
-       "10766062             susan         bastani   \n",
-       "10807839  caroline wanjiru         kariuki   \n",
-       "10911966               myo     kyaw hlaing   \n",
-       "\n",
-       "                                                  biography  \\\n",
-       "47439                                                  <NA>   \n",
-       "72557                                        google scholar   \n",
-       "94081     im individual inventor, and this is my work; s...   \n",
-       "261673                                                 <NA>   \n",
-       "326211    born in penang, malaysia in 1971, dr. mohd had...   \n",
-       "...                                                     ...   \n",
-       "10579801  systematics, evolutionary biology, and the his...   \n",
-       "10590882  prof. dr. shagufta perveen is a professor at k...   \n",
-       "10766062                                               <NA>   \n",
-       "10807839  caroline holds a phd in economics from curtin ...   \n",
-       "10911966                                               <NA>   \n",
-       "\n",
-       "                                                other_names  \\\n",
-       "47439     [алексей николаевич горяинов, о.м.горяїнов, а....   \n",
-       "72557                                                   NaN   \n",
-       "94081                           [retrodynamic, novelinflow]   \n",
-       "261673    [nuria h. león, nuria hernández león, hernánde...   \n",
-       "326211     [ndum (national defence university of malaysia)]   \n",
-       "...                                                     ...   \n",
-       "10579801  [r. o’hara, r.j. o’hara, robert o’hara, robert...   \n",
-       "10590882                                                NaN   \n",
-       "10766062                         [s. bastani, سوسن باستانی]   \n",
-       "10807839                                                NaN   \n",
-       "10911966                               [dr myo kyaw hlaing]   \n",
-       "\n",
-       "                                                       urls  \\\n",
-       "47439     [[сайт університету, http://khntusg.com.ua/], ...   \n",
-       "72557     [[google scholar, https://scholar.google.com/c...   \n",
-       "94081     [[*wordpress blog state of the art novel inflo...   \n",
-       "261673    [[participation in virtual stand as an entrepr...   \n",
-       "326211    [[1) google scholar, https://scholar.google.co...   \n",
-       "...                                                     ...   \n",
-       "10579801  [[robert j. o’hara (home), http://rjohara.net]...   \n",
-       "10590882  [[personal website, http://www.shaguftaperveen...   \n",
-       "10766062  [[scopus , https://www.scopus.com/authid/detai...   \n",
-       "10807839  [[scopus profile, https://www.scopus.com/dashb...   \n",
-       "10911966  [[facebook, https://www.facebook.com/myo.hlain...   \n",
-       "\n",
-       "                     primary_email  \\\n",
-       "47439                         <NA>   \n",
-       "72557                         <NA>   \n",
-       "94081                         <NA>   \n",
-       "261673                        <NA>   \n",
-       "326211                        <NA>   \n",
-       "...                            ...   \n",
-       "10579801                      <NA>   \n",
-       "10590882  shagufta792000@yahoo.com   \n",
-       "10766062    sbastani@alzahra.ac.ir   \n",
-       "10807839                      <NA>   \n",
-       "10911966                      <NA>   \n",
-       "\n",
-       "                                                   keywords  \\\n",
-       "47439                   [logistics, diagnostics, transport]   \n",
-       "72557                                                   NaN   \n",
-       "94081     [innovation, mechanical, gearturbine, technolo...   \n",
-       "261673    [psychology of organizations, business managem...   \n",
-       "326211    [network management, voice over ip, design of ...   \n",
-       "...                                                     ...   \n",
-       "10579801  [evolutionary biology, new england genealogy, ...   \n",
-       "10590882  [shagufta perveen professor, shagufta perveen ...   \n",
-       "10766062  [social networks, fuzzy logic, personal networ...   \n",
-       "10807839  [applied economics, financial economics, devel...   \n",
-       "10911966                                 [economic geology]   \n",
-       "\n",
-       "                                               external_ids  \\\n",
-       "47439                         [[researcherid, i-7977-2016]]   \n",
-       "72557                         [[researcherid, q-3861-2017]]   \n",
-       "94081                              [[loop profile, 394457]]   \n",
-       "261673                                                  NaN   \n",
-       "326211    [[scopus author id, 24372977800], [researcheri...   \n",
-       "...                                                     ...   \n",
-       "10579801  [[isni, 0000000138200102], [researcherid, b-47...   \n",
-       "10590882                                                NaN   \n",
-       "10766062                  [[scopus author id, 16642098400]]   \n",
-       "10807839                                                NaN   \n",
-       "10911966                                                NaN   \n",
-       "\n",
-       "                                                  education  \\\n",
-       "47439     [[, дистанционный курс «ctl.sc2x: supply chain...   \n",
-       "72557     [[civil and transportation engineering , maste...   \n",
-       "94081                                                   NaN   \n",
-       "261673    [[, course: social skills, university of salam...   \n",
-       "326211                                                  NaN   \n",
-       "...                                                     ...   \n",
-       "10579801  [[biology, ph.d., harvard university, cambridg...   \n",
-       "10590882  [[hej research institute of chemistry, phd che...   \n",
-       "10766062  [[sociology, ph.d., university of toronto, tor...   \n",
-       "10807839  [[economics, doctor of philosophy , curtin uni...   \n",
-       "10911966                                                NaN   \n",
-       "\n",
-       "                                                 employment  n_works  \\\n",
-       "47439     [[docent, kharkiv petro vasylenko national tec...      274   \n",
-       "72557     [[senior lecturer, universitas syiah kuala, ba...        6   \n",
-       "94081                                                   NaN        1   \n",
-       "261673    [[merchandise reception and expedition trainer...       11   \n",
-       "326211    [[lecturer, universiti pertahanan nasional mal...       35   \n",
-       "...                                                     ...      ...   \n",
-       "10579801                                                NaN       45   \n",
-       "10590882  [[professor, king saud university college of p...       66   \n",
-       "10766062  [[professor, alzahra university, tehran, vanak...       20   \n",
-       "10807839  [[director, educational development, strathmor...        4   \n",
-       "10911966  [[lecturer, union of myanmar ministry of educa...        2   \n",
-       "\n",
-       "                        works_source                  activation_date  \\\n",
-       "47439           [oleksiy goryayinov] 2014-08-03 18:06:42.925000+00:00   \n",
-       "72557             [nurul malahayati] 2017-10-01 00:46:31.324000+00:00   \n",
-       "94081               [carlos barrera] 2016-08-29 20:32:10.362000+00:00   \n",
-       "261673        [nuria hernández-león] 2015-11-28 07:18:58.442000+00:00   \n",
-       "326211           [scopus - elsevier] 2016-09-06 02:25:52.974000+00:00   \n",
-       "...                              ...                              ...   \n",
-       "10579801          [robert j. o’hara] 2014-09-21 02:45:19.620000+00:00   \n",
-       "10590882         [scopus - elsevier] 2015-12-21 10:34:06.771000+00:00   \n",
-       "10766062         [scopus - elsevier] 2019-07-10 06:50:46.255000+00:00   \n",
-       "10807839  [caroline wanjiru kariuki] 2020-03-18 10:18:04.007000+00:00   \n",
-       "10911966           [myo kyaw hlaing] 2018-12-26 12:51:57.801000+00:00   \n",
-       "\n",
-       "                         last_update_date  n_doi  n_arxiv  n_pmc  \\\n",
-       "47439    2021-03-22 13:56:48.311000+00:00      0        0      0   \n",
-       "72557    2019-08-19 15:52:47.253000+00:00      3        0      0   \n",
-       "94081    2021-02-09 04:56:35.554000+00:00      0        0      0   \n",
-       "261673   2021-03-05 16:37:47.403000+00:00      1        0      0   \n",
-       "326211   2020-10-20 06:55:55.051000+00:00     24        0      0   \n",
-       "...                                   ...    ...      ...    ...   \n",
-       "10579801 2020-07-09 06:51:09.228000+00:00     23        0      0   \n",
-       "10590882 2021-02-22 14:58:30.893000+00:00     56        0      0   \n",
-       "10766062 2020-10-07 04:08:01.961000+00:00     19        0      0   \n",
-       "10807839 2021-02-11 14:40:38.515000+00:00      1        0      0   \n",
-       "10911966 2021-01-26 14:36:47.421000+00:00      1        0      0   \n",
-       "\n",
-       "          n_other_pids  label primary_email_domain     other_email_domains  \\\n",
-       "47439                0  False                  NaN                     NaN   \n",
-       "72557                3  False                  NaN                     NaN   \n",
-       "94081                0  False                  NaN                     NaN   \n",
-       "261673               4  False                  NaN                     NaN   \n",
-       "326211              35   True                  NaN                     NaN   \n",
-       "...                ...    ...                  ...                     ...   \n",
-       "10579801            72   True                  NaN                     NaN   \n",
-       "10590882            66   True            yahoo.com   [msu.edu, ksu.edu.sa]   \n",
-       "10766062            33   True        alzahra.ac.ir  [gmail.com, gmail.com]   \n",
-       "10807839             0  False                  NaN                     NaN   \n",
-       "10911966             2  False                  NaN                     NaN   \n",
-       "\n",
-       "                                                url_domains  n_emails  n_urls  \\\n",
-       "47439     [khntusg.com.ua, khntusg.com.ua, google.com.ua...      <NA>      13   \n",
-       "72557     [google.com, ristekdikti.go.id, unsyiah.ac.id,...      <NA>      16   \n",
-       "94081     [blogspot.mx, behance.net, authorstream.com, d...      <NA>      24   \n",
-       "261673    [feriaempresamujer.com, escueladenegociosydire...      <NA>      16   \n",
-       "326211    [google.com.my, researchgate.net, academia.edu...      <NA>      16   \n",
-       "...                                                     ...       ...     ...   \n",
-       "10579801  [rjohara.net, google.com, collegiateway.org, r...      <NA>      12   \n",
-       "10590882  [shaguftaperveen.com, researchgate.net, ksu.ed...         2      11   \n",
-       "10766062  [scopus.com, google.com, publons.com, zenodo.o...         2      11   \n",
-       "10807839  [scopus.com, mendeley.com, publons.com, resear...      <NA>      13   \n",
-       "10911966  [facebook.com, linkedin.com, instagram.com, re...      <NA>      12   \n",
-       "\n",
-       "          n_ids  n_keywords  n_education  n_employment  \n",
-       "47439         1           3           14             7  \n",
-       "72557         1        <NA>            2             1  \n",
-       "94081         1           8         <NA>          <NA>  \n",
-       "261673     <NA>           7           19            16  \n",
-       "326211        2          10         <NA>             4  \n",
-       "...         ...         ...          ...           ...  \n",
-       "10579801      3           5            1          <NA>  \n",
-       "10590882   <NA>          25            3             7  \n",
-       "10766062      1           4            3             4  \n",
-       "10807839   <NA>           4            3             6  \n",
-       "10911966   <NA>           1         <NA>             2  \n",
+       "                                         link             domain\n",
+       "grid_id                                                         \n",
+       "grid.1001.0            http://www.anu.edu.au/         anu.edu.au\n",
+       "grid.1002.3            http://www.monash.edu/         monash.edu\n",
+       "grid.1003.2             http://www.uq.edu.au/          uq.edu.au\n",
+       "grid.1004.5                 http://mq.edu.au/          mq.edu.au\n",
+       "grid.1005.4          https://www.unsw.edu.au/        unsw.edu.au\n",
+       "...                                       ...                ...\n",
+       "grid.510886.2              https://cftni.org/          cftni.org\n",
+       "grid.510887.3       https://tinybeamfund.org/   tinybeamfund.org\n",
+       "grid.510888.c  https://www.tmg-thinktank.com/  tmg-thinktank.com\n",
+       "grid.510889.d      https://www.unicef.org/eap         unicef.org\n",
+       "grid.510890.5     https://www.whitehouse.gov/     whitehouse.gov\n",
        "\n",
-       "[140 rows x 31 columns]"
+       "[98933 rows x 2 columns]"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 58,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "df[(df['url_domains'].str.len() > 10) & (df['n_works'] > 0) & (df['works_source'].str.len() == 1)]"
+    "grid_df"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {
-    "scrolled": true
-   },
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "link      http://www.isti.cnr.it/\n",
+       "domain                     cnr.it\n",
+       "Name: grid.451498.5, dtype: object"
+      ]
+     },
+     "execution_count": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_df.loc['grid.451498.5']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -9633,633 +7391,148 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>orcid</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>keywords</th>\n",
-       "      <th>external_ids</th>\n",
-       "      <th>education</th>\n",
-       "      <th>employment</th>\n",
-       "      <th>n_works</th>\n",
-       "      <th>works_source</th>\n",
-       "      <th>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>url_domains</th>\n",
-       "      <th>n_emails</th>\n",
-       "      <th>n_urls</th>\n",
-       "      <th>n_ids</th>\n",
-       "      <th>n_keywords</th>\n",
-       "      <th>n_education</th>\n",
-       "      <th>n_employment</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>0000-0002-5967-2835</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>oleksiy</td>\n",
-       "      <td>goryayinov</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[алексей николаевич горяинов, о.м.горяїнов, а....</td>\n",
-       "      <td>[[сайт університету, http://khntusg.com.ua/], ...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[logistics, diagnostics, transport]</td>\n",
-       "      <td>[[researcherid, i-7977-2016]]</td>\n",
-       "      <td>[[, дистанционный курс «ctl.sc2x: supply chain...</td>\n",
-       "      <td>[[docent, kharkiv petro vasylenko national tec...</td>\n",
-       "      <td>274</td>\n",
-       "      <td>oleksiy goryayinov</td>\n",
-       "      <td>2014-08-03 18:06:42.925000+00:00</td>\n",
-       "      <td>2021-03-22 13:56:48.311000+00:00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[khntusg.com.ua, khntusg.com.ua, google.com.ua...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>13</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>14</td>\n",
-       "      <td>7</td>\n",
+       "      <th>5</th>\n",
+       "      <td>0000-0001-7402-0096</td>\n",
+       "      <td>kth.se</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>0000-0002-3505-2797</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>nurul</td>\n",
-       "      <td>malahayati</td>\n",
-       "      <td>google scholar</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[google scholar, https://scholar.google.com/c...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[researcherid, q-3861-2017]]</td>\n",
-       "      <td>[[civil and transportation engineering , maste...</td>\n",
-       "      <td>[[senior lecturer, universitas syiah kuala, ba...</td>\n",
-       "      <td>6</td>\n",
-       "      <td>nurul malahayati</td>\n",
-       "      <td>2017-10-01 00:46:31.324000+00:00</td>\n",
-       "      <td>2019-08-19 15:52:47.253000+00:00</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[google.com, ristekdikti.go.id, unsyiah.ac.id,...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>16</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
+       "      <th>10</th>\n",
+       "      <td>0000-0001-8377-3508</td>\n",
+       "      <td>cnpq.br</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>0000-0003-3670-9620</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>carlos</td>\n",
-       "      <td>barrera</td>\n",
-       "      <td>im individual inventor, and this is my work; s...</td>\n",
-       "      <td>[retrodynamic, novelinflow]</td>\n",
-       "      <td>[[*wordpress blog state of the art novel inflo...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[innovation, mechanical, gearturbine, technolo...</td>\n",
-       "      <td>[[loop profile, 394457]]</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>carlos barrera</td>\n",
-       "      <td>2016-08-29 20:32:10.362000+00:00</td>\n",
-       "      <td>2021-02-09 04:56:35.554000+00:00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[blogspot.mx, behance.net, authorstream.com, d...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>24</td>\n",
-       "      <td>1</td>\n",
-       "      <td>8</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
+       "      <th>26</th>\n",
+       "      <td>0000-0002-2638-4108</td>\n",
+       "      <td>unioviedo.es</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>0000-0002-5441-0465</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>nuria</td>\n",
-       "      <td>hernández-león</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[nuria h. león, nuria hernández león, hernánde...</td>\n",
-       "      <td>[[participation in virtual stand as an entrepr...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[psychology of organizations, business managem...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[, course: social skills, university of salam...</td>\n",
-       "      <td>[[merchandise reception and expedition trainer...</td>\n",
-       "      <td>11</td>\n",
-       "      <td>nuria hernández-león</td>\n",
-       "      <td>2015-11-28 07:18:58.442000+00:00</td>\n",
-       "      <td>2021-03-05 16:37:47.403000+00:00</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[feriaempresamujer.com, escueladenegociosydire...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>16</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>7</td>\n",
-       "      <td>19</td>\n",
-       "      <td>16</td>\n",
+       "      <th>151</th>\n",
+       "      <td>0000-0003-1284-9741</td>\n",
+       "      <td>youtube.com</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>0000-0002-7781-6767</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>mohd nazri</td>\n",
-       "      <td>ismail</td>\n",
-       "      <td>born in penang, malaysia in 1971, dr. mohd had...</td>\n",
-       "      <td>[ndum (national defence university of malaysia)]</td>\n",
-       "      <td>[[1) google scholar, https://scholar.google.co...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[network management, voice over ip, design of ...</td>\n",
-       "      <td>[[scopus author id, 24372977800], [researcheri...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[lecturer, universiti pertahanan nasional mal...</td>\n",
-       "      <td>35</td>\n",
-       "      <td>scopus - elsevier</td>\n",
-       "      <td>2016-09-06 02:25:52.974000+00:00</td>\n",
-       "      <td>2020-10-20 06:55:55.051000+00:00</td>\n",
-       "      <td>24</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>35</td>\n",
-       "      <td>True</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[google.com.my, researchgate.net, academia.edu...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>16</td>\n",
-       "      <td>2</td>\n",
-       "      <td>10</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>4</td>\n",
+       "      <th>171</th>\n",
+       "      <td>0000-0001-7324-3247</td>\n",
+       "      <td>upm.es</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",
-       "      <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>135</th>\n",
-       "      <td>0000-0001-5087-6965</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>robert</td>\n",
-       "      <td>ohara</td>\n",
-       "      <td>systematics, evolutionary biology, and the his...</td>\n",
-       "      <td>[r. o’hara, r.j. o’hara, robert o’hara, robert...</td>\n",
-       "      <td>[[robert j. o’hara (home), http://rjohara.net]...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[evolutionary biology, new england genealogy, ...</td>\n",
-       "      <td>[[isni, 0000000138200102], [researcherid, b-47...</td>\n",
-       "      <td>[[biology, ph.d., harvard university, cambridg...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>45</td>\n",
-       "      <td>robert j. o’hara</td>\n",
-       "      <td>2014-09-21 02:45:19.620000+00:00</td>\n",
-       "      <td>2020-07-09 06:51:09.228000+00:00</td>\n",
-       "      <td>23</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>72</td>\n",
-       "      <td>True</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[rjohara.net, google.com, collegiateway.org, r...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>12</td>\n",
-       "      <td>3</td>\n",
-       "      <td>5</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
+       "      <th>11349589</th>\n",
+       "      <td>0000-0002-5204-5302</td>\n",
+       "      <td>apetau.com</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>136</th>\n",
-       "      <td>0000-0002-3318-9861</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>shagufta</td>\n",
-       "      <td>perveen</td>\n",
-       "      <td>prof. dr. shagufta perveen is a professor at k...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[personal website, http://www.shaguftaperveen...</td>\n",
-       "      <td>shagufta792000@yahoo.com</td>\n",
-       "      <td>[shagufta perveen professor, shagufta perveen ...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[hej research institute of chemistry, phd che...</td>\n",
-       "      <td>[[professor, king saud university college of p...</td>\n",
-       "      <td>66</td>\n",
-       "      <td>scopus - elsevier</td>\n",
-       "      <td>2015-12-21 10:34:06.771000+00:00</td>\n",
-       "      <td>2021-02-22 14:58:30.893000+00:00</td>\n",
-       "      <td>56</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>66</td>\n",
-       "      <td>True</td>\n",
-       "      <td>yahoo.com</td>\n",
-       "      <td>[msu.edu, ksu.edu.sa]</td>\n",
-       "      <td>[shaguftaperveen.com, researchgate.net, ksu.ed...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>11</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>25</td>\n",
-       "      <td>3</td>\n",
-       "      <td>7</td>\n",
+       "      <th>11349589</th>\n",
+       "      <td>0000-0002-5204-5302</td>\n",
+       "      <td>facebook.com</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>137</th>\n",
-       "      <td>0000-0001-8960-9004</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>susan</td>\n",
-       "      <td>bastani</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[s. bastani, سوسن باستانی]</td>\n",
-       "      <td>[[scopus , https://www.scopus.com/authid/detai...</td>\n",
-       "      <td>sbastani@alzahra.ac.ir</td>\n",
-       "      <td>[social networks, fuzzy logic, personal networ...</td>\n",
-       "      <td>[[scopus author id, 16642098400]]</td>\n",
-       "      <td>[[sociology, ph.d., university of toronto, tor...</td>\n",
-       "      <td>[[professor, alzahra university, tehran, vanak...</td>\n",
-       "      <td>20</td>\n",
-       "      <td>scopus - elsevier</td>\n",
-       "      <td>2019-07-10 06:50:46.255000+00:00</td>\n",
-       "      <td>2020-10-07 04:08:01.961000+00:00</td>\n",
-       "      <td>19</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>33</td>\n",
-       "      <td>True</td>\n",
-       "      <td>alzahra.ac.ir</td>\n",
-       "      <td>[gmail.com, gmail.com]</td>\n",
-       "      <td>[scopus.com, google.com, publons.com, zenodo.o...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>11</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
+       "      <th>11349597</th>\n",
+       "      <td>0000-0002-2906-0299</td>\n",
+       "      <td>oxytocin.com.au</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>138</th>\n",
-       "      <td>0000-0002-4379-6454</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>caroline wanjiru</td>\n",
-       "      <td>kariuki</td>\n",
-       "      <td>caroline holds a phd in economics from curtin ...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[scopus profile, https://www.scopus.com/dashb...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[applied economics, financial economics, devel...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[economics, doctor of philosophy , curtin uni...</td>\n",
-       "      <td>[[director, educational development, strathmor...</td>\n",
-       "      <td>4</td>\n",
-       "      <td>caroline wanjiru kariuki</td>\n",
-       "      <td>2020-03-18 10:18:04.007000+00:00</td>\n",
-       "      <td>2021-02-11 14:40:38.515000+00:00</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[scopus.com, mendeley.com, publons.com, resear...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>13</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>4</td>\n",
-       "      <td>3</td>\n",
-       "      <td>6</td>\n",
+       "      <th>11349597</th>\n",
+       "      <td>0000-0002-2906-0299</td>\n",
+       "      <td>linkedin.com</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>139</th>\n",
-       "      <td>0000-0003-2311-0600</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>myo</td>\n",
-       "      <td>kyaw hlaing</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[dr myo kyaw hlaing]</td>\n",
-       "      <td>[[facebook, https://www.facebook.com/myo.hlain...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[economic geology]</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[lecturer, union of myanmar ministry of educa...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>myo kyaw hlaing</td>\n",
-       "      <td>2018-12-26 12:51:57.801000+00:00</td>\n",
-       "      <td>2021-01-26 14:36:47.421000+00:00</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[facebook.com, linkedin.com, instagram.com, re...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>12</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>2</td>\n",
+       "      <th>11349599</th>\n",
+       "      <td>0000-0002-1070-2220</td>\n",
+       "      <td>vpsantanna.com</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>140 rows × 31 columns</p>\n",
+       "<p>1021364 rows × 2 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                   orcid  verified_email  verified_primary_email  \\\n",
-       "0    0000-0002-5967-2835            True                    True   \n",
-       "1    0000-0002-3505-2797            True                    True   \n",
-       "2    0000-0003-3670-9620            True                    True   \n",
-       "3    0000-0002-5441-0465            True                    True   \n",
-       "4    0000-0002-7781-6767            True                    True   \n",
-       "..                   ...             ...                     ...   \n",
-       "135  0000-0001-5087-6965            True                    True   \n",
-       "136  0000-0002-3318-9861            True                    True   \n",
-       "137  0000-0001-8960-9004            True                    True   \n",
-       "138  0000-0002-4379-6454            True                    True   \n",
-       "139  0000-0003-2311-0600            True                    True   \n",
-       "\n",
-       "          given_names     family_name  \\\n",
-       "0             oleksiy      goryayinov   \n",
-       "1               nurul      malahayati   \n",
-       "2              carlos         barrera   \n",
-       "3               nuria  hernández-león   \n",
-       "4          mohd nazri          ismail   \n",
-       "..                ...             ...   \n",
-       "135            robert           ohara   \n",
-       "136          shagufta         perveen   \n",
-       "137             susan         bastani   \n",
-       "138  caroline wanjiru         kariuki   \n",
-       "139               myo     kyaw hlaing   \n",
-       "\n",
-       "                                             biography  \\\n",
-       "0                                                 <NA>   \n",
-       "1                                       google scholar   \n",
-       "2    im individual inventor, and this is my work; s...   \n",
-       "3                                                 <NA>   \n",
-       "4    born in penang, malaysia in 1971, dr. mohd had...   \n",
-       "..                                                 ...   \n",
-       "135  systematics, evolutionary biology, and the his...   \n",
-       "136  prof. dr. shagufta perveen is a professor at k...   \n",
-       "137                                               <NA>   \n",
-       "138  caroline holds a phd in economics from curtin ...   \n",
-       "139                                               <NA>   \n",
-       "\n",
-       "                                           other_names  \\\n",
-       "0    [алексей николаевич горяинов, о.м.горяїнов, а....   \n",
-       "1                                                  NaN   \n",
-       "2                          [retrodynamic, novelinflow]   \n",
-       "3    [nuria h. león, nuria hernández león, hernánde...   \n",
-       "4     [ndum (national defence university of malaysia)]   \n",
-       "..                                                 ...   \n",
-       "135  [r. o’hara, r.j. o’hara, robert o’hara, robert...   \n",
-       "136                                                NaN   \n",
-       "137                         [s. bastani, سوسن باستانی]   \n",
-       "138                                                NaN   \n",
-       "139                               [dr myo kyaw hlaing]   \n",
-       "\n",
-       "                                                  urls  \\\n",
-       "0    [[сайт університету, http://khntusg.com.ua/], ...   \n",
-       "1    [[google scholar, https://scholar.google.com/c...   \n",
-       "2    [[*wordpress blog state of the art novel inflo...   \n",
-       "3    [[participation in virtual stand as an entrepr...   \n",
-       "4    [[1) google scholar, https://scholar.google.co...   \n",
-       "..                                                 ...   \n",
-       "135  [[robert j. o’hara (home), http://rjohara.net]...   \n",
-       "136  [[personal website, http://www.shaguftaperveen...   \n",
-       "137  [[scopus , https://www.scopus.com/authid/detai...   \n",
-       "138  [[scopus profile, https://www.scopus.com/dashb...   \n",
-       "139  [[facebook, https://www.facebook.com/myo.hlain...   \n",
-       "\n",
-       "                primary_email  \\\n",
-       "0                        <NA>   \n",
-       "1                        <NA>   \n",
-       "2                        <NA>   \n",
-       "3                        <NA>   \n",
-       "4                        <NA>   \n",
-       "..                        ...   \n",
-       "135                      <NA>   \n",
-       "136  shagufta792000@yahoo.com   \n",
-       "137    sbastani@alzahra.ac.ir   \n",
-       "138                      <NA>   \n",
-       "139                      <NA>   \n",
-       "\n",
-       "                                              keywords  \\\n",
-       "0                  [logistics, diagnostics, transport]   \n",
-       "1                                                  NaN   \n",
-       "2    [innovation, mechanical, gearturbine, technolo...   \n",
-       "3    [psychology of organizations, business managem...   \n",
-       "4    [network management, voice over ip, design of ...   \n",
-       "..                                                 ...   \n",
-       "135  [evolutionary biology, new england genealogy, ...   \n",
-       "136  [shagufta perveen professor, shagufta perveen ...   \n",
-       "137  [social networks, fuzzy logic, personal networ...   \n",
-       "138  [applied economics, financial economics, devel...   \n",
-       "139                                 [economic geology]   \n",
-       "\n",
-       "                                          external_ids  \\\n",
-       "0                        [[researcherid, i-7977-2016]]   \n",
-       "1                        [[researcherid, q-3861-2017]]   \n",
-       "2                             [[loop profile, 394457]]   \n",
-       "3                                                  NaN   \n",
-       "4    [[scopus author id, 24372977800], [researcheri...   \n",
-       "..                                                 ...   \n",
-       "135  [[isni, 0000000138200102], [researcherid, b-47...   \n",
-       "136                                                NaN   \n",
-       "137                  [[scopus author id, 16642098400]]   \n",
-       "138                                                NaN   \n",
-       "139                                                NaN   \n",
-       "\n",
-       "                                             education  \\\n",
-       "0    [[, дистанционный курс «ctl.sc2x: supply chain...   \n",
-       "1    [[civil and transportation engineering , maste...   \n",
-       "2                                                  NaN   \n",
-       "3    [[, course: social skills, university of salam...   \n",
-       "4                                                  NaN   \n",
-       "..                                                 ...   \n",
-       "135  [[biology, ph.d., harvard university, cambridg...   \n",
-       "136  [[hej research institute of chemistry, phd che...   \n",
-       "137  [[sociology, ph.d., university of toronto, tor...   \n",
-       "138  [[economics, doctor of philosophy , curtin uni...   \n",
-       "139                                                NaN   \n",
-       "\n",
-       "                                            employment  n_works  \\\n",
-       "0    [[docent, kharkiv petro vasylenko national tec...      274   \n",
-       "1    [[senior lecturer, universitas syiah kuala, ba...        6   \n",
-       "2                                                  NaN        1   \n",
-       "3    [[merchandise reception and expedition trainer...       11   \n",
-       "4    [[lecturer, universiti pertahanan nasional mal...       35   \n",
-       "..                                                 ...      ...   \n",
-       "135                                                NaN       45   \n",
-       "136  [[professor, king saud university college of p...       66   \n",
-       "137  [[professor, alzahra university, tehran, vanak...       20   \n",
-       "138  [[director, educational development, strathmor...        4   \n",
-       "139  [[lecturer, union of myanmar ministry of educa...        2   \n",
-       "\n",
-       "                 works_source                  activation_date  \\\n",
-       "0          oleksiy goryayinov 2014-08-03 18:06:42.925000+00:00   \n",
-       "1            nurul malahayati 2017-10-01 00:46:31.324000+00:00   \n",
-       "2              carlos barrera 2016-08-29 20:32:10.362000+00:00   \n",
-       "3        nuria hernández-león 2015-11-28 07:18:58.442000+00:00   \n",
-       "4           scopus - elsevier 2016-09-06 02:25:52.974000+00:00   \n",
-       "..                        ...                              ...   \n",
-       "135          robert j. o’hara 2014-09-21 02:45:19.620000+00:00   \n",
-       "136         scopus - elsevier 2015-12-21 10:34:06.771000+00:00   \n",
-       "137         scopus - elsevier 2019-07-10 06:50:46.255000+00:00   \n",
-       "138  caroline wanjiru kariuki 2020-03-18 10:18:04.007000+00:00   \n",
-       "139           myo kyaw hlaing 2018-12-26 12:51:57.801000+00:00   \n",
-       "\n",
-       "                    last_update_date  n_doi  n_arxiv  n_pmc  n_other_pids  \\\n",
-       "0   2021-03-22 13:56:48.311000+00:00      0        0      0             0   \n",
-       "1   2019-08-19 15:52:47.253000+00:00      3        0      0             3   \n",
-       "2   2021-02-09 04:56:35.554000+00:00      0        0      0             0   \n",
-       "3   2021-03-05 16:37:47.403000+00:00      1        0      0             4   \n",
-       "4   2020-10-20 06:55:55.051000+00:00     24        0      0            35   \n",
-       "..                               ...    ...      ...    ...           ...   \n",
-       "135 2020-07-09 06:51:09.228000+00:00     23        0      0            72   \n",
-       "136 2021-02-22 14:58:30.893000+00:00     56        0      0            66   \n",
-       "137 2020-10-07 04:08:01.961000+00:00     19        0      0            33   \n",
-       "138 2021-02-11 14:40:38.515000+00:00      1        0      0             0   \n",
-       "139 2021-01-26 14:36:47.421000+00:00      1        0      0             2   \n",
-       "\n",
-       "     label primary_email_domain     other_email_domains  \\\n",
-       "0    False                  NaN                     NaN   \n",
-       "1    False                  NaN                     NaN   \n",
-       "2    False                  NaN                     NaN   \n",
-       "3    False                  NaN                     NaN   \n",
-       "4     True                  NaN                     NaN   \n",
-       "..     ...                  ...                     ...   \n",
-       "135   True                  NaN                     NaN   \n",
-       "136   True            yahoo.com   [msu.edu, ksu.edu.sa]   \n",
-       "137   True        alzahra.ac.ir  [gmail.com, gmail.com]   \n",
-       "138  False                  NaN                     NaN   \n",
-       "139  False                  NaN                     NaN   \n",
-       "\n",
-       "                                           url_domains  n_emails  n_urls  \\\n",
-       "0    [khntusg.com.ua, khntusg.com.ua, google.com.ua...      <NA>      13   \n",
-       "1    [google.com, ristekdikti.go.id, unsyiah.ac.id,...      <NA>      16   \n",
-       "2    [blogspot.mx, behance.net, authorstream.com, d...      <NA>      24   \n",
-       "3    [feriaempresamujer.com, escueladenegociosydire...      <NA>      16   \n",
-       "4    [google.com.my, researchgate.net, academia.edu...      <NA>      16   \n",
-       "..                                                 ...       ...     ...   \n",
-       "135  [rjohara.net, google.com, collegiateway.org, r...      <NA>      12   \n",
-       "136  [shaguftaperveen.com, researchgate.net, ksu.ed...         2      11   \n",
-       "137  [scopus.com, google.com, publons.com, zenodo.o...         2      11   \n",
-       "138  [scopus.com, mendeley.com, publons.com, resear...      <NA>      13   \n",
-       "139  [facebook.com, linkedin.com, instagram.com, re...      <NA>      12   \n",
-       "\n",
-       "     n_ids  n_keywords  n_education  n_employment  \n",
-       "0        1           3           14             7  \n",
-       "1        1        <NA>            2             1  \n",
-       "2        1           8         <NA>          <NA>  \n",
-       "3     <NA>           7           19            16  \n",
-       "4        2          10         <NA>             4  \n",
-       "..     ...         ...          ...           ...  \n",
-       "135      3           5            1          <NA>  \n",
-       "136   <NA>          25            3             7  \n",
-       "137      1           4            3             4  \n",
-       "138   <NA>           4            3             6  \n",
-       "139   <NA>           1         <NA>             2  \n",
+       "                        orcid      url_domains\n",
+       "5         0000-0001-7402-0096           kth.se\n",
+       "10        0000-0001-8377-3508          cnpq.br\n",
+       "26        0000-0002-2638-4108     unioviedo.es\n",
+       "151       0000-0003-1284-9741      youtube.com\n",
+       "171       0000-0001-7324-3247           upm.es\n",
+       "...                       ...              ...\n",
+       "11349589  0000-0002-5204-5302       apetau.com\n",
+       "11349589  0000-0002-5204-5302     facebook.com\n",
+       "11349597  0000-0002-2906-0299  oxytocin.com.au\n",
+       "11349597  0000-0002-2906-0299     linkedin.com\n",
+       "11349599  0000-0002-1070-2220   vpsantanna.com\n",
        "\n",
-       "[140 rows x 31 columns]"
+       "[1021364 rows x 2 columns]"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 60,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "exploded_sources = df[(df['url_domains'].str.len() > 10) & (df['n_works'] > 0) & (df['works_source'].str.len() == 1)].explode('works_source').reset_index(drop=True)\n",
-    "exploded_sources"
+    "exp = df[['orcid', 'url_domains']].explode('url_domains')\n",
+    "exp = exp[exp.url_domains.notna()]\n",
+    "exp"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {
-    "scrolled": true
-   },
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "exp['grid'] = exp.url_domains.isin(grid_df.domain)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "non_grid_domains = exp[~exp.url_domains.isin(grid_df.domain)].groupby('url_domains').count().sort_values('orcid', ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "DOMAIN_EXCLUSIONS = ['google.', 'youtube.', 'github', 'researchgate', 'academia.edu', 'elsevier.', 'elsevierpure.com',\n",
+    "                    'publons.', 'scopus', 'researcherid', 'ac.uk', '.gov.', '.edu', 'arxiv']\n",
+    "for dex in DOMAIN_EXCLUSIONS:\n",
+    "    non_grid_domains.drop(non_grid_domains.filter(like=dex, axis=0).index, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "non_grid_domains.to_csv('../data/processed/non_grid_urls.csv')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### URLs present in other parts of the ORCID records"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -10283,656 +7556,137 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>orcid</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>keywords</th>\n",
-       "      <th>external_ids</th>\n",
-       "      <th>education</th>\n",
-       "      <th>employment</th>\n",
-       "      <th>n_works</th>\n",
-       "      <th>works_source</th>\n",
-       "      <th>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>url_domains</th>\n",
-       "      <th>n_emails</th>\n",
-       "      <th>n_urls</th>\n",
-       "      <th>n_ids</th>\n",
-       "      <th>n_keywords</th>\n",
-       "      <th>n_education</th>\n",
-       "      <th>n_employment</th>\n",
+       "      <th>other_urls</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>0000-0002-5967-2835</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>oleksiy</td>\n",
-       "      <td>goryayinov</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[алексей николаевич горяинов, о.м.горяїнов, а....</td>\n",
-       "      <td>[[сайт університету, http://khntusg.com.ua/], ...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[logistics, diagnostics, transport]</td>\n",
-       "      <td>[[researcherid, i-7977-2016]]</td>\n",
-       "      <td>[[, дистанционный курс «ctl.sc2x: supply chain...</td>\n",
-       "      <td>[[docent, kharkiv petro vasylenko national tec...</td>\n",
-       "      <td>274</td>\n",
-       "      <td>oleksiy goryayinov</td>\n",
-       "      <td>2014-08-03 18:06:42.925000+00:00</td>\n",
-       "      <td>2021-03-22 13:56:48.311000+00:00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
+       "      <th>593</th>\n",
+       "      <td>0000-0002-0316-839X</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[khntusg.com.ua, khntusg.com.ua, google.com.ua...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>13</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>14</td>\n",
-       "      <td>7</td>\n",
+       "      <td>[http://www.dukagjinicollege.eu/libri3/001, ht...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>0000-0002-3505-2797</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>nurul</td>\n",
-       "      <td>malahayati</td>\n",
-       "      <td>google scholar</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[google scholar, https://scholar.google.com/c...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[researcherid, q-3861-2017]]</td>\n",
-       "      <td>[[civil and transportation engineering , maste...</td>\n",
-       "      <td>[[senior lecturer, universitas syiah kuala, ba...</td>\n",
-       "      <td>6</td>\n",
-       "      <td>nurul malahayati</td>\n",
-       "      <td>2017-10-01 00:46:31.324000+00:00</td>\n",
-       "      <td>2019-08-19 15:52:47.253000+00:00</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
+       "      <th>1078</th>\n",
+       "      <td>0000-0002-5231-666X</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[google.com, ristekdikti.go.id, unsyiah.ac.id,...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>16</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
+       "      <td>[http://www.pythagoreanuniverse.com/]</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>0000-0003-3670-9620</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>carlos</td>\n",
-       "      <td>barrera</td>\n",
-       "      <td>im individual inventor, and this is my work; s...</td>\n",
-       "      <td>[retrodynamic, novelinflow]</td>\n",
-       "      <td>[[*wordpress blog state of the art novel inflo...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[innovation, mechanical, gearturbine, technolo...</td>\n",
-       "      <td>[[loop profile, 394457]]</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>carlos barrera</td>\n",
-       "      <td>2016-08-29 20:32:10.362000+00:00</td>\n",
-       "      <td>2021-02-09 04:56:35.554000+00:00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
+       "      <th>1111</th>\n",
+       "      <td>0000-0001-5067-2321</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[blogspot.mx, behance.net, authorstream.com, d...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>24</td>\n",
-       "      <td>1</td>\n",
-       "      <td>8</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>[https://doi.org/10.1155/2017/2170816.2., http...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>0000-0002-5441-0465</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>nuria</td>\n",
-       "      <td>hernández-león</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[nuria h. león, nuria hernández león, hernánde...</td>\n",
-       "      <td>[[participation in virtual stand as an entrepr...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[psychology of organizations, business managem...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[, course: social skills, university of salam...</td>\n",
-       "      <td>[[merchandise reception and expedition trainer...</td>\n",
-       "      <td>11</td>\n",
-       "      <td>nuria hernández-león</td>\n",
-       "      <td>2015-11-28 07:18:58.442000+00:00</td>\n",
-       "      <td>2021-03-05 16:37:47.403000+00:00</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[feriaempresamujer.com, escueladenegociosydire...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>16</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>7</td>\n",
-       "      <td>19</td>\n",
-       "      <td>16</td>\n",
+       "      <th>5636</th>\n",
+       "      <td>0000-0002-1080-7903</td>\n",
+       "      <td>[[, https://www.beautybydrcat.com/body-plastic...</td>\n",
+       "      <td>[https://www.beautybydrcat.com/about-surgery-p...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>0000-0001-7010-2908</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>clara</td>\n",
-       "      <td>sarmento</td>\n",
-       "      <td>clara sarmento holds an aggregation in cultura...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[centre for intercultural studies, http://www...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[ethnography, portuguese culture and literatur...</td>\n",
-       "      <td>[[ciência id, d418-d6f8-7d49]]</td>\n",
-       "      <td>[[ao abrigo da bolsa santander ie best practic...</td>\n",
-       "      <td>[[presidente da comissão de acreditação do nov...</td>\n",
-       "      <td>275</td>\n",
-       "      <td>clara sarmento</td>\n",
-       "      <td>2013-12-12 00:33:58.190000+00:00</td>\n",
-       "      <td>2020-10-12 14:43:00.749000+00:00</td>\n",
-       "      <td>17</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>60</td>\n",
-       "      <td>True</td>\n",
-       "      <td>NaN</td>\n",
+       "      <th>5947</th>\n",
+       "      <td>0000-0001-7259-8038</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[iscap.pt, google.pt, academia.edu, researchga...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>13</td>\n",
-       "      <td>1</td>\n",
-       "      <td>6</td>\n",
-       "      <td>8</td>\n",
-       "      <td>37</td>\n",
+       "      <td>[http://www.linkedin.com/in/edrovera]</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",
-       "      <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>133</th>\n",
-       "      <td>0000-0003-1020-1351</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>sheikh saifullah</td>\n",
-       "      <td>ahmed</td>\n",
-       "      <td>sheikh saifullah ahmed is a full-time lecturer...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[academia.edu, https://independent.academia.e...</td>\n",
-       "      <td>saifullahahmedku@gmail.com</td>\n",
-       "      <td>[postmodern literature, south asian literature...</td>\n",
+       "      <th>11344576</th>\n",
+       "      <td>0000-0002-8883-1217</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[[english discipline , ma &amp; ba in english , kh...</td>\n",
-       "      <td>[[lecturer , international university of busin...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>sheikh saifullah ahmed</td>\n",
-       "      <td>2020-04-08 21:00:11.201000+00:00</td>\n",
-       "      <td>2021-02-12 20:45:32.247000+00:00</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>False</td>\n",
-       "      <td>gmail.com</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[academia.edu, iubat.edu, google.com, research...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>12</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>5</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>[https://aaerc.com.au]</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>134</th>\n",
-       "      <td>0000-0001-7228-5680</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>text</td>\n",
-       "      <td>protocol</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[about, https://about.me/textprotocol], [figm...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[engineer, textprotocol.org, palo alto, ca, u...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>text protocol</td>\n",
-       "      <td>2021-03-09 10:30:32.237000+00:00</td>\n",
-       "      <td>2021-03-21 17:17:40.500000+00:00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
+       "      <th>11345866</th>\n",
+       "      <td>0000-0002-7597-9511</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[about.me, figma.com, github.com, gitlab.com, ...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>15</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
+       "      <td>[https://videos.arynews.tv/]</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>135</th>\n",
-       "      <td>0000-0001-5087-6965</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>robert</td>\n",
-       "      <td>ohara</td>\n",
-       "      <td>systematics, evolutionary biology, and the his...</td>\n",
-       "      <td>[r. o’hara, r.j. o’hara, robert o’hara, robert...</td>\n",
-       "      <td>[[robert j. o’hara (home), http://rjohara.net]...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[evolutionary biology, new england genealogy, ...</td>\n",
-       "      <td>[[isni, 0000000138200102], [researcherid, b-47...</td>\n",
-       "      <td>[[biology, ph.d., harvard university, cambridg...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>45</td>\n",
-       "      <td>robert j. o’hara</td>\n",
-       "      <td>2014-09-21 02:45:19.620000+00:00</td>\n",
-       "      <td>2020-07-09 06:51:09.228000+00:00</td>\n",
-       "      <td>23</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>72</td>\n",
-       "      <td>True</td>\n",
-       "      <td>NaN</td>\n",
+       "      <th>11346317</th>\n",
+       "      <td>0000-0002-0201-1163</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[rjohara.net, google.com, collegiateway.org, r...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>12</td>\n",
-       "      <td>3</td>\n",
-       "      <td>5</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>[https://g.page/non-surgical-body-contouring-n...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>138</th>\n",
-       "      <td>0000-0002-4379-6454</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>caroline wanjiru</td>\n",
-       "      <td>kariuki</td>\n",
-       "      <td>caroline holds a phd in economics from curtin ...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[scopus profile, https://www.scopus.com/dashb...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[applied economics, financial economics, devel...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[economics, doctor of philosophy , curtin uni...</td>\n",
-       "      <td>[[director, educational development, strathmor...</td>\n",
-       "      <td>4</td>\n",
-       "      <td>caroline wanjiru kariuki</td>\n",
-       "      <td>2020-03-18 10:18:04.007000+00:00</td>\n",
-       "      <td>2021-02-11 14:40:38.515000+00:00</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[scopus.com, mendeley.com, publons.com, resear...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>13</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>4</td>\n",
-       "      <td>3</td>\n",
-       "      <td>6</td>\n",
+       "      <th>11347666</th>\n",
+       "      <td>0000-0002-8506-4323</td>\n",
+       "      <td>[[du an empire city, https://salereal.com.vn/c...</td>\n",
+       "      <td>[https://trandinhhieu.com/du-an/empire-city/]</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>139</th>\n",
-       "      <td>0000-0003-2311-0600</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>myo</td>\n",
-       "      <td>kyaw hlaing</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[dr myo kyaw hlaing]</td>\n",
-       "      <td>[[facebook, https://www.facebook.com/myo.hlain...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[economic geology]</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[lecturer, union of myanmar ministry of educa...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>myo kyaw hlaing</td>\n",
-       "      <td>2018-12-26 12:51:57.801000+00:00</td>\n",
-       "      <td>2021-01-26 14:36:47.421000+00:00</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[facebook.com, linkedin.com, instagram.com, re...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>12</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>2</td>\n",
+       "      <th>11348851</th>\n",
+       "      <td>0000-0001-7432-5404</td>\n",
+       "      <td>[[queen mary university of london staff page, ...</td>\n",
+       "      <td>[https://peoplespalaceprojects.org.uk/en/proje...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>113 rows × 31 columns</p>\n",
+       "<p>15842 rows × 3 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                   orcid  verified_email  verified_primary_email  \\\n",
-       "0    0000-0002-5967-2835            True                    True   \n",
-       "1    0000-0002-3505-2797            True                    True   \n",
-       "2    0000-0003-3670-9620            True                    True   \n",
-       "3    0000-0002-5441-0465            True                    True   \n",
-       "5    0000-0001-7010-2908            True                    True   \n",
-       "..                   ...             ...                     ...   \n",
-       "133  0000-0003-1020-1351            True                    True   \n",
-       "134  0000-0001-7228-5680            True                    True   \n",
-       "135  0000-0001-5087-6965            True                    True   \n",
-       "138  0000-0002-4379-6454            True                    True   \n",
-       "139  0000-0003-2311-0600            True                    True   \n",
-       "\n",
-       "          given_names     family_name  \\\n",
-       "0             oleksiy      goryayinov   \n",
-       "1               nurul      malahayati   \n",
-       "2              carlos         barrera   \n",
-       "3               nuria  hernández-león   \n",
-       "5               clara        sarmento   \n",
-       "..                ...             ...   \n",
-       "133  sheikh saifullah           ahmed   \n",
-       "134              text        protocol   \n",
-       "135            robert           ohara   \n",
-       "138  caroline wanjiru         kariuki   \n",
-       "139               myo     kyaw hlaing   \n",
-       "\n",
-       "                                             biography  \\\n",
-       "0                                                 <NA>   \n",
-       "1                                       google scholar   \n",
-       "2    im individual inventor, and this is my work; s...   \n",
-       "3                                                 <NA>   \n",
-       "5    clara sarmento holds an aggregation in cultura...   \n",
-       "..                                                 ...   \n",
-       "133  sheikh saifullah ahmed is a full-time lecturer...   \n",
-       "134                                               <NA>   \n",
-       "135  systematics, evolutionary biology, and the his...   \n",
-       "138  caroline holds a phd in economics from curtin ...   \n",
-       "139                                               <NA>   \n",
-       "\n",
-       "                                           other_names  \\\n",
-       "0    [алексей николаевич горяинов, о.м.горяїнов, а....   \n",
-       "1                                                  NaN   \n",
-       "2                          [retrodynamic, novelinflow]   \n",
-       "3    [nuria h. león, nuria hernández león, hernánde...   \n",
-       "5                                                  NaN   \n",
-       "..                                                 ...   \n",
-       "133                                                NaN   \n",
-       "134                                                NaN   \n",
-       "135  [r. o’hara, r.j. o’hara, robert o’hara, robert...   \n",
-       "138                                                NaN   \n",
-       "139                               [dr myo kyaw hlaing]   \n",
-       "\n",
-       "                                                  urls  \\\n",
-       "0    [[сайт університету, http://khntusg.com.ua/], ...   \n",
-       "1    [[google scholar, https://scholar.google.com/c...   \n",
-       "2    [[*wordpress blog state of the art novel inflo...   \n",
-       "3    [[participation in virtual stand as an entrepr...   \n",
-       "5    [[centre for intercultural studies, http://www...   \n",
-       "..                                                 ...   \n",
-       "133  [[academia.edu, https://independent.academia.e...   \n",
-       "134  [[about, https://about.me/textprotocol], [figm...   \n",
-       "135  [[robert j. o’hara (home), http://rjohara.net]...   \n",
-       "138  [[scopus profile, https://www.scopus.com/dashb...   \n",
-       "139  [[facebook, https://www.facebook.com/myo.hlain...   \n",
-       "\n",
-       "                  primary_email  \\\n",
-       "0                          <NA>   \n",
-       "1                          <NA>   \n",
-       "2                          <NA>   \n",
-       "3                          <NA>   \n",
-       "5                          <NA>   \n",
-       "..                          ...   \n",
-       "133  saifullahahmedku@gmail.com   \n",
-       "134                        <NA>   \n",
-       "135                        <NA>   \n",
-       "138                        <NA>   \n",
-       "139                        <NA>   \n",
-       "\n",
-       "                                              keywords  \\\n",
-       "0                  [logistics, diagnostics, transport]   \n",
-       "1                                                  NaN   \n",
-       "2    [innovation, mechanical, gearturbine, technolo...   \n",
-       "3    [psychology of organizations, business managem...   \n",
-       "5    [ethnography, portuguese culture and literatur...   \n",
-       "..                                                 ...   \n",
-       "133  [postmodern literature, south asian literature...   \n",
-       "134                                                NaN   \n",
-       "135  [evolutionary biology, new england genealogy, ...   \n",
-       "138  [applied economics, financial economics, devel...   \n",
-       "139                                 [economic geology]   \n",
-       "\n",
-       "                                          external_ids  \\\n",
-       "0                        [[researcherid, i-7977-2016]]   \n",
-       "1                        [[researcherid, q-3861-2017]]   \n",
-       "2                             [[loop profile, 394457]]   \n",
-       "3                                                  NaN   \n",
-       "5                       [[ciência id, d418-d6f8-7d49]]   \n",
-       "..                                                 ...   \n",
-       "133                                                NaN   \n",
-       "134                                                NaN   \n",
-       "135  [[isni, 0000000138200102], [researcherid, b-47...   \n",
-       "138                                                NaN   \n",
-       "139                                                NaN   \n",
-       "\n",
-       "                                             education  \\\n",
-       "0    [[, дистанционный курс «ctl.sc2x: supply chain...   \n",
-       "1    [[civil and transportation engineering , maste...   \n",
-       "2                                                  NaN   \n",
-       "3    [[, course: social skills, university of salam...   \n",
-       "5    [[ao abrigo da bolsa santander ie best practic...   \n",
-       "..                                                 ...   \n",
-       "133  [[english discipline , ma & ba in english , kh...   \n",
-       "134                                                NaN   \n",
-       "135  [[biology, ph.d., harvard university, cambridg...   \n",
-       "138  [[economics, doctor of philosophy , curtin uni...   \n",
-       "139                                                NaN   \n",
-       "\n",
-       "                                            employment  n_works  \\\n",
-       "0    [[docent, kharkiv petro vasylenko national tec...      274   \n",
-       "1    [[senior lecturer, universitas syiah kuala, ba...        6   \n",
-       "2                                                  NaN        1   \n",
-       "3    [[merchandise reception and expedition trainer...       11   \n",
-       "5    [[presidente da comissão de acreditação do nov...      275   \n",
-       "..                                                 ...      ...   \n",
-       "133  [[lecturer , international university of busin...        3   \n",
-       "134  [[engineer, textprotocol.org, palo alto, ca, u...        1   \n",
-       "135                                                NaN       45   \n",
-       "138  [[director, educational development, strathmor...        4   \n",
-       "139  [[lecturer, union of myanmar ministry of educa...        2   \n",
-       "\n",
-       "                 works_source                  activation_date  \\\n",
-       "0          oleksiy goryayinov 2014-08-03 18:06:42.925000+00:00   \n",
-       "1            nurul malahayati 2017-10-01 00:46:31.324000+00:00   \n",
-       "2              carlos barrera 2016-08-29 20:32:10.362000+00:00   \n",
-       "3        nuria hernández-león 2015-11-28 07:18:58.442000+00:00   \n",
-       "5              clara sarmento 2013-12-12 00:33:58.190000+00:00   \n",
-       "..                        ...                              ...   \n",
-       "133    sheikh saifullah ahmed 2020-04-08 21:00:11.201000+00:00   \n",
-       "134             text protocol 2021-03-09 10:30:32.237000+00:00   \n",
-       "135          robert j. o’hara 2014-09-21 02:45:19.620000+00:00   \n",
-       "138  caroline wanjiru kariuki 2020-03-18 10:18:04.007000+00:00   \n",
-       "139           myo kyaw hlaing 2018-12-26 12:51:57.801000+00:00   \n",
-       "\n",
-       "                    last_update_date  n_doi  n_arxiv  n_pmc  n_other_pids  \\\n",
-       "0   2021-03-22 13:56:48.311000+00:00      0        0      0             0   \n",
-       "1   2019-08-19 15:52:47.253000+00:00      3        0      0             3   \n",
-       "2   2021-02-09 04:56:35.554000+00:00      0        0      0             0   \n",
-       "3   2021-03-05 16:37:47.403000+00:00      1        0      0             4   \n",
-       "5   2020-10-12 14:43:00.749000+00:00     17        0      0            60   \n",
-       "..                               ...    ...      ...    ...           ...   \n",
-       "133 2021-02-12 20:45:32.247000+00:00      2        0      0             3   \n",
-       "134 2021-03-21 17:17:40.500000+00:00      0        0      0             0   \n",
-       "135 2020-07-09 06:51:09.228000+00:00     23        0      0            72   \n",
-       "138 2021-02-11 14:40:38.515000+00:00      1        0      0             0   \n",
-       "139 2021-01-26 14:36:47.421000+00:00      1        0      0             2   \n",
-       "\n",
-       "     label primary_email_domain other_email_domains  \\\n",
-       "0    False                  NaN                 NaN   \n",
-       "1    False                  NaN                 NaN   \n",
-       "2    False                  NaN                 NaN   \n",
-       "3    False                  NaN                 NaN   \n",
-       "5     True                  NaN                 NaN   \n",
-       "..     ...                  ...                 ...   \n",
-       "133  False            gmail.com                 NaN   \n",
-       "134  False                  NaN                 NaN   \n",
-       "135   True                  NaN                 NaN   \n",
-       "138  False                  NaN                 NaN   \n",
-       "139  False                  NaN                 NaN   \n",
+       "                        orcid  \\\n",
+       "593       0000-0002-0316-839X   \n",
+       "1078      0000-0002-5231-666X   \n",
+       "1111      0000-0001-5067-2321   \n",
+       "5636      0000-0002-1080-7903   \n",
+       "5947      0000-0001-7259-8038   \n",
+       "...                       ...   \n",
+       "11344576  0000-0002-8883-1217   \n",
+       "11345866  0000-0002-7597-9511   \n",
+       "11346317  0000-0002-0201-1163   \n",
+       "11347666  0000-0002-8506-4323   \n",
+       "11348851  0000-0001-7432-5404   \n",
        "\n",
-       "                                           url_domains  n_emails  n_urls  \\\n",
-       "0    [khntusg.com.ua, khntusg.com.ua, google.com.ua...      <NA>      13   \n",
-       "1    [google.com, ristekdikti.go.id, unsyiah.ac.id,...      <NA>      16   \n",
-       "2    [blogspot.mx, behance.net, authorstream.com, d...      <NA>      24   \n",
-       "3    [feriaempresamujer.com, escueladenegociosydire...      <NA>      16   \n",
-       "5    [iscap.pt, google.pt, academia.edu, researchga...      <NA>      13   \n",
-       "..                                                 ...       ...     ...   \n",
-       "133  [academia.edu, iubat.edu, google.com, research...      <NA>      12   \n",
-       "134  [about.me, figma.com, github.com, gitlab.com, ...      <NA>      15   \n",
-       "135  [rjohara.net, google.com, collegiateway.org, r...      <NA>      12   \n",
-       "138  [scopus.com, mendeley.com, publons.com, resear...      <NA>      13   \n",
-       "139  [facebook.com, linkedin.com, instagram.com, re...      <NA>      12   \n",
+       "                                                       urls  \\\n",
+       "593                                                     NaN   \n",
+       "1078                                                    NaN   \n",
+       "1111                                                    NaN   \n",
+       "5636      [[, https://www.beautybydrcat.com/body-plastic...   \n",
+       "5947                                                    NaN   \n",
+       "...                                                     ...   \n",
+       "11344576                                                NaN   \n",
+       "11345866                                                NaN   \n",
+       "11346317                                                NaN   \n",
+       "11347666  [[du an empire city, https://salereal.com.vn/c...   \n",
+       "11348851  [[queen mary university of london staff page, ...   \n",
        "\n",
-       "     n_ids  n_keywords  n_education  n_employment  \n",
-       "0        1           3           14             7  \n",
-       "1        1        <NA>            2             1  \n",
-       "2        1           8         <NA>          <NA>  \n",
-       "3     <NA>           7           19            16  \n",
-       "5        1           6            8            37  \n",
-       "..     ...         ...          ...           ...  \n",
-       "133   <NA>           5            1             1  \n",
-       "134   <NA>        <NA>         <NA>             1  \n",
-       "135      3           5            1          <NA>  \n",
-       "138   <NA>           4            3             6  \n",
-       "139   <NA>           1         <NA>             2  \n",
+       "                                                 other_urls  \n",
+       "593       [http://www.dukagjinicollege.eu/libri3/001, ht...  \n",
+       "1078                  [http://www.pythagoreanuniverse.com/]  \n",
+       "1111      [https://doi.org/10.1155/2017/2170816.2., http...  \n",
+       "5636      [https://www.beautybydrcat.com/about-surgery-p...  \n",
+       "5947                  [http://www.linkedin.com/in/edrovera]  \n",
+       "...                                                     ...  \n",
+       "11344576                             [https://aaerc.com.au]  \n",
+       "11345866                       [https://videos.arynews.tv/]  \n",
+       "11346317  [https://g.page/non-surgical-body-contouring-n...  \n",
+       "11347666      [https://trandinhhieu.com/du-an/empire-city/]  \n",
+       "11348851  [https://peoplespalaceprojects.org.uk/en/proje...  \n",
        "\n",
-       "[113 rows x 31 columns]"
+       "[15842 rows x 3 columns]"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 65,
      "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": [
-    "## GRID.ac filtering"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def extract_domain(link):\n",
-    "    return tldextract.extract(link).registered_domain"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "grid_df = pd.read_csv('../data/external/grid/full_tables/links.csv', index_col='grid_id')\n",
-    "grid_df['domain'] = grid_df.link.apply(extract_domain)"
+    "df[df.other_urls.str.len() > 0][['orcid', 'urls', 'other_urls']]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 66,
    "metadata": {},
    "outputs": [
     {
@@ -10956,293 +7710,132 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>link</th>\n",
-       "      <th>domain</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>grid_id</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
+       "      <th>orcid</th>\n",
+       "      <th>urls</th>\n",
+       "      <th>other_urls</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>grid.1001.0</th>\n",
-       "      <td>http://www.anu.edu.au/</td>\n",
-       "      <td>anu.edu.au</td>\n",
+       "      <th>593</th>\n",
+       "      <td>0000-0002-0316-839X</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[http://www.dukagjinicollege.eu/libri3/001, ht...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>grid.1002.3</th>\n",
-       "      <td>http://www.monash.edu/</td>\n",
-       "      <td>monash.edu</td>\n",
+       "      <th>1078</th>\n",
+       "      <td>0000-0002-5231-666X</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[http://www.pythagoreanuniverse.com/]</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>grid.1003.2</th>\n",
-       "      <td>http://www.uq.edu.au/</td>\n",
-       "      <td>uq.edu.au</td>\n",
+       "      <th>1111</th>\n",
+       "      <td>0000-0001-5067-2321</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[https://doi.org/10.1155/2017/2170816.2., http...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>grid.1004.5</th>\n",
-       "      <td>http://mq.edu.au/</td>\n",
-       "      <td>mq.edu.au</td>\n",
+       "      <th>5947</th>\n",
+       "      <td>0000-0001-7259-8038</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[http://www.linkedin.com/in/edrovera]</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>grid.1005.4</th>\n",
-       "      <td>https://www.unsw.edu.au/</td>\n",
-       "      <td>unsw.edu.au</td>\n",
+       "      <th>7227</th>\n",
+       "      <td>0000-0001-8381-4891</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[https://www.fontussciences.com/lozenges]</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>grid.510886.2</th>\n",
-       "      <td>https://cftni.org/</td>\n",
-       "      <td>cftni.org</td>\n",
+       "      <th>11343402</th>\n",
+       "      <td>0000-0003-1551-4613</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[http://2016.ifmbe.org/),, http://www.bd2decid...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>grid.510887.3</th>\n",
-       "      <td>https://tinybeamfund.org/</td>\n",
-       "      <td>tinybeamfund.org</td>\n",
+       "      <th>11344192</th>\n",
+       "      <td>0000-0002-1070-2976</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[http://lattes.cnpq.br/0219822413040642]</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>grid.510888.c</th>\n",
-       "      <td>https://www.tmg-thinktank.com/</td>\n",
-       "      <td>tmg-thinktank.com</td>\n",
+       "      <th>11344576</th>\n",
+       "      <td>0000-0002-8883-1217</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[https://aaerc.com.au]</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>grid.510889.d</th>\n",
-       "      <td>https://www.unicef.org/eap</td>\n",
-       "      <td>unicef.org</td>\n",
+       "      <th>11345866</th>\n",
+       "      <td>0000-0002-7597-9511</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[https://videos.arynews.tv/]</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>grid.510890.5</th>\n",
-       "      <td>https://www.whitehouse.gov/</td>\n",
-       "      <td>whitehouse.gov</td>\n",
+       "      <th>11346317</th>\n",
+       "      <td>0000-0002-0201-1163</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[https://g.page/non-surgical-body-contouring-n...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>98933 rows × 2 columns</p>\n",
+       "<p>9413 rows × 3 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                         link             domain\n",
-       "grid_id                                                         \n",
-       "grid.1001.0            http://www.anu.edu.au/         anu.edu.au\n",
-       "grid.1002.3            http://www.monash.edu/         monash.edu\n",
-       "grid.1003.2             http://www.uq.edu.au/          uq.edu.au\n",
-       "grid.1004.5                 http://mq.edu.au/          mq.edu.au\n",
-       "grid.1005.4          https://www.unsw.edu.au/        unsw.edu.au\n",
-       "...                                       ...                ...\n",
-       "grid.510886.2              https://cftni.org/          cftni.org\n",
-       "grid.510887.3       https://tinybeamfund.org/   tinybeamfund.org\n",
-       "grid.510888.c  https://www.tmg-thinktank.com/  tmg-thinktank.com\n",
-       "grid.510889.d      https://www.unicef.org/eap         unicef.org\n",
-       "grid.510890.5     https://www.whitehouse.gov/     whitehouse.gov\n",
+       "                        orcid urls  \\\n",
+       "593       0000-0002-0316-839X  NaN   \n",
+       "1078      0000-0002-5231-666X  NaN   \n",
+       "1111      0000-0001-5067-2321  NaN   \n",
+       "5947      0000-0001-7259-8038  NaN   \n",
+       "7227      0000-0001-8381-4891  NaN   \n",
+       "...                       ...  ...   \n",
+       "11343402  0000-0003-1551-4613  NaN   \n",
+       "11344192  0000-0002-1070-2976  NaN   \n",
+       "11344576  0000-0002-8883-1217  NaN   \n",
+       "11345866  0000-0002-7597-9511  NaN   \n",
+       "11346317  0000-0002-0201-1163  NaN   \n",
        "\n",
-       "[98933 rows x 2 columns]"
+       "                                                 other_urls  \n",
+       "593       [http://www.dukagjinicollege.eu/libri3/001, ht...  \n",
+       "1078                  [http://www.pythagoreanuniverse.com/]  \n",
+       "1111      [https://doi.org/10.1155/2017/2170816.2., http...  \n",
+       "5947                  [http://www.linkedin.com/in/edrovera]  \n",
+       "7227              [https://www.fontussciences.com/lozenges]  \n",
+       "...                                                     ...  \n",
+       "11343402  [http://2016.ifmbe.org/),, http://www.bd2decid...  \n",
+       "11344192           [http://lattes.cnpq.br/0219822413040642]  \n",
+       "11344576                             [https://aaerc.com.au]  \n",
+       "11345866                       [https://videos.arynews.tv/]  \n",
+       "11346317  [https://g.page/non-surgical-body-contouring-n...  \n",
+       "\n",
+       "[9413 rows x 3 columns]"
       ]
      },
-     "execution_count": 39,
+     "execution_count": 66,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "grid_df"
+    "df[(df.other_urls.str.len() > 0) & (df.urls.isna())][['orcid', 'urls', 'other_urls']]"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 40,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "link      http://www.isti.cnr.it/\n",
-       "domain                     cnr.it\n",
-       "Name: grid.451498.5, dtype: object"
-      ]
-     },
-     "execution_count": 40,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
    "source": [
-    "grid_df.loc['grid.451498.5']"
+    "## Works source"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>orcid</th>\n",
-       "      <th>url_domains</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>0000-0001-7402-0096</td>\n",
-       "      <td>kth.se</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>0000-0001-8377-3508</td>\n",
-       "      <td>cnpq.br</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>0000-0002-2638-4108</td>\n",
-       "      <td>unioviedo.es</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>46</th>\n",
-       "      <td>0000-0003-1435-6545</td>\n",
-       "      <td>cnpq.br</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>46</th>\n",
-       "      <td>0000-0003-1435-6545</td>\n",
-       "      <td>linkedin.com</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10989632</th>\n",
-       "      <td>0000-0001-9133-2366</td>\n",
-       "      <td>au.dk</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10989636</th>\n",
-       "      <td>0000-0002-2906-0299</td>\n",
-       "      <td>oxytocin.com.au</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10989636</th>\n",
-       "      <td>0000-0002-2906-0299</td>\n",
-       "      <td>linkedin.com</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10989640</th>\n",
-       "      <td>0000-0002-1070-2220</td>\n",
-       "      <td>vpsantanna.com</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10989641</th>\n",
-       "      <td>0000-0002-2187-970X</td>\n",
-       "      <td>linkedin.com</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>1025856 rows × 2 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                        orcid      url_domains\n",
-       "6         0000-0001-7402-0096           kth.se\n",
-       "11        0000-0001-8377-3508          cnpq.br\n",
-       "29        0000-0002-2638-4108     unioviedo.es\n",
-       "46        0000-0003-1435-6545          cnpq.br\n",
-       "46        0000-0003-1435-6545     linkedin.com\n",
-       "...                       ...              ...\n",
-       "10989632  0000-0001-9133-2366            au.dk\n",
-       "10989636  0000-0002-2906-0299  oxytocin.com.au\n",
-       "10989636  0000-0002-2906-0299     linkedin.com\n",
-       "10989640  0000-0002-1070-2220   vpsantanna.com\n",
-       "10989641  0000-0002-2187-970X     linkedin.com\n",
-       "\n",
-       "[1025856 rows x 2 columns]"
-      ]
-     },
-     "execution_count": 41,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "exp = df[['orcid', 'url_domains']].explode('url_domains')\n",
-    "exp = exp[exp.url_domains.notna()]\n",
-    "exp"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "exp['grid'] = exp.url_domains.isin(grid_df.domain)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "non_grid_domains = exp[~exp.url_domains.isin(grid_df.domain)].groupby('url_domains').count().sort_values('orcid', ascending=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "DOMAIN_EXCLUSIONS = ['google.', 'youtube.', 'github', 'researchgate', 'academia.edu', 'elsevier.', 'elsevierpure.com',\n",
-    "                    'publons.', 'scopus', 'researcherid', 'ac.uk', '.gov.', '.edu', 'arxiv']\n",
-    "for dex in DOMAIN_EXCLUSIONS:\n",
-    "    non_grid_domains.drop(non_grid_domains.filter(like=dex, axis=0).index, inplace=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "non_grid_domains.to_csv('../data/processed/non_grid_urls.csv')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Works source"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 67,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -11260,7 +7853,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 68,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -11270,7 +7863,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 69,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -11279,7 +7872,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 70,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -11289,7 +7882,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 71,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -11301,7 +7894,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 72,
