CDCS Public Data Exploration.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CDCS Public Data Exploration\n",
    "\n",
    "This provides an example of how anonymous users can query records and templates in a CDCS instance without logging in, assuming read permissions have been set to allow it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Notebook executed for cdcs version 0.1.5\n"
     ]
    }
   ],
   "source": [
    "import cdcs\n",
    "from cdcs import CDCS\n",
    "\n",
    "print('Notebook executed for cdcs version', cdcs.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create client manager with anonymous user "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "curator = CDCS('https://potentials.nist.gov/', username='')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "See the available record templates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Potential',\n",
       " 'Family',\n",
       " 'FAQ',\n",
       " 'Action',\n",
       " 'PotentialProperties',\n",
       " 'Request',\n",
       " 'free_surface',\n",
       " 'stacking_fault',\n",
       " 'point_defect',\n",
       " 'crystal_prototype',\n",
       " 'potential_LAMMPS',\n",
       " 'Citation',\n",
       " 'relaxed_crystal',\n",
       " 'calculation_diatom_scan',\n",
       " 'calculation_isolated_atom',\n",
       " 'potential_LAMMPS_KIM',\n",
       " 'calculation_bond_angle_scan']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "curator.template_titles"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Query and explore the data\n",
    "\n",
    "__Notes:__ current design downloads all matching records by iterating through all pages until next=None. Need args for\n",
    "\n",
    "- limit: max # of items\n",
    "- page: allows access of those beyond limit\n",
    "- nitems: number retrieved per download (available in rest call?)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>id</th>\n",
       "      <th>template</th>\n",
       "      <th>workspace</th>\n",
       "      <th>user_id</th>\n",
       "      <th>title</th>\n",
       "      <th>xml_content</th>\n",
       "      <th>creation_date</th>\n",
       "      <th>last_modification_date</th>\n",
       "      <th>last_change_date</th>\n",
       "      <th>template_title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5fb70ca926ed1e002a176203</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2004--Mishin-Y--Ni-Al</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:24:09.845000Z</td>\n",
       "      <td>2020-12-15T22:33:18.153000Z</td>\n",
       "      <td>2020-12-15T22:33:18.590000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5fb70e3d26ed1e0036178ae8</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2005--Mishin-Y-Mehl-M-J-Papaconstant...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:30:53.762000Z</td>\n",
       "      <td>2020-12-10T22:12:40.885000Z</td>\n",
       "      <td>2020-12-10T22:12:41.168000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5fb7135d26ed1e003d174422</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2011--Apostol-F-Mishin-Y--Al-Cu</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:52:45.549000Z</td>\n",
       "      <td>2021-03-02T23:21:35.528000Z</td>\n",
       "      <td>2021-03-02T23:21:35.817000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5fb7106526ed1e0039174426</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2008--Hashibon-A-Lozovoi-A-Y-Mishin-...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:40:05.483000Z</td>\n",
       "      <td>2020-12-10T23:16:08.481000Z</td>\n",
       "      <td>2020-12-10T23:16:08.821000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5fb712c426ed1e002a17622f</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2010--Apostol-F-Mishin-Y--Al-H</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:50:12.153000Z</td>\n",
       "      <td>2021-03-02T23:21:33.497000Z</td>\n",
       "      <td>2021-03-02T23:21:33.759000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5fb7126326ed1e003a174f07</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2009--Purja-Pun-G-P-Mishin-Y--Ni-Al</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:48:35.111000Z</td>\n",
       "      <td>2020-12-10T23:33:39.006000Z</td>\n",
       "      <td>2020-12-10T23:33:39.298000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5fb70b1d26ed1e003a174ed7</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2002--Mishin-Y-Mehl-M-J-Papaconstant...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:17:33.741000Z</td>\n",
