{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt \n",
    "import seaborn as sns\n",
    "\n",
    "pd.set_option('display.float_format', '{:.2f}'.format)\n",
    "sns.set_style(\"darkgrid\")\n",
    "sns.set_palette(\"mako\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_cleaned = pd.read_parquet(\"../data/processed/arxiv_papers.parquet.gzip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th {\n",
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       "    .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>submitter</th>\n",
       "      <th>authors</th>\n",
       "      <th>title</th>\n",
       "      <th>comments</th>\n",
       "      <th>journal-ref</th>\n",
       "      <th>doi</th>\n",
       "      <th>report-no</th>\n",
       "      <th>categories</th>\n",
       "      <th>license</th>\n",
       "      <th>abstract</th>\n",
       "      <th>versions</th>\n",
       "      <th>update_date</th>\n",
       "      <th>authors_parsed</th>\n",
       "      <th>cleaned_abstracts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0704.0001</td>\n",
       "      <td>Pavel Nadolsky</td>\n",
       "      <td>C. Bal\\'azs, E. L. Berger, P. M. Nadolsky, C.-...</td>\n",
       "      <td>Calculation of prompt diphoton production cros...</td>\n",
       "      <td>37 pages, 15 figures; published version</td>\n",
       "      <td>Phys.Rev.D76:013009,2007</td>\n",
       "      <td>10.1103/PhysRevD.76.013009</td>\n",
       "      <td>ANL-HEP-PR-07-12</td>\n",
       "      <td>hep-ph</td>\n",
       "      <td>None</td>\n",
       "      <td>A fully differential calculation in perturba...</td>\n",
       "      <td>[{'created': 'Mon, 2 Apr 2007 19:18:42 GMT', '...</td>\n",
       "      <td>2008-11-26</td>\n",
       "      <td>[[Balázs, C., ], [Berger, E. L., ], [Nadolsky,...</td>\n",
       "      <td>fully differential calculation perturbative...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0704.0002</td>\n",
       "      <td>Louis Theran</td>\n",
       "      <td>Ileana Streinu and Louis Theran</td>\n",
       "      <td>Sparsity-certifying Graph Decompositions</td>\n",
       "      <td>To appear in Graphs and Combinatorics</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>math.CO cs.CG</td>\n",
       "      <td>http://arxiv.org/licenses/nonexclusive-distrib...</td>\n",
       "      <td>We describe a new algorithm, the $(k,\\ell)$-...</td>\n",
       "      <td>[{'created': 'Sat, 31 Mar 2007 02:26:18 GMT', ...</td>\n",
       "      <td>2008-12-13</td>\n",
       "      <td>[[Streinu, Ileana, ], [Theran, Louis, ]]</td>\n",
       "      <td>describe new algorithm $ k,\\ell)$-pebble ga...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0704.0003</td>\n",
       "      <td>Hongjun Pan</td>\n",
       "      <td>Hongjun Pan</td>\n",
       "      <td>The evolution of the Earth-Moon system based o...</td>\n",
       "      <td>23 pages, 3 figures</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>physics.gen-ph</td>\n",
       "      <td>None</td>\n",
       "      <td>The evolution of Earth-Moon system is descri...</td>\n",
       "      <td>[{'created': 'Sun, 1 Apr 2007 20:46:54 GMT', '...</td>\n",
       "      <td>2008-01-13</td>\n",
       "      <td>[[Pan, Hongjun, ]]</td>\n",
       "      <td>evolution earth moon system describe dark m...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0704.0004</td>\n",
       "      <td>David Callan</td>\n",
       "      <td>David Callan</td>\n",
       "      <td>A determinant of Stirling cycle numbers counts...</td>\n",
       "      <td>11 pages</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>math.CO</td>\n",
       "      <td>None</td>\n",
       "      <td>We show that a determinant of Stirling cycle...</td>\n",
       "      <td>[{'created': 'Sat, 31 Mar 2007 03:16:14 GMT', ...</td>\n",
       "      <td>2007-05-23</td>\n",
       "      <td>[[Callan, David, ]]</td>\n",
       "      <td>determinant stirling cycle number count unl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0704.0005</td>\n",
       "      <td>Alberto Torchinsky</td>\n",
       "      <td>Wael Abu-Shammala and Alberto Torchinsky</td>\n",
       "      <td>From dyadic $\\Lambda_{\\alpha}$ to $\\Lambda_{\\a...</td>\n",
       "      <td>None</td>\n",
       "      <td>Illinois J. Math. 52 (2008) no.2, 681-689</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>math.CA math.FA</td>\n",
       "      <td>None</td>\n",
       "      <td>In this paper we show how to compute the $\\L...</td>\n",
       "      <td>[{'created': 'Mon, 2 Apr 2007 18:09:58 GMT', '...</td>\n",
       "      <td>2013-10-15</td>\n",
       "      <td>[[Abu-Shammala, Wael, ], [Torchinsky, Alberto, ]]</td>\n",
       "      <td>paper compute $ \\lambda_{\\alpha}$ norm $ \\a...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2268247</th>\n",
       "      <td>supr-con/9608008</td>\n",
       "      <td>Ruslan Prozorov</td>\n",
       "      <td>R. Prozorov, M. Konczykowski, B. Schmidt, Y. Y...</td>\n",
       "      <td>On the origin of the irreversibility line in t...</td>\n",
       "      <td>19 pages, LaTex, 6 PostScript figures; Author'...</td>\n",