    "metadata": {},
    "outputs": [
     {
@@ -11327,14 +7920,14 @@
           "base - bielefeld academic search engine",
           "datacite",
           "redalyc",
-          "mla international bibliography",
           "deutsche nationalbibliothek (dnb)",
-          "nasa astrophysics data system",
+          "mla international bibliography",
           "national information processing institute ",
+          "nasa astrophysics data system",
           "f1000",
           "inspire-hep",
-          "university of helsinki",
           "hal",
+          "university of helsinki",
           "igi global",
           "airiti",
           "university of copenhagen",
@@ -11348,36 +7941,36 @@
           "macquarie university"
          ],
          "y": [
-          1460841,
-          902231,
-          297684,
-          281664,
-          181605,
-          158148,
-          39786,
-          32315,
-          20699,
-          16107,
-          9640,
-          8059,
-          7855,
-          7403,
-          6509,
-          5221,
-          4872,
-          4152,
-          4136,
-          3833,
-          3725,
-          3127,
-          2718,
-          2311,
-          2271,
-          2227,
-          2199,
-          2185,
-          2113,
-          2053
+          1526827,
+          925561,
+          303924,
+          302224,
+          185098,
+          158204,
+          42567,
+          33252,
+          21515,
+          16312,
+          9846,
+          8404,
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+          7568,
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+          4081,
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+          3176,
+          2820,
+          2390,
+          2291,
+          2265,
+          2215,
+          2211,
+          2173,
+          2072
          ]
         }
        ],
@@ -12204,9 +8797,9 @@
        }
       },
       "text/html": [
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        "                            \n",
-       "var gd = document.getElementById('6d9236a8-5441-4d60-b1cd-8f0384a22e75');\n",
+       "var gd = document.getElementById('69ff8462-cf1b-454e-9497-ef780c922c79');\n",
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@@ -12254,7 +8847,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 73,
    "metadata": {},
    "outputs": [
     {
@@ -12286,27 +8879,27 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>crossref</td>\n",
-       "      <td>1460841</td>\n",
+       "      <td>1526827</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>scopus - elsevier</td>\n",
-       "      <td>902231</td>\n",
+       "      <td>925561</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>crossref metadata search</td>\n",
-       "      <td>297684</td>\n",
+       "      <td>303924</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>multidisciplinary digital publishing institute</td>\n",
-       "      <td>281664</td>\n",
+       "      <td>302224</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>europe pubmed central</td>\n",
-       "      <td>181605</td>\n",
+       "      <td>185098</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -12314,53 +8907,53 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>337</th>\n",
-       "      <td>uta - oa journal global insight</td>\n",
+       "      <th>348</th>\n",
+       "      <td>smithsonian institution</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>338</th>\n",
-       "      <td>francis crick institute</td>\n",
+       "      <th>349</th>\n",
+       "      <td>universitätsbibliothek paderborn</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>339</th>\n",
-       "      <td>anna</td>\n",
+       "      <th>350</th>\n",
+       "      <td>uta - oa journal global insight</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>340</th>\n",
-       "      <td>santos</td>\n",
+       "      <th>351</th>\n",
+       "      <td>uc viden - university college south denmark</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>341</th>\n",
-       "      <td>universitäts- und stadtbibliothek köln</td>\n",
+       "      <th>352</th>\n",
+       "      <td>silva</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>342 rows × 2 columns</p>\n",
+       "<p>353 rows × 2 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "                                   ext_works_source    orcid\n",
-       "0                                          crossref  1460841\n",
-       "1                                 scopus - elsevier   902231\n",
-       "2                          crossref metadata search   297684\n",
-       "3    multidisciplinary digital publishing institute   281664\n",
-       "4                             europe pubmed central   181605\n",
+       "0                                          crossref  1526827\n",
+       "1                                 scopus - elsevier   925561\n",
+       "2                          crossref metadata search   303924\n",
+       "3    multidisciplinary digital publishing institute   302224\n",
+       "4                             europe pubmed central   185098\n",
        "..                                              ...      ...\n",
-       "337                 uta - oa journal global insight        3\n",
-       "338                        francis crick institute         3\n",
-       "339                                            anna        3\n",
-       "340                                          santos        3\n",
-       "341          universitäts- und stadtbibliothek köln        3\n",
+       "348                         smithsonian institution        3\n",
+       "349                universitätsbibliothek paderborn        3\n",
+       "350                 uta - oa journal global insight        3\n",
+       "351     uc viden - university college south denmark        3\n",
+       "352                                           silva        3\n",
        "\n",
-       "[342 rows x 2 columns]"
+       "[353 rows x 2 columns]"
       ]
      },
-     "execution_count": 52,
+     "execution_count": 73,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -12372,7 +8965,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 74,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -12382,7 +8975,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 75,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -12394,7 +8987,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 76,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -12403,7 +8996,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 77,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -12412,7 +9005,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 78,
    "metadata": {},
    "outputs": [
     {
@@ -12457,10 +9050,12 @@
        "      <th>n_arxiv</th>\n",
        "      <th>n_pmc</th>\n",
        "      <th>n_other_pids</th>\n",
+       "      <th>other_urls</th>\n",
        "      <th>label</th>\n",
        "      <th>primary_email_domain</th>\n",
        "      <th>other_email_domains</th>\n",
        "      <th>url_domains</th>\n",
+       "      <th>other_url_domains</th>\n",
        "      <th>n_emails</th>\n",
        "      <th>n_urls</th>\n",
        "      <th>n_ids</th>\n",
@@ -12496,10 +9091,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -12533,10 +9130,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -12570,10 +9169,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -12586,7 +9187,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>0000-0001-6220-5683</td>\n",
+       "      <td>0000-0001-7071-8294</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -12598,32 +9199,34 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[[research scientist, new york university abu ...</td>\n",
+       "      <td>[[researcher (academic), universidad de zarago...</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2015-08-18 12:36:45.307000+00:00</td>\n",
-       "      <td>2020-09-23 13:37:54.180000+00:00</td>\n",
+       "      <td>2014-03-10 13:22:01.966000+00:00</td>\n",
+       "      <td>2016-06-14 22:17:54.470000+00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>0000-0001-7071-8294</td>\n",
+       "      <td>0000-0001-7247-6831</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -12635,25 +9238,27 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[[researcher (academic), universidad de zarago...</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2014-03-10 13:22:01.966000+00:00</td>\n",
-       "      <td>2016-06-14 22:17:54.470000+00:00</td>\n",
+       "      <td>2019-07-19 15:57:46.116000+00:00</td>\n",
+       "      <td>2019-07-19 16:04:33.839000+00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>2</td>\n",
        "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>False</td>\n",
@@ -12667,8 +9272,8 @@
        "0  0000-0001-6097-3953           False                   False        <NA>   \n",
        "1  0000-0001-6112-5550            True                    True        <NA>   \n",
        "2  0000-0001-6152-2695            True                    True        <NA>   \n",
-       "3  0000-0001-6220-5683            True                    True        <NA>   \n",
-       "4  0000-0001-7071-8294            True                    True        <NA>   \n",
+       "3  0000-0001-7071-8294            True                    True        <NA>   \n",
+       "4  0000-0001-7247-6831            True                    True        <NA>   \n",
        "\n",
        "  family_name biography                 other_names urls primary_email  \\\n",
        "0        <NA>      <NA>                         NaN  NaN          <NA>   \n",
@@ -12688,39 +9293,46 @@
        "0                                                NaN        0          NaN   \n",
        "1  [[professor, peoples friendship university of ...        0          NaN   \n",
        "2                                                NaN        0          NaN   \n",
-       "3  [[research scientist, new york university abu ...        0          NaN   \n",
-       "4  [[researcher (academic), universidad de zarago...        0          NaN   \n",
+       "3  [[researcher (academic), universidad de zarago...        0          NaN   \n",
+       "4                                                NaN        0          NaN   \n",
        "\n",
        "                   activation_date                 last_update_date  n_doi  \\\n",
        "0 2018-03-02 09:29:16.528000+00:00 2018-03-02 09:43:07.551000+00:00      0   \n",
        "1 2018-04-03 07:50:23.358000+00:00 2020-03-18 09:42:44.753000+00:00      0   \n",
        "2 2019-12-11 15:31:56.388000+00:00 2020-01-28 15:34:17.309000+00:00      0   \n",
-       "3 2015-08-18 12:36:45.307000+00:00 2020-09-23 13:37:54.180000+00:00      0   \n",
-       "4 2014-03-10 13:22:01.966000+00:00 2016-06-14 22:17:54.470000+00:00      0   \n",
+       "3 2014-03-10 13:22:01.966000+00:00 2016-06-14 22:17:54.470000+00:00      0   \n",
+       "4 2019-07-19 15:57:46.116000+00:00 2019-07-19 16:04:33.839000+00:00      0   \n",
+       "\n",
+       "   n_arxiv  n_pmc  n_other_pids other_urls  label primary_email_domain  \\\n",
+       "0        0      0             0        NaN  False                  NaN   \n",
+       "1        0      0             0        NaN  False                  NaN   \n",
+       "2        0      0             0        NaN  False                  NaN   \n",
+       "3        0      0             0        NaN  False                  NaN   \n",
+       "4        0      0             0        NaN  False                  NaN   \n",
        "\n",
-       "   n_arxiv  n_pmc  n_other_pids  label primary_email_domain  \\\n",
-       "0        0      0             0  False                  NaN   \n",
-       "1        0      0             0  False                  NaN   \n",
-       "2        0      0             0  False                  NaN   \n",
-       "3        0      0             0  False                  NaN   \n",
-       "4        0      0             0  False                  NaN   \n",
+       "  other_email_domains url_domains other_url_domains  n_emails  n_urls  n_ids  \\\n",
+       "0                 NaN         NaN               NaN      <NA>    <NA>   <NA>   \n",
+       "1                 NaN         NaN               NaN      <NA>    <NA>   <NA>   \n",
+       "2                 NaN         NaN               NaN      <NA>    <NA>   <NA>   \n",
+       "3                 NaN         NaN               NaN      <NA>    <NA>   <NA>   \n",
+       "4                 NaN         NaN               NaN      <NA>    <NA>   <NA>   \n",
        "\n",
-       "  other_email_domains url_domains  n_emails  n_urls  n_ids  n_keywords  \\\n",
-       "0                 NaN         NaN      <NA>    <NA>   <NA>        <NA>   \n",
-       "1                 NaN         NaN      <NA>    <NA>   <NA>        <NA>   \n",
-       "2                 NaN         NaN      <NA>    <NA>   <NA>        <NA>   \n",
-       "3                 NaN         NaN      <NA>    <NA>   <NA>        <NA>   \n",
-       "4                 NaN         NaN      <NA>    <NA>   <NA>        <NA>   \n",
+       "   n_keywords  n_education  n_employment ext_works_source  n_ext_work_source  \\\n",
+       "0        <NA>         <NA>          <NA>              NaN               <NA>   \n",
+       "1        <NA>         <NA>             1              NaN               <NA>   \n",
+       "2        <NA>         <NA>          <NA>              NaN               <NA>   \n",
+       "3        <NA>         <NA>             2              NaN               <NA>   \n",
+       "4        <NA>         <NA>          <NA>              NaN               <NA>   \n",
        "\n",
-       "   n_education  n_employment ext_works_source  n_ext_work_source authoritative  \n",
-       "0         <NA>          <NA>              NaN               <NA>         False  \n",
-       "1         <NA>             1              NaN               <NA>         False  \n",
-       "2         <NA>          <NA>              NaN               <NA>         False  \n",
-       "3         <NA>             1              NaN               <NA>         False  \n",
-       "4         <NA>             2              NaN               <NA>         False  "
+       "  authoritative  \n",
+       "0         False  \n",
+       "1         False  \n",
+       "2         False  \n",
+       "3         False  \n",
+       "4         False  "
       ]
      },
-     "execution_count": 57,
+     "execution_count": 78,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -12745,15 +9357,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 79,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "count    1.308598e+06\n",
-       "mean     1.359082e+00\n",
-       "std      6.643235e-01\n",
+       "count    1.335691e+06\n",
+       "mean     1.360596e+00\n",
+       "std      6.673242e-01\n",
        "min      1.000000e+00\n",
        "25%      1.000000e+00\n",
        "50%      1.000000e+00\n",
@@ -12762,7 +9374,7 @@
        "Name: n_ids, dtype: float64"
       ]
      },
-     "execution_count": 58,
+     "execution_count": 79,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -12773,8 +9385,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
-   "metadata": {},
+   "execution_count": 80,
+   "metadata": {
+    "scrolled": false
+   },
    "outputs": [
     {
      "data": {
@@ -12818,10 +9432,12 @@
        "      <th>n_arxiv</th>\n",
        "      <th>n_pmc</th>\n",
        "      <th>n_other_pids</th>\n",
+       "      <th>other_urls</th>\n",
        "      <th>label</th>\n",
        "      <th>primary_email_domain</th>\n",
        "      <th>other_email_domains</th>\n",
        "      <th>url_domains</th>\n",
+       "      <th>other_url_domains</th>\n",
        "      <th>n_emails</th>\n",
        "      <th>n_urls</th>\n",
        "      <th>n_ids</th>\n",
@@ -12835,7 +9451,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>3896226</th>\n",
+       "      <th>2145720</th>\n",
        "      <td>0000-0002-9554-6633</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -12852,15 +9468,17 @@
        "      <td>92</td>\n",
        "      <td>[aston research explorer]</td>\n",
        "      <td>2014-11-20 09:42:10.690000+00:00</td>\n",
-       "      <td>2021-03-17 01:00:51.203000+00:00</td>\n",
+       "      <td>2021-04-08 00:00:40.672000+00:00</td>\n",
        "      <td>80</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>208</td>\n",
+       "      <td>209</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[aston.ac.uk]</td>\n",
+       "      <td>{aston.ac.uk}</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>1</td>\n",
        "      <td>80</td>\n",
@@ -12877,37 +9495,40 @@
       ],
       "text/plain": [
        "                       orcid  verified_email  verified_primary_email  \\\n",
-       "3896226  0000-0002-9554-6633            True                    True   \n",
+       "2145720  0000-0002-9554-6633            True                    True   \n",
        "\n",
        "        given_names family_name biography other_names  \\\n",
-       "3896226      john a    williams      <NA>         NaN   \n",
+       "2145720      john a    williams      <NA>         NaN   \n",
        "\n",
        "                                                      urls primary_email  \\\n",
-       "3896226  [[aston university profile page, https://resea...          <NA>   \n",
+       "2145720  [[aston university profile page, https://resea...          <NA>   \n",
        "\n",
        "        keywords                                       external_ids education  \\\n",
-       "3896226      NaN  [[scopus author id,  55553733518], [scopus aut...       NaN   \n",
+       "2145720      NaN  [[scopus author id,  55553733518], [scopus aut...       NaN   \n",
        "\n",
        "                                                employment  n_works  \\\n",
-       "3896226  [[, aston university, birmingham, , gb, 1722, ...       92   \n",
+       "2145720  [[, aston university, birmingham, , gb, 1722, ...       92   \n",
        "\n",
        "                      works_source                  activation_date  \\\n",
-       "3896226  [aston research explorer] 2014-11-20 09:42:10.690000+00:00   \n",
+       "2145720  [aston research explorer] 2014-11-20 09:42:10.690000+00:00   \n",
        "\n",
        "                        last_update_date  n_doi  n_arxiv  n_pmc  n_other_pids  \\\n",
-       "3896226 2021-03-17 01:00:51.203000+00:00     80        0      0           208   \n",
+       "2145720 2021-04-08 00:00:40.672000+00:00     80        0      0           209   \n",
+       "\n",
+       "        other_urls  label primary_email_domain other_email_domains  \\\n",
+       "2145720        NaN   True                  NaN                 NaN   \n",
        "\n",
-       "         label primary_email_domain other_email_domains    url_domains  \\\n",
-       "3896226   True                  NaN                 NaN  [aston.ac.uk]   \n",
+       "           url_domains other_url_domains  n_emails  n_urls  n_ids  n_keywords  \\\n",
+       "2145720  {aston.ac.uk}               NaN      <NA>       1     80        <NA>   \n",
        "\n",
-       "         n_emails  n_urls  n_ids  n_keywords  n_education  n_employment  \\\n",
-       "3896226      <NA>       1     80        <NA>         <NA>             1   \n",
+       "         n_education  n_employment           ext_works_source  \\\n",
+       "2145720         <NA>             1  [aston research explorer]   \n",
        "\n",
-       "                  ext_works_source  n_ext_work_source authoritative  \n",
-       "3896226  [aston research explorer]                  1          True  "
+       "         n_ext_work_source authoritative  \n",
+       "2145720                  1          True  "
       ]
      },
-     "execution_count": 59,
+     "execution_count": 80,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -12918,7 +9539,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 81,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -12927,7 +9548,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 82,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -12936,7 +9557,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 83,
    "metadata": {},
    "outputs": [
     {
@@ -12967,49 +9588,49 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>9</th>\n",
+       "      <th>8</th>\n",
        "      <td>0000-0001-8315-2066</td>\n",
        "      <td>[researcherid, k-4630-2014]</td>\n",
        "      <td>researcherid</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>29</th>\n",
+       "      <th>26</th>\n",
        "      <td>0000-0002-2638-4108</td>\n",
        "      <td>[scopus author id, 54394231000]</td>\n",
        "      <td>scopus author id</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>46</th>\n",
-       "      <td>0000-0003-1435-6545</td>\n",
-       "      <td>[researcherid, p-2223-2018]</td>\n",
-       "      <td>researcherid</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50</th>\n",
+       "      <th>45</th>\n",
        "      <td>0000-0003-2259-7023</td>\n",
        "      <td>[scopus author id, 57189297461]</td>\n",
        "      <td>scopus author id</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>64</th>\n",
+       "      <th>59</th>\n",
        "      <td>0000-0002-7397-5824</td>\n",
        "      <td>[scopus author id, 8399842800]</td>\n",
        "      <td>scopus author id</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>68</th>\n",
+       "      <td>0000-0002-0427-9745</td>\n",
+       "      <td>[researcherid, b-5471-2018]</td>\n",
+       "      <td>researcherid</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "                  orcid                     external_ids          provider\n",
-       "9   0000-0001-8315-2066      [researcherid, k-4630-2014]      researcherid\n",
-       "29  0000-0002-2638-4108  [scopus author id, 54394231000]  scopus author id\n",
-       "46  0000-0003-1435-6545      [researcherid, p-2223-2018]      researcherid\n",
-       "50  0000-0003-2259-7023  [scopus author id, 57189297461]  scopus author id\n",
-       "64  0000-0002-7397-5824   [scopus author id, 8399842800]  scopus author id"
+       "8   0000-0001-8315-2066      [researcherid, k-4630-2014]      researcherid\n",
+       "26  0000-0002-2638-4108  [scopus author id, 54394231000]  scopus author id\n",
+       "45  0000-0003-2259-7023  [scopus author id, 57189297461]  scopus author id\n",
+       "59  0000-0002-7397-5824   [scopus author id, 8399842800]  scopus author id\n",
+       "68  0000-0002-0427-9745      [researcherid, b-5471-2018]      researcherid"
       ]
      },
-     "execution_count": 62,
+     "execution_count": 83,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -13020,7 +9641,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 84,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -13029,7 +9650,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 85,
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@@ -13049,15 +9670,16 @@
           "loop profile",
           "ciência id",
           "researcher name resolver id",
-          "sciprofile",
+          "sciprofiles",
           "中国科学家在线",
-          "isni",
           "gnd",
+          "isni",
           "pitt id",
           "technical university of denmark cwis",
           "researcher id",
           "id dialnet",
           "digital author id",
+          "sciprofile",
           "scopus author id: ",
           "authenticusid",
           "hku researcherpage",
@@ -13082,7 +9704,6 @@
           "researcherid:",
           "id dialnet:",
           "dialnet id",
-          "sciprofiles",
           "kaken",
           "une researcher id",
           "researcherid: ",
@@ -13093,46 +9714,46 @@
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-          51,
+          52,
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           5,
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        "                            \n",
-       "var gd = document.getElementById('fedcd004-9a2e-404e-8d7b-54e6110f8a39');\n",
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        "var x = new MutationObserver(function (mutations, observer) {{\n",
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@@ -14011,7 +10632,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 86,
    "metadata": {},
    "outputs": [
     {
@@ -14022,17 +10643,17 @@
        "       'id dialnet', 'isni', 'technical university of denmark cwis',\n",
        "       'chalmers id', 'scopus author id: ', 'scopus author id:',\n",
        "       'hkust profile', 'hku researcherpage', '中国科学家在线', 'uow scholars',\n",
-       "       'sciprofile', 'cti vitae', 'digital author id', 'researcher id',\n",
-       "       'authenticusid', 'authid', 'authenticus', 'scopus  id',\n",
-       "       'digital author id (dai)', 'researcherid:', 'vivo cornell',\n",
-       "       'us epa vivo', 'escientist', 'github', 'iauthor', 'orcid id',\n",
-       "       'dai', 'scopus id', 'smithsonian profiles', 'google scholar',\n",
-       "       'kaken', 'dialnet id', 'researcherid: ', 'une researcher id',\n",
-       "       'sciprofiles', 'id dialnet:', 'scienceopen', 'orcid',\n",
+       "       'sciprofile', 'cti vitae', 'researcher id', 'digital author id',\n",
+       "       'researcherid:', 'authenticus', 'authenticusid', 'scopus  id',\n",
+       "       'sciprofiles', 'vivo cornell', 'authid', 'digital author id (dai)',\n",
+       "       'us epa vivo', 'github', 'dai', 'escientist',\n",
+       "       'smithsonian profiles', 'orcid id', 'iauthor', 'scopus id',\n",
+       "       'google scholar', 'kaken', 'dialnet id', 'researcherid: ',\n",
+       "       'une researcher id', 'id dialnet:', 'scienceopen', 'orcid',\n",
        "       'profile system identifier', 'custom'], dtype=object)"
       ]
      },
-     "execution_count": 65,
+     "execution_count": 86,
      "metadata": {},
      "output_type": "execute_result"
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@@ -14057,7 +10678,7 @@
   },
   {
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-   "execution_count": 66,
+   "execution_count": 87,
    "metadata": {},
    "outputs": [
     {
@@ -14087,27 +10708,27 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>3751714</th>\n",
+       "      <th>3873190</th>\n",
        "      <td>0000-0002-0673-0341</td>\n",
        "      <td>154</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8697926</th>\n",
+       "      <th>8982683</th>\n",
        "      <td>0000-0003-3343-5660</td>\n",
        "      <td>148</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1154523</th>\n",
+       "      <th>5494950</th>\n",
        "      <td>0000-0002-6075-3501</td>\n",
        "      <td>140</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6512971</th>\n",
+       "      <th>6724874</th>\n",
        "      <td>0000-0002-7060-4112</td>\n",
        "      <td>140</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1515197</th>\n",
+       "      <th>1562610</th>\n",
        "      <td>0000-0001-5287-1949</td>\n",
        "      <td>132</td>\n",
        "    </tr>\n",
@@ -14117,53 +10738,53 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989644</th>\n",
+       "      <th>11349602</th>\n",
        "      <td>0000-0002-1686-1935</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989645</th>\n",
+       "      <th>11349603</th>\n",
        "      <td>0000-0002-3800-6331</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989646</th>\n",
+       "      <th>11349604</th>\n",
        "      <td>0000-0002-8783-5814</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989647</th>\n",
+       "      <th>11349605</th>\n",
        "      <td>0000-0002-7584-2283</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989648</th>\n",
+       "      <th>11349606</th>\n",
        "      <td>0000-0003-0529-3538</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>10989649 rows × 2 columns</p>\n",
+       "<p>11349607 rows × 2 columns</p>\n",
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        "                        orcid  n_keywords\n",
-       "3751714   0000-0002-0673-0341         154\n",
-       "8697926   0000-0003-3343-5660         148\n",
-       "1154523   0000-0002-6075-3501         140\n",
-       "6512971   0000-0002-7060-4112         140\n",
-       "1515197   0000-0001-5287-1949         132\n",
+       "3873190   0000-0002-0673-0341         154\n",
+       "8982683   0000-0003-3343-5660         148\n",
+       "5494950   0000-0002-6075-3501         140\n",
+       "6724874   0000-0002-7060-4112         140\n",
+       "1562610   0000-0001-5287-1949         132\n",
        "...                       ...         ...\n",
-       "10989644  0000-0002-1686-1935        <NA>\n",
-       "10989645  0000-0002-3800-6331        <NA>\n",
-       "10989646  0000-0002-8783-5814        <NA>\n",
-       "10989647  0000-0002-7584-2283        <NA>\n",
-       "10989648  0000-0003-0529-3538        <NA>\n",
+       "11349602  0000-0002-1686-1935        <NA>\n",
+       "11349603  0000-0002-3800-6331        <NA>\n",
+       "11349604  0000-0002-8783-5814        <NA>\n",
+       "11349605  0000-0002-7584-2283        <NA>\n",
+       "11349606  0000-0003-0529-3538        <NA>\n",
        "\n",
-       "[10989649 rows x 2 columns]"
+       "[11349607 rows x 2 columns]"
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@@ -14175,7 +10796,7 @@
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@@ -14197,6 +10818,7 @@
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        "                            \n",
-       "var gd = document.getElementById('17029bdc-565d-4070-863b-464227359e4c');\n",
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@@ -16278,24 +12899,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 91,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "count    2.441645e+06\n",
-       "mean     1.816169e+00\n",
-       "std      1.132196e+00\n",
+       "count    2.493817e+06\n",
+       "mean     1.816203e+00\n",
+       "std      1.134214e+00\n",
        "min      1.000000e+00\n",
        "25%      1.000000e+00\n",
        "50%      1.000000e+00\n",
        "75%      2.000000e+00\n",
-       "max      2.000000e+02\n",
+       "max      2.190000e+02\n",
        "Name: n_education, dtype: float64"
       ]
      },
-     "execution_count": 70,
+     "execution_count": 91,
      "metadata": {},
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@@ -16306,7 +12927,7 @@
   },
   {
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-   "execution_count": 71,
+   "execution_count": 92,
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     {
@@ -16351,10 +12972,12 @@
        "      <th>n_arxiv</th>\n",
        "      <th>n_pmc</th>\n",
        "      <th>n_other_pids</th>\n",
+       "      <th>other_urls</th>\n",
        "      <th>label</th>\n",
        "      <th>primary_email_domain</th>\n",
        "      <th>other_email_domains</th>\n",
        "      <th>url_domains</th>\n",
+       "      <th>other_url_domains</th>\n",
        "      <th>n_emails</th>\n",
        "      <th>n_urls</th>\n",
        "      <th>n_ids</th>\n",
@@ -16368,7 +12991,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>10536169</th>\n",
+       "      <th>3171493</th>\n",
        "      <td>0000-0002-1927-0292</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -16378,28 +13001,30 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[fibromyalgia, qualitative research, quantitat...</td>\n",
+       "      <td>[chronic pain, gender-based violence, qualitat...</td>\n",
        "      <td>[[loop profile, 509331], [scopus author id, 57...</td>\n",
        "      <td>[[psychology, 2019-2020 course. degree in psyc...</td>\n",
-       "      <td>[[researcher and teaching staff. postdoctoral ...</td>\n",
+       "      <td>[[research technician, fundación pública andal...</td>\n",
        "      <td>35</td>\n",
        "      <td>[phd. carmen m galvez-sánchez, multidisciplina...</td>\n",
        "      <td>2016-04-18 14:28:57.237000+00:00</td>\n",
-       "      <td>2021-03-06 14:17:33.246000+00:00</td>\n",
+       "      <td>2021-04-25 18:24:06.260000+00:00</td>\n",
        "      <td>24</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>7</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>2</td>\n",
        "      <td>5</td>\n",
-       "      <td>200</td>\n",
-       "      <td>3</td>\n",
+       "      <td>219</td>\n",
+       "      <td>4</td>\n",
        "      <td>[multidisciplinary digital publishing institut...</td>\n",
        "      <td>4</td>\n",
        "      <td>True</td>\n",
@@ -16409,50 +13034,50 @@
        "</div>"
       ],
       "text/plain": [
-       "                        orcid  verified_email  verified_primary_email  \\\n",
-       "10536169  0000-0002-1927-0292            True                    True   \n",
+       "                       orcid  verified_email  verified_primary_email  \\\n",
+       "3171493  0000-0002-1927-0292            True                    True   \n",
        "\n",
-       "            given_names     family_name  \\\n",
-       "10536169  phd. carmen m  galvez-sánchez   \n",
+       "           given_names     family_name  \\\n",
+       "3171493  phd. carmen m  galvez-sánchez   \n",
        "\n",
-       "                                                  biography other_names urls  \\\n",
-       "10536169  my name is carmen maria galvez sánchez. i´m a ...         NaN  NaN   \n",
+       "                                                 biography other_names urls  \\\n",
+       "3171493  my name is carmen maria galvez sánchez. i´m a ...         NaN  NaN   \n",
        "\n",
-       "         primary_email                                           keywords  \\\n",
-       "10536169          <NA>  [fibromyalgia, qualitative research, quantitat...   \n",
+       "        primary_email                                           keywords  \\\n",
+       "3171493          <NA>  [chronic pain, gender-based violence, qualitat...   \n",
        "\n",
-       "                                               external_ids  \\\n",
-       "10536169  [[loop profile, 509331], [scopus author id, 57...   \n",
+       "                                              external_ids  \\\n",
+       "3171493  [[loop profile, 509331], [scopus author id, 57...   \n",
        "\n",
-       "                                                  education  \\\n",
-       "10536169  [[psychology, 2019-2020 course. degree in psyc...   \n",
+       "                                                 education  \\\n",
+       "3171493  [[psychology, 2019-2020 course. degree in psyc...   \n",
        "\n",
-       "                                                 employment  n_works  \\\n",
-       "10536169  [[researcher and teaching staff. postdoctoral ...       35   \n",
+       "                                                employment  n_works  \\\n",
+       "3171493  [[research technician, fundación pública andal...       35   \n",
        "\n",
-       "                                               works_source  \\\n",
-       "10536169  [phd. carmen m galvez-sánchez, multidisciplina...   \n",
+       "                                              works_source  \\\n",
+       "3171493  [phd. carmen m galvez-sánchez, multidisciplina...   \n",
        "\n",
-       "                          activation_date                 last_update_date  \\\n",
-       "10536169 2016-04-18 14:28:57.237000+00:00 2021-03-06 14:17:33.246000+00:00   \n",
+       "                         activation_date                 last_update_date  \\\n",
+       "3171493 2016-04-18 14:28:57.237000+00:00 2021-04-25 18:24:06.260000+00:00   \n",
        "\n",
-       "          n_doi  n_arxiv  n_pmc  n_other_pids  label primary_email_domain  \\\n",
-       "10536169     24        0      0             7   True                  NaN   \n",
+       "         n_doi  n_arxiv  n_pmc  n_other_pids other_urls  label  \\\n",
+       "3171493     24        0      0             7        NaN   True   \n",
        "\n",
-       "         other_email_domains url_domains  n_emails  n_urls  n_ids  n_keywords  \\\n",
-       "10536169                 NaN         NaN      <NA>    <NA>      2           5   \n",
+       "        primary_email_domain other_email_domains url_domains  \\\n",
+       "3171493                  NaN                 NaN         NaN   \n",
        "\n",
-       "          n_education  n_employment  \\\n",
-       "10536169          200             3   \n",
+       "        other_url_domains  n_emails  n_urls  n_ids  n_keywords  n_education  \\\n",
+       "3171493               NaN      <NA>    <NA>      2           5          219   \n",
        "\n",
-       "                                           ext_works_source  \\\n",
-       "10536169  [multidisciplinary digital publishing institut...   \n",
+       "         n_employment                                   ext_works_source  \\\n",
+       "3171493             4  [multidisciplinary digital publishing institut...   \n",
        "\n",
-       "          n_ext_work_source authoritative  \n",
-       "10536169                  4          True  "
+       "         n_ext_work_source authoritative  \n",
+       "3171493                  4          True  "
       ]
      },
-     "execution_count": 71,
+     "execution_count": 92,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -16463,7 +13088,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 93,
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    "outputs": [
     {
@@ -16493,29 +13118,29 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>28</th>\n",
+       "      <th>25</th>\n",
        "      <td>0000-0002-2343-910X</td>\n",
        "      <td>[aeronautics and astronautics, phd, massachuse...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>28</th>\n",
+       "      <th>25</th>\n",
        "      <td>0000-0002-2343-910X</td>\n",
        "      <td>[aeronautics and astronautics, sm, massachuset...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>28</th>\n",
+       "      <th>25</th>\n",
        "      <td>0000-0002-2343-910X</td>\n",
        "      <td>[mechanical engineering and material science, ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>29</th>\n",
+       "      <th>26</th>\n",
        "      <td>0000-0002-2638-4108</td>\n",
        "      <td>[public law, ph doctor, university of oviedo, ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>46</th>\n",
-       "      <td>0000-0003-1435-6545</td>\n",
-       "      <td>[morfologia, , universidade estadual paulista ...</td>\n",
+       "      <th>47</th>\n",
+       "      <td>0000-0003-2513-9984</td>\n",
+       "      <td>[medicine and surgery, student, cairo universi...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -16523,66 +13148,66 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989644</th>\n",
+       "      <th>11349602</th>\n",
        "      <td>0000-0002-1686-1935</td>\n",
        "      <td>[, , south china agricultural university, guan...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989645</th>\n",
+       "      <th>11349603</th>\n",
        "      <td>0000-0002-3800-6331</td>\n",
        "      <td>[richard gilder graduate school, phd in compar...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989645</th>\n",
+       "      <th>11349603</th>\n",
        "      <td>0000-0002-3800-6331</td>\n",
        "      <td>[geological sciences and history (dual major),...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989647</th>\n",
+       "      <th>11349605</th>\n",
        "      <td>0000-0002-7584-2283</td>\n",
        "      <td>[school of electronics and information, master...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989647</th>\n",
+       "      <th>11349605</th>\n",
        "      <td>0000-0002-7584-2283</td>\n",
        "      <td>[ department of electrical engineering, bachel...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>4434439 rows × 2 columns</p>\n",
+       "<p>4529278 rows × 2 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "                        orcid  \\\n",
-       "28        0000-0002-2343-910X   \n",
-       "28        0000-0002-2343-910X   \n",
-       "28        0000-0002-2343-910X   \n",
-       "29        0000-0002-2638-4108   \n",
-       "46        0000-0003-1435-6545   \n",
+       "25        0000-0002-2343-910X   \n",
+       "25        0000-0002-2343-910X   \n",
+       "25        0000-0002-2343-910X   \n",
+       "26        0000-0002-2638-4108   \n",
+       "47        0000-0003-2513-9984   \n",
        "...                       ...   \n",
-       "10989644  0000-0002-1686-1935   \n",
-       "10989645  0000-0002-3800-6331   \n",
-       "10989645  0000-0002-3800-6331   \n",
-       "10989647  0000-0002-7584-2283   \n",
-       "10989647  0000-0002-7584-2283   \n",
+       "11349602  0000-0002-1686-1935   \n",
+       "11349603  0000-0002-3800-6331   \n",
+       "11349603  0000-0002-3800-6331   \n",
+       "11349605  0000-0002-7584-2283   \n",
+       "11349605  0000-0002-7584-2283   \n",
        "\n",
        "                                                  education  \n",
-       "28        [aeronautics and astronautics, phd, massachuse...  \n",
-       "28        [aeronautics and astronautics, sm, massachuset...  \n",
-       "28        [mechanical engineering and material science, ...  \n",
-       "29        [public law, ph doctor, university of oviedo, ...  \n",
-       "46        [morfologia, , universidade estadual paulista ...  \n",
+       "25        [aeronautics and astronautics, phd, massachuse...  \n",
+       "25        [aeronautics and astronautics, sm, massachuset...  \n",
+       "25        [mechanical engineering and material science, ...  \n",
+       "26        [public law, ph doctor, university of oviedo, ...  \n",
+       "47        [medicine and surgery, student, cairo universi...  \n",
        "...                                                     ...  \n",
-       "10989644  [, , south china agricultural university, guan...  \n",
-       "10989645  [richard gilder graduate school, phd in compar...  \n",
-       "10989645  [geological sciences and history (dual major),...  \n",
-       "10989647  [school of electronics and information, master...  \n",
-       "10989647  [ department of electrical engineering, bachel...  \n",
+       "11349602  [, , south china agricultural university, guan...  \n",
+       "11349603  [richard gilder graduate school, phd in compar...  \n",
+       "11349603  [geological sciences and history (dual major),...  \n",
+       "11349605  [school of electronics and information, master...  \n",
+       "11349605  [ department of electrical engineering, bachel...  \n",
        "\n",
-       "[4434439 rows x 2 columns]"
+       "[4529278 rows x 2 columns]"
       ]
      },
-     "execution_count": 72,
+     "execution_count": 93,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -16594,16 +13219,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 94,
    "metadata": {},
    "outputs": [],
    "source": [
-    "exploded_education[['degree', 'role', 'university', 'city', 'region', 'country', 'id', 'id_scheme']] = pd.DataFrame(exploded_education.education.tolist(), index=exploded_education.index)"
+    "exploded_education[['department', 'degree', 'university', 'city', 'region', 'country', 'id', 'id_scheme']] = pd.DataFrame(exploded_education.education.tolist(), index=exploded_education.index)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 95,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -16612,124 +13237,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": 96,
    "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>id</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>0000-0001-5000-0162</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>0000-0001-5000-0170</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>0000-0001-5000-0218</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>0000-0001-5000-0226</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>0000-0001-5000-0306</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2441640</th>\n",
-       "      <td>0000-0003-4999-9719</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2441641</th>\n",
-       "      <td>0000-0003-4999-9735</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2441642</th>\n",
-       "      <td>0000-0003-4999-992X</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2441643</th>\n",
-       "      <td>0000-0003-4999-9938</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2441644</th>\n",
-       "      <td>0000-0003-4999-9954</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>2441645 rows × 2 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                       orcid  id\n",
-       "0        0000-0001-5000-0162   3\n",
-       "1        0000-0001-5000-0170   2\n",
-       "2        0000-0001-5000-0218   3\n",
-       "3        0000-0001-5000-0226   1\n",
-       "4        0000-0001-5000-0306   0\n",
-       "...                      ...  ..\n",
-       "2441640  0000-0003-4999-9719   1\n",
-       "2441641  0000-0003-4999-9735   1\n",
-       "2441642  0000-0003-4999-992X   2\n",
-       "2441643  0000-0003-4999-9938   2\n",
-       "2441644  0000-0003-4999-9954   1\n",
-       "\n",
-       "[2441645 rows x 2 columns]"
-      ]
-     },
-     "execution_count": 75,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "exploded_education.groupby('orcid').id.count().reset_index()"
+    "# exploded_education.groupby('orcid').id.count().reset_index()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": 97,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -16739,7 +13256,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 77,
+   "execution_count": 98,
    "metadata": {},
    "outputs": [
     {
@@ -16784,10 +13301,12 @@
        "      <th>n_arxiv</th>\n",
        "      <th>n_pmc</th>\n",
        "      <th>n_other_pids</th>\n",
+       "      <th>other_urls</th>\n",
        "      <th>label</th>\n",
        "      <th>primary_email_domain</th>\n",
        "      <th>other_email_domains</th>\n",
        "      <th>url_domains</th>\n",
+       "      <th>other_url_domains</th>\n",
        "      <th>n_emails</th>\n",
        "      <th>n_urls</th>\n",
        "      <th>n_ids</th>\n",
@@ -16802,45 +13321,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>46</th>\n",
-       "      <td>0000-0003-1435-6545</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[currículo lattes, https://wwws.cnpq.br/cvlat...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[migration, prostate cancer, culture cell]</td>\n",
-       "      <td>[[researcherid, p-2223-2018]]</td>\n",
-       "      <td>[[morfologia, , universidade estadual paulista...</td>\n",
-       "      <td>[[, universidade estadual paulista (unesp), in...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2018-08-09 12:12:24.405000+00:00</td>\n",
-       "      <td>2020-04-22 01:38:03.184000+00:00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[cnpq.br, linkedin.com]</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>74</th>\n",
+       "      <th>68</th>\n",
        "      <td>0000-0002-0427-9745</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -16862,10 +13343,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>2</td>\n",
@@ -16878,7 +13361,7 @@
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>88</th>\n",
+       "      <th>82</th>\n",
        "      <td>0000-0002-3380-6671</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -16900,10 +13383,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -16916,7 +13401,7 @@
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>98</th>\n",
+       "      <th>91</th>\n",
        "      <td>0000-0001-6902-6549</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -16938,10 +13423,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -16954,7 +13441,7 @@
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>101</th>\n",
+       "      <th>94</th>\n",
        "      <td>0000-0002-6142-6406</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -16976,10 +13463,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -16992,6 +13481,46 @@
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
+       "      <th>167</th>\n",
+       "      <td>0000-0002-0923-8176</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>alicia alelí</td>\n",
+       "      <td>chaparro caso-lópez</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>[alicia a. chaparro]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>[eficacia escoalr, factores asociados al logro...</td>\n",
+       "      <td>[[researcherid, k-7451-2014], [scopus author i...</td>\n",
+       "      <td>[[facultad de psicología, doctorado en análisi...</td>\n",
+       "      <td>[[investigador titutal c, universidad autonoma...</td>\n",
+       "      <td>45</td>\n",
+       "      <td>[alicia alelí chaparro caso-lópez, crossref]</td>\n",
+       "      <td>2014-09-15 00:28:08.963000+00:00</td>\n",
+       "      <td>2020-08-18 19:42:26.026000+00:00</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>25</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>True</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>[crossref]</td>\n",
+       "      <td>1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
@@ -17028,9 +13557,11 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989595</th>\n",
+       "      <th>11349563</th>\n",
        "      <td>0000-0002-1842-4130</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -17040,7 +13571,7 @@
        "      <td>[josé cázares]</td>\n",
        "      <td>[[linkedin, https://www.linkedin.com/feed/], [...</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[industrial chemistry, chemistry, chemical bio...</td>\n",
+       "      <td>[biotechnology, biosurfactants, chemical biolo...</td>\n",
        "      <td>[[researcherid, h-2597-2013], [scopus author i...</td>\n",
        "      <td>[[charles friedel, postdoc, école nationale su...</td>\n",
        "      <td>[[mtc, polioles, mexico, , mx, , ], [head of r...</td>\n",
@@ -17052,10 +13583,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>29</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[linkedin.com, google.com, researchgate.net]</td>\n",
+       "      <td>{google.com, researchgate.net, linkedin.com}</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>3</td>\n",
        "      <td>2</td>\n",
@@ -17068,7 +13601,7 @@
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989603</th>\n",
+       "      <th>11349569</th>\n",
        "      <td>0000-0003-0459-4822</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -17078,7 +13611,7 @@
        "      <td>[luana bastos morey]</td>\n",
        "      <td>[[site da equipe unidos pela saúde  (voluntári...</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[libras; língua de sinais brasileira, tradução...</td>\n",
+       "      <td>[tradução; língua espanhol; língua portuguesa;...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>[[pós-graduação em tecnologia em saúde stricto...</td>\n",
        "      <td>[[professora de espanhol e português para estr...</td>\n",
@@ -17090,12 +13623,14 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[unidospelasaude.com.br, facebook.com, faceboo...</td>\n",
+       "      <td>{facebook.com, unidospelasaude.com.br}</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>4</td>\n",
+       "      <td>2</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>2</td>\n",
        "      <td>4</td>\n",
@@ -17106,7 +13641,7 @@
        "      <td>3.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989605</th>\n",
+       "      <th>11349571</th>\n",
        "      <td>0000-0003-0057-1551</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -17116,7 +13651,7 @@
        "      <td>[lyudmila nikolaevna antipenko (russian transl...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[organic synthesis, structure elucidation, pha...</td>\n",
+       "      <td>[pharmaceutical chemistry, structure elucidati...</td>\n",
        "      <td>[[scopus author id, 55070809900], [researcheri...</td>\n",
        "      <td>[[centre for nanomaterials, advanced technolog...</td>\n",
        "      <td>[[visiting scientist, north dakota state unive...</td>\n",
@@ -17128,10 +13663,12 @@
        "      <td>0</td>\n",
        "      <td>11</td>\n",
        "      <td>17</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>2</td>\n",
@@ -17144,17 +13681,17 @@
        "      <td>4.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989619</th>\n",
+       "      <th>11349585</th>\n",
        "      <td>0000-0003-4653-4705</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>patricia</td>\n",
        "      <td>teixeira</td>\n",
-       "      <td>2005 - phd, university of coimbrajuly 2009-jun...</td>\n",
+       "      <td>2005 - phd, university of coimbra july 2009-ju...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[heavy metals, climate change, ecotoxicology, ...</td>\n",
+       "      <td>[steroid hormones, ecotoxicology, heavy metals...</td>\n",
        "      <td>[[researcherid, i-6863-2013], [scopus author i...</td>\n",
        "      <td>[[, phd, university of coimbra, coimbra, , pt,...</td>\n",
        "      <td>[[senior researcher, university of coimbra, co...</td>\n",
@@ -17166,10 +13703,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>42</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>3</td>\n",
@@ -17182,7 +13721,7 @@
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989644</th>\n",
+       "      <th>11349602</th>\n",
        "      <td>0000-0002-1686-1935</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -17204,10 +13743,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -17221,235 +13762,235 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>641229 rows × 35 columns</p>\n",
+       "<p>653409 rows × 37 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "                        orcid  verified_email  verified_primary_email  \\\n",
-       "46        0000-0003-1435-6545            True                    True   \n",
-       "74        0000-0002-0427-9745            True                    True   \n",
-       "88        0000-0002-3380-6671            True                    True   \n",
-       "98        0000-0001-6902-6549            True                    True   \n",
-       "101       0000-0002-6142-6406            True                    True   \n",
+       "68        0000-0002-0427-9745            True                    True   \n",
+       "82        0000-0002-3380-6671            True                    True   \n",
+       "91        0000-0001-6902-6549            True                    True   \n",
+       "94        0000-0002-6142-6406            True                    True   \n",
+       "167       0000-0002-0923-8176            True                    True   \n",
        "...                       ...             ...                     ...   \n",
-       "10989595  0000-0002-1842-4130            True                    True   \n",
-       "10989603  0000-0003-0459-4822            True                    True   \n",
-       "10989605  0000-0003-0057-1551            True                    True   \n",
-       "10989619  0000-0003-4653-4705            True                    True   \n",
-       "10989644  0000-0002-1686-1935            True                    True   \n",
+       "11349563  0000-0002-1842-4130            True                    True   \n",
+       "11349569  0000-0003-0459-4822            True                    True   \n",
+       "11349571  0000-0003-0057-1551            True                    True   \n",
+       "11349585  0000-0003-4653-4705            True                    True   \n",
+       "11349602  0000-0002-1686-1935            True                    True   \n",
        "\n",
-       "            given_names       family_name  \\\n",
-       "46                 <NA>              <NA>   \n",
-       "74               a. can              inci   \n",
-       "88                abdul         asis pata   \n",
-       "98             abubakar          muhammad   \n",
-       "101                adam           mamadou   \n",
-       "...                 ...               ...   \n",
-       "10989595  josé de jesús  cázares-marinero   \n",
-       "10989603          luana              <NA>   \n",
-       "10989605       lyudmyla         antypenko   \n",
-       "10989619       patricia          teixeira   \n",
-       "10989644         youxia              wang   \n",
+       "            given_names          family_name  \\\n",
+       "68               a. can                 inci   \n",
+       "82                abdul            asis pata   \n",
+       "91             abubakar             muhammad   \n",
+       "94                 adam              mamadou   \n",
+       "167        alicia alelí  chaparro caso-lópez   \n",
+       "...                 ...                  ...   \n",
+       "11349563  josé de jesús     cázares-marinero   \n",
+       "11349569          luana                 <NA>   \n",
+       "11349571       lyudmyla            antypenko   \n",
+       "11349585       patricia             teixeira   \n",
+       "11349602         youxia                 wang   \n",
        "\n",
        "                                                  biography  \\\n",
-       "46                                                     <NA>   \n",
-       "74        i am a professor of finance at bryant universi...   \n",
-       "88                                                     <NA>   \n",
-       "98                                                     <NA>   \n",
-       "101                                                    <NA>   \n",
+       "68        i am a professor of finance at bryant universi...   \n",
+       "82                                                     <NA>   \n",
+       "91                                                     <NA>   \n",
+       "94                                                     <NA>   \n",
+       "167                                                    <NA>   \n",
        "...                                                     ...   \n",
-       "10989595                                               <NA>   \n",
-       "10989603  mestranda em tecnologia na saúde e foi aluna o...   \n",
-       "10989605  the phd degree of pharmacy was received under ...   \n",
-       "10989619  2005 - phd, university of coimbrajuly 2009-jun...   \n",
-       "10989644  youxia wang (1995-), native of zunyi, guizhou ...   \n",
+       "11349563                                               <NA>   \n",
+       "11349569  mestranda em tecnologia na saúde e foi aluna o...   \n",
+       "11349571  the phd degree of pharmacy was received under ...   \n",
+       "11349585  2005 - phd, university of coimbra july 2009-ju...   \n",
+       "11349602  youxia wang (1995-), native of zunyi, guizhou ...   \n",
        "\n",
        "                                                other_names  \\\n",
-       "46                                                      NaN   \n",
-       "74                                                      NaN   \n",
-       "88                                                      NaN   \n",
-       "98                                                      NaN   \n",
-       "101                                                     NaN   \n",
+       "68                                                      NaN   \n",
+       "82                                                      NaN   \n",
+       "91                                                      NaN   \n",
+       "94                                                      NaN   \n",
+       "167                                    [alicia a. chaparro]   \n",
        "...                                                     ...   \n",
-       "10989595                                     [josé cázares]   \n",
-       "10989603                               [luana bastos morey]   \n",
-       "10989605  [lyudmila nikolaevna antipenko (russian transl...   \n",
-       "10989619                                                NaN   \n",
-       "10989644                                                NaN   \n",
+       "11349563                                     [josé cázares]   \n",
+       "11349569                               [luana bastos morey]   \n",
+       "11349571  [lyudmila nikolaevna antipenko (russian transl...   \n",
+       "11349585                                                NaN   \n",
+       "11349602                                                NaN   \n",
        "\n",
        "                                                       urls primary_email  \\\n",
-       "46        [[currículo lattes, https://wwws.cnpq.br/cvlat...          <NA>   \n",
-       "74                                                      NaN          <NA>   \n",
-       "88                                                      NaN          <NA>   \n",
-       "98                                                      NaN          <NA>   \n",
-       "101                                                     NaN          <NA>   \n",
+       "68                                                      NaN          <NA>   \n",
+       "82                                                      NaN          <NA>   \n",
+       "91                                                      NaN          <NA>   \n",
+       "94                                                      NaN          <NA>   \n",
+       "167                                                     NaN          <NA>   \n",
        "...                                                     ...           ...   \n",
-       "10989595  [[linkedin, https://www.linkedin.com/feed/], [...          <NA>   \n",
-       "10989603  [[site da equipe unidos pela saúde  (voluntári...          <NA>   \n",
-       "10989605                                                NaN          <NA>   \n",
-       "10989619                                                NaN          <NA>   \n",
-       "10989644                                                NaN          <NA>   \n",
+       "11349563  [[linkedin, https://www.linkedin.com/feed/], [...          <NA>   \n",
+       "11349569  [[site da equipe unidos pela saúde  (voluntári...          <NA>   \n",
+       "11349571                                                NaN          <NA>   \n",
+       "11349585                                                NaN          <NA>   \n",
+       "11349602                                                NaN          <NA>   \n",
        "\n",
        "                                                   keywords  \\\n",
-       "46               [migration, prostate cancer, culture cell]   \n",
-       "74                                                      NaN   \n",
-       "88                                                      NaN   \n",
-       "98                                                      NaN   \n",
-       "101                                                     NaN   \n",
+       "68                                                      NaN   \n",
+       "82                                                      NaN   \n",
+       "91                                                      NaN   \n",
+       "94                                                      NaN   \n",
+       "167       [eficacia escoalr, factores asociados al logro...   \n",
        "...                                                     ...   \n",
-       "10989595  [industrial chemistry, chemistry, chemical bio...   \n",
-       "10989603  [libras; língua de sinais brasileira, tradução...   \n",
-       "10989605  [organic synthesis, structure elucidation, pha...   \n",
-       "10989619  [heavy metals, climate change, ecotoxicology, ...   \n",
-       "10989644                                                NaN   \n",
+       "11349563  [biotechnology, biosurfactants, chemical biolo...   \n",
+       "11349569  [tradução; língua espanhol; língua portuguesa;...   \n",
+       "11349571  [pharmaceutical chemistry, structure elucidati...   \n",
+       "11349585  [steroid hormones, ecotoxicology, heavy metals...   \n",
+       "11349602                                                NaN   \n",
        "\n",
        "                                               external_ids  \\\n",
-       "46                            [[researcherid, p-2223-2018]]   \n",
-       "74        [[researcherid, b-5471-2018], [scopus author i...   \n",
-       "88                                                      NaN   \n",
-       "98                                                      NaN   \n",
-       "101                                                     NaN   \n",
+       "68        [[researcherid, b-5471-2018], [scopus author i...   \n",
+       "82                                                      NaN   \n",
+       "91                                                      NaN   \n",
+       "94                                                      NaN   \n",
+       "167       [[researcherid, k-7451-2014], [scopus author i...   \n",
        "...                                                     ...   \n",
-       "10989595  [[researcherid, h-2597-2013], [scopus author i...   \n",
-       "10989603                                                NaN   \n",
-       "10989605  [[scopus author id, 55070809900], [researcheri...   \n",
-       "10989619  [[researcherid, i-6863-2013], [scopus author i...   \n",
-       "10989644                                                NaN   \n",
+       "11349563  [[researcherid, h-2597-2013], [scopus author i...   \n",
+       "11349569                                                NaN   \n",
+       "11349571  [[scopus author id, 55070809900], [researcheri...   \n",
+       "11349585  [[researcherid, i-6863-2013], [scopus author i...   \n",
+       "11349602                                                NaN   \n",
        "\n",
        "                                                  education  \\\n",
-       "46        [[morfologia, , universidade estadual paulista...   \n",
-       "74        [[finance, ph.d., university of michigan - ros...   \n",
-       "88        [[agribisnis, m.si, universitas hasanuddin, ma...   \n",
-       "98        [[school of electrical and information enginee...   \n",
-       "101       [[département deconomie sociologie rurale et t...   \n",
+       "68        [[finance, ph.d., university of michigan - ros...   \n",
+       "82        [[agribisnis, m.si, universitas hasanuddin, ma...   \n",
+       "91        [[school of electrical and information enginee...   \n",
+       "94        [[département deconomie sociologie rurale et t...   \n",
+       "167       [[facultad de psicología, doctorado en análisi...   \n",
        "...                                                     ...   \n",
-       "10989595  [[charles friedel, postdoc, école nationale su...   \n",
-       "10989603  [[pós-graduação em tecnologia em saúde stricto...   \n",
-       "10989605  [[centre for nanomaterials, advanced technolog...   \n",
-       "10989619  [[, phd, university of coimbra, coimbra, , pt,...   \n",
-       "10989644  [[institute of animal nutrition, master degree...   \n",
+       "11349563  [[charles friedel, postdoc, école nationale su...   \n",
+       "11349569  [[pós-graduação em tecnologia em saúde stricto...   \n",
+       "11349571  [[centre for nanomaterials, advanced technolog...   \n",
+       "11349585  [[, phd, university of coimbra, coimbra, , pt,...   \n",
+       "11349602  [[institute of animal nutrition, master degree...   \n",
        "\n",
        "                                                 employment  n_works  \\\n",
-       "46        [[, universidade estadual paulista (unesp), in...        0   \n",
-       "74        [[professor of finance, bryant university, smi...       34   \n",
-       "88        [[s.p, universitas muslim maros, maros, , id, ...        0   \n",
-       "98        [[lecturer, university of faisalabad, faisalab...        1   \n",
-       "101       [[, institut national de la recherche agronomi...        0   \n",
+       "68        [[professor of finance, bryant university, smi...       34   \n",
+       "82        [[s.p, universitas muslim maros, maros, , id, ...        0   \n",
+       "91        [[lecturer, university of faisalabad, faisalab...        1   \n",
+       "94        [[, institut national de la recherche agronomi...        0   \n",
+       "167       [[investigador titutal c, universidad autonoma...       45   \n",
        "...                                                     ...      ...   \n",
-       "10989595  [[mtc, polioles, mexico, , mx, , ], [head of r...       17   \n",
-       "10989603  [[professora de espanhol e português para estr...        7   \n",
-       "10989605  [[visiting scientist, north dakota state unive...       35   \n",
-       "10989619  [[senior researcher, university of coimbra, co...       95   \n",
-       "10989644  [[master, sichuan agricultural university , ch...        0   \n",
+       "11349563  [[mtc, polioles, mexico, , mx, , ], [head of r...       17   \n",
+       "11349569  [[professora de espanhol e português para estr...        7   \n",
+       "11349571  [[visiting scientist, north dakota state unive...       35   \n",
+       "11349585  [[senior researcher, university of coimbra, co...       95   \n",
+       "11349602  [[master, sichuan agricultural university , ch...        0   \n",
        "\n",
        "                                               works_source  \\\n",
-       "46                                                      NaN   \n",
-       "74                                            [a. can inci]   \n",
-       "88                                                      NaN   \n",
-       "98         [multidisciplinary digital publishing institute]   \n",
-       "101                                                     NaN   \n",
+       "68                                            [a. can inci]   \n",
+       "82                                                      NaN   \n",
+       "91         [multidisciplinary digital publishing institute]   \n",
+       "94                                                      NaN   \n",
+       "167            [alicia alelí chaparro caso-lópez, crossref]   \n",
        "...                                                     ...   \n",
-       "10989595  [crossref metadata search, scopus - elsevier, ...   \n",
-       "10989603                              [luana arrial bastos]   \n",
-       "10989605  [crossref metadata search, scopus - elsevier, ...   \n",
-       "10989619  [ciênciavitae, scopus - elsevier, pg cardoso, ...   \n",
-       "10989644                                                NaN   \n",
+       "11349563  [crossref metadata search, scopus - elsevier, ...   \n",
+       "11349569                              [luana arrial bastos]   \n",
+       "11349571  [crossref metadata search, scopus - elsevier, ...   \n",
+       "11349585  [ciênciavitae, scopus - elsevier, pg cardoso, ...   \n",
+       "11349602                                                NaN   \n",
        "\n",
        "                          activation_date                 last_update_date  \\\n",
-       "46       2018-08-09 12:12:24.405000+00:00 2020-04-22 01:38:03.184000+00:00   \n",
-       "74       2018-01-20 02:58:05.199000+00:00 2020-06-16 12:35:09.403000+00:00   \n",
-       "88       2018-02-12 02:08:37.018000+00:00 2018-02-12 02:22:33.378000+00:00   \n",
-       "98       2017-07-06 10:29:17.738000+00:00 2020-08-01 05:18:53.393000+00:00   \n",
-       "101      2018-02-15 09:54:59.943000+00:00 2018-02-15 10:19:27.869000+00:00   \n",
+       "68       2018-01-20 02:58:05.199000+00:00 2020-06-16 12:35:09.403000+00:00   \n",
+       "82       2018-02-12 02:08:37.018000+00:00 2018-02-12 02:22:33.378000+00:00   \n",
+       "91       2017-07-06 10:29:17.738000+00:00 2020-08-01 05:18:53.393000+00:00   \n",
+       "94       2018-02-15 09:54:59.943000+00:00 2018-02-15 10:19:27.869000+00:00   \n",
+       "167      2014-09-15 00:28:08.963000+00:00 2020-08-18 19:42:26.026000+00:00   \n",
        "...                                   ...                              ...   \n",
-       "10989595 2013-07-09 14:39:30.950000+00:00 2020-12-10 17:42:20.176000+00:00   \n",
-       "10989603 2017-05-11 13:14:59.372000+00:00 2020-12-08 20:18:24.163000+00:00   \n",
-       "10989605 2014-02-19 08:15:15.698000+00:00 2020-12-09 18:14:17.963000+00:00   \n",
-       "10989619 2013-11-26 10:59:34.331000+00:00 2020-12-02 15:28:26.221000+00:00   \n",
-       "10989644 2020-12-11 02:11:51.808000+00:00 2020-12-11 03:25:28.263000+00:00   \n",
+       "11349563 2013-07-09 14:39:30.950000+00:00 2020-12-10 17:42:20.176000+00:00   \n",
+       "11349569 2017-05-11 13:14:59.372000+00:00 2020-12-08 20:18:24.163000+00:00   \n",
+       "11349571 2014-02-19 08:15:15.698000+00:00 2020-12-09 18:14:17.963000+00:00   \n",
+       "11349585 2013-11-26 10:59:34.331000+00:00 2020-12-02 15:28:26.221000+00:00   \n",
+       "11349602 2020-12-11 02:11:51.808000+00:00 2020-12-11 03:25:28.263000+00:00   \n",
        "\n",
-       "          n_doi  n_arxiv  n_pmc  n_other_pids  label primary_email_domain  \\\n",
-       "46            0        0      0             0  False                  NaN   \n",
-       "74            0        0      0             0  False                  NaN   \n",
-       "88            0        0      0             0  False                  NaN   \n",
-       "98            1        0      0             0   True                  NaN   \n",
-       "101           0        0      0             0  False                  NaN   \n",
-       "...         ...      ...    ...           ...    ...                  ...   \n",
-       "10989595     17        0      0            29  False                  NaN   \n",
-       "10989603      0        0      0             0  False                  NaN   \n",
-       "10989605     28        0     11            17   True                  NaN   \n",
-       "10989619     90        0      0            42  False                  NaN   \n",
-       "10989644      0        0      0             0  False                  NaN   \n",
+       "          n_doi  n_arxiv  n_pmc  n_other_pids other_urls  label  \\\n",
+       "68            0        0      0             0        NaN  False   \n",
+       "82            0        0      0             0        NaN  False   \n",
+       "91            1        0      0             0        NaN   True   \n",
+       "94            0        0      0             0        NaN  False   \n",
+       "167           4        0      0            25        NaN   True   \n",
+       "...         ...      ...    ...           ...        ...    ...   \n",
+       "11349563     17        0      0            29        NaN  False   \n",
+       "11349569      0        0      0             0        NaN  False   \n",
+       "11349571     28        0     11            17        NaN   True   \n",
+       "11349585     90        0      0            42        NaN  False   \n",
+       "11349602      0        0      0             0        NaN  False   \n",
        "\n",
-       "         other_email_domains  \\\n",
-       "46                       NaN   \n",
-       "74                       NaN   \n",
-       "88                       NaN   \n",
-       "98                       NaN   \n",
-       "101                      NaN   \n",
-       "...                      ...   \n",
-       "10989595                 NaN   \n",
-       "10989603                 NaN   \n",
-       "10989605                 NaN   \n",
-       "10989619                 NaN   \n",
-       "10989644                 NaN   \n",
+       "         primary_email_domain other_email_domains  \\\n",
+       "68                        NaN                 NaN   \n",
+       "82                        NaN                 NaN   \n",
+       "91                        NaN                 NaN   \n",
+       "94                        NaN                 NaN   \n",
+       "167                       NaN                 NaN   \n",
+       "...                       ...                 ...   \n",
+       "11349563                  NaN                 NaN   \n",
+       "11349569                  NaN                 NaN   \n",
+       "11349571                  NaN                 NaN   \n",
+       "11349585                  NaN                 NaN   \n",
+       "11349602                  NaN                 NaN   \n",
        "\n",
-       "                                                url_domains  n_emails  n_urls  \\\n",
-       "46                                  [cnpq.br, linkedin.com]      <NA>       2   \n",
-       "74                                                      NaN      <NA>    <NA>   \n",
-       "88                                                      NaN      <NA>    <NA>   \n",
-       "98                                                      NaN      <NA>    <NA>   \n",
-       "101                                                     NaN      <NA>    <NA>   \n",
-       "...                                                     ...       ...     ...   \n",
-       "10989595       [linkedin.com, google.com, researchgate.net]      <NA>       3   \n",
-       "10989603  [unidospelasaude.com.br, facebook.com, faceboo...      <NA>       4   \n",
-       "10989605                                                NaN      <NA>    <NA>   \n",
-       "10989619                                                NaN      <NA>    <NA>   \n",
-       "10989644                                                NaN      <NA>    <NA>   \n",
+       "                                           url_domains other_url_domains  \\\n",
+       "68                                                 NaN               NaN   \n",
+       "82                                                 NaN               NaN   \n",
+       "91                                                 NaN               NaN   \n",
+       "94                                                 NaN               NaN   \n",
+       "167                                                NaN               NaN   \n",
+       "...                                                ...               ...   \n",
+       "11349563  {google.com, researchgate.net, linkedin.com}               NaN   \n",
+       "11349569        {facebook.com, unidospelasaude.com.br}               NaN   \n",
+       "11349571                                           NaN               NaN   \n",
+       "11349585                                           NaN               NaN   \n",
+       "11349602                                           NaN               NaN   \n",
        "\n",
-       "          n_ids  n_keywords  n_education  n_employment  \\\n",
-       "46            1           3            1             1   \n",
-       "74            2        <NA>            4             5   \n",
-       "88         <NA>        <NA>            1             1   \n",
-       "98         <NA>        <NA>            1             1   \n",
-       "101        <NA>        <NA>            1             1   \n",
-       "...         ...         ...          ...           ...   \n",
-       "10989595      2           5            3             3   \n",
-       "10989603   <NA>           2            4             3   \n",
-       "10989605      2           5            7             8   \n",
-       "10989619      3           7            1             3   \n",
-       "10989644   <NA>        <NA>            2             1   \n",
+       "          n_emails  n_urls  n_ids  n_keywords  n_education  n_employment  \\\n",
+       "68            <NA>    <NA>      2        <NA>            4             5   \n",
+       "82            <NA>    <NA>   <NA>        <NA>            1             1   \n",
+       "91            <NA>    <NA>   <NA>        <NA>            1             1   \n",
+       "94            <NA>    <NA>   <NA>        <NA>            1             1   \n",
+       "167           <NA>    <NA>      2           3            4             5   \n",
+       "...            ...     ...    ...         ...          ...           ...   \n",
+       "11349563      <NA>       3      2           5            3             3   \n",
+       "11349569      <NA>       2   <NA>           2            4             3   \n",
+       "11349571      <NA>    <NA>      2           5            7             8   \n",
+       "11349585      <NA>    <NA>      3           7            1             3   \n",
+       "11349602      <NA>    <NA>   <NA>        <NA>            2             1   \n",
        "\n",
        "                                           ext_works_source  \\\n",
-       "46                                                      NaN   \n",
-       "74                                                       []   \n",
-       "88                                                      NaN   \n",
-       "98         [multidisciplinary digital publishing institute]   \n",
-       "101                                                     NaN   \n",
+       "68                                                       []   \n",
+       "82                                                      NaN   \n",
+       "91         [multidisciplinary digital publishing institute]   \n",
+       "94                                                      NaN   \n",
+       "167                                              [crossref]   \n",
        "...                                                     ...   \n",
-       "10989595      [crossref metadata search, scopus - elsevier]   \n",
-       "10989603                                                 []   \n",
-       "10989605  [crossref metadata search, scopus - elsevier, ...   \n",
-       "10989619  [ciênciavitae, scopus - elsevier, pg cardoso, ...   \n",
-       "10989644                                                NaN   \n",
+       "11349563      [crossref metadata search, scopus - elsevier]   \n",
+       "11349569                                                 []   \n",
+       "11349571  [crossref metadata search, scopus - elsevier, ...   \n",
+       "11349585  [ciênciavitae, scopus - elsevier, pg cardoso, ...   \n",
+       "11349602                                                NaN   \n",
        "\n",
        "          n_ext_work_source authoritative  n_valid_education  \n",
-       "46                     <NA>         False                0.0  \n",
-       "74                        0         False                0.0  \n",
-       "88                     <NA>         False                0.0  \n",
-       "98                        1          True                0.0  \n",
-       "101                    <NA>         False                0.0  \n",
+       "68                        0         False                0.0  \n",
+       "82                     <NA>         False                0.0  \n",
+       "91                        1          True                0.0  \n",
+       "94                     <NA>         False                0.0  \n",
+       "167                       1          True                0.0  \n",
        "...                     ...           ...                ...  \n",
-       "10989595                  2          True                0.0  \n",
-       "10989603                  0         False                3.0  \n",