       "      <td>2020-12-10T21:43:46.205000Z</td>\n",
       "      <td>2020-12-10T21:43:46.491000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5fb70c6426ed1e003c1787fe</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2003--Zope-R-R-Mishin-Y--Ti-Al</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:23:00.731000Z</td>\n",
       "      <td>2020-12-10T21:55:47.124000Z</td>\n",
       "      <td>2020-12-10T21:55:47.415000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5fb70f0d26ed1e003d174402</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2006--Williams-P-L-Mishin-Y-Hamilton...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:34:21.425000Z</td>\n",
       "      <td>2020-12-10T23:02:22.128000Z</td>\n",
       "      <td>2020-12-10T23:02:22.444000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5fb709ff26ed1e003a174ecf</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.1999--Mishin-Y-Farkas-D-Mehl-M-J-Pap...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:12:47.003000Z</td>\n",
       "      <td>2020-12-10T21:33:23.060000Z</td>\n",
       "      <td>2020-12-10T21:33:23.341000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>5fb709f126ed1e003817687b</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.1999--Mishin-Y-Farkas-D-Mehl-M-J-Pap...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:12:33.322000Z</td>\n",
       "      <td>2020-12-10T21:32:50.290000Z</td>\n",
       "      <td>2020-12-10T21:32:50.585000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5fb70ab126ed1e00391743fe</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2001--Mishin-Y-Mehl-M-J-Papaconstant...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:15:44.999000Z</td>\n",
       "      <td>2020-12-10T21:40:29.680000Z</td>\n",
       "      <td>2020-12-10T21:40:29.955000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>5fb7192426ed1e00381768e7</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2015--Purja-Pun-G-P-Yamakov-V-Mishin...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T01:17:24.137000Z</td>\n",
       "      <td>2020-12-11T00:38:51.731000Z</td>\n",
       "      <td>2020-12-11T00:38:52.007000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>5fb7190826ed1e002a17625b</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2015--Purja-Pun-G-P-Yamakov-V-Mishin...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T01:16:56.472000Z</td>\n",
       "      <td>2020-12-11T00:37:46.259000Z</td>\n",
       "      <td>2020-12-11T00:37:46.564000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5fb7191626ed1e003d17444a</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2015--Purja-Pun-G-P-Yamakov-V-Mishin...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T01:17:10.248000Z</td>\n",
       "      <td>2020-12-11T00:38:19.001000Z</td>\n",
       "      <td>2020-12-11T00:38:19.291000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5fb70c5626ed1e0037179b07</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2003--Zope-R-R-Mishin-Y--Al</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:22:46.952000Z</td>\n",
       "      <td>2020-12-10T21:55:14.441000Z</td>\n",
       "      <td>2020-12-10T21:55:14.734000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5fb70eff26ed1e002a176213</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2006--Williams-P-L-Mishin-Y-Hamilton...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:34:07.512000Z</td>\n",
       "      <td>2020-12-10T23:01:49.231000Z</td>\n",
       "      <td>2020-12-10T23:01:49.577000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5fb70e8226ed1e003d1743fe</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2006--Chamati-H-Papanicolaou-N-I-Mis...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:32:02.379000Z</td>\n",
       "      <td>2020-12-10T22:56:54.122000Z</td>\n",
       "      <td>2020-12-10T22:56:54.413000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>5fb70abf26ed1e003b1775c3</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2001--Mishin-Y-Mehl-M-J-Papaconstant...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:15:59.006000Z</td>\n",
       "      <td>2020-12-10T21:41:02.425000Z</td>\n",
       "      <td>2020-12-10T21:41:02.698000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>5fb718ec26ed1e003b177627</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2015--Purja-Pun-G-P-Darling-K-A-Kecs...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T01:16:28.935000Z</td>\n",