       "      <td>None</td>\n",
       "      <td>10.1103/PhysRevB.54.15530</td>\n",
       "      <td>None</td>\n",
       "      <td>supr-con cond-mat.supr-con</td>\n",
       "      <td>None</td>\n",
       "      <td>We report on measurements of the angular dep...</td>\n",
       "      <td>[{'created': 'Mon, 26 Aug 1996 15:08:35 GMT', ...</td>\n",
       "      <td>2009-10-30</td>\n",
       "      <td>[[Prozorov, R., ], [Konczykowski, M., ], [Schm...</td>\n",
       "      <td>report measurement angular dependence irrev...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2268248</th>\n",
       "      <td>supr-con/9609001</td>\n",
       "      <td>Durga P. Choudhury</td>\n",
       "      <td>Durga P. Choudhury, Balam A. Willemsen, John S...</td>\n",
       "      <td>Nonlinear Response of HTSC Thin Film Microwave...</td>\n",
       "      <td>4 pages, LaTeX type, Uses IEEE style files, 60...</td>\n",
       "      <td>None</td>\n",
       "      <td>10.1109/77.620744</td>\n",
       "      <td>None</td>\n",
       "      <td>supr-con cond-mat.supr-con</td>\n",
       "      <td>None</td>\n",
       "      <td>The non-linear microwave surface impedance o...</td>\n",
       "      <td>[{'created': 'Sat, 31 Aug 1996 17:34:38 GMT', ...</td>\n",
       "      <td>2016-11-18</td>\n",
       "      <td>[[Choudhury, Durga P., , Physics Department, N...</td>\n",
       "      <td>non linear microwave surface impedance patt...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2268249</th>\n",
       "      <td>supr-con/9609002</td>\n",
       "      <td>Durga P. Choudhury</td>\n",
       "      <td>Balam A. Willemsen, J. S. Derov and S.Sridhar ...</td>\n",
       "      <td>Critical State Flux Penetration and Linear Mic...</td>\n",
       "      <td>20 pages, LaTeX type, Uses REVTeX style files,...</td>\n",
       "      <td>None</td>\n",
       "      <td>10.1103/PhysRevB.56.11989</td>\n",
       "      <td>None</td>\n",
       "      <td>supr-con cond-mat.supr-con</td>\n",
       "      <td>None</td>\n",
       "      <td>The vortex contribution to the dc field (H) ...</td>\n",
       "      <td>[{'created': 'Tue, 3 Sep 1996 14:08:26 GMT', '...</td>\n",
       "      <td>2009-10-30</td>\n",
       "      <td>[[Willemsen, Balam A., , Physics Department,\\n...</td>\n",
       "      <td>vortex contribution dc field h dependent mi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2268250</th>\n",
       "      <td>supr-con/9609003</td>\n",
       "      <td>Hasegawa Yasumasa</td>\n",
       "      <td>Yasumasa Hasegawa (Himeji Institute of Technol...</td>\n",
       "      <td>Density of States and NMR Relaxation Rate in A...</td>\n",
       "      <td>7 pages, 4 PostScript Figures, LaTeX, to appea...</td>\n",
       "      <td>None</td>\n",
       "      <td>10.1143/JPSJ.65.3131</td>\n",
       "      <td>None</td>\n",
       "      <td>supr-con cond-mat.supr-con</td>\n",
       "      <td>None</td>\n",
       "      <td>We show that the density of states in an ani...</td>\n",
       "      <td>[{'created': 'Wed, 18 Sep 1996 07:57:29 GMT', ...</td>\n",
       "      <td>2009-10-30</td>\n",
       "      <td>[[Hasegawa, Yasumasa, , Himeji Institute of Te...</td>\n",
       "      <td>density state anisotropic superconductor \\n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2268251</th>\n",
       "      <td>supr-con/9609004</td>\n",
       "      <td>Masanori Ichioka</td>\n",
       "      <td>Naoki Enomoto, Masanori Ichioka and Kazushige ...</td>\n",
       "      <td>Ginzburg Landau theory for d-wave pairing and ...</td>\n",
       "      <td>12 pages including 8 eps figs, LaTeX with jpsj...</td>\n",
       "      <td>J. Phys. Soc. Jpn. 66, 204 (1997).</td>\n",
       "      <td>10.1143/JPSJ.66.204</td>\n",
       "      <td>None</td>\n",
       "      <td>supr-con cond-mat.supr-con</td>\n",
       "      <td>None</td>\n",
       "      <td>The Ginzburg Landau theory for d_{x^2-y^2}-w...</td>\n",
       "      <td>[{'created': 'Wed, 25 Sep 1996 14:17:09 GMT', ...</td>\n",
       "      <td>2009-10-30</td>\n",
       "      <td>[[Enomoto, Naoki, , Okayama Univ.], [Ichioka, ...</td>\n",
       "      <td>ginzburg landau theory d_{x^2 y^2}-wave sup...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2268252 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       id           submitter   \n",
       "0               0704.0001      Pavel Nadolsky  \\\n",
       "1               0704.0002        Louis Theran   \n",
       "2               0704.0003         Hongjun Pan   \n",
       "3               0704.0004        David Callan   \n",
       "4               0704.0005  Alberto Torchinsky   \n",
       "...                   ...                 ...   \n",
       "2268247  supr-con/9608008     Ruslan Prozorov   \n",
       "2268248  supr-con/9609001  Durga P. Choudhury   \n",
       "2268249  supr-con/9609002  Durga P. Choudhury   \n",
       "2268250  supr-con/9609003   Hasegawa Yasumasa   \n",
       "2268251  supr-con/9609004    Masanori Ichioka   \n",
       "\n",
       "                                                   authors   \n",