-       "10989605                  4          True                4.0  \n",
-       "10989619                  4          True                0.0  \n",
-       "10989644               <NA>         False                1.0  \n",
+       "11349563                  2          True                0.0  \n",
+       "11349569                  0         False                3.0  \n",
+       "11349571                  4          True                4.0  \n",
+       "11349585                  4          True                0.0  \n",
+       "11349602               <NA>         False                1.0  \n",
        "\n",
-       "[641229 rows x 35 columns]"
+       "[653409 rows x 37 columns]"
       ]
      },
-     "execution_count": 77,
+     "execution_count": 98,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -17467,15 +14008,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 78,
+   "execution_count": 99,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "count    2.680488e+06\n",
-       "mean     1.664713e+00\n",
-       "std      1.530077e+00\n",
+       "count    2.750231e+06\n",
+       "mean     1.666351e+00\n",
+       "std      1.537579e+00\n",
        "min      1.000000e+00\n",
        "25%      1.000000e+00\n",
        "50%      1.000000e+00\n",
@@ -17484,7 +14025,7 @@
        "Name: n_employment, dtype: float64"
       ]
      },
-     "execution_count": 78,
+     "execution_count": 99,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -17495,7 +14036,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 79,
+   "execution_count": 100,
    "metadata": {},
    "outputs": [
     {
@@ -17540,10 +14081,12 @@
        "      <th>n_arxiv</th>\n",
        "      <th>n_pmc</th>\n",
        "      <th>n_other_pids</th>\n",
+       "      <th>other_urls</th>\n",
        "      <th>label</th>\n",
        "      <th>primary_email_domain</th>\n",
        "      <th>other_email_domains</th>\n",
        "      <th>url_domains</th>\n",
+       "      <th>other_url_domains</th>\n",
        "      <th>n_emails</th>\n",
        "      <th>n_urls</th>\n",
        "      <th>n_ids</th>\n",
@@ -17558,7 +14101,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>8289432</th>\n",
+       "      <th>5725751</th>\n",
        "      <td>0000-0002-0293-964X</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -17568,22 +14111,24 @@
        "      <td>[唐本忠]</td>\n",
        "      <td>[[homepage, http://ihome.ust.hk/~tangbenz/]]</td>\n",
        "      <td>tangbenz@ust.hk</td>\n",
-       "      <td>[light-emitting molecules, polymer chemistry, ...</td>\n",
+       "      <td>[light-emitting molecules, hyperbranched polym...</td>\n",
        "      <td>[[hkust profile, tang-benzhong], [researcherid...</td>\n",
        "      <td>[[department of chemistry and faculty of pharm...</td>\n",
        "      <td>[[chair professor, division of biomedical engi...</td>\n",
-       "      <td>422</td>\n",
+       "      <td>435</td>\n",
        "      <td>[tang, benzhong, crossref]</td>\n",
        "      <td>2015-03-13 00:28:33.270000+00:00</td>\n",
-       "      <td>2021-03-23 07:56:34.824000+00:00</td>\n",
-       "      <td>359</td>\n",
+       "      <td>2021-05-03 16:55:47.245000+00:00</td>\n",
+       "      <td>372</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>ust.hk</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[ust.hk]</td>\n",
+       "      <td>{ust.hk}</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>1</td>\n",
        "      <td>3</td>\n",
@@ -17601,43 +14146,46 @@
       ],
       "text/plain": [
        "                       orcid  verified_email  verified_primary_email  \\\n",
-       "8289432  0000-0002-0293-964X            True                    True   \n",
+       "5725751  0000-0002-0293-964X            True                    True   \n",
        "\n",
        "        given_names family_name biography other_names  \\\n",
-       "8289432   ben zhong        tang      <NA>       [唐本忠]   \n",
+       "5725751   ben zhong        tang      <NA>       [唐本忠]   \n",
        "\n",
        "                                                 urls    primary_email  \\\n",
-       "8289432  [[homepage, http://ihome.ust.hk/~tangbenz/]]  tangbenz@ust.hk   \n",
+       "5725751  [[homepage, http://ihome.ust.hk/~tangbenz/]]  tangbenz@ust.hk   \n",
        "\n",
        "                                                  keywords  \\\n",
-       "8289432  [light-emitting molecules, polymer chemistry, ...   \n",
+       "5725751  [light-emitting molecules, hyperbranched polym...   \n",
        "\n",
        "                                              external_ids  \\\n",
-       "8289432  [[hkust profile, tang-benzhong], [researcherid...   \n",
+       "5725751  [[hkust profile, tang-benzhong], [researcherid...   \n",
        "\n",
        "                                                 education  \\\n",
-       "8289432  [[department of chemistry and faculty of pharm...   \n",
+       "5725751  [[department of chemistry and faculty of pharm...   \n",
        "\n",
        "                                                employment  n_works  \\\n",
-       "8289432  [[chair professor, division of biomedical engi...      422   \n",
+       "5725751  [[chair professor, division of biomedical engi...      435   \n",
        "\n",
        "                       works_source                  activation_date  \\\n",
-       "8289432  [tang, benzhong, crossref] 2015-03-13 00:28:33.270000+00:00   \n",
+       "5725751  [tang, benzhong, crossref] 2015-03-13 00:28:33.270000+00:00   \n",
        "\n",
        "                        last_update_date  n_doi  n_arxiv  n_pmc  n_other_pids  \\\n",
-       "8289432 2021-03-23 07:56:34.824000+00:00    359        0      0             0   \n",
+       "5725751 2021-05-03 16:55:47.245000+00:00    372        0      0             0   \n",
        "\n",
-       "         label primary_email_domain other_email_domains url_domains  n_emails  \\\n",
-       "8289432  False               ust.hk                 NaN    [ust.hk]      <NA>   \n",
+       "        other_urls  label primary_email_domain other_email_domains  \\\n",
+       "5725751        NaN  False               ust.hk                 NaN   \n",
        "\n",
-       "         n_urls  n_ids  n_keywords  n_education  n_employment  \\\n",
-       "8289432       1      3           7            7           198   \n",
+       "        url_domains other_url_domains  n_emails  n_urls  n_ids  n_keywords  \\\n",
+       "5725751    {ust.hk}               NaN      <NA>       1      3           7   \n",
        "\n",
-       "        ext_works_source  n_ext_work_source authoritative  n_valid_education  \n",
-       "8289432       [crossref]                  1          True                3.0  "
+       "         n_education  n_employment ext_works_source  n_ext_work_source  \\\n",
+       "5725751            7           198       [crossref]                  1   \n",
+       "\n",
+       "        authoritative  n_valid_education  \n",
+       "5725751          True                3.0  "
       ]
      },
-     "execution_count": 79,
+     "execution_count": 100,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -17655,7 +14203,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 80,
+   "execution_count": 101,
    "metadata": {},
    "outputs": [
     {
@@ -17691,90 +14239,90 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>0000-0001-6220-5683</td>\n",
-       "      <td>[research scientist, new york university abu d...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
        "      <td>0000-0001-7071-8294</td>\n",
        "      <td>[researcher (academic), universidad de zaragoz...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
+       "      <th>3</th>\n",
        "      <td>0000-0001-7071-8294</td>\n",
        "      <td>[researcher (academic), instituto de síntesis ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6</th>\n",
+       "      <th>5</th>\n",
        "      <td>0000-0001-7402-0096</td>\n",
        "      <td>[, kth royal institute of technology, stockhol...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0000-0001-8315-2066</td>\n",
+       "      <td>[, universidad de córdoba, córdoba, andalucía,...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989643</th>\n",
+       "      <th>11349601</th>\n",
        "      <td>0000-0003-2606-0936</td>\n",
        "      <td>[post-doc, institute of biochemistry and cell ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989644</th>\n",
+       "      <th>11349602</th>\n",
        "      <td>0000-0002-1686-1935</td>\n",
        "      <td>[master, sichuan agricultural university , che...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989645</th>\n",
+       "      <th>11349603</th>\n",
        "      <td>0000-0002-3800-6331</td>\n",
        "      <td>[assistant professor, baruch college, city uni...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989645</th>\n",
+       "      <th>11349603</th>\n",
        "      <td>0000-0002-3800-6331</td>\n",
        "      <td>[postdoctoral scholar, university of californi...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989647</th>\n",
+       "      <th>11349605</th>\n",
        "      <td>0000-0002-7584-2283</td>\n",
        "      <td>[lecturer, henan institute of science and tech...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>4462243 rows × 2 columns</p>\n",
+       "<p>4582849 rows × 2 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "                        orcid  \\\n",
        "1         0000-0001-6112-5550   \n",
-       "3         0000-0001-6220-5683   \n",
-       "4         0000-0001-7071-8294   \n",
-       "4         0000-0001-7071-8294   \n",
-       "6         0000-0001-7402-0096   \n",
+       "3         0000-0001-7071-8294   \n",
+       "3         0000-0001-7071-8294   \n",
+       "5         0000-0001-7402-0096   \n",
+       "8         0000-0001-8315-2066   \n",
        "...                       ...   \n",
-       "10989643  0000-0003-2606-0936   \n",
-       "10989644  0000-0002-1686-1935   \n",
-       "10989645  0000-0002-3800-6331   \n",
-       "10989645  0000-0002-3800-6331   \n",
-       "10989647  0000-0002-7584-2283   \n",
+       "11349601  0000-0003-2606-0936   \n",
+       "11349602  0000-0002-1686-1935   \n",
+       "11349603  0000-0002-3800-6331   \n",
+       "11349603  0000-0002-3800-6331   \n",
+       "11349605  0000-0002-7584-2283   \n",
        "\n",
        "                                                 employment  \n",
        "1         [professor, peoples friendship university of r...  \n",
-       "3         [research scientist, new york university abu d...  \n",
-       "4         [researcher (academic), universidad de zaragoz...  \n",
-       "4         [researcher (academic), instituto de síntesis ...  \n",
-       "6         [, kth royal institute of technology, stockhol...  \n",
+       "3         [researcher (academic), universidad de zaragoz...  \n",
+       "3         [researcher (academic), instituto de síntesis ...  \n",
+       "5         [, kth royal institute of technology, stockhol...  \n",
+       "8         [, universidad de córdoba, córdoba, andalucía,...  \n",
        "...                                                     ...  \n",
-       "10989643  [post-doc, institute of biochemistry and cell ...  \n",
-       "10989644  [master, sichuan agricultural university , che...  \n",
-       "10989645  [assistant professor, baruch college, city uni...  \n",
-       "10989645  [postdoctoral scholar, university of californi...  \n",
-       "10989647  [lecturer, henan institute of science and tech...  \n",
+       "11349601  [post-doc, institute of biochemistry and cell ...  \n",
+       "11349602  [master, sichuan agricultural university , che...  \n",
+       "11349603  [assistant professor, baruch college, city uni...  \n",
+       "11349603  [postdoctoral scholar, university of californi...  \n",
+       "11349605  [lecturer, henan institute of science and tech...  \n",
        "\n",
-       "[4462243 rows x 2 columns]"
+       "[4582849 rows x 2 columns]"
       ]
      },
-     "execution_count": 80,
+     "execution_count": 101,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -17786,7 +14334,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 81,
+   "execution_count": 102,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -17795,7 +14343,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 82,
+   "execution_count": 103,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -17804,134 +14352,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
-   "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>id</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>0000-0001-5000-0031</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>0000-0001-5000-0138</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>0000-0001-5000-0170</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>0000-0001-5000-0218</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>0000-0001-5000-0226</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2680483</th>\n",
-       "      <td>0000-0003-4999-9831</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2680484</th>\n",
-       "      <td>0000-0003-4999-9890</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2680485</th>\n",
-       "      <td>0000-0003-4999-992X</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2680486</th>\n",
-       "      <td>0000-0003-4999-9938</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2680487</th>\n",
-       "      <td>0000-0003-4999-9954</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>2680488 rows × 2 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                       orcid  id\n",
-       "0        0000-0001-5000-0031   1\n",
-       "1        0000-0001-5000-0138   1\n",
-       "2        0000-0001-5000-0170   2\n",
-       "3        0000-0001-5000-0218   1\n",
-       "4        0000-0001-5000-0226   1\n",
-       "...                      ...  ..\n",
-       "2680483  0000-0003-4999-9831   1\n",
-       "2680484  0000-0003-4999-9890   1\n",
-       "2680485  0000-0003-4999-992X   0\n",
-       "2680486  0000-0003-4999-9938   1\n",
-       "2680487  0000-0003-4999-9954   2\n",
-       "\n",
-       "[2680488 rows x 2 columns]"
-      ]
-     },
-     "execution_count": 83,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "exploded_employment.groupby('orcid').id.count().reset_index()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 84,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df = df.merge(exploded_employment.groupby('orcid').id.count().reset_index(), on='orcid', how='left')\n",
-    "df.rename(columns={'id': 'n_valid_employment'}, inplace=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 85,
+   "execution_count": 104,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# exploded_employment.groupby('orcid').id.count().reset_index()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 105,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = df.merge(exploded_employment.groupby('orcid').id.count().reset_index(), on='orcid', how='left')\n",
+    "df.rename(columns={'id': 'n_valid_employment'}, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 106,
    "metadata": {},
    "outputs": [
     {
@@ -17976,10 +14416,12 @@
        "      <th>n_arxiv</th>\n",
        "      <th>n_pmc</th>\n",
        "      <th>n_other_pids</th>\n",
+       "      <th>other_urls</th>\n",
        "      <th>label</th>\n",
        "      <th>primary_email_domain</th>\n",
        "      <th>other_email_domains</th>\n",
        "      <th>url_domains</th>\n",
+       "      <th>other_url_domains</th>\n",
        "      <th>n_emails</th>\n",
        "      <th>n_urls</th>\n",
        "      <th>n_ids</th>\n",
@@ -17996,45 +14438,6 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>0000-0001-6220-5683</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[research scientist, new york university abu ...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2015-08-18 12:36:45.307000+00:00</td>\n",
-       "      <td>2020-09-23 13:37:54.180000+00:00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
        "      <td>0000-0001-7071-8294</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -18056,10 +14459,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -18073,7 +14478,7 @@
        "      <td>1.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6</th>\n",
+       "      <th>5</th>\n",
        "      <td>0000-0001-7402-0096</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -18095,10 +14500,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[kth.se]</td>\n",
+       "      <td>{kth.se}</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -18112,7 +14519,7 @@
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>11</th>\n",
+       "      <th>10</th>\n",
        "      <td>0000-0001-8377-3508</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -18134,10 +14541,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[cnpq.br]</td>\n",
+       "      <td>{cnpq.br}</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -18151,7 +14560,7 @@
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>38</th>\n",
+       "      <th>35</th>\n",
        "      <td>0000-0002-6508-6998</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -18173,10 +14582,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -18190,6 +14601,47 @@
        "      <td>1.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>0000-0003-2259-7023</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>[applied oceanography]</td>\n",
+       "      <td>[[scopus author id, 57189297461]]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[[researcher, ministry of marine affairs and f...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>[scopus - elsevier]</td>\n",
+       "      <td>2019-05-02 07:29:45.597000+00:00</td>\n",
+       "      <td>2019-06-27 00:38:22.964000+00:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
@@ -18227,48 +14679,93 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989632</th>\n",
-       "      <td>0000-0001-9133-2366</td>\n",
+       "      <th>11349589</th>\n",
+       "      <td>0000-0002-5204-5302</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>søren</td>\n",
-       "      <td>staugaard</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>sabri</td>\n",
+       "      <td>alshboul</td>\n",
+       "      <td>i specialize in the cross-linguistic study of ...</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[[aarhus university profile page, http://pure....</td>\n",
+       "      <td>[[a member in the association of professors of...</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
+       "      <td>[linguistics/english/morphology/ syntax/actfl]</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>[[linguistics, phd, university of kansas, lawr...</td>\n",
+       "      <td>[[director, language centter , zarqa , zarqa ,...</td>\n",
+       "      <td>15</td>\n",
+       "      <td>[sabri shehadeh yusuf alshboul]</td>\n",
+       "      <td>2016-12-10 09:09:48.405000+00:00</td>\n",
+       "      <td>2020-11-28 18:51:42.007000+00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[[, , aarhus universitet, aarhus, , dk, 1006, ...</td>\n",
-       "      <td>[[, aarhus university, aarhus c, , dk, , ], [s...</td>\n",
-       "      <td>29</td>\n",
-       "      <td>[aarhus university, crossref]</td>\n",
-       "      <td>2013-03-19 11:34:48.477000+00:00</td>\n",
-       "      <td>2020-12-07 08:03:23.190000+00:00</td>\n",
-       "      <td>14</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{apetau.com, facebook.com}</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>2</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>[]</td>\n",
        "      <td>0</td>\n",
-       "      <td>10</td>\n",
-       "      <td>35</td>\n",
+       "      <td>False</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11349592</th>\n",
+       "      <td>0000-0002-6096-5272</td>\n",
+       "      <td>True</td>\n",
        "      <td>True</td>\n",
+       "      <td>sérgio wilson</td>\n",
+       "      <td>lima de amorim</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[au.dk, au.dk]</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>2</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[[estado gobierno y políticas públicas, maestr...</td>\n",
+       "      <td>[[, caixa econômica federal, rio de janeiro, r...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2018-12-29 21:47:19.630000+00:00</td>\n",
+       "      <td>2020-12-11 13:40:31.295000+00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
        "      <td>3</td>\n",
-       "      <td>[aarhus university, crossref]</td>\n",
-       "      <td>2</td>\n",
-       "      <td>True</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989634</th>\n",
+       "      <th>11349595</th>\n",
        "      <td>0000-0001-8494-2123</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -18290,10 +14787,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -18307,7 +14806,7 @@
        "      <td>4.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989636</th>\n",
+       "      <th>11349597</th>\n",
        "      <td>0000-0002-2906-0299</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -18317,7 +14816,7 @@
        "      <td>[tiffany russel sia]</td>\n",
        "      <td>[[social neuroscience website profile, http://...</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[microfluidics, spect, fluorine-18, cancer, cl...</td>\n",
+       "      <td>[fluorine-18, radiolabelling, oxytocin, galliu...</td>\n",
        "      <td>[[researcherid, a-2121-2017]]</td>\n",
        "      <td>[[faculty of medicine, master in pharmaceutica...</td>\n",
        "      <td>[[clinical project lead, minomic international...</td>\n",
@@ -18329,10 +14828,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[oxytocin.com.au, linkedin.com]</td>\n",
+       "      <td>{oxytocin.com.au, linkedin.com}</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>2</td>\n",
        "      <td>1</td>\n",
@@ -18346,46 +14847,7 @@
        "      <td>1.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989639</th>\n",
-       "      <td>0000-0002-4422-4036</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>vijay</td>\n",
-       "      <td>krishnan</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[psychiatry, md, all india institute of medic...</td>\n",
-       "      <td>[[assistant professor, all india institute of ...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>[crossref]</td>\n",
-       "      <td>2015-05-28 17:24:39.519000+00:00</td>\n",
-       "      <td>2020-11-24 08:57:22.875000+00:00</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>2</td>\n",
-       "      <td>5</td>\n",
-       "      <td>[crossref]</td>\n",
-       "      <td>1</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10989645</th>\n",
+       "      <th>11349603</th>\n",
        "      <td>0000-0002-3800-6331</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -18407,10 +14869,12 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -18425,196 +14889,235 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>1036967 rows × 36 columns</p>\n",
+       "<p>1065827 rows × 38 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "                        orcid  verified_email  verified_primary_email  \\\n",
-       "3         0000-0001-6220-5683            True                    True   \n",
-       "4         0000-0001-7071-8294            True                    True   \n",
-       "6         0000-0001-7402-0096            True                    True   \n",
-       "11        0000-0001-8377-3508            True                    True   \n",
-       "38        0000-0002-6508-6998            True                    True   \n",
+       "3         0000-0001-7071-8294            True                    True   \n",
+       "5         0000-0001-7402-0096            True                    True   \n",
+       "10        0000-0001-8377-3508            True                    True   \n",
+       "35        0000-0002-6508-6998            True                    True   \n",
+       "45        0000-0003-2259-7023            True                    True   \n",
        "...                       ...             ...                     ...   \n",
-       "10989632  0000-0001-9133-2366            True                    True   \n",
-       "10989634  0000-0001-8494-2123            True                    True   \n",
-       "10989636  0000-0002-2906-0299            True                    True   \n",
-       "10989639  0000-0002-4422-4036            True                    True   \n",
-       "10989645  0000-0002-3800-6331            True                    True   \n",
+       "11349589  0000-0002-5204-5302            True                    True   \n",
+       "11349592  0000-0002-6096-5272            True                    True   \n",
+       "11349595  0000-0001-8494-2123            True                    True   \n",
+       "11349597  0000-0002-2906-0299            True                    True   \n",
+       "11349603  0000-0002-3800-6331            True                    True   \n",
+       "\n",
+       "            given_names     family_name  \\\n",
+       "3                  <NA>            <NA>   \n",
+       "5                  <NA>            <NA>   \n",
+       "10                 <NA>            <NA>   \n",
+       "35                 <NA>            <NA>   \n",
+       "45                 <NA>            <NA>   \n",
+       "...                 ...             ...   \n",
+       "11349589          sabri        alshboul   \n",
+       "11349592  sérgio wilson  lima de amorim   \n",
+       "11349595          tarun            jain   \n",
+       "11349597        tiffany          mackay   \n",
+       "11349603        zachary        calamari   \n",
        "\n",
-       "         given_names family_name biography                 other_names  \\\n",
-       "3               <NA>        <NA>      <NA>                         NaN   \n",
-       "4               <NA>        <NA>      <NA>                         NaN   \n",
-       "6               <NA>        <NA>      <NA>                         NaN   \n",
-       "11              <NA>        <NA>      <NA>  [fontana, milena da silva]   \n",
-       "38              <NA>        <NA>      <NA>                         NaN   \n",
-       "...              ...         ...       ...                         ...   \n",
-       "10989632       søren   staugaard      <NA>                         NaN   \n",
-       "10989634       tarun        jain      <NA>                         NaN   \n",
-       "10989636     tiffany      mackay      <NA>        [tiffany russel sia]   \n",
-       "10989639       vijay    krishnan      <NA>                         NaN   \n",
-       "10989645     zachary    calamari      <NA>                         NaN   \n",
+       "                                                  biography  \\\n",
+       "3                                                      <NA>   \n",
+       "5                                                      <NA>   \n",
+       "10                                                     <NA>   \n",
+       "35                                                     <NA>   \n",
+       "45                                                     <NA>   \n",
+       "...                                                     ...   \n",
+       "11349589  i specialize in the cross-linguistic study of ...   \n",
+       "11349592                                               <NA>   \n",
+       "11349595                                               <NA>   \n",
+       "11349597                                               <NA>   \n",
+       "11349603                                               <NA>   \n",
+       "\n",
+       "                         other_names  \\\n",
+       "3                                NaN   \n",
+       "5                                NaN   \n",
+       "10        [fontana, milena da silva]   \n",
+       "35                               NaN   \n",
+       "45                               NaN   \n",
+       "...                              ...   \n",
+       "11349589                         NaN   \n",
+       "11349592                         NaN   \n",
+       "11349595                         NaN   \n",
+       "11349597        [tiffany russel sia]   \n",
+       "11349603                         NaN   \n",
        "\n",
        "                                                       urls primary_email  \\\n",
        "3                                                       NaN          <NA>   \n",
-       "4                                                       NaN          <NA>   \n",
-       "6         [[kth profile, https://www.kth.se/profile/toma...          <NA>   \n",
-       "11        [[currículo lattes, http://buscatextual.cnpq.b...          <NA>   \n",
-       "38                                                      NaN          <NA>   \n",
+       "5         [[kth profile, https://www.kth.se/profile/toma...          <NA>   \n",
+       "10        [[currículo lattes, http://buscatextual.cnpq.b...          <NA>   \n",
+       "35                                                      NaN          <NA>   \n",
+       "45                                                      NaN          <NA>   \n",
        "...                                                     ...           ...   \n",
-       "10989632  [[aarhus university profile page, http://pure....          <NA>   \n",
-       "10989634                                                NaN          <NA>   \n",
-       "10989636  [[social neuroscience website profile, http://...          <NA>   \n",
-       "10989639                                                NaN          <NA>   \n",
-       "10989645                                                NaN          <NA>   \n",
+       "11349589  [[a member in the association of professors of...          <NA>   \n",
+       "11349592                                                NaN          <NA>   \n",
+       "11349595                                                NaN          <NA>   \n",
+       "11349597  [[social neuroscience website profile, http://...          <NA>   \n",
+       "11349603                                                NaN          <NA>   \n",
        "\n",
        "                                                   keywords  \\\n",
        "3                                                       NaN   \n",
-       "4                                                       NaN   \n",
-       "6                                                       NaN   \n",
-       "11                     [educação; informática; matemática.]   \n",
-       "38                                                      NaN   \n",
+       "5                                                       NaN   \n",
+       "10                     [educação; informática; matemática.]   \n",
+       "35                                                      NaN   \n",
+       "45                                   [applied oceanography]   \n",
        "...                                                     ...   \n",
-       "10989632                                                NaN   \n",
-       "10989634  [pet/ct specialist; nuclear medicine physician...   \n",
-       "10989636  [microfluidics, spect, fluorine-18, cancer, cl...   \n",
-       "10989639                                                NaN   \n",
-       "10989645                                                NaN   \n",
+       "11349589     [linguistics/english/morphology/ syntax/actfl]   \n",
+       "11349592                                                NaN   \n",
+       "11349595  [pet/ct specialist; nuclear medicine physician...   \n",
+       "11349597  [fluorine-18, radiolabelling, oxytocin, galliu...   \n",
+       "11349603                                                NaN   \n",
        "\n",
-       "                           external_ids  \\\n",
-       "3                                   NaN   \n",
-       "4                                   NaN   \n",
-       "6                                   NaN   \n",
-       "11                                  NaN   \n",
-       "38                                  NaN   \n",
-       "...                                 ...   \n",
-       "10989632                            NaN   \n",
-       "10989634                            NaN   \n",
-       "10989636  [[researcherid, a-2121-2017]]   \n",
-       "10989639                            NaN   \n",
-       "10989645                            NaN   \n",
+       "                               external_ids  \\\n",
+       "3                                       NaN   \n",
+       "5                                       NaN   \n",
+       "10                                      NaN   \n",
+       "35                                      NaN   \n",
+       "45        [[scopus author id, 57189297461]]   \n",
+       "...                                     ...   \n",
+       "11349589                                NaN   \n",
+       "11349592                                NaN   \n",
+       "11349595                                NaN   \n",
+       "11349597      [[researcherid, a-2121-2017]]   \n",
+       "11349603                                NaN   \n",
        "\n",
        "                                                  education  \\\n",
        "3                                                       NaN   \n",
-       "4                                                       NaN   \n",
-       "6                                                       NaN   \n",
-       "11                                                      NaN   \n",
-       "38                                                      NaN   \n",
+       "5                                                       NaN   \n",
+       "10                                                      NaN   \n",
+       "35                                                      NaN   \n",
+       "45                                                      NaN   \n",
        "...                                                     ...   \n",
-       "10989632  [[, , aarhus universitet, aarhus, , dk, 1006, ...   \n",
-       "10989634                                                NaN   \n",
-       "10989636  [[faculty of medicine, master in pharmaceutica...   \n",
-       "10989639  [[psychiatry, md, all india institute of medic...   \n",
-       "10989645  [[richard gilder graduate school, phd in compa...   \n",
+       "11349589  [[linguistics, phd, university of kansas, lawr...   \n",
+       "11349592  [[estado gobierno y políticas públicas, maestr...   \n",
+       "11349595                                                NaN   \n",
+       "11349597  [[faculty of medicine, master in pharmaceutica...   \n",
+       "11349603  [[richard gilder graduate school, phd in compa...   \n",
        "\n",
        "                                                 employment  n_works  \\\n",
-       "3         [[research scientist, new york university abu ...        0   \n",
-       "4         [[researcher (academic), universidad de zarago...        0   \n",
-       "6         [[, kth royal institute of technology, stockho...        0   \n",
-       "11        [[, instituto federal de educação, ciência e t...        0   \n",
-       "38        [[researcher (academic), universidad de zarago...        0   \n",
+       "3         [[researcher (academic), universidad de zarago...        0   \n",
+       "5         [[, kth royal institute of technology, stockho...        0   \n",
+       "10        [[, instituto federal de educação, ciência e t...        0   \n",
+       "35        [[researcher (academic), universidad de zarago...        0   \n",
+       "45        [[researcher, ministry of marine affairs and f...        4   \n",
        "...                                                     ...      ...   \n",
-       "10989632  [[, aarhus university, aarhus c, , dk, , ], [s...       29   \n",
-       "10989634  [[assistant professor, mahatma gandhi medical ...        0   \n",
-       "10989636  [[clinical project lead, minomic international...       11   \n",
-       "10989639  [[assistant professor, all india institute of ...        2   \n",
-       "10989645  [[assistant professor, baruch college, city un...        7   \n",
+       "11349589  [[director, language centter , zarqa , zarqa ,...       15   \n",
+       "11349592  [[, caixa econômica federal, rio de janeiro, r...        0   \n",
+       "11349595  [[assistant professor, mahatma gandhi medical ...        0   \n",
+       "11349597  [[clinical project lead, minomic international...       11   \n",
+       "11349603  [[assistant professor, baruch college, city un...        7   \n",
        "\n",
        "                                               works_source  \\\n",
        "3                                                       NaN   \n",
-       "4                                                       NaN   \n",
-       "6                                                       NaN   \n",
-       "11                                                      NaN   \n",
-       "38                                                      NaN   \n",
+       "5                                                       NaN   \n",
+       "10                                                      NaN   \n",
+       "35                                                      NaN   \n",
+       "45                                      [scopus - elsevier]   \n",
        "...                                                     ...   \n",
-       "10989632                      [aarhus university, crossref]   \n",
-       "10989634                                                NaN   \n",
-       "10989636           [crossref, researcherid, tiffany mackay]   \n",
-       "10989639                                         [crossref]   \n",
-       "10989645  [crossref metadata search, zachary t. calamari...   \n",
+       "11349589                    [sabri shehadeh yusuf alshboul]   \n",
+       "11349592                                                NaN   \n",
+       "11349595                                                NaN   \n",
+       "11349597           [crossref, researcherid, tiffany mackay]   \n",
+       "11349603  [crossref metadata search, zachary t. calamari...   \n",
        "\n",
        "                          activation_date                 last_update_date  \\\n",
-       "3        2015-08-18 12:36:45.307000+00:00 2020-09-23 13:37:54.180000+00:00   \n",
-       "4        2014-03-10 13:22:01.966000+00:00 2016-06-14 22:17:54.470000+00:00   \n",
-       "6        2015-01-11 15:13:06.467000+00:00 2016-06-14 23:55:59.896000+00:00   \n",
-       "11       2018-05-23 23:39:04.534000+00:00 2019-10-16 02:50:11.007000+00:00   \n",
-       "38       2014-03-12 08:23:22.492000+00:00 2015-07-27 15:51:38.411000+00:00   \n",
+       "3        2014-03-10 13:22:01.966000+00:00 2016-06-14 22:17:54.470000+00:00   \n",
+       "5        2015-01-11 15:13:06.467000+00:00 2016-06-14 23:55:59.896000+00:00   \n",
+       "10       2018-05-23 23:39:04.534000+00:00 2019-10-16 02:50:11.007000+00:00   \n",
+       "35       2014-03-12 08:23:22.492000+00:00 2015-07-27 15:51:38.411000+00:00   \n",
+       "45       2019-05-02 07:29:45.597000+00:00 2019-06-27 00:38:22.964000+00:00   \n",
        "...                                   ...                              ...   \n",
-       "10989632 2013-03-19 11:34:48.477000+00:00 2020-12-07 08:03:23.190000+00:00   \n",
-       "10989634 2014-12-19 08:21:46.292000+00:00 2020-12-09 06:03:57.055000+00:00   \n",
-       "10989636 2017-01-03 23:28:48.736000+00:00 2020-12-09 17:12:20.326000+00:00   \n",
-       "10989639 2015-05-28 17:24:39.519000+00:00 2020-11-24 08:57:22.875000+00:00   \n",
-       "10989645 2015-01-20 20:20:17.042000+00:00 2020-11-21 19:48:36.221000+00:00   \n",
+       "11349589 2016-12-10 09:09:48.405000+00:00 2020-11-28 18:51:42.007000+00:00   \n",
+       "11349592 2018-12-29 21:47:19.630000+00:00 2020-12-11 13:40:31.295000+00:00   \n",
+       "11349595 2014-12-19 08:21:46.292000+00:00 2020-12-09 06:03:57.055000+00:00   \n",
+       "11349597 2017-01-03 23:28:48.736000+00:00 2020-12-09 17:12:20.326000+00:00   \n",
+       "11349603 2015-01-20 20:20:17.042000+00:00 2020-11-21 19:48:36.221000+00:00   \n",
        "\n",
-       "          n_doi  n_arxiv  n_pmc  n_other_pids  label primary_email_domain  \\\n",
-       "3             0        0      0             0  False                  NaN   \n",
-       "4             0        0      0             0  False                  NaN   \n",
-       "6             0        0      0             0  False                  NaN   \n",
-       "11            0        0      0             0  False                  NaN   \n",
-       "38            0        0      0             0  False                  NaN   \n",
-       "...         ...      ...    ...           ...    ...                  ...   \n",
-       "10989632     14        0     10            35   True                  NaN   \n",
-       "10989634      0        0      0             0  False                  NaN   \n",
-       "10989636     11        0      0             0   True                  NaN   \n",
-       "10989639      2        0      0             0  False                  NaN   \n",
-       "10989645      7        0      1             0   True                  NaN   \n",
+       "          n_doi  n_arxiv  n_pmc  n_other_pids other_urls  label  \\\n",
+       "3             0        0      0             0        NaN  False   \n",
+       "5             0        0      0             0        NaN  False   \n",
+       "10            0        0      0             0        NaN  False   \n",
+       "35            0        0      0             0        NaN  False   \n",
+       "45            2        0      0             2        NaN  False   \n",
+       "...         ...      ...    ...           ...        ...    ...   \n",
+       "11349589      0        0      0             0        NaN  False   \n",
+       "11349592      0        0      0             0        NaN  False   \n",
+       "11349595      0        0      0             0        NaN  False   \n",
+       "11349597     11        0      0             0        NaN   True   \n",
+       "11349603      7        0      1             0        NaN   True   \n",
        "\n",
-       "         other_email_domains                      url_domains  n_emails  \\\n",
-       "3                        NaN                              NaN      <NA>   \n",
-       "4                        NaN                              NaN      <NA>   \n",
-       "6                        NaN                         [kth.se]      <NA>   \n",
-       "11                       NaN                        [cnpq.br]      <NA>   \n",
-       "38                       NaN                              NaN      <NA>   \n",
-       "...                      ...                              ...       ...   \n",
-       "10989632                 NaN                   [au.dk, au.dk]      <NA>   \n",
-       "10989634                 NaN                              NaN      <NA>   \n",
-       "10989636                 NaN  [oxytocin.com.au, linkedin.com]      <NA>   \n",
-       "10989639                 NaN                              NaN      <NA>   \n",
-       "10989645                 NaN                              NaN      <NA>   \n",
+       "         primary_email_domain other_email_domains  \\\n",
+       "3                         NaN                 NaN   \n",
+       "5                         NaN                 NaN   \n",
+       "10                        NaN                 NaN   \n",
+       "35                        NaN                 NaN   \n",
+       "45                        NaN                 NaN   \n",
+       "...                       ...                 ...   \n",
+       "11349589                  NaN                 NaN   \n",
+       "11349592                  NaN                 NaN   \n",
+       "11349595                  NaN                 NaN   \n",
+       "11349597                  NaN                 NaN   \n",
+       "11349603                  NaN                 NaN   \n",
        "\n",
-       "          n_urls  n_ids  n_keywords  n_education  n_employment  \\\n",
-       "3           <NA>   <NA>        <NA>         <NA>             1   \n",
-       "4           <NA>   <NA>        <NA>         <NA>             2   \n",
-       "6              1   <NA>        <NA>         <NA>             1   \n",
-       "11             1   <NA>           1         <NA>             3   \n",
-       "38          <NA>   <NA>        <NA>         <NA>             2   \n",
-       "...          ...    ...         ...          ...           ...   \n",
-       "10989632       2   <NA>        <NA>            1             3   \n",
-       "10989634    <NA>   <NA>           1         <NA>             5   \n",
-       "10989636       2      1          13            2             4   \n",
-       "10989639    <NA>   <NA>        <NA>            2             5   \n",
-       "10989645    <NA>   <NA>        <NA>            2             2   \n",
+       "                              url_domains other_url_domains  n_emails  n_urls  \\\n",
+       "3                                     NaN               NaN      <NA>    <NA>   \n",
+       "5                                {kth.se}               NaN      <NA>       1   \n",
+       "10                              {cnpq.br}               NaN      <NA>       1   \n",
+       "35                                    NaN               NaN      <NA>    <NA>   \n",
+       "45                                    NaN               NaN      <NA>    <NA>   \n",
+       "...                                   ...               ...       ...     ...   \n",
+       "11349589       {apetau.com, facebook.com}               NaN      <NA>       2   \n",
+       "11349592                              NaN               NaN      <NA>    <NA>   \n",
+       "11349595                              NaN               NaN      <NA>    <NA>   \n",
+       "11349597  {oxytocin.com.au, linkedin.com}               NaN      <NA>       2   \n",
+       "11349603                              NaN               NaN      <NA>    <NA>   \n",
+       "\n",
+       "          n_ids  n_keywords  n_education  n_employment  \\\n",
+       "3          <NA>        <NA>         <NA>             2   \n",
+       "5          <NA>        <NA>         <NA>             1   \n",
+       "10         <NA>           1         <NA>             3   \n",
+       "35         <NA>        <NA>         <NA>             2   \n",
+       "45            1           1         <NA>             1   \n",
+       "...         ...         ...          ...           ...   \n",
+       "11349589   <NA>           1            1             1   \n",
+       "11349592   <NA>        <NA>            3             1   \n",
+       "11349595   <NA>           1         <NA>             5   \n",
+       "11349597      1          13            2             4   \n",
+       "11349603   <NA>        <NA>            2             2   \n",
        "\n",
        "                              ext_works_source  n_ext_work_source  \\\n",
        "3                                          NaN               <NA>   \n",
-       "4                                          NaN               <NA>   \n",
-       "6                                          NaN               <NA>   \n",
-       "11                                         NaN               <NA>   \n",
-       "38                                         NaN               <NA>   \n",
+       "5                                          NaN               <NA>   \n",
+       "10                                         NaN               <NA>   \n",
+       "35                                         NaN               <NA>   \n",
+       "45                                         NaN               <NA>   \n",
        "...                                        ...                ...   \n",
-       "10989632         [aarhus university, crossref]                  2   \n",
-       "10989634                                   NaN               <NA>   \n",
-       "10989636              [crossref, researcherid]                  2   \n",
-       "10989639                            [crossref]                  1   \n",
-       "10989645  [crossref metadata search, crossref]                  2   \n",
+       "11349589                                    []                  0   \n",
+       "11349592                                   NaN               <NA>   \n",
+       "11349595                                   NaN               <NA>   \n",
+       "11349597              [crossref, researcherid]                  2   \n",
+       "11349603  [crossref metadata search, crossref]                  2   \n",
        "\n",
        "         authoritative  n_valid_education  n_valid_employment  \n",
-       "3                False                NaN                 0.0  \n",
-       "4                False                NaN                 1.0  \n",
-       "6                False                NaN                 0.0  \n",
-       "11               False                NaN                 0.0  \n",
-       "38               False                NaN                 1.0  \n",
+       "3                False                NaN                 1.0  \n",
+       "5                False                NaN                 0.0  \n",
+       "10               False                NaN                 0.0  \n",
+       "35               False                NaN                 1.0  \n",
+       "45               False                NaN                 0.0  \n",
        "...                ...                ...                 ...  \n",
-       "10989632          True                1.0                 1.0  \n",
-       "10989634         False                NaN                 4.0  \n",
-       "10989636          True                2.0                 1.0  \n",
-       "10989639          True                2.0                 3.0  \n",
-       "10989645          True                2.0                 0.0  \n",
+       "11349589         False                1.0                 0.0  \n",
+       "11349592         False                3.0                 0.0  \n",
+       "11349595         False                NaN                 4.0  \n",
+       "11349597          True                2.0                 1.0  \n",
+       "11349603          True                2.0                 0.0  \n",
        "\n",
-       "[1036967 rows x 36 columns]"
+       "[1065827 rows x 38 columns]"
       ]
      },
-     "execution_count": 85,
+     "execution_count": 106,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -18632,7 +15135,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 86,
+   "execution_count": 107,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -18641,20 +15144,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 87,
+   "execution_count": 108,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "count                                                354015\n",
-       "unique                                               337007\n",
+       "count                                                376153\n",
+       "unique                                               355929\n",
        "top       car title loans are a more straightforward way...\n",
-       "freq                                                    343\n",
+       "freq                                                    344\n",
        "Name: biography, dtype: object"
       ]
      },
-     "execution_count": 87,
+     "execution_count": 108,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -18672,7 +15175,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
+   "execution_count": 109,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -18681,7 +15184,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 89,
+   "execution_count": 110,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -18690,7 +15193,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 90,
+   "execution_count": 111,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -18705,9 +15208,18 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 91,
+   "cell_type": "markdown",
    "metadata": {},
+   "source": [
+    "Let's check deeper into duplicated bios"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 112,
+   "metadata": {
+    "scrolled": false
+   },
    "outputs": [
     {
      "data": {
@@ -18751,10 +15263,12 @@
        "      <th>n_arxiv</th>\n",
        "      <th>n_pmc</th>\n",
        "      <th>n_other_pids</th>\n",
+       "      <th>other_urls</th>\n",
        "      <th>label</th>\n",
        "      <th>primary_email_domain</th>\n",
        "      <th>other_email_domains</th>\n",
        "      <th>url_domains</th>\n",
+       "      <th>other_url_domains</th>\n",
        "      <th>n_emails</th>\n",
        "      <th>n_urls</th>\n",
        "      <th>n_ids</th>\n",
@@ -18773,36 +15287,38 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>51306</th>\n",
-       "      <td>0000-0002-7397-7977</td>\n",
+       "      <th>591</th>\n",
+       "      <td>0000-0001-6750-1481</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>premium car</td>\n",
-       "      <td>title loans</td>\n",
-       "      <td>car title loans are a more straightforward way...</td>\n",
-       "      <td>[premium car title loans]</td>\n",
-       "      <td>[[website, https://premiumcartitleloans.com/up...</td>\n",
+       "      <td>aesthetic</td>\n",
+       "      <td>record</td>\n",
+       "      <td>make your practice easy with a professional so...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[[aesthetic record, https://www.aestheticrecor...</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[car title loan upland]</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2020-11-06 06:10:20.070000+00:00</td>\n",
-       "      <td>2020-11-06 06:24:28.005000+00:00</td>\n",
+       "      <td>2020-09-28 09:13:52.705000+00:00</td>\n",
+       "      <td>2020-09-28 09:17:36.855000+00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[premiumcartitleloans.com]</td>\n",
+       "      <td>{aestheticrecord.com}</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>NaN</td>\n",
@@ -18810,177 +15326,185 @@
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>445</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>85.0</td>\n",
+       "      <td>165</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>28.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>51307</th>\n",
-       "      <td>0000-0003-4931-9736</td>\n",
+       "      <th>1098</th>\n",
+       "      <td>0000-0001-9243-2342</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>premium car</td>\n",
-       "      <td>title loans</td>\n",
-       "      <td>car title loans are a more straightforward way...</td>\n",
-       "      <td>[premium car title loans]</td>\n",
-       "      <td>[[website, https://premiumcartitleloans.com/sa...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[car title loan saratoga]</td>\n",
+       "      <td>alfonso</td>\n",
+       "      <td>ruiz-bravo lopez</td>\n",
+       "      <td>personal docente e investigador de la universi...</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>[[id personal sica, http://investigacion.ugr.e...</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2020-11-13 01:04:19.859000+00:00</td>\n",
-       "      <td>2020-11-13 01:15:12.546000+00:00</td>\n",
-       "      <td>0</td>\n",
+       "      <td>[[, universidad de granada, granada, andalucia...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>[crossref]</td>\n",
+       "      <td>2015-01-19 13:01:31.041000+00:00</td>\n",
+       "      <td>2020-03-10 10:17:07.174000+00:00</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>False</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>True</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{ugr.es}</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[premiumcartitleloans.com]</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
+       "      <td>[crossref]</td>\n",
+       "      <td>1</td>\n",
+       "      <td>True</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>445</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>85.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>127</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>19.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>106024</th>\n",
-       "      <td>0000-0001-8221-2303</td>\n",
+       "      <th>1466</th>\n",
+       "      <td>0000-0002-3192-1481</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>premium car</td>\n",
-       "      <td>title loans</td>\n",
-       "      <td>car title loans are a more straightforward way...</td>\n",
-       "      <td>[premium car title loans]</td>\n",
-       "      <td>[[website, https://premiumcartitleloans.com/vi...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[car title loan victorville]</td>\n",
+       "      <td>amy</td>\n",
+       "      <td>spahn</td>\n",
+       "      <td>research administrator</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>[[graduate studies, master of science in admin...</td>\n",
+       "      <td>[[research and program administrator, michigan...</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2020-11-05 00:38:21.096000+00:00</td>\n",
-       "      <td>2020-11-05 00:40:40.091000+00:00</td>\n",
+       "      <td>2020-05-04 18:55:27.062000+00:00</td>\n",
+       "      <td>2020-08-04 14:52:03.330000+00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[premiumcartitleloans.com]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
        "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>445</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>85.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>22</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>108770</th>\n",
-       "      <td>0000-0001-6736-072X</td>\n",
+       "      <th>2188</th>\n",
+       "      <td>0000-0002-6104-6550</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>premium car</td>\n",
-       "      <td>title loans</td>\n",
-       "      <td>car title loans are a more straightforward way...</td>\n",
+       "      <td>antonio</td>\n",
+       "      <td>martinez</td>\n",
+       "      <td>personal docente e investigador de la universi...</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[[premium car title loans powder springs, http...</td>\n",
+       "      <td>[[id personal sica, http://investigacion.ugr.e...</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2020-12-08 05:38:30.786000+00:00</td>\n",
-       "      <td>2020-12-08 05:40:03.786000+00:00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>[[researcherid, e-9723-2016]]</td>\n",
+       "      <td>[[geometria y topologia, , universidad de gran...</td>\n",
+       "      <td>[[, universidad de granada, granada, andalucia...</td>\n",
+       "      <td>51</td>\n",
+       "      <td>[researcherid, crossref]</td>\n",
+       "      <td>2015-02-08 18:57:35.978000+00:00</td>\n",
+       "      <td>2020-07-20 07:50:58.740000+00:00</td>\n",
+       "      <td>35</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>False</td>\n",
+       "      <td>46</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[premiumcartitleloans.com]</td>\n",
+       "      <td>{ugr.es}</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>542</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>105.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>[researcherid, crossref]</td>\n",
+       "      <td>2</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>141</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>21.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>108771</th>\n",
-       "      <td>0000-0002-8727-1246</td>\n",
+       "      <th>5930</th>\n",
+       "      <td>0000-0003-0171-7962</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>premium car</td>\n",
-       "      <td>title loans</td>\n",
-       "      <td>car title loans are a more straightforward way...</td>\n",
-       "      <td>[loan agency]</td>\n",
-       "      <td>[[premium car title loans, https://premiumcart...</td>\n",
+       "      <td>eduardo</td>\n",
+       "      <td>ortega bernaldo de quiros</td>\n",
+       "      <td>personal docente e investigador de la universi...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[[id personal sica, http://investigacion.ugr.e...</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[title loan on car, car title loan north ogden...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>[[, universidad de granada, granada, andalucia...</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2020-12-10 08:54:56.127000+00:00</td>\n",
-       "      <td>2020-12-10 08:57:15.791000+00:00</td>\n",
+       "      <td>2015-06-01 08:43:00.352000+00:00</td>\n",
+       "      <td>2017-06-19 07:44:32.649000+00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[premiumcartitleloans.com]</td>\n",
+       "      <td>{ugr.es}</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>4</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
+       "      <td>1</td>\n",
        "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>563</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>108.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>22.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -19023,122 +15547,130 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10875416</th>\n",
-       "      <td>0000-0002-9640-8136</td>\n",
+       "      <th>11348588</th>\n",
+       "      <td>0000-0002-7632-8868</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>premium car</td>\n",
-       "      <td>title loans</td>\n",
-       "      <td>car title loans are a more straightforward way...</td>\n",
-       "      <td>[premium car title loans]</td>\n",
-       "      <td>[[website, https://premiumcartitleloans.com/cl...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[car title loan clovis]</td>\n",
+       "      <td>margarita</td>\n",
+       "      <td>lopez-viota gallardo</td>\n",
+       "      <td>personal docente e investigador de la universi...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[[id personal sica, http://investigacion.ugr.e...</td>\n",
+       "      <td>mlvg@ugr.es</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>[[, universidad de granada, granada, andalucia...</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2020-10-22 06:11:02.945000+00:00</td>\n",
-       "      <td>2020-10-22 06:17:09.111000+00:00</td>\n",
+       "      <td>2015-07-29 07:17:22.959000+00:00</td>\n",
+       "      <td>2020-11-26 19:55:46.827000+00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
+       "      <td>ugr.es</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>{ugr.es}</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[premiumcartitleloans.com]</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
+       "      <td>1</td>\n",
        "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>445</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>85.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>122</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>19.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10878239</th>\n",
-       "      <td>0000-0002-6926-3752</td>\n",
+       "      <th>11348631</th>\n",
+       "      <td>0000-0001-5504-2767</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>premium car</td>\n",
-       "      <td>title loans</td>\n",
-       "      <td>car title loans are a more straightforward way...</td>\n",
-       "      <td>[premium car title loans]</td>\n",
-       "      <td>[[website, https://premiumcartitleloans.com/es...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[car title loan escondido]</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>maría nieves</td>\n",
+       "      <td>gonzález pérez</td>\n",
+       "      <td>personal docente e investigador de la universi...</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>[[departamento de filología hispánica y clásic...</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2020-12-03 02:00:33.684000+00:00</td>\n",
-       "      <td>2020-12-03 02:02:07.054000+00:00</td>\n",
-       "      <td>0</td>\n",
+       "      <td>[[lengua española, doctora en estudios lingüís...</td>\n",
+       "      <td>[[profesor asociado, universidad de castilla-l...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>[mla international bibliography, maría nieves ...</td>\n",
+       "      <td>2015-07-09 23:19:08.782000+00:00</td>\n",
+       "      <td>2020-12-08 14:01:30.548000+00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[premiumcartitleloans.com]</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
+       "      <td>{uclm.es}</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>445</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>85.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>[mla international bibliography]</td>\n",
+       "      <td>1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>130</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>19.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10933380</th>\n",
-       "      <td>0000-0002-3655-4713</td>\n",
+       "      <th>11348981</th>\n",
+       "      <td>0000-0001-9501-3717</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>premium car</td>\n",
-       "      <td>title loans</td>\n",
-       "      <td>car title loans are a more straightforward way...</td>\n",
-       "      <td>[premium car title loans]</td>\n",
-       "      <td>[[website, https://premiumcartitleloans.com/sa...</td>\n",
+       "      <td>roxann</td>\n",
+       "      <td>lynsey</td>\n",
+       "      <td>een korte inleiding op waterverwarmingstoestel...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[[een korte inleiding op waterverwarmingstoest...</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[car title loan san rafael]</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2020-11-18 00:39:17.492000+00:00</td>\n",
-       "      <td>2020-11-18 00:52:19.024000+00:00</td>\n",
+       "      <td>2020-12-10 21:40:39.371000+00:00</td>\n",
+       "      <td>2020-12-10 21:49:33.129000+00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[premiumcartitleloans.com]</td>\n",
+       "      <td>{zonneboilermagazijn.nl}</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>NaN</td>\n",
@@ -19146,41 +15678,43 @@
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>445</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>85.0</td>\n",
+       "      <td>153</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>23.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10933381</th>\n",
-       "      <td>0000-0002-8724-1020</td>\n",
+       "      <th>11348988</th>\n",
+       "      <td>0000-0003-2323-4005</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>premium car</td>\n",
-       "      <td>title loans</td>\n",
-       "      <td>car title loans are a more straightforward way...</td>\n",
-       "      <td>[premium car title loans]</td>\n",
-       "      <td>[[website, https://premiumcartitleloans.com/sa...</td>\n",
+       "      <td>ruland</td>\n",
+       "      <td>star</td>\n",
+       "      <td>tentu saja semua permainan yang disediakan aka...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[[bola88, https://sites.google.com/view/bola88...</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[car title loan san juan capistrano]</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2020-11-19 00:31:54.080000+00:00</td>\n",
-       "      <td>2020-11-19 00:34:08.721000+00:00</td>\n",
+       "      <td>2020-11-24 13:18:00.296000+00:00</td>\n",
+       "      <td>2020-11-24 13:21:10.985000+00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[premiumcartitleloans.com]</td>\n",
+       "      <td>{google.com}</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>NaN</td>\n",
@@ -19188,41 +15722,43 @@
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>445</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>85.0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>24.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10985986</th>\n",
-       "      <td>0000-0002-4601-4569</td>\n",
+       "      <th>11349108</th>\n",
+       "      <td>0000-0003-4244-0381</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>premium car</td>\n",
-       "      <td>title loans</td>\n",
-       "      <td>car title loans are a more straightforward way...</td>\n",
-       "      <td>[premium car title loans]</td>\n",
-       "      <td>[[website, https://premiumcartitleloans.com/mo...</td>\n",
+       "      <td>sumiko</td>\n",
+       "      <td>cesar</td>\n",
+       "      <td>welcome to my page! im still finding my way ar...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[[lotterytogel, http://139.59.245.36]]</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>[car title loan mount pleasant]</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2020-10-16 00:32:26.207000+00:00</td>\n",
-       "      <td>2020-10-16 00:37:42.646000+00:00</td>\n",
+       "      <td>2020-12-13 00:34:15.955000+00:00</td>\n",
+       "      <td>2020-12-13 00:37:21.793000+00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[premiumcartitleloans.com]</td>\n",
+       "      <td>{139.59.245.36}</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>NaN</td>\n",
@@ -19230,242 +15766,379 @@
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>445</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>85.0</td>\n",
+       "      <td>98</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>21.0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>421 rows × 39 columns</p>\n",
+       "<p>23016 rows × 41 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "                        orcid  verified_email  verified_primary_email  \\\n",
-       "51306     0000-0002-7397-7977            True                    True   \n",
-       "51307     0000-0003-4931-9736            True                    True   \n",
-       "106024    0000-0001-8221-2303            True                    True   \n",
-       "108770    0000-0001-6736-072X            True                    True   \n",
-       "108771    0000-0002-8727-1246            True                    True   \n",
+       "591       0000-0001-6750-1481            True                    True   \n",
+       "1098      0000-0001-9243-2342            True                    True   \n",
+       "1466      0000-0002-3192-1481            True                    True   \n",
+       "2188      0000-0002-6104-6550            True                    True   \n",
+       "5930      0000-0003-0171-7962            True                    True   \n",
        "...                       ...             ...                     ...   \n",
-       "10875416  0000-0002-9640-8136            True                    True   \n",
-       "10878239  0000-0002-6926-3752            True                    True   \n",
-       "10933380  0000-0002-3655-4713            True                    True   \n",
-       "10933381  0000-0002-8724-1020            True                    True   \n",
-       "10985986  0000-0002-4601-4569            True                    True   \n",
+       "11348588  0000-0002-7632-8868            True                    True   \n",
+       "11348631  0000-0001-5504-2767            True                    True   \n",
+       "11348981  0000-0001-9501-3717            True                    True   \n",
+       "11348988  0000-0003-2323-4005            True                    True   \n",
+       "11349108  0000-0003-4244-0381            True                    True   \n",
        "\n",
-       "           given_names   family_name  \\\n",
-       "51306      premium car   title loans   \n",
-       "51307      premium car   title loans   \n",
-       "106024     premium car   title loans   \n",
-       "108770    premium car    title loans   \n",
-       "108771     premium car   title loans   \n",
-       "...                ...           ...   \n",
-       "10875416   premium car   title loans   \n",
-       "10878239   premium car   title loans   \n",
-       "10933380   premium car   title loans   \n",
-       "10933381   premium car   title loans   \n",
-       "10985986   premium car   title loans   \n",
-       "\n",
-       "                                                  biography  \\\n",
-       "51306     car title loans are a more straightforward way...   \n",
-       "51307     car title loans are a more straightforward way...   \n",
-       "106024    car title loans are a more straightforward way...   \n",
-       "108770    car title loans are a more straightforward way...   \n",
-       "108771    car title loans are a more straightforward way...   \n",
-       "...                                                     ...   \n",
-       "10875416  car title loans are a more straightforward way...   \n",
-       "10878239  car title loans are a more straightforward way...   \n",
-       "10933380  car title loans are a more straightforward way...   \n",
-       "10933381  car title loans are a more straightforward way...   \n",
-       "10985986  car title loans are a more straightforward way...   \n",
+       "           given_names                family_name  \\\n",
+       "591          aesthetic                     record   \n",
+       "1098           alfonso           ruiz-bravo lopez   \n",
+       "1466               amy                      spahn   \n",
+       "2188           antonio                   martinez   \n",
+       "5930           eduardo  ortega bernaldo de quiros   \n",
+       "...                ...                        ...   \n",
+       "11348588     margarita       lopez-viota gallardo   \n",
+       "11348631  maría nieves             gonzález pérez   \n",
+       "11348981        roxann                     lynsey   \n",
+       "11348988        ruland                       star   \n",
+       "11349108        sumiko                      cesar   \n",
        "\n",
-       "                        other_names  \\\n",
-       "51306     [premium car title loans]   \n",
-       "51307     [premium car title loans]   \n",
-       "106024    [premium car title loans]   \n",
-       "108770                          NaN   \n",
-       "108771                [loan agency]   \n",
-       "...                             ...   \n",
-       "10875416  [premium car title loans]   \n",
-       "10878239  [premium car title loans]   \n",
-       "10933380  [premium car title loans]   \n",
-       "10933381  [premium car title loans]   \n",
-       "10985986  [premium car title loans]   \n",
+       "                                                  biography other_names  \\\n",
+       "591       make your practice easy with a professional so...         NaN   \n",
+       "1098      personal docente e investigador de la universi...         NaN   \n",
+       "1466                                 research administrator         NaN   \n",
+       "2188      personal docente e investigador de la universi...         NaN   \n",
+       "5930      personal docente e investigador de la universi...         NaN   \n",
+       "...                                                     ...         ...   \n",
+       "11348588  personal docente e investigador de la universi...         NaN   \n",
+       "11348631  personal docente e investigador de la universi...         NaN   \n",
+       "11348981  een korte inleiding op waterverwarmingstoestel...         NaN   \n",
+       "11348988  tentu saja semua permainan yang disediakan aka...         NaN   \n",
+       "11349108  welcome to my page! im still finding my way ar...         NaN   \n",
        "\n",
        "                                                       urls primary_email  \\\n",
-       "51306     [[website, https://premiumcartitleloans.com/up...          <NA>   \n",
-       "51307     [[website, https://premiumcartitleloans.com/sa...          <NA>   \n",
-       "106024    [[website, https://premiumcartitleloans.com/vi...          <NA>   \n",
-       "108770    [[premium car title loans powder springs, http...          <NA>   \n",
-       "108771    [[premium car title loans, https://premiumcart...          <NA>   \n",
+       "591       [[aesthetic record, https://www.aestheticrecor...          <NA>   \n",
+       "1098      [[id personal sica, http://investigacion.ugr.e...          <NA>   \n",
+       "1466                                                    NaN          <NA>   \n",
+       "2188      [[id personal sica, http://investigacion.ugr.e...          <NA>   \n",
+       "5930      [[id personal sica, http://investigacion.ugr.e...          <NA>   \n",
        "...                                                     ...           ...   \n",
-       "10875416  [[website, https://premiumcartitleloans.com/cl...          <NA>   \n",
-       "10878239  [[website, https://premiumcartitleloans.com/es...          <NA>   \n",
-       "10933380  [[website, https://premiumcartitleloans.com/sa...          <NA>   \n",
-       "10933381  [[website, https://premiumcartitleloans.com/sa...          <NA>   \n",
-       "10985986  [[website, https://premiumcartitleloans.com/mo...          <NA>   \n",
+       "11348588  [[id personal sica, http://investigacion.ugr.e...   mlvg@ugr.es   \n",
+       "11348631  [[departamento de filología hispánica y clásic...          <NA>   \n",
+       "11348981  [[een korte inleiding op waterverwarmingstoest...          <NA>   \n",
+       "11348988  [[bola88, https://sites.google.com/view/bola88...          <NA>   \n",
+       "11349108             [[lotterytogel, http://139.59.245.36]]          <NA>   \n",
        "\n",
-       "                                                   keywords external_ids  \\\n",
-       "51306                               [car title loan upland]          NaN   \n",
-       "51307                             [car title loan saratoga]          NaN   \n",
-       "106024                         [car title loan victorville]          NaN   \n",
-       "108770                                                  NaN          NaN   \n",
-       "108771    [title loan on car, car title loan north ogden...          NaN   \n",
-       "...                                                     ...          ...   \n",
-       "10875416                            [car title loan clovis]          NaN   \n",
-       "10878239                         [car title loan escondido]          NaN   \n",
-       "10933380                        [car title loan san rafael]          NaN   \n",
-       "10933381               [car title loan san juan capistrano]          NaN   \n",
-       "10985986                    [car title loan mount pleasant]          NaN   \n",
+       "         keywords                   external_ids  \\\n",
+       "591           NaN                            NaN   \n",
+       "1098          NaN                            NaN   \n",
+       "1466          NaN                            NaN   \n",
+       "2188          NaN  [[researcherid, e-9723-2016]]   \n",
+       "5930          NaN                            NaN   \n",
+       "...           ...                            ...   \n",
+       "11348588      NaN                            NaN   \n",
+       "11348631      NaN                            NaN   \n",
+       "11348981      NaN                            NaN   \n",
+       "11348988      NaN                            NaN   \n",
+       "11349108      NaN                            NaN   \n",
        "\n",
-       "         education employment  n_works works_source  \\\n",
-       "51306          NaN        NaN        0          NaN   \n",
-       "51307          NaN        NaN        0          NaN   \n",
-       "106024         NaN        NaN        0          NaN   \n",
-       "108770         NaN        NaN        0          NaN   \n",
-       "108771         NaN        NaN        0          NaN   \n",
-       "...            ...        ...      ...          ...   \n",
-       "10875416       NaN        NaN        0          NaN   \n",
-       "10878239       NaN        NaN        0          NaN   \n",
-       "10933380       NaN        NaN        0          NaN   \n",
-       "10933381       NaN        NaN        0          NaN   \n",
-       "10985986       NaN        NaN        0          NaN   \n",
+       "                                                  education  \\\n",
+       "591                                                     NaN   \n",
+       "1098                                                    NaN   \n",
+       "1466      [[graduate studies, master of science in admin...   \n",
+       "2188      [[geometria y topologia, , universidad de gran...   \n",
+       "5930                                                    NaN   \n",
+       "...                                                     ...   \n",
+       "11348588                                                NaN   \n",
+       "11348631  [[lengua española, doctora en estudios lingüís...   \n",
+       "11348981                                                NaN   \n",
+       "11348988                                                NaN   \n",
+       "11349108                                                NaN   \n",
+       "\n",
+       "                                                 employment  n_works  \\\n",
+       "591                                                     NaN        0   \n",
+       "1098      [[, universidad de granada, granada, andalucia...        1   \n",
+       "1466      [[research and program administrator, michigan...        0   \n",
+       "2188      [[, universidad de granada, granada, andalucia...       51   \n",
+       "5930      [[, universidad de granada, granada, andalucia...        0   \n",
+       "...                                                     ...      ...   \n",
+       "11348588  [[, universidad de granada, granada, andalucia...        0   \n",
+       "11348631  [[profesor asociado, universidad de castilla-l...        2   \n",
+       "11348981                                                NaN        0   \n",
+       "11348988                                                NaN        0   \n",
+       "11349108                                                NaN        0   \n",
+       "\n",
+       "                                               works_source  \\\n",
+       "591                                                     NaN   \n",
+       "1098                                             [crossref]   \n",
+       "1466                                                    NaN   \n",
+       "2188                               [researcherid, crossref]   \n",
+       "5930                                                    NaN   \n",
+       "...                                                     ...   \n",
+       "11348588                                                NaN   \n",
+       "11348631  [mla international bibliography, maría nieves ...   \n",
+       "11348981                                                NaN   \n",
+       "11348988                                                NaN   \n",
+       "11349108                                                NaN   \n",
        "\n",
        "                          activation_date                 last_update_date  \\\n",
-       "51306    2020-11-06 06:10:20.070000+00:00 2020-11-06 06:24:28.005000+00:00   \n",