       "      <td>2020-12-11T00:36:40.857000Z</td>\n",
       "      <td>2020-12-11T00:36:41.156000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5fb714f926ed1e003b17760b</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2012--Purja-Pun-G-P-Mishin-Y--Co</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:59:37.451000Z</td>\n",
       "      <td>2020-12-10T23:58:25.743000Z</td>\n",
       "      <td>2020-12-10T23:58:26.031000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>5fb71df726ed1e003817690b</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2018--Howells-C-A-Mishin-Y--Cr</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T01:37:59.131000Z</td>\n",
       "      <td>2020-12-11T01:28:03.157000Z</td>\n",
       "      <td>2020-12-11T01:28:03.436000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>5fb71e0426ed1e003a174f5b</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2018--Howells-C-A-Mishin-Y--Cr-Ni</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T01:38:12.745000Z</td>\n",
       "      <td>2020-12-11T01:28:35.900000Z</td>\n",
       "      <td>2020-12-11T01:28:36.229000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5fb71d0026ed1e0037179b7f</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2017--Purja-Pun-G-P-Mishin-Y--Si</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T01:33:52.869000Z</td>\n",
       "      <td>2021-07-09T17:13:37.995000Z</td>\n",
       "      <td>2021-07-09T17:13:41.559000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>5fb718fa26ed1e0035177c6e</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2015--Purja-Pun-G-P-Darling-K-A-Kecs...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T01:16:42.785000Z</td>\n",
       "      <td>2020-12-11T00:37:13.553000Z</td>\n",
       "      <td>2020-12-11T00:37:13.843000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5fb71fa026ed1e003d17447a</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2019--Fischer-F-Schmitz-G-Eich-S-M--...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T01:45:04.931000Z</td>\n",
       "      <td>2021-03-15T14:57:59.603000Z</td>\n",
       "      <td>2021-03-15T14:58:00.456000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>5fb712b626ed1e0035177c42</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2009--Zhakhovskii-V-V-Inogamov-N-A-P...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:49:58.381000Z</td>\n",
       "      <td>2020-12-10T23:36:55.628000Z</td>\n",
       "      <td>2020-12-10T23:36:55.974000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>5fb712a826ed1e003b1775fb</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2009--Zhakhovskii-V-V-Inogamov-N-A-P...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:49:44.677000Z</td>\n",
       "      <td>2020-12-10T23:36:22.876000Z</td>\n",
       "      <td>2020-12-10T23:36:23.174000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>5fb7129a26ed1e0039174436</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2009--Wu-H-H-Trinkle-D-R--Cu-Ag</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:49:30.680000Z</td>\n",
       "      <td>2020-12-10T23:35:50.134000Z</td>\n",
       "      <td>2020-12-10T23:35:50.412000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>5fb7199f26ed1e003d17444e</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2016--Beland-L-K-Lu-C-Osetskiy-Y-N-e...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T01:19:27.885000Z</td>\n",
       "      <td>2020-12-11T00:43:46.778000Z</td>\n",
       "      <td>2020-12-11T00:43:47.075000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>5fb708d326ed1e0038176873</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.1996--Farkas-D-Jones-C--Nb-Ti-Al</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:07:47.556000Z</td>\n",
       "      <td>2020-12-10T21:21:56.218000Z</td>\n",
       "      <td>2020-12-10T21:21:56.533000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>5fb71b0626ed1e0039174472</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2016--Stoller-R-E-Tamm-A-Beland-L-K-...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T01:25:26.590000Z</td>\n",
       "      <td>2020-12-11T00:57:59.112000Z</td>\n",
