{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-07-08 08:44:29.719980: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
      "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "from sklearn.pipeline import Pipeline\n",
    "import spacy\n",
    "\n",
    "from typing import Union\n",
    "from collections import Counter\n",
    "import sys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       "  <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",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>908956</th>\n",
       "      <td>2301.08674</td>\n",
       "      <td>Sergio Pezzini</td>\n",
       "      <td>Daniel Vaquero, Vito Cleric\\`o, Michael Schmit...</td>\n",
       "      <td>Phonon-mediated room-temperature quantum Hall ...</td>\n",
       "      <td>17 pages, 4 figures. Supplementary information...</td>\n",
       "      <td>Nature Communications 14, 318 (2023)</td>\n",
       "      <td>10.1038/s41467-023-35986-3</td>\n",
       "      <td>None</td>\n",
       "      <td>cond-mat.mes-hall</td>\n",
       "      <td>http://arxiv.org/licenses/nonexclusive-distrib...</td>\n",
       "      <td>The quantum Hall (QH) effect in two-dimensio...</td>\n",
       "      <td>[{'created': 'Fri, 20 Jan 2023 16:53:31 GMT', ...</td>\n",
       "      <td>2023-01-23</td>\n",
       "      <td>[[Vaquero, Daniel, ], [Clericò, Vito, ], [Schm...</td>\n",
       "      <td>quantum hall qh effect dimensional electron...</td>\n",
       "      <td>842</td>\n",
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       "</div>"
      ],
      "text/plain": [
       "                id       submitter   \n",
       "908956  2301.08674  Sergio Pezzini  \\\n",
       "\n",
       "                                                  authors   \n",
       "908956  Daniel Vaquero, Vito Cleric\\`o, Michael Schmit...  \\\n",
       "\n",
       "                                                    title   \n",
       "908956  Phonon-mediated room-temperature quantum Hall ...  \\\n",
       "\n",
       "                                                 comments   \n",
       "908956  17 pages, 4 figures. Supplementary information...  \\\n",
       "\n",
       "                                 journal-ref                         doi   \n",
       "908956  Nature Communications 14, 318 (2023)  10.1038/s41467-023-35986-3  \\\n",
       "\n",
       "       report-no         categories   \n",
       "908956      None  cond-mat.mes-hall  \\\n",
       "\n",
       "                                                  license   \n",
       "908956  http://arxiv.org/licenses/nonexclusive-distrib...  \\\n",
       "\n",
       "                                                 abstract   \n",
       "908956    The quantum Hall (QH) effect in two-dimensio...  \\\n",
       "\n",
       "                                                 versions update_date   \n",
       "908956  [{'created': 'Fri, 20 Jan 2023 16:53:31 GMT', ...  2023-01-23  \\\n",
       "\n",
       "                                           authors_parsed   \n",
       "908956  [[Vaquero, Daniel, ], [Clericò, Vito, ], [Schm...  \\\n",
       "\n",
       "                                        cleaned_abstracts  len_abstract  \n",
       "908956     quantum hall qh effect dimensional electron...           842  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_parquet(\"/Users/luis.morales/Desktop/arxiv-paper-recommender/data/processed/reduced_arxiv_papers.parquet.gzip\").sample(frac=None)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_parquet(\"/Users/luis.morales/Desktop/arxiv-paper-recommender/data/processed/reduced_arxiv_papers.parquet.gzip\").sample(30000).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>cond-mat/0509555</td>\n",
       "      <td>Ricardo Brito</td>\n",
       "      <td>M.H.Ernst and R. Brito</td>\n",
       "      <td>Generalized Green-Kubo formulas for fluids wit...</td>\n",
       "      <td>14 pages, no figures. Version 2: expanded Intr...</td>\n",
       "      <td>Phys. Rev. E 72 (2006) 061102</td>\n",
       "      <td>10.1103/PhysRevE.72.061102</td>\n",
       "      <td>None</td>\n",
       "      <td>cond-mat.stat-mech</td>\n",
       "      <td>None</td>\n",
       "      <td>We present a generalization of the Green-Kub...</td>\n",
       "      <td>[{'created': 'Wed, 21 Sep 2005 17:18:42 GMT', ...</td>\n",
       "      <td>2007-05-23</td>\n",
       "      <td>[[Ernst, M. H., ], [Brito, R., ]]</td>\n",
       "      <td>present generalization green kubo expressio...</td>\n",
       "      <td>814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>cond-mat/0204489</td>\n",
       "      <td>Jizhong Lou</td>\n",
       "      <td>Jizhong Lou, Shaojin Qin, Changfeng Chen, Zhao...</td>\n",
       "      <td>Field-induced gap in the spin-1/2 antiferromag...</td>\n",
       "      <td>8 pages, 6 figures</td>\n",
       "      <td>Phys. Rev. B 65, 064420 (2002)</td>\n",
       "      <td>10.1103/PhysRevB.65.064420</td>\n",
       "      <td>None</td>\n",
       "      <td>cond-mat.str-el</td>\n",
       "      <td>None</td>\n",
       "      <td>We study the spin-1/2 antiferromagnetic Heis...</td>\n",
       "      <td>[{'created': 'Tue, 23 Apr 2002 14:28:46 GMT', ...</td>\n",
       "      <td>2009-11-07</td>\n",
       "      <td>[[Lou, Jizhong, ], [Qin, Shaojin, ], [Chen, Ch...</td>\n",
       "      <td>study spin-1/2 antiferromagnetic heisenberg...</td>\n",
       "      <td>856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0708.0723</td>\n",
       "      <td>Salvatore Capozziello</td>\n",
       "      <td>S. Capozziello, A. Stabile, A. Troisi</td>\n",
       "      <td>The Newtonian Limit of F(R) gravity</td>\n",
       "      <td>16 pages</td>\n",
       "      <td>Phys.Rev.D76:104019,2007</td>\n",
       "      <td>10.1103/PhysRevD.76.104019</td>\n",
       "      <td>None</td>\n",
       "      <td>gr-qc astro-ph</td>\n",
       "      <td>None</td>\n",
       "      <td>A general analytic procedure is developed to...</td>\n",
       "      <td>[{'created': 'Mon, 6 Aug 2007 08:46:02 GMT', '...</td>\n",
       "      <td>2008-11-26</td>\n",
       "      <td>[[Capozziello, S., ], [Stabile, A., ], [Troisi...</td>\n",
       "      <td>general analytic procedure develop deal new...</td>\n",
       "      <td>821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1312.3113</td>\n",
       "      <td>Dmitry  Shcherbakov M.Sc.</td>\n",
       "      <td>Dmitry Shcherbakov, Matthias Ehrhardt, Michael...</td>\n",
       "      <td>Force-Gradient Nested Multirate Methods for Ha...</td>\n",
       "      <td>16 pages 3 figures, submitted to Applied Numer...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>math.NA math-ph math.MP quant-ph</td>\n",
       "      <td>http://arxiv.org/licenses/nonexclusive-distrib...</td>\n",
       "      <td>Force-gradient decomposition methods are use...</td>\n",
       "      <td>[{'created': 'Wed, 11 Dec 2013 11:08:03 GMT', ...</td>\n",
       "      <td>2013-12-12</td>\n",
       "      <td>[[Shcherbakov, Dmitry, ], [Ehrhardt, Matthias,...</td>\n",
       "      <td>force gradient decomposition method improve...</td>\n",
       "      <td>535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1607.01234</td>\n",
       "      <td>Yadao Solanke</td>\n",
       "      <td>Y. S. Solanke, D. D.Pawar and V. J. Dagwal</td>\n",
       "      <td>Role of the constant deceleration parameter in...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>gr-qc</td>\n",
       "      <td>http://arxiv.org/licenses/nonexclusive-distrib...</td>\n",
       "      <td>The main purpose of the present paper is to ...</td>\n",
       "      <td>[{'created': 'Tue, 5 Jul 2016 12:58:00 GMT', '...</td>\n",
       "      <td>2020-03-06</td>\n",
       "      <td>[[Solanke, Y. S., ], [Pawar, D. D., ], [Dagwal...</td>\n",
       "      <td>main purpose present paper investigate lrs ...</td>\n",
       "      <td>557</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id                  submitter   \n",
       "0  cond-mat/0509555              Ricardo Brito  \\\n",
       "1  cond-mat/0204489                Jizhong Lou   \n",
       "2         0708.0723      Salvatore Capozziello   \n",
       "3         1312.3113  Dmitry  Shcherbakov M.Sc.   \n",
       "4        1607.01234              Yadao Solanke   \n",
       "\n",
       "                                             authors   \n",
       "0                             M.H.Ernst and R. Brito  \\\n",
       "1  Jizhong Lou, Shaojin Qin, Changfeng Chen, Zhao...   \n",
       "2              S. Capozziello, A. Stabile, A. Troisi   \n",
       "3  Dmitry Shcherbakov, Matthias Ehrhardt, Michael...   \n",
       "4         Y. S. Solanke, D. D.Pawar and V. J. Dagwal   \n",
       "\n",
       "                                               title   \n",
       "0  Generalized Green-Kubo formulas for fluids wit...  \\\n",
       "1  Field-induced gap in the spin-1/2 antiferromag...   \n",
       "2                The Newtonian Limit of F(R) gravity   \n",
       "3  Force-Gradient Nested Multirate Methods for Ha...   \n",
       "4  Role of the constant deceleration parameter in...   \n",
       "\n",
       "                                            comments   \n",
       "0  14 pages, no figures. Version 2: expanded Intr...  \\\n",
       "1                                 8 pages, 6 figures   \n",
       "2                                           16 pages   \n",
       "3  16 pages 3 figures, submitted to Applied Numer...   \n",
       "4                                               None   \n",
       "\n",
       "                      journal-ref                         doi report-no   \n",
       "0   Phys. Rev. E 72 (2006) 061102  10.1103/PhysRevE.72.061102      None  \\\n",
       "1  Phys. Rev. B 65, 064420 (2002)  10.1103/PhysRevB.65.064420      None   \n",
       "2        Phys.Rev.D76:104019,2007  10.1103/PhysRevD.76.104019      None   \n",
       "3                            None                        None      None   \n",
       "4                            None                        None      None   \n",
       "\n",
       "                         categories   \n",
       "0                cond-mat.stat-mech  \\\n",