-       "51307    2020-11-13 01:04:19.859000+00:00 2020-11-13 01:15:12.546000+00:00   \n",
-       "106024   2020-11-05 00:38:21.096000+00:00 2020-11-05 00:40:40.091000+00:00   \n",
-       "108770   2020-12-08 05:38:30.786000+00:00 2020-12-08 05:40:03.786000+00:00   \n",
-       "108771   2020-12-10 08:54:56.127000+00:00 2020-12-10 08:57:15.791000+00:00   \n",
+       "591      2020-09-28 09:13:52.705000+00:00 2020-09-28 09:17:36.855000+00:00   \n",
+       "1098     2015-01-19 13:01:31.041000+00:00 2020-03-10 10:17:07.174000+00:00   \n",
+       "1466     2020-05-04 18:55:27.062000+00:00 2020-08-04 14:52:03.330000+00:00   \n",
+       "2188     2015-02-08 18:57:35.978000+00:00 2020-07-20 07:50:58.740000+00:00   \n",
+       "5930     2015-06-01 08:43:00.352000+00:00 2017-06-19 07:44:32.649000+00:00   \n",
        "...                                   ...                              ...   \n",
-       "10875416 2020-10-22 06:11:02.945000+00:00 2020-10-22 06:17:09.111000+00:00   \n",
-       "10878239 2020-12-03 02:00:33.684000+00:00 2020-12-03 02:02:07.054000+00:00   \n",
-       "10933380 2020-11-18 00:39:17.492000+00:00 2020-11-18 00:52:19.024000+00:00   \n",
-       "10933381 2020-11-19 00:31:54.080000+00:00 2020-11-19 00:34:08.721000+00:00   \n",
-       "10985986 2020-10-16 00:32:26.207000+00:00 2020-10-16 00:37:42.646000+00:00   \n",
+       "11348588 2015-07-29 07:17:22.959000+00:00 2020-11-26 19:55:46.827000+00:00   \n",
+       "11348631 2015-07-09 23:19:08.782000+00:00 2020-12-08 14:01:30.548000+00:00   \n",
+       "11348981 2020-12-10 21:40:39.371000+00:00 2020-12-10 21:49:33.129000+00:00   \n",
+       "11348988 2020-11-24 13:18:00.296000+00:00 2020-11-24 13:21:10.985000+00:00   \n",
+       "11349108 2020-12-13 00:34:15.955000+00:00 2020-12-13 00:37:21.793000+00:00   \n",
        "\n",
-       "          n_doi  n_arxiv  n_pmc  n_other_pids  label primary_email_domain  \\\n",
-       "51306         0        0      0             0  False                  NaN   \n",
-       "51307         0        0      0             0  False                  NaN   \n",
-       "106024        0        0      0             0  False                  NaN   \n",
-       "108770        0        0      0             0  False                  NaN   \n",
-       "108771        0        0      0             0  False                  NaN   \n",
-       "...         ...      ...    ...           ...    ...                  ...   \n",
-       "10875416      0        0      0             0  False                  NaN   \n",
-       "10878239      0        0      0             0  False                  NaN   \n",
-       "10933380      0        0      0             0  False                  NaN   \n",
-       "10933381      0        0      0             0  False                  NaN   \n",
-       "10985986      0        0      0             0  False                  NaN   \n",
+       "          n_doi  n_arxiv  n_pmc  n_other_pids other_urls  label  \\\n",
+       "591           0        0      0             0        NaN  False   \n",
+       "1098          1        0      0             0        NaN   True   \n",
+       "1466          0        0      0             0        NaN  False   \n",
+       "2188         35        0      0            46        NaN   True   \n",
+       "5930          0        0      0             0        NaN  False   \n",
+       "...         ...      ...    ...           ...        ...    ...   \n",
+       "11348588      0        0      0             0        NaN  False   \n",
+       "11348631      0        0      0             1        NaN  False   \n",
+       "11348981      0        0      0             0        NaN  False   \n",
+       "11348988      0        0      0             0        NaN  False   \n",
+       "11349108      0        0      0             0        NaN  False   \n",
        "\n",
-       "         other_email_domains                 url_domains  n_emails  n_urls  \\\n",
-       "51306                    NaN  [premiumcartitleloans.com]      <NA>       1   \n",
-       "51307                    NaN  [premiumcartitleloans.com]      <NA>       1   \n",
-       "106024                   NaN  [premiumcartitleloans.com]      <NA>       1   \n",
-       "108770                   NaN  [premiumcartitleloans.com]      <NA>       1   \n",
-       "108771                   NaN  [premiumcartitleloans.com]      <NA>       1   \n",
-       "...                      ...                         ...       ...     ...   \n",
-       "10875416                 NaN  [premiumcartitleloans.com]      <NA>       1   \n",
-       "10878239                 NaN  [premiumcartitleloans.com]      <NA>       1   \n",
-       "10933380                 NaN  [premiumcartitleloans.com]      <NA>       1   \n",
-       "10933381                 NaN  [premiumcartitleloans.com]      <NA>       1   \n",
-       "10985986                 NaN  [premiumcartitleloans.com]      <NA>       1   \n",
+       "         primary_email_domain other_email_domains               url_domains  \\\n",
+       "591                       NaN                 NaN     {aestheticrecord.com}   \n",
+       "1098                      NaN                 NaN                  {ugr.es}   \n",
+       "1466                      NaN                 NaN                       NaN   \n",
+       "2188                      NaN                 NaN                  {ugr.es}   \n",
+       "5930                      NaN                 NaN                  {ugr.es}   \n",
+       "...                       ...                 ...                       ...   \n",
+       "11348588               ugr.es                 NaN                  {ugr.es}   \n",
+       "11348631                  NaN                 NaN                 {uclm.es}   \n",
+       "11348981                  NaN                 NaN  {zonneboilermagazijn.nl}   \n",
+       "11348988                  NaN                 NaN              {google.com}   \n",
+       "11349108                  NaN                 NaN           {139.59.245.36}   \n",
        "\n",
-       "          n_ids  n_keywords  n_education  n_employment ext_works_source  \\\n",
-       "51306      <NA>           1         <NA>          <NA>              NaN   \n",
-       "51307      <NA>           1         <NA>          <NA>              NaN   \n",
-       "106024     <NA>           1         <NA>          <NA>              NaN   \n",
-       "108770     <NA>        <NA>         <NA>          <NA>              NaN   \n",
-       "108771     <NA>           4         <NA>          <NA>              NaN   \n",
-       "...         ...         ...          ...           ...              ...   \n",
-       "10875416   <NA>           1         <NA>          <NA>              NaN   \n",
-       "10878239   <NA>           1         <NA>          <NA>              NaN   \n",
-       "10933380   <NA>           1         <NA>          <NA>              NaN   \n",
-       "10933381   <NA>           1         <NA>          <NA>              NaN   \n",
-       "10985986   <NA>           1         <NA>          <NA>              NaN   \n",
+       "         other_url_domains  n_emails  n_urls  n_ids  n_keywords  n_education  \\\n",
+       "591                    NaN      <NA>       1   <NA>        <NA>         <NA>   \n",
+       "1098                   NaN      <NA>       1   <NA>        <NA>         <NA>   \n",
+       "1466                   NaN      <NA>    <NA>   <NA>        <NA>            2   \n",
+       "2188                   NaN      <NA>       1      1        <NA>            1   \n",
+       "5930                   NaN      <NA>       1   <NA>        <NA>         <NA>   \n",
+       "...                    ...       ...     ...    ...         ...          ...   \n",
+       "11348588               NaN      <NA>       1   <NA>        <NA>         <NA>   \n",
+       "11348631               NaN      <NA>       1   <NA>        <NA>            1   \n",
+       "11348981               NaN      <NA>       1   <NA>        <NA>         <NA>   \n",
+       "11348988               NaN      <NA>       1   <NA>        <NA>         <NA>   \n",
+       "11349108               NaN      <NA>       1   <NA>        <NA>         <NA>   \n",
        "\n",
-       "          n_ext_work_source authoritative  n_valid_education  \\\n",
-       "51306                  <NA>         False                NaN   \n",
-       "51307                  <NA>         False                NaN   \n",
-       "106024                 <NA>         False                NaN   \n",
-       "108770                 <NA>         False                NaN   \n",
-       "108771                 <NA>         False                NaN   \n",
-       "...                     ...           ...                ...   \n",
-       "10875416               <NA>         False                NaN   \n",
-       "10878239               <NA>         False                NaN   \n",
-       "10933380               <NA>         False                NaN   \n",
-       "10933381               <NA>         False                NaN   \n",
-       "10985986               <NA>         False                NaN   \n",
+       "          n_employment                  ext_works_source  n_ext_work_source  \\\n",
+       "591               <NA>                               NaN               <NA>   \n",
+       "1098                 1                        [crossref]                  1   \n",
+       "1466                 3                               NaN               <NA>   \n",
+       "2188                 1          [researcherid, crossref]                  2   \n",
+       "5930                 1                               NaN               <NA>   \n",
+       "...                ...                               ...                ...   \n",
+       "11348588             1                               NaN               <NA>   \n",
+       "11348631             1  [mla international bibliography]                  1   \n",
+       "11348981          <NA>                               NaN               <NA>   \n",
+       "11348988          <NA>                               NaN               <NA>   \n",
+       "11349108          <NA>                               NaN               <NA>   \n",
        "\n",
-       "          n_valid_employment  biography_length  biography_n_sentences  \\\n",
-       "51306                    NaN               445                    4.0   \n",
-       "51307                    NaN               445                    4.0   \n",
-       "106024                   NaN               445                    4.0   \n",
-       "108770                   NaN               542                    4.0   \n",
-       "108771                   NaN               563                    4.0   \n",
-       "...                      ...               ...                    ...   \n",
-       "10875416                 NaN               445                    4.0   \n",
-       "10878239                 NaN               445                    4.0   \n",
-       "10933380                 NaN               445                    4.0   \n",
-       "10933381                 NaN               445                    4.0   \n",
-       "10985986                 NaN               445                    4.0   \n",
+       "         authoritative  n_valid_education  n_valid_employment  \\\n",
+       "591              False                NaN                 NaN   \n",
+       "1098              True                NaN                 0.0   \n",
+       "1466             False                2.0                 2.0   \n",
+       "2188              True                1.0                 0.0   \n",
+       "5930             False                NaN                 0.0   \n",
+       "...                ...                ...                 ...   \n",
+       "11348588         False                NaN                 0.0   \n",
+       "11348631          True                1.0                 1.0   \n",
+       "11348981         False                NaN                 NaN   \n",
+       "11348988         False                NaN                 NaN   \n",
+       "11349108         False                NaN                 NaN   \n",
        "\n",
-       "          biography_n_words  \n",
-       "51306                  85.0  \n",
-       "51307                  85.0  \n",
-       "106024                 85.0  \n",
-       "108770                105.0  \n",
-       "108771                108.0  \n",
-       "...                     ...  \n",
-       "10875416               85.0  \n",
-       "10878239               85.0  \n",
-       "10933380               85.0  \n",
-       "10933381               85.0  \n",
-       "10985986               85.0  \n",
+       "          biography_length  biography_n_sentences  biography_n_words  \n",
+       "591                    165                    2.0               28.0  \n",
+       "1098                   127                    1.0               19.0  \n",
+       "1466                    22                    1.0                2.0  \n",
+       "2188                   141                    1.0               21.0  \n",
+       "5930                   143                    1.0               22.0  \n",
+       "...                    ...                    ...                ...  \n",
+       "11348588               122                    1.0               19.0  \n",
+       "11348631               130                    1.0               19.0  \n",
+       "11348981               153                    1.0               23.0  \n",
+       "11348988               150                    1.0               24.0  \n",
+       "11349108                98                    2.0               21.0  \n",
        "\n",
-       "[421 rows x 39 columns]"
+       "[23016 rows x 41 columns]"
       ]
      },
-     "execution_count": 91,
+     "execution_count": 112,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "df[(df.biography.notna()) & (df.biography.str.contains('car title loans are a more straightforward'))]"
+    "df[(df.biography.notna()) & (df.biography.duplicated(keep=False))]"
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": 113,
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>orcid</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>biography</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>car title loans are a more straightforward way to borrow the money you need, without dealing with the hassles of a traditional bank loan. because they use the equity value of your qualifying vehicle to secure funding, they are a great borrowing option for customers with credit issues, or who need expedited funding. our customers know to turn to our local experts when they need auto title loans. our team is excited to get you your loan today!</th>\n",
+       "      <td>344</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>hi, how are you? it is really cool to find an entire community of people interested in the same thing you are.</th>\n",
+       "      <td>290</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>the sound and the fury is one of my all-time favorite novels but i have many.</th>\n",
+       "      <td>270</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>悪意に満ちたバイアス（偏った）記事がいまなお健在だという好例の記事を見つけた。知識層が最も好むとされる大手新聞（8月24日付)の朝刊記事だ。グリホサートという除草剤が発がん性や胎児への影響をもたらすと指摘する記事だが、先進国の公的機関は明確に否定している。こういう記事が続く限り、活字メディアはいよいよ専門家から見放されるだろうとの思いを強くする。</th>\n",
+       "      <td>219</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>i have four brothers who i am very close to. one of my favorite things to do is drawing.</th>\n",
+       "      <td>161</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>acadêmica de enfermagem da universidade do estado do pará.</th>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>aces agent seth levinson and aces agent sam levinson honor the captain, david wright</th>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>see recent photos of samantha perelman</th>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>먹튀검증 토토사이트 에이블입니다. 신규는 물론 오픈된 먹튀사이트를 철저히 검증하여 먹튀없는 시대를 만들어가고 있습니다. 토토를 사랑하는 여러분의 많은 호응바랍니다. 여러분의 충실한 토토사이트가 되도록 노력하겠습니다.</th>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2792 rows × 1 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                    orcid\n",
+       "biography                                                \n",
+       "car title loans are a more straightforward way ...    344\n",
+       "hi, how are you? it is really cool to find an e...    290\n",
+       "the sound and the fury is one of my all-time fa...    270\n",
+       "悪意に満ちたバイアス（偏った）記事がいまなお健在だという好例の記事を見つけた。知識層が最も好む...    219\n",
+       "i have four brothers who i am very close to. on...    161\n",
+       "...                                                   ...\n",
+       "acadêmica de enfermagem da universidade do esta...      2\n",
+       "aces agent seth levinson and aces agent sam lev...      2\n",
+       "see recent photos of samantha perelman                  2\n",
+       "                                                        2\n",
+       "먹튀검증 토토사이트 에이블입니다. 신규는 물론 오픈된 먹튀사이트를 철저히 검증하여 먹...      2\n",
+       "\n",
+       "[2792 rows x 1 columns]"
+      ]
+     },
+     "execution_count": 113,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "Let's note them down"
+    "dup_bios = df[['orcid', 'biography']].groupby('biography').count().sort_values('orcid', ascending=False)\n",
+    "dup_bios = dup_bios[dup_bios.orcid > 1]\n",
+    "dup_bios"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 92,
+   "execution_count": 114,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "orcid    23016\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 114,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dup_bios.sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
    "metadata": {},
    "outputs": [],
    "source": [
-    "i = 0\n",
-    "for orcid in df[(df.biography.notna()) & (df.biography.str.contains('car title loans are a more straightforward'))]['orcid']:\n",
-    "    FAKE_HEAP['carloan_' + str(i)] = orcid\n",
-    "    i = i+1"
+    "# dup_bios.to_csv('../data/processed/dup_bios.csv', index=True, columns=[], header=False)\n",
+    "dup_bios.to_csv('../data/processed/dup_bios.csv')"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Let's check deeper into duplicated bios"
+    "I noticed that some bios can be found on google in other (probably fake) accounts.\n",
+    "E.g. \"hi, how are you? it is really cool to find an entire community of people interested in the same thing you are.\"\n",
+    "can be found on https://dribbble.com/camrodoabh/about"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 93,
-   "metadata": {
-    "scrolled": true
-   },
+   "execution_count": 116,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -19509,10 +16182,12 @@
        "      <th>n_arxiv</th>\n",
        "      <th>n_pmc</th>\n",
        "      <th>n_other_pids</th>\n",
+       "      <th>other_urls</th>\n",
        "      <th>label</th>\n",
        "      <th>primary_email_domain</th>\n",
        "      <th>other_email_domains</th>\n",
        "      <th>url_domains</th>\n",
+       "      <th>other_url_domains</th>\n",
        "      <th>n_emails</th>\n",
        "      <th>n_urls</th>\n",
        "      <th>n_ids</th>\n",
@@ -19531,36 +16206,38 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>613</th>\n",
-       "      <td>0000-0001-6750-1481</td>\n",
+       "      <th>53698</th>\n",
+       "      <td>0000-0002-7397-7977</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>aesthetic</td>\n",
-       "      <td>record</td>\n",
-       "      <td>make your practice easy with a professional so...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[aesthetic record, https://www.aestheticrecor...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>premium car</td>\n",
+       "      <td>title loans</td>\n",
+       "      <td>car title loans are a more straightforward way...</td>\n",
+       "      <td>[premium car title loans]</td>\n",
+       "      <td>[[website, https://premiumcartitleloans.com/up...</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>[car title loan upland]</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2020-09-28 09:13:52.705000+00:00</td>\n",
-       "      <td>2020-09-28 09:17:36.855000+00:00</td>\n",
+       "      <td>2020-11-06 06:10:20.070000+00:00</td>\n",
+       "      <td>2020-11-06 06:24:28.005000+00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[aestheticrecord.com]</td>\n",
+       "      <td>{premiumcartitleloans.com}</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>NaN</td>\n",
@@ -19568,177 +16245,185 @@
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>165</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>28.0</td>\n",
+       "      <td>445</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>85.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1145</th>\n",
-       "      <td>0000-0001-9243-2342</td>\n",
+       "      <th>53699</th>\n",
+       "      <td>0000-0003-4931-9736</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>alfonso</td>\n",
-       "      <td>ruiz-bravo lopez</td>\n",
-       "      <td>personal docente e investigador de la universi...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[id personal sica, http://investigacion.ugr.e...</td>\n",
+       "      <td>premium car</td>\n",
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+       "      <td>car title loans are a more straightforward way...</td>\n",
+       "      <td>[premium car title loans]</td>\n",
+       "      <td>[[website, https://premiumcartitleloans.com/sa...</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
+       "      <td>[car title loan saratoga]</td>\n",
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-       "      <td>[[, universidad de granada, granada, andalucia...</td>\n",
-       "      <td>1</td>\n",
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        "      <td>0</td>\n",
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        "      <td>NaN</td>\n",
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        "      <td>True</td>\n",
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-       "      <td>spahn</td>\n",
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+       "      <td>premium car</td>\n",
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+       "      <td>car title loans are a more straightforward way...</td>\n",
+       "      <td>[premium car title loans]</td>\n",
+       "      <td>[[website, https://premiumcartitleloans.com/vi...</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
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-       "      <td>2020-08-04 14:52:03.330000+00:00</td>\n",
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        "      <td>NaN</td>\n",
+       "      <td>{premiumcartitleloans.com}</td>\n",
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        "      <td>True</td>\n",
-       "      <td>antonio</td>\n",
-       "      <td>martinez</td>\n",
-       "      <td>personal docente e investigador de la universi...</td>\n",
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        "      <td>NaN</td>\n",
-       "      <td>[[id personal sica, http://investigacion.ugr.e...</td>\n",
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-       "      <td>2020-07-20 07:50:58.740000+00:00</td>\n",
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        "      <td>0</td>\n",
        "      <td>0</td>\n",
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        "      <td>NaN</td>\n",
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        "      <td>...</td>\n",
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-       "      <td>ruland</td>\n",
-       "      <td>star</td>\n",
-       "      <td>tentu saja semua permainan yang disediakan aka...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[bola88, https://sites.google.com/view/bola88...</td>\n",
+       "      <td>premium car</td>\n",
+       "      <td>title loans</td>\n",
+       "      <td>car title loans are a more straightforward way...</td>\n",
+       "      <td>[premium car title loans]</td>\n",
+       "      <td>[[website, https://premiumcartitleloans.com/sa...</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>[car title loan san juan capistrano]</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2020-11-24 13:18:00.296000+00:00</td>\n",
-       "      <td>2020-11-24 13:21:10.985000+00:00</td>\n",
+       "      <td>2020-11-19 00:31:54.080000+00:00</td>\n",
+       "      <td>2020-11-19 00:34:08.721000+00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[google.com]</td>\n",
+       "      <td>{premiumcartitleloans.com}</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>NaN</td>\n",
@@ -19946,41 +16641,43 @@
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>150</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>24.0</td>\n",
+       "      <td>445</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>85.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10989073</th>\n",
-       "      <td>0000-0003-4244-0381</td>\n",
+       "      <th>11346429</th>\n",
+       "      <td>0000-0002-4601-4569</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>sumiko</td>\n",
-       "      <td>cesar</td>\n",
-       "      <td>welcome to my page! im still finding my way ar...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[lotterytogel, http://139.59.245.36]]</td>\n",
+       "      <td>premium car</td>\n",
+       "      <td>title loans</td>\n",
+       "      <td>car title loans are a more straightforward way...</td>\n",
+       "      <td>[premium car title loans]</td>\n",
+       "      <td>[[website, https://premiumcartitleloans.com/mo...</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>[car title loan mount pleasant]</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2020-12-13 00:34:15.955000+00:00</td>\n",
-       "      <td>2020-12-13 00:37:21.793000+00:00</td>\n",
+       "      <td>2020-10-16 00:32:26.207000+00:00</td>\n",
+       "      <td>2020-10-16 00:37:42.646000+00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[139.59.245.36]</td>\n",
+       "      <td>{premiumcartitleloans.com}</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>NaN</td>\n",
@@ -19988,392 +16685,239 @@
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>98</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>21.0</td>\n",
+       "      <td>445</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>85.0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>19571 rows × 39 columns</p>\n",
+       "<p>422 rows × 41 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "                        orcid  verified_email  verified_primary_email  \\\n",
-       "613       0000-0001-6750-1481            True                    True   \n",
-       "1145      0000-0001-9243-2342            True                    True   \n",
-       "1519      0000-0002-3192-1481            True                    True   \n",
-       "2269      0000-0002-6104-6550            True                    True   \n",
-       "6163      0000-0003-0171-7962            True                    True   \n",
+       "53698     0000-0002-7397-7977            True                    True   \n",
+       "53699     0000-0003-4931-9736            True                    True   \n",
+       "110341    0000-0001-8221-2303            True                    True   \n",
+       "112764    0000-0001-6736-072X            True                    True   \n",
+       "112765    0000-0002-8727-1246            True                    True   \n",
        "...                       ...             ...                     ...   \n",
-       "10988461  0000-0002-7632-8868            True                    True   \n",
-       "10988510  0000-0001-5504-2767            True                    True   \n",
-       "10988922  0000-0001-9501-3717            True                    True   \n",
-       "10988929  0000-0003-2323-4005            True                    True   \n",
-       "10989073  0000-0003-4244-0381            True                    True   \n",
+       "11232621  0000-0002-9640-8136            True                    True   \n",
+       "11235070  0000-0002-6926-3752            True                    True   \n",
+       "11291784  0000-0002-3655-4713            True                    True   \n",
+       "11291785  0000-0002-8724-1020            True                    True   \n",
+       "11346429  0000-0002-4601-4569            True                    True   \n",
        "\n",
-       "           given_names                family_name  \\\n",
-       "613          aesthetic                     record   \n",
-       "1145           alfonso           ruiz-bravo lopez   \n",
-       "1519               amy                      spahn   \n",
-       "2269           antonio                   martinez   \n",
-       "6163           eduardo  ortega bernaldo de quiros   \n",
-       "...                ...                        ...   \n",
-       "10988461     margarita       lopez-viota gallardo   \n",
-       "10988510  maría nieves             gonzález pérez   \n",
-       "10988922        roxann                     lynsey   \n",
-       "10988929        ruland                       star   \n",
-       "10989073        sumiko                      cesar   \n",
+       "           given_names   family_name  \\\n",
+       "53698      premium car   title loans   \n",
+       "53699      premium car   title loans   \n",
+       "110341     premium car   title loans   \n",
+       "112764    premium car    title loans   \n",
+       "112765     premium car   title loans   \n",
+       "...                ...           ...   \n",
+       "11232621   premium car   title loans   \n",
+       "11235070   premium car   title loans   \n",
+       "11291784   premium car   title loans   \n",
+       "11291785   premium car   title loans   \n",
+       "11346429   premium car   title loans   \n",
        "\n",
-       "                                                  biography other_names  \\\n",
-       "613       make your practice easy with a professional so...         NaN   \n",
-       "1145      personal docente e investigador de la universi...         NaN   \n",
-       "1519                                 research administrator         NaN   \n",
-       "2269      personal docente e investigador de la universi...         NaN   \n",
-       "6163      personal docente e investigador de la universi...         NaN   \n",
-       "...                                                     ...         ...   \n",
-       "10988461  personal docente e investigador de la universi...         NaN   \n",
-       "10988510  personal docente e investigador de la universi...         NaN   \n",
-       "10988922  een korte inleiding op waterverwarmingstoestel...         NaN   \n",
-       "10988929  tentu saja semua permainan yang disediakan aka...         NaN   \n",
-       "10989073  welcome to my page! im still finding my way ar...         NaN   \n",
+       "                                                  biography  \\\n",
+       "53698     car title loans are a more straightforward way...   \n",
+       "53699     car title loans are a more straightforward way...   \n",
+       "110341    car title loans are a more straightforward way...   \n",
+       "112764    car title loans are a more straightforward way...   \n",
+       "112765    car title loans are a more straightforward way...   \n",
+       "...                                                     ...   \n",
+       "11232621  car title loans are a more straightforward way...   \n",
+       "11235070  car title loans are a more straightforward way...   \n",
+       "11291784  car title loans are a more straightforward way...   \n",
+       "11291785  car title loans are a more straightforward way...   \n",
+       "11346429  car title loans are a more straightforward way...   \n",
+       "\n",
+       "                        other_names  \\\n",
+       "53698     [premium car title loans]   \n",
+       "53699     [premium car title loans]   \n",
+       "110341    [premium car title loans]   \n",
+       "112764                          NaN   \n",
+       "112765                [loan agency]   \n",
+       "...                             ...   \n",
+       "11232621  [premium car title loans]   \n",
+       "11235070  [premium car title loans]   \n",
+       "11291784  [premium car title loans]   \n",
+       "11291785  [premium car title loans]   \n",
+       "11346429  [premium car title loans]   \n",
        "\n",
        "                                                       urls primary_email  \\\n",
-       "613       [[aesthetic record, https://www.aestheticrecor...          <NA>   \n",
-       "1145      [[id personal sica, http://investigacion.ugr.e...          <NA>   \n",
-       "1519                                                    NaN          <NA>   \n",
-       "2269      [[id personal sica, http://investigacion.ugr.e...          <NA>   \n",
-       "6163      [[id personal sica, http://investigacion.ugr.e...          <NA>   \n",
+       "53698     [[website, https://premiumcartitleloans.com/up...          <NA>   \n",
+       "53699     [[website, https://premiumcartitleloans.com/sa...          <NA>   \n",
+       "110341    [[website, https://premiumcartitleloans.com/vi...          <NA>   \n",
+       "112764    [[premium car title loans powder springs, http...          <NA>   \n",
+       "112765    [[premium car title loans, https://premiumcart...          <NA>   \n",
        "...                                                     ...           ...   \n",
-       "10988461  [[id personal sica, http://investigacion.ugr.e...   mlvg@ugr.es   \n",
-       "10988510  [[departamento de filología hispánica y clásic...          <NA>   \n",
-       "10988922  [[een korte inleiding op waterverwarmingstoest...          <NA>   \n",
-       "10988929  [[bola88, https://sites.google.com/view/bola88...          <NA>   \n",
-       "10989073             [[lotterytogel, http://139.59.245.36]]          <NA>   \n",
-       "\n",
-       "         keywords                   external_ids  \\\n",
-       "613           NaN                            NaN   \n",
-       "1145          NaN                            NaN   \n",
-       "1519          NaN                            NaN   \n",
-       "2269          NaN  [[researcherid, e-9723-2016]]   \n",
-       "6163          NaN                            NaN   \n",
-       "...           ...                            ...   \n",
-       "10988461      NaN                            NaN   \n",
-       "10988510      NaN                            NaN   \n",
-       "10988922      NaN                            NaN   \n",
-       "10988929      NaN                            NaN   \n",
-       "10989073      NaN                            NaN   \n",
-       "\n",
-       "                                                  education  \\\n",
-       "613                                                     NaN   \n",
-       "1145                                                    NaN   \n",
-       "1519      [[graduate studies, master of science in admin...   \n",
-       "2269      [[geometria y topologia, , universidad de gran...   \n",
-       "6163                                                    NaN   \n",
-       "...                                                     ...   \n",
-       "10988461                                                NaN   \n",
-       "10988510  [[lengua española, doctora en estudios lingüís...   \n",
-       "10988922                                                NaN   \n",
-       "10988929                                                NaN   \n",
-       "10989073                                                NaN   \n",
+       "11232621  [[website, https://premiumcartitleloans.com/cl...          <NA>   \n",
+       "11235070  [[website, https://premiumcartitleloans.com/es...          <NA>   \n",
+       "11291784  [[website, https://premiumcartitleloans.com/sa...          <NA>   \n",
+       "11291785  [[website, https://premiumcartitleloans.com/sa...          <NA>   \n",
+       "11346429  [[website, https://premiumcartitleloans.com/mo...          <NA>   \n",
        "\n",
-       "                                                 employment  n_works  \\\n",
-       "613                                                     NaN        0   \n",
-       "1145      [[, universidad de granada, granada, andalucia...        1   \n",
-       "1519      [[research and program administrator, michigan...        0   \n",
-       "2269      [[, universidad de granada, granada, andalucia...       51   \n",
-       "6163      [[, universidad de granada, granada, andalucia...        0   \n",
-       "...                                                     ...      ...   \n",
-       "10988461  [[, universidad de granada, granada, andalucia...        0   \n",
-       "10988510  [[profesor asociado, universidad de castilla-l...        2   \n",
-       "10988922                                                NaN        0   \n",
-       "10988929                                                NaN        0   \n",
-       "10989073                                                NaN        0   \n",
+       "                                                   keywords external_ids  \\\n",
+       "53698                               [car title loan upland]          NaN   \n",
+       "53699                             [car title loan saratoga]          NaN   \n",
+       "110341                         [car title loan victorville]          NaN   \n",
+       "112764                                                  NaN          NaN   \n",
+       "112765    [car title loan north ogden, title loan on car...          NaN   \n",
+       "...                                                     ...          ...   \n",
+       "11232621                            [car title loan clovis]          NaN   \n",
+       "11235070                         [car title loan escondido]          NaN   \n",
+       "11291784                        [car title loan san rafael]          NaN   \n",
+       "11291785               [car title loan san juan capistrano]          NaN   \n",
+       "11346429                    [car title loan mount pleasant]          NaN   \n",
        "\n",
-       "                                               works_source  \\\n",
-       "613                                                     NaN   \n",
-       "1145                                             [crossref]   \n",
-       "1519                                                    NaN   \n",
-       "2269                               [researcherid, crossref]   \n",
-       "6163                                                    NaN   \n",
-       "...                                                     ...   \n",
-       "10988461                                                NaN   \n",
-       "10988510  [mla international bibliography, maría nieves ...   \n",
-       "10988922                                                NaN   \n",
-       "10988929                                                NaN   \n",
-       "10989073                                                NaN   \n",
+       "         education employment  n_works works_source  \\\n",
+       "53698          NaN        NaN        0          NaN   \n",
+       "53699          NaN        NaN        0          NaN   \n",
+       "110341         NaN        NaN        0          NaN   \n",
+       "112764         NaN        NaN        0          NaN   \n",
+       "112765         NaN        NaN        0          NaN   \n",
+       "...            ...        ...      ...          ...   \n",
+       "11232621       NaN        NaN        0          NaN   \n",
+       "11235070       NaN        NaN        0          NaN   \n",
+       "11291784       NaN        NaN        0          NaN   \n",
+       "11291785       NaN        NaN        0          NaN   \n",
+       "11346429       NaN        NaN        0          NaN   \n",
        "\n",
        "                          activation_date                 last_update_date  \\\n",
-       "613      2020-09-28 09:13:52.705000+00:00 2020-09-28 09:17:36.855000+00:00   \n",
-       "1145     2015-01-19 13:01:31.041000+00:00 2020-03-10 10:17:07.174000+00:00   \n",
-       "1519     2020-05-04 18:55:27.062000+00:00 2020-08-04 14:52:03.330000+00:00   \n",
-       "2269     2015-02-08 18:57:35.978000+00:00 2020-07-20 07:50:58.740000+00:00   \n",
-       "6163     2015-06-01 08:43:00.352000+00:00 2017-06-19 07:44:32.649000+00:00   \n",
+       "53698    2020-11-06 06:10:20.070000+00:00 2020-11-06 06:24:28.005000+00:00   \n",
+       "53699    2020-11-13 01:04:19.859000+00:00 2020-11-13 01:15:12.546000+00:00   \n",
+       "110341   2020-11-05 00:38:21.096000+00:00 2020-11-05 00:40:40.091000+00:00   \n",
+       "112764   2020-12-08 05:38:30.786000+00:00 2020-12-08 05:40:03.786000+00:00   \n",
+       "112765   2020-12-10 08:54:56.127000+00:00 2020-12-10 08:57:15.791000+00:00   \n",
        "...                                   ...                              ...   \n",
-       "10988461 2015-07-29 07:17:22.959000+00:00 2020-11-26 19:55:46.827000+00:00   \n",
-       "10988510 2015-07-09 23:19:08.782000+00:00 2020-12-08 14:01:30.548000+00:00   \n",
-       "10988922 2020-12-10 21:40:39.371000+00:00 2020-12-10 21:49:33.129000+00:00   \n",
-       "10988929 2020-11-24 13:18:00.296000+00:00 2020-11-24 13:21:10.985000+00:00   \n",
-       "10989073 2020-12-13 00:34:15.955000+00:00 2020-12-13 00:37:21.793000+00:00   \n",
+       "11232621 2020-10-22 06:11:02.945000+00:00 2020-10-22 06:17:09.111000+00:00   \n",
+       "11235070 2020-12-03 02:00:33.684000+00:00 2020-12-03 02:02:07.054000+00:00   \n",
+       "11291784 2020-11-18 00:39:17.492000+00:00 2020-11-18 00:52:19.024000+00:00   \n",
+       "11291785 2020-11-19 00:31:54.080000+00:00 2020-11-19 00:34:08.721000+00:00   \n",
+       "11346429 2020-10-16 00:32:26.207000+00:00 2020-10-16 00:37:42.646000+00:00   \n",
        "\n",
-       "          n_doi  n_arxiv  n_pmc  n_other_pids  label primary_email_domain  \\\n",
-       "613           0        0      0             0  False                  NaN   \n",
-       "1145          1        0      0             0   True                  NaN   \n",
-       "1519          0        0      0             0  False                  NaN   \n",
-       "2269         35        0      0            46   True                  NaN   \n",
-       "6163          0        0      0             0  False                  NaN   \n",
-       "...         ...      ...    ...           ...    ...                  ...   \n",
-       "10988461      0        0      0             0  False               ugr.es   \n",
-       "10988510      0        0      0             1  False                  NaN   \n",
-       "10988922      0        0      0             0  False                  NaN   \n",
-       "10988929      0        0      0             0  False                  NaN   \n",
-       "10989073      0        0      0             0  False                  NaN   \n",
+       "          n_doi  n_arxiv  n_pmc  n_other_pids other_urls  label  \\\n",
+       "53698         0        0      0             0        NaN  False   \n",
+       "53699         0        0      0             0        NaN  False   \n",
+       "110341        0        0      0             0        NaN  False   \n",
+       "112764        0        0      0             0        NaN  False   \n",
+       "112765        0        0      0             0        NaN  False   \n",
+       "...         ...      ...    ...           ...        ...    ...   \n",
+       "11232621      0        0      0             0        NaN  False   \n",
+       "11235070      0        0      0             0        NaN  False   \n",
+       "11291784      0        0      0             0        NaN  False   \n",
+       "11291785      0        0      0             0        NaN  False   \n",
+       "11346429      0        0      0             0        NaN  False   \n",
        "\n",
-       "         other_email_domains               url_domains  n_emails  n_urls  \\\n",
-       "613                      NaN     [aestheticrecord.com]      <NA>       1   \n",
-       "1145                     NaN                  [ugr.es]      <NA>       1   \n",
-       "1519                     NaN                       NaN      <NA>    <NA>   \n",
-       "2269                     NaN                  [ugr.es]      <NA>       1   \n",
-       "6163                     NaN                  [ugr.es]      <NA>       1   \n",
-       "...                      ...                       ...       ...     ...   \n",
-       "10988461                 NaN                  [ugr.es]      <NA>       1   \n",
-       "10988510                 NaN                 [uclm.es]      <NA>       1   \n",
-       "10988922                 NaN  [zonneboilermagazijn.nl]      <NA>       1   \n",
-       "10988929                 NaN              [google.com]      <NA>       1   \n",
-       "10989073                 NaN           [139.59.245.36]      <NA>       1   \n",
+       "         primary_email_domain other_email_domains                 url_domains  \\\n",
+       "53698                     NaN                 NaN  {premiumcartitleloans.com}   \n",
+       "53699                     NaN                 NaN  {premiumcartitleloans.com}   \n",
+       "110341                    NaN                 NaN  {premiumcartitleloans.com}   \n",
+       "112764                    NaN                 NaN  {premiumcartitleloans.com}   \n",
+       "112765                    NaN                 NaN  {premiumcartitleloans.com}   \n",
+       "...                       ...                 ...                         ...   \n",
+       "11232621                  NaN                 NaN  {premiumcartitleloans.com}   \n",
+       "11235070                  NaN                 NaN  {premiumcartitleloans.com}   \n",
+       "11291784                  NaN                 NaN  {premiumcartitleloans.com}   \n",
+       "11291785                  NaN                 NaN  {premiumcartitleloans.com}   \n",
+       "11346429                  NaN                 NaN  {premiumcartitleloans.com}   \n",
        "\n",
-       "          n_ids  n_keywords  n_education  n_employment  \\\n",
-       "613        <NA>        <NA>         <NA>          <NA>   \n",
-       "1145       <NA>        <NA>         <NA>             1   \n",
-       "1519       <NA>        <NA>            2             3   \n",
-       "2269          1        <NA>            1             1   \n",
-       "6163       <NA>        <NA>         <NA>             1   \n",
-       "...         ...         ...          ...           ...   \n",
-       "10988461   <NA>        <NA>         <NA>             1   \n",
-       "10988510   <NA>        <NA>            1             1   \n",
-       "10988922   <NA>        <NA>         <NA>          <NA>   \n",
-       "10988929   <NA>        <NA>         <NA>          <NA>   \n",
-       "10989073   <NA>        <NA>         <NA>          <NA>   \n",
+       "         other_url_domains  n_emails  n_urls  n_ids  n_keywords  n_education  \\\n",
+       "53698                  NaN      <NA>       1   <NA>           1         <NA>   \n",
+       "53699                  NaN      <NA>       1   <NA>           1         <NA>   \n",
+       "110341                 NaN      <NA>       1   <NA>           1         <NA>   \n",
+       "112764                 NaN      <NA>       1   <NA>        <NA>         <NA>   \n",
+       "112765                 NaN      <NA>       1   <NA>           4         <NA>   \n",
+       "...                    ...       ...     ...    ...         ...          ...   \n",
+       "11232621               NaN      <NA>       1   <NA>           1         <NA>   \n",
+       "11235070               NaN      <NA>       1   <NA>           1         <NA>   \n",
+       "11291784               NaN      <NA>       1   <NA>           1         <NA>   \n",
+       "11291785               NaN      <NA>       1   <NA>           1         <NA>   \n",
+       "11346429               NaN      <NA>       1   <NA>           1         <NA>   \n",
        "\n",
-       "                          ext_works_source  n_ext_work_source authoritative  \\\n",
-       "613                                    NaN               <NA>         False   \n",
-       "1145                            [crossref]                  1          True   \n",
-       "1519                                   NaN               <NA>         False   \n",
-       "2269              [researcherid, crossref]                  2          True   \n",
-       "6163                                   NaN               <NA>         False   \n",
-       "...                                    ...                ...           ...   \n",
-       "10988461                               NaN               <NA>         False   \n",
-       "10988510  [mla international bibliography]                  1          True   \n",
-       "10988922                               NaN               <NA>         False   \n",
-       "10988929                               NaN               <NA>         False   \n",
-       "10989073                               NaN               <NA>         False   \n",
+       "          n_employment ext_works_source  n_ext_work_source authoritative  \\\n",
+       "53698             <NA>              NaN               <NA>         False   \n",
+       "53699             <NA>              NaN               <NA>         False   \n",
+       "110341            <NA>              NaN               <NA>         False   \n",
+       "112764            <NA>              NaN               <NA>         False   \n",
+       "112765            <NA>              NaN               <NA>         False   \n",
+       "...                ...              ...                ...           ...   \n",
+       "11232621          <NA>              NaN               <NA>         False   \n",
+       "11235070          <NA>              NaN               <NA>         False   \n",
+       "11291784          <NA>              NaN               <NA>         False   \n",
+       "11291785          <NA>              NaN               <NA>         False   \n",
+       "11346429          <NA>              NaN               <NA>         False   \n",
        "\n",
        "          n_valid_education  n_valid_employment  biography_length  \\\n",
-       "613                     NaN                 NaN               165   \n",
-       "1145                    NaN                 0.0               127   \n",
-       "1519                    2.0                 2.0                22   \n",
-       "2269                    1.0                 0.0               141   \n",
-       "6163                    NaN                 0.0               143   \n",
+       "53698                   NaN                 NaN               445   \n",
+       "53699                   NaN                 NaN               445   \n",
+       "110341                  NaN                 NaN               445   \n",
+       "112764                  NaN                 NaN               550   \n",
+       "112765                  NaN                 NaN               571   \n",
        "...                     ...                 ...               ...   \n",
-       "10988461                NaN                 0.0               122   \n",
-       "10988510                1.0                 1.0               130   \n",
-       "10988922                NaN                 NaN               151   \n",
-       "10988929                NaN                 NaN               150   \n",
-       "10989073                NaN                 NaN                98   \n",
+       "11232621                NaN                 NaN               445   \n",
+       "11235070                NaN                 NaN               445   \n",
+       "11291784                NaN                 NaN               445   \n",
+       "11291785                NaN                 NaN               445   \n",
+       "11346429                NaN                 NaN               445   \n",
        "\n",
        "          biography_n_sentences  biography_n_words  \n",
-       "613                         2.0               28.0  \n",
-       "1145                        1.0               19.0  \n",
-       "1519                        1.0                2.0  \n",
-       "2269                        1.0               21.0  \n",
-       "6163                        1.0               22.0  \n",
+       "53698                       4.0               85.0  \n",
+       "53699                       4.0               85.0  \n",
+       "110341                      4.0               85.0  \n",
+       "112764                      5.0              107.0  \n",
+       "112765                      5.0              110.0  \n",
        "...                         ...                ...  \n",
-       "10988461                    1.0               19.0  \n",
-       "10988510                    1.0               19.0  \n",
-       "10988922                    1.0               22.0  \n",
-       "10988929                    1.0               24.0  \n",
-       "10989073                    2.0               21.0  \n",
-       "\n",
-       "[19571 rows x 39 columns]"
-      ]
-     },
-     "execution_count": 93,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df[(df.biography.notna()) & (df.biography.duplicated(keep=False))]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 94,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>orcid</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>biography</th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>car title loans are a more straightforward way to borrow the money you need, without dealing with the hassles of a traditional bank loan. because they use the equity value of your qualifying vehicle to secure funding, they are a great borrowing option for customers with credit issues, or who need expedited funding. our customers know to turn to our local experts when they need auto title loans. our team is excited to get you your loan today!</th>\n",
-       "      <td>343</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>hi, how are you? it is really cool to find an entire community of people interested in the same thing you are.</th>\n",
-       "      <td>229</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>the sound and the fury is one of my all-time favorite novels but i have many.</th>\n",
-       "      <td>218</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>悪意に満ちたバイアス（偏った）記事がいまなお健在だという好例の記事を見つけた。知識層が最も好むとされる大手新聞（8月24日付)の朝刊記事だ。グリホサートという除草剤が発がん性や胎児への影響をもたらすと指摘する記事だが、先進国の公的機関は明確に否定している。こういう記事が続く限り、活字メディアはいよいよ専門家から見放されるだろうとの思いを強くする。</th>\n",
-       "      <td>137</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>one of my passions is people watching but i dont get to do it as much as i would like.</th>\n",
-       "      <td>132</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>environmental engineering</th>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>insaat kalip yagi, kalip yag, plywood kalip yagi, ahsap kalip yagi alanlarinda profesyonel ve organik olarak imalat yapan sirketimiz musteri goruslerini son derece onemsemektedir.</th>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>&lt;p class=p__7&gt;since life and medical insurance commissions are front-loaded, agents generally do not get a commission after the 3rd policy renewal.</th>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>professor of otolaryngology</th>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ive traveled to several countries and have several more to see. i have a lizard named tinky.</th>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>2563 rows × 1 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                    orcid\n",
-       "biography                                                \n",
-       "car title loans are a more straightforward way ...    343\n",
-       "hi, how are you? it is really cool to find an e...    229\n",
-       "the sound and the fury is one of my all-time fa...    218\n",
-       "悪意に満ちたバイアス（偏った）記事がいまなお健在だという好例の記事を見つけた。知識層が最も好む...    137\n",
-       "one of my passions is people watching but i don...    132\n",
-       "...                                                   ...\n",
-       "environmental engineering                               2\n",
-       "insaat kalip yagi, kalip yag, plywood kalip yag...      2\n",
-       "<p class=p__7>since life and medical insurance ...      2\n",
-       "professor of otolaryngology                             2\n",
-       "ive traveled to several countries and have seve...      2\n",
+       "11232621                    4.0               85.0  \n",
+       "11235070                    4.0               85.0  \n",
+       "11291784                    4.0               85.0  \n",
+       "11291785                    4.0               85.0  \n",
+       "11346429                    4.0               85.0  \n",
        "\n",
-       "[2563 rows x 1 columns]"
+       "[422 rows x 41 columns]"
       ]
      },
-     "execution_count": 94,
+     "execution_count": 116,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "dup_bios = df[['orcid', 'biography']].groupby('biography').count().sort_values('orcid', ascending=False)\n",
-    "dup_bios = dup_bios[dup_bios.orcid > 1]\n",
-    "dup_bios"
+    "df[(df.biography.notna()) & (df.biography.str.contains('car title loans are a more straightforward'))]"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 95,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "orcid    19571\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 95,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
    "source": [
-    "dup_bios.sum()"
+    "Let's jot them down"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 96,
+   "execution_count": 117,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# dup_bios.to_csv('../data/processed/dup_bios.csv', index=True, columns=[], header=False)\n",
-    "dup_bios.to_csv('../data/processed/dup_bios.csv')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "I noticed that some bios can be found on google in other (probably fake) accounts.\n",
-    "E.g. \"hi, how are you? it is really cool to find an entire community of people interested in the same thing you are.\"\n",
-    "can be found on https://dribbble.com/camrodoabh/about"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Dup bios URLs**"
+    "i = 0\n",
+    "for orcid in df[(df.biography.notna()) & (df.biography.str.contains('car title loans are a more straightforward'))]['orcid']:\n",
+    "    FAKE_HEAP['carloan_' + str(i)] = orcid\n",
+    "    i = i+1"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Let's plot the domains dup bios point to"
+    "**Dup bios and date of activation**"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 97,
+   "execution_count": 118,
    "metadata": {},
    "outputs": [
     {
@@ -20386,114 +16930,858 @@
        },
        "data": [
         {
-         "type": "bar",
+         "histfunc": "count",
+         "type": "histogram",
          "x": [
-          "image-perth.org",
-          "doodlekit.com",
-          "bolasportsbo.com",
-          "penzu.com",
-          "google.com",
-          "tumblr.com",
-          "diigo.com",
-          "skyrock.com",
-          "lucialpiazzale.com",
-          "wordpress.com",
-          "yousher.com",
-          "theglensecret.com",
-          "wpsuo.com",
-          "jigsy.com",
-          "iamarrows.com",
-          "hatenablog.com",
-          "gumroad.com",
-          "tearosediner.net",
-          "nation2.com",
-          "edublogs.org",
-          "postheaven.net",
-          "theburnward.com",
-          "almoheet-travel.com",
-          "zenwriting.net",
-          "writeablog.net",
-          "blogfreely.net",
-          "marijuanaforsalecheap.com",
-          "amazonaws.com",
-          "sinhly16.net",
-          "shutterfly.com",
-          "uberant.com",
-          "wonderwall.bar",
-          "wixsite.com",
-          "telegra.ph",
-          "mnetworks.dk",
-          "topsitenet.com",
-          "channeldoubler.co.uk",
-          "bt21fans.com",
-          "buymarijuanaonline.co.uk",
-          "trademama.com",
-          "timeforchangecounselling.com",
-          "qualtrics.com",
-          "site123.me",
-          "postach.io",
-          "simplesite.com",
-          "potenzmittel-online-bestellen.com",
-          "shikshadarpan.com",
-          "semillasfeminizadas.com.es",
-          "yalieswriters.us",
-          "yingjiesheng.com"
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+          "2020-10-06T04:09:04.132000+00:00",
+          "2020-11-04T07:11:18.875000+00:00",
+          "2020-12-07T02:01:23.937000+00:00",
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\"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#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\": \"Activation distribution for bio \\\"more straightforward way to borrow the money you\\\"\"}, \"xaxis\": {\"tickangle\": 45, \"tickfont\": {\"size\": 12}}},                        {\"responsive\": true}                    ).then(function(){\n",
        "                            \n",
-       "var gd = document.getElementById('efd2234b-46db-4485-9704-fd4573956a94');\n",
+       "var gd = document.getElementById('8036d294-7ef2-4366-b7cf-e9f5d774c905');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
        "        if (!display || display === 'none') {{\n",
@@ -21344,22 +18632,24 @@
     }
    ],
    "source": [
-    "BIO_SNIPPET = 'really cool to find an entire community of people'\n",
-    "dup_bios_df = df[df.biography.str.contains(BIO_SNIPPET)].explode('url_domains').groupby('url_domains')[['orcid']].count().sort_values('orcid', ascending=False)\n",
+    "BIO_SNIPPET = 'more straightforward way to borrow the money you'\n",
+    "dup_bios_df = df[df.biography.str.contains(BIO_SNIPPET)]\n",
+    "# .groupby(df.activation_date.dt.month)[['orcid']].count().sort_values('orcid', ascending=False)\n",
     "\n",
-    "set_top_n(50)\n",
     "data = [\n",
-    "    go.Bar(\n",
-    "        x=dup_bios_df[:TOP_N].index,\n",
-    "        y=dup_bios_df[:TOP_N]['orcid']\n",
+    "    go.Histogram(\n",
+    "        x=dup_bios_df['activation_date'],\n",
+    "        y=dup_bios_df['orcid'],\n",
+    "        histfunc='count'\n",
     "    )\n",
     "]\n",
     "\n",
     "layout = go.Layout(\n",
-    "    title='URL distribution for bio \"%s\"' % BIO_SNIPPET,\n",
+    "    title='Activation distribution for bio \"%s\"' % BIO_SNIPPET,\n",
     "    xaxis=dict(tickangle=45, tickfont=dict(size=12))\n",
     ")\n",
     "fig = go.Figure(data=data, layout=layout)\n",
+    "fig.update_traces(xbins_size='D1')\n",
     "plotly.offline.iplot(fig)"
    ]
   },
@@ -21367,12 +18657,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Dup bios and date of activation**"
+    "For all duplicated bios"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 98,
+   "execution_count": 119,
    "metadata": {},
    "outputs": [
     {
@@ -21388,42794 +18678,46043 @@
          "histfunc": "count",
          "type": "histogram",
          "x": [
-          "2020-11-06T06:10:20.070000+00:00",
-          "2020-11-13T01:04:19.859000+00:00",
-          "2020-11-05T00:38:21.096000+00:00",
-          "2020-12-08T05:38:30.786000+00:00",
-          "2020-12-10T08:54:56.127000+00:00",
-          "2020-11-20T09:11:08.356000+00:00",
-          "2020-12-10T05:26:14.534000+00:00",
-          "2020-12-04T02:41:11.756000+00:00",
-          "2020-11-26T04:16:15.824000+00:00",
-          "2020-10-12T04:58:17.220000+00:00",
-          "2020-12-08T00:35:36.543000+00:00",
-          "2020-11-30T01:30:22.357000+00:00",
-          "2020-10-19T01:51:35.391000+00:00",
-          "2020-12-07T04:43:46.569000+00:00",
-          "2020-11-12T06:33:38.112000+00:00",
-          "2020-10-20T05:55:09.939000+00:00",
-          "2020-11-18T02:15:05.122000+00:00",
-          "2020-12-04T00:53:17.885000+00:00",
-          "2020-10-16T02:03:07.922000+00:00",
-          "2020-12-07T01:05:49.858000+00:00",
-          "2020-12-09T09:51:39.412000+00:00",
-          "2020-10-16T05:25:52.218000+00:00",
-          "2021-01-04T15:49:35.727000+00:00",
-          "2020-12-21T13:42:08.792000+00:00",
-          "2020-12-07T05:45:44.145000+00:00",
-          "2020-12-01T06:01:05.133000+00:00",
-          "2020-12-10T03:52:43.220000+00:00",
-          "2020-12-08T10:18:31.859000+00:00",
-          "2020-12-22T13:49:16.908000+00:00",
-          "2020-12-04T04:35:16.628000+00:00",
-          "2020-12-04T06:16:50.173000+00:00",
-          "2020-11-23T01:24:52.965000+00:00",
-          "2020-12-18T13:09:47.463000+00:00",
-          "2020-12-09T03:17:51.528000+00:00",
-          "2020-10-01T00:37:22.535000+00:00",
-          "2020-12-07T04:11:41.932000+00:00",
-          "2020-12-10T02:07:49.921000+00:00",
-          "2020-12-07T02:03:15.901000+00:00",
-          "2020-12-08T01:10:25.988000+00:00",
-          "2020-12-09T02:50:31.195000+00:00",
-          "2020-12-10T02:31:54.901000+00:00",
-          "2020-12-04T06:49:59.988000+00:00",
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{\"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\": \"Activation distribution for bio \\\"more straightforward way to borrow the money you\\\"\"}, \"xaxis\": {\"tickangle\": 45, \"tickfont\": {\"size\": 12}}},                        {\"responsive\": true}                    ).then(function(){\n",
-       "                            \n",
-       "var gd = document.getElementById('c639689b-8ce8-4bc6-9ba2-9cd552c2d9b8');\n",
-       "var x = new MutationObserver(function (mutations, observer) {{\n",
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-       "            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",
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-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "BIO_SNIPPET = 'more straightforward way to borrow the money you'\n",
-    "dup_bios_df = df[df.biography.str.contains(BIO_SNIPPET)]\n",
-    "# .groupby(df.activation_date.dt.month)[['orcid']].count().sort_values('orcid', ascending=False)\n",
-    "\n",
-    "data = [\n",
-    "    go.Histogram(\n",
-    "        x=dup_bios_df['activation_date'],\n",
-    "        y=dup_bios_df['orcid'],\n",
-    "        histfunc='count'\n",
-    "    )\n",
-    "]\n",
-    "\n",
-    "layout = go.Layout(\n",
-    "    title='Activation distribution for bio \"%s\"' % BIO_SNIPPET,\n",
-    "    xaxis=dict(tickangle=45, tickfont=dict(size=12))\n",
-    ")\n",
-    "fig = go.Figure(data=data, layout=layout)\n",
-    "fig.update_traces(xbins_size='D1')\n",
-    "plotly.offline.iplot(fig)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "For all duplicated bios"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 99,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-          "2014-06-06T16:27:37.024000+00:00",
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-          "2021-01-05T10:46:34.949000+00:00",
-          "2020-12-20T10:10:52.764000+00:00",
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-          "2014-06-14T14:05:05.720000+00:00",
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-          "2014-05-04T20:44:58.020000+00:00",
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-          "2021-02-24T17:39:16.579000+00:00",
-          "2021-02-25T01:59:01.546000+00:00",
-          "2014-06-15T07:34:03.475000+00:00",
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-          "2013-05-16T10:50:13.887000+00:00",
-          "2014-06-14T21:11:56.952000+00:00",
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-          "2014-10-14T12:53:22.328000+00:00",
-          "2021-02-03T09:48:36.471000+00:00",
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-          "2015-08-28T07:22:34.154000+00:00",
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-          "2021-03-14T21:08:41.471000+00:00",
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-          "2021-03-13T07:27:29.738000+00:00",
-          "2015-07-14T21:49:58.337000+00:00",
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-          "2021-03-20T07:57:00.733000+00:00",
-          "2013-06-20T09:56:39.993000+00:00",
-          "2021-03-15T07:37:51.846000+00:00",
-          "2021-03-17T19:02:41.471000+00:00",
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-          "2021-01-30T00:12:51.835000+00:00",
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-          "2014-03-14T10:42:43.569000+00:00",
-          "2013-05-27T14:54:34.062000+00:00",
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-          "2021-01-13T03:38:16.728000+00:00",
-          "2021-02-20T22:58:00.608000+00:00",
-          "2014-02-14T03:13:34.887000+00:00",
-          "2021-02-13T03:38:45.621000+00:00",
-          "2021-02-10T15:30:56.405000+00:00",
-          "2021-02-10T05:19:37.047000+00:00",
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-          "2021-02-08T12:17:45.127000+00:00",
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-          "2021-02-08T09:29:01.562000+00:00",
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-          "2021-03-03T18:28:33.479000+00:00",
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-          "2015-05-29T07:20:01.672000+00:00",
-          "2021-02-25T07:38:45.927000+00:00",
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-          "2021-03-08T04:06:29.533000+00:00",
-          "2015-07-12T00:00:37.421000+00:00",
-          "2015-08-26T07:13:28.004000+00:00",
-          "2021-03-09T20:14:20.111000+00:00",
-          "2021-03-10T20:21:41.429000+00:00",
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-          "2015-06-03T07:43:09.184000+00:00",
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-          "2020-11-07T06:29:03.237000+00:00",
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-          "2014-04-14T13:24:44.374000+00:00",
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-          "2013-12-05T16:07:35.970000+00:00",
-          "2013-06-09T14:48:12.897000+00:00",
-          "2013-03-27T14:08:36.660000+00:00",
-          "2013-03-15T14:01:31.430000+00:00",
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-          "2021-01-03T03:41:09.384000+00:00",
-          "2021-01-08T22:55:10.247000+00:00",
-          "2015-01-19T12:51:52.512000+00:00",
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-          "2020-12-25T15:30:24.740000+00:00",
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-          "2015-07-11T23:39:51.502000+00:00",
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-          "2021-01-16T20:20:03.904000+00:00",
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-          "2021-01-12T20:00:01.445000+00:00",
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-          "2021-01-13T22:27:06.977000+00:00",
-          "2021-01-25T01:26:05.905000+00:00",
-          "2013-03-19T20:19:38.002000+00:00",
-          "2021-02-10T04:43:55.133000+00:00",
-          "2021-02-14T23:03:05.977000+00:00",
-          "2021-02-18T04:52:08.501000+00:00",
-          "2021-02-18T03:22:49.941000+00:00",
-          "2021-02-15T11:45:45.835000+00:00",
-          "2014-06-06T13:39:48.992000+00:00",
-          "2021-02-12T21:27:54.329000+00:00",
-          "2021-02-07T04:10:23.502000+00:00",
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-          "2021-02-10T05:29:01.634000+00:00",
-          "2021-02-26T17:59:40.110000+00:00",
-          "2016-03-11T13:58:14.883000+00:00",
-          "2021-02-22T21:59:26.456000+00:00",
-          "2021-02-24T14:05:07.361000+00:00",
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-          "2015-07-13T22:40:57.416000+00:00",
-          "2021-03-14T11:34:44.058000+00:00",
-          "2021-03-10T20:50:11.625000+00:00",
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-          "2021-03-11T10:41:19.981000+00:00",
-          "2019-09-02T03:13:33.513000+00:00",
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-          "2021-03-15T20:30:05.569000+00:00",
-          "2014-04-14T13:46:50.361000+00:00",
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-          "2013-11-11T10:52:21.134000+00:00",
-          "2021-03-21T18:07:12.091000+00:00",
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-          "2020-11-05T23:56:10.906000+00:00",
-          "2020-11-08T00:47:52.576000+00:00",
-          "2020-10-21T05:46:41.720000+00:00",
-          "2013-03-25T13:55:52.729000+00:00",
-          "2020-11-08T00:04:19.697000+00:00",
-          "2020-10-28T09:18:24.836000+00:00",
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-          "2020-10-28T21:41:25.170000+00:00",
-          "2020-11-06T23:29:12.047000+00:00",
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-          "2020-11-24T21:21:37.624000+00:00",
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-          "2020-11-20T16:19:37.089000+00:00",
-          "2020-12-07T06:35:46.043000+00:00",
-          "2015-07-11T23:49:30.867000+00:00",
-          "2015-07-15T23:23:11.725000+00:00",
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-          "2014-03-31T20:37:46.051000+00:00",
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-          "2015-06-05T06:45:32.533000+00:00",
-          "2015-06-18T09:39:22.221000+00:00",
-          "2015-07-11T23:44:50.910000+00:00",
-          "2015-07-07T23:04:43.255000+00:00",
-          "2020-06-04T18:32:26.008000+00:00",
-          "2015-07-27T09:07:54.513000+00:00",
-          "2014-04-02T22:53:06.983000+00:00",
-          "2015-06-25T22:14:27.721000+00:00",
-          "2015-08-22T11:54:05.987000+00:00",
-          "2018-10-17T08:57:09.093000+00:00",
-          "2019-03-14T11:18:09.492000+00:00",
-          "2019-02-17T19:39:53.725000+00:00",
-          "2013-01-15T11:55:32.591000+00:00",
-          "2021-01-04T15:49:35.727000+00:00",
-          "2020-12-16T09:52:42.765000+00:00",
-          "2021-01-07T20:28:39.147000+00:00",
-          "2014-05-05T11:44:21.375000+00:00",
-          "2020-12-28T16:04:41.933000+00:00",
-          "2020-12-28T04:13:24.524000+00:00",
-          "2021-01-08T20:19:59.474000+00:00",
-          "2021-01-09T07:13:51.200000+00:00",
-          "2020-12-21T13:42:08.792000+00:00",
-          "2021-01-30T08:59:02.301000+00:00",
-          "2021-01-19T02:24:43.640000+00:00",
-          "2021-01-21T07:52:08.922000+00:00",
-          "2021-01-13T02:52:16.459000+00:00",
-          "2021-01-14T09:37:20.557000+00:00",
-          "2021-01-14T17:55:44.415000+00:00",
-          "2021-01-31T16:50:50.019000+00:00",
-          "2015-06-01T08:57:09.945000+00:00",
-          "2021-01-24T12:13:51.667000+00:00",
-          "2019-09-09T15:22:12.229000+00:00",
-          "2021-01-27T07:04:03.793000+00:00",
-          "2021-01-21T01:08:17.620000+00:00",
-          "2021-01-26T09:58:07.957000+00:00",
-          "2021-01-15T14:56:34.552000+00:00",
-          "2021-01-16T05:59:46.624000+00:00",
-          "2021-01-19T02:50:12.710000+00:00",
-          "2021-01-21T06:32:34.861000+00:00",
-          "2014-04-17T18:07:32.812000+00:00",
-          "2021-02-16T08:50:08.747000+00:00",
-          "2021-02-07T13:08:31.926000+00:00",
-          "2015-08-22T11:59:36.729000+00:00",
-          "2021-02-13T08:37:24.148000+00:00",
-          "2021-02-19T00:52:29.918000+00:00",
-          "2021-02-18T04:54:42.784000+00:00",
-          "2021-02-05T19:26:28.508000+00:00",
-          "2021-02-09T10:20:09.862000+00:00",
-          "2021-03-06T21:49:12.320000+00:00",
-          "2018-03-23T11:33:00.321000+00:00",
-          "2021-02-25T03:25:46.006000+00:00",
-          "2021-02-23T11:23:36.127000+00:00",
-          "2015-06-22T06:57:25.351000+00:00",
-          "2021-02-28T20:15:19.989000+00:00",
-          "2021-02-24T19:27:48.818000+00:00",
-          "2021-03-02T21:14:50.893000+00:00",
-          "2021-03-03T02:25:32.795000+00:00",
-          "2021-03-08T11:34:31.301000+00:00",
-          "2021-03-14T21:40:45.786000+00:00",
-          "2017-06-28T10:47:51.588000+00:00",
-          "2021-03-08T20:21:43.937000+00:00",
-          "2017-12-13T23:07:26.799000+00:00",
-          "2014-06-18T11:13:22.941000+00:00",
-          "2021-03-21T09:58:12.109000+00:00",
-          "2021-03-20T07:32:06.895000+00:00",
-          "2021-03-20T02:44:37.379000+00:00",
-          "2020-04-14T16:46:51.745000+00:00",
-          "2018-09-25T02:15:27.030000+00:00",
-          "2015-06-05T07:00:32.563000+00:00",
-          "2013-06-26T05:33:00.875000+00:00",
-          "2021-03-17T14:49:18.636000+00:00",
-          "2021-03-16T19:05:40.271000+00:00",
-          "2020-10-30T19:44:50.600000+00:00",
-          "2020-10-21T04:21:51.621000+00:00",
-          "2020-11-10T15:52:14.888000+00:00",
-          "2020-10-28T08:25:30.014000+00:00",
-          "2020-11-12T15:44:09.527000+00:00",
-          "2015-08-17T07:12:00.141000+00:00",
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-          "2020-10-20T05:03:04.623000+00:00",
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-          "2020-12-03T08:36:51.250000+00:00",
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-          "2020-12-07T09:16:58.533000+00:00",
-          "2013-11-15T08:22:17.598000+00:00",
-          "2015-02-08T18:56:43.950000+00:00",
-          "2015-02-08T18:58:00.459000+00:00",
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-          "2017-02-24T21:51:31.835000+00:00",
-          "2019-10-11T04:39:24.549000+00:00",
-          "2015-05-29T07:19:47.390000+00:00",
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-          "2014-03-02T04:43:42.165000+00:00",
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-          "2013-08-23T05:44:18.839000+00:00",
-          "2021-02-11T20:53:30.804000+00:00",
-          "2021-02-08T21:31:39.999000+00:00",
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-          "2013-07-16T10:40:58.338000+00:00",
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-          "2020-12-30T09:27:50.250000+00:00",
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-          "2015-08-11T07:43:07.544000+00:00",
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-          "2015-06-25T22:06:51.288000+00:00",
-          "2013-07-01T16:59:04.415000+00:00",
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-          "2015-07-08T22:36:48.661000+00:00",
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-          "2015-07-29T07:16:29.547000+00:00",
-          "2015-06-05T06:59:59.178000+00:00",
-          "2015-04-19T03:16:03.517000+00:00",
-          "2021-03-05T23:04:28.628000+00:00",
-          "2021-03-03T00:28:53.724000+00:00",
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-          "2015-07-10T22:52:11.480000+00:00",
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-          "2021-03-11T03:26:29.862000+00:00",
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-          "2021-03-11T17:29:59.016000+00:00",
-          "2021-03-20T08:55:17.978000+00:00",
-          "2013-12-19T04:44:42.535000+00:00",
-          "2021-03-19T20:55:49.332000+00:00",
-          "2015-07-08T22:33:51.666000+00:00",
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-          "2021-03-17T03:55:07.031000+00:00",
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-          "2020-11-07T09:40:32.487000+00:00",
-          "2015-07-02T23:41:52.417000+00:00",
-          "2020-11-12T12:18:02.921000+00:00",
-          "2020-11-11T16:32:34.511000+00:00",
-          "2013-09-25T15:32:28.717000+00:00",
-          "2014-05-16T01:45:27.331000+00:00",
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-          "2015-07-09T23:28:56.948000+00:00",
-          "2015-05-26T10:25:57.973000+00:00",
-          "2015-07-12T00:01:43.616000+00:00",
-          "2018-09-01T04:47:32.875000+00:00",
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-          "2014-06-12T01:40:23.776000+00:00",
-          "2015-07-15T23:16:59.259000+00:00",
-          "2015-06-25T22:14:19.766000+00:00",
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-          "2019-03-02T13:31:14.555000+00:00",
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-          "2014-02-26T01:44:56.856000+00:00",
-          "2013-04-03T13:41:43.872000+00:00",
-          "2014-02-24T12:22:55.551000+00:00",
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-          "2021-01-11T02:28:45.783000+00:00",
-          "2015-06-01T08:52:25.432000+00:00",
-          "2020-12-25T12:54:37.582000+00:00",
-          "2021-01-09T11:34:24.846000+00:00",
-          "2021-01-02T13:00:44.931000+00:00",
-          "2020-12-15T07:53:28.901000+00:00",
-          "2021-01-05T22:47:45.366000+00:00",
-          "2020-12-27T22:41:39.379000+00:00",
-          "2020-12-28T22:33:42.356000+00:00",
-          "2021-02-02T15:04:17.781000+00:00",
-          "2021-01-31T07:25:02.966000+00:00",
-          "2015-07-16T23:23:28.220000+00:00",
-          "2021-01-23T19:06:47.313000+00:00",
-          "2021-02-02T14:44:02.729000+00:00",
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-          "2021-02-16T01:27:53.959000+00:00",
-          "2021-02-13T10:04:34.198000+00:00",
-          "2021-02-04T10:05:57.336000+00:00",
-          "2013-12-03T19:54:32.073000+00:00",
-          "2021-02-16T07:38:02.039000+00:00",
-          "2021-02-04T17:00:23.440000+00:00",
-          "2015-05-29T07:18:16.281000+00:00",
-          "2021-02-04T06:16:35.308000+00:00",
-          "2021-02-03T09:07:24.973000+00:00",
-          "2014-08-21T16:45:57.328000+00:00",
-          "2021-03-02T20:25:35.432000+00:00",
-          "2021-03-07T02:16:26.759000+00:00",
-          "2015-07-13T22:34:38.961000+00:00",
-          "2013-03-19T03:44:30.682000+00:00",
-          "2021-02-24T21:30:47.617000+00:00",
-          "2021-03-01T16:32:18.239000+00:00",
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-          "2014-06-10T21:11:34.665000+00:00",
-          "2013-01-04T01:48:09.977000+00:00",
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-          "2015-06-01T08:42:30.936000+00:00",
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-          "2021-02-16T05:41:52.896000+00:00",
-          "2021-02-14T14:21:01.224000+00:00",
-          "2013-09-09T10:06:56.294000+00:00",
-          "2021-02-08T12:06:41.036000+00:00",
-          "2021-02-08T18:04:51.341000+00:00",
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-          "2021-02-17T01:30:01.803000+00:00",
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-          "2021-03-02T10:20:00.808000+00:00",
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-          "2015-09-24T07:45:16.457000+00:00",
-          "2014-02-27T05:05:27.518000+00:00",
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-          "2019-04-12T06:01:04.801000+00:00",
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-          "2021-02-25T20:00:48.171000+00:00",
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-          "2015-06-01T08:50:19.698000+00:00",
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-          "2018-09-13T19:40:00.809000+00:00",
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-          "2015-07-11T23:41:55.769000+00:00",
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-          "2014-07-04T03:49:42.456000+00:00",
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-          "2014-07-25T10:08:37.606000+00:00",
-          "2013-08-12T08:35:45.046000+00:00",
-          "2014-01-27T05:02:49.851000+00:00",
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-          "2021-01-05T14:26:57.121000+00:00",