       "      <td>2020-12-11T00:57:59.403000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>5fb71af826ed1e0036178b44</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2016--Samolyuk-G-D-Beland-L-K-Stocks...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T01:25:12.974000Z</td>\n",
       "      <td>2021-03-02T23:21:37.588000Z</td>\n",
       "      <td>2021-03-02T23:21:37.843000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>5fb7112526ed1e002a176223</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2009--Bonny-G-Pasianot-R-C-Castin-N-...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:43:17.838000Z</td>\n",
       "      <td>2020-12-10T23:23:14.633000Z</td>\n",
       "      <td>2020-12-10T23:23:14.972000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          id                  template  \\\n",
       "0   5fb70ca926ed1e002a176203  5fb7035126ed1e0037179acc   \n",
       "1   5fb70e3d26ed1e0036178ae8  5fb7035126ed1e0037179acc   \n",
       "2   5fb7135d26ed1e003d174422  5fb7035126ed1e0037179acc   \n",
       "3   5fb7106526ed1e0039174426  5fb7035126ed1e0037179acc   \n",
       "4   5fb712c426ed1e002a17622f  5fb7035126ed1e0037179acc   \n",
       "5   5fb7126326ed1e003a174f07  5fb7035126ed1e0037179acc   \n",
       "6   5fb70b1d26ed1e003a174ed7  5fb7035126ed1e0037179acc   \n",
       "7   5fb70c6426ed1e003c1787fe  5fb7035126ed1e0037179acc   \n",
       "8   5fb70f0d26ed1e003d174402  5fb7035126ed1e0037179acc   \n",
       "9   5fb709ff26ed1e003a174ecf  5fb7035126ed1e0037179acc   \n",
       "10  5fb709f126ed1e003817687b  5fb7035126ed1e0037179acc   \n",
       "11  5fb70ab126ed1e00391743fe  5fb7035126ed1e0037179acc   \n",
       "12  5fb7192426ed1e00381768e7  5fb7035126ed1e0037179acc   \n",
       "13  5fb7190826ed1e002a17625b  5fb7035126ed1e0037179acc   \n",
       "14  5fb7191626ed1e003d17444a  5fb7035126ed1e0037179acc   \n",
       "15  5fb70c5626ed1e0037179b07  5fb7035126ed1e0037179acc   \n",
       "16  5fb70eff26ed1e002a176213  5fb7035126ed1e0037179acc   \n",
       "17  5fb70e8226ed1e003d1743fe  5fb7035126ed1e0037179acc   \n",
       "18  5fb70abf26ed1e003b1775c3  5fb7035126ed1e0037179acc   \n",
       "19  5fb718ec26ed1e003b177627  5fb7035126ed1e0037179acc   \n",
       "20  5fb714f926ed1e003b17760b  5fb7035126ed1e0037179acc   \n",
       "21  5fb71df726ed1e003817690b  5fb7035126ed1e0037179acc   \n",
       "22  5fb71e0426ed1e003a174f5b  5fb7035126ed1e0037179acc   \n",
       "23  5fb71d0026ed1e0037179b7f  5fb7035126ed1e0037179acc   \n",
       "24  5fb718fa26ed1e0035177c6e  5fb7035126ed1e0037179acc   \n",
       "25  5fb71fa026ed1e003d17447a  5fb7035126ed1e0037179acc   \n",
       "26  5fb712b626ed1e0035177c42  5fb7035126ed1e0037179acc   \n",
       "27  5fb712a826ed1e003b1775fb  5fb7035126ed1e0037179acc   \n",
       "28  5fb7129a26ed1e0039174436  5fb7035126ed1e0037179acc   \n",
       "29  5fb7199f26ed1e003d17444e  5fb7035126ed1e0037179acc   \n",
       "30  5fb708d326ed1e0038176873  5fb7035126ed1e0037179acc   \n",
       "31  5fb71b0626ed1e0039174472  5fb7035126ed1e0037179acc   \n",
       "32  5fb71af826ed1e0036178b44  5fb7035126ed1e0037179acc   \n",
       "33  5fb7112526ed1e002a176223  5fb7035126ed1e0037179acc   \n",
       "\n",
       "                   workspace user_id  \\\n",
       "0   5fb55e4826ed1e0015e846a9       2   \n",
       "1   5fb55e4826ed1e0015e846a9       2   \n",
       "2   5fb55e4826ed1e0015e846a9       2   \n",
       "3   5fb55e4826ed1e0015e846a9       2   \n",
       "4   5fb55e4826ed1e0015e846a9       2   \n",
       "5   5fb55e4826ed1e0015e846a9       2   \n",
       "6   5fb55e4826ed1e0015e846a9       2   \n",
       "7   5fb55e4826ed1e0015e846a9       2   \n",
       "8   5fb55e4826ed1e0015e846a9       2   \n",
       "9   5fb55e4826ed1e0015e846a9       2   \n",
       "10  5fb55e4826ed1e0015e846a9       2   \n",
       "11  5fb55e4826ed1e0015e846a9       2   \n",
       "12  5fb55e4826ed1e0015e846a9       2   \n",
       "13  5fb55e4826ed1e0015e846a9       2   \n",
       "14  5fb55e4826ed1e0015e846a9       2   \n",
       "15  5fb55e4826ed1e0015e846a9       2   \n",
       "16  5fb55e4826ed1e0015e846a9       2   \n",
       "17  5fb55e4826ed1e0015e846a9       2   \n",
       "18  5fb55e4826ed1e0015e846a9       2   \n",
       "19  5fb55e4826ed1e0015e846a9       2   \n",
       "20  5fb55e4826ed1e0015e846a9       2   \n",
       "21  5fb55e4826ed1e0015e846a9       2   \n",
       "22  5fb55e4826ed1e0015e846a9       2   \n",
       "23  5fb55e4826ed1e0015e846a9       2   \n",
       "24  5fb55e4826ed1e0015e846a9       2   \n",
       "25  5fb55e4826ed1e0015e846a9       2   \n",