       "0        C. Bal\\'azs, E. L. Berger, P. M. Nadolsky, C.-...  \\\n",
       "1                          Ileana Streinu and Louis Theran   \n",
       "2                                              Hongjun Pan   \n",
       "3                                             David Callan   \n",
       "4                 Wael Abu-Shammala and Alberto Torchinsky   \n",
       "...                                                    ...   \n",
       "2268247  R. Prozorov, M. Konczykowski, B. Schmidt, Y. Y...   \n",
       "2268248  Durga P. Choudhury, Balam A. Willemsen, John S...   \n",
       "2268249  Balam A. Willemsen, J. S. Derov and S.Sridhar ...   \n",
       "2268250  Yasumasa Hasegawa (Himeji Institute of Technol...   \n",
       "2268251  Naoki Enomoto, Masanori Ichioka and Kazushige ...   \n",
       "\n",
       "                                                     title   \n",
       "0        Calculation of prompt diphoton production cros...  \\\n",
       "1                 Sparsity-certifying Graph Decompositions   \n",
       "2        The evolution of the Earth-Moon system based o...   \n",
       "3        A determinant of Stirling cycle numbers counts...   \n",
       "4        From dyadic $\\Lambda_{\\alpha}$ to $\\Lambda_{\\a...   \n",
       "...                                                    ...   \n",
       "2268247  On the origin of the irreversibility line in t...   \n",
       "2268248  Nonlinear Response of HTSC Thin Film Microwave...   \n",
       "2268249  Critical State Flux Penetration and Linear Mic...   \n",
       "2268250  Density of States and NMR Relaxation Rate in A...   \n",
       "2268251  Ginzburg Landau theory for d-wave pairing and ...   \n",
       "\n",
       "                                                  comments   \n",
       "0                  37 pages, 15 figures; published version  \\\n",
       "1                    To appear in Graphs and Combinatorics   \n",
       "2                                      23 pages, 3 figures   \n",
       "3                                                 11 pages   \n",
       "4                                                     None   \n",
       "...                                                    ...   \n",
       "2268247  19 pages, LaTex, 6 PostScript figures; Author'...   \n",
       "2268248  4 pages, LaTeX type, Uses IEEE style files, 60...   \n",
       "2268249  20 pages, LaTeX type, Uses REVTeX style files,...   \n",
       "2268250  7 pages, 4 PostScript Figures, LaTeX, to appea...   \n",
       "2268251  12 pages including 8 eps figs, LaTeX with jpsj...   \n",
       "\n",
       "                                       journal-ref   \n",
       "0                         Phys.Rev.D76:013009,2007  \\\n",
       "1                                             None   \n",
       "2                                             None   \n",
       "3                                             None   \n",
       "4        Illinois J. Math. 52 (2008) no.2, 681-689   \n",
       "...                                            ...   \n",
       "2268247                                       None   \n",
       "2268248                                       None   \n",
       "2268249                                       None   \n",
       "2268250                                       None   \n",
       "2268251         J. Phys. Soc. Jpn. 66, 204 (1997).   \n",
       "\n",
       "                                doi         report-no   \n",
       "0        10.1103/PhysRevD.76.013009  ANL-HEP-PR-07-12  \\\n",
       "1                              None              None   \n",
       "2                              None              None   \n",
       "3                              None              None   \n",
       "4                              None              None   \n",
       "...                             ...               ...   \n",
       "2268247   10.1103/PhysRevB.54.15530              None   \n",
       "2268248           10.1109/77.620744              None   \n",
       "2268249   10.1103/PhysRevB.56.11989              None   \n",
       "2268250        10.1143/JPSJ.65.3131              None   \n",
       "2268251         10.1143/JPSJ.66.204              None   \n",
       "\n",
       "                         categories   \n",
       "0                            hep-ph  \\\n",
       "1                     math.CO cs.CG   \n",
       "2                    physics.gen-ph   \n",
       "3                           math.CO   \n",
       "4                   math.CA math.FA   \n",
       "...                             ...   \n",
       "2268247  supr-con cond-mat.supr-con   \n",
       "2268248  supr-con cond-mat.supr-con   \n",
       "2268249  supr-con cond-mat.supr-con   \n",
       "2268250  supr-con cond-mat.supr-con   \n",
       "2268251  supr-con cond-mat.supr-con   \n",
       "\n",
       "                                                   license   \n",
       "0                                                     None  \\\n",
       "1        http://arxiv.org/licenses/nonexclusive-distrib...   \n",