       "1                   cond-mat.str-el   \n",
       "2                    gr-qc astro-ph   \n",
       "3  math.NA math-ph math.MP quant-ph   \n",
       "4                             gr-qc   \n",
       "\n",
       "                                             license   \n",
       "0                                               None  \\\n",
       "1                                               None   \n",
       "2                                               None   \n",
       "3  http://arxiv.org/licenses/nonexclusive-distrib...   \n",
       "4  http://arxiv.org/licenses/nonexclusive-distrib...   \n",
       "\n",
       "                                            abstract   \n",
       "0    We present a generalization of the Green-Kub...  \\\n",
       "1    We study the spin-1/2 antiferromagnetic Heis...   \n",
       "2    A general analytic procedure is developed to...   \n",
       "3    Force-gradient decomposition methods are use...   \n",
       "4    The main purpose of the present paper is to ...   \n",
       "\n",
       "                                            versions update_date   \n",
       "0  [{'created': 'Wed, 21 Sep 2005 17:18:42 GMT', ...  2007-05-23  \\\n",
       "1  [{'created': 'Tue, 23 Apr 2002 14:28:46 GMT', ...  2009-11-07   \n",
       "2  [{'created': 'Mon, 6 Aug 2007 08:46:02 GMT', '...  2008-11-26   \n",
       "3  [{'created': 'Wed, 11 Dec 2013 11:08:03 GMT', ...  2013-12-12   \n",
       "4  [{'created': 'Tue, 5 Jul 2016 12:58:00 GMT', '...  2020-03-06   \n",
       "\n",
       "                                      authors_parsed   \n",
       "0                  [[Ernst, M. H., ], [Brito, R., ]]  \\\n",
       "1  [[Lou, Jizhong, ], [Qin, Shaojin, ], [Chen, Ch...   \n",
       "2  [[Capozziello, S., ], [Stabile, A., ], [Troisi...   \n",
       "3  [[Shcherbakov, Dmitry, ], [Ehrhardt, Matthias,...   \n",
       "4  [[Solanke, Y. S., ], [Pawar, D. D., ], [Dagwal...   \n",
       "\n",
       "                                   cleaned_abstracts  len_abstract  \n",
       "0     present generalization green kubo expressio...           814  \n",
       "1     study spin-1/2 antiferromagnetic heisenberg...           856  \n",
       "2     general analytic procedure develop deal new...           821  \n",
       "3     force gradient decomposition method improve...           535  \n",
       "4     main purpose present paper investigate lrs ...           557  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read Tokens"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_list_from_file(file_path: str):\n",
    "    \"\"\"\n",
    "    Reads a text file containing a list and converts it back to a Python list\n",
    "    Args:\n",
    "        file_path (str): Path to the text file\n",
    "    Returns:\n",
    "        list: The Python list read from the file.\n",
    "    \"\"\"\n",
    "    try:\n",
    "        with open(file_path, 'r') as file:\n",
    "            # Read the contents of the file\n",
    "            file_contents = file.read()\n",
    "            lines = file_contents.split('\\n')\n",
    "            plist = [item for item in lines if item]\n",
    "\n",
    "            return plist\n",
    "    except FileNotFoundError:\n",
    "        raise FileNotFoundError(\"The specified file cannot be found.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# tokens_path = \"../data/processed/corpus_tokens.txt\"\n",
    "# tokens = read_list_from_file(tokens_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# tokens_set = set(tokens)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# len(tokens_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# count_unique_words = Counter(tokens)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# most_common_words = count_unique_words.most_common(int(len(tokens_set) * 0.7))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# dict_of_words = [pair[0] for pair in most_common_words]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# count_unique_words.most_common()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Continue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "vectorizer = TfidfVectorizer()\n",
    "vectors = vectorizer.fit_transform(df['cleaned_abstracts'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "tfidf_features =  [i for i in vectorizer.get_feature_names_out()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "tfidf_vectors = vectors.toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "tfidf_df = pd.DataFrame(tfidf_vectors, columns=tfidf_features)\n",
    "# "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
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       "[30000 rows x 56862 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tfidf_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "full_df = pd.concat([df, tfidf_df], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
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       "      <td>Nucl.Instrum.Meth. A534 (2004) 53-58</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29995</th>\n",
       "      <td>1411.7041</td>\n",
       "      <td>Xi Dong</td>\n",
       "      <td>Ahmed Almheiri, Xi Dong, Daniel Harlow</td>\n",
       "      <td>Bulk Locality and Quantum Error Correction in ...</td>\n",
       "      <td>30 pages plus appendices, 10 figures. v2: sect...</td>\n",
       "      <td>JHEP 1504:163,2015</td>\n",
       "      <td>10.1007/JHEP04(2015)163</td>\n",
       "      <td>SU-ITP-14/30</td>\n",
       "      <td>hep-th gr-qc quant-ph</td>\n",
       "      <td>http://arxiv.org/licenses/nonexclusive-distrib...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29996</th>\n",
       "      <td>1408.4854</td>\n",
       "      <td>Vitaly Vanchurin</td>\n",
       "      <td>Vitaly Vanchurin</td>\n",
       "      <td>The Continuum of Discrete Trajectories in Eter...</td>\n",
       "      <td>12 pages</td>\n",
       "      <td>Phys.Rev. D91 (2015) no.2, 02351</td>\n",
       "      <td>10.1103/PhysRevD.91.023511</td>\n",
       "      <td>None</td>\n",
       "      <td>hep-th gr-qc hep-ph</td>\n",
       "      <td>http://arxiv.org/licenses/nonexclusive-distrib...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29997</th>\n",
       "      <td>1008.2215</td>\n",
       "      <td>Andrey Katz</td>\n",
       "      <td>Daniel Green, Andrey Katz, and Zohar Komargodski</td>\n",
       "      <td>Direct Gaugino Mediation</td>\n",
       "      <td>26 pages, 1 figure. v2: minor corrections, ref...</td>\n",
       "      <td>Phys.Rev.Lett.106:061801,2011</td>\n",
       "      <td>10.1103/PhysRevLett.106.061801</td>\n",
       "      <td>UMD-PP-10-013</td>\n",
       "      <td>hep-th hep-ph</td>\n",
       "      <td>http://arxiv.org/licenses/nonexclusive-distrib...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29998</th>\n",
       "      <td>1605.05516</td>\n",
       "      <td>Gabriel Riviere</td>\n",
       "      <td>Nguyen Viet Dang (ICJ), Gabriel Riviere (LPP)</td>\n",
       "      <td>Spectral analysis of morse-smale gradient flows</td>\n",
       "      <td>Shortened version (56 p.), to appear in Annale...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>math.DS math.GT math.SP</td>\n",
       "      <td>http://arxiv.org/licenses/nonexclusive-distrib...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29999</th>\n",
       "      <td>2109.02110</td>\n",
       "      <td>Dingshun Lv</td>\n",
       "      <td>Changsu Cao, Jiaqi Hu, Wengang Zhang, Xusheng ...</td>\n",
       "      <td>Towards a Larger Molecular Simulation on the Q...</td>\n",
       "      <td>12 pages, 9 figures, 2 tables</td>\n",
       "      <td>None</td>\n",
       "      <td>10.1103/PhysRevA.105.062452</td>\n",
       "      <td>None</td>\n",
       "      <td>quant-ph</td>\n",
       "      <td>http://arxiv.org/licenses/nonexclusive-distrib...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30000 rows × 56878 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               id               submitter   \n",
       "0       1109.5512             Keita Owari  \\\n",
       "1      cs/0403015           Ichiro Adachi   \n",
       "2      1706.05858               Zheng Xie   \n",
       "3      1605.09027  Roland Duduchava Prof.   \n",
       "4       1110.4381        Jian-Xin Zhu Dr.   \n",
       "...           ...                     ...   \n",
       "29995   1411.7041                 Xi Dong   \n",
       "29996   1408.4854        Vitaly Vanchurin   \n",
       "29997   1008.2215             Andrey Katz   \n",
       "29998  1605.05516         Gabriel Riviere   \n",
       "29999  2109.02110             Dingshun Lv   \n",
       "\n",
       "                                                 authors   \n",
       "0                                            Keita Owari  \\\n",
       "1      Ichiro Adachi, Taisuke Hibino, Luc Hinz, Ryosu...   \n",
       "2      Zheng Xie, Miao Li, Jianping Li, Xiaojun Duan,...   \n",
       "3      Tengiz Buchukuri, Roland Duduchava, George Tep...   \n",
       "4      Jian-Xin Zhu, Jean-Pierre Julien, Y. Dubi, A. ...   \n",
       "...                                                  ...   \n",
       "29995             Ahmed Almheiri, Xi Dong, Daniel Harlow   \n",
       "29996                                   Vitaly Vanchurin   \n",
       "29997   Daniel Green, Andrey Katz, and Zohar Komargodski   \n",
       "29998      Nguyen Viet Dang (ICJ), Gabriel Riviere (LPP)   \n",
       "29999  Changsu Cao, Jiaqi Hu, Wengang Zhang, Xusheng ...   \n",
       "\n",
       "                                                   title   \n",
       "0      On Admissible Strategies in Robust Utility Max...  \\\n",
       "1                                 Belle Computing System   \n",
       "2      Feature analysis of multidisciplinary scientif...   \n",
       "3      Laplace-Beltrami equation on hypersurfaces and...   \n",
       "4      Local Electronic Structure and Fano Interferen...   \n",
       "...                                                  ...   \n",
       "29995  Bulk Locality and Quantum Error Correction in ...   \n",
       "29996  The Continuum of Discrete Trajectories in Eter...   \n",