       "26  5fb55e4826ed1e0015e846a9       2   \n",
       "27  5fb55e4826ed1e0015e846a9       2   \n",
       "28  5fb55e4826ed1e0015e846a9       2   \n",
       "29  5fb55e4826ed1e0015e846a9       2   \n",
       "30  5fb55e4826ed1e0015e846a9       2   \n",
       "31  5fb55e4826ed1e0015e846a9       2   \n",
       "32  5fb55e4826ed1e0015e846a9       2   \n",
       "33  5fb55e4826ed1e0015e846a9       2   \n",
       "\n",
       "                                                title  \\\n",
       "0                     potential.2004--Mishin-Y--Ni-Al   \n",
       "1   potential.2005--Mishin-Y-Mehl-M-J-Papaconstant...   \n",
       "2           potential.2011--Apostol-F-Mishin-Y--Al-Cu   \n",
       "3   potential.2008--Hashibon-A-Lozovoi-A-Y-Mishin-...   \n",
       "4            potential.2010--Apostol-F-Mishin-Y--Al-H   \n",
       "5       potential.2009--Purja-Pun-G-P-Mishin-Y--Ni-Al   \n",
       "6   potential.2002--Mishin-Y-Mehl-M-J-Papaconstant...   \n",
       "7            potential.2003--Zope-R-R-Mishin-Y--Ti-Al   \n",
       "8   potential.2006--Williams-P-L-Mishin-Y-Hamilton...   \n",
       "9   potential.1999--Mishin-Y-Farkas-D-Mehl-M-J-Pap...   \n",
       "10  potential.1999--Mishin-Y-Farkas-D-Mehl-M-J-Pap...   \n",
       "11  potential.2001--Mishin-Y-Mehl-M-J-Papaconstant...   \n",
       "12  potential.2015--Purja-Pun-G-P-Yamakov-V-Mishin...   \n",
       "13  potential.2015--Purja-Pun-G-P-Yamakov-V-Mishin...   \n",
       "14  potential.2015--Purja-Pun-G-P-Yamakov-V-Mishin...   \n",
       "15              potential.2003--Zope-R-R-Mishin-Y--Al   \n",
       "16  potential.2006--Williams-P-L-Mishin-Y-Hamilton...   \n",
       "17  potential.2006--Chamati-H-Papanicolaou-N-I-Mis...   \n",
       "18  potential.2001--Mishin-Y-Mehl-M-J-Papaconstant...   \n",
       "19  potential.2015--Purja-Pun-G-P-Darling-K-A-Kecs...   \n",
       "20         potential.2012--Purja-Pun-G-P-Mishin-Y--Co   \n",
       "21           potential.2018--Howells-C-A-Mishin-Y--Cr   \n",
       "22        potential.2018--Howells-C-A-Mishin-Y--Cr-Ni   \n",
       "23         potential.2017--Purja-Pun-G-P-Mishin-Y--Si   \n",
       "24  potential.2015--Purja-Pun-G-P-Darling-K-A-Kecs...   \n",
       "25  potential.2019--Fischer-F-Schmitz-G-Eich-S-M--...   \n",
       "26  potential.2009--Zhakhovskii-V-V-Inogamov-N-A-P...   \n",
       "27  potential.2009--Zhakhovskii-V-V-Inogamov-N-A-P...   \n",
       "28          potential.2009--Wu-H-H-Trinkle-D-R--Cu-Ag   \n",
       "29  potential.2016--Beland-L-K-Lu-C-Osetskiy-Y-N-e...   \n",
       "30         potential.1996--Farkas-D-Jones-C--Nb-Ti-Al   \n",
       "31  potential.2016--Stoller-R-E-Tamm-A-Beland-L-K-...   \n",
       "32  potential.2016--Samolyuk-G-D-Beland-L-K-Stocks...   \n",
       "33  potential.2009--Bonny-G-Pasianot-R-C-Castin-N-...   \n",
       "\n",
       "                                          xml_content  \\\n",
       "0   <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "1   <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "2   <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "3   <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "4   <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "5   <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "6   <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "7   <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "8   <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "9   <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "10  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "11  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "12  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "13  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "14  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "15  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "16  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "17  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "18  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "19  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "20  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "21  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "22  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "23  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "24  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "25  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "26  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "27  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "28  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "29  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "30  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "31  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "32  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "33  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "\n",