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-          "2013-06-25T23:50:54.590000+00:00",
-          "2021-02-01T05:31:38.536000+00:00",
-          "2021-01-29T22:56:16.757000+00:00",
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-          "2015-07-09T23:25:21.624000+00:00",
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-          "2013-04-02T08:30:46.745000+00:00",
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-          "2021-01-07T15:20:24.010000+00:00",
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-          "2021-02-01T15:35:35.250000+00:00",
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-          "2021-01-13T04:22:59.396000+00:00",
-          "2015-08-17T07:11:47.248000+00:00",
-          "2021-02-01T18:34:27.085000+00:00",
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-          "2021-01-30T09:00:42.823000+00:00",
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-          "2021-02-16T07:26:14.064000+00:00",
-          "2021-02-15T23:57:27.873000+00:00",
-          "2021-02-10T23:40:27.529000+00:00",
-          "2020-05-30T21:23:47.496000+00:00",
-          "2015-08-22T12:00:46.808000+00:00",
-          "2021-02-06T16:53:45.857000+00:00",
-          "2021-02-09T19:15:32.619000+00:00",
-          "2021-02-13T10:06:38.167000+00:00",
-          "2021-03-06T21:13:06.584000+00:00",
-          "2015-08-19T07:50:36.978000+00:00",
-          "2021-02-26T00:56:56.885000+00:00",
-          "2021-02-25T13:42:59.849000+00:00",
-          "2021-03-05T21:23:53.101000+00:00",
-          "2021-03-04T19:21:10.575000+00:00",
-          "2014-06-06T16:39:12.951000+00:00",
-          "2021-02-25T21:30:35.840000+00:00",
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-          "2021-03-14T23:02:54.166000+00:00",
-          "2021-03-10T19:35:20.770000+00:00",
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-          "2012-11-02T21:14:49.099000+00:00",
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-          "2021-03-18T19:16:50.526000+00:00",
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-          "2020-11-07T03:41:33.532000+00:00",
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-          "2021-01-01T16:08:24.047000+00:00",
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-          "2015-07-11T23:45:58.078000+00:00",
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-          "2021-01-01T10:45:38.326000+00:00",
-          "2021-02-01T05:43:27.258000+00:00",
-          "2021-01-30T09:43:08.414000+00:00",
-          "2015-08-26T07:13:14.498000+00:00",
-          "2021-01-29T23:28:14.376000+00:00",
-          "2021-01-23T00:21:36.851000+00:00",
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-          "2015-01-19T12:52:53.333000+00:00",
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-          "2021-02-11T14:18:17.784000+00:00",
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-          "2015-06-25T21:58:42.815000+00:00",
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-          "2021-03-02T08:38:09.583000+00:00",
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-          "2021-03-08T08:57:19.898000+00:00",
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-          "2015-02-08T18:56:32.319000+00:00",
-          "2015-05-26T10:27:18.045000+00:00",
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-          "2019-08-04T13:22:38.713000+00:00",
-          "2015-07-11T23:41:52.165000+00:00",
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-          "2014-05-23T17:39:50.791000+00:00",
-          "2013-08-21T17:18:28.356000+00:00",
-          "2013-07-12T08:58:38.390000+00:00",
-          "2018-04-04T02:06:40.464000+00:00",
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-          "2018-10-23T10:29:23.976000+00:00",
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-          "2021-01-24T14:55:41.473000+00:00",
-          "2021-01-13T23:43:35.995000+00:00",
-          "2021-02-16T19:29:24.984000+00:00",
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-          "2021-02-10T01:48:19.816000+00:00",
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-          "2014-01-29T17:33:41.824000+00:00",
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-          "2015-07-09T23:18:34.987000+00:00",
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-          "2015-08-28T07:21:42.323000+00:00",
-          "2015-07-29T07:15:31.460000+00:00",
-          "2021-03-01T23:23:34.932000+00:00",
-          "2021-03-01T22:32:09.719000+00:00",
-          "2019-03-15T10:32:10.624000+00:00",
-          "2021-02-22T16:54:58.245000+00:00",
-          "2021-03-05T19:08:04.208000+00:00",
-          "2021-02-22T12:24:37.881000+00:00",
-          "2021-03-02T22:10:15.979000+00:00",
-          "2021-03-13T15:29:20.325000+00:00",
-          "2021-03-12T13:39:06.542000+00:00",
-          "2021-03-17T17:48:26.435000+00:00",
-          "2013-04-26T13:05:02.888000+00:00",
-          "2021-03-20T17:42:03.142000+00:00",
-          "2015-01-19T12:52:10.571000+00:00",
-          "2015-05-29T07:19:41.900000+00:00",
-          "2021-03-18T18:52:50.351000+00:00",
-          "2021-03-16T10:52:03.596000+00:00",
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-          "2014-08-23T02:54:49.132000+00:00",
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-          "2015-02-08T18:56:21.587000+00:00",
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-          "2013-12-20T09:40:02.399000+00:00",
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-          "2021-03-01T09:41:01.897000+00:00",
-          "2014-03-31T11:57:42.346000+00:00",
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-          "2021-03-14T20:52:30.005000+00:00",
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-          "2013-08-19T22:41:28.158000+00:00",
-          "2015-06-25T21:58:45.827000+00:00",
-          "2015-07-27T08:53:44.289000+00:00",
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-          "2013-07-29T17:07:22.857000+00:00",
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-          "2014-09-04T16:28:35.954000+00:00",
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-          "2013-04-16T09:42:49.710000+00:00",
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-          "2021-03-11T22:04:21.959000+00:00",
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-          "2018-01-13T05:00:03.628000+00:00",
-          "2018-06-25T06:16:06.080000+00:00",
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-          "2018-04-07T09:04:43.017000+00:00",
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-          "2021-02-23T12:53:10.188000+00:00",
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-          "2021-03-13T07:59:19.959000+00:00",
-          "2021-03-11T20:05:52.260000+00:00",
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-          "2021-03-11T02:13:54.064000+00:00",
-          "2021-03-10T12:03:28.430000+00:00",
-          "2014-06-06T13:19:31.104000+00:00",
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-          "2021-01-10T20:32:43.826000+00:00",
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-          "2021-01-02T20:54:13.004000+00:00",
-          "2015-08-11T07:39:06.288000+00:00",
-          "2021-01-28T18:59:34.005000+00:00",
-          "2021-01-27T06:02:28.919000+00:00",
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-          "2014-02-10T14:02:16.986000+00:00",
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-          "2015-06-30T22:28:58.865000+00:00",
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-          "2021-01-05T09:51:48.658000+00:00",
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-          "2021-01-06T17:29:38.972000+00:00",
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-          "2021-01-29T18:56:55.398000+00:00",
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-          "2015-05-29T07:16:36.284000+00:00",
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-          "2015-06-25T22:13:57.911000+00:00",
-          "2021-02-19T07:55:49.310000+00:00",
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-          "2014-10-30T05:07:44.461000+00:00",
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-          "2014-03-04T12:39:27.327000+00:00",
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-          "2021-01-08T18:16:13.622000+00:00",
-          "2020-12-29T16:30:14.072000+00:00",
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-          "2013-07-12T10:43:49.334000+00:00",
-          "2021-01-04T09:51:49.823000+00:00",
-          "2021-01-08T15:25:22.765000+00:00",
-          "2021-01-08T03:51:47.853000+00:00",
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-          "2021-01-09T21:01:10.870000+00:00",
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-          "2015-02-08T18:56:29.312000+00:00",
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-          "2016-02-04T10:38:32.607000+00:00",
-          "2021-01-12T09:18:37.228000+00:00",
-          "2021-01-12T02:57:32.857000+00:00",
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-          "2021-01-15T14:45:44.483000+00:00",
-          "2021-02-18T14:29:41.368000+00:00",
-          "2021-02-18T16:37:19.396000+00:00",
-          "2021-02-12T11:01:14.308000+00:00",
-          "2014-03-07T12:05:30.726000+00:00",
-          "2013-08-19T02:45:59.358000+00:00",
-          "2021-02-18T12:03:01.437000+00:00",
-          "2015-01-19T13:03:07.730000+00:00",
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-          "2021-02-28T18:54:15.655000+00:00",
-          "2021-02-25T14:30:28.624000+00:00",
-          "2016-08-17T07:13:23.288000+00:00",
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-          "2021-03-13T22:54:32.831000+00:00",
-          "2021-03-14T04:06:57.617000+00:00",
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-          "2018-08-01T04:12:27.747000+00:00",
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-          "2020-12-12T15:34:36.570000+00:00",
-          "2020-11-26T18:59:07.446000+00:00",
-          "2020-12-12T08:51:14.867000+00:00",
-          "2020-12-05T15:41:23.780000+00:00",
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-          "2020-12-02T06:02:58.765000+00:00",
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-          "2015-07-13T22:34:37.630000+00:00",
-          "2015-05-29T07:19:26.049000+00:00",
-          "2015-06-01T08:43:09.943000+00:00",
-          "2015-06-05T06:44:56.087000+00:00",
-          "2015-07-09T23:29:02.710000+00:00",
-          "2015-06-30T22:32:53.651000+00:00",
-          "2015-07-15T23:24:11.939000+00:00",
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-          "2013-05-17T08:22:51.318000+00:00",
-          "2013-10-07T15:48:16.330000+00:00",
-          "2013-11-21T18:40:00.146000+00:00",
-          "2020-12-31T08:39:29.221000+00:00",
-          "2020-12-14T01:02:28.122000+00:00",
-          "2020-12-21T13:59:55.350000+00:00",
-          "2021-01-04T14:25:20.475000+00:00",
-          "2021-01-10T08:47:47.982000+00:00",
-          "2021-01-08T13:04:07.392000+00:00",
-          "2021-01-07T04:18:34.389000+00:00",
-          "2020-12-14T17:53:11.496000+00:00",
-          "2014-03-31T12:55:53.603000+00:00",
-          "2021-01-16T21:25:54.300000+00:00",
-          "2021-01-19T17:17:44.918000+00:00",
-          "2021-01-30T19:50:49.308000+00:00",
-          "2021-01-23T07:24:28.520000+00:00",
-          "2021-01-24T08:00:12.173000+00:00",
-          "2021-01-28T12:42:58.778000+00:00",
-          "2021-01-12T21:25:08.117000+00:00",
-          "2021-01-22T06:07:49.916000+00:00",
-          "2021-01-12T02:41:29.733000+00:00",
-          "2021-01-13T00:05:27.186000+00:00",
-          "2021-02-20T23:35:06.810000+00:00",
-          "2021-02-17T22:18:35.477000+00:00",
-          "2021-02-17T19:34:45.078000+00:00",
-          "2014-07-11T04:38:59.778000+00:00",
-          "2021-02-04T04:38:01.713000+00:00",
-          "2015-06-01T08:49:14.998000+00:00",
-          "2021-02-18T23:22:47.762000+00:00",
-          "2021-02-15T20:53:05.473000+00:00",
-          "2021-02-09T12:55:50.868000+00:00",
-          "2021-03-07T07:38:42.532000+00:00",
-          "2013-10-18T11:02:30.244000+00:00",
-          "2021-02-27T17:29:18.395000+00:00",
-          "2021-03-02T20:43:56.807000+00:00",
-          "2021-03-04T00:07:18.332000+00:00",
-          "2021-03-02T12:44:34.658000+00:00",
-          "2021-02-23T14:57:48.560000+00:00",
-          "2021-03-10T02:46:42.398000+00:00",
-          "2021-03-08T02:09:33.512000+00:00",
-          "2021-03-08T17:21:44.328000+00:00",
-          "2021-03-08T11:07:30.884000+00:00",
-          "2021-03-14T20:35:22.283000+00:00",
-          "2021-03-10T02:05:17.054000+00:00",
-          "2021-03-08T06:05:52.338000+00:00",
-          "2021-03-10T08:22:40.686000+00:00",
-          "2013-05-27T14:54:09.720000+00:00",
-          "2015-02-08T18:55:34.431000+00:00",
-          "2015-06-30T22:28:57.451000+00:00",
-          "2021-03-18T20:13:00.599000+00:00",
-          "2021-03-16T14:22:39.385000+00:00",
-          "2021-03-22T16:28:12.846000+00:00",
-          "2021-03-21T22:22:07.351000+00:00",
-          "2021-03-20T20:38:04.273000+00:00",
-          "2021-03-19T05:42:24.543000+00:00",
-          "2021-03-16T20:19:33.716000+00:00",
-          "2020-11-03T22:49:48.403000+00:00",
-          "2020-10-28T22:40:17.914000+00:00",
-          "2016-01-12T21:36:30.223000+00:00",
-          "2020-11-12T19:31:45.550000+00:00",
-          "2020-10-21T04:02:19.706000+00:00",
-          "2020-10-30T21:36:59.782000+00:00",
-          "2020-10-22T04:47:03.463000+00:00",
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-          "2020-10-30T11:34:25.015000+00:00",
-          "2020-11-26T22:47:59.979000+00:00",
-          "2020-12-04T18:22:54.333000+00:00",
-          "2020-12-05T01:29:00.808000+00:00",
-          "2020-11-23T16:12:56.854000+00:00",
-          "2020-11-22T12:13:08.750000+00:00",
-          "2020-11-25T17:43:18.188000+00:00",
-          "2015-06-22T06:57:35.471000+00:00",
-          "2020-12-12T03:27:25.510000+00:00",
-          "2020-12-04T18:44:18.924000+00:00",
-          "2020-12-04T07:08:18.268000+00:00",
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-          "2020-11-25T02:41:22.461000+00:00",
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-          "2019-12-01T23:38:31.013000+00:00",
-          "2015-06-05T06:45:37.922000+00:00",
-          "2014-10-12T05:16:36.152000+00:00",
-          "2020-03-22T17:06:25.598000+00:00",
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-          "2014-01-20T15:44:51.959000+00:00",
-          "2020-07-11T10:30:39.245000+00:00",
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-          "2020-02-17T04:55:57.444000+00:00",
-          "2013-11-14T12:57:05.015000+00:00",
-          "2019-09-26T08:35:10.124000+00:00",
-          "2013-07-10T10:32:24.229000+00:00",
-          "2019-03-06T05:02:06.375000+00:00",
-          "2014-02-26T09:06:44.141000+00:00",
-          "2014-02-08T10:25:36.158000+00:00",
-          "2020-12-19T16:17:18.628000+00:00",
-          "2021-01-08T04:56:49.510000+00:00",
-          "2020-12-21T11:21:35.308000+00:00",
-          "2020-12-30T20:43:25.163000+00:00",
-          "2021-01-07T10:29:25+00:00",
-          "2021-01-11T09:15:44.068000+00:00",
-          "2021-01-11T14:10:23.504000+00:00",
-          "2021-01-07T08:29:29.586000+00:00",
-          "2020-12-25T13:19:44.507000+00:00",
-          "2020-12-15T06:49:48.994000+00:00",
-          "2021-01-08T09:15:49.739000+00:00",
-          "2021-01-21T13:02:40.281000+00:00",
-          "2021-01-22T21:12:31.038000+00:00",
-          "2021-01-18T00:18:54.232000+00:00",
-          "2021-01-19T21:05:50.530000+00:00",
-          "2021-02-01T21:11:22.127000+00:00",
-          "2021-01-29T03:10:15.543000+00:00",
-          "2021-01-28T11:17:20.195000+00:00",
-          "2015-07-02T23:46:57.704000+00:00",
-          "2015-08-26T07:06:46.937000+00:00",
-          "2021-01-15T08:21:17.177000+00:00",
-          "2021-01-14T01:19:29.419000+00:00",
-          "2021-01-17T04:48:08.887000+00:00",
-          "2021-01-12T04:52:27.158000+00:00",
-          "2021-01-12T05:19:32.362000+00:00",
-          "2021-02-21T07:59:08.041000+00:00",
-          "2021-02-18T22:09:13.598000+00:00",
-          "2021-02-15T04:40:07.449000+00:00",
-          "2015-07-09T23:25:16.824000+00:00",
-          "2021-02-13T12:21:58.974000+00:00",
-          "2021-02-14T06:51:15.570000+00:00",
-          "2021-02-19T01:36:12.512000+00:00",
-          "2021-02-21T09:54:20.081000+00:00",
-          "2021-02-17T05:02:04.500000+00:00",
-          "2021-02-16T22:30:12.849000+00:00",
-          "2021-02-18T04:30:48.852000+00:00",
-          "2021-02-11T14:28:16.340000+00:00",
-          "2021-02-08T13:26:56.950000+00:00",
-          "2021-03-03T02:32:28.677000+00:00",
-          "2017-11-26T15:48:53.902000+00:00",
-          "2021-03-05T11:55:03.310000+00:00",
-          "2021-03-03T13:54:04.874000+00:00",
-          "2021-03-01T11:24:56.820000+00:00",
-          "2019-09-13T15:47:41.502000+00:00",
-          "2021-02-27T22:37:06.121000+00:00",
-          "2021-02-26T02:48:56.139000+00:00",
-          "2021-02-25T16:25:36.283000+00:00",
-          "2012-11-05T10:21:59.633000+00:00",
-          "2021-03-14T11:15:02.728000+00:00",
-          "2021-03-10T19:21:18.480000+00:00",
-          "2015-08-17T07:13:04.017000+00:00",
-          "2021-03-22T13:38:56.614000+00:00",
-          "2021-03-21T02:57:47.896000+00:00",
-          "2013-07-23T09:06:24.027000+00:00",
-          "2021-03-18T04:54:04.704000+00:00",
-          "2021-03-16T15:27:26.696000+00:00",
-          "2015-03-28T08:30:04.234000+00:00",
-          "2015-07-08T22:34:16.614000+00:00",
-          "2021-03-21T00:12:32.968000+00:00",
-          "2020-10-21T11:04:00.152000+00:00",
-          "2020-11-12T12:16:31.186000+00:00",
-          "2020-10-19T23:52:28.369000+00:00",
-          "2015-06-22T06:55:41.916000+00:00",
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-          "2020-10-18T18:29:05.265000+00:00",
-          "2020-11-25T03:07:50.264000+00:00",
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-          "2020-12-13T18:19:39.858000+00:00",
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-          "2020-12-12T14:57:33.790000+00:00",
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-          "2019-03-26T11:57:26.656000+00:00",
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-          "2015-06-22T06:57:00.470000+00:00",
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-          "2015-06-25T17:00:35.708000+00:00",
-          "2018-08-17T06:31:18.758000+00:00",
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-          "2019-08-20T09:20:01.401000+00:00",
-          "2013-11-29T08:59:35.295000+00:00",
-          "2013-07-12T09:43:29.596000+00:00",
-          "2013-07-16T11:01:28.074000+00:00",
-          "2018-02-17T10:29:45.323000+00:00",
-          "2013-11-14T14:12:38.679000+00:00",
-          "2021-01-09T09:49:55.936000+00:00",
-          "2020-12-22T02:28:58.965000+00:00",
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-          "2020-12-20T12:34:01.761000+00:00",
-          "2020-12-21T20:06:57.444000+00:00",
-          "2021-01-06T12:19:10.005000+00:00",
-          "2019-11-26T13:41:02.413000+00:00",
-          "2021-01-08T16:28:09.424000+00:00",
-          "2020-12-25T08:29:25.447000+00:00",
-          "2021-01-05T22:20:45.988000+00:00",
-          "2021-01-07T23:16:07.429000+00:00",
-          "2021-01-05T20:54:04.588000+00:00",
-          "2020-12-14T22:07:07.722000+00:00",
-          "2021-02-01T03:29:10.235000+00:00",
-          "2021-01-31T08:14:49.838000+00:00",
-          "2014-07-17T10:41:38.188000+00:00",
-          "2021-01-23T18:18:49.582000+00:00",
-          "2021-01-14T01:22:53.551000+00:00",
-          "2021-01-30T05:57:13.536000+00:00",
-          "2021-01-30T08:00:48.664000+00:00",
-          "2021-01-23T03:59:46.280000+00:00",
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-          "2021-01-17T02:26:29.893000+00:00",
-          "2021-02-20T14:32:45.002000+00:00",
-          "2021-02-18T12:22:12.337000+00:00",
-          "2021-02-09T20:26:08.919000+00:00",
-          "2015-07-09T23:25:38.158000+00:00",
-          "2021-02-11T19:10:01.822000+00:00",
-          "2015-02-17T17:50:30.445000+00:00",
-          "2021-02-13T10:35:43.929000+00:00",
-          "2021-02-13T19:59:23.722000+00:00",
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-          "2013-12-07T13:05:32.462000+00:00",
-          "2021-02-27T13:10:13.180000+00:00",
-          "2013-07-12T06:03:40.836000+00:00",
-          "2021-02-23T22:08:23.564000+00:00",
-          "2021-02-24T11:34:26.301000+00:00",
-          "2021-02-24T13:38:18.855000+00:00",
-          "2021-03-03T16:34:38.957000+00:00",
-          "2021-02-27T19:32:26.145000+00:00",
-          "2021-03-01T09:52:28.184000+00:00",
-          "2017-08-09T17:34:56.918000+00:00",
-          "2021-03-14T10:21:17.062000+00:00",
-          "2021-03-08T22:10:36.880000+00:00",
-          "2021-03-08T05:31:01.232000+00:00",
-          "2021-03-14T01:34:04.949000+00:00",
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-          "2021-03-04T01:11:44.501000+00:00",
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-          "2014-03-05T18:18:55.022000+00:00",
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-          "2021-01-08T00:44:14.713000+00:00",
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-          "2021-01-02T05:07:31.670000+00:00",
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-          "2014-06-11T09:37:14.840000+00:00",
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-          "2021-02-09T20:18:58.871000+00:00",
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-          "2021-03-07T18:28:53.517000+00:00",
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-          "2021-03-05T13:39:36.180000+00:00",
-          "2021-03-02T21:17:59.001000+00:00",
-          "2021-02-24T02:49:29.791000+00:00",
-          "2013-04-20T02:49:30.158000+00:00",
-          "2021-02-26T01:29:28.135000+00:00",
-          "2020-06-17T06:17:07.252000+00:00",
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-          "2021-03-14T06:47:08.949000+00:00",
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-          "2015-07-14T21:49:52.342000+00:00",
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-          "2021-01-07T21:51:07.876000+00:00",
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-          "2021-01-07T04:57:41.323000+00:00",
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-          "2021-01-30T19:09:48.753000+00:00",
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-          "2013-02-14T17:13:11.309000+00:00",
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-          "2021-02-18T02:32:06.484000+00:00",
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-          "2021-02-26T21:17:23.740000+00:00",
-          "2021-02-27T00:46:44.589000+00:00",
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-          "2021-02-02T15:05:34.017000+00:00",
-          "2021-02-02T09:57:42.453000+00:00",
-          "2021-02-01T21:10:26.243000+00:00",
-          "2021-01-31T04:00:25.275000+00:00",
-          "2021-01-29T05:09:17.313000+00:00",
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-          "2021-01-24T04:01:37.595000+00:00",
-          "2021-01-12T01:57:55.609000+00:00",
-          "2021-02-20T18:51:22.577000+00:00",
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-          "2013-04-05T04:14:56.141000+00:00",
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-          "2021-02-09T23:23:47.894000+00:00",
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-          "2014-01-30T23:45:26.717000+00:00",
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-          "2021-02-03T19:35:50.613000+00:00",
-          "2021-03-07T05:23:15.243000+00:00",
-          "2021-02-22T20:19:39.231000+00:00",
-          "2021-03-06T12:19:02.015000+00:00",
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-          "2021-03-02T12:51:39.714000+00:00",
-          "2021-02-27T15:49:05.749000+00:00",
-          "2021-02-24T13:30:54.625000+00:00",
-          "2021-02-22T10:27:36.489000+00:00",
-          "2021-02-25T00:57:51.978000+00:00",
-          "2014-06-06T14:09:35.172000+00:00",
-          "2021-03-08T03:17:10.542000+00:00",
-          "2021-03-14T01:28:38.207000+00:00",
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-          "2021-03-08T09:05:14.012000+00:00",
-          "2015-05-26T10:27:57.643000+00:00",
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-          "2013-03-27T01:44:54.927000+00:00",
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-          "2021-02-26T05:51:29.505000+00:00",
-          "2021-03-03T21:17:49.638000+00:00",
-          "2021-01-03T08:49:25.409000+00:00",
-          "2013-08-06T10:40:03.180000+00:00",
-          "2013-09-12T06:19:23.208000+00:00",
-          "2021-02-27T04:21:59.356000+00:00",
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-          "2014-06-11T09:30:01.875000+00:00",
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-          "2021-03-01T18:31:56.651000+00:00",
-          "2021-02-25T09:35:54.081000+00:00",
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-          "2013-09-14T02:22:24.368000+00:00",
-          "2021-03-08T06:14:26.186000+00:00",
-          "2021-03-19T23:49:05.447000+00:00",
-          "2014-11-21T07:04:52.468000+00:00",
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-          "2015-07-15T23:29:43.737000+00:00",
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-          "2021-01-01T08:55:53.051000+00:00",
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-          "2021-01-24T18:25:39.849000+00:00",
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-          "2014-02-07T11:14:03.881000+00:00",
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-          "2021-01-10T03:28:48.210000+00:00",
-          "2021-01-04T16:03:56.543000+00:00",
-          "2014-04-18T03:26:24.693000+00:00",
-          "2021-01-19T13:33:55.458000+00:00",
-          "2021-01-19T02:11:35.044000+00:00",
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-          "2021-01-29T04:53:25.006000+00:00",
-          "2013-06-16T14:42:34.339000+00:00",
-          "2021-02-18T16:53:39.142000+00:00",
-          "2021-02-21T16:01:30.973000+00:00",
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-          "2021-02-06T20:12:54.764000+00:00",
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-          "2021-02-08T06:45:21.506000+00:00",
-          "2015-01-19T13:01:37.646000+00:00",
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-          "2020-11-06T18:29:38.838000+00:00",
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-          "2013-08-28T05:51:43.087000+00:00",
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-          "2020-12-10T04:58:09.856000+00:00",
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-          "2021-01-07T04:06:02.118000+00:00",
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-          "2013-03-21T11:01:04.128000+00:00",
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-          "2021-01-18T01:07:44.638000+00:00",
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-          "2021-01-13T08:15:57.438000+00:00",
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-          "2021-01-24T17:13:27.787000+00:00",
-          "2021-01-19T20:08:48.649000+00:00",
-          "2021-01-18T20:56:09.039000+00:00",
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-          "2021-02-21T09:16:04.288000+00:00",
-          "2014-03-13T03:45:11.783000+00:00",
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-          "2021-02-06T03:35:25.746000+00:00",
-          "2015-04-13T06:54:03.927000+00:00",
-          "2021-03-06T06:29:46.907000+00:00",
-          "2018-08-26T10:29:02.996000+00:00",
-          "2021-03-04T09:22:49.716000+00:00",
-          "2013-11-18T13:43:40.187000+00:00",
-          "2021-03-03T17:40:23.229000+00:00",
-          "2018-10-30T06:27:48.679000+00:00",
-          "2021-03-02T23:17:33.109000+00:00",
-          "2021-02-23T07:13:49.417000+00:00",
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-          "2021-02-26T22:43:03.629000+00:00",
-          "2021-03-13T22:56:50.143000+00:00",
-          "2015-07-09T23:24:16.763000+00:00",
-          "2021-03-09T14:24:14.808000+00:00",
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-          "2021-03-17T04:46:26.647000+00:00",
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-          "2021-03-18T12:27:51.421000+00:00",
-          "2021-03-16T21:33:47.208000+00:00",
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-          "2020-11-13T12:48:15.463000+00:00",
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-          "2020-12-02T21:43:02.688000+00:00",
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-          "2017-04-18T06:52:12.935000+00:00",
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-          "2015-08-22T11:53:46.116000+00:00",
-          "2019-05-19T17:48:13.754000+00:00",
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-          "2019-03-28T16:44:29.133000+00:00",
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-          "2013-02-15T04:01:57.755000+00:00",
-          "2013-10-10T14:36:01.817000+00:00",
-          "2012-11-09T06:22:50.942000+00:00",
-          "2013-10-10T13:51:06.534000+00:00",
-          "2013-10-18T11:15:06.145000+00:00",
-          "2020-12-29T16:49:43.690000+00:00",
-          "2015-09-17T06:10:22.119000+00:00",
-          "2021-01-11T11:08:25.717000+00:00",
-          "2021-01-03T09:19:39.225000+00:00",
-          "2021-01-06T09:15:01.500000+00:00",
-          "2021-01-07T19:15:14.746000+00:00",
-          "2021-01-08T19:36:01.142000+00:00",
-          "2020-12-14T17:06:47.687000+00:00",
-          "2021-01-05T00:08:29.584000+00:00",
-          "2020-12-14T22:54:05.514000+00:00",
-          "2020-12-22T02:01:09.096000+00:00",
-          "2020-12-22T00:56:25.717000+00:00",
-          "2020-12-22T22:10:34.895000+00:00",
-          "2021-01-28T03:14:54.533000+00:00",
-          "2013-08-27T19:34:30.639000+00:00",
-          "2015-07-13T22:35:04.614000+00:00",
-          "2019-10-21T06:33:34.089000+00:00",
-          "2021-01-19T01:11:33.145000+00:00",
-          "2021-01-17T06:46:55.824000+00:00",
-          "2021-01-18T17:02:30.810000+00:00",
-          "2021-01-15T03:34:45.987000+00:00",
-          "2021-01-29T08:24:41.145000+00:00",
-          "2021-02-02T08:04:56.190000+00:00",
-          "2021-01-28T19:30:11.622000+00:00",
-          "2021-01-22T10:25:00.608000+00:00",
-          "2021-01-26T08:40:49.160000+00:00",
-          "2015-08-19T07:51:42.701000+00:00",
-          "2021-01-17T12:42:55.744000+00:00",
-          "2013-10-10T14:01:34.655000+00:00",
-          "2021-01-15T01:41:14.782000+00:00",
-          "2021-01-13T08:47:43.949000+00:00",
-          "2021-01-13T22:45:01.067000+00:00",
-          "2021-01-20T01:59:08.466000+00:00",
-          "2021-02-18T16:23:58.577000+00:00",
-          "2021-02-12T21:21:44.927000+00:00",
-          "2021-02-14T02:55:25.914000+00:00",
-          "2015-07-29T07:05:15.586000+00:00",
-          "2021-02-09T01:14:48.405000+00:00",
-          "2021-02-05T23:53:06.871000+00:00",
-          "2021-02-08T07:53:37.262000+00:00",
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-          "2021-02-15T16:32:16.374000+00:00",
-          "2015-02-08T18:58:28.153000+00:00",
-          "2013-05-27T14:50:33.301000+00:00",
-          "2019-05-29T14:49:51.563000+00:00",
-          "2021-03-03T00:20:42.433000+00:00",
-          "2021-03-02T23:21:03.561000+00:00",
-          "2021-03-01T08:28:45.035000+00:00",
-          "2021-02-25T17:48:11.686000+00:00",
-          "2021-02-24T09:59:24.110000+00:00",
-          "2021-03-05T07:39:49.820000+00:00",
-          "2021-02-26T09:15:37.115000+00:00",
-          "2015-07-10T23:33:00.479000+00:00",
-          "2021-02-25T20:53:30.230000+00:00",
-          "2021-02-23T06:52:40.922000+00:00",
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-          "2021-03-14T01:02:13.109000+00:00",
-          "2021-03-13T08:28:53.801000+00:00",
-          "2021-03-21T03:08:44.337000+00:00",
-          "2021-03-20T06:32:06.972000+00:00",
-          "2015-06-25T17:00:01.922000+00:00",
-          "2021-03-15T11:57:05.020000+00:00",
-          "2021-03-15T22:27:25.828000+00:00",
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-          "2020-11-13T17:39:19.293000+00:00",
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-          "2015-07-12T00:01:50.427000+00:00",
-          "2020-10-28T09:19:09.489000+00:00",
-          "2020-11-06T20:15:56.355000+00:00",
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-          "2015-05-26T10:26:42.068000+00:00",
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-          "2013-02-14T17:42:10.568000+00:00",
-          "2014-04-07T22:54:11.480000+00:00",
-          "2015-07-09T23:24:41.071000+00:00",
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-          "2015-08-11T07:43:23.966000+00:00",
-          "2020-09-14T04:44:03.820000+00:00",
-          "2015-06-25T22:14:13.986000+00:00",
-          "2015-09-14T19:15:36.475000+00:00",
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-          "2014-02-02T04:59:53.091000+00:00",
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-          "2013-04-14T15:53:36.867000+00:00",
-          "2013-07-10T07:32:50.909000+00:00",
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-          "2013-07-11T19:33:09.381000+00:00",
-          "2021-02-17T12:54:50.826000+00:00",
-          "2021-02-16T10:23:35.962000+00:00",
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-          "2014-05-03T13:57:24.538000+00:00",
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-          "2021-03-05T16:51:46.716000+00:00",
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-          "2015-06-01T08:59:41.612000+00:00",
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-          "2014-07-18T15:03:30.950000+00:00",
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-          "2014-05-04T02:06:50.035000+00:00",
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-          "2013-04-11T07:37:15.404000+00:00",
-          "2014-01-06T07:34:39.852000+00:00",
-          "2013-01-28T07:02:52.887000+00:00",
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-          "2021-02-08T16:36:46.084000+00:00",
-          "2021-02-08T13:12:00.823000+00:00",
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-          "2021-02-10T00:52:23.648000+00:00",
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-          "2021-03-13T09:00:05.633000+00:00",
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-          "2021-03-03T14:52:10.242000+00:00",
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-          "2021-01-16T07:26:00.106000+00:00",
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-          "2021-01-31T09:54:27.670000+00:00",
-          "2021-01-29T08:52:04.515000+00:00",
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-          "2021-03-06T01:25:43.574000+00:00",
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-          "2021-03-09T12:49:00.276000+00:00",
-          "2021-03-12T18:48:07.941000+00:00",
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-          "2014-02-27T09:26:58.350000+00:00",
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-          "2021-02-27T02:46:54.788000+00:00",
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-          "2013-01-02T06:32:22.696000+00:00",
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-          "2021-02-04T23:04:37.237000+00:00",
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-          "2015-02-08T18:52:42.955000+00:00",
-          "2021-02-12T14:28:07.721000+00:00",
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-          "2021-03-04T21:42:47.503000+00:00",
-          "2021-03-07T05:07:25.799000+00:00",
-          "2021-03-04T18:03:11.960000+00:00",
-          "2015-07-02T23:42:29.926000+00:00",
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-          "2021-02-24T02:10:48.116000+00:00",
-          "2014-09-14T22:53:22.930000+00:00",
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-          "2015-06-18T09:48:52.524000+00:00",
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-          "2021-02-02T09:48:55.206000+00:00",
-          "2014-08-04T06:11:41.401000+00:00",
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-          "2021-01-19T07:32:27.615000+00:00",
-          "2021-02-01T21:20:23.378000+00:00",
-          "2021-01-30T19:12:59.095000+00:00",
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-          "2021-01-18T09:37:26.781000+00:00",
-          "2021-01-26T19:12:51.945000+00:00",
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-          "2021-01-23T11:00:57.992000+00:00",
-          "2021-02-13T22:04:34.773000+00:00",
-          "2015-08-28T07:22:50.203000+00:00",
-          "2021-02-12T03:12:48.001000+00:00",
-          "2014-12-11T16:59:14.803000+00:00",
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-          "2021-03-01T23:37:07.701000+00:00",
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-          "2020-02-24T20:27:13.298000+00:00",
-          "2015-07-07T23:11:13.606000+00:00",
-          "2015-06-01T09:00:46.648000+00:00",
-          "2021-02-26T01:04:01.932000+00:00",
-          "2015-07-14T21:49:41.701000+00:00",
-          "2021-03-14T07:31:50.466000+00:00",
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-          "2014-01-09T16:41:50.304000+00:00",
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-          "2018-06-13T06:02:39.927000+00:00",
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-          "2014-06-15T16:59:36.803000+00:00",
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-          "2014-05-09T13:57:02.439000+00:00",
-          "2013-12-05T15:49:25.763000+00:00",
-          "2014-04-25T22:51:12.226000+00:00",
-          "2015-07-05T22:38:01.004000+00:00",
-          "2021-01-01T14:28:05.452000+00:00",
-          "2021-01-04T11:55:13.174000+00:00",
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-          "2021-01-08T15:20:40.554000+00:00",
-          "2021-01-08T08:22:40.419000+00:00",
-          "2020-12-15T06:32:26.364000+00:00",
-          "2021-02-02T03:23:00.198000+00:00",
-          "2021-02-01T06:05:12.909000+00:00",
-          "2021-01-26T16:42:07.124000+00:00",
-          "2013-01-08T15:44:33.052000+00:00",
-          "2021-02-01T23:17:00.771000+00:00",
-          "2021-01-27T01:06:56.636000+00:00",
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-          "2021-02-03T11:07:40.044000+00:00",
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-          "2021-02-08T10:24:20.788000+00:00",
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-          "2021-03-01T03:46:55.131000+00:00",
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-          "2013-01-02T02:49:10.588000+00:00",
-          "2021-03-14T00:18:25.941000+00:00",
-          "2021-03-13T07:02:05.909000+00:00",
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-          "2013-11-30T06:47:05.036000+00:00",
-          "2021-03-12T17:29:22.591000+00:00",
-          "2021-03-13T03:33:23.807000+00:00",
-          "2021-03-19T10:21:45.837000+00:00",
-          "2015-04-21T22:35:10.914000+00:00",
-          "2014-03-12T20:52:27.005000+00:00",
-          "2015-06-01T08:43:53.456000+00:00",
-          "2014-02-26T13:21:48.957000+00:00",
-          "2021-03-16T16:54:06.585000+00:00",
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-          "2020-11-30T13:37:01.353000+00:00",
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-          "2020-11-30T07:36:24.825000+00:00",
-          "2013-03-19T10:08:21.342000+00:00",
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-          "2020-12-08T10:15:34.127000+00:00",
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-          "2014-03-21T09:59:52.787000+00:00",
-          "2015-02-08T18:52:09.291000+00:00",
-          "2015-07-11T23:50:19.358000+00:00",
-          "2014-10-30T12:38:55.458000+00:00",
-          "2015-07-05T22:44:57.657000+00:00",
-          "2015-07-16T23:22:50.068000+00:00",
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-          "2015-07-08T22:34:06.241000+00:00",
-          "2015-07-29T07:05:19.400000+00:00",
-          "2015-07-11T23:49:33.165000+00:00",
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-          "2019-11-27T06:11:07.002000+00:00",
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-          "2020-12-20T15:47:34.621000+00:00",
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-          "2021-01-05T07:05:03.616000+00:00",
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-          "2013-08-08T19:20:33.944000+00:00",
-          "2013-07-11T07:04:37.963000+00:00",
-          "2021-01-26T20:39:38.159000+00:00",
-          "2021-01-16T01:15:31.430000+00:00",
-          "2021-01-21T23:38:04.690000+00:00",
-          "2021-01-17T10:27:08.719000+00:00",
-          "2021-02-20T02:39:51.965000+00:00",
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-          "2015-08-28T07:21:53.296000+00:00",
-          "2021-02-06T16:38:54.008000+00:00",
-          "2021-02-06T14:15:23.749000+00:00",
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-          "2021-02-19T03:42:20.374000+00:00",
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-          "2021-02-13T21:03:25.644000+00:00",
-          "2021-02-10T23:34:32.710000+00:00",
-          "2021-02-10T05:38:40.575000+00:00",
-          "2021-02-05T20:29:45.926000+00:00",
-          "2021-02-08T09:57:24.706000+00:00",
-          "2016-07-14T09:01:08.573000+00:00",
-          "2020-12-08T07:35:14.115000+00:00",
-          "2021-03-04T09:48:33.010000+00:00",
-          "2021-02-27T01:26:32.858000+00:00",
-          "2015-06-18T09:48:36.578000+00:00",
-          "2015-07-07T23:04:33.086000+00:00",
-          "2021-02-23T12:25:04.753000+00:00",
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-          "2021-03-06T19:00:46.489000+00:00",
-          "2021-02-22T12:55:53.331000+00:00",
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-          "2015-08-17T07:12:16.945000+00:00",
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-          "2015-05-12T20:28:17.214000+00:00",
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-          "2013-12-16T06:16:43.726000+00:00",
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-          "2021-03-16T05:39:51.953000+00:00",
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-          "2021-01-24T20:22:12.114000+00:00",
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-          "2013-04-10T15:43:19.503000+00:00",
-          "2021-01-16T00:44:49.450000+00:00",
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-          "2015-07-15T23:29:46.486000+00:00",
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-          "2015-07-07T23:06:52.775000+00:00",
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-          "2015-07-07T23:03:04.104000+00:00",
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-          "2021-03-16T12:32:26.454000+00:00",
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-          "2021-01-03T06:32:47.541000+00:00",
-          "2020-02-13T15:23:09.161000+00:00",
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-          "2015-06-25T21:58:36.300000+00:00",
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-          "2021-01-10T03:42:24.868000+00:00",
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-          "2021-02-04T06:14:32.698000+00:00",
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-          "2021-03-07T20:55:12.838000+00:00",
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-          "2014-05-15T05:31:54.925000+00:00",
-          "2021-02-28T17:30:59.986000+00:00",
-          "2014-04-25T13:46:29.666000+00:00",
-          "2021-03-07T23:35:16.474000+00:00",
-          "2021-02-25T03:49:46.140000+00:00",
-          "2021-02-23T15:46:55.298000+00:00",
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-          "2021-03-01T16:06:15.564000+00:00",
-          "2021-03-09T13:57:26.201000+00:00",
-          "2018-02-18T19:00:15.619000+00:00",
-          "2021-03-14T15:16:35.210000+00:00",
-          "2015-07-09T23:18:42.223000+00:00",
-          "2021-03-12T06:07:39.478000+00:00",
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-          "2021-03-21T20:36:37.982000+00:00",
-          "2013-10-24T01:57:49.004000+00:00",
-          "2021-03-18T22:16:53.753000+00:00",
-          "2021-03-16T13:42:19.872000+00:00",
-          "2014-05-27T07:15:14.544000+00:00",
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-          "2021-03-19T12:36:37.164000+00:00",
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-          "2018-04-21T11:42:54.047000+00:00",
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-          "2021-01-11T22:48:53.797000+00:00",
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-          "2015-02-08T18:51:36.797000+00:00",
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-          "2021-01-06T06:48:01.231000+00:00",
-          "2021-01-09T17:47:19.643000+00:00",
-          "2020-12-23T03:11:46.125000+00:00",
-          "2013-09-04T09:05:12.028000+00:00",
-          "2021-01-10T09:21:18.700000+00:00",
-          "2021-01-04T14:05:17.419000+00:00",
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-          "2021-01-20T20:38:52.522000+00:00",
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-          "2015-05-26T10:26:38.896000+00:00",
-          "2021-02-03T10:09:24.467000+00:00",
-          "2015-07-07T23:06:29.719000+00:00",
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-          "2021-03-03T03:40:57.569000+00:00",
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-          "2017-12-31T10:29:05.006000+00:00",
-          "2021-02-26T13:05:15.560000+00:00",
-          "2015-07-11T23:59:51.015000+00:00",
-          "2021-03-11T04:54:46.101000+00:00",
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-          "2021-03-14T17:49:51.008000+00:00",
-          "2018-02-08T21:38:46.401000+00:00",
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-          "2021-03-16T14:25:12.926000+00:00",
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-          "2021-03-19T00:09:33.945000+00:00",
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-          "2013-11-19T03:57:50.900000+00:00",
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-          "2021-03-15T02:50:30.707000+00:00",
-          "2020-11-06T20:00:29.973000+00:00",
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-          "2020-11-07T10:08:03.956000+00:00",
-          "2020-11-06T01:49:14.557000+00:00",
-          "2013-09-21T14:53:15.437000+00:00",
-          "2020-11-06T20:58:55.775000+00:00",
-          "2020-11-10T23:24:29.374000+00:00",
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-          "2021-01-10T03:56:09.517000+00:00",
-          "2015-07-14T21:51:52.579000+00:00",
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-          "2021-01-11T20:45:30.599000+00:00",
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-          "2021-01-06T12:45:24.968000+00:00",
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-          "2021-02-05T12:19:17.538000+00:00",
-          "2015-07-08T22:37:38.835000+00:00",
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-          "2021-03-08T19:54:44.391000+00:00",
-          "2021-03-12T20:19:50.574000+00:00",
-          "2013-04-11T21:47:10.216000+00:00",
-          "2021-03-22T18:06:34.952000+00:00",
-          "2021-03-21T04:04:11.823000+00:00",
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-          "2013-10-30T17:14:24.556000+00:00",
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-          "2021-01-31T04:55:02.585000+00:00",
-          "2015-06-03T07:41:56.836000+00:00",
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-          "2014-07-11T19:11:20.588000+00:00",
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-          "2021-02-03T09:49:31.244000+00:00",
-          "2021-03-06T20:36:23.769000+00:00",
-          "2021-03-01T06:43:12.621000+00:00",
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-          "2021-03-01T12:38:29.091000+00:00",
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-          "2015-07-13T22:40:53.510000+00:00",
-          "2014-02-25T11:58:06.057000+00:00",
-          "2021-03-11T23:30:56.905000+00:00",
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-          "2021-03-09T02:14:59.523000+00:00",
-          "2021-03-14T08:21:57.810000+00:00",
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-          "2019-03-11T03:29:35.764000+00:00",
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-          "2021-03-18T22:36:38.454000+00:00",
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-          "2021-02-15T23:38:46.901000+00:00",
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-          "2021-02-14T21:28:51.720000+00:00",
-          "2021-02-17T11:33:33.856000+00:00",
-          "2014-09-11T01:26:30.985000+00:00",
-          "2021-02-04T08:40:14.629000+00:00",
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-          "2015-06-03T14:03:36.486000+00:00",
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-          "2018-06-15T15:15:03.581000+00:00",
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-          "2021-02-13T06:01:01.761000+00:00",
-          "2021-03-06T19:13:25.815000+00:00",
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-          "2015-06-05T07:00:22.214000+00:00",
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-          "2015-02-08T18:56:24.799000+00:00",
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-          "2018-03-05T23:06:04.888000+00:00",
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-          "2020-12-28T20:30:56.388000+00:00",
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-          "2021-01-30T21:28:38.979000+00:00",
-          "2019-05-23T23:07:15.829000+00:00",
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-          "2021-01-19T22:13:44.631000+00:00",
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-          "2013-10-10T16:52:07.387000+00:00",
-          "2014-03-19T12:20:43.378000+00:00",
-          "2021-01-24T16:49:37.154000+00:00",
-          "2021-01-30T00:08:28.031000+00:00",
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-          "2021-01-13T17:51:55.078000+00:00",
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-          "2021-01-14T06:36:24.664000+00:00",
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-          "2021-02-12T18:37:02.505000+00:00",
-          "2021-02-21T22:59:09.631000+00:00",
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-          "2021-02-11T20:54:28.893000+00:00",
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-          "2021-03-01T21:41:16.709000+00:00",
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-          "2021-03-04T10:12:39.060000+00:00",
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-          "2021-03-02T08:10:22.512000+00:00",
-          "2020-08-07T07:38:17.323000+00:00",
-          "2021-02-25T00:12:00.479000+00:00",
-          "2021-02-24T04:20:41.248000+00:00",
-          "2014-02-24T16:16:05.555000+00:00",
-          "2021-03-08T21:24:28.845000+00:00",
-          "2021-03-13T22:46:04.575000+00:00",
-          "2021-03-11T23:35:37.432000+00:00",
-          "2021-03-12T20:18:09.848000+00:00",
-          "2021-03-12T13:18:41.053000+00:00",
-          "2019-10-11T12:18:47.737000+00:00",
-          "2014-03-21T15:03:07.832000+00:00",
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-          "2021-03-20T07:59:28.723000+00:00",
-          "2021-03-19T22:41:16.226000+00:00",
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-          "2021-03-16T21:56:20.927000+00:00",
-          "2021-03-16T23:44:27.194000+00:00",
-          "2021-03-19T18:52:25.476000+00:00",
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-          "2020-10-24T19:50:14.570000+00:00",
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-          "2015-02-08T18:56:23.199000+00:00",
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-          "2015-03-13T04:35:04.562000+00:00",
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-          "2013-07-22T18:49:05.983000+00:00",
-          "2015-06-05T06:46:14.247000+00:00",
-          "2015-07-10T23:23:04.931000+00:00",
-          "2013-08-07T02:47:55.444000+00:00",
-          "2015-07-29T07:17:07.441000+00:00",
-          "2015-07-13T22:35:33.568000+00:00",
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-          "2014-10-31T07:16:43.101000+00:00",
-          "2013-10-10T06:37:41.636000+00:00",
-          "2020-02-06T13:39:48.744000+00:00",
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-          "2021-01-02T04:31:15.161000+00:00",
-          "2020-12-20T21:37:35.492000+00:00",
-          "2021-01-05T08:08:55.091000+00:00",
-          "2020-12-15T09:36:53.278000+00:00",
-          "2021-01-01T12:45:50.192000+00:00",
-          "2021-02-01T22:16:23.174000+00:00",
-          "2021-02-01T22:27:50.355000+00:00",
-          "2021-01-30T04:30:27.122000+00:00",
-          "2019-09-17T14:08:01.329000+00:00",
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-          "2015-06-05T06:46:13.272000+00:00",
-          "2021-01-22T05:34:23.123000+00:00",
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-          "2015-06-25T17:00:05.032000+00:00",
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-          "2015-07-10T23:32:32.720000+00:00",
-          "2021-02-09T20:26:31.335000+00:00",
-          "2015-07-13T22:41:08.266000+00:00",
-          "2021-03-06T08:08:31.560000+00:00",
-          "2021-03-05T18:50:51.943000+00:00",
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-          "2021-03-03T22:30:15.104000+00:00",
-          "2021-02-24T20:32:33.287000+00:00",
-          "2021-02-24T08:37:15.766000+00:00",
-          "2018-03-29T10:47:33.632000+00:00",
-          "2021-03-04T21:07:46.606000+00:00",
-          "2015-07-11T23:33:47.344000+00:00",
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-          "2021-02-28T03:30:32.879000+00:00",
-          "2014-03-07T15:28:09.689000+00:00",
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-          "2021-03-08T07:34:17.807000+00:00",
-          "2015-07-29T07:16:55.842000+00:00",
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-          "2021-03-11T17:19:45.358000+00:00",
-          "2021-03-09T01:51:14.272000+00:00",
-          "2021-03-19T20:23:58.107000+00:00",
-          "2021-03-18T07:42:43.184000+00:00",
-          "2015-08-19T07:43:57.464000+00:00",
-          "2021-03-16T03:32:50.939000+00:00",
-          "2021-03-19T22:46:51.881000+00:00",
-          "2012-11-02T20:34:42.716000+00:00",
-          "2021-03-15T22:21:14.077000+00:00",
-          "2021-03-16T13:04:38.119000+00:00",
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-          "2019-03-01T16:23:17.097000+00:00",
-          "2013-08-30T22:02:51.729000+00:00",
-          "2013-05-30T15:11:57.416000+00:00",
-          "2021-01-10T07:47:32.553000+00:00",
-          "2015-08-19T07:43:14.185000+00:00",
-          "2021-01-04T22:36:41.342000+00:00",
-          "2021-01-07T10:09:41.843000+00:00",
-          "2021-01-09T19:54:09.366000+00:00",
-          "2021-01-07T11:45:24.716000+00:00",
-          "2021-02-02T02:32:15.401000+00:00",
-          "2014-02-25T12:34:18.336000+00:00",
-          "2021-01-18T19:01:24.575000+00:00",
-          "2021-01-17T04:16:46.419000+00:00",
-          "2021-01-16T18:35:23.725000+00:00",
-          "2021-02-19T13:30:28.114000+00:00",
-          "2021-02-21T19:40:12.611000+00:00",
-          "2021-02-14T21:29:31.577000+00:00",
-          "2015-01-19T13:02:23.840000+00:00",
-          "2021-02-15T22:36:02.998000+00:00",
-          "2013-05-07T18:00:21.005000+00:00",
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-          "2021-02-11T03:27:15.602000+00:00",
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-          "2021-03-01T16:33:09.979000+00:00",
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-          "2021-03-19T00:58:15.778000+00:00",
-          "2021-03-20T02:58:50.078000+00:00",
-          "2015-02-08T18:56:33.727000+00:00",
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-          "2021-01-09T12:25:58.818000+00:00",
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-          "2021-02-20T16:44:03.874000+00:00",
-          "2021-02-14T08:31:06.115000+00:00",
-          "2021-02-18T22:29:01.482000+00:00",
-          "2021-02-07T19:29:53.596000+00:00",
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-          "2021-02-04T17:52:03.019000+00:00",
-          "2021-02-20T09:57:29.263000+00:00",
-          "2021-02-13T06:19:43.814000+00:00",
-          "2021-02-17T17:52:06.128000+00:00",
-          "2021-02-07T16:28:57.702000+00:00",
-          "2014-04-28T11:23:03.003000+00:00",
-          "2021-02-19T10:02:58.733000+00:00",
-          "2021-02-25T17:55:29.698000+00:00",
-          "2021-02-24T02:01:15.489000+00:00",
-          "2015-05-26T10:29:10.980000+00:00",
-          "2021-03-07T00:15:21.964000+00:00",
-          "2021-02-24T19:39:00.667000+00:00",
-          "2021-03-04T19:54:44.120000+00:00",
-          "2021-03-03T00:31:10.913000+00:00",
-          "2021-03-01T17:52:17.556000+00:00",
-          "2015-06-05T06:59:21.097000+00:00",
-          "2021-02-25T04:59:12.597000+00:00",
-          "2021-03-11T22:57:30.171000+00:00",
-          "2021-03-08T12:01:42.662000+00:00",
-          "2014-06-15T08:30:35.924000+00:00",
-          "2021-03-11T20:01:40.444000+00:00",
-          "2021-03-12T08:47:17.400000+00:00",
-          "2013-08-02T05:26:07.826000+00:00",
-          "2021-03-13T15:46:38.997000+00:00",
-          "2021-03-11T19:25:25.463000+00:00",
-          "2021-03-09T22:54:51.517000+00:00",
-          "2021-03-08T23:53:05.810000+00:00",
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-          "2021-03-22T00:31:06.535000+00:00",
-          "2013-11-29T08:43:07.392000+00:00",
-          "2014-06-15T08:19:19.670000+00:00",
-          "2013-11-27T01:54:14.993000+00:00",
-          "2021-03-19T15:24:22.288000+00:00",
-          "2015-06-03T07:38:09.769000+00:00",
-          "2021-03-19T19:36:42.573000+00:00",
-          "2021-03-15T23:52:03.595000+00:00",
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-          "2016-12-01T00:06:35.593000+00:00",
-          "2019-03-06T07:56:03.305000+00:00",
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-          "2020-11-16T04:30:45.959000+00:00",
-          "2020-10-26T02:57:43.771000+00:00",
-          "2015-01-19T13:01:19.143000+00:00",
-          "2020-11-21T08:02:27.976000+00:00",
-          "2020-11-24T13:30:16.401000+00:00",
-          "2015-06-03T07:43:07.376000+00:00",
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-          "2015-08-11T07:41:17.896000+00:00",
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-          "2015-02-08T18:52:04.993000+00:00",
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-          "2015-05-27T07:53:41.647000+00:00",
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-          "2015-07-12T00:00:06.017000+00:00",
-          "2014-06-12T00:46:23.495000+00:00",
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-          "2020-07-28T16:35:48.168000+00:00",
-          "2015-07-10T23:27:21.735000+00:00",
-          "2015-06-20T17:58:47.579000+00:00",
-          "2015-07-07T23:07:20.780000+00:00",
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-          "2019-03-25T10:55:47.899000+00:00",
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-          "2020-03-12T23:26:44.800000+00:00",
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-          "2021-01-07T06:20:09.227000+00:00",
-          "2020-12-26T22:39:02.671000+00:00",
-          "2021-01-11T11:16:35.635000+00:00",
-          "2021-01-11T01:57:36.856000+00:00",
-          "2020-12-29T14:12:17.019000+00:00",
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-          "2020-12-28T15:50:57.469000+00:00",
-          "2020-12-31T06:22:50.192000+00:00",
-          "2021-01-09T02:38:52.609000+00:00",
-          "2021-01-29T23:46:06.500000+00:00",
-          "2021-01-15T10:15:45.215000+00:00",
-          "2021-01-13T13:42:46.072000+00:00",
-          "2021-01-31T11:58:31.393000+00:00",
-          "2021-01-29T14:14:25.508000+00:00",
-          "2021-01-27T21:19:36.058000+00:00",
-          "2021-02-01T14:47:08.819000+00:00",
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-          "2021-01-21T15:52:26.909000+00:00",
-          "2021-01-20T10:33:09.189000+00:00",
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-          "2021-01-18T14:55:48.257000+00:00",
-          "2021-02-21T04:12:46.552000+00:00",
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-          "2015-07-08T22:36:31.832000+00:00",
-          "2021-02-14T17:41:51.711000+00:00",
-          "2021-02-20T21:39:24.806000+00:00",
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-          "2021-02-18T08:26:42.009000+00:00",
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-          "2021-03-07T14:21:32.461000+00:00",
-          "2021-02-24T14:20:55.769000+00:00",
-          "2021-03-04T13:11:18.619000+00:00",
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-          "2018-07-22T00:44:49.778000+00:00",
-          "2021-02-24T16:35:03.820000+00:00",
-          "2021-02-22T12:24:57.786000+00:00",
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-          "2021-03-03T10:57:58.286000+00:00",
-          "2015-08-26T07:06:58.528000+00:00",
-          "2021-03-13T02:38:20.917000+00:00",
-          "2021-03-13T15:51:35.669000+00:00",
-          "2015-06-01T08:49:34.917000+00:00",
-          "2021-03-12T13:33:55.195000+00:00",
-          "2015-07-10T22:52:07.172000+00:00",
-          "2021-03-09T08:40:47.006000+00:00",
-          "2013-07-10T11:33:21.018000+00:00",
-          "2021-03-22T04:19:49.243000+00:00",
-          "2021-03-21T06:48:37.109000+00:00",
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-          "2020-11-01T03:17:21.916000+00:00",
-          "2020-11-06T00:45:28.677000+00:00",
-          "2020-10-15T01:44:03.511000+00:00",
-          "2020-10-14T01:42:51.911000+00:00",
-          "2020-10-30T00:42:28.296000+00:00",
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-          "2020-11-03T07:52:51.122000+00:00",
-          "2020-11-05T21:39:29.165000+00:00",
-          "2020-06-18T10:35:57.257000+00:00",
-          "2020-12-06T22:47:15.958000+00:00",
-          "2020-12-01T04:41:07.656000+00:00",
-          "2020-12-04T04:40:39.505000+00:00",
-          "2020-11-25T01:43:57.461000+00:00",
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-          "2020-12-10T17:02:18.335000+00:00",
-          "2020-09-27T18:38:53.078000+00:00",
-          "2013-02-07T20:20:21.688000+00:00",
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-          "2013-05-30T21:45:49.265000+00:00",
-          "2015-06-18T09:47:54.167000+00:00",
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-          "2018-07-24T19:48:58.872000+00:00",
-          "2021-01-11T14:52:30.502000+00:00",
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-          "2021-01-31T05:43:18.584000+00:00",
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-          "2013-07-16T07:31:29.782000+00:00",
-          "2021-01-28T15:38:37.840000+00:00",
-          "2021-01-29T21:15:06.729000+00:00",
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-          "2021-01-13T02:38:44.567000+00:00",
-          "2021-02-02T17:15:59.366000+00:00",
-          "2021-02-01T09:06:45.472000+00:00",
-          "2021-01-31T12:42:45.460000+00:00",
-          "2021-01-30T22:03:00.050000+00:00",
-          "2021-02-01T17:19:59.017000+00:00",
-          "2021-01-24T00:03:35.564000+00:00",
-          "2021-01-25T22:15:40.586000+00:00",
-          "2021-01-19T04:41:39.971000+00:00",
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-          "2021-02-12T03:35:14.431000+00:00",
-          "2021-02-15T04:28:58.355000+00:00",
-          "2018-02-20T12:52:47.149000+00:00",
-          "2021-02-16T07:28:17.997000+00:00",
-          "2014-10-30T03:02:55.326000+00:00",
-          "2013-08-08T17:16:07.107000+00:00",
-          "2014-10-29T02:09:17.165000+00:00",
-          "2021-02-07T04:54:45.436000+00:00",
-          "2021-02-12T04:51:51.233000+00:00",
-          "2021-02-03T00:10:40.960000+00:00",
-          "2014-05-21T11:26:19.230000+00:00",
-          "2021-02-03T06:57:00.549000+00:00",
-          "2021-03-04T22:00:42.120000+00:00",
-          "2021-03-02T05:09:30.586000+00:00",
-          "2021-03-06T01:09:04.614000+00:00",
-          "2021-02-23T19:35:11.923000+00:00",
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-          "2021-03-04T13:06:47.974000+00:00",
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-          "2021-02-23T18:37:44.837000+00:00",
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-          "2015-07-12T00:01:05.490000+00:00",
-          "2019-12-26T08:50:26.998000+00:00",
-          "2021-03-13T02:51:09.051000+00:00",
-          "2021-03-08T15:09:10.236000+00:00",
-          "2021-03-08T17:55:37.246000+00:00",
-          "2021-03-08T06:48:28.486000+00:00",
-          "2021-03-20T12:18:52.727000+00:00",
-          "2021-03-17T13:46:27.545000+00:00",
-          "2021-03-16T11:20:36.463000+00:00",
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-          "2013-09-06T09:39:48.498000+00:00",
-          "2015-06-01T08:47:34.373000+00:00",
-          "2018-02-06T09:38:27.863000+00:00",
-          "2015-07-07T23:06:33.963000+00:00",
-          "2016-02-23T14:48:40.848000+00:00",
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-          "2013-03-18T11:53:55.793000+00:00",
-          "2021-03-05T20:40:29.724000+00:00",
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-          "2013-08-20T05:56:30.051000+00:00",
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-          "2021-02-11T06:59:22.545000+00:00",
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-          "2021-01-01T13:39:44.205000+00:00",
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-          "2014-05-02T01:26:39.508000+00:00",
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-          "2021-01-12T06:26:14.961000+00:00",
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-          "2014-05-26T18:06:02.858000+00:00",
-          "2015-06-01T08:43:34.005000+00:00",
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-          "2015-07-11T23:45:26.532000+00:00",
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-          "2013-10-01T07:42:07.672000+00:00",
-          "2013-06-13T09:50:45.458000+00:00",
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-          "2020-12-26T05:24:05.862000+00:00",
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-          "2021-01-08T14:37:36.910000+00:00",
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-          "2013-04-22T11:28:30.833000+00:00",
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-          "2015-04-18T07:03:12.485000+00:00",
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-          "2021-03-03T14:01:44.968000+00:00",
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-          "2018-10-02T11:59:45.692000+00:00",
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-          "2021-03-01T04:04:29.336000+00:00",
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-          "2021-03-14T15:08:48.560000+00:00",
-          "2021-03-12T16:51:32.605000+00:00",
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-          "2021-03-08T18:20:48.740000+00:00",
-          "2021-03-14T08:12:14.779000+00:00",
-          "2021-03-12T06:45:32.797000+00:00",
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-          "2021-03-13T20:57:31.887000+00:00",
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-          "2013-03-31T02:48:53.761000+00:00",
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-          "2021-03-07T07:55:49.371000+00:00",
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-          "2021-03-12T19:54:24.469000+00:00",
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-          "2021-03-22T21:32:27.741000+00:00",
-          "2013-06-19T06:26:24.024000+00:00",
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-          "2021-02-25T21:55:51.498000+00:00",
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-          "2013-07-01T05:34:20.680000+00:00",
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-          "2021-02-26T08:23:41.453000+00:00",
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-          "2013-07-12T06:26:34.762000+00:00",
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-          "2021-01-12T16:09:58.078000+00:00",
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-          "2013-09-04T06:08:28.581000+00:00",
-          "2021-02-18T06:17:16.587000+00:00",
-          "2021-02-18T00:41:31.400000+00:00",
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-          "2021-02-13T22:39:00.033000+00:00",
-          "2013-10-18T07:46:25.512000+00:00",
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-          "2021-02-15T15:44:46.753000+00:00",
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-          "2021-02-24T13:40:13.881000+00:00",
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-          "2015-06-30T22:29:23.596000+00:00",
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-          "2015-07-12T00:00:40.730000+00:00",
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-          "2015-05-31T17:17:01.690000+00:00",
-          "2021-03-03T04:04:32.488000+00:00",
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-          "2015-01-19T13:03:49.868000+00:00",
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-          "2013-04-22T11:48:19.713000+00:00",
-          "2014-07-24T11:58:31.915000+00:00",
-          "2021-02-24T13:08:01.932000+00:00",
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-          "2013-09-03T06:49:41.422000+00:00",
-          "2021-03-12T07:18:59.999000+00:00",
-          "2013-01-26T09:08:47.056000+00:00",
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-          "2014-11-23T21:08:47.740000+00:00",
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-          "2020-11-07T07:39:01.860000+00:00",
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-          "2013-12-05T15:22:42.942000+00:00",
-          "2015-05-29T07:17:59.903000+00:00",
-          "2021-01-07T04:29:06.713000+00:00",
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-          "2021-01-05T02:45:20.207000+00:00",
-          "2021-01-11T06:11:12.063000+00:00",
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-          "2021-01-01T03:27:39.285000+00:00",
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-          "2021-01-30T00:15:19.293000+00:00",
-          "2014-06-12T09:17:41.263000+00:00",
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-          "2013-09-12T03:35:47.558000+00:00",
-          "2021-02-04T02:18:00.531000+00:00",
-          "2021-02-21T23:10:37.210000+00:00",
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-          "2013-07-18T09:35:40.696000+00:00",
-          "2021-02-16T15:52:52.599000+00:00",
-          "2015-07-11T23:45:49.834000+00:00",
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-          "2021-02-12T15:46:11.633000+00:00",
-          "2015-06-01T08:47:47.887000+00:00",
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-          "2013-12-05T11:58:51.610000+00:00",
-          "2014-03-15T17:17:23.637000+00:00",
-          "2021-03-05T23:48:15.742000+00:00",
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-          "2021-03-05T08:09:31.865000+00:00",
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-          "2021-03-12T06:13:46.131000+00:00",
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-          "2015-07-11T23:59:57.659000+00:00",
-          "2021-03-15T18:49:52.089000+00:00",
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-          "2019-04-18T07:02:52.231000+00:00",
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-          "2020-10-27T09:55:17.764000+00:00",
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-          "2016-02-25T23:11:55.351000+00:00",
-          "2014-07-09T15:57:13.764000+00:00",
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-          "2021-01-09T21:54:31.530000+00:00",
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-          "2021-01-03T02:13:17.608000+00:00",
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-          "2020-12-28T11:38:40.602000+00:00",
-          "2021-01-04T20:42:15.840000+00:00",
-          "2021-02-02T00:24:38.317000+00:00",
-          "2021-01-29T14:40:32.850000+00:00",
-          "2015-07-15T23:29:42.220000+00:00",
-          "2021-01-25T14:08:56.368000+00:00",
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-          "2014-08-31T05:05:43.870000+00:00",
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-          "2021-02-02T04:27:41.542000+00:00",
-          "2015-06-01T08:51:15.517000+00:00",
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-          "2021-01-23T03:54:39.517000+00:00",
-          "2021-01-25T07:24:39.587000+00:00",
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-          "2021-02-17T22:39:07.939000+00:00",
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-          "2013-11-06T11:26:07.482000+00:00",
-          "2021-02-21T11:39:56.281000+00:00",
-          "2013-05-27T14:51:26.427000+00:00",
-          "2021-02-11T19:03:48.680000+00:00",
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-          "2021-03-04T13:58:44.473000+00:00",
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-          "2021-03-02T05:56:51.912000+00:00",
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-          "2021-03-04T12:38:58.647000+00:00",
-          "2013-07-15T12:15:53.911000+00:00",
-          "2015-05-26T10:29:36.624000+00:00",
-          "2021-03-05T22:41:13.811000+00:00",
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-          "2015-05-26T10:26:12.921000+00:00",
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-          "2021-03-10T06:54:30.745000+00:00",
-          "2021-03-12T18:06:36.275000+00:00",
-          "2018-02-28T16:35:02.569000+00:00",
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-          "2021-03-13T12:52:37.331000+00:00",
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-          "2021-03-16T10:57:37.254000+00:00",
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-          "2013-05-16T08:43:48.340000+00:00",
-          "2014-05-26T14:00:39.069000+00:00",
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-          "2020-12-20T13:33:25.545000+00:00",
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-          "2021-01-06T00:16:42.373000+00:00",
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-          "2013-08-20T15:49:33.147000+00:00",
-          "2021-01-23T19:50:15.184000+00:00",
-          "2021-01-15T06:38:45.549000+00:00",
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-          "2021-02-18T21:23:11.434000+00:00",
-          "2021-02-18T04:02:03.212000+00:00",
-          "2021-02-16T03:47:47.826000+00:00",
-          "2015-03-03T11:43:26.952000+00:00",
-          "2021-02-16T09:30:19.332000+00:00",
-          "2021-02-13T08:10:46.291000+00:00",
-          "2021-02-17T20:26:48.604000+00:00",
-          "2021-02-14T16:55:45.544000+00:00",
-          "2021-02-08T04:51:55.860000+00:00",
-          "2021-02-24T11:16:34.611000+00:00",
-          "2021-02-25T05:51:36.638000+00:00",
-          "2021-03-06T03:44:53.083000+00:00",
-          "2021-03-05T05:23:48.643000+00:00",
-          "2014-11-16T19:21:02.002000+00:00",
-          "2021-02-25T15:48:06.065000+00:00",
-          "2021-02-23T03:07:09.130000+00:00",
-          "2021-02-24T10:40:10.458000+00:00",
-          "2013-11-05T07:50:54.448000+00:00",
-          "2014-03-20T09:38:27.775000+00:00",
-          "2021-03-12T20:09:35.731000+00:00",
-          "2021-03-13T22:24:43.303000+00:00",
-          "2015-07-29T07:12:59.430000+00:00",
-          "2021-03-16T03:31:38.831000+00:00",
-          "2021-03-15T18:30:03.276000+00:00",
-          "2021-03-22T05:42:43.495000+00:00",
-          "2012-11-14T18:10:23.182000+00:00",
-          "2014-12-02T11:48:44.602000+00:00",
-          "2021-03-16T19:24:25.064000+00:00",
-          "2021-03-17T03:37:46.268000+00:00",
-          "2021-03-15T20:08:36.935000+00:00",
-          "2021-03-16T07:39:52.114000+00:00",
-          "2020-10-23T22:28:44.680000+00:00",
-          "2020-11-11T15:01:10.290000+00:00",
-          "2020-10-26T01:50:39.266000+00:00",
-          "2015-07-16T23:22:48.797000+00:00",
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-          "2020-11-05T03:01:48.301000+00:00",
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-          "2020-11-13T15:28:48.825000+00:00",
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-          "2020-12-09T03:51:43.977000+00:00",
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-          "2019-02-24T20:51:15.953000+00:00",
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-          "2017-06-24T12:18:26.052000+00:00",
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-          "2013-12-05T08:41:16.116000+00:00",
-          "2014-07-22T17:09:21.936000+00:00",
-          "2013-11-04T14:01:09.255000+00:00",
-          "2014-10-30T05:23:39.593000+00:00",
-          "2013-12-05T12:41:49.804000+00:00",
-          "2019-08-08T16:38:29.313000+00:00",
-          "2020-08-02T01:24:56.527000+00:00",
-          "2013-07-10T10:41:49.576000+00:00",
-          "2013-12-11T10:35:57.153000+00:00",
-          "2021-01-04T05:48:55.459000+00:00",
-          "2020-12-27T17:19:25.694000+00:00",
-          "2021-01-01T18:49:35.353000+00:00",
-          "2021-01-01T12:25:31.358000+00:00",
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-          "2021-01-10T03:02:09.571000+00:00",
-          "2020-12-21T15:48:01.595000+00:00",
-          "2020-07-08T04:17:01.577000+00:00",
-          "2021-01-11T00:03:04.677000+00:00",
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-          "2021-01-28T17:36:47.903000+00:00",
-          "2019-02-07T18:14:42.092000+00:00",
-          "2021-01-23T05:40:44.045000+00:00",
-          "2020-12-09T10:58:32.714000+00:00",
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-          "2021-01-16T02:28:26.626000+00:00",
-          "2021-02-02T05:19:02.316000+00:00",
-          "2015-06-01T08:50:46.572000+00:00",
-          "2021-01-30T10:23:21.024000+00:00",
-          "2021-01-27T23:55:47.193000+00:00",
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-          "2021-02-21T23:55:59.046000+00:00",
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-          "2021-02-03T04:56:00.348000+00:00",
-          "2021-02-03T05:16:43.580000+00:00",
-          "2021-02-19T05:15:56.759000+00:00",
-          "2015-07-09T23:24:38.693000+00:00",
-          "2021-02-18T10:21:06.328000+00:00",
-          "2021-02-13T00:47:50.372000+00:00",
-          "2021-02-13T04:34:11.103000+00:00",
-          "2021-02-10T07:07:48.566000+00:00",
-          "2021-02-08T03:10:47.562000+00:00",
-          "2021-02-08T04:53:36.964000+00:00",
-          "2021-02-06T09:12:21.467000+00:00",
-          "2021-02-28T20:05:11.418000+00:00",
-          "2021-03-05T20:22:14.004000+00:00",
-          "2021-03-04T03:19:26.101000+00:00",
-          "2013-07-09T18:58:15.075000+00:00",
-          "2021-03-04T07:12:22.936000+00:00",
-          "2021-03-05T04:53:55.017000+00:00",
-          "2021-02-24T23:57:15.375000+00:00",
-          "2021-03-14T22:44:33.981000+00:00",
-          "2014-06-15T09:07:47.775000+00:00",
-          "2021-03-12T21:04:27.074000+00:00",
-          "2021-03-12T03:56:02.445000+00:00",
-          "2013-11-20T10:34:39.807000+00:00",
-          "2014-02-24T12:05:16.443000+00:00",
-          "2021-03-18T17:01:53.256000+00:00",
-          "2021-03-21T08:54:02.515000+00:00",
-          "2013-10-03T14:08:57.198000+00:00",
-          "2021-03-16T09:04:59.603000+00:00",
-          "2016-11-30T22:49:56.950000+00:00",
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-          "2020-11-01T12:38:52.919000+00:00",
-          "2020-11-06T03:12:58.351000+00:00",
-          "2020-11-11T23:13:36.774000+00:00",
-          "2020-11-10T07:16:36.731000+00:00",
-          "2020-10-30T07:19:59.994000+00:00",
-          "2020-10-07T06:09:58.118000+00:00",
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-          "2015-01-19T13:03:52.427000+00:00",
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-          "2015-07-08T22:34:02.718000+00:00",
-          "2015-02-23T12:09:18.272000+00:00",
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-          "2015-08-28T07:23:21.305000+00:00",
-          "2015-06-25T22:13:33.992000+00:00",
-          "2015-07-08T22:32:13.059000+00:00",
-          "2015-06-01T08:44:08.799000+00:00",
-          "2015-06-01T08:44:14.804000+00:00",
-          "2015-07-12T00:00:32.827000+00:00",
-          "2015-07-11T23:39:42.327000+00:00",
-          "2020-06-17T01:47:14.750000+00:00",
-          "2013-06-25T01:21:36.360000+00:00",
-          "2015-07-16T23:22:59.784000+00:00",
-          "2015-07-29T07:16:27.441000+00:00",
-          "2015-07-08T22:33:55.384000+00:00",
-          "2019-05-21T03:04:09.766000+00:00",
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-          "2020-03-21T06:02:27.231000+00:00",
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-          "2014-09-30T01:10:32.431000+00:00",
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-          "2021-01-09T07:55:42.743000+00:00",
-          "2021-01-07T14:35:41.434000+00:00",
-          "2021-01-02T02:50:06.979000+00:00",
-          "2020-12-25T02:56:50.897000+00:00",
-          "2021-01-06T16:51:56.006000+00:00",
-          "2020-12-28T15:09:59.770000+00:00",
-          "2021-01-07T13:20:24.468000+00:00",
-          "2021-01-04T16:13:45.194000+00:00",
-          "2020-12-24T05:45:14.632000+00:00",
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-          "2021-01-08T22:27:02.635000+00:00",
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-          "2021-01-04T10:07:45.098000+00:00",
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-          "2015-06-01T08:47:26.230000+00:00",
-          "2021-01-29T14:12:56.589000+00:00",
-          "2021-01-13T23:26:26.269000+00:00",
-          "2021-01-14T07:27:57.496000+00:00",
-          "2021-01-18T00:42:02.056000+00:00",
-          "2021-01-03T10:11:33.176000+00:00",
-          "2021-01-31T03:26:54.305000+00:00",
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-          "2021-02-01T02:39:43.399000+00:00",
-          "2021-01-26T08:04:08.762000+00:00",
-          "2021-01-22T10:22:53.472000+00:00",
-          "2021-01-21T14:42:10.885000+00:00",
-          "2021-01-21T07:49:32.114000+00:00",
-          "2021-01-14T12:06:58.483000+00:00",
-          "2013-09-01T15:29:38.393000+00:00",
-          "2021-02-18T02:56:41.347000+00:00",
-          "2021-02-17T15:49:50.869000+00:00",
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-          "2021-02-21T01:51:16.164000+00:00",
-          "2021-02-10T07:19:16.575000+00:00",
-          "2021-02-20T18:46:31.700000+00:00",
-          "2021-02-19T04:33:00.432000+00:00",
-          "2021-02-09T19:32:02.793000+00:00",
-          "2014-01-13T18:51:13.156000+00:00",
-          "2021-02-28T03:27:49.794000+00:00",
-          "2021-02-23T13:26:37+00:00",