       "2                                                     None   \n",
       "3                                                     None   \n",
       "4                                                     None   \n",
       "...                                                    ...   \n",
       "2268247                                               None   \n",
       "2268248                                               None   \n",
       "2268249                                               None   \n",
       "2268250                                               None   \n",
       "2268251                                               None   \n",
       "\n",
       "                                                  abstract   \n",
       "0          A fully differential calculation in perturba...  \\\n",
       "1          We describe a new algorithm, the $(k,\\ell)$-...   \n",
       "2          The evolution of Earth-Moon system is descri...   \n",
       "3          We show that a determinant of Stirling cycle...   \n",
       "4          In this paper we show how to compute the $\\L...   \n",
       "...                                                    ...   \n",
       "2268247    We report on measurements of the angular dep...   \n",
       "2268248    The non-linear microwave surface impedance o...   \n",
       "2268249    The vortex contribution to the dc field (H) ...   \n",
       "2268250    We show that the density of states in an ani...   \n",
       "2268251    The Ginzburg Landau theory for d_{x^2-y^2}-w...   \n",
       "\n",
       "                                                  versions update_date   \n",
       "0        [{'created': 'Mon, 2 Apr 2007 19:18:42 GMT', '...  2008-11-26  \\\n",
       "1        [{'created': 'Sat, 31 Mar 2007 02:26:18 GMT', ...  2008-12-13   \n",
       "2        [{'created': 'Sun, 1 Apr 2007 20:46:54 GMT', '...  2008-01-13   \n",
       "3        [{'created': 'Sat, 31 Mar 2007 03:16:14 GMT', ...  2007-05-23   \n",
       "4        [{'created': 'Mon, 2 Apr 2007 18:09:58 GMT', '...  2013-10-15   \n",
       "...                                                    ...         ...   \n",
       "2268247  [{'created': 'Mon, 26 Aug 1996 15:08:35 GMT', ...  2009-10-30   \n",
       "2268248  [{'created': 'Sat, 31 Aug 1996 17:34:38 GMT', ...  2016-11-18   \n",
       "2268249  [{'created': 'Tue, 3 Sep 1996 14:08:26 GMT', '...  2009-10-30   \n",
       "2268250  [{'created': 'Wed, 18 Sep 1996 07:57:29 GMT', ...  2009-10-30   \n",
       "2268251  [{'created': 'Wed, 25 Sep 1996 14:17:09 GMT', ...  2009-10-30   \n",
       "\n",
       "                                            authors_parsed   \n",
       "0        [[Balázs, C., ], [Berger, E. L., ], [Nadolsky,...  \\\n",
       "1                 [[Streinu, Ileana, ], [Theran, Louis, ]]   \n",
       "2                                       [[Pan, Hongjun, ]]   \n",
       "3                                      [[Callan, David, ]]   \n",
       "4        [[Abu-Shammala, Wael, ], [Torchinsky, Alberto, ]]   \n",
       "...                                                    ...   \n",
       "2268247  [[Prozorov, R., ], [Konczykowski, M., ], [Schm...   \n",
       "2268248  [[Choudhury, Durga P., , Physics Department, N...   \n",
       "2268249  [[Willemsen, Balam A., , Physics Department,\\n...   \n",
       "2268250  [[Hasegawa, Yasumasa, , Himeji Institute of Te...   \n",
       "2268251  [[Enomoto, Naoki, , Okayama Univ.], [Ichioka, ...   \n",
       "\n",
       "                                         cleaned_abstracts  \n",
       "0           fully differential calculation perturbative...  \n",
       "1           describe new algorithm $ k,\\ell)$-pebble ga...  \n",
       "2           evolution earth moon system describe dark m...  \n",
       "3           determinant stirling cycle number count unl...  \n",
       "4           paper compute $ \\lambda_{\\alpha}$ norm $ \\a...  \n",
       "...                                                    ...  \n",
       "2268247     report measurement angular dependence irrev...  \n",
       "2268248     non linear microwave surface impedance patt...  \n",
       "2268249     vortex contribution dc field h dependent mi...  \n",
       "2268250     density state anisotropic superconductor \\n...  \n",
       "2268251     ginzburg landau theory d_{x^2 y^2}-wave sup...  \n",
       "\n",
       "[2268252 rows x 15 columns]"
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     "execution_count": 3,
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  {
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   "metadata": {},
   "outputs": [],
   "source": [
    "df_cleaned['len_abstract'] =  df_cleaned['cleaned_abstracts'].str.len()"
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   "execution_count": 8,
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       "50%         658.00\n",
       "75%         908.00\n",
       "max        4372.00\n",