       "29997                           Direct Gaugino Mediation   \n",
       "29998    Spectral analysis of morse-smale gradient flows   \n",
       "29999  Towards a Larger Molecular Simulation on the Q...   \n",
       "\n",
       "                                                comments   \n",
       "0      Forthcoming in Mathematics and Financial Econo...  \\\n",
       "1      6 pages, 6 figures, talk given at ACAT03, Tsuk...   \n",
       "2                                                   None   \n",
       "3                                    38 pages, 2 figures   \n",
       "4      4+ pages, 3 eps figures, revised version with ...   \n",
       "...                                                  ...   \n",
       "29995  30 pages plus appendices, 10 figures. v2: sect...   \n",
       "29996                                           12 pages   \n",
       "29997  26 pages, 1 figure. v2: minor corrections, ref...   \n",
       "29998  Shortened version (56 p.), to appear in Annale...   \n",
       "29999                      12 pages, 9 figures, 2 tables   \n",
       "\n",
       "                                             journal-ref   \n",
       "0      Mathematics and Financial Economics, Vol. 6, N...  \\\n",
       "1                   Nucl.Instrum.Meth. A534 (2004) 53-58   \n",
       "2      Xie, Z., Li, M., Li, J., Duan, X., & Ouyang, Z...   \n",
       "3                                                   None   \n",
       "4                                                   None   \n",
       "...                                                  ...   \n",
       "29995                                 JHEP 1504:163,2015   \n",
       "29996                   Phys.Rev. D91 (2015) no.2, 02351   \n",
       "29997                      Phys.Rev.Lett.106:061801,2011   \n",
       "29998                                               None   \n",
       "29999                                               None   \n",
       "\n",
       "                                   doi       report-no   \n",
       "0            10.1007/s11579-012-0068-3            None  \\\n",
       "1           10.1016/j.nima.2004.07.058            None   \n",
       "2      10.1140/epjds/s13688-018-0134-z            None   \n",
       "3                                 None            None   \n",
       "4       10.1103/PhysRevLett.108.186401  LA-UR 11-05833   \n",
       "...                                ...             ...   \n",
       "29995          10.1007/JHEP04(2015)163    SU-ITP-14/30   \n",
       "29996       10.1103/PhysRevD.91.023511            None   \n",
       "29997   10.1103/PhysRevLett.106.061801   UMD-PP-10-013   \n",
       "29998                             None            None   \n",
       "29999      10.1103/PhysRevA.105.062452            None   \n",
       "\n",
       "                    categories   \n",
       "0             q-fin.PM math.PR  \\\n",
       "1                        cs.DC   \n",
       "2         physics.soc-ph cs.DL   \n",
       "3              math-ph math.MP   \n",
       "4              cond-mat.str-el   \n",
       "...                        ...   \n",
       "29995    hep-th gr-qc quant-ph   \n",
       "29996      hep-th gr-qc hep-ph   \n",
       "29997            hep-th hep-ph   \n",
       "29998  math.DS math.GT math.SP   \n",
       "29999                 quant-ph   \n",
       "\n",
       "                                                 license  ...   zy zygmund   \n",
       "0      http://arxiv.org/licenses/nonexclusive-distrib...  ...  0.0     0.0  \\\n",
       "1                                                   None  ...  0.0     0.0   \n",
       "2      http://arxiv.org/licenses/nonexclusive-distrib...  ...  0.0     0.0   \n",
       "3      http://arxiv.org/licenses/nonexclusive-distrib...  ...  0.0     0.0   \n",
       "4      http://arxiv.org/licenses/nonexclusive-distrib...  ...  0.0     0.0   \n",
       "...                                                  ...  ...  ...     ...   \n",
       "29995  http://arxiv.org/licenses/nonexclusive-distrib...  ...  0.0     0.0   \n",
       "29996  http://arxiv.org/licenses/nonexclusive-distrib...  ...  0.0     0.0   \n",
       "29997  http://arxiv.org/licenses/nonexclusive-distrib...  ...  0.0     0.0   \n",
       "29998  http://arxiv.org/licenses/nonexclusive-distrib...  ...  0.0     0.0   \n",
       "29999  http://arxiv.org/licenses/nonexclusive-distrib...  ...  0.0     0.0   \n",
       "\n",
       "      zygoma zygomatic zygote  zykin  zytkow   zz  zzgamma  zzz  \n",
       "0        0.0       0.0    0.0    0.0     0.0  0.0      0.0  0.0  \n",
       "1        0.0       0.0    0.0    0.0     0.0  0.0      0.0  0.0  \n",
       "2        0.0       0.0    0.0    0.0     0.0  0.0      0.0  0.0  \n",
       "3        0.0       0.0    0.0    0.0     0.0  0.0      0.0  0.0  \n",
       "4        0.0       0.0    0.0    0.0     0.0  0.0      0.0  0.0  \n",
       "...      ...       ...    ...    ...     ...  ...      ...  ...  \n",
       "29995    0.0       0.0    0.0    0.0     0.0  0.0      0.0  0.0  \n",
       "29996    0.0       0.0    0.0    0.0     0.0  0.0      0.0  0.0  \n",
       "29997    0.0       0.0    0.0    0.0     0.0  0.0      0.0  0.0  \n",
       "29998    0.0       0.0    0.0    0.0     0.0  0.0      0.0  0.0  \n",
       "29999    0.0       0.0    0.0    0.0     0.0  0.0      0.0  0.0  \n",
       "\n",
       "[30000 rows x 56878 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocessAbstracts(doc: Union[pd.Series, str], nlp = spacy.load('en_core_web_sm')):\n",
    "    \"\"\"\n",
    "    TODO: Optimize NLP Object to only obtain stopwords, lemmas, and tokenize docs.\n",
    "    \n",
    "    Cleans and processes the input documents by performing various text cleaning operations.\n",
    "\n",
    "    Args:\n",
    "        doc (pd.Series): The documents to be cleaned, passed in a Series object.\n",
    "        stemming (bool, optional): Specifies whether stemming should be applied. Defaults to False.\n",
    "\n",
    "    Returns:\n",
    "        str: The cleaned and processed document as a single string.\n",
    "    \"\"\"\n",
    "    doc = doc.lower()\n",
    "    doc = nlp(doc)\n",
    "    tokens = [tokens.lower_ for tokens in doc]\n",
    "    tokens = [tokens for tokens in doc if (tokens.is_stop == False)]\n",
    "    tokens = [tokens for tokens in tokens if (tokens.is_punct == False)]\n",
    "    final_token = [token.lemma_ for token in tokens]\n",
    "    \n",
    "    return [\" \".join(final_token)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "abstract = \"A fully differential calculation in perturbative quantum chromodynamics is presented for the production of massive photon pairs at hadron colliders. All next-to-leading order perturbative contributions from quark-antiquark, gluon-(anti)quark, and gluon-gluon subprocesses are included, as well as all-orders resummation of initial-state gluon radiation valid at next-to-next-to-leading logarithmic accuracy. The region of phase space is specified in which the calculation is most reliable. Good agreement is demonstrated with data from the Fermilab Tevatron, and predictions are made for more detailed tests with CDF and DO data. Predictions are shown for distributions of diphoton pairs produced at the energy of the Large Hadron Collider (LHC). Distributions of the diphoton pairs from the decay of a Higgs boson are contrasted with those produced from QCD processes at the LHC, showing that enhanced sensitivity to the signal can be obtained with judicious selection of events. \"\n",
    "\n",
    "abstract_preprocessed = preprocessAbstracts(abstract)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0., 0., 0., ..., 0., 0., 0.]])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_test = vectorizer.transform(abstract_preprocessed).toarray()\n",
    "_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# def music_recomendation(dataset: pd.DataFrame, song_df: pd.DataFrame):\n",
    "#     numerical_features_dataset = dataset[SONG_FEATURES]\n",
    "#     numerical_features_song = song_df[SONG_FEATURES]\n",
    "    \n",
    "#     similarity = cosine_similarity(numerical_features_dataset, numerical_features_song)\n",
    "#     similarity_df = pd.DataFrame(similarity, columns=['cosine_similarity'])\n",
    "    \n",
    "#     results = pd.concat([dataset, similarity_df], axis=1)\n",
    "    \n",
    "#     return results.sort_values('cosine_similarity', ascending=False).reset_index(drop=True).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[62], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mtfidf_df\u001b[49m\u001b[43m[\u001b[49m\u001b[43mtfidf_features\u001b[49m\u001b[43m]\u001b[49m\u001b[38;5;241m.\u001b[39mto_array()\n",
      "File \u001b[0;32m~/Desktop/arxiv-paper-recommender/arxiv-env/lib/python3.11/site-packages/pandas/core/frame.py:3773\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   3770\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mgetattr\u001b[39m(indexer, \u001b[39m\"\u001b[39m\u001b[39mdtype\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39mNone\u001b[39;00m) \u001b[39m==\u001b[39m \u001b[39mbool\u001b[39m:\n\u001b[1;32m   3771\u001b[0m     indexer \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mwhere(indexer)[\u001b[39m0\u001b[39m]\n\u001b[0;32m-> 3773\u001b[0m data \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_take_with_is_copy(indexer, axis\u001b[39m=\u001b[39;49m\u001b[39m1\u001b[39;49m)\n\u001b[1;32m   3775\u001b[0m \u001b[39mif\u001b[39;00m is_single_key:\n\u001b[1;32m   3776\u001b[0m     \u001b[39m# What does looking for a single key in a non-unique index return?\u001b[39;00m\n\u001b[1;32m   3777\u001b[0m     \u001b[39m# The behavior is inconsistent. It returns a Series, except when\u001b[39;00m\n\u001b[1;32m   3778\u001b[0m     \u001b[39m# - the key itself is repeated (test on data.shape, #9519), or\u001b[39;00m\n\u001b[1;32m   3779\u001b[0m     \u001b[39m# - we have a MultiIndex on columns (test on self.columns, #21309)\u001b[39;00m\n\u001b[1;32m   3780\u001b[0m     \u001b[39mif\u001b[39;00m data\u001b[39m.\u001b[39mshape[\u001b[39m1\u001b[39m] \u001b[39m==\u001b[39m \u001b[39m1\u001b[39m \u001b[39mand\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39misinstance\u001b[39m(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mcolumns, MultiIndex):\n\u001b[1;32m   3781\u001b[0m         \u001b[39m# GH#26490 using data[key] can cause RecursionError\u001b[39;00m\n",