-          "2021-03-06T11:40:34.389000+00:00",
-          "2021-02-24T03:06:07.469000+00:00",
-          "2021-02-24T01:37:41.617000+00:00",
-          "2021-02-23T15:16:09.638000+00:00",
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-          "2021-03-11T07:04:13.037000+00:00",
-          "2017-07-27T15:20:38.380000+00:00",
-          "2021-03-14T03:05:51.697000+00:00",
-          "2021-03-09T02:18:57.042000+00:00",
-          "2021-03-21T14:29:50.849000+00:00",
-          "2015-07-11T23:45:47.372000+00:00",
-          "2021-03-16T17:39:06.215000+00:00",
-          "2015-01-19T13:01:49.828000+00:00",
-          "2015-06-18T09:38:27.320000+00:00",
-          "2020-11-04T15:40:41.939000+00:00",
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-          "2015-07-11T23:56:06.625000+00:00",
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-          "2015-01-19T13:02:13.106000+00:00",
-          "2020-12-01T22:55:26.301000+00:00",
-          "2015-08-17T07:11:52.193000+00:00",
-          "2020-11-24T18:42:24.076000+00:00",
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-          "2015-07-10T23:23:25.561000+00:00",
-          "2014-07-10T04:13:19.502000+00:00",
-          "2015-06-01T08:57:05.676000+00:00",
-          "2019-01-18T14:01:18.006000+00:00",
-          "2015-08-11T07:38:19.511000+00:00",
-          "2019-12-25T14:48:35.065000+00:00",
-          "2019-01-07T03:26:12.601000+00:00",
-          "2013-07-31T00:53:08.880000+00:00",
-          "2019-08-03T09:01:31.923000+00:00",
-          "2019-02-14T22:00:00.445000+00:00",
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-          "2014-02-17T17:39:10.026000+00:00",
-          "2014-02-05T16:36:52.969000+00:00",
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-          "2015-08-22T12:00:25.482000+00:00",
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-          "2021-01-07T09:24:03.500000+00:00",
-          "2020-12-19T19:46:21.754000+00:00",
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-          "2020-12-24T03:46:29.573000+00:00",
-          "2015-06-01T08:57:16.836000+00:00",
-          "2020-12-21T04:18:04.293000+00:00",
-          "2020-12-31T17:16:31.414000+00:00",
-          "2020-12-21T00:50:36.741000+00:00",
-          "2021-02-02T11:25:02.908000+00:00",
-          "2021-01-30T11:33:05.529000+00:00",
-          "2021-01-30T15:52:20.643000+00:00",
-          "2021-01-21T15:34:53.808000+00:00",
-          "2021-01-21T03:08:49.034000+00:00",
-          "2021-01-27T20:29:55.157000+00:00",
-          "2021-01-26T18:14:21.394000+00:00",
-          "2021-01-28T22:40:08.038000+00:00",
-          "2021-01-25T20:24:12.576000+00:00",
-          "2021-01-17T20:52:51.268000+00:00",
-          "2021-01-13T23:22:21.392000+00:00",
-          "2021-01-13T22:15:27.458000+00:00",
-          "2021-02-09T01:04:53.473000+00:00",
-          "2021-02-13T02:57:10.908000+00:00",
-          "2021-02-08T05:53:15.954000+00:00",
-          "2014-01-17T00:59:21.554000+00:00",
-          "2021-02-10T12:02:18.733000+00:00",
-          "2021-02-06T18:19:23.141000+00:00",
-          "2021-02-18T20:17:44.848000+00:00",
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-          "2021-02-11T15:05:30.969000+00:00",
-          "2021-02-09T22:52:51.012000+00:00",
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-          "2015-11-07T01:01:25.932000+00:00",
-          "2017-07-05T06:38:57.162000+00:00",
-          "2015-02-08T18:53:20.343000+00:00",
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-          "2015-06-01T08:44:53.641000+00:00",
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-          "2013-02-18T06:29:56.221000+00:00",
-          "2021-03-18T15:07:49.405000+00:00",
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-          "2021-03-16T04:33:13.202000+00:00",
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-          "2021-01-04T20:36:29.527000+00:00",
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-          "2021-02-19T02:48:36.082000+00:00",
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-          "2016-02-11T15:53:49.699000+00:00",
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-          "2021-02-23T16:54:31.975000+00:00",
-          "2021-03-01T06:50:37.589000+00:00",
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-          "2021-03-05T04:03:54.543000+00:00",
-          "2020-05-05T00:40:54.059000+00:00",
-          "2021-03-12T19:53:11.323000+00:00",
-          "2021-03-11T21:41:34.123000+00:00",
-          "2021-03-13T17:23:59.665000+00:00",
-          "2013-10-14T03:45:04.197000+00:00",
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-          "2021-03-18T12:13:45.951000+00:00",
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-          "2020-11-12T09:02:41.860000+00:00",
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-          "2020-03-04T18:02:57.979000+00:00",
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-          "2020-12-23T07:27:16.515000+00:00",
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-          "2021-01-08T04:49:44.787000+00:00",
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-          "2020-12-14T03:06:55.406000+00:00",
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-          "2021-02-02T11:11:25.369000+00:00",
-          "2021-01-28T18:03:21.209000+00:00",
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-          "2021-01-18T22:59:24.786000+00:00",
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-          "2021-02-03T00:37:22.353000+00:00",
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-          "2015-07-26T21:56:11.561000+00:00",
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-          "2021-03-18T13:01:44.072000+00:00",
-          "2021-03-16T10:26:42.309000+00:00",
-          "2021-03-15T00:50:39.301000+00:00",
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-          "2021-01-18T22:32:01.815000+00:00",
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-          "2015-08-29T12:53:12.429000+00:00",
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-          "2013-11-14T15:17:14.180000+00:00",
-          "2015-08-22T12:01:09.891000+00:00",
-          "2015-07-05T22:44:45.383000+00:00",
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-          "2021-03-15T09:00:27.769000+00:00",
-          "2014-02-12T16:49:07.070000+00:00",
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-          "2021-03-15T03:47:12.576000+00:00",
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-          "2020-03-16T08:49:14.970000+00:00",
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-          "2014-03-17T02:16:08.802000+00:00",
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-          "2021-01-25T18:54:26.813000+00:00",
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-          "2013-04-30T07:57:11.540000+00:00",
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-          "2021-02-17T22:12:32.026000+00:00",
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-          "2021-02-08T20:42:33.045000+00:00",
-          "2021-02-08T02:35:39.447000+00:00",
-          "2021-02-04T03:10:03.933000+00:00",
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-          "2021-03-07T10:48:29.106000+00:00",
-          "2021-03-06T20:51:26.721000+00:00",
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-          "2015-06-26T10:44:40.747000+00:00",
-          "2021-02-26T23:28:01.743000+00:00",
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-          "2013-06-14T00:18:40.337000+00:00",
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-          "2021-03-10T02:38:24.232000+00:00",
-          "2014-01-13T13:47:05.473000+00:00",
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-          "2020-11-25T05:52:55.127000+00:00",
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-          "2020-12-31T00:56:47.915000+00:00",
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-          "2015-03-15T07:52:15.639000+00:00",
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-          "2015-07-15T23:23:47.753000+00:00",
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-          "2014-02-17T17:09:01.364000+00:00",
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-          "2013-01-18T15:17:40.240000+00:00",
-          "2021-03-04T00:48:50.807000+00:00",
-          "2021-03-06T10:38:35.004000+00:00",
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-          "2021-02-18T22:32:16.003000+00:00",
-          "2021-02-04T21:33:43.730000+00:00",
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-          "2021-02-26T03:17:24.263000+00:00",
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-          "2021-03-01T23:54:07.004000+00:00",
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-          "2013-01-05T11:58:25.211000+00:00",
-          "2021-02-04T11:47:16.614000+00:00",
-          "2021-02-08T04:29:03.358000+00:00",
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-          "2021-03-04T16:57:36.013000+00:00",
-          "2021-03-02T20:39:08.847000+00:00",
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-          "2014-05-27T06:33:34.247000+00:00",
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-          "2021-03-05T19:25:05.945000+00:00",
-          "2021-03-05T17:40:41.465000+00:00",
-          "2021-03-04T06:10:20.586000+00:00",
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-          "2021-03-02T20:03:51.304000+00:00",
-          "2015-06-05T06:59:36.198000+00:00",
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-          "2015-04-05T18:37:49.818000+00:00",
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-          "2014-03-06T09:06:49.843000+00:00",
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-          "2021-02-01T21:27:14.755000+00:00",
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-          "2014-04-26T22:01:09.579000+00:00",
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-          "2021-01-10T13:00:39.512000+00:00",
-          "2021-01-09T22:23:58.839000+00:00",
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-          "2014-03-29T11:01:53.269000+00:00",
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-          "2021-02-17T15:06:47.902000+00:00",
-          "2021-02-08T04:33:23.028000+00:00",
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-          "2014-02-03T14:40:01.504000+00:00",
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-          "2015-07-05T22:37:48.305000+00:00",
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-          "2021-01-08T09:33:41.962000+00:00",
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-          "2021-02-11T06:42:44.944000+00:00",
-          "2015-07-02T23:40:45.829000+00:00",
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-          "2012-10-29T22:54:22.059000+00:00",
-          "2021-03-04T10:22:06.937000+00:00",
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-          "2014-02-09T15:25:49.837000+00:00",
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-          "2021-01-22T09:42:23.738000+00:00",
-          "2021-01-17T20:11:07.788000+00:00",
-          "2013-03-27T02:29:52.326000+00:00",
-          "2021-01-13T09:04:56.587000+00:00",
-          "2021-01-15T20:17:02.936000+00:00",
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-          "2021-02-11T12:18:27.309000+00:00",
-          "2021-02-06T16:22:07.162000+00:00",
-          "2021-02-03T13:28:26.019000+00:00",
-          "2021-02-05T23:37:58.581000+00:00",
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-          "2021-02-11T14:53:52.803000+00:00",
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-          "2021-03-06T18:09:53.628000+00:00",
-          "2021-03-06T12:12:10.396000+00:00",
-          "2021-03-06T18:36:11.600000+00:00",
-          "2015-07-14T21:49:32.107000+00:00",
-          "2021-03-03T08:42:49.321000+00:00",
-          "2021-03-01T09:58:00.609000+00:00",
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-          "2021-02-26T08:47:56.748000+00:00",
-          "2021-03-07T18:27:41.615000+00:00",
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-          "2021-03-01T10:04:23.923000+00:00",
-          "2021-03-13T14:48:07.751000+00:00",
-          "2013-11-23T13:02:31.614000+00:00",
-          "2013-06-11T16:47:20.227000+00:00",
-          "2021-03-16T07:48:36.976000+00:00",
-          "2021-03-15T23:21:38.674000+00:00",
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-          "2020-11-09T05:42:16.273000+00:00",
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-          "2020-11-08T16:26:52.342000+00:00",
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-          "2020-11-05T14:28:55.527000+00:00",
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-          "2020-12-03T18:38:14.376000+00:00",
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-          "2020-11-24T19:43:41.730000+00:00",
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-          "2015-06-01T08:58:04.745000+00:00",
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-          "2015-06-18T09:49:45.927000+00:00",
-          "2015-07-10T23:31:33.582000+00:00",
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-          "2014-04-22T07:42:53.653000+00:00",
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-          "2014-03-20T03:08:30.908000+00:00",
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-          "2021-01-06T05:21:55.590000+00:00",
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-          "2020-12-21T20:54:25.982000+00:00",
-          "2015-08-11T07:39:13.026000+00:00",
-          "2021-01-06T18:13:56.332000+00:00",
-          "2020-12-20T18:03:48.365000+00:00",
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-          "2014-02-26T11:31:31.633000+00:00",
-          "2021-01-30T11:40:49.470000+00:00",
-          "2021-01-20T00:18:08.471000+00:00",
-          "2021-01-19T18:08:26.186000+00:00",
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-          "2021-01-24T18:50:46.505000+00:00",
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-          "2021-02-21T03:55:37.891000+00:00",
-          "2014-03-17T18:16:20.328000+00:00",
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-          "2013-01-23T14:07:16.289000+00:00",
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-          "2021-02-09T15:47:22.802000+00:00",
-          "2021-02-11T19:10:44.833000+00:00",
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-          "2018-08-15T07:11:24.096000+00:00",
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-          "2018-04-27T09:37:36.894000+00:00",
-          "2015-06-01T08:46:11.095000+00:00",
-          "2015-07-29T07:12:58.430000+00:00",
-          "2021-03-07T12:23:32.109000+00:00",
-          "2021-02-24T23:17:21.336000+00:00",
-          "2015-08-11T07:41:59.218000+00:00",
-          "2021-02-25T06:50:44.554000+00:00",
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-          "2021-03-11T13:05:04.515000+00:00",
-          "2021-03-12T13:56:12.700000+00:00",
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-          "2013-11-12T18:57:08.452000+00:00",
-          "2021-03-17T05:23:26.031000+00:00",
-          "2021-03-16T21:17:25.952000+00:00",
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-          "2020-12-22T13:59:55.786000+00:00",
-          "2021-01-08T05:18:17.662000+00:00",
-          "2020-12-31T05:39:02.201000+00:00",
-          "2021-01-08T21:04:00.511000+00:00",
-          "2021-01-08T05:22:48.007000+00:00",
-          "2021-01-04T04:41:42.678000+00:00",
-          "2013-10-25T16:59:34.978000+00:00",
-          "2020-12-27T18:03:48.123000+00:00",
-          "2020-12-26T11:52:34.383000+00:00",
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-          "2021-01-07T23:53:55.915000+00:00",
-          "2021-02-01T11:25:01.611000+00:00",
-          "2021-01-28T18:53:58.805000+00:00",
-          "2021-01-21T04:57:40.818000+00:00",
-          "2021-01-21T23:43:37.152000+00:00",
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-          "2021-01-15T02:57:14.545000+00:00",
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-          "2021-01-25T10:45:58.200000+00:00",
-          "2013-05-17T08:27:23.982000+00:00",
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-          "2021-02-11T15:50:50.798000+00:00",
-          "2021-02-05T03:35:23.381000+00:00",
-          "2021-02-08T08:11:09.784000+00:00",
-          "2013-04-28T10:29:27.319000+00:00",
-          "2021-02-04T17:27:19.352000+00:00",
-          "2021-02-14T03:49:35.555000+00:00",
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-          "2021-02-19T06:51:45.332000+00:00",
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-          "2021-02-04T10:12:31.531000+00:00",
-          "2021-02-14T04:58:45.869000+00:00",
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-          "2021-03-01T18:20:13.074000+00:00",
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-          "2021-02-25T00:34:31.966000+00:00",
-          "2014-06-14T19:51:25.669000+00:00",
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-          "2021-02-25T09:56:36.793000+00:00",
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-          "2013-11-14T13:01:03.520000+00:00",
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-          "2021-03-21T05:07:51.656000+00:00",
-          "2021-03-19T20:09:28.095000+00:00",
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-          "2020-11-10T09:46:26.057000+00:00",
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-          "2021-01-08T07:05:57.862000+00:00",
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-          "2015-07-11T23:56:18.938000+00:00",
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-          "2015-06-01T08:59:30.467000+00:00",
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-          "2015-06-03T07:39:08.801000+00:00",
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-          "2015-07-13T22:34:52.135000+00:00",
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-          "2014-02-01T14:34:29.628000+00:00",
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-          "2021-02-15T19:49:34.939000+00:00",
-          "2021-03-05T20:45:02.544000+00:00",
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-          "2021-01-17T16:26:28.983000+00:00",
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-          "2014-02-26T14:03:33.999000+00:00",
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-          "2013-01-21T11:15:46.667000+00:00",
-          "2021-02-09T08:43:58.736000+00:00",
-          "2014-03-20T10:09:59.848000+00:00",
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-          "2013-04-17T07:12:41.949000+00:00",
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-          "2021-01-21T03:09:43.360000+00:00",
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-          "2021-02-01T13:35:50.967000+00:00",
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-          "2021-02-14T19:47:58.835000+00:00",
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-          "2021-02-27T09:53:59.805000+00:00",
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-          "2014-04-11T14:42:08.343000+00:00",
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-          "2015-02-08T18:53:03.493000+00:00",
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-          "2015-05-31T17:16:35.406000+00:00",
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-          "2021-03-01T19:46:35.001000+00:00",
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-          "2021-03-02T02:00:36.879000+00:00",
-          "2013-04-29T07:29:21.920000+00:00",
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-          "2014-02-28T20:40:51.622000+00:00",
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-          "2021-02-04T02:51:06.705000+00:00",
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-          "2021-01-09T00:55:51.845000+00:00",
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-          "2021-02-20T10:32:17.766000+00:00",
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-          "2021-02-27T05:06:55.400000+00:00",
-          "2021-02-23T15:43:07.171000+00:00",
-          "2015-02-08T18:55:32.917000+00:00",
-          "2021-03-03T08:58:41.011000+00:00",
-          "2021-02-25T11:52:19.305000+00:00",
-          "2015-07-10T23:27:07.791000+00:00",
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-          "2014-06-17T06:14:42.117000+00:00",
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-          "2021-02-07T14:19:17.684000+00:00",
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-          "2021-03-12T12:58:45.053000+00:00",
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-          "2015-05-31T17:17:22.813000+00:00",
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-          "2015-06-22T06:57:24.396000+00:00",
-          "2015-06-22T06:52:53.581000+00:00",
-          "2015-08-11T07:38:20.563000+00:00",
-          "2015-08-17T07:11:09.546000+00:00",
-          "2015-07-11T23:34:25.026000+00:00",
-          "2020-02-09T16:30:37.022000+00:00",
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-          "2013-12-11T12:37:19.183000+00:00",
-          "2013-07-15T10:23:27.144000+00:00",
-          "2013-07-11T08:29:40.836000+00:00",
-          "2013-10-25T03:28:58.210000+00:00",
-          "2020-12-20T15:24:16.571000+00:00",
-          "2021-01-11T06:41:37.741000+00:00",
-          "2019-06-08T09:59:14.146000+00:00",
-          "2020-12-23T19:46:16.420000+00:00",
-          "2021-01-08T18:59:47.536000+00:00",
-          "2021-01-02T19:46:33.829000+00:00",
-          "2021-01-07T04:27:02.482000+00:00",
-          "2021-01-02T09:40:13.658000+00:00",
-          "2021-01-10T09:49:18.050000+00:00",
-          "2020-12-24T20:23:54.672000+00:00",
-          "2020-12-20T12:04:18.314000+00:00",
-          "2020-12-22T05:04:34.427000+00:00",
-          "2021-01-30T08:37:53.217000+00:00",
-          "2021-01-29T16:34:42.964000+00:00",
-          "2021-01-26T15:09:55.722000+00:00",
-          "2021-01-23T11:37:27.959000+00:00",
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-          "2021-01-21T07:28:16.620000+00:00",
-          "2021-02-20T04:57:39.032000+00:00",
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-          "2021-02-11T00:03:27.216000+00:00",
-          "2021-02-15T17:17:17.122000+00:00",
-          "2021-02-09T11:49:11.747000+00:00",
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-          "2014-08-07T13:08:06.593000+00:00",
-          "2021-02-19T07:11:31.915000+00:00",
-          "2021-02-15T15:55:03.668000+00:00",
-          "2015-07-10T23:22:59.943000+00:00",
-          "2021-02-10T01:23:14.452000+00:00",
-          "2021-02-10T04:28:32.682000+00:00",
-          "2015-08-17T07:05:44.824000+00:00",
-          "2021-02-07T11:18:42.053000+00:00",
-          "2021-02-03T23:34:06.464000+00:00",
-          "2021-03-07T10:19:17.620000+00:00",
-          "2021-03-06T08:08:51.381000+00:00",
-          "2021-03-03T14:47:34+00:00",
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-          "2021-03-05T13:44:22.032000+00:00",
-          "2021-03-02T01:50:23.239000+00:00",
-          "2021-02-27T15:23:04.407000+00:00",
-          "2017-10-07T14:50:21.150000+00:00",
-          "2021-02-25T04:28:51.096000+00:00",
-          "2021-02-24T10:23:21.970000+00:00",
-          "2021-02-22T04:26:53.298000+00:00",
-          "2021-02-23T06:25:39.762000+00:00",
-          "2015-08-26T07:13:51.151000+00:00",
-          "2021-03-14T17:38:34.190000+00:00",
-          "2015-07-09T23:24:49.881000+00:00",
-          "2017-03-06T01:12:06.034000+00:00",
-          "2021-03-20T22:29:09.850000+00:00",
-          "2021-03-18T13:32:12.145000+00:00",
-          "2021-03-15T15:29:46.812000+00:00",
-          "2021-03-22T18:09:50.376000+00:00",
-          "2013-01-11T16:35:44.176000+00:00",
-          "2021-03-19T08:02:45.985000+00:00",
-          "2021-03-19T15:36:20.462000+00:00",
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-          "2020-11-09T13:22:36.753000+00:00",
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-          "2020-11-02T21:48:14.451000+00:00",
-          "2020-10-19T19:50:53.517000+00:00",
-          "2014-03-07T02:08:51.312000+00:00",
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-          "2020-11-25T04:46:09.094000+00:00",
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-          "2014-09-29T01:16:38.438000+00:00",
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-          "2020-11-27T23:32:38.730000+00:00",
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-          "2013-07-11T11:18:16.855000+00:00",
-          "2013-05-27T14:52:08.675000+00:00",
-          "2014-08-27T17:20:13.591000+00:00",
-          "2015-01-19T13:02:33.607000+00:00",
-          "2015-07-09T23:19:02.657000+00:00",
-          "2015-02-08T18:56:15.888000+00:00",
-          "2017-03-13T12:31:10.532000+00:00",
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-          "2020-07-15T18:32:44.858000+00:00",
-          "2015-07-05T22:45:27.026000+00:00",
-          "2013-04-02T07:35:24.836000+00:00",
-          "2015-06-22T06:52:37.683000+00:00",
-          "2015-07-08T22:37:12.166000+00:00",
-          "2014-09-11T11:09:11.138000+00:00",
-          "2015-07-11T23:33:24.783000+00:00",
-          "2014-04-10T09:52:27.805000+00:00",
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-          "2020-06-10T09:48:55.903000+00:00",
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-          "2019-10-05T08:23:08.975000+00:00",
-          "2019-07-06T00:48:25.836000+00:00",
-          "2019-04-02T07:39:47.068000+00:00",
-          "2019-04-08T23:49:19.516000+00:00",
-          "2017-07-12T11:57:03.850000+00:00",
-          "2015-06-01T08:59:11.138000+00:00",
-          "2020-12-15T13:25:06.424000+00:00",
-          "2021-01-02T03:24:00.975000+00:00",
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-          "2020-12-27T13:08:32.608000+00:00",
-          "2020-12-27T12:29:17.591000+00:00",
-          "2020-12-21T22:33:55.557000+00:00",
-          "2021-01-10T15:48:42.468000+00:00",
-          "2021-01-23T06:03:43.430000+00:00",
-          "2015-07-16T23:22:47.522000+00:00",
-          "2021-02-01T13:35:59.971000+00:00",
-          "2021-02-01T00:34:10.939000+00:00",
-          "2021-01-27T16:21:59.797000+00:00",
-          "2021-01-30T18:22:07.808000+00:00",
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-          "2021-01-13T03:04:02.071000+00:00",
-          "2021-01-18T05:48:51.015000+00:00",
-          "2021-02-17T07:35:16.532000+00:00",
-          "2021-02-14T23:41:44.923000+00:00",
-          "2021-02-15T23:39:56.379000+00:00",
-          "2015-05-27T07:55:06.209000+00:00",
-          "2021-02-10T11:44:13.983000+00:00",
-          "2021-02-06T00:49:02.552000+00:00",
-          "2021-02-16T06:06:13.994000+00:00",
-          "2021-02-19T19:57:03.741000+00:00",
-          "2021-02-15T19:57:18.252000+00:00",
-          "2015-08-11T07:43:24.870000+00:00",
-          "2021-02-15T18:43:57.710000+00:00",
-          "2021-02-09T05:30:39.211000+00:00",
-          "2021-02-10T02:45:16.547000+00:00",
-          "2015-06-18T09:48:50.706000+00:00",
-          "2021-03-03T04:02:19.208000+00:00",
-          "2021-02-25T14:43:20.793000+00:00",
-          "2021-02-24T00:08:49.374000+00:00",
-          "2014-02-24T17:51:39.992000+00:00",
-          "2015-07-11T23:41:45.485000+00:00",
-          "2021-02-24T03:58:38.887000+00:00",
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-          "2014-08-27T02:39:00.384000+00:00",
-          "2017-05-24T13:49:13.159000+00:00",
-          "2021-03-08T16:42:04.827000+00:00",
-          "2013-05-10T06:39:47.970000+00:00",
-          "2021-03-12T08:52:31.761000+00:00",
-          "2021-03-22T10:46:05.294000+00:00",
-          "2021-03-18T17:52:48.798000+00:00",
-          "2021-03-17T05:31:24.686000+00:00",
-          "2021-03-15T05:11:19.917000+00:00",
-          "2021-03-17T10:30:10.055000+00:00",
-          "2015-07-12T00:00:34.060000+00:00",
-          "2021-03-16T10:07:27.762000+00:00",
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-          "2020-11-09T21:31:34.322000+00:00",
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-          "2020-11-24T05:44:35.153000+00:00",
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-          "2015-05-31T17:17:25.648000+00:00",
-          "2017-08-31T11:09:53.798000+00:00",
-          "2015-06-01T08:45:40.740000+00:00",
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-          "2019-03-18T04:13:23.120000+00:00",
-          "2015-07-13T22:40:45.041000+00:00",
-          "2015-07-09T23:28:25.474000+00:00",
-          "2015-07-29T07:05:31.745000+00:00",
-          "2019-11-20T11:52:21.213000+00:00",
-          "2015-08-11T07:41:34.491000+00:00",
-          "2019-10-01T01:00:40.316000+00:00",
-          "2019-05-12T12:33:36.499000+00:00",
-          "2019-12-30T15:38:36.694000+00:00",
-          "2014-04-14T15:26:59.902000+00:00",
-          "2015-09-05T05:37:23.666000+00:00",
-          "2015-07-11T23:33:29.283000+00:00",
-          "2015-08-28T07:18:19.073000+00:00",
-          "2014-10-27T01:22:15.996000+00:00",
-          "2019-04-19T19:30:54.963000+00:00",
-          "2014-02-18T08:48:45.868000+00:00",
-          "2013-07-05T07:24:18.644000+00:00",
-          "2013-11-21T11:23:43.106000+00:00",
-          "2021-01-10T16:19:18.252000+00:00",
-          "2021-01-01T20:43:03.449000+00:00",
-          "2021-01-01T15:56:32.772000+00:00",
-          "2020-12-26T05:07:16.783000+00:00",
-          "2021-01-05T12:52:20.278000+00:00",
-          "2020-12-30T12:56:03.659000+00:00",
-          "2020-12-24T00:42:37.363000+00:00",
-          "2021-02-02T19:18:22.779000+00:00",
-          "2021-02-02T12:54:33.266000+00:00",
-          "2021-01-09T12:20:16.468000+00:00",
-          "2021-01-29T19:03:38.359000+00:00",
-          "2021-01-20T19:18:18.225000+00:00",
-          "2021-01-17T07:22:51.575000+00:00",
-          "2013-12-25T21:54:01.859000+00:00",
-          "2014-11-03T15:51:22.378000+00:00",
-          "2021-01-19T03:08:17.986000+00:00",
-          "2021-01-18T18:43:31.881000+00:00",
-          "2021-02-17T22:33:39.869000+00:00",
-          "2021-02-11T15:55:40.812000+00:00",
-          "2021-02-07T20:11:48.958000+00:00",
-          "2015-06-05T06:45:28.676000+00:00",
-          "2021-02-05T13:46:29.833000+00:00",
-          "2021-02-06T00:01:00.724000+00:00",
-          "2021-02-07T19:46:41.201000+00:00",
-          "2021-02-09T10:06:23.437000+00:00",
-          "2021-02-20T13:27:36.869000+00:00",
-          "2021-02-07T08:27:16.749000+00:00",
-          "2021-02-04T13:51:15.591000+00:00",
-          "2021-02-14T05:37:30.613000+00:00",
-          "2015-05-27T07:55:04.931000+00:00",
-          "2021-02-16T16:39:31.324000+00:00",
-          "2021-02-14T08:59:37.138000+00:00",
-          "2020-04-20T01:53:34.921000+00:00",
-          "2021-03-05T09:46:53.207000+00:00",
-          "2021-03-03T21:36:23.604000+00:00",
-          "2021-03-06T20:34:09.594000+00:00",
-          "2021-02-27T18:58:43.927000+00:00",
-          "2021-02-25T00:28:18.371000+00:00",
-          "2021-02-22T23:53:23.768000+00:00",
-          "2021-02-22T14:47:10.412000+00:00",
-          "2014-02-18T11:16:14.960000+00:00",
-          "2021-02-22T07:26:16.620000+00:00",
-          "2021-03-09T06:38:34.560000+00:00",
-          "2021-03-10T00:43:22.444000+00:00",
-          "2021-03-12T12:02:09.225000+00:00",
-          "2021-03-12T15:34:16.904000+00:00",
-          "2021-03-20T23:58:30.669000+00:00",
-          "2021-03-17T09:39:26.055000+00:00",
-          "2021-03-20T12:19:26.990000+00:00",
-          "2015-01-19T04:35:36.290000+00:00",
-          "2021-03-17T03:09:18.771000+00:00",
-          "2014-07-30T03:38:33.587000+00:00",
-          "2021-03-15T02:53:55.638000+00:00",
-          "2020-11-05T18:52:19.726000+00:00",
-          "2020-11-10T19:57:26.726000+00:00",
-          "2020-11-12T23:54:41.703000+00:00",
-          "2020-10-22T03:01:41.801000+00:00",
-          "2020-11-07T14:49:51.268000+00:00",
-          "2020-11-03T08:18:48.442000+00:00",
-          "2020-03-16T10:15:53.136000+00:00",
-          "2020-10-15T00:30:54.576000+00:00",
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-          "2020-11-20T05:30:09.773000+00:00",
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-          "2015-03-27T20:23:45.052000+00:00",
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-          "2015-06-01T09:00:31.470000+00:00",
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-          "2013-04-10T03:17:35.638000+00:00",
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-          "2019-05-27T10:06:07.418000+00:00",
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-          "2020-08-07T11:35:28.979000+00:00",
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-          "2019-04-26T09:31:01.275000+00:00",
-          "2013-12-11T11:59:16.714000+00:00",
-          "2021-01-08T05:29:02.907000+00:00",
-          "2020-12-15T09:40:14.802000+00:00",
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-          "2015-07-09T23:28:38.731000+00:00",
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-          "2021-01-06T07:11:24.186000+00:00",
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-          "2021-01-07T12:44:17.844000+00:00",
-          "2021-01-06T11:45:22.627000+00:00",
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-          "2021-01-28T07:15:16.176000+00:00",
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-          "2021-01-16T16:23:30.459000+00:00",
-          "2015-07-10T23:27:45.702000+00:00",
-          "2021-02-01T19:09:38.529000+00:00",
-          "2021-02-01T23:15:41.471000+00:00",
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-          "2018-09-06T20:17:45.937000+00:00",
-          "2021-01-29T16:05:58.258000+00:00",
-          "2021-01-21T12:53:16.949000+00:00",
-          "2021-01-14T07:15:29.402000+00:00",
-          "2021-01-16T16:27:02.962000+00:00",
-          "2021-02-15T18:25:21.969000+00:00",
-          "2021-02-14T13:59:33.604000+00:00",
-          "2021-02-07T01:02:50.042000+00:00",
-          "2021-02-13T13:23:44.669000+00:00",
-          "2021-02-07T19:35:51.161000+00:00",
-          "2021-02-19T15:10:12.025000+00:00",
-          "2020-01-09T19:36:38.200000+00:00",
-          "2021-02-17T15:31:35.766000+00:00",
-          "2021-02-13T11:45:15.184000+00:00",
-          "2021-02-09T07:34:27.307000+00:00",
-          "2021-02-05T23:14:57.471000+00:00",
-          "2015-06-25T21:58:47.831000+00:00",
-          "2021-02-15T21:46:53.170000+00:00",
-          "2021-02-09T17:27:13.043000+00:00",
-          "2015-07-09T23:25:24.166000+00:00",
-          "2015-06-22T06:53:48.533000+00:00",
-          "2021-02-24T04:11:12.694000+00:00",
-          "2021-02-24T06:52:15.003000+00:00",
-          "2021-02-23T07:49:42.505000+00:00",
-          "2021-03-06T03:52:24.117000+00:00",
-          "2013-07-10T11:19:46.808000+00:00",
-          "2021-03-12T20:28:04.214000+00:00",
-          "2021-03-13T19:26:33.377000+00:00",
-          "2015-07-09T23:18:50.513000+00:00",
-          "2021-03-09T04:16:23.839000+00:00",
-          "2021-03-09T00:32:58.499000+00:00",
-          "2015-07-07T23:11:06.401000+00:00",
-          "2020-07-16T08:42:03.853000+00:00",
-          "2021-03-12T13:00:48.523000+00:00",
-          "2018-04-09T06:57:48.895000+00:00",
-          "2015-06-01T08:49:11.805000+00:00",
-          "2016-02-21T13:46:11.877000+00:00",
-          "2021-03-19T17:32:01.542000+00:00",
-          "2021-03-20T08:22:31.397000+00:00",
-          "2021-03-15T23:00:46.262000+00:00",
-          "2021-03-18T05:37:36.164000+00:00",
-          "2020-11-05T12:40:06.122000+00:00",
-          "2020-10-26T21:06:44.667000+00:00",
-          "2020-10-15T12:55:46.538000+00:00",
-          "2020-10-22T21:22:14.302000+00:00",
-          "2015-08-17T07:05:36.183000+00:00",
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-          "2020-10-24T17:01:52.665000+00:00",
-          "2020-11-06T00:34:06.186000+00:00",
-          "2020-10-02T00:34:50.494000+00:00",
-          "2020-11-05T09:47:16.140000+00:00",
-          "2020-12-02T14:29:45.951000+00:00",
-          "2020-11-21T21:02:27.507000+00:00",
-          "2020-11-21T07:24:42.098000+00:00",
-          "2020-11-23T04:40:37.599000+00:00",
-          "2020-11-23T18:02:23.300000+00:00",
-          "2020-12-11T06:07:29.082000+00:00",
-          "2020-11-24T19:51:20.419000+00:00",
-          "2020-12-08T09:59:29.622000+00:00",
-          "2020-11-25T01:47:57.398000+00:00",
-          "2020-12-03T05:43:56.239000+00:00",
-          "2020-12-04T18:34:54.259000+00:00",
-          "2020-12-12T17:51:23.554000+00:00",
-          "2020-12-01T21:15:49.551000+00:00",
-          "2020-01-23T12:03:53.717000+00:00",
-          "2015-01-19T12:52:38.120000+00:00",
-          "2015-07-06T15:51:13.555000+00:00",
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-          "2015-05-27T07:54:25.267000+00:00",
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-          "2015-07-13T22:35:40.076000+00:00",
-          "2015-07-10T23:22:56.531000+00:00",
-          "2015-06-03T07:42:18.604000+00:00",
-          "2019-11-20T07:23:42.077000+00:00",
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-          "2015-07-14T21:49:25.182000+00:00",
-          "2015-07-27T09:08:38.443000+00:00",
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-          "2018-06-19T10:28:12.475000+00:00",
-          "2015-08-22T11:59:49.691000+00:00",
-          "2015-08-22T12:01:34.956000+00:00",
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-          "2013-05-01T16:20:54.390000+00:00",
-          "2020-07-12T11:57:50.072000+00:00",
-          "2020-06-30T11:10:03.440000+00:00",
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-          "2019-02-08T16:16:48.989000+00:00",
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-          "2018-02-20T19:26:47.864000+00:00",
-          "2013-12-04T11:00:37.310000+00:00",
-          "2013-07-10T09:08:44.458000+00:00",
-          "2013-09-05T16:29:04.544000+00:00",
-          "2019-04-03T06:22:24.190000+00:00",
-          "2020-12-21T08:00:55.020000+00:00",
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-          "2021-01-09T10:31:34.974000+00:00",
-          "2020-12-29T01:04:28.929000+00:00",
-          "2021-01-09T03:53:12.336000+00:00",
-          "2020-12-28T13:42:35.234000+00:00",
-          "2020-12-14T05:01:19.628000+00:00",
-          "2020-12-25T06:17:42.132000+00:00",
-          "2021-01-09T14:29:46.598000+00:00",
-          "2021-01-09T00:40:33.957000+00:00",
-          "2020-12-30T08:42:31.605000+00:00",
-          "2020-12-22T18:03:24.864000+00:00",
-          "2021-01-01T16:26:46.760000+00:00",
-          "2021-01-04T14:16:02.372000+00:00",
-          "2020-12-25T17:17:12.780000+00:00",
-          "2021-02-02T15:10:35.781000+00:00",
-          "2021-02-02T02:16:51.674000+00:00",
-          "2021-01-31T02:50:42.528000+00:00",
-          "2021-01-31T04:13:11.517000+00:00",
-          "2021-01-26T02:14:31.643000+00:00",
-          "2021-01-28T08:31:01.343000+00:00",
-          "2018-10-24T03:09:23.344000+00:00",
-          "2021-01-22T08:44:13.052000+00:00",
-          "2021-01-13T19:16:05.861000+00:00",
-          "2021-01-31T21:03:07.251000+00:00",
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-          "2021-01-16T19:47:18.007000+00:00",
-          "2021-01-15T08:37:56.524000+00:00",
-          "2021-01-24T01:18:21.017000+00:00",
-          "2021-02-20T01:20:00.455000+00:00",
-          "2021-02-18T00:26:31.935000+00:00",
-          "2021-02-17T03:59:58.085000+00:00",
-          "2021-02-16T02:10:34.908000+00:00",
-          "2013-10-18T08:46:59.416000+00:00",
-          "2021-02-11T21:52:00.309000+00:00",
-          "2021-02-08T14:04:50.919000+00:00",
-          "2021-02-06T18:27:31.847000+00:00",
-          "2021-02-08T04:06:47.252000+00:00",
-          "2021-03-03T22:24:15.171000+00:00",
-          "2021-02-27T12:53:44.208000+00:00",
-          "2014-03-28T01:39:12.907000+00:00",
-          "2021-03-06T11:26:50.354000+00:00",
-          "2021-02-28T19:55:49.397000+00:00",
-          "2021-02-27T09:22:31.579000+00:00",
-          "2021-03-03T22:37:35.392000+00:00",
-          "2021-03-07T12:30:02.810000+00:00",
-          "2013-04-17T15:54:33.740000+00:00",
-          "2021-02-24T09:14:49.628000+00:00",
-          "2021-03-03T21:23:47.739000+00:00",
-          "2021-03-10T18:22:59.609000+00:00",
-          "2021-03-08T01:15:45.934000+00:00",
-          "2021-03-10T16:56:16.051000+00:00",
-          "2021-03-18T05:53:28.097000+00:00",
-          "2015-07-10T23:22:34.376000+00:00",
-          "2012-11-27T09:31:14.562000+00:00",
-          "2021-03-19T23:50:49.203000+00:00",
-          "2013-03-05T15:10:01.100000+00:00",
-          "2015-07-02T23:48:20.024000+00:00",
-          "2021-03-16T13:12:16.462000+00:00",
-          "2018-07-02T14:12:55.379000+00:00",
-          "2020-11-13T17:51:43.479000+00:00",
-          "2020-10-23T23:01:52.402000+00:00",
-          "2020-11-02T19:10:37.287000+00:00",
-          "2020-10-16T10:10:47.963000+00:00",
-          "2020-11-08T23:04:08.524000+00:00",
-          "2020-11-19T23:01:37.679000+00:00",
-          "2020-12-13T14:14:23.038000+00:00",
-          "2020-11-24T13:40:07.264000+00:00",
-          "2020-11-24T03:39:58.099000+00:00",
-          "2020-12-13T14:44:15.080000+00:00",
-          "2018-01-23T12:48:17.704000+00:00",
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-          "2020-11-26T15:11:58.454000+00:00",
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-          "2019-06-19T07:13:22.593000+00:00",
-          "2015-07-07T23:02:59.065000+00:00",
-          "2015-08-11T07:39:09.197000+00:00",
-          "2015-07-13T22:34:21.598000+00:00",
-          "2014-06-14T14:43:50.376000+00:00",
-          "2014-06-10T17:48:00.451000+00:00",
-          "2015-06-01T08:46:30.517000+00:00",
-          "2015-06-02T07:39:52.863000+00:00",
-          "2015-10-22T10:34:40.978000+00:00",
-          "2015-07-14T21:49:33.416000+00:00",
-          "2015-07-11T23:55:56.440000+00:00",
-          "2015-08-11T07:43:08.603000+00:00",
-          "2015-08-17T07:11:13.782000+00:00",
-          "2015-08-22T12:00:43.789000+00:00",
-          "2015-08-26T07:12:44.504000+00:00",
-          "2015-08-28T07:20:27.883000+00:00",
-          "2019-05-20T02:26:23.044000+00:00",
-          "2018-11-07T14:45:32.124000+00:00",
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-          "2019-12-11T12:13:17.801000+00:00",
-          "2013-05-17T10:45:26.525000+00:00",
-          "2021-01-03T05:15:30.420000+00:00",
-          "2020-12-26T13:27:41.589000+00:00",
-          "2020-12-21T05:13:19.447000+00:00",
-          "2015-06-03T07:42:57.469000+00:00",
-          "2021-01-06T18:39:11.910000+00:00",
-          "2020-12-31T17:22:53.297000+00:00",
-          "2021-01-08T06:23:13.228000+00:00",
-          "2020-12-31T07:32:02.489000+00:00",
-          "2021-01-10T12:56:38.347000+00:00",
-          "2020-12-30T19:18:34.347000+00:00",
-          "2021-01-02T06:55:30.698000+00:00",
-          "2021-01-06T17:40:03.134000+00:00",
-          "2021-01-31T21:51:05.236000+00:00",
-          "2018-06-09T17:55:15.785000+00:00",
-          "2021-01-15T05:38:10.158000+00:00",
-          "2021-01-14T21:50:38.865000+00:00",
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-          "2015-06-01T08:47:17.210000+00:00",
-          "2021-01-30T17:11:10.552000+00:00",
-          "2021-02-02T18:21:49.667000+00:00",
-          "2021-01-22T13:41:27.003000+00:00",
-          "2021-01-22T00:03:03.976000+00:00",
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-          "2021-02-19T14:54:36.978000+00:00",
-          "2021-02-14T12:00:16.836000+00:00",
-          "2014-02-26T17:50:13.822000+00:00",
-          "2021-02-04T13:18:09.226000+00:00",
-          "2015-07-16T23:23:20.584000+00:00",
-          "2021-02-11T02:07:17.454000+00:00",
-          "2021-02-05T08:35:32.216000+00:00",
-          "2021-02-09T00:24:12.038000+00:00",
-          "2021-02-14T12:19:52.323000+00:00",
-          "2021-02-09T00:43:29.860000+00:00",
-          "2021-03-02T03:57:43.010000+00:00",
-          "2021-02-26T14:18:29.009000+00:00",
-          "2021-02-27T08:49:25.850000+00:00",
-          "2021-03-04T03:04:53.965000+00:00",
-          "2021-03-03T04:55:03.128000+00:00",
-          "2021-03-01T13:52:00.654000+00:00",
-          "2021-02-28T02:46:02.337000+00:00",
-          "2021-03-06T15:33:22.668000+00:00",
-          "2021-02-25T14:52:36.366000+00:00",
-          "2021-03-11T23:19:26.880000+00:00",
-          "2021-03-11T06:34:12.102000+00:00",
-          "2021-03-10T13:33:55.047000+00:00",
-          "2021-03-11T02:07:08.753000+00:00",
-          "2021-03-18T11:53:44.043000+00:00",
-          "2021-03-21T08:00:01.974000+00:00",
-          "2021-03-21T14:05:00.904000+00:00",
-          "2021-03-19T09:13:37.866000+00:00",
-          "2021-03-20T16:56:14.703000+00:00",
-          "2015-06-30T22:33:02.246000+00:00",
-          "2020-10-24T21:06:24.503000+00:00",
-          "2020-11-03T03:22:05.471000+00:00",
-          "2020-11-12T19:19:59.591000+00:00",
-          "2020-10-27T02:09:08.829000+00:00",
-          "2020-10-23T03:57:25.115000+00:00",
-          "2017-04-17T14:59:55.776000+00:00",
-          "2020-10-22T06:11:02.945000+00:00",
-          "2020-10-29T20:29:12.959000+00:00",
-          "2020-11-07T02:30:32.361000+00:00",
-          "2020-10-28T10:07:50.615000+00:00",
-          "2020-11-03T13:06:15.049000+00:00",
-          "2013-12-03T21:59:34.721000+00:00",
-          "2013-04-30T18:41:09.304000+00:00",
-          "2020-12-10T10:45:15.510000+00:00",
-          "2020-12-12T22:52:33.661000+00:00",
-          "2020-12-04T13:37:09.069000+00:00",
-          "2020-11-24T18:01:14.752000+00:00",
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-          "2015-06-30T22:33:11.683000+00:00",
-          "2020-12-01T21:32:27.139000+00:00",
-          "2020-12-04T18:13:55.561000+00:00",
-          "2020-11-27T21:29:51.731000+00:00",
-          "2020-12-06T11:38:33.146000+00:00",
-          "2020-11-29T05:54:09.223000+00:00",
-          "2020-12-13T00:54:23.294000+00:00",
-          "2020-12-05T03:16:58.581000+00:00",
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-          "2015-08-19T07:44:10.861000+00:00",
-          "2020-11-28T07:13:35.982000+00:00",
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-          "2013-09-19T13:30:30.148000+00:00",
-          "2013-09-06T08:16:37.970000+00:00",
-          "2015-02-08T18:56:56.999000+00:00",
-          "2015-07-11T23:33:38.706000+00:00",
-          "2015-06-01T08:59:27.808000+00:00",
-          "2015-06-03T07:42:04.963000+00:00",
-          "2015-06-22T06:57:40.461000+00:00",
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-          "2015-07-02T23:48:52.321000+00:00",
-          "2015-08-19T07:50:01.460000+00:00",
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-          "2019-02-26T07:02:31.933000+00:00",
-          "2018-03-06T05:14:47.072000+00:00",
-          "2013-07-15T08:35:06.924000+00:00",
-          "2015-05-27T07:56:07.756000+00:00",
-          "2013-07-16T12:40:56.255000+00:00",
-          "2013-12-09T15:49:15.792000+00:00",
-          "2013-01-12T20:06:47.207000+00:00",
-          "2020-12-23T07:03:00.349000+00:00",
-          "2020-12-14T23:10:12.495000+00:00",
-          "2021-01-04T14:09:48.496000+00:00",
-          "2021-01-06T23:05:39.926000+00:00",
-          "2021-01-10T17:34:16.089000+00:00",
-          "2021-01-10T02:30:27.585000+00:00",
-          "2020-12-27T18:19:19.255000+00:00",
-          "2020-12-15T16:42:10.165000+00:00",
-          "2021-02-02T11:44:12.901000+00:00",
-          "2021-02-01T15:58:35.852000+00:00",
-          "2021-02-01T07:34:47.587000+00:00",
-          "2021-01-23T22:14:19.402000+00:00",
-          "2021-01-17T21:15:33.803000+00:00",
-          "2021-02-02T18:25:05.713000+00:00",
-          "2014-03-04T16:00:31.263000+00:00",
-          "2021-02-01T19:32:55.936000+00:00",
-          "2021-02-02T18:12:54.780000+00:00",
-          "2021-02-02T07:36:08.419000+00:00",
-          "2013-10-01T13:55:31.374000+00:00",
-          "2021-02-01T00:33:40.130000+00:00",
-          "2013-08-23T14:13:34.185000+00:00",
-          "2021-01-24T18:33:19.711000+00:00",
-          "2021-01-23T16:31:45.649000+00:00",
-          "2021-01-26T13:38:55.782000+00:00",
-          "2021-01-23T10:07:04.030000+00:00",
-          "2015-01-05T08:37:21.742000+00:00",
-          "2021-01-18T11:11:27.031000+00:00",
-          "2021-02-21T18:36:30.907000+00:00",
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-          "2021-02-17T22:55:47.602000+00:00",
-          "2013-11-05T20:42:44.067000+00:00",
-          "2021-02-08T12:04:44.670000+00:00",
-          "2021-02-03T06:16:44.902000+00:00",
-          "2021-02-18T15:09:32.249000+00:00",
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-          "2021-02-13T03:14:02.453000+00:00",
-          "2019-03-13T21:32:25.394000+00:00",
-          "2015-07-09T23:29:04.423000+00:00",
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\"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"Activation date distribution for all dup bios\"}, \"xaxis\": {\"tickangle\": 45, \"tickfont\": {\"size\": 12}}},                        {\"responsive\": true}                    ).then(function(){\n",
-       "                            \n",
-       "var gd = document.getElementById('618fdfdd-7e12-4800-8a93-2341d7f09eca');\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": [
-    "dup_bios_df = df[(df.biography.notna()) & (df.biography.duplicated(keep=False))]\n",
-    "\n",
-    "data = [\n",
-    "    go.Histogram(\n",
-    "        x=dup_bios_df['activation_date'],\n",
-    "        y=dup_bios_df['orcid'],\n",
-    "        histfunc='count'\n",
-    "    )\n",
-    "]\n",
-    "\n",
-    "layout = go.Layout(\n",
-    "    title='Activation date distribution for all dup bios',\n",
-    "    xaxis=dict(tickangle=45, tickfont=dict(size=12))\n",
-    ")\n",
-    "fig = go.Figure(data=data, layout=layout)\n",
-    "fig.update_traces(xbins_size='D1')\n",
-    "plotly.offline.iplot(fig)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "While in general it holds a seasonality (e.g. weekends and holidays)\n",
-    "(Commented as the HTML generated is huge.. will sort this out)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 100,
-   "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>activation_date</th>\n",
-       "      <th>orcid</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>2020-01-01 00:00:00+00:00</td>\n",
-       "      <td>2276</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2020-01-02 00:00:00+00:00</td>\n",
-       "      <td>4963</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2020-01-03 00:00:00+00:00</td>\n",
-       "      <td>4751</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>2020-01-04 00:00:00+00:00</td>\n",
-       "      <td>3283</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>2020-01-05 00:00:00+00:00</td>\n",
-       "      <td>3075</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>361</th>\n",
-       "      <td>2020-12-27 00:00:00+00:00</td>\n",
-       "      <td>4498</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>362</th>\n",
-       "      <td>2020-12-28 00:00:00+00:00</td>\n",
-       "      <td>7215</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>363</th>\n",
-       "      <td>2020-12-29 00:00:00+00:00</td>\n",
-       "      <td>7126</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>364</th>\n",
-       "      <td>2020-12-30 00:00:00+00:00</td>\n",
-       "      <td>6826</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>365</th>\n",
-       "      <td>2020-12-31 00:00:00+00:00</td>\n",
-       "      <td>5398</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>366 rows × 2 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "              activation_date  orcid\n",
-       "0   2020-01-01 00:00:00+00:00   2276\n",
-       "1   2020-01-02 00:00:00+00:00   4963\n",
-       "2   2020-01-03 00:00:00+00:00   4751\n",
-       "3   2020-01-04 00:00:00+00:00   3283\n",
-       "4   2020-01-05 00:00:00+00:00   3075\n",
-       "..                        ...    ...\n",
-       "361 2020-12-27 00:00:00+00:00   4498\n",
-       "362 2020-12-28 00:00:00+00:00   7215\n",
-       "363 2020-12-29 00:00:00+00:00   7126\n",
-       "364 2020-12-30 00:00:00+00:00   6826\n",
-       "365 2020-12-31 00:00:00+00:00   5398\n",
-       "\n",
-       "[366 rows x 2 columns]"
-      ]
-     },
-     "execution_count": 100,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "YEAR = 2020\n",
-    "df[df.activation_date.dt.year == YEAR].resample('1D', on='activation_date')['orcid'].count().reset_index()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 101,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.figure(figsize=(16, 6))\n",
-    "ax = sns.histplot(x='activation_date', data=df[df.activation_date.dt.year == YEAR], bins=366)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Dup bios with extended length**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Last update date ~ to activation date in duplicated bios**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 102,
-   "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>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>keywords</th>\n",
-       "      <th>external_ids</th>\n",
-       "      <th>education</th>\n",
-       "      <th>employment</th>\n",
-       "      <th>n_works</th>\n",
-       "      <th>works_source</th>\n",
-       "      <th>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>url_domains</th>\n",
-       "      <th>n_emails</th>\n",
-       "      <th>n_urls</th>\n",
-       "      <th>n_ids</th>\n",
-       "      <th>n_keywords</th>\n",
-       "      <th>n_education</th>\n",
-       "      <th>n_employment</th>\n",
-       "      <th>ext_works_source</th>\n",
-       "      <th>n_ext_work_source</th>\n",
-       "      <th>authoritative</th>\n",
-       "      <th>n_valid_education</th>\n",
-       "      <th>n_valid_employment</th>\n",
-       "      <th>biography_length</th>\n",
-       "      <th>biography_n_sentences</th>\n",
-       "      <th>biography_n_words</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>613</th>\n",
-       "      <td>0000-0001-6750-1481</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>aesthetic</td>\n",
-       "      <td>record</td>\n",
-       "      <td>make your practice easy with a professional so...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[aesthetic record, https://www.aestheticrecor...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2020-09-28 09:13:52.705000+00:00</td>\n",
-       "      <td>2020-09-28 09:17:36.855000+00:00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[aestheticrecord.com]</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>1</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>165</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>28.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17800</th>\n",
-       "      <td>0000-0002-0267-4549</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>ocean impact</td>\n",
-       "      <td>windows &amp; doors</td>\n",
-       "      <td>address:675 nw 116th street,miami, fl 33168pho...</td>\n",
-       "      <td>NaN</td>\n",
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-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2019-11-28 14:32:35.172000+00:00</td>\n",
-       "      <td>2019-11-28 14:40:07.022000+00:00</td>\n",
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-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>369</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>60.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26513</th>\n",
-       "      <td>0000-0001-5148-4138</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>hamna</td>\n",
-       "      <td>ali</td>\n",
-       "      <td>https://pakistanpropertyinfo.blogspot.com/2019...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2019-03-09 00:35:08.585000+00:00</td>\n",
-       "      <td>2019-03-09 00:36:05.087000+00:00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>93</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27456</th>\n",
-       "      <td>0000-0001-8210-4986</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>oscar</td>\n",
-       "      <td>hdtv</td>\n",
-       "      <td>https://2017-oscar.com/https://2017-oscar.com/...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2017-02-21 06:14:06.156000+00:00</td>\n",
-       "      <td>2017-02-21 06:41:12.010000+00:00</td>\n",
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-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
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-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>69</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>7.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>30196</th>\n",
-       "      <td>0000-0002-1778-5209</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>nickie</td>\n",
-       "      <td>jolliff</td>\n",
-       "      <td>presently, my favorite tv show is true detecti...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[https://www.webs.org.il, https://penzu.com/p...</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
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-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2020-12-15 02:38:31.259000+00:00</td>\n",
-       "      <td>2020-12-15 02:40:41.464000+00:00</td>\n",
-       "      <td>0</td>\n",
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-       "      <td>[penzu.com]</td>\n",
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-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>89</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>20.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
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-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10988314</th>\n",
-       "      <td>0000-0001-9931-5843</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>lando</td>\n",
-       "      <td>edgar</td>\n",
-       "      <td>im training to be a farm and home management a...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[tempe towing and recovery, https://brooksdhy...</td>\n",
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-       "      <td>2020-12-05 11:44:22.829000+00:00</td>\n",
-       "      <td>2020-12-05 11:49:30.839000+00:00</td>\n",
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-       "      <td>[skyrock.com]</td>\n",
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-       "      <td>77</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>17.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
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-       "      <td>0000-0003-1946-7156</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>mantooth</td>\n",
-       "      <td>ruland</td>\n",
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-       "      <td>NaN</td>\n",
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-       "      <td>2020-11-28 14:17:14.721000+00:00</td>\n",
-       "      <td>2020-11-28 14:19:48.043000+00:00</td>\n",
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-       "      <td>0000-0001-9501-3717</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>roxann</td>\n",
-       "      <td>lynsey</td>\n",
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-       "      <td>2020-12-10 21:40:39.371000+00:00</td>\n",
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-       "      <td>[zonneboilermagazijn.nl]</td>\n",
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-       "      <td>1.0</td>\n",
-       "      <td>22.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
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-       "      <td>0000-0003-2323-4005</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>ruland</td>\n",
-       "      <td>star</td>\n",
-       "      <td>tentu saja semua permainan yang disediakan aka...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[bola88, https://sites.google.com/view/bola88...</td>\n",
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-       "      <td>2020-11-24 13:18:00.296000+00:00</td>\n",
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-       "      <td>[google.com]</td>\n",
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-       "    <tr>\n",
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-       "      <td>0000-0003-4244-0381</td>\n",
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-       "      <td>True</td>\n",
-       "      <td>sumiko</td>\n",
-       "      <td>cesar</td>\n",
-       "      <td>welcome to my page! im still finding my way ar...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[[lotterytogel, http://139.59.245.36]]</td>\n",
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-       "      <td>2020-12-13 00:34:15.955000+00:00</td>\n",
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-       "  </tbody>\n",
-       "</table>\n",
-       "<p>13663 rows × 39 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                        orcid  verified_email  verified_primary_email  \\\n",
-       "613       0000-0001-6750-1481            True                    True   \n",
-       "17800     0000-0002-0267-4549            True                    True   \n",
-       "26513     0000-0001-5148-4138            True                    True   \n",
-       "27456     0000-0001-8210-4986            True                    True   \n",
-       "30196     0000-0002-1778-5209            True                    True   \n",
-       "...                       ...             ...                     ...   \n",
-       "10988314  0000-0001-9931-5843            True                    True   \n",
-       "10988449  0000-0003-1946-7156            True                    True   \n",
-       "10988922  0000-0001-9501-3717            True                    True   \n",
-       "10988929  0000-0003-2323-4005            True                    True   \n",
-       "10989073  0000-0003-4244-0381            True                    True   \n",
-       "\n",
-       "           given_names      family_name  \\\n",
-       "613          aesthetic           record   \n",
-       "17800     ocean impact  windows & doors   \n",
-       "26513            hamna              ali   \n",
-       "27456            oscar             hdtv   \n",
-       "30196           nickie          jolliff   \n",
-       "...                ...              ...   \n",
-       "10988314         lando            edgar   \n",
-       "10988449      mantooth           ruland   \n",
-       "10988922        roxann           lynsey   \n",
-       "10988929        ruland             star   \n",
-       "10989073        sumiko            cesar   \n",
-       "\n",
-       "                                                  biography other_names  \\\n",
-       "613       make your practice easy with a professional so...         NaN   \n",
-       "17800     address:675 nw 116th street,miami, fl 33168pho...         NaN   \n",
-       "26513     https://pakistanpropertyinfo.blogspot.com/2019...         NaN   \n",
-       "27456     https://2017-oscar.com/https://2017-oscar.com/...         NaN   \n",
-       "30196     presently, my favorite tv show is true detecti...         NaN   \n",
-       "...                                                     ...         ...   \n",
-       "10988314  im training to be a farm and home management a...         NaN   \n",
-       "10988449  i believe in living life to the fullest and fo...         NaN   \n",
-       "10988922  een korte inleiding op waterverwarmingstoestel...         NaN   \n",
-       "10988929  tentu saja semua permainan yang disediakan aka...         NaN   \n",
-       "10989073  welcome to my page! im still finding my way ar...         NaN   \n",
-       "\n",
-       "                                                       urls primary_email  \\\n",
-       "613       [[aesthetic record, https://www.aestheticrecor...          <NA>   \n",
-       "17800                                                   NaN          <NA>   \n",
-       "26513                                                   NaN          <NA>   \n",
-       "27456                                                   NaN          <NA>   \n",
-       "30196     [[https://www.webs.org.il, https://penzu.com/p...          <NA>   \n",
-       "...                                                     ...           ...   \n",
-       "10988314  [[tempe towing and recovery, https://brooksdhy...          <NA>   \n",
-       "10988449  [[wypożyczalnia samochodów cennik, https://ren...          <NA>   \n",
-       "10988922  [[een korte inleiding op waterverwarmingstoest...          <NA>   \n",
-       "10988929  [[bola88, https://sites.google.com/view/bola88...          <NA>   \n",
-       "10989073             [[lotterytogel, http://139.59.245.36]]          <NA>   \n",
-       "\n",
-       "         keywords external_ids education employment  n_works works_source  \\\n",
-       "613           NaN          NaN       NaN        NaN        0          NaN   \n",
-       "17800         NaN          NaN       NaN        NaN        0          NaN   \n",
-       "26513         NaN          NaN       NaN        NaN        0          NaN   \n",
-       "27456         NaN          NaN       NaN        NaN        0          NaN   \n",
-       "30196         NaN          NaN       NaN        NaN        0          NaN   \n",
-       "...           ...          ...       ...        ...      ...          ...   \n",
-       "10988314      NaN          NaN       NaN        NaN        0          NaN   \n",
-       "10988449      NaN          NaN       NaN        NaN        0          NaN   \n",
-       "10988922      NaN          NaN       NaN        NaN        0          NaN   \n",
-       "10988929      NaN          NaN       NaN        NaN        0          NaN   \n",
-       "10989073      NaN          NaN       NaN        NaN        0          NaN   \n",
-       "\n",
-       "                          activation_date                 last_update_date  \\\n",
-       "613      2020-09-28 09:13:52.705000+00:00 2020-09-28 09:17:36.855000+00:00   \n",
-       "17800    2019-11-28 14:32:35.172000+00:00 2019-11-28 14:40:07.022000+00:00   \n",
-       "26513    2019-03-09 00:35:08.585000+00:00 2019-03-09 00:36:05.087000+00:00   \n",
-       "27456    2017-02-21 06:14:06.156000+00:00 2017-02-21 06:41:12.010000+00:00   \n",
-       "30196    2020-12-15 02:38:31.259000+00:00 2020-12-15 02:40:41.464000+00:00   \n",
-       "...                                   ...                              ...   \n",
-       "10988314 2020-12-05 11:44:22.829000+00:00 2020-12-05 11:49:30.839000+00:00   \n",
-       "10988449 2020-11-28 14:17:14.721000+00:00 2020-11-28 14:19:48.043000+00:00   \n",
-       "10988922 2020-12-10 21:40:39.371000+00:00 2020-12-10 21:49:33.129000+00:00   \n",
-       "10988929 2020-11-24 13:18:00.296000+00:00 2020-11-24 13:21:10.985000+00:00   \n",
-       "10989073 2020-12-13 00:34:15.955000+00:00 2020-12-13 00:37:21.793000+00:00   \n",
-       "\n",
-       "          n_doi  n_arxiv  n_pmc  n_other_pids  label primary_email_domain  \\\n",
-       "613           0        0      0             0  False                  NaN   \n",
-       "17800         0        0      0             0  False                  NaN   \n",
-       "26513         0        0      0             0  False                  NaN   \n",
-       "27456         0        0      0             0  False                  NaN   \n",
-       "30196         0        0      0             0  False                  NaN   \n",
-       "...         ...      ...    ...           ...    ...                  ...   \n",
-       "10988314      0        0      0             0  False                  NaN   \n",
-       "10988449      0        0      0             0  False                  NaN   \n",
-       "10988922      0        0      0             0  False                  NaN   \n",
-       "10988929      0        0      0             0  False                  NaN   \n",
-       "10989073      0        0      0             0  False                  NaN   \n",
-       "\n",
-       "         other_email_domains               url_domains  n_emails  n_urls  \\\n",
-       "613                      NaN     [aestheticrecord.com]      <NA>       1   \n",
-       "17800                    NaN                       NaN      <NA>    <NA>   \n",
-       "26513                    NaN                       NaN      <NA>    <NA>   \n",
-       "27456                    NaN                       NaN      <NA>    <NA>   \n",
-       "30196                    NaN               [penzu.com]      <NA>       1   \n",
-       "...                      ...                       ...       ...     ...   \n",
-       "10988314                 NaN             [skyrock.com]      <NA>       1   \n",
-       "10988449                 NaN           [renomacars.pl]      <NA>       1   \n",
-       "10988922                 NaN  [zonneboilermagazijn.nl]      <NA>       1   \n",
-       "10988929                 NaN              [google.com]      <NA>       1   \n",
-       "10989073                 NaN           [139.59.245.36]      <NA>       1   \n",
-       "\n",
-       "          n_ids  n_keywords  n_education  n_employment ext_works_source  \\\n",
-       "613        <NA>        <NA>         <NA>          <NA>              NaN   \n",
-       "17800      <NA>        <NA>         <NA>          <NA>              NaN   \n",
-       "26513      <NA>        <NA>         <NA>          <NA>              NaN   \n",
-       "27456      <NA>        <NA>         <NA>          <NA>              NaN   \n",
-       "30196      <NA>        <NA>         <NA>          <NA>              NaN   \n",
-       "...         ...         ...          ...           ...              ...   \n",
-       "10988314   <NA>        <NA>         <NA>          <NA>              NaN   \n",
-       "10988449   <NA>        <NA>         <NA>          <NA>              NaN   \n",
-       "10988922   <NA>        <NA>         <NA>          <NA>              NaN   \n",
-       "10988929   <NA>        <NA>         <NA>          <NA>              NaN   \n",
-       "10989073   <NA>        <NA>         <NA>          <NA>              NaN   \n",
-       "\n",
-       "          n_ext_work_source authoritative  n_valid_education  \\\n",
-       "613                    <NA>         False                NaN   \n",
-       "17800                  <NA>         False                NaN   \n",
-       "26513                  <NA>         False                NaN   \n",
-       "27456                  <NA>         False                NaN   \n",
-       "30196                  <NA>         False                NaN   \n",
-       "...                     ...           ...                ...   \n",
-       "10988314               <NA>         False                NaN   \n",
-       "10988449               <NA>         False                NaN   \n",
-       "10988922               <NA>         False                NaN   \n",
-       "10988929               <NA>         False                NaN   \n",
-       "10989073               <NA>         False                NaN   \n",
-       "\n",
-       "          n_valid_employment  biography_length  biography_n_sentences  \\\n",
-       "613                      NaN               165                    2.0   \n",
-       "17800                    NaN               369                    1.0   \n",
-       "26513                    NaN                93                    1.0   \n",
-       "27456                    NaN                69                    1.0   \n",
-       "30196                    NaN                89                    2.0   \n",
-       "...                      ...               ...                    ...   \n",
-       "10988314                 NaN                77                    2.0   \n",
-       "10988449                 NaN                98                    1.0   \n",
-       "10988922                 NaN               151                    1.0   \n",
-       "10988929                 NaN               150                    1.0   \n",
-       "10989073                 NaN                98                    2.0   \n",
-       "\n",
-       "          biography_n_words  \n",
-       "613                    28.0  \n",
-       "17800                  60.0  \n",
-       "26513                   3.0  \n",
-       "27456                   7.0  \n",
-       "30196                  20.0  \n",
-       "...                     ...  \n",
-       "10988314               17.0  \n",
-       "10988449               21.0  \n",
-       "10988922               22.0  \n",
-       "10988929               24.0  \n",
-       "10989073               21.0  \n",
-       "\n",
-       "[13663 rows x 39 columns]"
-      ]
-     },
-     "execution_count": 102,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df[(df.biography.notna()) &\n",
-    "   (df.biography.duplicated(keep=False)) &\n",
-    "   (df.activation_date.dt.year == df.last_update_date.dt.year) &\n",
-    "   (df.activation_date.dt.month == df.last_update_date.dt.month) &\n",
-    "   (df.activation_date.dt.day == df.last_update_date.dt.day)]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Dup bios URLs**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 103,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "top_urls = dup_bios_df[['orcid', 'url_domains']]\\\n",
-    "                .explode('url_domains')\\\n",
-    "                .reset_index(drop=True)\\\n",
-    "                .groupby('url_domains')\\\n",
-    "                .count()\\\n",
-    "                .sort_values('orcid', ascending=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 104,
-   "metadata": {},
-   "outputs": [
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         },
         "title": {
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\"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#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\": \"Activation date distribution for all dup bios\"}, \"xaxis\": {\"tickangle\": 45, \"tickfont\": {\"size\": 12}}},                        {\"responsive\": true}                    ).then(function(){\n",
        "                            \n",
-       "var gd = document.getElementById('59451d05-5b06-4e60-b95d-4ecf4c2f26d4');\n",
+       "var gd = document.getElementById('aa078196-17ed-4479-bb64-346bef22db94');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
        "        if (!display || display === 'none') {{\n",
@@ -65034,48 +65569,36 @@
     }
    ],
    "source": [
-    "set_top_n(50)\n",
+    "dup_bios_df = df[(df.biography.notna()) & (df.biography.duplicated(keep=False))]\n",
+    "\n",
     "data = [\n",
-    "    go.Bar(\n",
-    "        x=top_urls[:TOP_N].index,\n",
-    "        y=top_urls[:TOP_N]['orcid']\n",
+    "    go.Histogram(\n",
+    "        x=dup_bios_df['activation_date'],\n",
+    "        y=dup_bios_df['orcid'],\n",
+    "        histfunc='count'\n",
     "    )\n",
     "]\n",
     "\n",
     "layout = go.Layout(\n",
-    "    title='Top-%s URL domains' % TOP_N,\n",
-    "    xaxis=dict(tickangle=45, tickfont=dict(size=12), range=TOP_RANGE)\n",
+    "    title='Activation date distribution for all dup bios',\n",
+    "    xaxis=dict(tickangle=45, tickfont=dict(size=12))\n",
     ")\n",
     "fig = go.Figure(data=data, layout=layout)\n",
+    "fig.update_traces(xbins_size='D1')\n",
     "plotly.offline.iplot(fig)"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 105,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "top_urls = df[['orcid', 'url_domains']]\\\n",
-    "                .explode('url_domains')\\\n",
-    "                .reset_index(drop=True)\\\n",
-    "                .groupby('url_domains')\\\n",
-    "                .count()\\\n",
-    "                .sort_values('orcid', ascending=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 106,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "exp = df[['orcid', 'url_domains']].explode('url_domains')"
+    "While in general it holds a seasonality (e.g. weekends and holidays)\n",
+    "(Commented as the HTML generated is huge.. will sort this out)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 107,
+   "execution_count": 120,
    "metadata": {},
    "outputs": [
     {
@@ -65099,35 +65622,35 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
+       "      <th>activation_date</th>\n",
        "      <th>orcid</th>\n",
-       "      <th>url_domains</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>48136</th>\n",
-       "      <td>0000-0001-6141-6446</td>\n",
-       "      <td>lucialpiazzale.com</td>\n",
+       "      <th>0</th>\n",
+       "      <td>2020-01-01 00:00:00+00:00</td>\n",
+       "      <td>2276</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>89320</th>\n",
-       "      <td>0000-0001-5691-4184</td>\n",
-       "      <td>lucialpiazzale.com</td>\n",
+       "      <th>1</th>\n",
+       "      <td>2020-01-02 00:00:00+00:00</td>\n",
+       "      <td>4963</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>91455</th>\n",
-       "      <td>0000-0001-7228-6456</td>\n",
-       "      <td>lucialpiazzale.com</td>\n",
+       "      <th>2</th>\n",
+       "      <td>2020-01-03 00:00:00+00:00</td>\n",
+       "      <td>4751</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>104766</th>\n",
-       "      <td>0000-0002-2219-4665</td>\n",
-       "      <td>lucialpiazzale.com</td>\n",
+       "      <th>3</th>\n",
+       "      <td>2020-01-04 00:00:00+00:00</td>\n",
+       "      <td>3283</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>142061</th>\n",
-       "      <td>0000-0002-3869-9561</td>\n",
-       "      <td>lucialpiazzale.com</td>\n",
+       "      <th>4</th>\n",
+       "      <td>2020-01-05 00:00:00+00:00</td>\n",
+       "      <td>3075</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -65135,64 +65658,95 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10864865</th>\n",
-       "      <td>0000-0002-2257-6612</td>\n",
-       "      <td>lucialpiazzale.com</td>\n",
+       "      <th>361</th>\n",
+       "      <td>2020-12-27 00:00:00+00:00</td>\n",
+       "      <td>4498</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10874490</th>\n",
-       "      <td>0000-0001-8141-8158</td>\n",
-       "      <td>lucialpiazzale.com</td>\n",
+       "      <th>362</th>\n",
+       "      <td>2020-12-28 00:00:00+00:00</td>\n",
+       "      <td>7215</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10970527</th>\n",
-       "      <td>0000-0002-5195-9647</td>\n",
-       "      <td>lucialpiazzale.com</td>\n",
+       "      <th>363</th>\n",
+       "      <td>2020-12-29 00:00:00+00:00</td>\n",
+       "      <td>7126</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10974940</th>\n",
-       "      <td>0000-0002-7562-5465</td>\n",
-       "      <td>lucialpiazzale.com</td>\n",
+       "      <th>364</th>\n",
+       "      <td>2020-12-30 00:00:00+00:00</td>\n",
+       "      <td>6826</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10977979</th>\n",
-       "      <td>0000-0002-8886-0069</td>\n",
-       "      <td>lucialpiazzale.com</td>\n",
+       "      <th>365</th>\n",
+       "      <td>2020-12-31 00:00:00+00:00</td>\n",
+       "      <td>5398</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>548 rows × 2 columns</p>\n",
+       "<p>366 rows × 2 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                        orcid         url_domains\n",
-       "48136     0000-0001-6141-6446  lucialpiazzale.com\n",
-       "89320     0000-0001-5691-4184  lucialpiazzale.com\n",
-       "91455     0000-0001-7228-6456  lucialpiazzale.com\n",
-       "104766    0000-0002-2219-4665  lucialpiazzale.com\n",
-       "142061    0000-0002-3869-9561  lucialpiazzale.com\n",
-       "...                       ...                 ...\n",
-       "10864865  0000-0002-2257-6612  lucialpiazzale.com\n",
-       "10874490  0000-0001-8141-8158  lucialpiazzale.com\n",
-       "10970527  0000-0002-5195-9647  lucialpiazzale.com\n",
-       "10974940  0000-0002-7562-5465  lucialpiazzale.com\n",
-       "10977979  0000-0002-8886-0069  lucialpiazzale.com\n",
+       "              activation_date  orcid\n",
+       "0   2020-01-01 00:00:00+00:00   2276\n",
+       "1   2020-01-02 00:00:00+00:00   4963\n",
+       "2   2020-01-03 00:00:00+00:00   4751\n",
+       "3   2020-01-04 00:00:00+00:00   3283\n",
+       "4   2020-01-05 00:00:00+00:00   3075\n",
+       "..                        ...    ...\n",
+       "361 2020-12-27 00:00:00+00:00   4498\n",
+       "362 2020-12-28 00:00:00+00:00   7215\n",
+       "363 2020-12-29 00:00:00+00:00   7126\n",
+       "364 2020-12-30 00:00:00+00:00   6826\n",
+       "365 2020-12-31 00:00:00+00:00   5398\n",
        "\n",
-       "[548 rows x 2 columns]"
+       "[366 rows x 2 columns]"
       ]
      },
-     "execution_count": 107,
+     "execution_count": 120,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "exp[exp.url_domains == 'lucialpiazzale.com']"
+    "YEAR = 2020\n",
+    "df[df.activation_date.dt.year == YEAR].resample('1D', on='activation_date')['orcid'].count().reset_index()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 108,
+   "execution_count": 121,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(16, 6))\n",
+    "ax = sns.histplot(x='activation_date', data=df[df.activation_date.dt.year.isin([2019,2020])], bins=731)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Last update date ~ to activation date in duplicated bios**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 122,
    "metadata": {},
    "outputs": [
     {
@@ -65237,10 +65791,12 @@
        "      <th>n_arxiv</th>\n",
        "      <th>n_pmc</th>\n",
        "      <th>n_other_pids</th>\n",
+       "      <th>other_urls</th>\n",
        "      <th>label</th>\n",
        "      <th>primary_email_domain</th>\n",
        "      <th>other_email_domains</th>\n",
        "      <th>url_domains</th>\n",
+       "      <th>other_url_domains</th>\n",
        "      <th>n_emails</th>\n",
        "      <th>n_urls</th>\n",
        "      <th>n_ids</th>\n",
@@ -65256,18 +65812,370 @@
        "      <th>biography_n_sentences</th>\n",
        "      <th>biography_n_words</th>\n",
        "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>591</th>\n",
+       "      <td>0000-0001-6750-1481</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>aesthetic</td>\n",
+       "      <td>record</td>\n",
+       "      <td>make your practice easy with a professional so...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[[aesthetic record, https://www.aestheticrecor...</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2020-09-28 09:13:52.705000+00:00</td>\n",
+       "      <td>2020-09-28 09:17:36.855000+00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{aestheticrecord.com}</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>1</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>165</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>28.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17137</th>\n",
+       "      <td>0000-0002-0267-4549</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>ocean impact</td>\n",
+       "      <td>windows &amp; doors</td>\n",
+       "      <td>address:675 nw 116th street,miami, fl 33168pho...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-11-28 14:32:35.172000+00:00</td>\n",