       "Name: len_abstract, dtype: float64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cleaned['len_abstract'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(x='len_abstract', data=df_cleaned)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Filter data to only have records with absract leght between 446.00 and 908.00"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df_cleaned[df_cleaned['len_abstract'].between(446.00, 908.00)].reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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>submitter</th>\n",
       "      <th>authors</th>\n",
       "      <th>title</th>\n",
       "      <th>comments</th>\n",
       "      <th>journal-ref</th>\n",
       "      <th>doi</th>\n",
       "      <th>report-no</th>\n",
       "      <th>categories</th>\n",
       "      <th>license</th>\n",
       "      <th>abstract</th>\n",
       "      <th>versions</th>\n",
       "      <th>update_date</th>\n",
       "      <th>authors_parsed</th>\n",
       "      <th>cleaned_abstracts</th>\n",
       "      <th>len_abstract</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0704.0001</td>\n",
       "      <td>Pavel Nadolsky</td>\n",
       "      <td>C. Bal\\'azs, E. L. Berger, P. M. Nadolsky, C.-...</td>\n",
       "      <td>Calculation of prompt diphoton production cros...</td>\n",
       "      <td>37 pages, 15 figures; published version</td>\n",
       "      <td>Phys.Rev.D76:013009,2007</td>\n",
       "      <td>10.1103/PhysRevD.76.013009</td>\n",
       "      <td>ANL-HEP-PR-07-12</td>\n",
       "      <td>hep-ph</td>\n",
       "      <td>None</td>\n",
       "      <td>A fully differential calculation in perturba...</td>\n",
       "      <td>[{'created': 'Mon, 2 Apr 2007 19:18:42 GMT', '...</td>\n",
       "      <td>2008-11-26</td>\n",
       "      <td>[[Balázs, C., ], [Berger, E. L., ], [Nadolsky,...</td>\n",
       "      <td>fully differential calculation perturbative...</td>\n",
       "      <td>695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0704.0002</td>\n",
       "      <td>Louis Theran</td>\n",
       "      <td>Ileana Streinu and Louis Theran</td>\n",
       "      <td>Sparsity-certifying Graph Decompositions</td>\n",
       "      <td>To appear in Graphs and Combinatorics</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>math.CO cs.CG</td>\n",
       "      <td>http://arxiv.org/licenses/nonexclusive-distrib...</td>\n",
       "      <td>We describe a new algorithm, the $(k,\\ell)$-...</td>\n",
       "      <td>[{'created': 'Sat, 31 Mar 2007 02:26:18 GMT', ...</td>\n",
       "      <td>2008-12-13</td>\n",
       "      <td>[[Streinu, Ileana, ], [Theran, Louis, ]]</td>\n",
       "      <td>describe new algorithm $ k,\\ell)$-pebble ga...</td>\n",
       "      <td>619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0704.0003</td>\n",
       "      <td>Hongjun Pan</td>\n",
       "      <td>Hongjun Pan</td>\n",
       "      <td>The evolution of the Earth-Moon system based o...</td>\n",
       "      <td>23 pages, 3 figures</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>physics.gen-ph</td>\n",
       "      <td>None</td>\n",
       "      <td>The evolution of Earth-Moon system is descri...</td>\n",
       "      <td>[{'created': 'Sun, 1 Apr 2007 20:46:54 GMT', '...</td>\n",
       "      <td>2008-01-13</td>\n",
       "      <td>[[Pan, Hongjun, ]]</td>\n",
       "      <td>evolution earth moon system describe dark m...</td>\n",
       "      <td>631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0704.0006</td>\n",
       "      <td>Yue Hin Pong</td>\n",
       "      <td>Y. H. Pong and C. K. Law</td>\n",
       "      <td>Bosonic characters of atomic Cooper pairs acro...</td>\n",
       "      <td>6 pages, 4 figures, accepted by PRA</td>\n",
       "      <td>None</td>\n",
       "      <td>10.1103/PhysRevA.75.043613</td>\n",
       "      <td>None</td>\n",
       "      <td>cond-mat.mes-hall</td>\n",
       "      <td>None</td>\n",
       "      <td>We study the two-particle wave function of p...</td>\n",
       "      <td>[{'created': 'Sat, 31 Mar 2007 04:24:59 GMT', ...</td>\n",
       "      <td>2015-05-13</td>\n",
       "      <td>[[Pong, Y. H., ], [Law, C. K., ]]</td>\n",
       "      <td>study particle wave function pair atom ferm...</td>\n",
       "      <td>638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0704.0007</td>\n",
       "      <td>Alejandro Corichi</td>\n",
       "      <td>Alejandro Corichi, Tatjana Vukasinac and Jose ...</td>\n",
       "      <td>Polymer Quantum Mechanics and its Continuum Limit</td>\n",
       "      <td>16 pages, no figures. Typos corrected to match...</td>\n",
       "      <td>Phys.Rev.D76:044016,2007</td>\n",
       "      <td>10.1103/PhysRevD.76.044016</td>\n",
       "      <td>IGPG-07/03-2</td>\n",
       "      <td>gr-qc</td>\n",
       "      <td>None</td>\n",
       "      <td>A rather non-standard quantum representation...</td>\n",
       "      <td>[{'created': 'Sat, 31 Mar 2007 04:27:22 GMT', ...</td>\n",
       "      <td>2008-11-26</td>\n",
       "      <td>[[Corichi, Alejandro, ], [Vukasinac, Tatjana, ...</td>\n",
       "      <td>non standard quantum representation canonic...</td>\n",
       "      <td>734</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1135476</th>\n",