      "File \u001b[0;32m~/Desktop/arxiv-paper-recommender/arxiv-env/lib/python3.11/site-packages/pandas/core/generic.py:3948\u001b[0m, in \u001b[0;36mNDFrame._take_with_is_copy\u001b[0;34m(self, indices, axis)\u001b[0m\n\u001b[1;32m   3940\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_take_with_is_copy\u001b[39m(\u001b[39mself\u001b[39m: NDFrameT, indices, axis: Axis \u001b[39m=\u001b[39m \u001b[39m0\u001b[39m) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m NDFrameT:\n\u001b[1;32m   3941\u001b[0m \u001b[39m    \u001b[39m\u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m   3942\u001b[0m \u001b[39m    Internal version of the `take` method that sets the `_is_copy`\u001b[39;00m\n\u001b[1;32m   3943\u001b[0m \u001b[39m    attribute to keep track of the parent dataframe (using in indexing\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   3946\u001b[0m \u001b[39m    See the docstring of `take` for full explanation of the parameters.\u001b[39;00m\n\u001b[1;32m   3947\u001b[0m \u001b[39m    \"\"\"\u001b[39;00m\n\u001b[0;32m-> 3948\u001b[0m     result \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_take(indices\u001b[39m=\u001b[39;49mindices, axis\u001b[39m=\u001b[39;49maxis)\n\u001b[1;32m   3949\u001b[0m     \u001b[39m# Maybe set copy if we didn't actually change the index.\u001b[39;00m\n\u001b[1;32m   3950\u001b[0m     \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m result\u001b[39m.\u001b[39m_get_axis(axis)\u001b[39m.\u001b[39mequals(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_get_axis(axis)):\n",
      "File \u001b[0;32m~/Desktop/arxiv-paper-recommender/arxiv-env/lib/python3.11/site-packages/pandas/core/generic.py:3932\u001b[0m, in \u001b[0;36mNDFrame._take\u001b[0;34m(self, indices, axis, convert_indices)\u001b[0m\n\u001b[1;32m   3924\u001b[0m     \u001b[39mif\u001b[39;00m (\n\u001b[1;32m   3925\u001b[0m         axis \u001b[39m==\u001b[39m \u001b[39m0\u001b[39m\n\u001b[1;32m   3926\u001b[0m         \u001b[39mand\u001b[39;00m indices\u001b[39m.\u001b[39mndim \u001b[39m==\u001b[39m \u001b[39m1\u001b[39m\n\u001b[1;32m   3927\u001b[0m         \u001b[39mand\u001b[39;00m using_copy_on_write()\n\u001b[1;32m   3928\u001b[0m         \u001b[39mand\u001b[39;00m is_range_indexer(indices, \u001b[39mlen\u001b[39m(\u001b[39mself\u001b[39m))\n\u001b[1;32m   3929\u001b[0m     ):\n\u001b[1;32m   3930\u001b[0m         \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mcopy(deep\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m)\n\u001b[0;32m-> 3932\u001b[0m new_data \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_mgr\u001b[39m.\u001b[39;49mtake(\n\u001b[1;32m   3933\u001b[0m     indices,\n\u001b[1;32m   3934\u001b[0m     axis\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_get_block_manager_axis(axis),\n\u001b[1;32m   3935\u001b[0m     verify\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m,\n\u001b[1;32m   3936\u001b[0m     convert_indices\u001b[39m=\u001b[39;49mconvert_indices,\n\u001b[1;32m   3937\u001b[0m )\n\u001b[1;32m   3938\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_constructor(new_data)\u001b[39m.\u001b[39m__finalize__(\u001b[39mself\u001b[39m, method\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mtake\u001b[39m\u001b[39m\"\u001b[39m)\n",
      "File \u001b[0;32m~/Desktop/arxiv-paper-recommender/arxiv-env/lib/python3.11/site-packages/pandas/core/internals/managers.py:963\u001b[0m, in \u001b[0;36mBaseBlockManager.take\u001b[0;34m(self, indexer, axis, verify, convert_indices)\u001b[0m\n\u001b[1;32m    960\u001b[0m     indexer \u001b[39m=\u001b[39m maybe_convert_indices(indexer, n, verify\u001b[39m=\u001b[39mverify)\n\u001b[1;32m    962\u001b[0m new_labels \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39maxes[axis]\u001b[39m.\u001b[39mtake(indexer)\n\u001b[0;32m--> 963\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mreindex_indexer(\n\u001b[1;32m    964\u001b[0m     new_axis\u001b[39m=\u001b[39;49mnew_labels,\n\u001b[1;32m    965\u001b[0m     indexer\u001b[39m=\u001b[39;49mindexer,\n\u001b[1;32m    966\u001b[0m     axis\u001b[39m=\u001b[39;49maxis,\n\u001b[1;32m    967\u001b[0m     allow_dups\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m,\n\u001b[1;32m    968\u001b[0m     copy\u001b[39m=\u001b[39;49m\u001b[39mNone\u001b[39;49;00m,\n\u001b[1;32m    969\u001b[0m )\n",
      "File \u001b[0;32m~/Desktop/arxiv-paper-recommender/arxiv-env/lib/python3.11/site-packages/pandas/core/internals/managers.py:740\u001b[0m, in \u001b[0;36mBaseBlockManager.reindex_indexer\u001b[0;34m(self, new_axis, indexer, axis, fill_value, allow_dups, copy, only_slice, use_na_proxy)\u001b[0m\n\u001b[1;32m    737\u001b[0m     \u001b[39mraise\u001b[39;00m \u001b[39mIndexError\u001b[39;00m(\u001b[39m\"\u001b[39m\u001b[39mRequested axis not found in manager\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m    739\u001b[0m \u001b[39mif\u001b[39;00m axis \u001b[39m==\u001b[39m \u001b[39m0\u001b[39m:\n\u001b[0;32m--> 740\u001b[0m     new_blocks \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_slice_take_blocks_ax0(\n\u001b[1;32m    741\u001b[0m         indexer,\n\u001b[1;32m    742\u001b[0m         fill_value\u001b[39m=\u001b[39;49mfill_value,\n\u001b[1;32m    743\u001b[0m         only_slice\u001b[39m=\u001b[39;49monly_slice,\n\u001b[1;32m    744\u001b[0m         use_na_proxy\u001b[39m=\u001b[39;49muse_na_proxy,\n\u001b[1;32m    745\u001b[0m     )\n\u001b[1;32m    746\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m    747\u001b[0m     new_blocks \u001b[39m=\u001b[39m [\n\u001b[1;32m    748\u001b[0m         blk\u001b[39m.\u001b[39mtake_nd(\n\u001b[1;32m    749\u001b[0m             indexer,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    755\u001b[0m         \u001b[39mfor\u001b[39;00m blk \u001b[39min\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mblocks\n\u001b[1;32m    756\u001b[0m     ]\n",
      "File \u001b[0;32m~/Desktop/arxiv-paper-recommender/arxiv-env/lib/python3.11/site-packages/pandas/core/internals/managers.py:898\u001b[0m, in \u001b[0;36mBaseBlockManager._slice_take_blocks_ax0\u001b[0;34m(self, slice_or_indexer, fill_value, only_slice, use_na_proxy)\u001b[0m\n\u001b[1;32m    896\u001b[0m                     blocks\u001b[39m.\u001b[39mappend(nb)\n\u001b[1;32m    897\u001b[0m             \u001b[39melse\u001b[39;00m:\n\u001b[0;32m--> 898\u001b[0m                 nb \u001b[39m=\u001b[39m blk\u001b[39m.\u001b[39;49mtake_nd(taker, axis\u001b[39m=\u001b[39;49m\u001b[39m0\u001b[39;49m, new_mgr_locs\u001b[39m=\u001b[39;49mmgr_locs)\n\u001b[1;32m    899\u001b[0m                 blocks\u001b[39m.\u001b[39mappend(nb)\n\u001b[1;32m    901\u001b[0m \u001b[39mreturn\u001b[39;00m blocks\n",
      "File \u001b[0;32m~/Desktop/arxiv-paper-recommender/arxiv-env/lib/python3.11/site-packages/pandas/core/internals/blocks.py:945\u001b[0m, in \u001b[0;36mBlock.take_nd\u001b[0;34m(self, indexer, axis, new_mgr_locs, fill_value)\u001b[0m\n\u001b[1;32m    942\u001b[0m     allow_fill \u001b[39m=\u001b[39m \u001b[39mTrue\u001b[39;00m\n\u001b[1;32m    944\u001b[0m \u001b[39m# Note: algos.take_nd has upcast logic similar to coerce_to_target_dtype\u001b[39;00m\n\u001b[0;32m--> 945\u001b[0m new_values \u001b[39m=\u001b[39m algos\u001b[39m.\u001b[39;49mtake_nd(\n\u001b[1;32m    946\u001b[0m     values, indexer, axis\u001b[39m=\u001b[39;49maxis, allow_fill\u001b[39m=\u001b[39;49mallow_fill, fill_value\u001b[39m=\u001b[39;49mfill_value\n\u001b[1;32m    947\u001b[0m )\n\u001b[1;32m    949\u001b[0m \u001b[39m# Called from three places in managers, all of which satisfy\u001b[39;00m\n\u001b[1;32m    950\u001b[0m \u001b[39m#  these assertions\u001b[39;00m\n\u001b[1;32m    951\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39misinstance\u001b[39m(\u001b[39mself\u001b[39m, ExtensionBlock):\n\u001b[1;32m    952\u001b[0m     \u001b[39m# NB: in this case, the 'axis' kwarg will be ignored in the\u001b[39;00m\n\u001b[1;32m    953\u001b[0m     \u001b[39m#  algos.take_nd call above.\u001b[39;00m\n",
      "File \u001b[0;32m~/Desktop/arxiv-paper-recommender/arxiv-env/lib/python3.11/site-packages/pandas/core/array_algos/take.py:117\u001b[0m, in \u001b[0;36mtake_nd\u001b[0;34m(arr, indexer, axis, fill_value, allow_fill)\u001b[0m\n\u001b[1;32m    114\u001b[0m     \u001b[39mreturn\u001b[39;00m arr\u001b[39m.\u001b[39mtake(indexer, fill_value\u001b[39m=\u001b[39mfill_value, allow_fill\u001b[39m=\u001b[39mallow_fill)\n\u001b[1;32m    116\u001b[0m arr \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39masarray(arr)\n\u001b[0;32m--> 117\u001b[0m \u001b[39mreturn\u001b[39;00m _take_nd_ndarray(arr, indexer, axis, fill_value, allow_fill)\n",