+       "      <td>2019-11-28 14:40:07.022000+00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>[https://oceanimpactwindows.com/ocean]</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{t}</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>369</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>60.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25506</th>\n",
+       "      <td>0000-0001-5148-4138</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>hamna</td>\n",
+       "      <td>ali</td>\n",
+       "      <td>https://pakistanpropertyinfo.blogspot.com/2019...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-03-09 00:35:08.585000+00:00</td>\n",
+       "      <td>2019-03-09 00:36:05.087000+00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>[https://pakistanpropertyinfo.blogspot.com/201...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{t}</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>93</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26430</th>\n",
+       "      <td>0000-0001-8210-4986</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>oscar</td>\n",
+       "      <td>hdtv</td>\n",
+       "      <td>https://2017-oscar.com/https://2017-oscar.com/...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2017-02-21 06:14:06.156000+00:00</td>\n",
+       "      <td>2017-02-21 06:41:12.010000+00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>[https://2017-oscar.com/https://2017-oscar.com...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{t}</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>69</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>7.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29059</th>\n",
+       "      <td>0000-0002-1778-5209</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>nickie</td>\n",
+       "      <td>jolliff</td>\n",
+       "      <td>presently, my favorite tv show is true detecti...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[[https://www.webs.org.il, https://penzu.com/p...</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2020-12-15 02:38:31.259000+00:00</td>\n",
+       "      <td>2020-12-15 02:40:41.464000+00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{penzu.com}</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>1</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>89</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>20.0</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",
+       "      <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>11348461</th>\n",
+       "      <td>0000-0001-9931-5843</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>lando</td>\n",
+       "      <td>edgar</td>\n",
+       "      <td>im training to be a farm and home management a...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[[tempe towing and recovery, https://brooksdhy...</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2020-12-05 11:44:22.829000+00:00</td>\n",
+       "      <td>2020-12-05 11:49:30.839000+00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{skyrock.com}</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>1</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>77</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>17.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11348578</th>\n",
+       "      <td>0000-0003-1946-7156</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>mantooth</td>\n",
+       "      <td>ruland</td>\n",
+       "      <td>i believe in living life to the fullest and fo...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[[wypożyczalnia samochodów cennik, https://ren...</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2020-11-28 14:17:14.721000+00:00</td>\n",
+       "      <td>2020-11-28 14:19:48.043000+00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{renomacars.pl}</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>1</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>98</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>21.0</td>\n",
+       "    </tr>\n",
        "    <tr>\n",
-       "      <th>142061</th>\n",
-       "      <td>0000-0002-3869-9561</td>\n",
+       "      <th>11348981</th>\n",
+       "      <td>0000-0001-9501-3717</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>kimble</td>\n",
-       "      <td>esterly</td>\n",
-       "      <td>when parents tackle additional dedications out...</td>\n",
+       "      <td>roxann</td>\n",
+       "      <td>lynsey</td>\n",
+       "      <td>een korte inleiding op waterverwarmingstoestel...</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[[idiaitera mathimata, http://manuelknhe509.lu...</td>\n",
+       "      <td>[[een korte inleiding op waterverwarmingstoest...</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -65275,16 +66183,18 @@
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2020-12-25 20:10:07.336000+00:00</td>\n",
-       "      <td>2020-12-25 20:36:27.423000+00:00</td>\n",
+       "      <td>2020-12-10 21:40:39.371000+00:00</td>\n",
+       "      <td>2020-12-10 21:49:33.129000+00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>[lucialpiazzale.com]</td>\n",
+       "      <td>{zonneboilermagazijn.nl}</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
@@ -65296,351 +66206,20 @@
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>150</td>\n",
+       "      <td>153</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>25.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                      orcid  verified_email  verified_primary_email  \\\n",
-       "142061  0000-0002-3869-9561            True                    True   \n",
-       "\n",
-       "       given_names family_name  \\\n",
-       "142061      kimble     esterly   \n",
-       "\n",
-       "                                                biography other_names  \\\n",
-       "142061  when parents tackle additional dedications out...         NaN   \n",
-       "\n",
-       "                                                     urls primary_email  \\\n",
-       "142061  [[idiaitera mathimata, http://manuelknhe509.lu...          <NA>   \n",
-       "\n",
-       "       keywords external_ids education employment  n_works works_source  \\\n",
-       "142061      NaN          NaN       NaN        NaN        0          NaN   \n",
-       "\n",
-       "                        activation_date                 last_update_date  \\\n",
-       "142061 2020-12-25 20:10:07.336000+00:00 2020-12-25 20:36:27.423000+00:00   \n",
-       "\n",
-       "        n_doi  n_arxiv  n_pmc  n_other_pids  label primary_email_domain  \\\n",
-       "142061      0        0      0             0  False                  NaN   \n",
-       "\n",
-       "       other_email_domains           url_domains  n_emails  n_urls  n_ids  \\\n",
-       "142061                 NaN  [lucialpiazzale.com]      <NA>       1   <NA>   \n",
-       "\n",
-       "        n_keywords  n_education  n_employment ext_works_source  \\\n",
-       "142061        <NA>         <NA>          <NA>              NaN   \n",
-       "\n",
-       "        n_ext_work_source authoritative  n_valid_education  \\\n",
-       "142061               <NA>         False                NaN   \n",
-       "\n",
-       "        n_valid_employment  biography_length  biography_n_sentences  \\\n",
-       "142061                 NaN               150                    1.0   \n",
-       "\n",
-       "        biography_n_words  \n",
-       "142061               25.0  "
-      ]
-     },
-     "execution_count": 108,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df[df.orcid == '0000-0002-3869-9561']"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Assign spam score from precanned library**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 109,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# bios = df[df.biography.notna()][['orcid', 'biography']]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 110,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# def score(bio):\n",
-    "#     try:\n",
-    "#         return antispam.score(bio)\n",
-    "#     except: # if len(bio) < 3 the filter doesn't know how to handle that\n",
-    "#         return -1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 111,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# bios['spam_score'] = bios.biography.apply(lambda bio: score(bio))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 112,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# bios[bios.spam_score == -1] # these are artefacts (no scoring possible)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 113,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# bios.spam_score.replace(to_replace=-1, value=np.nan, inplace=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 114,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# bios.spam_score.describe()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 115,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# bios[bios.spam_score > 0.99]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Spam goes nowhere."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Search offending words, sexually explicit content, etc.**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 116,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# bios['profanity_score'] = profanity_check.predict_prob(bios.biography)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 117,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# bios[bios.profanity_score > 0.90]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Profanity detection goes nowhere too."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Dates"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 118,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "95398"
-      ]
-     },
-     "execution_count": 118,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df[df.activation_date == df.last_update_date]['orcid'].count()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 119,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "124216"
-      ]
-     },
-     "execution_count": 119,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df[df.activation_date > df.last_update_date]['orcid'].count()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 120,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "3428336"
-      ]
-     },
-     "execution_count": 120,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df[(df.activation_date.dt.year == df.last_update_date.dt.year) &\n",
-    "   (df.activation_date.dt.month == df.last_update_date.dt.month) &\n",
-    "   (df.activation_date.dt.day == df.last_update_date.dt.day)]['orcid'].count()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 121,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "count    1.098965e+07\n",
-       "mean     5.663836e+02\n",
-       "std      7.434119e+02\n",
-       "min     -9.120370e-06\n",
-       "25%      1.145045e-02\n",
-       "50%      1.980872e+02\n",
-       "75%      9.430198e+02\n",
-       "max      3.084876e+03\n",
-       "Name: date_diff, dtype: float64"
-      ]
-     },
-     "execution_count": 121,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df['date_diff'] = (df.last_update_date - df.activation_date) / np.timedelta64(1, 'D')\n",
-    "df.date_diff.describe()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 122,
-   "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>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>keywords</th>\n",
-       "      <th>external_ids</th>\n",
-       "      <th>education</th>\n",
-       "      <th>employment</th>\n",
-       "      <th>n_works</th>\n",
-       "      <th>works_source</th>\n",
-       "      <th>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>url_domains</th>\n",
-       "      <th>n_emails</th>\n",
-       "      <th>n_urls</th>\n",
-       "      <th>n_ids</th>\n",
-       "      <th>n_keywords</th>\n",
-       "      <th>n_education</th>\n",
-       "      <th>n_employment</th>\n",
-       "      <th>ext_works_source</th>\n",
-       "      <th>n_ext_work_source</th>\n",
-       "      <th>authoritative</th>\n",
-       "      <th>n_valid_education</th>\n",
-       "      <th>n_valid_employment</th>\n",
-       "      <th>biography_length</th>\n",
-       "      <th>biography_n_sentences</th>\n",
-       "      <th>biography_n_words</th>\n",
-       "      <th>date_diff</th>\n",
+       "      <td>23.0</td>\n",
        "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
        "    <tr>\n",
-       "      <th>10771774</th>\n",
-       "      <td>0000-0002-4035-0449</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>aracelis</td>\n",
-       "      <td>fiffe pérez</td>\n",
-       "      <td>&lt;NA&gt;</td>\n",
-       "      <td>NaN</td>\n",
+       "      <th>11348988</th>\n",
+       "      <td>0000-0003-2323-4005</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>ruland</td>\n",
+       "      <td>star</td>\n",
+       "      <td>tentu saja semua permainan yang disediakan aka...</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>[[bola88, https://sites.google.com/view/bola88...</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -65648,66 +66227,253 @@
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2020-08-04 14:18:03.177000+00:00</td>\n",
-       "      <td>2020-08-04 14:18:02.389000+00:00</td>\n",
+       "      <td>2020-11-24 13:18:00.296000+00:00</td>\n",
+       "      <td>2020-11-24 13:21:10.985000+00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>{google.com}</td>\n",
        "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
+       "      <td>1</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>150</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>24.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11349108</th>\n",
+       "      <td>0000-0003-4244-0381</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>sumiko</td>\n",
+       "      <td>cesar</td>\n",
+       "      <td>welcome to my page! im still finding my way ar...</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>[[lotterytogel, http://139.59.245.36]]</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2020-12-13 00:34:15.955000+00:00</td>\n",
+       "      <td>2020-12-13 00:37:21.793000+00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>{139.59.245.36}</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>1</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>&lt;NA&gt;</td>\n",
+       "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>-0.000009</td>\n",
+       "      <td>98</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>21.0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
+       "<p>17035 rows × 41 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "                        orcid  verified_email  verified_primary_email  \\\n",
-       "10771774  0000-0002-4035-0449           False                   False   \n",
+       "591       0000-0001-6750-1481            True                    True   \n",
+       "17137     0000-0002-0267-4549            True                    True   \n",
+       "25506     0000-0001-5148-4138            True                    True   \n",
+       "26430     0000-0001-8210-4986            True                    True   \n",
+       "29059     0000-0002-1778-5209            True                    True   \n",
+       "...                       ...             ...                     ...   \n",
+       "11348461  0000-0001-9931-5843            True                    True   \n",
+       "11348578  0000-0003-1946-7156            True                    True   \n",
+       "11348981  0000-0001-9501-3717            True                    True   \n",
+       "11348988  0000-0003-2323-4005            True                    True   \n",
+       "11349108  0000-0003-4244-0381            True                    True   \n",
        "\n",
-       "         given_names  family_name biography other_names urls primary_email  \\\n",
-       "10771774    aracelis  fiffe pérez      <NA>         NaN  NaN          <NA>   \n",
+       "           given_names      family_name  \\\n",
+       "591          aesthetic           record   \n",
+       "17137     ocean impact  windows & doors   \n",
+       "25506            hamna              ali   \n",
+       "26430            oscar             hdtv   \n",
+       "29059           nickie          jolliff   \n",
+       "...                ...              ...   \n",
+       "11348461         lando            edgar   \n",
+       "11348578      mantooth           ruland   \n",
+       "11348981        roxann           lynsey   \n",
+       "11348988        ruland             star   \n",
+       "11349108        sumiko            cesar   \n",
+       "\n",
+       "                                                  biography other_names  \\\n",
+       "591       make your practice easy with a professional so...         NaN   \n",
+       "17137     address:675 nw 116th street,miami, fl 33168pho...         NaN   \n",
+       "25506     https://pakistanpropertyinfo.blogspot.com/2019...         NaN   \n",
+       "26430     https://2017-oscar.com/https://2017-oscar.com/...         NaN   \n",
+       "29059     presently, my favorite tv show is true detecti...         NaN   \n",
+       "...                                                     ...         ...   \n",
+       "11348461  im training to be a farm and home management a...         NaN   \n",
+       "11348578  i believe in living life to the fullest and fo...         NaN   \n",
+       "11348981  een korte inleiding op waterverwarmingstoestel...         NaN   \n",
+       "11348988  tentu saja semua permainan yang disediakan aka...         NaN   \n",
+       "11349108  welcome to my page! im still finding my way ar...         NaN   \n",
+       "\n",
+       "                                                       urls primary_email  \\\n",
+       "591       [[aesthetic record, https://www.aestheticrecor...          <NA>   \n",
+       "17137                                                   NaN          <NA>   \n",
+       "25506                                                   NaN          <NA>   \n",
+       "26430                                                   NaN          <NA>   \n",
+       "29059     [[https://www.webs.org.il, https://penzu.com/p...          <NA>   \n",
+       "...                                                     ...           ...   \n",
+       "11348461  [[tempe towing and recovery, https://brooksdhy...          <NA>   \n",
+       "11348578  [[wypożyczalnia samochodów cennik, https://ren...          <NA>   \n",
+       "11348981  [[een korte inleiding op waterverwarmingstoest...          <NA>   \n",
+       "11348988  [[bola88, https://sites.google.com/view/bola88...          <NA>   \n",
+       "11349108             [[lotterytogel, http://139.59.245.36]]          <NA>   \n",
        "\n",
        "         keywords external_ids education employment  n_works works_source  \\\n",
-       "10771774      NaN          NaN       NaN        NaN        0          NaN   \n",
+       "591           NaN          NaN       NaN        NaN        0          NaN   \n",
+       "17137         NaN          NaN       NaN        NaN        0          NaN   \n",
+       "25506         NaN          NaN       NaN        NaN        0          NaN   \n",
+       "26430         NaN          NaN       NaN        NaN        0          NaN   \n",
+       "29059         NaN          NaN       NaN        NaN        0          NaN   \n",
+       "...           ...          ...       ...        ...      ...          ...   \n",
+       "11348461      NaN          NaN       NaN        NaN        0          NaN   \n",
+       "11348578      NaN          NaN       NaN        NaN        0          NaN   \n",
+       "11348981      NaN          NaN       NaN        NaN        0          NaN   \n",
+       "11348988      NaN          NaN       NaN        NaN        0          NaN   \n",
+       "11349108      NaN          NaN       NaN        NaN        0          NaN   \n",
        "\n",
        "                          activation_date                 last_update_date  \\\n",
-       "10771774 2020-08-04 14:18:03.177000+00:00 2020-08-04 14:18:02.389000+00:00   \n",
+       "591      2020-09-28 09:13:52.705000+00:00 2020-09-28 09:17:36.855000+00:00   \n",
+       "17137    2019-11-28 14:32:35.172000+00:00 2019-11-28 14:40:07.022000+00:00   \n",
+       "25506    2019-03-09 00:35:08.585000+00:00 2019-03-09 00:36:05.087000+00:00   \n",
+       "26430    2017-02-21 06:14:06.156000+00:00 2017-02-21 06:41:12.010000+00:00   \n",
+       "29059    2020-12-15 02:38:31.259000+00:00 2020-12-15 02:40:41.464000+00:00   \n",
+       "...                                   ...                              ...   \n",
+       "11348461 2020-12-05 11:44:22.829000+00:00 2020-12-05 11:49:30.839000+00:00   \n",
+       "11348578 2020-11-28 14:17:14.721000+00:00 2020-11-28 14:19:48.043000+00:00   \n",
+       "11348981 2020-12-10 21:40:39.371000+00:00 2020-12-10 21:49:33.129000+00:00   \n",
+       "11348988 2020-11-24 13:18:00.296000+00:00 2020-11-24 13:21:10.985000+00:00   \n",
+       "11349108 2020-12-13 00:34:15.955000+00:00 2020-12-13 00:37:21.793000+00:00   \n",
        "\n",
-       "          n_doi  n_arxiv  n_pmc  n_other_pids  label primary_email_domain  \\\n",
-       "10771774      0        0      0             0  False                  NaN   \n",
+       "          n_doi  n_arxiv  n_pmc  n_other_pids  \\\n",
+       "591           0        0      0             0   \n",
+       "17137         0        0      0             0   \n",
+       "25506         0        0      0             0   \n",
+       "26430         0        0      0             0   \n",
+       "29059         0        0      0             0   \n",
+       "...         ...      ...    ...           ...   \n",
+       "11348461      0        0      0             0   \n",
+       "11348578      0        0      0             0   \n",
+       "11348981      0        0      0             0   \n",
+       "11348988      0        0      0             0   \n",
+       "11349108      0        0      0             0   \n",
        "\n",
-       "         other_email_domains url_domains  n_emails  n_urls  n_ids  n_keywords  \\\n",
-       "10771774                 NaN         NaN      <NA>    <NA>   <NA>        <NA>   \n",
+       "                                                 other_urls  label  \\\n",
+       "591                                                     NaN  False   \n",
+       "17137                [https://oceanimpactwindows.com/ocean]  False   \n",
+       "25506     [https://pakistanpropertyinfo.blogspot.com/201...  False   \n",
+       "26430     [https://2017-oscar.com/https://2017-oscar.com...  False   \n",
+       "29059                                                   NaN  False   \n",
+       "...                                                     ...    ...   \n",
+       "11348461                                                NaN  False   \n",
+       "11348578                                                NaN  False   \n",
+       "11348981                                                NaN  False   \n",
+       "11348988                                                NaN  False   \n",
+       "11349108                                                NaN  False   \n",
        "\n",
-       "          n_education  n_employment ext_works_source  n_ext_work_source  \\\n",
-       "10771774         <NA>          <NA>              NaN               <NA>   \n",
+       "         primary_email_domain other_email_domains               url_domains  \\\n",
+       "591                       NaN                 NaN     {aestheticrecord.com}   \n",
+       "17137                     NaN                 NaN                       NaN   \n",
+       "25506                     NaN                 NaN                       NaN   \n",
+       "26430                     NaN                 NaN                       NaN   \n",
+       "29059                     NaN                 NaN               {penzu.com}   \n",
+       "...                       ...                 ...                       ...   \n",
+       "11348461                  NaN                 NaN             {skyrock.com}   \n",
+       "11348578                  NaN                 NaN           {renomacars.pl}   \n",
+       "11348981                  NaN                 NaN  {zonneboilermagazijn.nl}   \n",
+       "11348988                  NaN                 NaN              {google.com}   \n",
+       "11349108                  NaN                 NaN           {139.59.245.36}   \n",
        "\n",
-       "         authoritative  n_valid_education  n_valid_employment  \\\n",
-       "10771774         False                NaN                 NaN   \n",
+       "         other_url_domains  n_emails  n_urls  n_ids  n_keywords  n_education  \\\n",
+       "591                    NaN      <NA>       1   <NA>        <NA>         <NA>   \n",
+       "17137                  {t}      <NA>    <NA>   <NA>        <NA>         <NA>   \n",
+       "25506                  {t}      <NA>    <NA>   <NA>        <NA>         <NA>   \n",
+       "26430                  {t}      <NA>    <NA>   <NA>        <NA>         <NA>   \n",
+       "29059                  NaN      <NA>       1   <NA>        <NA>         <NA>   \n",
+       "...                    ...       ...     ...    ...         ...          ...   \n",
+       "11348461               NaN      <NA>       1   <NA>        <NA>         <NA>   \n",
+       "11348578               NaN      <NA>       1   <NA>        <NA>         <NA>   \n",
+       "11348981               NaN      <NA>       1   <NA>        <NA>         <NA>   \n",
+       "11348988               NaN      <NA>       1   <NA>        <NA>         <NA>   \n",
+       "11349108               NaN      <NA>       1   <NA>        <NA>         <NA>   \n",
        "\n",
-       "          biography_length  biography_n_sentences  biography_n_words  \\\n",
-       "10771774              <NA>                    NaN                NaN   \n",
+       "          n_employment ext_works_source  n_ext_work_source authoritative  \\\n",
+       "591               <NA>              NaN               <NA>         False   \n",
+       "17137             <NA>              NaN               <NA>         False   \n",
+       "25506             <NA>              NaN               <NA>         False   \n",
+       "26430             <NA>              NaN               <NA>         False   \n",
+       "29059             <NA>              NaN               <NA>         False   \n",
+       "...                ...              ...                ...           ...   \n",
+       "11348461          <NA>              NaN               <NA>         False   \n",
+       "11348578          <NA>              NaN               <NA>         False   \n",
+       "11348981          <NA>              NaN               <NA>         False   \n",
+       "11348988          <NA>              NaN               <NA>         False   \n",
+       "11349108          <NA>              NaN               <NA>         False   \n",
        "\n",
-       "          date_diff  \n",
-       "10771774  -0.000009  "
+       "          n_valid_education  n_valid_employment  biography_length  \\\n",
+       "591                     NaN                 NaN               165   \n",
+       "17137                   NaN                 NaN               369   \n",
+       "25506                   NaN                 NaN                93   \n",
+       "26430                   NaN                 NaN                69   \n",
+       "29059                   NaN                 NaN                89   \n",
+       "...                     ...                 ...               ...   \n",
+       "11348461                NaN                 NaN                77   \n",
+       "11348578                NaN                 NaN                98   \n",
+       "11348981                NaN                 NaN               153   \n",
+       "11348988                NaN                 NaN               150   \n",
+       "11349108                NaN                 NaN                98   \n",
+       "\n",
+       "          biography_n_sentences  biography_n_words  \n",
+       "591                         2.0               28.0  \n",
+       "17137                       1.0               60.0  \n",
+       "25506                       1.0                3.0  \n",
+       "26430                       1.0                7.0  \n",
+       "29059                       2.0               20.0  \n",
+       "...                         ...                ...  \n",
+       "11348461                    2.0               17.0  \n",
+       "11348578                    1.0               21.0  \n",
+       "11348981                    1.0               23.0  \n",
+       "11348988                    1.0               24.0  \n",
+       "11349108                    2.0               21.0  \n",
+       "\n",
+       "[17035 rows x 41 columns]"
       ]
      },
      "execution_count": 122,
@@ -65716,887 +66482,206 @@
     }
    ],
    "source": [
-    "df[df.date_diff == df.date_diff.min()]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 123,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df.loc[df.date_diff < 0, 'date_diff'] = 0"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 124,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df['ref_year'] = df.activation_date.dt.year"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 125,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# fig = go.Figure()\n",
-    "# years = range(2013, 2021, 1)\n",
-    "\n",
-    "# for year in years:\n",
-    "#     fig.add_trace(go.Violin(x=df[df.ref_year == year].ref_year,\n",
-    "#                             y=df[df.ref_year == year].date_diff,\n",
-    "#                             name=year,\n",
-    "#                             points=False,\n",
-    "#                             box_visible=True,\n",
-    "#                             meanline_visible=True))\n",
-    "\n",
-    "# fig.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 126,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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qKtu2bcvU1FQWFhb6LgkAYOQczIju0UlSVW9PckuSP8rS9bmvSXLCUKsDYD+7du3K1q1bMzMzkyS54ooreq4IAGD0HNSqy50fa60tX3n5PVX12ST/fsA1AXAAGzZsyNzcXJJkbm4umzZt6rkiAIDR87BTl5dZqKrXVNURVfWIqnpNEnPmANbQ9PR0FhcXs3379iwuLmZ6errvkgAARs6hBN2fTvJTSW7rbq/s2gBgYszOzuZrX/takuSLX/xiZmdne65ocn3uc5/Lzp07+y4DgAl00FOXW2s3JDnrQI9X1Vtaa785iKIAoC/z8/P51re+lWTpmuj5+fmeK5pc5513Xp74xCfm4osv7rsUACbMoYzoPpxXDvBcAMA6sHf0HAAGaZBBtwZ4LgAAADgsgwy6bYDnAgAAgMNiRBcAAICJMsig+8EBngsAmGBWswZgmA466FbV06vqY1X1+W7/+6rq3+19vLX2Gys858Kqun3vc7q2t1XVzVV1TXc7c9ljb6mq+ar6UlW9fFn76V3bfFWdfzgvFAAYHVazBmCYDmVE9/eTvCXJt5OktXZtklc9zHP+MMnpK7S/u7V2Snf7SJJU1bO68z27e85/rqojquqIJL+b5Iwkz0ry6u5YAAAA+A6HEnQf3Vq78kFtux/qCa21y5PceZDnPyvJxa21+1prX0kyn+TU7jbfWvtya+3+JBfnIb7Pd9xVudQZAABgNQ4l6P5zVT0t3erKVbUtyS2H+e/+XFVd201tPrZrOzHJTcuO2dm1HagdAAAAvsOhBN3zkvxekmdW1c1JfiHJzx7Gv/meJE9LckqWgvJ/PIxzrKiqzq2qq6vq6jvuuGNQp11TrfmWJgAAgNU4lKDbWmsvTbIxyTNbay88xOfvPcltrbU9rbUHsnTd76ndQzcnedKyQzd1bQdqX+nc722tbWmtbdm4ceOhljYSTF0GAABYnUMJqh9KktbaQmvtnq5t+6H+g1V1wrLdH0+yd0XmS5K8qqqOqqqnJDk5yZVJrkpyclU9paoelaUFqy451H8XAACA9eHIhzugqp6ZpZWQH1tVP7Hsocck+a6Hee6fJXlxksdX1c4kv5bkxVV1Spau9b0hyb9Jktbajqr6QJLrsrTI1XmttT3deX4uyaVJjkhyYWttxyG8xrFi6jIAAMDqPGzQTfKMJD+a5Jgk//Oy9nuS/K8P9cTW2qtXaL7gIY5/R5J3rND+kSQfOYhax56pywAAAKvzsEG3tfbhJB+uqh9orf3DGtQEAAAAh+1gRnT3+kxVnZelacz7piy31l4/8KrWMVOXAQAAVudQFqP6oyRPSPLyJP89S6sf3/OQz+CQmboMAACwOocSdDe31n41yUJr7aIkW5M8fzhlAQAAwOE5lKD77e7+m1X1vUkem+S7B1/S+mbqMgAAwOocyjW6762qY5P8uyx9j+2GJL86lKrWMVOXAQAAVudgvkf3Tct2z+nuf7e7nx54RQAAALAKBzOie3R3/4wkz8vSaG6y9J26Vw6jqPXM1GUAAIDVOZjv0f31JKmqy5M8t7V2T7f/tiRzQ61uHTJ1GQAAYHUOZTGq45Pcv2z//q4NAAAARsahLEb1/iRXVtVfdPuvSPKHA69onTN1GQAAYHUOOui21t5RVX+T5Ie6pnNaa58ZTlnrl6nLAAAAq3MoI7pprX06yaeHVAsAAACs2qFco8saMHUZAABgdQRdAAAAJoqgCwAAwEQRdAGANTU7O5vrr79+v30AGCRBd8RYdRmASTc/P5+FhYX99gFgkARdAIAJtWPHjmzfvr3vMgDW3CF9vRDDZ9VlAGBQzj///Nx1113Ztm1b36UArCkjuiPG1GUAYFDuuuuuvksA6IWgCwAAwEQRdEeMqcsA/VpYWMjU1FS2bduWqamp/RZNAgDGg2t0R4ypywD92rVrV7Zu3ZqZmZkkyRVXXNFzRQDAoRJ0R4wRXYB+bdiwIXNzc0mSubm5bNq0qeeKAIBDJegCwDLT09NZXFzc95Us09PTPVcEABwq1+iOGFOXAQAAVkfQHTGmLgMAAKyOoDtijOgCAACsjqA7YozoAgAArI6gO2IEXQBg0Px9Aaw3gu6IMXUZABg0QRdYbwTdEXHcccf1XcJE27x5835fEbJ58+YeqwGAtSXoAuuNoDsinve85/VdwkSbmZnJU5/61P32AWC9EHSB9UbQHTGmLgMAAKzOUINuVV1YVbdX1eeXtR1XVZdV1fXd/bFde1XVbFXNV9W1VfXcZc85uzv++qo6e5g1AwAAMN6GPaL7h0lOf1Db+Uk+1lo7OcnHuv0kOSPJyd3t3CTvSZaCcZJfS/L8JKcm+bW94XgSmVoEAAyavy+A9WaoQbe1dnmSOx/UfFaSi7rti5K8Yln7+9uSTyQ5pqpOSPLyJJe11u5srX0jyWX5zvA8MUxdBgAAWJ0+rtE9vrV2S7d9a5Lju+0Tk9y07LidXduB2gEAOAhGdIH1ptfFqNrST92B/eStqnOr6uqquvqOO+4Y1GnXlF9EAMCg+fsCWG/6CLq3dVOS093f3rXfnORJy47b1LUdqP07tNbe21rb0lrbsnHjxoEXvhZMXQYAAFidPoLuJUn2rpx8dpIPL2t/Xbf68guS3NVNcb40ycuq6thuEaqXdW0AAADwHY4c5smr6s+SvDjJ46tqZ5ZWT/6tJB+oqjckuTHJT3WHfyTJmUnmk9yb5Jwkaa3dWVVvT3JVd9x/aK09eIGriWFqEQAAwOoMNei21l59gIdessKxLcl5BzjPhUkuHGBpI8vUZQAAgNXpdTEqAAAAGDRBd8SYugwADJq/L4D1RtAdMaYuAwCDMDs7u2/7zW9+8377AJNuqNfoAgDQj/n5+X3b1157bR7xCOMbwPrhJ96IMbVoeIyWAwDA+iDojgghDAAAYDAEXQAAACaKoAsArKmFhYVMTU1l27ZtmZqaysLCQt8lATBhBF0AYE3t2rUrW7duzczMTLZu3Zpdu3b1XRIctltvvTW/9Eu/lLvvvrvvUoBlrLoMAKypDRs2ZG5uLkkyNzeXTZs29VwRHL4PfOAD+eQnP5mPf/zjOeuss/ouB+gIugDAmpqens7i4mK2b9++bx/G1ac//ekkvjkDRo2py6wbVrYGAAbtrrvu6rsEYAWCLgAArJIRXRgtgi4AAAATRdAFAIBVcokUjBZBFwAAgIki6AIAADBRBF1gYDZv3rxv+5RTTtlvHwAmmcWoYLT4Hl3WDdfODN/MzMy+78WcnZ3tuRoAANYrI7oAAABMFEEXAACAiSLoAgDAKrlECkaLoAsAAKtkMSoYLYIuAAAAE0XQBQAAYKIIugAAAEwUQRcAAFbJYlQwWgRdAABYJYtRwWgRdAEAYJWM6MJoEXQBAGCVjOjCaBF0AQBglYzowmgRdAEAAJgogi4AAKySqcswWgRdAAAAJoqgCwAwgRYWFjI1NZVt27ZlamoqCwsLfZc00VyjC6PlyL7+4aq6Ick9SfYk2d1a21JVxyX5L0lOSnJDkp9qrX2jln5y/N9Jzkxyb5Kfaa19uo+6AQDGwa5du7J169bMzMwkSa644oqeK5pspi7DaOkt6HZ+uLX2z8v2z0/ysdbab1XV+d3+ryQ5I8nJ3e35Sd7T3QMAsIINGzZkbm4uSTI3N5dNmzb1XBHA2hm1qctnJbmo274oySuWtb+/LflEkmOq6oQ+CgQAGAfT09NZXFzM9u3bs7i4mOnp6b5Lmjizs7O56667kiQf/OAHMzs723NFwF59Bt2W5KNV9amqOrdrO761dku3fWuS47vtE5PctOy5O7s2AADoxfz8fHbv3p0k2blzZ+bn53uuCNirz6nLL2yt3VxV353ksqr64vIHW2utqg7pYocuMJ+bJE9+8pMHVykAAABjo7cR3dbazd397Un+IsmpSW7bOyW5u7+9O/zmJE9a9vRNXduDz/ne1tqW1tqWjRs3DrN8AAAARlQvQbeqpqvq6L3bSV6W5PNJLklydnfY2Uk+3G1fkuR1teQFSe5aNsUZAACYYHuniMPB6mtE9/gkf1dVn01yZZK51tp/TfJbSU6rquuTvLTbT5KPJPlykvkkv5/kf1/7kgEAgLW2Z8+ebN26NR/84Af7LoUx0ss1uq21Lyd5zgrtX0/ykhXaW5Lz1qA0AABghOzevTuLi4v5vd/7vbzyla/suxzGxKh9vRAAAMB3WBr7goMj6AIAADBRBF0AAGBk7dmzp+8SGEOCLgAAMLJMWeZwCLoAAMDIeuCBB/ougTEk6AIAACPLiC6HQ9AFAABGlqDL4RB0AQAAmCiCLsAY2bx5c6oqSfKMZzwjmzdv7rkiABiuvSO6RnY5FIIuwBiZmZnJox71qCTJW9/61szMzPRcEQCsjb0f9MLBEHQBxpRPtgFYD6y6zOEQdAHGlE+2AVgPTF3mcAi6AADAyLrggguS+ICXQyPoAowpn2wDsB585Stf6bsExpCgCwAAwEQRdAHGlBFdAICVCboAY8Y1SgCsJz7Y5XAIugBjxi98AICHJugCjCkjuwCsB37fcTgEXQAAACaKoAswpnzCDcB6sPeSHZfucCgEXYAx5Rc+AOuJD3g5FIIuwJjyCx8AYGWCLgAAABNF0AUYU6YuAwCsTNAFGFOmLgMArEzQBRhTRnQBAFYm6AKMKSO6AEy62dnZ3HDDDUmS3bt3Z3Z2tt+CGBuCLsCYMqILwKSbn5/Pvffem2Tp9978/HzPFTEuBF2AMWMkF2A0LCwsZGpqKtu2bcvU1FQWFhb6LgnoHNl3AQAcHiO6AP3atWtXtm7dmpmZmSTJFVdc0XNFcPj2/l0xKR+oC7oAY2pSfhEBjKsNGzZkbm4uSTI3N5dNmzb1XBEcvne84x2577778va3v73vUgZC0AUAgMMwPT2dxcXFbN++fd8+jKuPfvSjfZcwUK7RBRgzpiwDADw0QRdgTJm6DACwsrEKulV1elV9qarmq+r8vusB6JORXQCAlY1N0K2qI5L8bpIzkjwryaur6ln9VgXQHyO6AMAgzM7O7tv++Z//+f32x9XYBN0kpyaZb619ubV2f5KLk5zVc00AvTGiOxybN2/OUUcdlWRpRdXNmzf3XNHk814ejj179vRdwsS7//7799vX54PTWstNN92Um2++eb/vKr7hhhty9dVX51vf+lbfJU6EBx54IIuLi7nmmmv2tX32s5/NP/7jP+aBBx7osbLVG6dVl09MctOy/Z1Jnt9TLQC9M6I7HDMzM7nyyivz1a9+Nc985jP3fT8mjJvdu3f3XcLE++Y3v7nf/t13391TJZPnl3/5zfnkJ69Kkmzbtm3fz+Lt27fnTW96U5LkPe95T5797Gf3VuNq3XDDDXnd617Xdxn7TE1NZevWrZmbm8u1116bF7/4xX2XlPe973152tOedljPHaeg+7Cq6twk5ybJk5/85J6rYdRs3rx5v0+rYFw96lGPyn333WcUbIiOP/74fPWrX+27DGDEPeIR+0+O9AHk4Hz38U/Yt738u4qXe8xjHrOmNQ3aqI2Ybt26db8PFEbBamZJjFPQvTnJk5btb+ra9mmtvTfJe5Nky5Yt/gJkPzMzMyPznxZW43GPe1zuuecef1AN0Zlnnpmrrrqq7zLWDe/l4XjkIx/ZdwkT75hjjsnOnTv37Y978Bolv/TmX8o5P3NOfvEXfzE33njjvr/hTjjhhLztbW/LySefnCOPHKco852e+tSn5vLLL++7jCTJG97whv0+UDj55JNzwQUX9FzV6ozTu+OqJCdX1VOyFHBfleSn+y0JoD9GdIdn3P94GnWbN2/O/fffn+uuu27fPoP39Kc/Pddee22SpT7Wz4P3zGc+M7fddlvuuOOOPPGJT8zTn/70vkuaKI9//OPzvOc9L8cee+y+ts2bN+d7vud7eqxqMj3nOc9JklxxxRXZtGnTvv1xNja/yVtru6vq55JcmuSIJBe21nb0XBZAb4yCDc/exagYjpmZmdx77705/fTT9+0zeMtnMv3O7/xOHve4x/Vc0eSZmZnJOeeck0984hN50Yte5GfHEPj5sDYmsZ/HadXltNY+0lp7emvtaa21d/RdDwCT6Ygjjkhi1HyYpqam+i5hXXjZy16WI444Isccc0zfpV9nLT4AAArvSURBVEyso48+OqeddpqQCyNmrIIuAP9CCBs+o+bDo2/Xxvnnn59LLrlk34c3AOvF2ExdBmB/gsLw+TBhuE4//XTXjQ7ZkUcemaOPPrrvMgDWnKA7IvZeN3Pcccf1XAkwLoSw4TMVcbje+ta39l0CABNK0B0RZ5xxRvbs2ZOXv/zlfZcCjAkjusPz7Gc/O1u2bMnrX//6vksBAA6Da3RHxFFHHZWf/MmfNHoAPKzTTjstSfLYxz6250om16Mf/ei8613v8lUhADCmjOiy7rz0pS/tu4SJ9hu/8Ru5++67+y5jov30T/90TjvtNJc6AAAcgKDLuvK+970vJ5xwQt9lTLQXvvCFfZcw8Y444og84QlP6LsMAICRJeiyrjztaU/ruwQAAGDIXKMLAADARBF0AQAAmCiCLgAAABNF0AUAAGCiCLoAAABMFEEXAACAiSLoAgAAMFEEXQAAACaKoAsAAMBEEXQBAACYKIIuAAAAE0XQBQAAYKJUa63vGoaiqu5IcmPfdRyixyf5576LmHD6eG3o5+HTx8Onj4dPH68N/Tx8+nj49PHaGLd+/lettY0rPTCxQXccVdXVrbUtfdcxyfTx2tDPw6ePh08fD58+Xhv6efj08fDp47UxSf1s6jIAAAATRdAFAABgogi6o+W9fRewDujjtaGfh08fD58+Hj59vDb08/Dp4+HTx2tjYvrZNboAAABMFCO6AAAATBRBd4iq6klV9fGquq6qdlTVG7v246rqsqq6vrs/tmt/ZlX9Q1XdV1VvfrjzMNA+/q6qurKqPtud59f7ek2jaFD9vOx8R1TVZ6rqr9f6tYyqQfZxVd1QVZ+rqmuq6uo+Xs8oGnAfH1NV26vqi1X1har6gT5e06gZ4M/kZ3Tv3723u6vqF/p6XaNmwO/lX+zO8fmq+rOq+q4+XtOoGXAfv7Hr3x3ex//iMPr4NVV1bff77e+r6jnLznV6VX2pquar6vy+XtMoGnA/X1hVt1fV5/t6PYfC1OUhqqoTkpzQWvt0VR2d5FNJXpHkZ5Lc2Vr7re4/47GttV+pqu9O8q+6Y77RWnvnQ52ntXZdDy9rpAywjyvJdGttV1U9MsnfJXlja+0TPbyskTOofl52vjcl2ZLkMa21H13L1zKqBtnHVXVDki2ttXH6HryhG3AfX5Tkf7TW/qCqHpXk0a21b671axo1g/5Z0Z3ziCQ3J3l+a+3GtXoto2yAv/tOzNLvu2e11har6gNJPtJa+8O1f1WjZYB9/L1JLk5yapL7k/zXJD/bWptf8xc1Yg6jj/91ki+01r5RVWckeVtr7fndz4h/THJakp1Jrkryan8nLxlUP3fnelGSXUne31r73l5e0CEwojtErbVbWmuf7rbvSfKFJCcmOSvJRd1hF2XpzZbW2u2ttauSfPsgz7PuDbCPW2ttV7f7yO7mU6DOoPo5SapqU5KtSf5gDUofG4PsY1Y2qD6uqscmeVGSC7rj7hdylwzpffySJP8k5P6LAffzkUmmqurIJI9O8rUhlz8WBtjH35Pkk621e1tru5P89yQ/sQYvYeQdRh//fWvtG137J5Js6rZPTTLfWvtya+3+LH2wcNbavIrRN8B+Tmvt8iR3rlHpqyborpGqOinJ9yf5ZJLjW2u3dA/dmuT4wzwPy6y2j2tpOu01SW5PcllrTR+vYADv5f+U5JeTPDCM+ibBAPq4JfloVX2qqs4dSpFjbpV9/JQkdyR5Xy1Nwf+DqpoeVq3jalC/95K8KsmfDbS4CbKafm6t3ZzknUm+muSWJHe11j46tGLH1Crfy59P8kNV9biqenSSM5M8aUiljq3D6OM3JPmbbvvEJDcte2xnDAitaJX9PHYE3TVQVRuSfCjJL7TW7l7+WGut5SBHDh/qPOvdIPq4tbantXZKlj65OrWbbsQyq+3nqvrRJLe31j41vCrH24B+XrywtfbcJGckOa+bakRnAH18ZJLnJnlPa+37kywkcU3YMgP8vfeoJD+W5IMDL3ICDOBn8rFZGtV5SpInJpmuqv9lSOWOpdX2cWvtC0l+O8lHszRt+Zoke4ZT7Xg61D6uqh/OUgD7lTUrcgKsx34WdIesu97zQ0n+pLX2513zbd18+b3z5m8/zPOQwfXxXt0UxI8nOX3QtY6zAfXzDyb5se4a0ouT/EhV/fGQSh47g3ovd6M0aa3dnuQvsjStiwysj3cm2bls1sf2LAVfMvCfyWck+XRr7bbBVzreBtTPL03yldbaHa21byf58yT/elg1j5sB/ky+oLX2P7XWXpTkG1m6npQceh9X1fdl6dKns1prX++ab87+o+SbujY6A+rnsSPoDlG3wNEFWbqg+13LHrokydnd9tlJPnyY51n3BtjHG6vqmG57KksLGnxx8BWPp0H1c2vtLa21Ta21k7I0HfFvW2tGDzLQ9/J0t9hEuum0L8vS1Ll1b4Dv41uT3FRVz+iaXpLEoicZXB8v8+qYtvwdBtjPX03ygqp6dHfOl2Tp+r11b5Dv5W6hqlTVk7N0fe6fDrba8XSofdz1358neW1rbfmHBVclObmqntLNAnlVdw4y0H4eP601tyHdkrwwS9MArs3SVJVrsnRtxuOSfCzJ9Un+W5LjuuOfkKWRgruTfLPbfsyBztP36xuF2wD7+PuSfKY7z+eT/Pu+X9so3QbVzw8654uT/HXfr21UbgN8Lz81yWe7244k/0ffr21UboN8Hyc5JcnV3bn+MkurVfb+Gvu+DbiPp5N8Pclj+35do3YbcD//epY+2P18kj9KclTfr28UbgPu4/+RpQ/DPpvkJX2/tlG5HUYf/0GWRsT3Hnv1snOdmaWR8n/ye2+o/fxnWbqe/9vde/wNfb++h7r5eiEAAAAmiqnLAAAATBRBFwAAgIki6AIAADBRBF0AAAAmiqALAADARBF0AQAAmCiCLgCMuKqaqaovVNWf9F0LAIwD36MLACOgqipLv5cfWOGxLyZ5aWtt5xrWc2Rrbfda/XsAMEhGdAGgJ1V1UlV9qaren+TzSX61qq6qqmur6te7Y/7fJE9N8jdV9YsrnOMRVXV9VW1ctj9fVRu724e6c15VVT/YHXNqVf1DVX2mqv6+qp7Rtf9MVV1SVX+b5GNr1A0AMHBH9l0AAKxzJyc5O8ljkmxLcmqSSnJJVb2otfazVXV6kh9urf3zg5/cWnugqv44yWuS/KckL03y2dbaHVX1p0ne3Vr7u6p6cpJLk3xPki8m+aHW2u6qemmS30jyk90pn5vk+1prdw7zRQPAMAm6ANCvG1trn6iqdyZ5WZLPdO0bshSCLz+Ic1yY5MNZCrqvT/K+rv2lSZ61NCs6SfKYqtqQ5LFJLqqqk5O0JI9cdq7LhFwAxp2gCwD9WujuK8lvttZ+71BP0Fq7qapuq6ofydKI8Gu6hx6R5AWttW8tP76q/p8kH2+t/XhVnZTk/1uhHgAYW67RBYDRcGmS13cjrqmqE6vquw/h+X+Q5I+TfLC1tqdr+2iSn997QFWd0m0+NsnN3fbPrKZoABhFgi4AjIDW2keT/GmSf6iqzyXZnuToQzjFJVma7vy+ZW0zSbZ0i1tdl+Rnu/b/K8lvVtVnYnYXABPI1wsBwASoqi1ZWnjqh/quBQD65lNcABhzVXV+kv8t/3JtLgCsa0Z0AWBMVNU5Sd74oOYrWmvn9VEPAIwqQRcAAICJYjEqAAAAJoqgCwAAwEQRdAEAAJgogi4AAAATRdAFAABgovz/iwspcVP12IsAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.figure(figsize=(16, 6))\n",
-    "ax = sns.violinplot(x='ref_year', y='date_diff', data=df)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 127,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+    "df[(df.biography.notna()) &\n",
+    "   (df.biography.duplicated(keep=False)) &\n",
+    "   (df.activation_date.dt.year == df.last_update_date.dt.year) &\n",
+    "   (df.activation_date.dt.month == df.last_update_date.dt.month) &\n",
+    "   (df.activation_date.dt.day == df.last_update_date.dt.day)]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
    "source": [
-    "df['ref_year'] = df.last_update_date.dt.year\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "ax = sns.violinplot(x='ref_year', y='date_diff', data=df)"
+    "Percent of dup bios accounts left inactive right after their creation"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 128,
+   "execution_count": 123,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "count    1.098965e+07\n",
-       "mean     5.036257e+02\n",
-       "std      5.441444e+02\n",
-       "min      3.572840e+01\n",
-       "25%      8.704012e+01\n",
-       "50%      2.666115e+02\n",
-       "75%      7.296030e+02\n",
-       "max      2.975705e+03\n",
-       "Name: date_stale, dtype: float64"
+       "0.6981247764549589"
       ]
      },
-     "execution_count": 128,
+     "execution_count": 123,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "tz = pytz.timezone('UTC')\n",
-    "NOW = datetime.now(tz)\n",
-    "\n",
-    "df['date_stale'] = (NOW - df.last_update_date) / np.timedelta64(1, 'D')\n",
-    "df.date_stale.describe()"
+    "13663 / 19571"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 129,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
    "source": [
-    "plt.figure(figsize=(16, 6))\n",
-    "ax= sns.violinplot(x='ref_year', y='date_stale', data=df)"
+    "**Dup bios and URLs**"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 130,
-   "metadata": {},
+   "execution_count": 124,
+   "metadata": {
+    "scrolled": true
+   },
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
+       "18521"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "execution_count": 124,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "df['ref_year'] = df.activation_date.dt.year\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "ax = sns.violinplot(x='ref_year', y='date_stale', data=df)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Todo:\n",
-    "- stale profiles with information initially set are likely to be fake?\n",
-    "- the more info is present"
+    "df[(df.biography.notna()) & (df.biography.duplicated(keep=False)) & (df.urls.notna())].orcid.count()"
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": 125,
    "metadata": {},
+   "outputs": [],
    "source": [
-    "# All VS all colleration"
+    "top_urls = dup_bios_df[['orcid', 'url_domains']]\\\n",
+    "                .explode('url_domains')\\\n",
+    "                .reset_index(drop=True)\\\n",
+    "                .groupby('url_domains')\\\n",
+    "                .count()\\\n",
+    "                .sort_values('orcid', ascending=False)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 131,
+   "execution_count": 126,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.plotly.v1+json": {
        "config": {
-        "plotlyServerURL": "https://plot.ly"
+        "linkText": "Export to plot.ly",
+        "plotlyServerURL": "https://plot.ly",
+        "showLink": false
        },
        "data": [
         {
-         "coloraxis": "coloraxis",
-         "hovertemplate": "x: %{x}<br>y: %{y}<br>color: %{z}<extra></extra>",
-         "name": "0",
-         "type": "heatmap",
+         "type": "bar",
          "x": [
-          "verified_email",
-          "verified_primary_email",
-          "n_works",
-          "n_doi",
-          "n_arxiv",
-          "n_pmc",
-          "n_other_pids",
-          "label",
-          "n_emails",
-          "n_urls",
-          "n_ids",
-          "n_keywords",
-          "n_education",
-          "n_employment",
-          "n_ext_work_source",
-          "n_valid_education",
-          "n_valid_employment",
-          "biography_length",
-          "biography_n_sentences",
-          "biography_n_words",
-          "date_diff",
-          "ref_year",
-          "date_stale"
+          "ugr.es",
+          "uclm.es",
+          "premiumcartitleloans.com",
+          "google.com",
+          "doodlekit.com",
+          "gumroad.com",
+          "diigo.com",
+          "bearsfanteamshop.com",
+          "blogfreely.net",
+          "wpsuo.com",
+          "image-perth.org",
+          "penzu.com",
+          "almoheet-travel.com",
+          "writeablog.net",
+          "bravesites.com",
+          "yousher.com",
+          "raidersfanteamshop.com",
+          "trexgame.net",
+          "tumblr.com",
+          "zenwriting.net",
+          "postheaven.net",
+          "openlearning.com",
+          "theglensecret.com",
+          "shutterfly.com",
+          "huicopper.com",
+          "fotosdefrases.com",
+          "lucialpiazzale.com",
+          "pbase.com",
+          "edublogs.org",
+          "cavandoragh.org",
+          "tearosediner.net",
+          "uca.es",
+          "theburnward.com",
+          "bloggersdelight.dk",
+          "jigsy.com",
+          "iamarrows.com",
+          "unirioja.es",
+          "timeforchangecounselling.com",
+          "skyrock.com",
+          "wordpress.com",
+          "xtgem.com",
+          "evernote.com",
+          "articlescad.com",
+          "nation2.com",
+          "topsitenet.com",
+          "telegra.ph",
+          "lowescouponn.com",
+          "channeldoubler.co.uk",
+          "storeboard.com",
+          "kraftvoll.de"
          ],
-         "xaxis": "x",
          "y": [
-          "verified_email",
-          "verified_primary_email",
-          "n_works",
-          "n_doi",
-          "n_arxiv",
-          "n_pmc",
-          "n_other_pids",
-          "label",
-          "n_emails",
-          "n_urls",
-          "n_ids",
-          "n_keywords",
-          "n_education",
-          "n_employment",
-          "n_ext_work_source",
-          "n_valid_education",
-          "n_valid_employment",
-          "biography_length",
-          "biography_n_sentences",
-          "biography_n_words",
-          "date_diff",
-          "ref_year",
-          "date_stale"
-         ],
-         "yaxis": "y",
-         "z": [
-          [
-           1,
-           0.9649829131836175,
-           0.07899833525811681,
-           0.07259719921935885,
-           0.0064613638682561435,
-           0.030614701011724112,
-           0.0606246420123506,
-           0.1240658917743258,
-           0.03267144560134065,
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\"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-50 URL domains\"}, \"xaxis\": {\"range\": [-0.5, 49.5], \"tickangle\": 45, \"tickfont\": {\"size\": 12}}},                        {\"responsive\": true}                    ).then(function(){\n",
        "                            \n",
-       "var gd = document.getElementById('8b2c761e-2e23-49bb-aa5a-c948a427dbbf');\n",
+       "var gd = document.getElementById('ef37b551-18e8-4142-9358-7427e3754b2b');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
        "        if (!display || display === 'none') {{\n",
@@ -67436,726 +67516,477 @@
        "        }}\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",
+       "// 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(50)\n",
+    "data = [\n",
+    "    go.Bar(\n",
+    "        x=top_urls[:TOP_N].index,\n",
+    "        y=top_urls[:TOP_N]['orcid']\n",
+    "    )\n",
+    "]\n",
+    "\n",
+    "layout = go.Layout(\n",
+    "    title='Top-%s URL 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": "code",
+   "execution_count": 127,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "top_urls = df[['orcid', 'url_domains']]\\\n",
+    "                .explode('url_domains')\\\n",
+    "                .reset_index(drop=True)\\\n",
+    "                .groupby('url_domains')\\\n",
+    "                .count()\\\n",
+    "                .sort_values('orcid', ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 128,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "exp = df[['orcid', 'url_domains']].explode('url_domains')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 129,
+   "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>url_domains</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>38791</th>\n",
+       "      <td>0000-0001-6141-6446</td>\n",
+       "      <td>lucialpiazzale.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43120</th>\n",
+       "      <td>0000-0002-5546-764X</td>\n",
+       "      <td>lucialpiazzale.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88830</th>\n",
+       "      <td>0000-0001-5691-4184</td>\n",
+       "      <td>lucialpiazzale.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>89955</th>\n",
+       "      <td>0000-0001-7228-6456</td>\n",
+       "      <td>lucialpiazzale.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>109216</th>\n",
+       "      <td>0000-0002-2219-4665</td>\n",
+       "      <td>lucialpiazzale.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11231783</th>\n",
+       "      <td>0000-0001-8141-8158</td>\n",
+       "      <td>lucialpiazzale.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11325724</th>\n",
+       "      <td>0000-0002-5195-9647</td>\n",
+       "      <td>lucialpiazzale.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11327781</th>\n",
+       "      <td>0000-0002-7562-5465</td>\n",
+       "      <td>lucialpiazzale.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11329297</th>\n",
+       "      <td>0000-0002-8886-0069</td>\n",
+       "      <td>lucialpiazzale.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11334565</th>\n",
+       "      <td>0000-0002-3054-1807</td>\n",
+       "      <td>lucialpiazzale.com</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>720 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                        orcid         url_domains\n",
+       "38791     0000-0001-6141-6446  lucialpiazzale.com\n",
+       "43120     0000-0002-5546-764X  lucialpiazzale.com\n",
+       "88830     0000-0001-5691-4184  lucialpiazzale.com\n",
+       "89955     0000-0001-7228-6456  lucialpiazzale.com\n",
+       "109216    0000-0002-2219-4665  lucialpiazzale.com\n",
+       "...                       ...                 ...\n",
+       "11231783  0000-0001-8141-8158  lucialpiazzale.com\n",
+       "11325724  0000-0002-5195-9647  lucialpiazzale.com\n",
+       "11327781  0000-0002-7562-5465  lucialpiazzale.com\n",
+       "11329297  0000-0002-8886-0069  lucialpiazzale.com\n",
+       "11334565  0000-0002-3054-1807  lucialpiazzale.com\n",
+       "\n",
+       "[720 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 129,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "exp[exp.url_domains == 'lucialpiazzale.com']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 130,
+   "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>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>keywords</th>\n",
+       "      <th>external_ids</th>\n",
+       "      <th>education</th>\n",
+       "      <th>employment</th>\n",
+       "      <th>n_works</th>\n",
+       "      <th>works_source</th>\n",
+       "      <th>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>other_urls</th>\n",
+       "      <th>label</th>\n",
+       "      <th>primary_email_domain</th>\n",
+       "      <th>other_email_domains</th>\n",
+       "      <th>url_domains</th>\n",
+       "      <th>other_url_domains</th>\n",
+       "      <th>n_emails</th>\n",
+       "      <th>n_urls</th>\n",
+       "      <th>n_ids</th>\n",
+       "      <th>n_keywords</th>\n",
+       "      <th>n_education</th>\n",
+       "      <th>n_employment</th>\n",
+       "      <th>ext_works_source</th>\n",
+       "      <th>n_ext_work_source</th>\n",
+       "      <th>authoritative</th>\n",
+       "      <th>n_valid_education</th>\n",
+       "      <th>n_valid_employment</th>\n",
+       "      <th>biography_length</th>\n",
+       "      <th>biography_n_sentences</th>\n",
+       "      <th>biography_n_words</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>144455</th>\n",
+       "      <td>0000-0002-3869-9561</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>kimble</td>\n",
+       "      <td>esterly</td>\n",
+       "      <td>when parents tackle additional dedications out...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[[idiaitera mathimata, http://manuelknhe509.lu...</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2020-12-25 20:10:07.336000+00:00</td>\n",
+       "      <td>2020-12-25 20:36:27.423000+00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{lucialpiazzale.com}</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>1</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>150</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>25.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      orcid  verified_email  verified_primary_email  \\\n",
+       "144455  0000-0002-3869-9561            True                    True   \n",
+       "\n",
+       "       given_names family_name  \\\n",
+       "144455      kimble     esterly   \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",
+       "                                                biography other_names  \\\n",
+       "144455  when parents tackle additional dedications out...         NaN   \n",
        "\n",
-       "                        })                };                });            </script>        </div>"
+       "                                                     urls primary_email  \\\n",
+       "144455  [[idiaitera mathimata, http://manuelknhe509.lu...          <NA>   \n",
+       "\n",
+       "       keywords external_ids education employment  n_works works_source  \\\n",
+       "144455      NaN          NaN       NaN        NaN        0          NaN   \n",
+       "\n",
+       "                        activation_date                 last_update_date  \\\n",
+       "144455 2020-12-25 20:10:07.336000+00:00 2020-12-25 20:36:27.423000+00:00   \n",
+       "\n",
+       "        n_doi  n_arxiv  n_pmc  n_other_pids other_urls  label  \\\n",
+       "144455      0        0      0             0        NaN  False   \n",
+       "\n",
+       "       primary_email_domain other_email_domains           url_domains  \\\n",
+       "144455                  NaN                 NaN  {lucialpiazzale.com}   \n",
+       "\n",
+       "       other_url_domains  n_emails  n_urls  n_ids  n_keywords  n_education  \\\n",
+       "144455               NaN      <NA>       1   <NA>        <NA>         <NA>   \n",
+       "\n",
+       "        n_employment ext_works_source  n_ext_work_source authoritative  \\\n",
+       "144455          <NA>              NaN               <NA>         False   \n",
+       "\n",
+       "        n_valid_education  n_valid_employment  biography_length  \\\n",
+       "144455                NaN                 NaN               150   \n",
+       "\n",
+       "        biography_n_sentences  biography_n_words  \n",
+       "144455                    1.0               25.0  "
       ]
      },
+     "execution_count": 130,
      "metadata": {},
-     "output_type": "display_data"
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "fig = px.imshow(df.select_dtypes(include=['bool','number']).fillna(-1).corr())\n",
-    "fig.show()"
+    "df[df.orcid == '0000-0002-3869-9561']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's plot the domains which dup bios point to"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 132,
+   "execution_count": 131,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.plotly.v1+json": {
        "config": {
-        "plotlyServerURL": "https://plot.ly"
+        "linkText": "Export to plot.ly",
+        "plotlyServerURL": "https://plot.ly",
+        "showLink": false
        },
        "data": [
         {
-         "coloraxis": "coloraxis",
-         "hovertemplate": "x: %{x}<br>y: %{y}<br>color: %{z}<extra></extra>",
-         "name": "0",
-         "type": "heatmap",
+         "type": "bar",
          "x": [
-          "verified_email",
-          "verified_primary_email",
-          "n_works",
-          "n_doi",
-          "n_arxiv",
-          "n_pmc",
-          "n_other_pids",
-          "label",
-          "n_emails",
-          "n_urls",
-          "n_ids",
-          "n_keywords",
-          "n_education",
-          "n_employment",
-          "n_ext_work_source",
-          "n_valid_education",
-          "n_valid_employment",
-          "biography_length",
-          "biography_n_sentences",
-          "biography_n_words",
-          "date_diff",
-          "ref_year",
-          "date_stale"
+          "penzu.com",
+          "google.com",
+          "image-perth.org",
+          "diigo.com",
+          "tumblr.com",
+          "gumroad.com",
+          "doodlekit.com",
+          "writeablog.net",
+          "theglensecret.com",
+          "bravesites.com",
+          "wordpress.com",
+          "skyrock.com",
+          "lucialpiazzale.com",
+          "postheaven.net",
+          "yousher.com",
+          "tearosediner.net",
+          "blogfreely.net",
+          "jigsy.com",
+          "wpsuo.com",
+          "almoheet-travel.com",
+          "edublogs.org",
+          "nation2.com",
+          "hatenablog.com",
+          "iamarrows.com",
+          "zenwriting.net",
+          "topsitenet.com",
+          "theburnward.com",
+          "galeria-bielizny.pl",
+          "timeforchangecounselling.com",
+          "pbase.com",
+          "shutterfly.com",
+          "telegra.ph",
+          "storeboard.com",
+          "mnetworks.dk",
+          "marijuanaforsalecheap.com",
+          "sinhly16.net",
+          "simplesite.com",
+          "medium.com",
+          "openlearning.com",
+          "trademama.com",
+          "allofessays.com",
+          "wixsite.com",
+          "wonderwall.bar",
+          "xmxlondon.co.uk",
+          "amazonaws.com",
+          "bt21fans.com",
+          "buymarijuanaonline.co.uk",
+          "channeldoubler.co.uk",
+          "bloggersdelight.dk",
+          "uberant.com"
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-       "        }}\n",
-       "}});\n",
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+       "                            \n",
+       "var gd = document.getElementById('62e8cef3-7175-4592-8b3b-b79cd495a669');\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": [
+    "BIO_SNIPPET = 'really cool to find an entire community of people'\n",
+    "dup_bios_df = df[df.biography.str.contains(BIO_SNIPPET)].explode('url_domains').groupby('url_domains')[['orcid']].count().sort_values('orcid', ascending=False)\n",
+    "\n",
+    "set_top_n(50)\n",
+    "data = [\n",
+    "    go.Bar(\n",
+    "        x=dup_bios_df[:TOP_N].index,\n",
+    "        y=dup_bios_df[:TOP_N]['orcid']\n",
+    "    )\n",
+    "]\n",
+    "\n",
+    "layout = go.Layout(\n",
+    "    title='URL distribution for bio \"%s\"' % BIO_SNIPPET,\n",
+    "    xaxis=dict(tickangle=45, tickfont=dict(size=12))\n",
+    ")\n",
+    "fig = go.Figure(data=data, layout=layout)\n",
+    "plotly.offline.iplot(fig)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Assign spam score from precanned library**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 132,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# bios = df[df.biography.notna()][['orcid', 'biography']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 133,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# def score(bio):\n",
+    "#     try:\n",
+    "#         return antispam.score(bio)\n",
+    "#     except: # if len(bio) < 3 the filter doesn't know how to handle that\n",
+    "#         return -1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 134,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# bios['spam_score'] = bios.biography.apply(lambda bio: score(bio))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 135,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# bios[bios.spam_score == -1] # these are artefacts (no scoring possible)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 136,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# bios.spam_score.replace(to_replace=-1, value=np.nan, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 137,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# bios.spam_score.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 138,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# bios[bios.spam_score > 0.99]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Spam goes nowhere."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Search offending words, sexually explicit content, etc.**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 139,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# bios['profanity_score'] = profanity_check.predict_prob(bios.biography)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 140,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# bios[bios.profanity_score > 0.90]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Profanity detection goes nowhere too."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Dates"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 141,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "118109"
+      ]
+     },
+     "execution_count": 141,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df.activation_date == df.last_update_date]['orcid'].count()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 142,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "146706"
+      ]
+     },
+     "execution_count": 142,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df.activation_date > df.last_update_date]['orcid'].count()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 143,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "3583463"
+      ]
+     },
+     "execution_count": 143,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[(df.activation_date.dt.year == df.last_update_date.dt.year) &\n",
+    "   (df.activation_date.dt.month == df.last_update_date.dt.month) &\n",
+    "   (df.activation_date.dt.day == df.last_update_date.dt.day)]['orcid'].count()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 144,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count    1.134961e+07\n",
+       "mean     5.686668e+02\n",
+       "std      7.509238e+02\n",
+       "min     -9.120370e-06\n",
+       "25%      1.042343e-02\n",
+       "50%      1.923021e+02\n",
+       "75%      9.453061e+02\n",
+       "max      3.128712e+03\n",
+       "Name: date_diff, dtype: float64"
+      ]
+     },
+     "execution_count": 144,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['date_diff'] = (df.last_update_date - df.activation_date) / np.timedelta64(1, 'D')\n",
+    "df.date_diff.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 145,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\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",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\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",
+       "    .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>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>keywords</th>\n",
+       "      <th>external_ids</th>\n",
+       "      <th>education</th>\n",
+       "      <th>employment</th>\n",
+       "      <th>n_works</th>\n",
+       "      <th>works_source</th>\n",
+       "      <th>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>other_urls</th>\n",
+       "      <th>label</th>\n",
+       "      <th>primary_email_domain</th>\n",
+       "      <th>other_email_domains</th>\n",
+       "      <th>url_domains</th>\n",
+       "      <th>other_url_domains</th>\n",
+       "      <th>n_emails</th>\n",
+       "      <th>n_urls</th>\n",
+       "      <th>n_ids</th>\n",
+       "      <th>n_keywords</th>\n",
+       "      <th>n_education</th>\n",
+       "      <th>n_employment</th>\n",
+       "      <th>ext_works_source</th>\n",
+       "      <th>n_ext_work_source</th>\n",
+       "      <th>authoritative</th>\n",
+       "      <th>n_valid_education</th>\n",
+       "      <th>n_valid_employment</th>\n",
+       "      <th>biography_length</th>\n",
+       "      <th>biography_n_sentences</th>\n",
+       "      <th>biography_n_words</th>\n",
+       "      <th>date_diff</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>11125024</th>\n",
+       "      <td>0000-0002-4035-0449</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>aracelis</td>\n",
+       "      <td>fiffe pérez</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2020-08-04 14:18:03.177000+00:00</td>\n",
+       "      <td>2020-08-04 14:18:02.389000+00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>-0.000009</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                        orcid  verified_email  verified_primary_email  \\\n",
+       "11125024  0000-0002-4035-0449           False                   False   \n",
        "\n",
-       "                        })                };                });            </script>        </div>"
+       "         given_names  family_name biography other_names urls primary_email  \\\n",
+       "11125024    aracelis  fiffe pérez      <NA>         NaN  NaN          <NA>   \n",
+       "\n",
+       "         keywords external_ids education employment  n_works works_source  \\\n",
+       "11125024      NaN          NaN       NaN        NaN        0          NaN   \n",
+       "\n",
+       "                          activation_date                 last_update_date  \\\n",
+       "11125024 2020-08-04 14:18:03.177000+00:00 2020-08-04 14:18:02.389000+00:00   \n",
+       "\n",
+       "          n_doi  n_arxiv  n_pmc  n_other_pids other_urls  label  \\\n",
+       "11125024      0        0      0             0        NaN  False   \n",
+       "\n",
+       "         primary_email_domain other_email_domains url_domains  \\\n",
+       "11125024                  NaN                 NaN         NaN   \n",
+       "\n",
+       "         other_url_domains  n_emails  n_urls  n_ids  n_keywords  n_education  \\\n",
+       "11125024               NaN      <NA>    <NA>   <NA>        <NA>         <NA>   \n",
+       "\n",
+       "          n_employment ext_works_source  n_ext_work_source authoritative  \\\n",
+       "11125024          <NA>              NaN               <NA>         False   \n",
+       "\n",
+       "          n_valid_education  n_valid_employment  biography_length  \\\n",
+       "11125024                NaN                 NaN              <NA>   \n",
+       "\n",
+       "          biography_n_sentences  biography_n_words  date_diff  \n",
+       "11125024                    NaN                NaN  -0.000009  "
       ]
      },
+     "execution_count": 145,
      "metadata": {},
-     "output_type": "display_data"
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "fig = px.imshow(df[df.biography.notna()].select_dtypes(include=['bool','number']).fillna(-1).corr())\n",
-    "fig.show()"
+    "df[df.date_diff == df.date_diff.min()]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 133,
+   "execution_count": 146,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.loc[df.date_diff < 0, 'date_diff'] = 0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 147,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# df['ref_year'] = df.activation_date.dt.year"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 148,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# fig = go.Figure()\n",
+    "# years = range(2013, 2021, 1)\n",
+    "\n",
+    "# for year in years:\n",
+    "#     fig.add_trace(go.Violin(x=df[df.ref_year == year].ref_year,\n",
+    "#                             y=df[df.ref_year == year].date_diff,\n",
+    "#                             name=year,\n",
+    "#                             points=False,\n",
+    "#                             box_visible=True,\n",
+    "#                             meanline_visible=True))\n",
+    "\n",
+    "# fig.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 149,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# plt.figure(figsize=(16, 6))\n",
+    "# ax = sns.violinplot(x='ref_year', y='date_diff', data=df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 150,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# df['ref_year'] = df.last_update_date.dt.year\n",
+    "\n",
+    "# plt.figure(figsize=(16, 6))\n",
+    "# ax = sns.violinplot(x='ref_year', y='date_diff', data=df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 151,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# tz = pytz.timezone('UTC')\n",
+    "# NOW = datetime.now(tz)\n",
+    "\n",
+    "# df['date_stale'] = (NOW - df.last_update_date) / np.timedelta64(1, 'D')\n",
+    "# df.date_stale.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 152,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# plt.figure(figsize=(16, 6))\n",
+    "# ax= sns.violinplot(x='ref_year', y='date_stale', data=df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 153,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# df['ref_year'] = df.activation_date.dt.year\n",
+    "\n",
+    "# plt.figure(figsize=(16, 6))\n",
+    "# ax = sns.violinplot(x='ref_year', y='date_stale', data=df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Todo:\n",
+    "- stale profiles with information initially set are likely to be fake?\n",
+    "- the more info is visible, the higher the chance the profile is fake if not updated (for long)? "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# All VS all colleration"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 154,
    "metadata": {},
    "outputs": [
     {
@@ -69057,9 +69377,7 @@
           "biography_length",
           "biography_n_sentences",
           "biography_n_words",
-          "date_diff",
-          "ref_year",
-          "date_stale"
+          "date_diff"
          ],
          "xaxis": "x",
          "y": [
@@ -69083,585 +69401,491 @@
           "biography_length",
           "biography_n_sentences",
           "biography_n_words",
-          "date_diff",
-          "ref_year",
-          "date_stale"
+          "date_diff"
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\"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"xaxis\": {\"anchor\": \"y\", \"constrain\": \"domain\", \"domain\": [0.0, 1.0], \"scaleanchor\": \"y\"}, \"yaxis\": {\"anchor\": \"x\", \"autorange\": \"reversed\", \"constrain\": \"domain\", \"domain\": [0.0, 1.0]}},                        {\"responsive\": true}                    ).then(function(){\n",
        "                            \n",
-       "var gd = document.getElementById('5bdea0d6-a83a-45bd-ab89-01ae4e2452b2');\n",
+       "var gd = document.getElementById('a802cb33-b1e1-4a73-8b08-d45945a53feb');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
        "        if (!display || display === 'none') {{\n",
@@ -70574,13 +70798,13 @@
     }
    ],
    "source": [
-    "fig = px.imshow(df[df.label == True].select_dtypes(include=['bool','number']).fillna(-1).corr())\n",
+    "fig = px.imshow(df.select_dtypes(include=['bool','number']).fillna(-1).corr())\n",
     "fig.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 137,
+   "execution_count": 155,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -70589,15 +70813,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 135,
-   "metadata": {},
+   "execution_count": 156,
+   "metadata": {
+    "scrolled": false
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "<class 'pandas.core.frame.DataFrame'>\n",
-      "Int64Index: 10989649 entries, 0 to 10989648\n",
+      "Int64Index: 11349607 entries, 0 to 11349606\n",
       "Data columns (total 42 columns):\n",
       " #   Column                  Dtype              \n",
       "---  ------                  -----              \n",
@@ -70622,29 +70848,29 @@
       " 18  n_arxiv                 Int16              \n",
       " 19  n_pmc                   Int16              \n",
       " 20  n_other_pids            Int16              \n",
-      " 21  label                   bool               \n",
-      " 22  primary_email_domain    object             \n",
-      " 23  other_email_domains     object             \n",
-      " 24  url_domains             object             \n",
-      " 25  n_emails                Int16              \n",
-      " 26  n_urls                  Int16              \n",
-      " 27  n_ids                   Int16              \n",
-      " 28  n_keywords              Int16              \n",
-      " 29  n_education             Int16              \n",
-      " 30  n_employment            Int16              \n",
-      " 31  ext_works_source        object             \n",
-      " 32  n_ext_work_source       Int16              \n",
-      " 33  authoritative           object             \n",
-      " 34  n_valid_education       float64            \n",
-      " 35  n_valid_employment      float64            \n",
-      " 36  biography_length        Int64              \n",
-      " 37  biography_n_sentences   float64            \n",
-      " 38  biography_n_words       float64            \n",
-      " 39  date_diff               float64            \n",
-      " 40  ref_year                int64              \n",
-      " 41  date_stale              float64            \n",
-      "dtypes: Int16(12), Int64(1), bool(3), datetime64[ns, UTC](2), float64(6), int64(1), object(13), string(4)\n",
-      "memory usage: 2.7+ GB\n"
+      " 21  other_urls              object             \n",
+      " 22  label                   bool               \n",
+      " 23  primary_email_domain    object             \n",
+      " 24  other_email_domains     object             \n",
+      " 25  url_domains             object             \n",
+      " 26  other_url_domains       object             \n",
+      " 27  n_emails                Int16              \n",
+      " 28  n_urls                  Int16              \n",
+      " 29  n_ids                   Int16              \n",
+      " 30  n_keywords              Int16              \n",
+      " 31  n_education             Int16              \n",
+      " 32  n_employment            Int16              \n",
+      " 33  ext_works_source        object             \n",
+      " 34  n_ext_work_source       Int16              \n",
+      " 35  authoritative           object             \n",
+      " 36  n_valid_education       float64            \n",
+      " 37  n_valid_employment      float64            \n",
+      " 38  biography_length        Int64              \n",
+      " 39  biography_n_sentences   float64            \n",
+      " 40  biography_n_words       float64            \n",
+      " 41  date_diff               float64            \n",
+      "dtypes: Int16(12), Int64(1), bool(3), datetime64[ns, UTC](2), float64(5), object(15), string(4)\n",
+      "memory usage: 2.8+ GB\n"
      ]
     }
    ],
@@ -70654,11 +70880,246 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 161,
+   "execution_count": 157,
    "metadata": {},
    "outputs": [],
    "source": [
-    "df[df.orcid.isin(FAKE_HEAP.values())].to_csv('../data/processed/fake_heap_index.csv', index=True, index_label='index')"
+    "# df[df.orcid.isin(FAKE_HEAP.values())].to_csv('../data/processed/fake_heap_index.csv', index=True, index_label='index')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Filtering"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 158,
+   "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>given_names</th>\n",
+       "      <th>family_name</th>\n",
+       "      <th>other_names</th>\n",
+       "      <th>url_domains</th>\n",
+       "      <th>other_url_domains</th>\n",
+       "      <th>activation_date</th>\n",
+       "      <th>last_update_date</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0000-0001-7402-0096</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{kth.se}</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2015-01-11 15:13:06.467000+00:00</td>\n",
+       "      <td>2016-06-14 23:55:59.896000+00:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>0000-0001-8377-3508</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>[fontana, milena da silva]</td>\n",
+       "      <td>{cnpq.br}</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2018-05-23 23:39:04.534000+00:00</td>\n",
+       "      <td>2019-10-16 02:50:11.007000+00:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>0000-0002-2638-4108</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{unioviedo.es}</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2013-03-25 14:38:06.016000+00:00</td>\n",
+       "      <td>2020-07-01 13:10:37.025000+00:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>151</th>\n",
+       "      <td>0000-0003-1284-9741</td>\n",
+       "      <td>alex percy antonio</td>\n",
+       "      <td>manriquez paisig</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{youtube.com}</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2020-09-08 20:04:33.906000+00:00</td>\n",
+       "      <td>2020-09-08 20:25:55.432000+00:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>171</th>\n",
+       "      <td>0000-0001-7324-3247</td>\n",
+       "      <td>amable</td>\n",
+       "      <td>lopez piñeiro</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{upm.es}</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2014-12-19 11:48:29.669000+00:00</td>\n",
+       "      <td>2019-12-09 18:48:42.579000+00:00</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11349581</th>\n",
+       "      <td>0000-0002-7878-164X</td>\n",
+       "      <td>mostafa</td>\n",
+       "      <td>metwaly</td>\n",
+       "      <td>[mostafa metwaly]</td>\n",
+       "      <td>{researchgate.net, google.com.eg}</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-02-20 15:42:51.321000+00:00</td>\n",
+       "      <td>2020-12-10 08:41:24.931000+00:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11349582</th>\n",
+       "      <td>0000-0001-9322-3665</td>\n",
+       "      <td>muhammed</td>\n",
+       "      <td>abdallah</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{linkedin.com}</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2020-03-08 08:45:25.890000+00:00</td>\n",
+       "      <td>2020-12-11 14:00:24.149000+00:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11349589</th>\n",
+       "      <td>0000-0002-5204-5302</td>\n",
+       "      <td>sabri</td>\n",
+       "      <td>alshboul</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{apetau.com, facebook.com}</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2016-12-10 09:09:48.405000+00:00</td>\n",
+       "      <td>2020-11-28 18:51:42.007000+00:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11349597</th>\n",
+       "      <td>0000-0002-2906-0299</td>\n",
+       "      <td>tiffany</td>\n",
+       "      <td>mackay</td>\n",
+       "      <td>[tiffany russel sia]</td>\n",
+       "      <td>{oxytocin.com.au, linkedin.com}</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2017-01-03 23:28:48.736000+00:00</td>\n",
+       "      <td>2020-12-09 17:12:20.326000+00:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11349599</th>\n",
+       "      <td>0000-0002-1070-2220</td>\n",
+       "      <td>vinicios</td>\n",
+       "      <td>santanna</td>\n",
+       "      <td>[vinicios sant anna, vinicios sant anna, vinic...</td>\n",
+       "      <td>{vpsantanna.com}</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2016-03-19 21:24:42.821000+00:00</td>\n",
+       "      <td>2020-12-10 16:34:09.722000+00:00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>755856 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                        orcid         given_names       family_name  \\\n",
+       "5         0000-0001-7402-0096                <NA>              <NA>   \n",
+       "10        0000-0001-8377-3508                <NA>              <NA>   \n",
+       "26        0000-0002-2638-4108                <NA>              <NA>   \n",
+       "151       0000-0003-1284-9741  alex percy antonio  manriquez paisig   \n",
+       "171       0000-0001-7324-3247              amable     lopez piñeiro   \n",
+       "...                       ...                 ...               ...   \n",
+       "11349581  0000-0002-7878-164X             mostafa           metwaly   \n",
+       "11349582  0000-0001-9322-3665            muhammed          abdallah   \n",
+       "11349589  0000-0002-5204-5302               sabri          alshboul   \n",
+       "11349597  0000-0002-2906-0299             tiffany            mackay   \n",
+       "11349599  0000-0002-1070-2220            vinicios          santanna   \n",
+       "\n",
+       "                                                other_names  \\\n",
+       "5                                                       NaN   \n",
+       "10                               [fontana, milena da silva]   \n",
+       "26                                                      NaN   \n",
+       "151                                                     NaN   \n",
+       "171                                                     NaN   \n",
+       "...                                                     ...   \n",
+       "11349581                                  [mostafa metwaly]   \n",
+       "11349582                                                NaN   \n",
+       "11349589                                                NaN   \n",
+       "11349597                               [tiffany russel sia]   \n",
+       "11349599  [vinicios sant anna, vinicios sant anna, vinic...   \n",
+       "\n",
+       "                                url_domains other_url_domains  \\\n",
+       "5                                  {kth.se}               NaN   \n",
+       "10                                {cnpq.br}               NaN   \n",
+       "26                           {unioviedo.es}               NaN   \n",
+       "151                           {youtube.com}               NaN   \n",
+       "171                                {upm.es}               NaN   \n",
+       "...                                     ...               ...   \n",
+       "11349581  {researchgate.net, google.com.eg}               NaN   \n",
+       "11349582                     {linkedin.com}               NaN   \n",
+       "11349589         {apetau.com, facebook.com}               NaN   \n",
+       "11349597    {oxytocin.com.au, linkedin.com}               NaN   \n",
+       "11349599                   {vpsantanna.com}               NaN   \n",
+       "\n",
+       "                          activation_date                 last_update_date  \n",
+       "5        2015-01-11 15:13:06.467000+00:00 2016-06-14 23:55:59.896000+00:00  \n",
+       "10       2018-05-23 23:39:04.534000+00:00 2019-10-16 02:50:11.007000+00:00  \n",
+       "26       2013-03-25 14:38:06.016000+00:00 2020-07-01 13:10:37.025000+00:00  \n",
+       "151      2020-09-08 20:04:33.906000+00:00 2020-09-08 20:25:55.432000+00:00  \n",
+       "171      2014-12-19 11:48:29.669000+00:00 2019-12-09 18:48:42.579000+00:00  \n",
+       "...                                   ...                              ...  \n",
+       "11349581 2019-02-20 15:42:51.321000+00:00 2020-12-10 08:41:24.931000+00:00  \n",
+       "11349582 2020-03-08 08:45:25.890000+00:00 2020-12-11 14:00:24.149000+00:00  \n",
+       "11349589 2016-12-10 09:09:48.405000+00:00 2020-11-28 18:51:42.007000+00:00  \n",