       "      <td>supr-con/9608007</td>\n",
       "      <td>None</td>\n",
       "      <td>Francesca Federici, Andrei A. Varlamov</td>\n",
       "      <td>The Fluctuation Induced Pseudogap in the Infra...</td>\n",
       "      <td>8 pages, 4 eps figures, Submitted to Phys. Rev. B</td>\n",
       "      <td>None</td>\n",
       "      <td>10.1103/PhysRevB.55.6070</td>\n",
       "      <td>None</td>\n",
       "      <td>supr-con cond-mat.supr-con</td>\n",
       "      <td>None</td>\n",
       "      <td>We study the effect of fluctuations on the {...</td>\n",
       "      <td>[{'created': 'Fri, 23 Aug 1996 09:39:49 GMT', ...</td>\n",
       "      <td>2009-10-30</td>\n",
       "      <td>[[Federici, Francesca, ], [Varlamov, Andrei A....</td>\n",
       "      <td>study effect fluctuation \\bf ac conductivit...</td>\n",
       "      <td>703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1135477</th>\n",
       "      <td>supr-con/9609001</td>\n",
       "      <td>Durga P. Choudhury</td>\n",
       "      <td>Durga P. Choudhury, Balam A. Willemsen, John S...</td>\n",
       "      <td>Nonlinear Response of HTSC Thin Film Microwave...</td>\n",
       "      <td>4 pages, LaTeX type, Uses IEEE style files, 60...</td>\n",
       "      <td>None</td>\n",
       "      <td>10.1109/77.620744</td>\n",
       "      <td>None</td>\n",
       "      <td>supr-con cond-mat.supr-con</td>\n",
       "      <td>None</td>\n",
       "      <td>The non-linear microwave surface impedance o...</td>\n",
       "      <td>[{'created': 'Sat, 31 Aug 1996 17:34:38 GMT', ...</td>\n",
       "      <td>2016-11-18</td>\n",
       "      <td>[[Choudhury, Durga P., , Physics Department, N...</td>\n",
       "      <td>non linear microwave surface impedance patt...</td>\n",
       "      <td>468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1135478</th>\n",
       "      <td>supr-con/9609002</td>\n",
       "      <td>Durga P. Choudhury</td>\n",
       "      <td>Balam A. Willemsen, J. S. Derov and S.Sridhar ...</td>\n",
       "      <td>Critical State Flux Penetration and Linear Mic...</td>\n",
       "      <td>20 pages, LaTeX type, Uses REVTeX style files,...</td>\n",
       "      <td>None</td>\n",
       "      <td>10.1103/PhysRevB.56.11989</td>\n",
       "      <td>None</td>\n",
       "      <td>supr-con cond-mat.supr-con</td>\n",
       "      <td>None</td>\n",
       "      <td>The vortex contribution to the dc field (H) ...</td>\n",
       "      <td>[{'created': 'Tue, 3 Sep 1996 14:08:26 GMT', '...</td>\n",
       "      <td>2009-10-30</td>\n",
       "      <td>[[Willemsen, Balam A., , Physics Department,\\n...</td>\n",
       "      <td>vortex contribution dc field h dependent mi...</td>\n",
       "      <td>841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1135479</th>\n",
       "      <td>supr-con/9609003</td>\n",
       "      <td>Hasegawa Yasumasa</td>\n",
       "      <td>Yasumasa Hasegawa (Himeji Institute of Technol...</td>\n",
       "      <td>Density of States and NMR Relaxation Rate in A...</td>\n",
       "      <td>7 pages, 4 PostScript Figures, LaTeX, to appea...</td>\n",
       "      <td>None</td>\n",
       "      <td>10.1143/JPSJ.65.3131</td>\n",
       "      <td>None</td>\n",
       "      <td>supr-con cond-mat.supr-con</td>\n",
       "      <td>None</td>\n",
       "      <td>We show that the density of states in an ani...</td>\n",
       "      <td>[{'created': 'Wed, 18 Sep 1996 07:57:29 GMT', ...</td>\n",
       "      <td>2009-10-30</td>\n",
       "      <td>[[Hasegawa, Yasumasa, , Himeji Institute of Te...</td>\n",
       "      <td>density state anisotropic superconductor \\n...</td>\n",
       "      <td>449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1135480</th>\n",
       "      <td>supr-con/9609004</td>\n",
       "      <td>Masanori Ichioka</td>\n",
       "      <td>Naoki Enomoto, Masanori Ichioka and Kazushige ...</td>\n",
       "      <td>Ginzburg Landau theory for d-wave pairing and ...</td>\n",
       "      <td>12 pages including 8 eps figs, LaTeX with jpsj...</td>\n",
       "      <td>J. Phys. Soc. Jpn. 66, 204 (1997).</td>\n",
       "      <td>10.1143/JPSJ.66.204</td>\n",
       "      <td>None</td>\n",
       "      <td>supr-con cond-mat.supr-con</td>\n",
       "      <td>None</td>\n",
       "      <td>The Ginzburg Landau theory for d_{x^2-y^2}-w...</td>\n",
       "      <td>[{'created': 'Wed, 25 Sep 1996 14:17:09 GMT', ...</td>\n",
       "      <td>2009-10-30</td>\n",
       "      <td>[[Enomoto, Naoki, , Okayama Univ.], [Ichioka, ...</td>\n",
       "      <td>ginzburg landau theory d_{x^2 y^2}-wave sup...</td>\n",
       "      <td>528</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1135481 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       id           submitter   \n",
       "0               0704.0001      Pavel Nadolsky  \\\n",
       "1               0704.0002        Louis Theran   \n",
       "2               0704.0003         Hongjun Pan   \n",
       "3               0704.0006        Yue Hin Pong   \n",
       "4               0704.0007   Alejandro Corichi   \n",
       "...                   ...                 ...   \n",