      "File \u001b[0;32m~/Desktop/arxiv-paper-recommender/arxiv-env/lib/python3.11/site-packages/pandas/core/array_algos/take.py:162\u001b[0m, in \u001b[0;36m_take_nd_ndarray\u001b[0;34m(arr, indexer, axis, fill_value, allow_fill)\u001b[0m\n\u001b[1;32m    157\u001b[0m     out \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mempty(out_shape, dtype\u001b[39m=\u001b[39mdtype)\n\u001b[1;32m    159\u001b[0m func \u001b[39m=\u001b[39m _get_take_nd_function(\n\u001b[1;32m    160\u001b[0m     arr\u001b[39m.\u001b[39mndim, arr\u001b[39m.\u001b[39mdtype, out\u001b[39m.\u001b[39mdtype, axis\u001b[39m=\u001b[39maxis, mask_info\u001b[39m=\u001b[39mmask_info\n\u001b[1;32m    161\u001b[0m )\n\u001b[0;32m--> 162\u001b[0m func(arr, indexer, out, fill_value)\n\u001b[1;32m    164\u001b[0m \u001b[39mif\u001b[39;00m flip_order:\n\u001b[1;32m    165\u001b[0m     out \u001b[39m=\u001b[39m out\u001b[39m.\u001b[39mT\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "tfidf_df[tfidf_features].to_array()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "\"['00', '000', '0000002', '0000008', '0000010', '0000013', '000002', '00001', '00001887227319', '00002', '000085', '0001', '0002', '000201', '00023', '00026', '0003', '000301c', '0003184', '00034', '00036h', '0004', '0004016', '0004203', '0004222', '0005', '00057', '0007', '00079248', '0008', '00080', '00084', '0009', '000times', '001', '0010', '00105', '0011', '00116', '0012', '0012170', '00124', '0013', '00133', '00136', '0014', '00148', '0016257', '0017', '0019', '00197686', '002', '0021', '00226', '0023', '0024', '0029', '002coo_3', '003', '0031', '0033', '0035', '0038', '004', '00411', '0044', '0047', '0049', '00491', '004r', '005', '0050', '00513v1', '0052', '0055', '0056', '0057', '0059', '006', '0060', '00619', '0062', '0068', '00680', '007', '00713', '0073', '00759', '0076', '00788', '008', '0087', '008_', '009', '0093', '00938', '0094', '0095', '00_m', '01', '010', '010102', '010143', '010222', '0106554', '0107770', '010824', '0109', '011', '011013', '011032', '0115', '011745', '011902', '012', '01202', '012105', '01218', '0123', '0125', '0127', '012903', '012957', '013', '013002', '013003', '013021', '013104', '013110', '013133', '013415', '013607', '0138', '014', '014031', '014412', '0144235x', '014504', '014512', '014522', '0149', '014_', '015', '015102', '015203', '01579', '015902', '016', '016101', '016402', '01655', '01656', '017', '018', '01858', '0188', '0189', '019', '01a', '02', '020', '020101', '020103', '0201268', '0201285', '020184', '020303', '020403', '020407', '02041', '02056', '0206012', '0206102', '0206184', '0207', '0208', '021', '021007', '021013', '0211428', '0218', '0219', '022', '022118', '0222', '02274', '0229', '023', '0235', '0239', '024', '024012', '024018', '024020', '024507', '024903', '025', '025001', '025005', '025303', '025ba2cu3o', '026', '02636', '0264', '02650v1', '026801', '026804', '026808', '0269', '027', '027002', '027203', '02746', '027903', '028', '029', '02900', '02927', '02929', '0295', '02962', '02966', '02k', '03', '030', '0301036', '0301099', '0301118', '030329', '030402', '0304129', '0305', '0306189', '0306198', '0306630', '0307164', '0308111', '03082', '031', '031028', '031088', '031106', '031203', '0312041', '0312160', '0312244', '03150', '031_', '032', '0321', '032105', '032112', '032133', '032501', '033', '033134', '0332', '033351', '0334', '033602', '03385', '033906', '034', '034102', '0347', '03473', '035', '035127', '035202', '035444', '036', '036104', '036109', '03646', '036805', '037', '037113', '037s', '038', '03817', '039', '03905', '03d1gt', '03x', '04', '040', '0403', '0403063', '0403528', '04036', '040405', '0405052', '0405282', '040812', '0409209', '041328', '0416', '041903', '042', '042101', '042201', '042210', '042325', '0426', '0429', '042903', '043', '0432', '043333', '043503', '043616', '043_', '044', '044013', '044025', '044047', '04404v1', '044102', '0444', '045', '045001', '0453', '0454', '045503', '045702', '046', '04644', '04698', '047009', '0473', '04768', '048', '049', '0496243', '04cuo4', '04o', '05', '050', '0501398', '0502058', '0504', '0505537', '0506', '05060', '0507', '0508088', '0508270', '0509089', '0509130', '051', '0511', '051103', '0512058', '0512471', '0513', '05155', '051907', '052', '052105', '052133', '052301', '0525', '0527', '052701', '053', '053005', '0538', '053824', '054', '054003', '054606', '05464', '05478', '055', '055108', '05568', '056', '0560', '056101', '05634', '056402', '05648', '0565600', '0565615', '056702', '05697', '057', '058', '0581', '05893', '05920', '05_', '05b2', '05o3', '05ro', '05um', '06', '060', '0601371', '060218', '0603130', '0604075', '0605386', '0605587', '0606005', '0606760', '0611024', '061904', '062', '062104', '0622', '062309', '062326', '062604', '0630', '063130', '063414', '063419', '063607', '063b03', '064', '064024', '0649', '065', '065127', '065301', '0656', '06581', '06586', '066', '066201', '066402', '066409', '066612', '0668', '067', '068', '0682', '06848', '06863', '069', '06944', '06d35', '06f35', '06fm', '06x', '07', '070', '0703150v1', '0704', '070404', '0707', '0708', '0710', '0711', '0712', '071227', '071301', '07135', '071442', '0716', '07161', '072', '0721', '0728', '072gpus', '073', '073005', '0732', '07334', '0736', '0737', '07396', '074019', '07455v2', '074711', '075', '075122', '075125', '0755', '076', '07635', '076406', '07664', '077', '077001', '077002', '07719', '07929', '08', '080', '080109', '0802', '0803', '080319b', '0805', '080514b', '0806', '0808', '080916c', '081', '0810', '081024b', '0811', '0812', '081301', '082', '0823', '08250', '082501', '0827', '0828', '083', '0832', '08339', '084', '0840', '084502', '085', '0851', '085102', '085113', '086', '086802', '0869', '087', '088', '089', '0894', '08_', '08x', '09', '0901', '0902', '0904', '090426', '0906', '0907', '0908', '09082v3', '090926b', '09092v2', '091', '0911', '0912', '0913', '091442', '092', '093', '093001', '093439', '09387', '094', '0943', '094411', '095', '095301', '095302', '0954', '096', '0962', '0964', '097', '0976', '098', '099', '0992486', '0_', '0_0', '0_1', '0_2', '0_3', '0_b', '0_d', '0_had', '0_i', '0_ih', '0_iz', '0_j', '0_k', '0_l', '0_s', '0_u', '0_z', '0a', '0b', '0bar', '0c', '0d', '0deg', '0e18', '0ev', '0f_', '0f_1', '0fb', '0g_', '0ge40', '0h', '0i', '0k', '0mpa', '0ms', '0n', '0nutation', '0o', '0pi', '0pt', '0tcoke4keyc', '0th', '0um', '0v', '0w', '0x', '0x10', '10', '100', '1000', '10000', '100000', '10000000', '10000k', '1000c', '1000k', '1000nm', '1000pc', '1000sec', '1003', '100546', '1006', '100703', '1008', '1009', '100base', '100c', '100cst', '100h', '100k', '100kpc', '100mbps', '100ms', '100ns', '100pm', '100s', '100um', '100yr', '101', '1010', '1011', '101101', '1012', '1013', '1015', '1016', '10165', '10168', '1019', '101901', '101955', '101star', '102', '1020', '10200', '10216', '10224', '1022w', '1023', '10239', '1024', '10240', '1026', '1029', '102pd', '103', '1030', '10300', '103095', '1031', '10319', '103295n', '1032a', '1035', '1037', '1038', '10384', '1039', '103987', '104', '10400', '104102', '1042', '10420', '1043', '10430', '1044', '10465', '1047', '1048', '105', '1050', '105001', '105013', '1052', '1053', '1055', '10580', '105888', '1059', '106', '10610', '106102', '10610u', '1064', '106402', '1065', '10650', '1067', '1068', '106823', '107', '107146', '1073', '10747', '10753', '10758', '107602', '1078', '10782', '10790', '108', '1080', '1080ti', '1081', '1083', '10830', '1085', '10860', '10864', '108877', '109', '1090', '10909', '10917', '10934', '1099', '10a', '10b', '10base', '10be', '10c', '10d', '10db', '10deg', '10e', '10e11', '10e12', '10e13', '10e27', '10e6', '10eev', '10ev', '10gbps', '10ghz', '10hour', '10hz', '10k', '10khz', '10m', '10mjy', '10mpc', '10n', '10ne20', '10pb', '10pc', '10ppb', '10pt', '10pt4', '10sb0', '10t', '10th', '10um', '10wcm', '10x', '10x10cm2', '10x5', '11', '110', '1100', '11000', '1100mhz', '11020', '1103', '11036', '1106', '1109', '111', '1111', '11115', '1112', '11120', '111301', '1115', '11158', '1116', '11169', '111805', '1119', '112', '1120', '11200', '1122', '11237', '1125', '11252', '1127', '1128', '1128569561140', '1128575290808', '113', '1132', '113206', '11365', '114', '1140', '11429', '114501', '1148', '1149', '115', '1150', '11500', '115001', '1151', '11513', '115226', '115413', '115421', '115567', '1159', '115pc', '116', '11615', '116235', '116401', '11678', '1168', '11690', '117', '1170', '1171', '1175', '1176', '1178', '118', '118101', '1182', '1184', '1185', '1185k', '1186', '1187', '1189', '119', '1190', '11903', '1192', '1193', '1196', '11984', '1199', '11_', '11ad', '11af', '11be', '11d', '11m_', '11msun', '11n', '11n_c', '11th', '11x', '12', '120', '1200', '120000', '1200k', '1201', '1202', '1203', '1204', '120402', '1205', '120504', '1206', '1207', '1208', '120c', '120deg', '120kms', '120ks', '120mk', '121', '1210', '1211', '121102', '1212', '1219', '12192', '121a', '122', '12200', '1221', '1222', '1223', '1224', '1225', '122563', '1227', '122910', '123', '1231', '1232', '1234', '123441', '1235', '1237', '1239', '124', '1240', '124036', '124057', '1241', '124112', '1243', '1246', '125', '1250', '12500', '1250n', '125110', '125116', '1252', '12560k', '1257', '125723', '1259', '125gev', '125s', '125te', '125th', '126', '1260', '1261', '1264', '12673', '127', '1270', '127203', '1275', '1276', '128', '1281', '1285', '12894', '128x128', '129', '1292', '1295', '1296', '129xe', '12b', '12c', '12c14n', '12c15n', '12cao', '12ch3d', '12cn', '12co', '12coo2', '12e', '12gyr', '12h', '12helix', '12k', '12mx0', '12s', '12th', '12x', '12x12', '13', '130', '1300', '1301', '130201', '13029', '1303', '1304', '130427a', '1305', '1306', '1308', '13085', '1309', '130sb', '130te', '131', '1310', '1311', '1311010', '1312', '131231a', '131366n', '1315', '1316', '131sb', '132', '1320', '13258', '1328', '132sb', '132sn', '133', '1333', '133cs', '133te', '134', '1343', '134439', '134440', '13450k', '134705', '13472i', '1349', '134901', '134ce', '134sn', '135', '1350', '1351', '1351672', '1352', '135693', '135701', '135930', '136', '1361', '1364', '136472', '1368', '136931', '137', '1370', '1374', '13754', '137cs', '138', '1380', '13800', '1383', '1385', '1387', '138baf', '139', '1390', '1391', '1394', '13945', '1396', '139664', '139822n', '1399', '139la', '13a', '13au', '13b', '13c', '13c14n', '13cch', '13ch4', '13cl', '13cn', '13co', '13e', '13h', '13k', '13m_1m_2', '13th', '13x', '14', '140', '1400', '1402', '140283', '1403', '1404', '1405', '140504', '1406', '1407', '1408', '1409', '140au', '140k', '140x140', '141', '1410', '1411', '1412', '1414', '1415', '1416', '142', '1420', '1423', '1426', '1426h', '1427h', '142857', '142857142857', '1429', '143', '1430', '143201', '14324', '143907', '143eu', '144', '1440', '144412', '144448', '144501', '144515', '1446', '145', '1450', '1456', '1459', '145k', '146', '1466', '147', '1472', '1475', '14771', '147926', '148', '1480', '1482', '148330', '14858', '1486', '14862', '149', '1498', '14c', '14h', '14hours', '14i', '14k', '14m_', '14n', '14nh3', '14th', '15', '150', '1500', '15000', '1501', '15011', '1502', '15043', '1505', '1506', '150601', '1507', '1508', '1509', '150ev', '150k', '150pc', '151', '1510', '151030', '1511', '1511a', '1511b', '1512', '1514', '15153', '1516', '1518', '151eu', '152', '1520', '1525', '152690', '1527', '152gops', '153', '1530', '1531', '1533', '1535', '15350', '15351', '1536', '153603', '1537', '1538', '15388', '1539a', '154', '1540', '15400', '1543', '1544', '1546', '1549', '154902', '15494', '155', '1550', '155006', '1553', '1555', '156', '1560', '156101', '1566', '1567', '1569', '157', '157001', '157087', '1572', '1