+       "11349597 2017-01-03 23:28:48.736000+00:00 2020-12-09 17:12:20.326000+00:00  \n",
+       "11349599 2016-03-19 21:24:42.821000+00:00 2020-12-10 16:34:09.722000+00:00  \n",
+       "\n",
+       "[755856 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 158,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[(df.url_domains.notna()) | (df.other_url_domains.notna())][['orcid', 'given_names', 'family_name', 'other_names', 'url_domains', 'other_url_domains', 'activation_date', 'last_update_date']]"
    ]
   },
   {
diff --git a/notebooks/01.1-Exploration_WorksSource.ipynb b/notebooks/01.1-MB-Exploration_WorksSource.ipynb
similarity index 100%
rename from notebooks/01.1-Exploration_WorksSource.ipynb
rename to notebooks/01.1-MB-Exploration_WorksSource.ipynb
diff --git a/notebooks/02-MM-Cluster_validation.ipynb b/notebooks/02-MM-Cluster_validation.ipynb
new file mode 100644
index 0000000..a28d87b
--- /dev/null
+++ b/notebooks/02-MM-Cluster_validation.ipynb
@@ -0,0 +1,2327 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pickle5 as pickle\n",
+    "import numpy as np\n",
+    "from IPython.display import display, Markdown\n",
+    "import pandas as pd\n",
+    "import tldextract"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_ratio(cluster, n, exp):\n",
+    "    records = exp[exp['orcid'].isin(cluster[n])]\n",
+    "    grouped = records.groupby('url_domains').count().sort_values('orcid', ascending=False)\n",
+    "    last_percentile = grouped['orcid'].quantile(0.99)\n",
+    "    \n",
+    "    last_grouped = grouped[grouped['orcid'] >= last_percentile]\n",
+    "    ratio = last_grouped['orcid'].mean()/ len(records)\n",
+    "    return ratio"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def output_cluster(cluster, n, exp, excluded_domains):\n",
+    "    \n",
+    "    records = exp[exp['orcid'].isin(cluster[n])]\n",
+    "    \n",
+    "    grouped = records.groupby('url_domains').count().sort_values('orcid', ascending=False)\n",
+    "    # grouped = records[~records['url_domains'].str.contains('|'.join(legit_domains))].groupby('url_domains').count().sort_values('orcid', ascending=False)\n",
+    "    grouped['norm'] = (1+grouped['orcid'])/2 # (-1,1] -> (0,1]\n",
+    "    grouped['lognorm'] = np.log(grouped['norm'])\n",
+    "    \n",
+    "    half_percentile = grouped['orcid'].quantile(0.5)\n",
+    "    last_percentile = grouped['orcid'].quantile(0.99)\n",
+    "    \n",
+    "    last_grouped = grouped[grouped['orcid'] >= last_percentile]\n",
+    "    others_grouped = grouped[grouped['orcid'] < last_percentile]\n",
+    "    half_grouped = grouped[grouped['orcid'] <= half_percentile]\n",
+    "    \n",
+    "    \n",
+    "    ratio = last_grouped['orcid'].mean()/ len(records)\n",
+    "    if ratio < 0.85:\n",
+    "        legit = True\n",
+    "    else:\n",
+    "        legit = False\n",
+    "        \n",
+    "    if legit:\n",
+    "        text = '<span style=\"color:green\">Legit<span>'\n",
+    "    else:\n",
+    "        text = '<span style=\"color:red\">Illegit<span>'\n",
+    "    display(Markdown('### Cluster ' + str(n) + ' - ' + text))\n",
+    "    display(Markdown('Cluster cardinality: ' + str(len(cluster[n]))))\n",
+    "    display(Markdown('------------'))\n",
+    "    display(Markdown('#### Domains summary'))\n",
+    "    print(grouped[['orcid']])\n",
+    "    \n",
+    "    display(Markdown('------------'))\n",
+    "    display(Markdown('#### Last percentile stats (freq >=' + str(last_percentile) + ')'))\n",
+    "    display(Markdown('Ratio ' + str(ratio)))\n",
+    "    \n",
+    "#     display(Markdown('------------'))\n",
+    "#     display(Markdown('#### Global stats'))\n",
+    "#     display(Markdown('Skewness ' + str(grouped['lognorm'].skew())))\n",
+    "#     display(Markdown('Kurtosis ' + str(grouped['lognorm'].kurt())))\n",
+    "#     display(Markdown('Variance ' + str(grouped['lognorm'].var())))\n",
+    "#     display(Markdown('Standard Deviation ' + str(grouped['lognorm'].std())))\n",
+    "#     display(Markdown('------------'))\n",
+    "    \n",
+    "    random_examples = records.sample(10)\n",
+    "    display(Markdown('#### 10 random examples'))\n",
+    "    for v in random_examples['orcid']:\n",
+    "        print('https://orcid.org/' + v)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def extract_domain(link):\n",
+    "    return tldextract.extract(link).registered_domain\n",
+    "grid_df = pd.read_csv('data/grid/links.csv', index_col='grid_id')\n",
+    "grid_df['domain'] = grid_df.link.apply(extract_domain)\n",
+    "legit_domains = ['instagram.com', 'linkedin.com', 'twitter.com' 'youtube.com', 'researchgate.net', 'academia.edu', 'publons.com', 'github.io', 'github.com', 'scopus.com', 'researcherid.com', 'google', 'vub.be', '.ac.uk', 'goo.gl', 'elsevier.com', 'ssrn.com', 'elibrary.ru', 'google.co', '.gov', 'researchmap.jp', 'ucviden.dk']\n",
+    "excluded_domains = list(grid_df['domain'].values) + legit_domains"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "clusters = pickle.load(open('data/clusters.obj', 'rb'))\n",
+    "exp = pickle.load(open('data/exploded.obj', 'rb'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "### Cluster 0 - <span style=\"color:green\">Legit<span>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Cluster cardinality: 8364"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Domains summary"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                  orcid\n",
+      "url_domains            \n",
+      "researchgate.net   3409\n",
+      "google.com         2113\n",
+      "linkedin.com       1850\n",
+      "publons.com        1491\n",
+      "academia.edu       1371\n",
+      "...                 ...\n",
+      "ipsa.org              1\n",
+      "iranpub.com           1\n",
+      "ircm.fr               1\n",
+      "ird.fr                1\n",
+      "zvdd.de               1\n",
+      "\n",
+      "[4004 rows x 1 columns]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Last percentile stats (freq >=105.9399999999996)"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Ratio 0.014687716828684146"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### 10 random examples"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://orcid.org/0000-0002-7781-7161\n",
+      "https://orcid.org/0000-0001-5646-1007\n",
+      "https://orcid.org/0000-0002-8242-2295\n",
+      "https://orcid.org/0000-0003-2450-090X\n",
+      "https://orcid.org/0000-0003-0638-8555\n",
+      "https://orcid.org/0000-0003-1785-9201\n",
+      "https://orcid.org/0000-0001-6224-1430\n",
+      "https://orcid.org/0000-0001-6451-7584\n",
+      "https://orcid.org/0000-0002-2884-2504\n",
+      "https://orcid.org/0000-0001-8253-9461\n"
+     ]
+    }
+   ],
+   "source": [
+    "output_cluster(clusters, 0, exp, excluded_domains)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "### Cluster 5 - <span style=\"color:green\">Legit<span>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Cluster cardinality: 1147"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Domains summary"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                  orcid\n",
+      "url_domains            \n",
+      "bit.ly              839\n",
+      "tinyurl.com         181\n",
+      "researchgate.net    108\n",
+      "linkedin.com         81\n",
+      "seals.ac.za          77\n",
+      "...                 ...\n",
+      "handle.net            1\n",
+      "hamgardi.com          1\n",
+      "griffith.edu.au       1\n",
+      "gregnewkirk.com       1\n",
+      "liverpool.ac.uk       1\n",
+      "\n",
+      "[532 rows x 1 columns]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Last percentile stats (freq >=57.89999999999941)"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Ratio 0.08075539568345323"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### 10 random examples"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://orcid.org/0000-0003-1300-8004\n",
+      "https://orcid.org/0000-0002-8269-4098\n",
+      "https://orcid.org/0000-0002-6689-4129\n",
+      "https://orcid.org/0000-0001-8304-8656\n",
+      "https://orcid.org/0000-0002-7273-8640\n",
+      "https://orcid.org/0000-0001-8046-1613\n",
+      "https://orcid.org/0000-0002-8116-9611\n",
+      "https://orcid.org/0000-0002-2728-7019\n",
+      "https://orcid.org/0000-0002-3318-3996\n",
+      "https://orcid.org/0000-0002-8493-0402\n"
+     ]
+    }
+   ],
+   "source": [
+    "output_cluster(clusters, 5, exp, excluded_domains)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "### Cluster 10 - <span style=\"color:green\">Legit<span>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Cluster cardinality: 768"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Domains summary"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                                   orcid\n",
+      "url_domains                             \n",
+      "10.10.70.176                         448\n",
+      "tut.fi                               182\n",
+      "vtt.fi                               152\n",
+      "linkedin.com                          35\n",
+      "researchgate.net                      22\n",
+      "ohio-state.edu                        22\n",
+      "tuni.fi                               17\n",
+      "helsinki.fi                            8\n",
+      "google.fi                              6\n",
+      "wordpress.com                          4\n",
+      "twitter.com                            4\n",
+      "google.com                             4\n",
+      "ramentor.com                           3\n",
+      "vttresearch.com                        2\n",
+      "hamk.fi                                2\n",
+      "mendeley.com                           2\n",
+      "github.com                             2\n",
+      "google.com.ua                          1\n",
+      "ufabc.edu.br                           1\n",
+      "sustainablehousingdesign.com           1\n",
+      "trustnet.fi                            1\n",
+      "blogspot.it                            1\n",
+      "bio-complexity.com                     1\n",
+      "astrocytenet.org                       1\n",
+      "ucpori.fi                              1\n",
+      "uni-stuttgart.de                       1\n",
+      "sofiepelsmakers.com                    1\n",
+      "upv.es                                 1\n",
+      "valentinalenarduzzi.it                 1\n",
+      "arxiv.org                              1\n",
+      "amichalas.com                          1\n",
+      "w2e.fi                                 1\n",
+      "academia.edu                           1\n",
+      "spinunit.eu                            1\n",
+      "digitalhealthrevolution.fi             1\n",
+      "github.io                              1\n",
+      "man.ac.uk                              1\n",
+      "immersafe-itn.eu                       1\n",
+      "ju.se                                  1\n",
+      "kannisto.org                           1\n",
+      "ku.dk                                  1\n",
+      "full-parallax-imaging.eu               1\n",
+      "lobov.biz                              1\n",
+      "aane.in                                1\n",
+      "environmentaldesignpocketbook.com      1\n",
+      "modulight.com                          1\n",
+      "nanocalibrate.eu                       1\n",
+      "nordicsustainablearchitecture.com      1\n",
+      "ntnu.edu                               1\n",
+      "etrovub.be                             1\n",
+      "ponomarenko.info                       1\n",
+      "yli-kaakinen.fi                        1\n"
+     ]
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Last percentile stats (freq >=312.34000000000054)"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Ratio 0.47157894736842104"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### 10 random examples"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://orcid.org/0000-0003-0493-7434\n",
+      "https://orcid.org/0000-0003-0062-8677\n",
+      "https://orcid.org/0000-0002-7097-1983\n",
+      "https://orcid.org/0000-0002-4587-6167\n",
+      "https://orcid.org/0000-0002-9059-8047\n",
+      "https://orcid.org/0000-0002-8158-556X\n",
+      "https://orcid.org/0000-0002-7574-4835\n",
+      "https://orcid.org/0000-0002-4958-8533\n",
+      "https://orcid.org/0000-0002-7953-1036\n",
+      "https://orcid.org/0000-0002-6508-065X\n"
+     ]
+    }
+   ],
+   "source": [
+    "output_cluster(clusters, 10, exp, excluded_domains)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "### Cluster 12 - <span style=\"color:red\">Illegit<span>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Cluster cardinality: 683"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Domains summary"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                         orcid\n",
+      "url_domains                   \n",
+      "bravesites.com             628\n",
+      "4shared.com                 57\n",
+      "itsmyurls.com                3\n",
+      "wordpress.com                3\n",
+      "blogspot.com                 2\n",
+      "weebly.com                   2\n",
+      "jimdo.com                    2\n",
+      "jigsy.com                    2\n",
+      "issuu.com                    1\n",
+      "wixsite.com                  1\n",
+      "wattpad.com                  1\n",
+      "unblog.fr                    1\n",
+      "tumblr.com                   1\n",
+      "nesterheatingandair.com      1\n",
+      "beep.com                     1\n",
+      "hubpages.com                 1\n",
+      "behance.net                  1\n",
+      "home.blog                    1\n",
+      "ask.fm                       1\n",
+      "exante-otzyvy.ru             1\n",
+      "etoysreview.com              1\n",
+      "doomby.com                   1\n",
+      "disqus.com                   1\n",
+      "digg.com                     1\n",
+      "dailymotion.com              1\n",
+      "chatempleteas.com            1\n",
+      "google.com                   1\n"
+     ]
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Last percentile stats (freq >=479.5399999999991)"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Ratio 0.8746518105849582"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### 10 random examples"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://orcid.org/0000-0002-3418-013X\n",
+      "https://orcid.org/0000-0001-8597-176X\n",
+      "https://orcid.org/0000-0003-1977-6397\n",
+      "https://orcid.org/0000-0003-2942-4096\n",
+      "https://orcid.org/0000-0002-0561-4541\n",
+      "https://orcid.org/0000-0002-3891-5025\n",
+      "https://orcid.org/0000-0001-9898-4797\n",
+      "https://orcid.org/0000-0002-2805-556X\n",
+      "https://orcid.org/0000-0002-0591-8203\n",
+      "https://orcid.org/0000-0003-3544-5141\n"
+     ]
+    }
+   ],
+   "source": [
+    "output_cluster(clusters, 12, exp, excluded_domains)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "### Cluster 15 - <span style=\"color:red\">Illegit<span>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Cluster cardinality: 655"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Domains summary"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "             orcid\n",
+      "url_domains       \n",
+      "pbase.com      655\n"
+     ]
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Last percentile stats (freq >=655.0)"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Ratio 1.0"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### 10 random examples"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://orcid.org/0000-0003-0526-0031\n",
+      "https://orcid.org/0000-0003-2459-0191\n",
+      "https://orcid.org/0000-0002-3503-1216\n",
+      "https://orcid.org/0000-0002-2448-3460\n",
+      "https://orcid.org/0000-0002-3749-9488\n",
+      "https://orcid.org/0000-0002-8148-1664\n",
+      "https://orcid.org/0000-0003-3531-2226\n",
+      "https://orcid.org/0000-0002-0740-8047\n",
+      "https://orcid.org/0000-0002-8080-8952\n",
+      "https://orcid.org/0000-0002-1595-5649\n"
+     ]
+    }
+   ],
+   "source": [
+    "output_cluster(clusters, 15, exp, excluded_domains)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "### Cluster 25 - <span style=\"color:green\">Legit<span>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Cluster cardinality: 602"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Domains summary"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                        orcid\n",
+      "url_domains                  \n",
+      "elsevierpure.com          567\n",
+      "tue.nl                     32\n",
+      "linkedin.com               30\n",
+      "sbg.ac.at                  28\n",
+      "researchgate.net           20\n",
+      "...                       ...\n",
+      "hethongdien.info            1\n",
+      "hannahaugustin.at           1\n",
+      "growingupyolngu.com.au      1\n",
+      "graphicjustice.org          1\n",
+      "mathmods.eu                 1\n",
+      "\n",
+      "[129 rows x 1 columns]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Last percentile stats (freq >=31.439999999999998)"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Ratio 0.332039911308204"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### 10 random examples"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://orcid.org/0000-0002-1038-3530\n",
+      "https://orcid.org/0000-0002-8942-9510\n",
+      "https://orcid.org/0000-0002-2518-6847\n",
+      "https://orcid.org/0000-0002-6238-8042\n",
+      "https://orcid.org/0000-0002-4378-8059\n",
+      "https://orcid.org/0000-0001-9266-0126\n",
+      "https://orcid.org/0000-0002-2241-7953\n",
+      "https://orcid.org/0000-0002-8700-2767\n",
+      "https://orcid.org/0000-0002-1525-4615\n",
+      "https://orcid.org/0000-0002-5508-1130\n"
+     ]
+    }
+   ],
+   "source": [
+    "output_cluster(clusters, 25, exp, excluded_domains)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "### Cluster 35 - <span style=\"color:red\">Illegit<span>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Cluster cardinality: 548"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Domains summary"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                    orcid\n",
+      "url_domains              \n",
+      "lucialpiazzale.com    548\n"
+     ]
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Last percentile stats (freq >=548.0)"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Ratio 1.0"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### 10 random examples"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://orcid.org/0000-0002-0302-8274\n",
+      "https://orcid.org/0000-0003-3462-9264\n",
+      "https://orcid.org/0000-0002-4155-518X\n",
+      "https://orcid.org/0000-0003-0801-5541\n",
+      "https://orcid.org/0000-0002-2022-5675\n",
+      "https://orcid.org/0000-0002-3068-5640\n",
+      "https://orcid.org/0000-0001-6164-449X\n",
+      "https://orcid.org/0000-0002-7691-3426\n",
+      "https://orcid.org/0000-0002-6459-0754\n",
+      "https://orcid.org/0000-0001-6723-0407\n"
+     ]
+    }
+   ],
+   "source": [
+    "output_cluster(clusters, 35, exp, excluded_domains)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "### Cluster 70 - <span style=\"color:green\">Legit<span>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Cluster cardinality: 252"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Domains summary"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                      orcid\n",
+      "url_domains                \n",
+      "blogspot.co.uk          117\n",
+      "nature.com               77\n",
+      "twitter.com              22\n",
+      "mypartnerforever.com     19\n",
+      "angelfire.com            17\n",
+      "...                     ...\n",
+      "google.com.co             1\n",
+      "guillermito2.net          1\n",
+      "hawaii.edu                1\n",
+      "heacademy.ac.uk           1\n",
+      "york.ac.uk                1\n",
+      "\n",
+      "[183 rows x 1 columns]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Last percentile stats (freq >=31.900000000000375)"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Ratio 0.16275167785234898"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### 10 random examples"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://orcid.org/0000-0003-2448-9464\n",
+      "https://orcid.org/0000-0002-7154-7658\n",
+      "https://orcid.org/0000-0003-0984-9580\n",
+      "https://orcid.org/0000-0002-6792-7148\n",
+      "https://orcid.org/0000-0002-9845-6633\n",
+      "https://orcid.org/0000-0001-6845-7232\n",
+      "https://orcid.org/0000-0001-5400-2712\n",
+      "https://orcid.org/0000-0002-5765-9856\n",
+      "https://orcid.org/0000-0002-9394-5702\n",
+      "https://orcid.org/0000-0001-6995-0491\n"
+     ]
+    }
+   ],
+   "source": [
+    "output_cluster(clusters, 70, exp, excluded_domains)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "### Cluster 250 - <span style=\"color:green\">Legit<span>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Cluster cardinality: 44"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Domains summary"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                      orcid\n",
+      "url_domains                \n",
+      "theses.fr                31\n",
+      "archives-ouvertes.fr      9\n",
+      "academia.edu              7\n",
+      "emse.fr                   7\n",
+      "linkedin.com              6\n",
+      "cairn.info                5\n",
+      "adum.fr                   5\n",
+      "researchgate.net          3\n",
+      "hypotheses.org            2\n",
+      "twitter.com               2\n",
+      "mines-stetienne.fr        2\n",
+      "yannziegler.com           2\n",
+      "google.fr                 2\n",
+      "casadevelazquez.org       2\n",
+      "romanistik.de             1\n",
+      "univ-evry.fr              1\n",
+      "u-paris.fr                1\n",
+      "u-bordeaux.fr             1\n",
+      "univ-montp3.fr            1\n",
+      "univ-reunion.fr           1\n",
+      "univ-valenciennes.fr      1\n",
+      "univ-lille.fr             1\n",
+      "cnrs.fr                   1\n",
+      "revue-etr.org             1\n",
+      "publons.com               1\n",
+      "crec-paris3.fr            1\n",
+      "ksu.edu.sa                1\n",
+      "iptheologie.fr            1\n",
+      "inra.fr                   1\n",
+      "iie.kz                    1\n",
+      "google.com                1\n",
+      "google.co.in              1\n",
+      "gonthier-leguen.fr        1\n",
+      "mom.fr                    1\n"
+     ]
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Last percentile stats (freq >=23.740000000000038)"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Ratio 0.29523809523809524"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### 10 random examples"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://orcid.org/0000-0003-1402-4356\n",
+      "https://orcid.org/0000-0002-4162-4288\n",
+      "https://orcid.org/0000-0002-4162-4288\n",
+      "https://orcid.org/0000-0003-0174-4442\n",
+      "https://orcid.org/0000-0002-2959-3984\n",
+      "https://orcid.org/0000-0003-0750-9881\n",
+      "https://orcid.org/0000-0002-9057-4045\n",
+      "https://orcid.org/0000-0002-2471-7028\n",
+      "https://orcid.org/0000-0001-9785-6697\n",
+      "https://orcid.org/0000-0003-0174-4442\n"
+     ]
+    }
+   ],
+   "source": [
+    "output_cluster(clusters, 250, exp, excluded_domains)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "### Cluster 315 - <span style=\"color:green\">Legit<span>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Cluster cardinality: 37"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Domains summary"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                  orcid\n",
+      "url_domains            \n",
+      "um.edu.mo            37\n",
+      "academia.edu          2\n",
+      "google.com            2\n",
+      "google.pt             1\n",
+      "hongcaizhang.com      1\n",
+      "researchgate.net      1\n",
+      "xhsysu.edu.cn         1\n"
+     ]
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Last percentile stats (freq >=34.89999999999998)"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Ratio 0.8222222222222222"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### 10 random examples"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://orcid.org/0000-0002-1201-9564\n",
+      "https://orcid.org/0000-0003-2762-7543\n",
+      "https://orcid.org/0000-0003-4801-6354\n",
+      "https://orcid.org/0000-0002-6300-1575\n",
+      "https://orcid.org/0000-0003-1723-1748\n",
+      "https://orcid.org/0000-0003-3659-1917\n",
+      "https://orcid.org/0000-0003-0832-0263\n",
+      "https://orcid.org/0000-0002-8294-6419\n",
+      "https://orcid.org/0000-0001-9403-7346\n",
+      "https://orcid.org/0000-0001-5449-063X\n"
+     ]
+    }
+   ],
+   "source": [
+    "output_cluster(clusters, 315, exp, excluded_domains)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "### Cluster 400 - <span style=\"color:red\">Illegit<span>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Cluster cardinality: 30"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Domains summary"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                 orcid\n",
+      "url_domains           \n",
+      "symulatorypc.pl     30\n"
+     ]
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Last percentile stats (freq >=30.0)"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Ratio 1.0"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### 10 random examples"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://orcid.org/0000-0001-7264-4006\n",
+      "https://orcid.org/0000-0001-8048-0654\n",
+      "https://orcid.org/0000-0003-1505-2172\n",
+      "https://orcid.org/0000-0002-2800-9168\n",
+      "https://orcid.org/0000-0001-5894-8644\n",
+      "https://orcid.org/0000-0002-0454-8765\n",
+      "https://orcid.org/0000-0001-7836-227X\n",
+      "https://orcid.org/0000-0002-2492-5767\n",
+      "https://orcid.org/0000-0003-2223-0707\n",
+      "https://orcid.org/0000-0002-1379-3578\n"
+     ]
+    }
+   ],
+   "source": [
+    "output_cluster(clusters, 400, exp, excluded_domains)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "### Cluster 500 - <span style=\"color:red\">Illegit<span>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Cluster cardinality: 24"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Domains summary"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                  orcid\n",
+      "url_domains            \n",
+      "haodf.com            24\n",
+      "linkedin.com          1\n",
+      "researchgate.net      1\n"
+     ]
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Last percentile stats (freq >=23.54)"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Ratio 0.9230769230769231"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### 10 random examples"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://orcid.org/0000-0003-3967-1269\n",
+      "https://orcid.org/0000-0002-0272-493X\n",
+      "https://orcid.org/0000-0001-8459-742X\n",
+      "https://orcid.org/0000-0003-1952-6734\n",
+      "https://orcid.org/0000-0002-6959-5351\n",
+      "https://orcid.org/0000-0002-1260-4261\n",
+      "https://orcid.org/0000-0002-0348-9732\n",
+      "https://orcid.org/0000-0002-7528-3274\n",
+      "https://orcid.org/0000-0001-7493-607X\n",
+      "https://orcid.org/0000-0002-7865-0359\n"
+     ]
+    }
+   ],
+   "source": [
+    "output_cluster(clusters, 500, exp, excluded_domains)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "### Cluster 600 - <span style=\"color:green\">Legit<span>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Cluster cardinality: 19"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Domains summary"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                      orcid\n",
+      "url_domains                \n",
+      "nki.nl                   19\n",
+      "linkedin.com              4\n",
+      "acsitefactory.com         1\n",
+      "cancerresearchuk.org      1\n",
+      "clinicaltrials.gov        1\n",
+      "dcisprecision.org         1\n",
+      "google.co.uk              1\n",
+      "google.com                1\n",
+      "researchgate.net          1\n",
+      "tushartomar.com           1\n",
+      "twitter.com               1\n"
+     ]
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Last percentile stats (freq >=17.500000000000007)"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Ratio 0.59375"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### 10 random examples"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://orcid.org/0000-0002-8940-2676\n",
+      "https://orcid.org/0000-0002-3344-7605\n",
+      "https://orcid.org/0000-0001-5265-3407\n",
+      "https://orcid.org/0000-0002-8940-2676\n",
+      "https://orcid.org/0000-0001-6514-4767\n",
+      "https://orcid.org/0000-0003-1743-6428\n",
+      "https://orcid.org/0000-0001-6180-0632\n",
+      "https://orcid.org/0000-0003-1743-6428\n",
+      "https://orcid.org/0000-0002-3344-7605\n",
+      "https://orcid.org/0000-0001-5989-289X\n"
+     ]
+    }
+   ],
+   "source": [
+    "output_cluster(clusters, 600, exp, excluded_domains)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "### Cluster 900 - <span style=\"color:green\">Legit<span>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Cluster cardinality: 13"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Domains summary"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                  orcid\n",
+      "url_domains            \n",
+      "fsb.hr               13\n",
+      "cam.ac.uk             1\n",
+      "researchgate.net      1\n",
+      "utwente.nl            1\n",
+      "wikki.co.uk           1\n"
+     ]
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Last percentile stats (freq >=12.52)"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Ratio 0.7647058823529411"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### 10 random examples"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://orcid.org/0000-0001-7549-8972\n",
+      "https://orcid.org/0000-0003-2207-9162\n",
+      "https://orcid.org/0000-0001-7549-8972\n",
+      "https://orcid.org/0000-0002-6487-4749\n",
+      "https://orcid.org/0000-0003-2063-2294\n",
+      "https://orcid.org/0000-0002-8170-5787\n",
+      "https://orcid.org/0000-0001-7353-0537\n",
+      "https://orcid.org/0000-0002-8170-5787\n",
+      "https://orcid.org/0000-0002-8596-1972\n",
+      "https://orcid.org/0000-0003-4481-8288\n"
+     ]
+    }
+   ],
+   "source": [
+    "output_cluster(clusters, 900, exp, excluded_domains)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "### Cluster 1000 - <span style=\"color:red\">Illegit<span>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Cluster cardinality: 12"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Domains summary"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                orcid\n",
+      "url_domains          \n",
+      "vic-casino.com     12\n"
+     ]
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "------------"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### Last percentile stats (freq >=12.0)"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Ratio 1.0"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "#### 10 random examples"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://orcid.org/0000-0003-1324-6811\n",
+      "https://orcid.org/0000-0003-4404-4542\n",
+      "https://orcid.org/0000-0003-4637-4668\n",
+      "https://orcid.org/0000-0002-0284-3453\n",
+      "https://orcid.org/0000-0002-7302-4623\n",
+      "https://orcid.org/0000-0002-0095-7211\n",
+      "https://orcid.org/0000-0002-5553-4048\n",
+      "https://orcid.org/0000-0002-9113-3372\n",
+      "https://orcid.org/0000-0003-2003-7217\n",
+      "https://orcid.org/0000-0001-5583-8415\n"
+     ]
+    }
+   ],
+   "source": [
+    "output_cluster(clusters, 1000, exp, excluded_domains)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "64748\n"
+     ]
+    }
+   ],
+   "source": [
+    "total = 0\n",
+    "for i in range(0, len(clusters)):\n",
+    "    r = get_ratio(clusters, i, exp)\n",
+    "    if r > 0.85:\n",
+    "        total += len(clusters[i])\n",
+    "print(total)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "45653\n"
+     ]
+    }
+   ],
+   "source": [
+    "total_more_than_10 = 0\n",
+    "for i in range(0, len(clusters)):\n",
+    "    if len(clusters[i]) > 10:\n",
+    "        r = get_ratio(clusters, i, exp)\n",
+    "        if r > 0.85:\n",
+    "            total_more_than_10 += len(clusters[i])\n",
+    "print(total_more_than_10)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/notebooks/03-Supervised.ipynb b/notebooks/03-Supervised.ipynb
index 52f9136..2a82af1 100644
--- a/notebooks/03-Supervised.ipynb
+++ b/notebooks/03-Supervised.ipynb
@@ -875,7 +875,7 @@
     "# split into train/test sets\n",
     "x = df.loc[:, df.columns != 'label']\n",
     "y = df['label']\n",
-    "train_x, test_x, train_y, test_y = train_test_split(x, y, train_size=100000, test_size=1000000, random_state=2, stratify=y)"
+    "train_x, test_x, train_y, test_y = train_test_split(x, y, train_size=200000, test_size=1000000, random_state=2, stratify=y)"
    ]
   },
   {
@@ -886,7 +886,7 @@
     {
      "data": {
       "text/plain": [
-       "(18889, 22)"
+       "(37779, 22)"
       ]
      },
      "execution_count": 9,
@@ -1057,35 +1057,35 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>8422958</th>\n",
+       "      <th>4867967</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>7</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
+       "      <td>189</td>\n",
+       "      <td>155</td>\n",
        "      <td>0</td>\n",
-       "      <td>6</td>\n",
+       "      <td>12</td>\n",
+       "      <td>177</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>2.0</td>\n",
+       "      <td>1099</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>160.0</td>\n",
+       "      <td>2071.017713</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>136.067404</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1149.760128</td>\n",
-       "      <td>2016</td>\n",
-       "      <td>498.053074</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>1</td>\n",
+       "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>30426</th>\n",
+       "      <th>8751870</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1094,18 +1094,18 @@
        "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>2446.815456</td>\n",
-       "      <td>2014</td>\n",
-       "      <td>112.064679</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>-1</td>\n",
+       "      <td>722.965509</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>296.556650</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1941223</th>\n",
+       "      <th>10041539</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -1122,42 +1122,42 @@
        "      <td>0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>811.573040</td>\n",
-       "      <td>2017</td>\n",
-       "      <td>486.567693</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>1</td>\n",
+       "      <td>2376.608882</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>59.669744</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9232681</th>\n",
+       "      <th>184408</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>21</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>888.520157</td>\n",
+       "      <td>461.839456</td>\n",
        "      <td>2017</td>\n",
-       "      <td>359.397781</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>1</td>\n",
+       "      <td>1072.829123</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7646644</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <th>8166189</th>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1165,14 +1165,14 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.000030</td>\n",
-       "      <td>2017</td>\n",
-       "      <td>1443.731837</td>\n",
+       "      <td>395.328151</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>92.050538</td>\n",
        "      <td>1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
@@ -1201,55 +1201,55 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4769520</th>\n",
+       "      <th>7680437</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
+       "      <td>34</td>\n",
+       "      <td>25</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>35</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>781.732331</td>\n",
-       "      <td>2019</td>\n",
-       "      <td>46.115046</td>\n",
+       "      <td>1854.980732</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>58.626353</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2817268</th>\n",
+       "      <th>3679223</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>9</td>\n",
-       "      <td>7</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>5</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>...</td>\n",
-       "      <td>3.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1782.543747</td>\n",
-       "      <td>2014</td>\n",
-       "      <td>544.549425</td>\n",
+       "      <td>1147.468938</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>210.395635</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4840353</th>\n",
+       "      <th>7996977</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -1266,14 +1266,14 @@
        "      <td>0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>659.864595</td>\n",
-       "      <td>2017</td>\n",
-       "      <td>634.846007</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>-1</td>\n",
+       "      <td>1525.385941</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>374.678959</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9717615</th>\n",
+       "      <th>638259</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -1283,23 +1283,23 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1971.810335</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>38.063916</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>1</td>\n",
+       "      <td>605.317103</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>87.166078</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2290714</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <th>1485855</th>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1314,84 +1314,84 @@
        "      <td>0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>947.216224</td>\n",
-       "      <td>2018</td>\n",
-       "      <td>104.732935</td>\n",
+       "      <td>1264.909069</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>512.234662</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>205377 rows × 24 columns</p>\n",
+       "<p>205134 rows × 24 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "         verified_email  verified_primary_email  n_works  n_doi  n_arxiv  \\\n",
-       "8422958            True                    True        7      3        0   \n",
-       "30426              True                    True        5      5        0   \n",
-       "1941223            True                    True        0      0        0   \n",
-       "9232681            True                    True        1      1        0   \n",
-       "7646644           False                   False        0      0        0   \n",
-       "...                 ...                     ...      ...    ...      ...   \n",
-       "4769520            True                    True        0      0        0   \n",
-       "2817268            True                    True        9      7        0   \n",
-       "4840353            True                    True        0      0        0   \n",
-       "9717615            True                    True        0      0        0   \n",
-       "2290714           False                   False        0      0        0   \n",
+       "          verified_email  verified_primary_email  n_works  n_doi  n_arxiv  \\\n",
+       "4867967             True                    True      189    155        0   \n",
+       "8751870             True                    True        0      0        0   \n",
+       "10041539            True                    True        0      0        0   \n",
+       "184408              True                    True       21      0        0   \n",
+       "8166189             True                    True        4      4        0   \n",
+       "...                  ...                     ...      ...    ...      ...   \n",
+       "7680437             True                    True       34     25        0   \n",
+       "3679223             True                    True        2      1        0   \n",
+       "7996977             True                    True        0      0        0   \n",
+       "638259              True                    True        0      0        0   \n",
+       "1485855             True                    True        0      0        0   \n",
        "\n",
-       "         n_pmc  n_other_pids  n_emails  n_urls  n_ids  ...  n_valid_education  \\\n",
-       "8422958      0             6         0       0      1  ...                2.0   \n",
-       "30426        0             0         0       0      0  ...                1.0   \n",
-       "1941223      0             0         0       0      0  ...                0.0   \n",
-       "9232681      0             0         0       0      0  ...                0.0   \n",
-       "7646644      0             0         0       0      0  ...                0.0   \n",
-       "...        ...           ...       ...     ...    ...  ...                ...   \n",
-       "4769520      0             0         0       0      0  ...                0.0   \n",
-       "2817268      0             5         0       0      1  ...                3.0   \n",
-       "4840353      0             0         0       0      0  ...                0.0   \n",
-       "9717615      0             0         0       0      1  ...                0.0   \n",
-       "2290714      0             0         0       0      0  ...                0.0   \n",
+       "          n_pmc  n_other_pids  n_emails  n_urls  n_ids  ...  \\\n",
+       "4867967      12           177         0       0      1  ...   \n",
+       "8751870       0             0         0       0      0  ...   \n",
+       "10041539      0             0         0       0      0  ...   \n",
+       "184408        0             0         0       1      0  ...   \n",
+       "8166189       0             0         0       0      0  ...   \n",
+       "...         ...           ...       ...     ...    ...  ...   \n",
+       "7680437       0            35         0       0      1  ...   \n",
+       "3679223       0             0         0       0      0  ...   \n",
+       "7996977       0             0         0       0      0  ...   \n",
+       "638259        0             0         0       0      0  ...   \n",
+       "1485855       0             0         0       0      0  ...   \n",
        "\n",
-       "         n_valid_employment  biography_length  biography_n_sentences  \\\n",
-       "8422958                 1.0                 0                    0.0   \n",
-       "30426                   3.0                 0                    0.0   \n",
-       "1941223                 0.0                 0                    0.0   \n",
-       "9232681                 0.0                 0                    0.0   \n",
-       "7646644                 0.0                 0                    0.0   \n",
-       "...                     ...               ...                    ...   \n",
-       "4769520                 0.0                 0                    0.0   \n",
-       "2817268                 0.0                 0                    0.0   \n",
-       "4840353                 0.0                 0                    0.0   \n",
-       "9717615                 0.0                 0                    0.0   \n",
-       "2290714                 0.0                 0                    0.0   \n",
+       "          n_valid_education  n_valid_employment  biography_length  \\\n",
+       "4867967                 1.0                 2.0              1099   \n",
+       "8751870                 1.0                 0.0                 0   \n",
+       "10041539                0.0                 0.0                 0   \n",
+       "184408                  4.0                 1.0                 0   \n",
+       "8166189                 1.0                 1.0                 0   \n",
+       "...                     ...                 ...               ...   \n",
+       "7680437                 1.0                 1.0                 0   \n",
+       "3679223                 1.0                 0.0                 0   \n",
+       "7996977                 0.0                 0.0                 0   \n",
+       "638259                  0.0                 0.0                 0   \n",
+       "1485855                 0.0                 0.0                 0   \n",
        "\n",
-       "         biography_n_words    date_diff  ref_year   date_stale  label  \\\n",
-       "8422958                0.0  1149.760128      2016   498.053074   -1.0   \n",
-       "30426                  0.0  2446.815456      2014   112.064679    1.0   \n",
-       "1941223                0.0   811.573040      2017   486.567693   -1.0   \n",
-       "9232681                0.0   888.520157      2017   359.397781   -1.0   \n",
-       "7646644                0.0     0.000030      2017  1443.731837    1.0   \n",
-       "...                    ...          ...       ...          ...    ...   \n",
-       "4769520                0.0   781.732331      2019    46.115046   -1.0   \n",
-       "2817268                0.0  1782.543747      2014   544.549425   -1.0   \n",
-       "4840353                0.0   659.864595      2017   634.846007    1.0   \n",
-       "9717615                0.0  1971.810335      2015    38.063916   -1.0   \n",
-       "2290714                0.0   947.216224      2018   104.732935   -1.0   \n",
+       "          biography_n_sentences  biography_n_words    date_diff  ref_year  \\\n",
+       "4867967                     4.0              160.0  2071.017713      2015   \n",
+       "8751870                     0.0                0.0   722.965509      2018   \n",
+       "10041539                    0.0                0.0  2376.608882      2014   \n",
+       "184408                      0.0                0.0   461.839456      2017   \n",
+       "8166189                     0.0                0.0   395.328151      2019   \n",
+       "...                         ...                ...          ...       ...   \n",
+       "7680437                     0.0                0.0  1854.980732      2016   \n",
+       "3679223                     0.0                0.0  1147.468938      2017   \n",
+       "7996977                     0.0                0.0  1525.385941      2016   \n",
+       "638259                      0.0                0.0   605.317103      2019   \n",
+       "1485855                     0.0                0.0  1264.909069      2016   \n",
        "\n",
-       "         prediction  \n",
-       "8422958           1  \n",
-       "30426            -1  \n",
-       "1941223           1  \n",
-       "9232681           1  \n",
-       "7646644          -1  \n",
-       "...             ...  \n",
-       "4769520           1  \n",
-       "2817268           1  \n",
-       "4840353          -1  \n",
-       "9717615           1  \n",
-       "2290714           1  \n",
+       "           date_stale  label  prediction  \n",
+       "4867967    136.067404    1.0          -1  \n",
+       "8751870    296.556650   -1.0           1  \n",
+       "10041539    59.669744    1.0          -1  \n",
+       "184408    1072.829123    1.0          -1  \n",
+       "8166189     92.050538    1.0          -1  \n",
+       "...               ...    ...         ...  \n",
+       "7680437     58.626353   -1.0           1  \n",
+       "3679223    210.395635   -1.0           1  \n",
+       "7996977    374.678959   -1.0           1  \n",
+       "638259      87.166078    1.0          -1  \n",
+       "1485855    512.234662   -1.0           1  \n",
        "\n",
-       "[205377 rows x 24 columns]"
+       "[205134 rows x 24 columns]"
       ]
      },
      "execution_count": 15,
@@ -1405,7 +1405,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1414,7 +1414,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -1475,7 +1475,7 @@
        "[0 rows x 24 columns]"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1486,7 +1486,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -1535,30 +1535,6 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>1319584</th>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>637</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>113.0</td>\n",
-       "      <td>0.000852</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>143.341818</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>7579770</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
@@ -1583,7 +1559,7 @@
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9173011</th>\n",
+       "      <th>4173344</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -1600,14 +1576,14 @@
        "      <td>445</td>\n",
        "      <td>4.0</td>\n",
        "      <td>85.0</td>\n",
-       "      <td>0.005271</td>\n",
+       "      <td>0.005405</td>\n",
        "      <td>2020</td>\n",
-       "      <td>169.293431</td>\n",
+       "      <td>191.303842</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1209389</th>\n",
+       "      <th>6370669</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -1624,14 +1600,14 @@
        "      <td>445</td>\n",
        "      <td>4.0</td>\n",
        "      <td>85.0</td>\n",
-       "      <td>0.006071</td>\n",
+       "      <td>0.006984</td>\n",
        "      <td>2020</td>\n",
-       "      <td>146.328318</td>\n",
+       "      <td>178.167846</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4173344</th>\n",
+       "      <th>6099073</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -1648,14 +1624,14 @@
        "      <td>445</td>\n",
        "      <td>4.0</td>\n",
        "      <td>85.0</td>\n",
-       "      <td>0.005405</td>\n",
+       "      <td>0.025714</td>\n",
        "      <td>2020</td>\n",
-       "      <td>191.303842</td>\n",
+       "      <td>142.184268</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10985986</th>\n",
+       "      <th>8341750</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -1664,22 +1640,22 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
+       "      <td>10</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>445</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>85.0</td>\n",
-       "      <td>0.003662</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>195.359312</td>\n",
+       "      <td>392</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>0.015018</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>46.549118</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6208696</th>\n",
+       "      <th>10546308</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -1696,14 +1672,14 @@
        "      <td>445</td>\n",
        "      <td>4.0</td>\n",
        "      <td>85.0</td>\n",
-       "      <td>0.001287</td>\n",
+       "      <td>0.002717</td>\n",
        "      <td>2020</td>\n",
-       "      <td>142.360796</td>\n",
+       "      <td>203.149999</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>801178</th>\n",
+       "      <th>5109458</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -1720,14 +1696,14 @@
        "      <td>445</td>\n",
        "      <td>4.0</td>\n",
        "      <td>85.0</td>\n",
-       "      <td>0.008069</td>\n",
+       "      <td>0.004633</td>\n",
        "      <td>2020</td>\n",
-       "      <td>131.828965</td>\n",
+       "      <td>140.166676</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4392500</th>\n",
+       "      <th>989919</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -1741,17 +1717,17 @@
        "      <td>...</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>445</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>85.0</td>\n",
-       "      <td>0.004414</td>\n",
+       "      <td>561</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>0.002649</td>\n",
        "      <td>2020</td>\n",
-       "      <td>206.150937</td>\n",
+       "      <td>146.098129</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7963350</th>\n",
+       "      <th>9173011</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -1768,14 +1744,14 @@
        "      <td>445</td>\n",
        "      <td>4.0</td>\n",
        "      <td>85.0</td>\n",
-       "      <td>0.003572</td>\n",
+       "      <td>0.005271</td>\n",
        "      <td>2020</td>\n",
-       "      <td>190.312686</td>\n",
+       "      <td>169.293431</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5659388</th>\n",
+       "      <th>801178</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -1792,14 +1768,14 @@
        "      <td>445</td>\n",
        "      <td>4.0</td>\n",
        "      <td>85.0</td>\n",
-       "      <td>0.011685</td>\n",
+       "      <td>0.008069</td>\n",
        "      <td>2020</td>\n",
-       "      <td>140.250630</td>\n",
+       "      <td>131.828965</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2749172</th>\n",
+       "      <th>10581997</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -1813,17 +1789,17 @@
        "      <td>...</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>540</td>\n",
+       "      <td>445</td>\n",
        "      <td>4.0</td>\n",
-       "      <td>103.0</td>\n",
-       "      <td>0.001172</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>0.020527</td>\n",
        "      <td>2020</td>\n",
-       "      <td>142.989201</td>\n",
+       "      <td>129.861984</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4230883</th>\n",
+       "      <th>9831120</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -1840,14 +1816,14 @@
        "      <td>445</td>\n",
        "      <td>4.0</td>\n",
        "      <td>85.0</td>\n",
-       "      <td>0.001681</td>\n",
+       "      <td>0.004996</td>\n",
        "      <td>2020</td>\n",
-       "      <td>153.354072</td>\n",
+       "      <td>167.149854</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6370669</th>\n",
+       "      <th>7689620</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -1864,14 +1840,14 @@
        "      <td>445</td>\n",
        "      <td>4.0</td>\n",
        "      <td>85.0</td>\n",
-       "      <td>0.006984</td>\n",
+       "      <td>0.003671</td>\n",
        "      <td>2020</td>\n",
-       "      <td>178.167846</td>\n",
+       "      <td>203.189280</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5109458</th>\n",
+       "      <th>10215555</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -1888,14 +1864,14 @@
        "      <td>445</td>\n",
        "      <td>4.0</td>\n",
        "      <td>85.0</td>\n",
-       "      <td>0.004633</td>\n",
+       "      <td>0.000964</td>\n",
        "      <td>2020</td>\n",
-       "      <td>140.166676</td>\n",
+       "      <td>192.363398</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7689620</th>\n",
+       "      <th>10985986</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -1912,14 +1888,14 @@
        "      <td>445</td>\n",
        "      <td>4.0</td>\n",
        "      <td>85.0</td>\n",
-       "      <td>0.003671</td>\n",
+       "      <td>0.003662</td>\n",
        "      <td>2020</td>\n",
-       "      <td>203.189280</td>\n",
+       "      <td>195.359312</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9831120</th>\n",
+       "      <th>8567972</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -1936,14 +1912,14 @@
        "      <td>445</td>\n",
        "      <td>4.0</td>\n",
        "      <td>85.0</td>\n",
-       "      <td>0.004996</td>\n",
+       "      <td>0.005248</td>\n",
        "      <td>2020</td>\n",
-       "      <td>167.149854</td>\n",
+       "      <td>196.358010</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6263478</th>\n",
+       "      <th>1041978</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -1957,17 +1933,17 @@
        "      <td>...</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>552</td>\n",
+       "      <td>445</td>\n",
        "      <td>4.0</td>\n",
-       "      <td>107.0</td>\n",
-       "      <td>0.005174</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>0.006524</td>\n",
        "      <td>2020</td>\n",
-       "      <td>140.365511</td>\n",
+       "      <td>167.270642</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10581997</th>\n",
+       "      <th>2749172</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -1981,17 +1957,17 @@
        "      <td>...</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>445</td>\n",
+       "      <td>540</td>\n",
        "      <td>4.0</td>\n",
-       "      <td>85.0</td>\n",
-       "      <td>0.020527</td>\n",
+       "      <td>103.0</td>\n",
+       "      <td>0.001172</td>\n",
        "      <td>2020</td>\n",
-       "      <td>129.861984</td>\n",
+       "      <td>142.989201</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3243302</th>\n",
+       "      <th>3274872</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -2008,14 +1984,14 @@
        "      <td>445</td>\n",
        "      <td>4.0</td>\n",
        "      <td>85.0</td>\n",
-       "      <td>0.003391</td>\n",
+       "      <td>0.017478</td>\n",
        "      <td>2020</td>\n",
-       "      <td>140.230023</td>\n",
+       "      <td>126.967926</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3659063</th>\n",
+       "      <th>7963350</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -2032,14 +2008,14 @@
        "      <td>445</td>\n",
        "      <td>4.0</td>\n",
        "      <td>85.0</td>\n",
-       "      <td>0.010618</td>\n",
+       "      <td>0.003572</td>\n",
        "      <td>2020</td>\n",
-       "      <td>131.658167</td>\n",
+       "      <td>190.312686</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6099073</th>\n",
+       "      <th>4392500</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -2056,14 +2032,14 @@
        "      <td>445</td>\n",
        "      <td>4.0</td>\n",
        "      <td>85.0</td>\n",
-       "      <td>0.025714</td>\n",
+       "      <td>0.004414</td>\n",
        "      <td>2020</td>\n",
-       "      <td>142.184268</td>\n",
+       "      <td>206.150937</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3953358</th>\n",
+       "      <th>3243302</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -2072,7 +2048,7 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>0.0</td>\n",
@@ -2080,14 +2056,14 @@
        "      <td>445</td>\n",
        "      <td>4.0</td>\n",
        "      <td>85.0</td>\n",
-       "      <td>0.005145</td>\n",
+       "      <td>0.003391</td>\n",
        "      <td>2020</td>\n",
-       "      <td>185.115723</td>\n",
+       "      <td>140.230023</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9724190</th>\n",
+       "      <th>6263478</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -2101,17 +2077,17 @@
        "      <td>...</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>543</td>\n",
+       "      <td>552</td>\n",
        "      <td>4.0</td>\n",
        "      <td>107.0</td>\n",
-       "      <td>6.993352</td>\n",
+       "      <td>0.005174</td>\n",
        "      <td>2020</td>\n",
-       "      <td>135.124112</td>\n",
+       "      <td>140.365511</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1041978</th>\n",
+       "      <th>4230883</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -2128,14 +2104,14 @@
        "      <td>445</td>\n",
        "      <td>4.0</td>\n",
        "      <td>85.0</td>\n",
-       "      <td>0.006524</td>\n",
+       "      <td>0.001681</td>\n",
        "      <td>2020</td>\n",
-       "      <td>167.270642</td>\n",
+       "      <td>153.354072</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>880090</th>\n",
+       "      <th>3659063</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -2152,14 +2128,14 @@
        "      <td>445</td>\n",
        "      <td>4.0</td>\n",
        "      <td>85.0</td>\n",
-       "      <td>0.001572</td>\n",
+       "      <td>0.010618</td>\n",
        "      <td>2020</td>\n",
-       "      <td>143.298327</td>\n",
+       "      <td>131.658167</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8492341</th>\n",
+       "      <th>5659388</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -2176,14 +2152,14 @@
        "      <td>445</td>\n",
        "      <td>4.0</td>\n",
        "      <td>85.0</td>\n",
-       "      <td>0.006172</td>\n",
+       "      <td>0.011685</td>\n",
        "      <td>2020</td>\n",
-       "      <td>123.742413</td>\n",
+       "      <td>140.250630</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8952735</th>\n",
+       "      <th>8567973</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -2200,14 +2176,14 @@
        "      <td>445</td>\n",
        "      <td>4.0</td>\n",
        "      <td>85.0</td>\n",
-       "      <td>0.004785</td>\n",
+       "      <td>0.003278</td>\n",
        "      <td>2020</td>\n",
-       "      <td>188.359673</td>\n",
+       "      <td>184.270401</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3274872</th>\n",
+       "      <th>9724190</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -2221,17 +2197,17 @@
        "      <td>...</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>445</td>\n",
+       "      <td>543</td>\n",
        "      <td>4.0</td>\n",
-       "      <td>85.0</td>\n",
-       "      <td>0.017478</td>\n",
+       "      <td>107.0</td>\n",
+       "      <td>6.993352</td>\n",
        "      <td>2020</td>\n",
-       "      <td>126.967926</td>\n",
+       "      <td>135.124112</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>989919</th>\n",
+       "      <th>880090</th>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
@@ -2245,185 +2221,180 @@
        "      <td>...</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>561</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>110.0</td>\n",
-       "      <td>0.002649</td>\n",
+       "      <td>445</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>0.001572</td>\n",
        "      <td>2020</td>\n",
-       "      <td>146.098129</td>\n",
+       "      <td>143.298327</td>\n",
        "      <td>-1.0</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>30 rows × 24 columns</p>\n",
+       "<p>29 rows × 24 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "          verified_email  verified_primary_email  n_works  n_doi  n_arxiv  \\\n",
-       "1319584             True                    True        0      0        0   \n",
        "7579770             True                    True        0      0        0   \n",
-       "9173011             True                    True        0      0        0   \n",
-       "1209389             True                    True        0      0        0   \n",
        "4173344             True                    True        0      0        0   \n",
-       "10985986            True                    True        0      0        0   \n",
-       "6208696             True                    True        0      0        0   \n",
-       "801178              True                    True        0      0        0   \n",
-       "4392500             True                    True        0      0        0   \n",
-       "7963350             True                    True        0      0        0   \n",
-       "5659388             True                    True        0      0        0   \n",
-       "2749172             True                    True        0      0        0   \n",
-       "4230883             True                    True        0      0        0   \n",
        "6370669             True                    True        0      0        0   \n",
+       "6099073             True                    True        0      0        0   \n",
+       "8341750             True                    True        0      0        0   \n",
+       "10546308            True                    True        0      0        0   \n",
        "5109458             True                    True        0      0        0   \n",
-       "7689620             True                    True        0      0        0   \n",
-       "9831120             True                    True        0      0        0   \n",
-       "6263478             True                    True        0      0        0   \n",
+       "989919              True                    True        0      0        0   \n",
+       "9173011             True                    True        0      0        0   \n",
+       "801178              True                    True        0      0        0   \n",
        "10581997            True                    True        0      0        0   \n",
+       "9831120             True                    True        0      0        0   \n",
+       "7689620             True                    True        0      0        0   \n",
+       "10215555            True                    True        0      0        0   \n",
+       "10985986            True                    True        0      0        0   \n",
+       "8567972             True                    True        0      0        0   \n",
+       "1041978             True                    True        0      0        0   \n",
+       "2749172             True                    True        0      0        0   \n",
+       "3274872             True                    True        0      0        0   \n",
+       "7963350             True                    True        0      0        0   \n",
+       "4392500             True                    True        0      0        0   \n",
        "3243302             True                    True        0      0        0   \n",
+       "6263478             True                    True        0      0        0   \n",
+       "4230883             True                    True        0      0        0   \n",
        "3659063             True                    True        0      0        0   \n",
-       "6099073             True                    True        0      0        0   \n",
-       "3953358             True                    True        0      0        0   \n",
+       "5659388             True                    True        0      0        0   \n",
+       "8567973             True                    True        0      0        0   \n",
        "9724190             True                    True        0      0        0   \n",
-       "1041978             True                    True        0      0        0   \n",
        "880090              True                    True        0      0        0   \n",
-       "8492341             True                    True        0      0        0   \n",
-       "8952735             True                    True        0      0        0   \n",
-       "3274872             True                    True        0      0        0   \n",
-       "989919              True                    True        0      0        0   \n",
        "\n",
        "          n_pmc  n_other_pids  n_emails  n_urls  n_ids  ...  \\\n",
-       "1319584       0             0         0       1      0  ...   \n",
        "7579770       0             0         0       1      0  ...   \n",
-       "9173011       0             0         0       1      0  ...   \n",
-       "1209389       0             0         0       1      0  ...   \n",
        "4173344       0             0         0       1      0  ...   \n",
-       "10985986      0             0         0       1      0  ...   \n",
-       "6208696       0             0         0       1      0  ...   \n",
-       "801178        0             0         0       1      0  ...   \n",
-       "4392500       0             0         0       1      0  ...   \n",
-       "7963350       0             0         0       1      0  ...   \n",
-       "5659388       0             0         0       1      0  ...   \n",
-       "2749172       0             0         0       1      0  ...   \n",
-       "4230883       0             0         0       1      0  ...   \n",
        "6370669       0             0         0       1      0  ...   \n",
+       "6099073       0             0         0       1      0  ...   \n",
+       "8341750       0             0         0      10      0  ...   \n",
+       "10546308      0             0         0       1      0  ...   \n",
        "5109458       0             0         0       1      0  ...   \n",
-       "7689620       0             0         0       1      0  ...   \n",
-       "9831120       0             0         0       1      0  ...   \n",
-       "6263478       0             0         0       1      0  ...   \n",
+       "989919        0             0         0       1      0  ...   \n",
+       "9173011       0             0         0       1      0  ...   \n",
+       "801178        0             0         0       1      0  ...   \n",
        "10581997      0             0         0       1      0  ...   \n",
+       "9831120       0             0         0       1      0  ...   \n",
+       "7689620       0             0         0       1      0  ...   \n",
+       "10215555      0             0         0       1      0  ...   \n",
+       "10985986      0             0         0       1      0  ...   \n",
+       "8567972       0             0         0       1      0  ...   \n",
+       "1041978       0             0         0       1      0  ...   \n",
+       "2749172       0             0         0       1      0  ...   \n",
+       "3274872       0             0         0       1      0  ...   \n",
+       "7963350       0             0         0       1      0  ...   \n",
+       "4392500       0             0         0       1      0  ...   \n",
        "3243302       0             0         0       1      0  ...   \n",
+       "6263478       0             0         0       1      0  ...   \n",
+       "4230883       0             0         0       1      0  ...   \n",
        "3659063       0             0         0       1      0  ...   \n",
-       "6099073       0             0         0       1      0  ...   \n",
-       "3953358       0             0         0       0      0  ...   \n",
+       "5659388       0             0         0       1      0  ...   \n",
+       "8567973       0             0         0       1      0  ...   \n",
        "9724190       0             0         0       1      0  ...   \n",
-       "1041978       0             0         0       1      0  ...   \n",
        "880090        0             0         0       1      0  ...   \n",
-       "8492341       0             0         0       1      0  ...   \n",
-       "8952735       0             0         0       1      0  ...   \n",
-       "3274872       0             0         0       1      0  ...   \n",
-       "989919        0             0         0       1      0  ...   \n",
        "\n",
        "          n_valid_education  n_valid_employment  biography_length  \\\n",
-       "1319584                 0.0                 0.0               637   \n",
        "7579770                 0.0                 0.0               445   \n",
-       "9173011                 0.0                 0.0               445   \n",
-       "1209389                 0.0                 0.0               445   \n",
        "4173344                 0.0                 0.0               445   \n",
-       "10985986                0.0                 0.0               445   \n",
-       "6208696                 0.0                 0.0               445   \n",
-       "801178                  0.0                 0.0               445   \n",
-       "4392500                 0.0                 0.0               445   \n",
-       "7963350                 0.0                 0.0               445   \n",
-       "5659388                 0.0                 0.0               445   \n",
-       "2749172                 0.0                 0.0               540   \n",
-       "4230883                 0.0                 0.0               445   \n",
        "6370669                 0.0                 0.0               445   \n",
+       "6099073                 0.0                 0.0               445   \n",
+       "8341750                 0.0                 0.0               392   \n",
+       "10546308                0.0                 0.0               445   \n",
        "5109458                 0.0                 0.0               445   \n",
-       "7689620                 0.0                 0.0               445   \n",
-       "9831120                 0.0                 0.0               445   \n",
-       "6263478                 0.0                 0.0               552   \n",
+       "989919                  0.0                 0.0               561   \n",
+       "9173011                 0.0                 0.0               445   \n",
+       "801178                  0.0                 0.0               445   \n",
        "10581997                0.0                 0.0               445   \n",
+       "9831120                 0.0                 0.0               445   \n",
+       "7689620                 0.0                 0.0               445   \n",
+       "10215555                0.0                 0.0               445   \n",
+       "10985986                0.0                 0.0               445   \n",
+       "8567972                 0.0                 0.0               445   \n",
+       "1041978                 0.0                 0.0               445   \n",
+       "2749172                 0.0                 0.0               540   \n",
+       "3274872                 0.0                 0.0               445   \n",
+       "7963350                 0.0                 0.0               445   \n",
+       "4392500                 0.0                 0.0               445   \n",
        "3243302                 0.0                 0.0               445   \n",
+       "6263478                 0.0                 0.0               552   \n",
+       "4230883                 0.0                 0.0               445   \n",
        "3659063                 0.0                 0.0               445   \n",
-       "6099073                 0.0                 0.0               445   \n",
-       "3953358                 0.0                 0.0               445   \n",
+       "5659388                 0.0                 0.0               445   \n",
+       "8567973                 0.0                 0.0               445   \n",
        "9724190                 0.0                 0.0               543   \n",
-       "1041978                 0.0                 0.0               445   \n",
        "880090                  0.0                 0.0               445   \n",
-       "8492341                 0.0                 0.0               445   \n",
-       "8952735                 0.0                 0.0               445   \n",
-       "3274872                 0.0                 0.0               445   \n",
-       "989919                  0.0                 0.0               561   \n",
        "\n",
        "          biography_n_sentences  biography_n_words  date_diff  ref_year  \\\n",
-       "1319584                     4.0              113.0   0.000852      2020   \n",
        "7579770                     4.0               85.0   0.002694      2020   \n",
-       "9173011                     4.0               85.0   0.005271      2020   \n",
-       "1209389                     4.0               85.0   0.006071      2020   \n",
        "4173344                     4.0               85.0   0.005405      2020   \n",
-       "10985986                    4.0               85.0   0.003662      2020   \n",
-       "6208696                     4.0               85.0   0.001287      2020   \n",
-       "801178                      4.0               85.0   0.008069      2020   \n",
-       "4392500                     4.0               85.0   0.004414      2020   \n",
-       "7963350                     4.0               85.0   0.003572      2020   \n",
-       "5659388                     4.0               85.0   0.011685      2020   \n",
-       "2749172                     4.0              103.0   0.001172      2020   \n",
-       "4230883                     4.0               85.0   0.001681      2020   \n",
        "6370669                     4.0               85.0   0.006984      2020   \n",
+       "6099073                     4.0               85.0   0.025714      2020   \n",
+       "8341750                     3.0               74.0   0.015018      2021   \n",
+       "10546308                    4.0               85.0   0.002717      2020   \n",
        "5109458                     4.0               85.0   0.004633      2020   \n",
-       "7689620                     4.0               85.0   0.003671      2020   \n",
-       "9831120                     4.0               85.0   0.004996      2020   \n",
-       "6263478                     4.0              107.0   0.005174      2020   \n",
+       "989919                      5.0              110.0   0.002649      2020   \n",
+       "9173011                     4.0               85.0   0.005271      2020   \n",
+       "801178                      4.0               85.0   0.008069      2020   \n",
        "10581997                    4.0               85.0   0.020527      2020   \n",
+       "9831120                     4.0               85.0   0.004996      2020   \n",
+       "7689620                     4.0               85.0   0.003671      2020   \n",
+       "10215555                    4.0               85.0   0.000964      2020   \n",
+       "10985986                    4.0               85.0   0.003662      2020   \n",
+       "8567972                     4.0               85.0   0.005248      2020   \n",
+       "1041978                     4.0               85.0   0.006524      2020   \n",
+       "2749172                     4.0              103.0   0.001172      2020   \n",
+       "3274872                     4.0               85.0   0.017478      2020   \n",
+       "7963350                     4.0               85.0   0.003572      2020   \n",
+       "4392500                     4.0               85.0   0.004414      2020   \n",
        "3243302                     4.0               85.0   0.003391      2020   \n",
+       "6263478                     4.0              107.0   0.005174      2020   \n",
+       "4230883                     4.0               85.0   0.001681      2020   \n",
        "3659063                     4.0               85.0   0.010618      2020   \n",
-       "6099073                     4.0               85.0   0.025714      2020   \n",
-       "3953358                     4.0               85.0   0.005145      2020   \n",
+       "5659388                     4.0               85.0   0.011685      2020   \n",
+       "8567973                     4.0               85.0   0.003278      2020   \n",
        "9724190                     4.0              107.0   6.993352      2020   \n",
-       "1041978                     4.0               85.0   0.006524      2020   \n",
        "880090                      4.0               85.0   0.001572      2020   \n",
-       "8492341                     4.0               85.0   0.006172      2020   \n",
-       "8952735                     4.0               85.0   0.004785      2020   \n",
-       "3274872                     4.0               85.0   0.017478      2020   \n",
-       "989919                      5.0              110.0   0.002649      2020   \n",
        "\n",
        "          date_stale  label  prediction  \n",
-       "1319584   143.341818   -1.0          -1  \n",
        "7579770   184.261009   -1.0          -1  \n",
-       "9173011   169.293431   -1.0          -1  \n",
-       "1209389   146.328318   -1.0          -1  \n",
        "4173344   191.303842   -1.0          -1  \n",
-       "10985986  195.359312   -1.0          -1  \n",
-       "6208696   142.360796   -1.0          -1  \n",
-       "801178    131.828965   -1.0          -1  \n",
-       "4392500   206.150937   -1.0          -1  \n",
-       "7963350   190.312686   -1.0          -1  \n",
-       "5659388   140.250630   -1.0          -1  \n",
-       "2749172   142.989201   -1.0          -1  \n",
-       "4230883   153.354072   -1.0          -1  \n",
        "6370669   178.167846   -1.0          -1  \n",
+       "6099073   142.184268   -1.0          -1  \n",
+       "8341750    46.549118   -1.0          -1  \n",
+       "10546308  203.149999   -1.0          -1  \n",
        "5109458   140.166676   -1.0          -1  \n",
-       "7689620   203.189280   -1.0          -1  \n",
-       "9831120   167.149854   -1.0          -1  \n",
-       "6263478   140.365511   -1.0          -1  \n",
+       "989919    146.098129   -1.0          -1  \n",
+       "9173011   169.293431   -1.0          -1  \n",
+       "801178    131.828965   -1.0          -1  \n",
        "10581997  129.861984   -1.0          -1  \n",
+       "9831120   167.149854   -1.0          -1  \n",
+       "7689620   203.189280   -1.0          -1  \n",
+       "10215555  192.363398   -1.0          -1  \n",
+       "10985986  195.359312   -1.0          -1  \n",
+       "8567972   196.358010   -1.0          -1  \n",
+       "1041978   167.270642   -1.0          -1  \n",
+       "2749172   142.989201   -1.0          -1  \n",
+       "3274872   126.967926   -1.0          -1  \n",
+       "7963350   190.312686   -1.0          -1  \n",
+       "4392500   206.150937   -1.0          -1  \n",
        "3243302   140.230023   -1.0          -1  \n",
+       "6263478   140.365511   -1.0          -1  \n",
+       "4230883   153.354072   -1.0          -1  \n",
        "3659063   131.658167   -1.0          -1  \n",
-       "6099073   142.184268   -1.0          -1  \n",
-       "3953358   185.115723   -1.0          -1  \n",
+       "5659388   140.250630   -1.0          -1  \n",
+       "8567973   184.270401   -1.0          -1  \n",
        "9724190   135.124112   -1.0          -1  \n",
-       "1041978   167.270642   -1.0          -1  \n",
        "880090    143.298327   -1.0          -1  \n",
-       "8492341   123.742413   -1.0          -1  \n",
-       "8952735   188.359673   -1.0          -1  \n",
-       "3274872   126.967926   -1.0          -1  \n",
-       "989919    146.098129   -1.0          -1  \n",
        "\n",
-       "[30 rows x 24 columns]"
+       "[29 rows x 24 columns]"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/src/data/make_dataset.py b/src/data/make_dataset.py
index ada4c32..d83334c 100644
--- a/src/data/make_dataset.py
+++ b/src/data/make_dataset.py
@@ -125,6 +125,7 @@ def main(input_filepath, output_filepath, external_filepath):
     df['primary_email_domain'] = df[df.primary_email.notna()]['primary_email'].apply(lambda x: x.split('@')[1])
     df['other_email_domains'] = df[df.other_emails.notna()]['other_emails'].apply(lambda x: extract_email_domains(x))
     df['url_domains'] = df[df.urls.notna()]['urls'].apply(lambda x: extract_url_domains(x))
+    df['other_url_domains'] = df[df.other_urls.notna()]['other_urls'].apply(lambda x: extract_url_domains(x))
     
     logger.info('Creating simple numeric columns')
     df['n_emails'] = df.other_emails.str.len()