       "1135476  supr-con/9608007                None   \n",
       "1135477  supr-con/9609001  Durga P. Choudhury   \n",
       "1135478  supr-con/9609002  Durga P. Choudhury   \n",
       "1135479  supr-con/9609003   Hasegawa Yasumasa   \n",
       "1135480  supr-con/9609004    Masanori Ichioka   \n",
       "\n",
       "                                                   authors   \n",
       "0        C. Bal\\'azs, E. L. Berger, P. M. Nadolsky, C.-...  \\\n",
       "1                          Ileana Streinu and Louis Theran   \n",
       "2                                              Hongjun Pan   \n",
       "3                                 Y. H. Pong and C. K. Law   \n",
       "4        Alejandro Corichi, Tatjana Vukasinac and Jose ...   \n",
       "...                                                    ...   \n",
       "1135476             Francesca Federici, Andrei A. Varlamov   \n",
       "1135477  Durga P. Choudhury, Balam A. Willemsen, John S...   \n",
       "1135478  Balam A. Willemsen, J. S. Derov and S.Sridhar ...   \n",
       "1135479  Yasumasa Hasegawa (Himeji Institute of Technol...   \n",
       "1135480  Naoki Enomoto, Masanori Ichioka and Kazushige ...   \n",
       "\n",
       "                                                     title   \n",
       "0        Calculation of prompt diphoton production cros...  \\\n",
       "1                 Sparsity-certifying Graph Decompositions   \n",
       "2        The evolution of the Earth-Moon system based o...   \n",
       "3        Bosonic characters of atomic Cooper pairs acro...   \n",
       "4        Polymer Quantum Mechanics and its Continuum Limit   \n",
       "...                                                    ...   \n",
       "1135476  The Fluctuation Induced Pseudogap in the Infra...   \n",
       "1135477  Nonlinear Response of HTSC Thin Film Microwave...   \n",
       "1135478  Critical State Flux Penetration and Linear Mic...   \n",
       "1135479  Density of States and NMR Relaxation Rate in A...   \n",
       "1135480  Ginzburg Landau theory for d-wave pairing and ...   \n",
       "\n",
       "                                                  comments   \n",
       "0                  37 pages, 15 figures; published version  \\\n",
       "1                    To appear in Graphs and Combinatorics   \n",
       "2                                      23 pages, 3 figures   \n",
       "3                      6 pages, 4 figures, accepted by PRA   \n",
       "4        16 pages, no figures. Typos corrected to match...   \n",
       "...                                                    ...   \n",
       "1135476  8 pages, 4 eps figures, Submitted to Phys. Rev. B   \n",
       "1135477  4 pages, LaTeX type, Uses IEEE style files, 60...   \n",
       "1135478  20 pages, LaTeX type, Uses REVTeX style files,...   \n",
       "1135479  7 pages, 4 PostScript Figures, LaTeX, to appea...   \n",
       "1135480  12 pages including 8 eps figs, LaTeX with jpsj...   \n",
       "\n",
       "                                journal-ref                         doi   \n",
       "0                  Phys.Rev.D76:013009,2007  10.1103/PhysRevD.76.013009  \\\n",
       "1                                      None                        None   \n",
       "2                                      None                        None   \n",
       "3                                      None  10.1103/PhysRevA.75.043613   \n",
       "4                  Phys.Rev.D76:044016,2007  10.1103/PhysRevD.76.044016   \n",
       "...                                     ...                         ...   \n",
       "1135476                                None    10.1103/PhysRevB.55.6070   \n",
       "1135477                                None           10.1109/77.620744   \n",
       "1135478                                None   10.1103/PhysRevB.56.11989   \n",
       "1135479                                None        10.1143/JPSJ.65.3131   \n",
       "1135480  J. Phys. Soc. Jpn. 66, 204 (1997).         10.1143/JPSJ.66.204   \n",
       "\n",
       "                report-no                  categories   \n",
       "0        ANL-HEP-PR-07-12                      hep-ph  \\\n",
       "1                    None               math.CO cs.CG   \n",
       "2                    None              physics.gen-ph   \n",
       "3                    None           cond-mat.mes-hall   \n",
       "4            IGPG-07/03-2                       gr-qc   \n",
       "...                   ...                         ...   \n",
       "1135476              None  supr-con cond-mat.supr-con   \n",
       "1135477              None  supr-con cond-mat.supr-con   \n",
       "1135478              None  supr-con cond-mat.supr-con   \n",
       "1135479              None  supr-con cond-mat.supr-con   \n",
       "1135480              None  supr-con cond-mat.supr-con   \n",
       "\n",
       "                                                   license   \n",
       "0                                                     None  \\\n",
       "1        http://arxiv.org/licenses/nonexclusive-distrib...   \n",