       "                  creation_date       last_modification_date  \\\n",
       "0   2020-11-20T00:24:09.845000Z  2020-12-15T22:33:18.153000Z   \n",
       "1   2020-11-20T00:30:53.762000Z  2020-12-10T22:12:40.885000Z   \n",
       "2   2020-11-20T00:52:45.549000Z  2021-03-02T23:21:35.528000Z   \n",
       "3   2020-11-20T00:40:05.483000Z  2020-12-10T23:16:08.481000Z   \n",
       "4   2020-11-20T00:50:12.153000Z  2021-03-02T23:21:33.497000Z   \n",
       "5   2020-11-20T00:48:35.111000Z  2020-12-10T23:33:39.006000Z   \n",
       "6   2020-11-20T00:17:33.741000Z  2020-12-10T21:43:46.205000Z   \n",
       "7   2020-11-20T00:23:00.731000Z  2020-12-10T21:55:47.124000Z   \n",
       "8   2020-11-20T00:34:21.425000Z  2020-12-10T23:02:22.128000Z   \n",
       "9   2020-11-20T00:12:47.003000Z  2020-12-10T21:33:23.060000Z   \n",
       "10  2020-11-20T00:12:33.322000Z  2020-12-10T21:32:50.290000Z   \n",
       "11  2020-11-20T00:15:44.999000Z  2020-12-10T21:40:29.680000Z   \n",
       "12  2020-11-20T01:17:24.137000Z  2020-12-11T00:38:51.731000Z   \n",
       "13  2020-11-20T01:16:56.472000Z  2020-12-11T00:37:46.259000Z   \n",
       "14  2020-11-20T01:17:10.248000Z  2020-12-11T00:38:19.001000Z   \n",
       "15  2020-11-20T00:22:46.952000Z  2020-12-10T21:55:14.441000Z   \n",
       "16  2020-11-20T00:34:07.512000Z  2020-12-10T23:01:49.231000Z   \n",
       "17  2020-11-20T00:32:02.379000Z  2020-12-10T22:56:54.122000Z   \n",
       "18  2020-11-20T00:15:59.006000Z  2020-12-10T21:41:02.425000Z   \n",
       "19  2020-11-20T01:16:28.935000Z  2020-12-11T00:36:40.857000Z   \n",
       "20  2020-11-20T00:59:37.451000Z  2020-12-10T23:58:25.743000Z   \n",
       "21  2020-11-20T01:37:59.131000Z  2020-12-11T01:28:03.157000Z   \n",
       "22  2020-11-20T01:38:12.745000Z  2020-12-11T01:28:35.900000Z   \n",
       "23  2020-11-20T01:33:52.869000Z  2021-07-09T17:13:37.995000Z   \n",
       "24  2020-11-20T01:16:42.785000Z  2020-12-11T00:37:13.553000Z   \n",
       "25  2020-11-20T01:45:04.931000Z  2021-03-15T14:57:59.603000Z   \n",
       "26  2020-11-20T00:49:58.381000Z  2020-12-10T23:36:55.628000Z   \n",
       "27  2020-11-20T00:49:44.677000Z  2020-12-10T23:36:22.876000Z   \n",
       "28  2020-11-20T00:49:30.680000Z  2020-12-10T23:35:50.134000Z   \n",
       "29  2020-11-20T01:19:27.885000Z  2020-12-11T00:43:46.778000Z   \n",
       "30  2020-11-20T00:07:47.556000Z  2020-12-10T21:21:56.218000Z   \n",
       "31  2020-11-20T01:25:26.590000Z  2020-12-11T00:57:59.112000Z   \n",
       "32  2020-11-20T01:25:12.974000Z  2021-03-02T23:21:37.588000Z   \n",
       "33  2020-11-20T00:43:17.838000Z  2020-12-10T23:23:14.633000Z   \n",
       "\n",
       "               last_change_date template_title  \n",
       "0   2020-12-15T22:33:18.590000Z      Potential  \n",
       "1   2020-12-10T22:12:41.168000Z      Potential  \n",
       "2   2021-03-02T23:21:35.817000Z      Potential  \n",
       "3   2020-12-10T23:16:08.821000Z      Potential  \n",
       "4   2021-03-02T23:21:33.759000Z      Potential  \n",
       "5   2020-12-10T23:33:39.298000Z      Potential  \n",
       "6   2020-12-10T21:43:46.491000Z      Potential  \n",
       "7   2020-12-10T21:55:47.415000Z      Potential  \n",
       "8   2020-12-10T23:02:22.444000Z      Potential  \n",
       "9   2020-12-10T21:33:23.341000Z      Potential  \n",
       "10  2020-12-10T21:32:50.585000Z      Potential  \n",
       "11  2020-12-10T21:40:29.955000Z      Potential  \n",
       "12  2020-12-11T00:38:52.007000Z      Potential  \n",
       "13  2020-12-11T00:37:46.564000Z      Potential  \n",
       "14  2020-12-11T00:38:19.291000Z      Potential  \n",
       "15  2020-12-10T21:55:14.734000Z      Potential  \n",
       "16  2020-12-10T23:01:49.577000Z      Potential  \n",
       "17  2020-12-10T22:56:54.413000Z      Potential  \n",
       "18  2020-12-10T21:41:02.698000Z      Potential  \n",
       "19  2020-12-11T00:36:41.156000Z      Potential  \n",
       "20  2020-12-10T23:58:26.031000Z      Potential  \n",