576', '157pc', '158', '1580', '1581', '15890', '158a', '158agev', '159', '15929', '1593', '15c', '15db', '15mk', '15mm', '15mv', '15n', '15o', '15th', '15x', '16', '160', '1600', '1601', '1602', '1603', '1604', '160401', '1605', '160529', '1606', '1608', '1609', '160deg', '160um', '161', '1610', '161108', '1612', '1613', '1614', '161405', '1615', '1617', '161796', '161b', '161gev', '162', '1620', '16249', '162520', '1625b', '1627', '16293', '163', '16307', '1635', '1636', '16384', '163899', '164', '1640', '164204', '1647', '165', '1650', '16500', '1650019', '1650ti', '1651', '165134', '1654', '16547', '1658', '166', '166102', '1665', '1667', '166870', '1669', '167', '16709', '167203', '1673', '1675', '1679', '168', '1680', '168001', '1684', '1685', '168625', '168k', '169', '1690', '1697', '169tm', '16_', '16a', '16b', '16hz', '16k', '16m', '16mev', '16o', '16o2', '16pc', '16se0', '16th', '16x', '16x12', '17', '170', '1700', '1701', '1702', '1703', '1704', '1705', '1706', '1707', '1708', '170817', '170817a', '1709', '170922a', '170x', '171', '1710', '171019', '171421', '171433', '1715', '17156', '1719', '171a', '171yb', '172', '1720', '1723', '1726', '1728', '172gev', '173', '1730', '1737', '174', '1740', '1741', '1744', '1746', '175', '1750', '1750016', '1756', '175640', '1758', '175b', '175gev', '176', '1761', '176mw', '177', '1775', '178', '1780', '1785', '179', '17909', '179hf', '17a', '17h', '17kt', '17mn', '17muas', '17th', '18', '180', '1800', '18000', '1801', '1802', '1802081', '1803', '1804', '180402', '180409', '1805', '180503', '180505', '180506', '180520r', '1806', '1807', '1808', '180916', '180916b', '180k', '180w', '181', '1810', '1811', '1812', '1814', '18162', '1818', '181ta', '182', '1820', '1822', '1825', '183', '1834', '18354', '1836', '1837', '183gev', '183w', '184', '1840', '1841', '184421', '1845', '184982', '185', '1850', '1850040', '18510', '18540', '1855', '18555', '1856', '1858', '1859', '186', '1860', '1861', '1863', '1864', '186406', '186w', '187', '1870', '187123b', '1874', '1875', '1877', '1879', '187re', '188', '1881', '1883', '1884', '1885', '1886', '1887', '188774', '1888', '1889', '189', '1892', '1893', '1895', '18ar40', '18b', '18ev', '18f', '18h32m20s', '18k', '18m_', '18o', '18r', '18th', '19', '190', '1900', '1901', '1902', '1903', '190344', '1904', '1905', '1906', '1908', '1909', '191', '1910', '1911', '1912', '1913', '1915', '1916', '1917', '1918', '1919', '192', '1920', '19200', '1920s', '192105', '1922', '1923', '1924', '1925', '1926', '1928', '193', '1930', '1930s', '1931', '1932', '1933', '1934', '1935', '1936', '1937', '1938', '1939', '193901', '194', '1940', '19400', '1941', '1943', '1944', '1945', '1946', '1947', '1948', '1949', '195', '1950', '1951', '195117', '1952', '1953', '1954', '1955', '1956', '1957', '1958', '1959', '196', '1960', '19603', '1960ie', '1961', '1962', '1963', '1964', '1965', '1966', '1967', '1968', '1969', '196944', '197', '1970', '1971', '1972', '1973', '1974', '1975', '1976', '1977', '1978', '1979', '197au', '198', '1980', '1980s', '1981', '1982', '1983', '1984', '1985', '1986', '1987', '1987a', '1988', '1989', '1989a', '198x', '199', '1990', '1990ie', '1990jcoph', '1990s', '1991', '1992', '1993', '1993j', '1994', '1995', '1995n', '1996', '1996b', '1997', '1997ef', '1998', '1998a', '1998bw', '1999', '1999by', '1999da', '1999dk', '1999gp', '199hg', '19b', '19charge', '19f', '19hz', '19k', '19m_', '19th', '19yb0', '1_', '1_0', '1_1', '1_10', '1_11', '1_2', '1_d', '1_et', '1_f', '1_k', '1_loc', '1_n', '1_nis', '1_r', '1_t', '1_v', '1_xl', '1a', '1and', '1au', '1b', '1b_1', '1bmmrelax', '1brelax', '1c', '1cr', '1cz', '1d', '1d2', '1d_2', '1day', '1db', '1dbpp', '1deg', '1deg27', '1e', '1e0657', '1e10', '1e13', '1e14', '1e1547', '1e16', '1e161348', '1e1740', '1e18', '1e19', '1e20', '1e21', '1e4', '1e41', '1e49', '1e5', '1e7', '1eev', '1es', '1ev', '1f1', '1f3', '1f7', '1g', '1g4', '1gbps', '1gev', '1go', '1gsps', '1gyr', '1h', '1h0707', '1jby', '1k', '1l2s', '1la_0', '1lc', '1m', '1mhz', '1mjy', '1mk', '1mo', '1mole', '1ms', '1msun', '1n', '1p', '1p1', '1p_', '1p_1', '1pc', '1pi', '1pn', '1q', '1ql', '1re', '1rsb', '1rxs', '1s', '1s0', '1s2s', '1s3d', '1s3p', '1s_', '1s_0', '1sax', '1sigma', '1st', '1t', '1tev', '1u', '1ufa', '1ufas', '1um', '1v', '1vs1', '1x1', '1x10', '1x104', '1x2', '1x4', '1xb', '1xs', '1yr', '1z_', '1zr', '20', '200', '2000', '20000', '2000bk', '2000ce', '2000k', '2000q', '2000s', '2000x', '2001', '2001a', '2002', '2002a', '2002ap', '2002b', '2002er', '2002fk', '2002hh', '2002rm', '2003', '2003bg', '2003cg', '2003du', '2003fk', '2003gd', '2003ie', '2003kf', '2004', '200404', '200405', '2004a', '2004b', '2004et', '2005', '2006', '200603', '2006a', '2006aj', '2006c', '2006jc', '2006ov', '2007', '2007gr', '2007or10', '2008', '2008d', '2008mq', '2009', '2009bb', '2009jf', '200au', '200gev', '200k', '200pc', '200um', '200x', '201', '2010', '2011', '201104', '2011dh', '2011fe', '2011nk', '2012', '20121102a', '2012b', '2012cg', '2012qut', '2013', '2013a', '2013b', '2013kna', '2014', '2015', '2015hga', '2015wwa', '2016', '201626', '2016a', '2016prf', '2016som', '2016xxf', '2017', '2017a', '2017gfo', '2017jlg', '2018', '201889', '2018a', '2018b', '2019', '2019kaq', '201hg', '202', '2020', '20201124', '2020b', '2021', '2021a', '2021b', '2021yja', '2022', '2023', '2024', '2025', '2028', '2029', '203', '2030', '203001', '2030s', '2032', '2035', '203602', '2039', '203km', '204', '2040', '2048', '20483', '204907', '205', '2050', '2056', '206', '2068', '206at', '207', '2070', '2071', '207208', '207401', '2076', '2078', '207po', '208', '2080', '2081b', '208pb', '209', '2094', '209458', '209458b', '2099', '209bi', '209rn', '20b', '20b2', '20gev', '20h', '20k', '20khz', '20mev', '20ne', '20newsgroups', '20ppb', '20th', '20x', '20x20', '21', '210', '2100', '2104', '2105', '2106', '2107', '2108', '210k', '211', '2110', '2111', '2112', '211211a', '2114', '212', '2120', '21207022', '212505', '212po', '213', '2135', '214', '214104', '214109', '214420', '214bi', '214pb', '215', '2150', '2152', '2153', '2154', '2155', '215d', '216', '2160', '2166', '216k', '217', '217206', '2174', '2175', '2178', '218', '218fr', '219', '2190', '219188', '21f_', '21k', '21n', '21st', '21te2', '21w', '22', '220', '2200', '2201', '2202', '220408b', '2205', '220502', '2206', '2207', '220k', '221', '2210504', '2212', '2213', '2218', '222', '2221', '2223', '222rn', '223', '2230', '223002', '223201', '2237', '2239', '223ra', '224', '2240', '2246', '225', '2250', '2251', '2255', '2257', '2259', '225hf0', '225mo0', '225ta0', '225w0', '226', '2260', '22600', '2261', '2264', '2264d', '2265', '226ac', '226ra', '227', '2271', '227601', '228', '2281', '228th', '229', '22920', '22940', '2295', '2296', '229b', '229m', '229th', '22cm', '22fdx', '22k', '22na', '22r', '22x', '23', '230', '2300', '2301', '230401', '2306', '230601', '23098', '230k', '231', '2310', '2312', '2316a', '2317', '2319', '231pa', '232', '2326', '232u', '233', '2336', '233809', '233u', '234', '2344', '2344411', '2349', '234u', '235', '2350', '235001', '2352', '235205', '235u', '236', '2360', '2366', '236b', '237', '2376', '237x', '238', '2380', '2389', '238pube', '238u', '239', '2390', '2391', '2392', '23fm', '23n', '23rd', '24', '240', '2400', '2400100', '240401', '240402', '240503', '2408', '240u', '241', '241101', '241102', '241406', '2417', '241ambe', '242', '2420', '2422', '243', '2430', '2437', '244', '244111', '2446aj', '2446ak', '2446al', '245', '2450', '245124', '2451917', '245302', '2454605', '2456', '2456074', '2457412', '245a', '246', '2460', '2463', '246401', '2466', '2467', '247', '2470', '2477', '248', '2480', '249', '2496', '249bk', '24a', '24b', '24ga0', '24h', '24k', '24mg', '24microns', '24myr', '24na', '24th', '25', '250', '2500', '25000', '2500k', '2501', '250504', '250k', '250r', '250v', '250x', '251', '2516', '252', '253', '2531', '2532', '2534', '2536', '254', '2547', '255', '2550', '255001', '2554', '25546', '2555', '256', '2560', '2562', '256802', '257', '257003', '2577', '258', '258701', '259', '2595', '25al', '25at', '25ca0', '25k', '25kpa', '25mag', '25mg', '25s', '25th', '25x', '26', '260', '2600', '2600mhz', '260411', '260601', '260_', '261', '2615', '2619', '262', '2620050', '26262', '2628', '2629', '263', '2632', '264', '2643', '2648', '265', '2650', '2654', '265ms', '266', '2669', '2669v1', '267', '267004', '2677', '268', '2683', '2688', '268k', '269', '269d', '26al', '26b', '26d', '26deg2', '26k', '26mg', '26th', '27', '270', '27000', '2700cm', '2702', '270k', '271', '2713', '2718', '272', '2724', '273', '2732', '273pb', '274', '2741', '2742', '2743', '2744', '2748', '275', '27500', '27500k', '2754', '2755', '2756', '276', '277', '277906', '278', '2782', '2784', '2787', '279', '2796', '2798', '27al', '27mn', '27mo', '27th', '27x', '28', '280', '2800', '2800_', '2806', '2808', '281', '2816', '282', '2825', '283', '2834', '2838', '284', '2841', '2844', '284423', '285', '285bp', '286', '2860', '287', '288', '2880', '2883', '289', '28k', '28p', '28si', '28siresonant', '28th', '28x', '29', '290', '2900', '2904', '2909', '291', '2910', '2915', '2919', '292', '2927', '292747', '292917', '293', '294', '2940', '2942', '2943', '294344', '295', '2950', '2958', '296', '297', '2976', '298', '2988', '299', '2996', '29c', '29e', '29si', '29sic2', '29th', '29um', '2_', '2_0', '2_1', '2_2', '2_f', '2_i', '2_k', '2_m', '2_n', '2_q', '2_s', '2_t', '2_tw', '2_w', '2_x', '2a', '2a1', '2abc', '2ad', '2alpha', '2as2', '2b', '2ba2cu3o', '2c', '2c_1', '2c_2', '2c_3', '2c_5', '2ca1', '2ch', '2ch3cooh', '2chx_3', '2ck', '2clo4', '2cr0', '2cuo4', '2d', '2d2', '2d_', '2d_1', '2d_1d_2', '2d_vae_uda_for_3d_sythesis', '2db', '2dch', '2de', '2deg', '2degs', '2dels', '2delta', '2des', '2df', '2dfgrs', '2dhg', '2dp', '2dti', '2dv_g', '2dx', '2e', '2e15', '2e2nc', '2e47', '2e_0', '2ec', '2ef', '2ev', '2ex', '2exptime', '2f', '2f1', '2f_1', '2f_3', '2f_c', '2fb', '2fgl', '2fm', '2g', '2g_0', '2g_n', '2gamma', '2ghz', '2gm', '2h', '2h1p', '2h_2o', '2h_c2', '2hdm', '2hdms', '2hf0', '2i', '2i3', '2j', '2jx', '2k', '2k_f', '2kh', '2kx4k', '2l', '2l1s', '2l_', '2l_e', '2lac', '2log_2', '2ls', '2m', '2m0850', '2m0850b', '2m_', '2m_b', '2m_c', '2m_sun', '2m_w', '2m_z', '2ma', '2mass', '2mdm', '2mhg', '2micron', '2mn', '2mno3', '2mo0', '2ms', '2msun', '2mv', '2n', '2n_c', '2n_f', '2nb0', '2nd', '2neb', '2nee', '2ng', '2nn', '2o3', '2obs', '2omega', '2p', '2p2h', '2p_f', '2p_j', '2p_t', '2pc', '2pf6', '2pi', '2pn', '2ppt', '2pr', '2pt', '2q', '2r', '2rbzn', '2reo4', '2rqaw', '2s', '2s2p', '2s_', '2s_1', '2sb', '2sc', '2sf', '2sigma', '2sls', '2sqrt', '2t', '2ta0', '2ta_0', '2tau', '2tc', '2theta_', '2u', '2u_a', '2uu_', '2uu_x', '2v', '2vt', '2w', '2w0', '2x', '2x1', '2x10', '2x12h2o', '2x2', '2x3', '2x4', '2x4aqh2bmb', '2x_n', '2xcy_3', '2xmmp', '2y', '2z', '2zr0', '30', '300', '3000', '30000', '3000k', '3000mpc', '3002', '3003', '300au', '300gpa', '300h', '300hz', '300k', '300mpc', '300x300', '300x30x2', '301', '3012', '302', '3021', '303', '3031', '3032', '304', '3045', '305', '3050', '3054', '3055', '306', '3062', '307', '3072', '3073', '3079', '30795', '308', '3080', '309', '3096', '309h', '30b', '30db', '30deg', '30hz', '30k', '30m', '30mk', '30ms', '30p2o5', '30pc', '30s', '30sic2', '30ujy', '30x', '30x30', '30zn64', '31', '310', '3100', '3109', '310f', '310ghz', '311', '3110', '3114', '3116', '312', '3129', '312g', '313', '31347', '314', '315', '316', '3161', '3162', '3168', '317', '318', '3185', '3187', '319', '3195', '31k', '31mjy', '31o', '31th', '31x', '32', '320', '3200', '3200k', '3201', '3202', '3205', '3208', '320h', '320ms', '321', '3226', '3227', '323', '324', '3240', '325', '326', '327', '32768', '328', '3283', '329', '3296', '32k', '33', '330', '3300', '330mhz', '331', '332', '3327', '333', '3338', '3339', '334', '3344', '3348837', '335', '3358', '336', '3367', '3368', '337', '3371', '3372', '3375', '33761', '3379', '338', '3387', '3388', '339', '3390', '33_', '33k', '33mno3', '33pc', '34', '340', '34004', '341', '3412', '342', '3420', '3421', '343', '344', '3447', '345', '34506', '3456', '3457', '3459', '346', '347', '34700', '3476', '3478', '348', '3480', '348000', '34808', '3482', '3486', '3488', '349', '3492', '34970', '34b', '34ev', '34k', '34mm', '34th', '34w', '34x1018', '35', '350', '3500', '35000', '3500kms', '3509', '350micron', '350mw', '351', '3514950', '351724', '35187', '352', '3525', '3526', '352619', '3527', '3543', '3546', '355', '3559m_', '356', '35600', '35610879', '357', '3574', '358', '359', '35a', '35b', '35cl', '35coo2', '35ev', '35gev', '35k', '35msun', '35s', '35th', '35x', '36', '360', '3600', '3603', '360isod', '361', '362', '36216', '3624', '3627', '36278', '363', '36351', '364', '36491', '365', '3654', '3656', '3658', '366', '3665', '3669', '367', '3677', '3686', '369', '36900', '36b', '36kr86', '36mers', '36x', '37', '370', '3700', '37000', '3706', '371', '3710', '3718', '3725', '3726', '3727', '3734', '374', '375', '376', '377', '3770', '3784', '3787', '37x', '38', '380', '3800', '380651', '3808', '381', '3819', '382', '3820', '3824v4', '3825', '3827', '383', '384', '3840', '3840x2160', '385', '3850', '386', '387', '3872', '3875', '3879', '3880', '3884', '38deg', '38mk', '39', '390', '3900', '3906', '3911', '3915', '3916', '3918', '392', '393', '394', '3940', '3946', '3947', '395', '396', '3966', '397', '3973', '3974', '398', '3985', '399', '39mag', '39x', '3_', '3_1', '3_s', '3_x', '3a', '3an', '3b', '3beta', '3bf', '3bp', '3bw', '3c', '3c186', '3c273', '3c286', '3c294', '3c58', '3ca', '3ca1', '3cg', '3cl', '3clpro', '3cm', '3cnf', '3cr', '3d', '3d0', '3d1', '3d2', '3d5', '3d_1', '3db', '3dcertify', '3dcnn', '3def', '3deg', '3dircadb', '3dof', '3dpeople', '3dpw', '3dresnet18', '3drt', '3dvar', '3dx2', '3dyz', '3e', '3e14', '3e22', '3e25', '3e6', '3ef', '3eg', '3ev', '3f', '3f3', '3f_2', '3fb', '3fgl', '3fhl', '3g', '3gpp', '3h', '3h_', '3hdm', '3he', '3i', '3i1o', '3j', '3k', '3khz', '3ks', '3ll', '3m', '3m_b', '3mev', '3mgy', '3mhz', '3micron', '3mm', '3mno3', '3n', '3nb2', '3nu', '3o_', '3p', '3p0', '3p1', '3p_0', '3p_1', '3p_2', '3p_j', '3pi', '3pn', '3q', '3q_1q_5', '3r', '3r_', '3rd', '3ro', '3s', '3s1', '3s3p', '3s_1', '3sat', '3sigma', '3sr1', '3t_3', '3t_c', '3term', '3u_', '3x', '3x10', '3x2', '3x3', '3x48', '3x64', '3xmm', '3xrp', '3xs', '3xs5', '3y', '3z', '3z2', '40', '400', '4000', '4003309', '400331', '40051', '400k', '400km', '400ng', '400pc', '401', '401214', '40176', '402', '4020', '4025', '4026', '403', '4038', '404', '4040', '4047ab', '405', '4051', '4056', '406', '40613', '4072', '4078', '408', '409', '409552', '4096', '40_', '40ar', '40c', '40ca', '40db', '40deg', '40k', '40k87rb', '40k_2', '40kk', '40nm', '40pc', '40x', '41', '410', '4100', '4100ab', '41076', '4108', '410b', '411', '4112', '41177', '4118x', '412', '4123', '413', '4131', '414', '4140', '415', '41501', '4153ab', '415x', '416', '4160', '417', '418', '419', '41979', '419k', '41k', '42', '420', '420k', '421', '4211', '4214', '422', '4220', '4224', '4227', '423', '4232', '4236', '424', '4247', '425', '426', '4260', '4261', '4263', '4266', '427', '4270', '4274', '4276', '4278', '428', '4284', '429', '4291', '4294', '42d', '42k', '42um', '42x', '43', '430', '4300', '4305', '4306', '431', '43160', '432', '4320', '4325', '433', '4332', '434', '4342', '4348', '434gops', '435', '4350', '436', '4360', '4363', '437', '4370', '43771963', '438', '4380', '43806', '4381', '4388', '439', '4394', '4395', '43k', '43mn', '43x', '44', '440', '4412', '4414', '4415', '4419ev', '441n', '442', '443', '4430', '4438', '444', '4442', '44447', '44497', '445', '4450', '4459', '447', '4470', '4471', '4472', '4479b', '448', '4485', '4486a', '449', '4490', '44986', '44ev', '45', '450', '4500', '451', '4510', '452', '453', '4533', '45364b', '454', '4550', '456', '4568', '4579', '458', '4580', '4587', '4590', '45ev', '45mn', '45mno3', '45p', '46', '460', '4600', '461', '4616', '465', '4658', '4660', '467', '4672', '468', '4686', '4691', '4696', '46b', '46ca', '46s', '47', '470', '4700', '4707', '471', '4715', '472', '47205', '4721', '4724', '4726', '473', '4730', '4731', '4732', '4740', '4750', '4750858', '4754', '476', '4763', '477', '4771', '478', '4780', '4785', '4789', '479', '4796a', '48', '480', '4800', '4808', '481', '482', '483', '48369689570172', '484', '4843j', '485', '4850', '4859', '486', '487', '4877', '489', '48au', '48c', '48ca', '48g', '49', '490', '4900', '4904', '491', '492', '493', '4937', '494', '4945', '495', '4950', '4955', '495611', '4959', '496', '4964', '497', '4988', '499', '4993', '49933', '4995', '4997', '4_', '4_2', '4_d', '4_s', '4a', '4b', '4c', '4ce0', '4chan', '4cm', '4d', '4db', '4de1', '4dvar', '4e', '4e21', '4em', '4ev', '4f', '4f_', '4fb', '4fe2as2', '4fgl', '4g', '4g_n', '4gamma', '4ghz', '4h', '4h2o', '4hb', '4he', '4he_n', '4i_', '4j', '4k', '4k_f', '4kev', '4l', '4lac', '4lqs', '4m', '4m_', '4m_c', '4m_solar', '4mcf', '4minute', '4mno3', '4most', '4ms', '4msun', '4n', '4n_e', '4n_f', '4nls', '4on', '4open', '4p', '4p_', '4pi', '4q', '4r_', '4r_s', '4re', '4s', '4s5', '4s6', '4s_', '4sigma', '4sin', '4t', '4t1', '4t2', '4t_', '4te7', '4th', '4u', '4u1538', '4u1700', '4u_t', '4v', '4wm', '4x', '4x10', '4x2', '4x4', '4z', '50', '500', '5000', '5000cm', '5000k', '5000th', '5007', '5007a', '500k', '500kev', '500pc', '501', '502', '502x', '5039', '504', '5040', '504a', '505', '5053', '5055', '506', '5065', '508', '5085', '509', '50a', '50au', '50fps', '50hz', '50k', '50kda', '50kw', '50m_', '50mo', '50n', '50pc', '50snf2', '50states10k', '50th', '50x50', '51', '510', '5100', '5100a', '5105v1', '5106', '5109', '511', '511ex', '512', '5128', '512x512', '513', '513353', '5135', '514', '515', '5151', '516', '5160', '51629', '5167', '517', '5178', '518', '5181', '518304551833', '51891', '519', '51d', '52', '520', '5201', '5209', '521', '5216', '5218', '522', '523', '5235', '523504', '5237', '524', '5240', '525', '525150', '5253', '5255', '528', '5281', '529', '52b', '52d', '52g', '52li0', '52m', '53', '530', '5300', '5303', '531', '53143', '531906', '532', '53206', '533', '534', '535', '535x10', '536', '538', '5380', '53a', '54', '540', '5400', '5408', 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'zirconia', 'zirconium', 'zirnbauer', 'zisman', 'zitt', 'zitterbewegung', 'ziv', 'zj', 'zjj', 'zju', 'zju3dv', 'zjuicsr', 'zjzj', 'zk', 'zklaim', 'zkp', 'zkps', 'zl_il_j', 'zlfh2015', 'zm', 'zmp', 'zn', 'zn0', 'zn1', 'zn_', 'znajek', 'znal', 'znc', 'zncu', 'zncu3', 'znfe2o4', 'zng', 'zniak', 'zniro', 'zno', 'znpt', 'zns', 'znsb', 'znse', 'znt', 'znte', 'zntpp', 'znwo4', 'zo', 'zodiacal', 'zograf', 'zohar', 'zoller', 'zolotare', 'zolotareff', 'zolotarev', 'zolpidem', 'zombie', 'zonal', 'zonally', 'zone', 'zong3', 'zonotope', 'zoo', 'zoologici', 'zoom', 'zooming', 'zooniverse', 'zorich', 'zotyev', 'zp', 'zpf', 'zpl', 'zps', 'zpt', 'zq', 'zr', 'zr0', 'zr4', 'zr_', 'zrb12', 'zrb2', 'zrc', 'zrncl', 'zrnial', 'zrp', 'zrpt', 'zrs', 'zrsis', 'zrsise', 'zrsite', 'zrsix', 'zrte', 'zrw2o8', 'zs', 'zschau', 'zsl', 'zsm', 'zsol', 'zsun', 'zt', 'ztd', 'ztf', 'ztf18abvkwla', 'zuazua', 'zubaran', 'zubarev', 'zuber', 'zuckerman', 'zudilin', 'zuily', 'zukowski', 'zulu', 'zumbr', 'zumbrun', 'zumino', 'zureick', 'zurek', 'zurich', 'zurieck', 'zvi', 'zw', 'zw1', 'zwam', 'zwanzig', 'zwanziger', 'zweger', 'zweig', 'zwick', 'zwicky', 'zwiebach', 'zx', 'zxt', 'zy', 'zygmund', 'zygodontomys', 'zyme', 'zynq', 'zyuzin', 'zyx', 'zyzfeaso1', 'zz', 'zz_3', 'zz_7', 'zzh', 'zzz'] not in index\"",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[59], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m similarity \u001b[38;5;241m=\u001b[39m cosine_similarity(\u001b[43mdf\u001b[49m\u001b[43m[\u001b[49m\u001b[43mtfidf_features\u001b[49m\u001b[43m]\u001b[49m, _test)\n",
      "File \u001b[0;32m~/Desktop/arxiv-paper-recommender/arxiv-env/lib/python3.11/site-packages/pandas/core/frame.py:3767\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   3765\u001b[0m     \u001b[39mif\u001b[39;00m is_iterator(key):\n\u001b[1;32m   3766\u001b[0m         key \u001b[39m=\u001b[39m \u001b[39mlist\u001b[39m(key)\n\u001b[0;32m-> 3767\u001b[0m     indexer \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mcolumns\u001b[39m.\u001b[39;49m_get_indexer_strict(key, \u001b[39m\"\u001b[39;49m\u001b[39mcolumns\u001b[39;49m\u001b[39m\"\u001b[39;49m)[\u001b[39m1\u001b[39m]\n\u001b[1;32m   3769\u001b[0m \u001b[39m# take() does not accept boolean indexers\u001b[39;00m\n\u001b[1;32m   3770\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mgetattr\u001b[39m(indexer, \u001b[39m\"\u001b[39m\u001b[39mdtype\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39mNone\u001b[39;00m) \u001b[39m==\u001b[39m \u001b[39mbool\u001b[39m:\n",