       "2                                                     None   \n",
       "3                                                     None   \n",
       "4                                                     None   \n",
       "...                                                    ...   \n",
       "1135476                                               None   \n",
       "1135477                                               None   \n",
       "1135478                                               None   \n",
       "1135479                                               None   \n",
       "1135480                                               None   \n",
       "\n",
       "                                                  abstract   \n",
       "0          A fully differential calculation in perturba...  \\\n",
       "1          We describe a new algorithm, the $(k,\\ell)$-...   \n",
       "2          The evolution of Earth-Moon system is descri...   \n",
       "3          We study the two-particle wave function of p...   \n",
       "4          A rather non-standard quantum representation...   \n",
       "...                                                    ...   \n",
       "1135476    We study the effect of fluctuations on the {...   \n",
       "1135477    The non-linear microwave surface impedance o...   \n",
       "1135478    The vortex contribution to the dc field (H) ...   \n",
       "1135479    We show that the density of states in an ani...   \n",
       "1135480    The Ginzburg Landau theory for d_{x^2-y^2}-w...   \n",
       "\n",
       "                                                  versions update_date   \n",
       "0        [{'created': 'Mon, 2 Apr 2007 19:18:42 GMT', '...  2008-11-26  \\\n",
       "1        [{'created': 'Sat, 31 Mar 2007 02:26:18 GMT', ...  2008-12-13   \n",
       "2        [{'created': 'Sun, 1 Apr 2007 20:46:54 GMT', '...  2008-01-13   \n",
       "3        [{'created': 'Sat, 31 Mar 2007 04:24:59 GMT', ...  2015-05-13   \n",
       "4        [{'created': 'Sat, 31 Mar 2007 04:27:22 GMT', ...  2008-11-26   \n",
       "...                                                    ...         ...   \n",
       "1135476  [{'created': 'Fri, 23 Aug 1996 09:39:49 GMT', ...  2009-10-30   \n",
       "1135477  [{'created': 'Sat, 31 Aug 1996 17:34:38 GMT', ...  2016-11-18   \n",
       "1135478  [{'created': 'Tue, 3 Sep 1996 14:08:26 GMT', '...  2009-10-30   \n",
       "1135479  [{'created': 'Wed, 18 Sep 1996 07:57:29 GMT', ...  2009-10-30   \n",
       "1135480  [{'created': 'Wed, 25 Sep 1996 14:17:09 GMT', ...  2009-10-30   \n",
       "\n",
       "                                            authors_parsed   \n",
       "0        [[Balázs, C., ], [Berger, E. L., ], [Nadolsky,...  \\\n",
       "1                 [[Streinu, Ileana, ], [Theran, Louis, ]]   \n",
       "2                                       [[Pan, Hongjun, ]]   \n",
       "3                        [[Pong, Y. H., ], [Law, C. K., ]]   \n",
       "4        [[Corichi, Alejandro, ], [Vukasinac, Tatjana, ...   \n",
       "...                                                    ...   \n",
       "1135476  [[Federici, Francesca, ], [Varlamov, Andrei A....   \n",
       "1135477  [[Choudhury, Durga P., , Physics Department, N...   \n",
       "1135478  [[Willemsen, Balam A., , Physics Department,\\n...   \n",
       "1135479  [[Hasegawa, Yasumasa, , Himeji Institute of Te...   \n",
       "1135480  [[Enomoto, Naoki, , Okayama Univ.], [Ichioka, ...   \n",
       "\n",
       "                                         cleaned_abstracts  len_abstract  \n",
       "0           fully differential calculation perturbative...           695  \n",
       "1           describe new algorithm $ k,\\ell)$-pebble ga...           619  \n",
       "2           evolution earth moon system describe dark m...           631  \n",
       "3           study particle wave function pair atom ferm...           638  \n",
       "4           non standard quantum representation canonic...           734  \n",
       "...                                                    ...           ...  \n",
       "1135476     study effect fluctuation \\bf ac conductivit...           703  \n",
       "1135477     non linear microwave surface impedance patt...           468  \n",
       "1135478     vortex contribution dc field h dependent mi...           841  \n",
       "1135479     density state anisotropic superconductor \\n...           449  \n",
       "1135480     ginzburg landau theory d_{x^2 y^2}-wave sup...           528  \n",
       "\n",
       "[1135481 rows x 16 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(x='len_abstract', data=df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_parquet(\"/Users/luis.morales/Desktop/arxiv-paper-recommender/data/processed/reduced_arxiv_papers.parquet.gzip\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.11.4 ('arxiv-env': venv)",
   "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": "3.11.4"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "aae17c2ae2f38cc6f211be9b71a2aa280701d8462782cbc1f67caa83a1603363"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}