       "21  2020-12-11T01:28:03.436000Z      Potential  \n",
       "22  2020-12-11T01:28:36.229000Z      Potential  \n",
       "23  2021-07-09T17:13:41.559000Z      Potential  \n",
       "24  2020-12-11T00:37:13.843000Z      Potential  \n",
       "25  2021-03-15T14:58:00.456000Z      Potential  \n",
       "26  2020-12-10T23:36:55.974000Z      Potential  \n",
       "27  2020-12-10T23:36:23.174000Z      Potential  \n",
       "28  2020-12-10T23:35:50.412000Z      Potential  \n",
       "29  2020-12-11T00:43:47.075000Z      Potential  \n",
       "30  2020-12-10T21:21:56.533000Z      Potential  \n",
       "31  2020-12-11T00:57:59.403000Z      Potential  \n",
       "32  2021-03-02T23:21:37.843000Z      Potential  \n",
       "33  2020-12-10T23:23:14.972000Z      Potential  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "curator.query(template='Potential', keyword='Mishin')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Same function for both keyword and query calls (which rest url is used is handled underneath)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\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>id</th>\n",
       "      <th>template</th>\n",
       "      <th>workspace</th>\n",
       "      <th>user_id</th>\n",
       "      <th>title</th>\n",
       "      <th>xml_content</th>\n",
       "      <th>creation_date</th>\n",
       "      <th>last_modification_date</th>\n",
       "      <th>last_change_date</th>\n",
       "      <th>template_title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5fb70b1026ed1e0038176883</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2002--Albe-K-Nordlund-K-Nord-J-Kuron...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:17:20.229000Z</td>\n",
       "      <td>2021-07-09T17:07:49.959000Z</td>\n",
       "      <td>2021-07-09T17:07:53.503000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5fb70c3b26ed1e003817688b</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2003--Nord-J-Albe-K-Erhart-P-Nordlun...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:22:19.798000Z</td>\n",
       "      <td>2020-12-10T21:54:09.149000Z</td>\n",
       "      <td>2020-12-10T21:54:09.439000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5fb70e5926ed1e003b1775db</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2006--Bere-A-Serra-A--Ga-N</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:31:21.147000Z</td>\n",
       "      <td>2020-12-10T22:55:15.863000Z</td>\n",
       "      <td>2020-12-10T22:55:16.138000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5fb70ee426ed1e003b1775df</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2006--Murdick-D-A-Zhou-X-W-Wadley-H-...</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:33:40.019000Z</td>\n",
       "      <td>2021-07-09T17:10:28.621000Z</td>\n",
       "      <td>2021-07-09T17:10:32.175000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5fb7115c26ed1e0037179b2b</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2009--Do-E-C-Shin-Y-H-Lee-B-J--Ga-In</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:44:12.856000Z</td>\n",
       "      <td>2021-04-14T17:26:32.962000Z</td>\n",
       "      <td>2021-04-14T17:26:32.973000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5fb7116a26ed1e003c178822</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2009--Do-E-C-Shin-Y-H-Lee-B-J--Ga-In-N</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:44:26.667000Z</td>\n",
       "      <td>2021-04-14T17:28:49.268000Z</td>\n",
       "      <td>2021-04-14T17:28:49.275000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5fb7117826ed1e0036178b00</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2009--Do-E-C-Shin-Y-H-Lee-B-J--Ga-N</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T00:44:40.540000Z</td>\n",
       "      <td>2021-04-14T17:30:59.292000Z</td>\n",
       "      <td>2021-04-14T17:30:59.298000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5fb71d6d26ed1e0038176907</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2017--Zhou-X-W-Jones-R-E-Chu-K--In-Ga-N</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2020-11-20T01:35:41.715000Z</td>\n",
       "      <td>2020-12-11T01:22:35.435000Z</td>\n",
       "      <td>2020-12-11T01:22:35.721000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>607705cfe5dbce003a45a1bd</td>\n",
       "      <td>5fb7035126ed1e0037179acc</td>\n",
       "      <td>5fb55e4826ed1e0015e846a9</td>\n",
       "      <td>2</td>\n",
       "      <td>potential.2015--Elliott-R-S-Akerson-A--Ga</td>\n",
       "      <td>&lt;?xml version=\"1.0\" encoding=\"utf-8\"?&gt;\\n&lt;inter...</td>\n",
       "      <td>2021-04-14T15:10:07.529000Z</td>\n",
       "      <td>2021-04-14T15:10:07.529000Z</td>\n",
       "      <td>2021-04-14T15:10:07.829000Z</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         id                  template  \\\n",
       "0  5fb70b1026ed1e0038176883  5fb7035126ed1e0037179acc   \n",
       "1  5fb70c3b26ed1e003817688b  5fb7035126ed1e0037179acc   \n",
       "2  5fb70e5926ed1e003b1775db  5fb7035126ed1e0037179acc   \n",
       "3  5fb70ee426ed1e003b1775df  5fb7035126ed1e0037179acc   \n",
       "4  5fb7115c26ed1e0037179b2b  5fb7035126ed1e0037179acc   \n",
       "5  5fb7116a26ed1e003c178822  5fb7035126ed1e0037179acc   \n",
       "6  5fb7117826ed1e0036178b00  5fb7035126ed1e0037179acc   \n",
       "7  5fb71d6d26ed1e0038176907  5fb7035126ed1e0037179acc   \n",
       "8  607705cfe5dbce003a45a1bd  5fb7035126ed1e0037179acc   \n",
       "\n",
       "                  workspace user_id  \\\n",
       "0  5fb55e4826ed1e0015e846a9       2   \n",
       "1  5fb55e4826ed1e0015e846a9       2   \n",
       "2  5fb55e4826ed1e0015e846a9       2   \n",
       "3  5fb55e4826ed1e0015e846a9       2   \n",
       "4  5fb55e4826ed1e0015e846a9       2   \n",
       "5  5fb55e4826ed1e0015e846a9       2   \n",
       "6  5fb55e4826ed1e0015e846a9       2   \n",
       "7  5fb55e4826ed1e0015e846a9       2   \n",
       "8  5fb55e4826ed1e0015e846a9       2   \n",
       "\n",
       "                                               title  \\\n",
       "0  potential.2002--Albe-K-Nordlund-K-Nord-J-Kuron...   \n",
       "1  potential.2003--Nord-J-Albe-K-Erhart-P-Nordlun...   \n",
       "2               potential.2006--Bere-A-Serra-A--Ga-N   \n",
       "3  potential.2006--Murdick-D-A-Zhou-X-W-Wadley-H-...   \n",
       "4     potential.2009--Do-E-C-Shin-Y-H-Lee-B-J--Ga-In   \n",
       "5   potential.2009--Do-E-C-Shin-Y-H-Lee-B-J--Ga-In-N   \n",
       "6      potential.2009--Do-E-C-Shin-Y-H-Lee-B-J--Ga-N   \n",
       "7  potential.2017--Zhou-X-W-Jones-R-E-Chu-K--In-Ga-N   \n",
       "8          potential.2015--Elliott-R-S-Akerson-A--Ga   \n",
       "\n",
       "                                         xml_content  \\\n",
       "0  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "1  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "2  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "3  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "4  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "5  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "6  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "7  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "8  <?xml version=\"1.0\" encoding=\"utf-8\"?>\\n<inter...   \n",
       "\n",
       "                 creation_date       last_modification_date  \\\n",
       "0  2020-11-20T00:17:20.229000Z  2021-07-09T17:07:49.959000Z   \n",
       "1  2020-11-20T00:22:19.798000Z  2020-12-10T21:54:09.149000Z   \n",
       "2  2020-11-20T00:31:21.147000Z  2020-12-10T22:55:15.863000Z   \n",
       "3  2020-11-20T00:33:40.019000Z  2021-07-09T17:10:28.621000Z   \n",
       "4  2020-11-20T00:44:12.856000Z  2021-04-14T17:26:32.962000Z   \n",
       "5  2020-11-20T00:44:26.667000Z  2021-04-14T17:28:49.268000Z   \n",
       "6  2020-11-20T00:44:40.540000Z  2021-04-14T17:30:59.292000Z   \n",
       "7  2020-11-20T01:35:41.715000Z  2020-12-11T01:22:35.435000Z   \n",
       "8  2021-04-14T15:10:07.529000Z  2021-04-14T15:10:07.529000Z   \n",
       "\n",
       "              last_change_date template_title  \n",
       "0  2021-07-09T17:07:53.503000Z      Potential  \n",
       "1  2020-12-10T21:54:09.439000Z      Potential  \n",
       "2  2020-12-10T22:55:16.138000Z      Potential  \n",
       "3  2021-07-09T17:10:32.175000Z      Potential  \n",
       "4  2021-04-14T17:26:32.973000Z      Potential  \n",
       "5  2021-04-14T17:28:49.275000Z      Potential  \n",
       "6  2021-04-14T17:30:59.298000Z      Potential  \n",
       "7  2020-12-11T01:22:35.721000Z      Potential  \n",
       "8  2021-04-14T15:10:07.829000Z      Potential  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "curator.query(mongoquery={'interatomic-potential.element':'Ga'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "  "
   ]
  }
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