      "File \u001b[0;32m~/Desktop/arxiv-paper-recommender/arxiv-env/lib/python3.11/site-packages/pandas/core/indexes/base.py:5876\u001b[0m, in \u001b[0;36mIndex._get_indexer_strict\u001b[0;34m(self, key, axis_name)\u001b[0m\n\u001b[1;32m   5873\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m   5874\u001b[0m     keyarr, indexer, new_indexer \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_reindex_non_unique(keyarr)\n\u001b[0;32m-> 5876\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_raise_if_missing(keyarr, indexer, axis_name)\n\u001b[1;32m   5878\u001b[0m keyarr \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mtake(indexer)\n\u001b[1;32m   5879\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39misinstance\u001b[39m(key, Index):\n\u001b[1;32m   5880\u001b[0m     \u001b[39m# GH 42790 - Preserve name from an Index\u001b[39;00m\n",
      "File \u001b[0;32m~/Desktop/arxiv-paper-recommender/arxiv-env/lib/python3.11/site-packages/pandas/core/indexes/base.py:5938\u001b[0m, in \u001b[0;36mIndex._raise_if_missing\u001b[0;34m(self, key, indexer, axis_name)\u001b[0m\n\u001b[1;32m   5935\u001b[0m     \u001b[39mraise\u001b[39;00m \u001b[39mKeyError\u001b[39;00m(\u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mNone of [\u001b[39m\u001b[39m{\u001b[39;00mkey\u001b[39m}\u001b[39;00m\u001b[39m] are in the [\u001b[39m\u001b[39m{\u001b[39;00maxis_name\u001b[39m}\u001b[39;00m\u001b[39m]\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m   5937\u001b[0m not_found \u001b[39m=\u001b[39m \u001b[39mlist\u001b[39m(ensure_index(key)[missing_mask\u001b[39m.\u001b[39mnonzero()[\u001b[39m0\u001b[39m]]\u001b[39m.\u001b[39munique())\n\u001b[0;32m-> 5938\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mKeyError\u001b[39;00m(\u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m{\u001b[39;00mnot_found\u001b[39m}\u001b[39;00m\u001b[39m not in index\u001b[39m\u001b[39m\"\u001b[39m)\n",
      "\u001b[0;31mKeyError\u001b[0m: \"['00', '000', '0000002', '0000008', '0000010', '0000013', '000002', '00001', '00001887227319', '00002', '000085', '0001', '0002', '000201', '00023', '00026', '0003', '000301c', '0003184', '00034', '00036h', '0004', '0004016', '0004203', '0004222', '0005', '00057', '0007', '00079248', '0008', '00080', '00084', '0009', '000times', '001', '0010', '00105', '0011', '00116', '0012', '0012170', '00124', '0013', '00133', '00136', '0014', '00148', '0016257', '0017', '0019', '00197686', '002', '0021', '00226', '0023', '0024', '0029', '002coo_3', '003', '0031', '0033', '0035', '0038', '004', '00411', '0044', '0047', '0049', '00491', '004r', '005', '0050', '00513v1', '0052', '0055', '0056', '0057', '0059', '006', '0060', '00619', '0062', '0068', '00680', '007', '00713', '0073', '00759', '0076', '00788', '008', '0087', '008_', '009', '0093', '00938', '0094', '0095', '00_m', '01', '010', '010102', '010143', '010222', '0106554', '0107770', '010824', '0109', '011', '011013', '011032', '0115', '011745', '011902', '012', '01202', '012105', '01218', '0123', '0125', '0127', '012903', '012957', '013', '013002', '013003', '013021', '013104', '013110', '013133', '013415', '013607', '0138', '014', '014031', '014412', '0144235x', '014504', '014512', '014522', '0149', '014_', '015', '015102', '015203', '01579', '015902', '016', '016101', '016402', '01655', '01656', '017', '018', '01858', '0188', '0189', '019', '01a', '02', '020', '020101', '020103', '0201268', '0201285', '020184', '020303', '020403', '020407', '02041', '02056', '0206012', '0206102', '0206184', '0207', '0208', '021', '021007', '021013', '0211428', '0218', '0219', '022', '022118', '0222', '02274', '0229', '023', '0235', '0239', '024', '024012', '024018', '024020', '024507', '024903', '025', '025001', '025005', '025303', '025ba2cu3o', '026', '02636', '0264', '02650v1', '026801', '026804', '026808', '0269', '027', '027002', '027203', '02746', '027903', '028', '029', '02900', '02927', '02929', '0295', '02962', '02966', '02k', '03', '030', '0301036', '0301099', '0301118', '030329', '030402', '0304129', '0305', '0306189', '0306198', '0306630', '0307164', '0308111', '03082', '031', '031028', '031088', '031106', '031203', '0312041', '0312160', '0312244', '03150', '031_', '032', '0321', '032105', '032112', '032133', '032501', '033', '033134', '0332', '033351', '0334', '033602', '03385', '033906', '034', '034102', '0347', '03473', '035', '035127', '035202', '035444', '036', '036104', '036109', '03646', '036805', '037', '037113', '037s', '038', '03817', '039', '03905', '03d1gt', '03x', '04', '040', '0403', '0403063', '0403528', '04036', '040405', '0405052', '0405282', '040812', '0409209', '041328', '0416', '041903', '042', '042101', '042201', '042210', '042325', '0426', '0429', '042903', '043', '0432', '043333', '043503', '043616', '043_', '044', '044013', '044025', '044047', '04404v1', '044102', '0444', '045', '045001', '0453', '0454', '045503', '045702', '046', '04644', '04698', '047009', '0473', '04768', '048', '049', '0496243', '04cuo4', '04o', '05', '050', '0501398', '0502058', '0504', '0505537', '0506', '05060', '0507', '0508088', '0508270', '0509089', '0509130', '051', '0511', '051103', '0512058', '0512471', '0513', '05155', '051907', '052', '052105', '052133', '052301', '0525', '0527', '052701', '053', '053005', '0538', '053824', '054', '054003', '054606', '05464', '05478', '055', '055108', '05568', '056', '0560', '056101', '05634', '056402', '05648', '0565600', '0565615', '056702', '05697', '057', '058', '0581', '05893', '05920', '05_', '05b2', '05o3', '05ro', '05um', '06', '060', '0601371', '060218', '0603130', '0604075', '0605386', '0605587', '0606005', '0606760', '0611024', '061904', '062', '062104', '0622', '062309', '062326', '062604', '0630', '063130', '063414', '063419', '063607', '063b03', '064', '064024', '0649', '065', '065127', '065301', '0656', '06581', '06586', '066', '066201', '066402', '066409', '066612', '0668', '067', '068', '0682', '06848', '06863', '069', '06944', '06d35', '06f35', '06fm', '06x', '07', '070', '0703150v1', '0704', '070404', '0707', '0708', '0710', '0711', '0712', '071227', '071301', '07135', '071442', '0716', '07161', '072', '0721', '0728', '072gpus', '073', '073005', '0732', '07334', '0736', '0737', '07396', '074019', '07455v2', '074711', '075', '075122', '075125', '0755', '076', '07635', '076406', '07664', '077', '077001', '077002', '07719', '07929', '08', '080', '080109', '0802', '0803', '080319b', '0805', '080514b', '0806', '0808', '080916c', '081', '0810', '081024b', '0811', '0812', '081301', '082', '0823', '08250', '082501', '0827', '0828', '083', '0832', '08339', '084', '0840', '084502', '085', '0851', '085102', '085113', '086', '086802', '0869', '087', '088', '089', '0894', '08_', '08x', '09', '0901', '0902', '0904', '090426', '0906', '0907', '0908', '09082v3', '090926b', '09092v2', '091', '0911', '0912', '0913', '091442', '092', '093', '093001', '093439', '09387', '094', '0943', '094411', '095', '095301', '095302', '0954', '096', '0962', '0964', '097', '0976', '098', '099', '0992486', '0_', '0_0', '0_1', '0_2', '0_3', '0_b', '0_d', '0_had', '0_i', '0_ih', '0_iz', '0_j', '0_k', '0_l', '0_s', '0_u', '0_z', '0a', '0b', '0bar', '0c', '0d', '0deg', '0e18', '0ev', '0f_', '0f_1', '0fb', '0g_', '0ge40', '0h', '0i', '0k', '0mpa', '0ms', '0n', '0nutation', '0o', '0pi', '0pt', '0tcoke4keyc', '0th', '0um', '0v', '0w', '0x', '0x10', '10', '100', '1000', '10000', '100000', '10000000', '10000k', '1000c', '1000k', '1000nm', '1000pc', '1000sec', '1003', '100546', '1006', '100703', '1008', '1009', '100base', '100c', '100cst', '100h', '100k', '100kpc', '100mbps', '100ms', '100ns', '100pm', '100s', '100um', '100yr', '101', '1010', '1011', '101101', '1012', '1013', '1015', '1016', '10165', '10168', '1019', '101901', '101955', '101star', '102', '1020', '10200', '10216', '10224', '1022w', '1023', '10239', '1024', '10240', '1026', '1029', '102pd', '103', '1030', '10300', '103095', '1031', '10319', '103295n', '1032a', '1035', '1037', '1038', '10384', '1039', '103987', '104', '10400', '104102', '1042', '10420', '1043', '10430', '1044', '10465', '1047', '1048', '105', '1050', '105001', '105013', '1052', '1053', '1055', '10580', '105888', '1059', '106', '10610', '106102', '10610u', '1064', '106402', '1065', '10650', '1067', '1068', '106823', '107', '107146', '1073', '10747', '10753', '10758', '107602', '1078', '10782', '10790', '108', '1080', '1080ti', '1081', '1083', '10830', '1085', '10860', '10864', '108877', '109', '1090', '10909', '10917', '10934', '1099', '10a', '10b', '10base', '10be', '10c', '10d', '10db', '10deg', '10e', '10e11', '10e12', '10e13', '10e27', '10e6', '10eev', '10ev', '10gbps', '10ghz', '10hour', '10hz', '10k', '10khz', '10m', '10mjy', '10mpc', '10n', '10ne20', '10pb', '10pc', '10ppb', '10pt', '10pt4', '10sb0', '10t', '10th', '10um', '10wcm', '10x', '10x10cm2', '10x5', '11', '110', '1100', '11000', '1100mhz', '11020', '1103', '11036', '1106', '1109', '111', '1111', '11115', '1112', '11120', '111301', '1115', '11158', '1116', '11169', '111805', '1119', '112', '1120', '11200', '1122', '11237', '1125', '11252', '1127', '1128', '1128569561140', '1128575290808', '113', '1132', '113206', '11365', '114', '1140', '11429', '114501', '1148', '1149', '115', '1150', '11500', '115001', '1151', '11513', '115226', '115413', '115421', '115567', '1159', '115pc', '116', '11615', '116235', '116401', '11678', '1168', '11690', '117', '1170', '1171', '1175', '1176', '1178', '118', '118101', '1182', '1184', '1185', '1185k', '1186', '1187', '1189', '119', '1190', '11903', '1192', '1193', '1196', '11984', '1199', '11_', '11ad', '11af', '11be', '11d', '11m_', '11msun', '11n', '11n_c', '11th', '11x', '12', '120', '1200', '120000', '1200k', '1201', '1202', '1203', '1204', '120402', '1205', '120504', '1206', '1207', '1208', '120c', '120deg', '120kms', '120ks', '120mk', '121', '1210', '1211', '121102', '1212', '1219', '12192', '121a', '122', '12200', '1221', '1222', '1223', '1224', '1225', '122563', '1227', '122910', '123', '1231', '1232', '1234', '123441', '1235', '1237', '1239', '124', '1240', '124036', '124057', '1241', '124112', '1243', '1246', '125', '1250', '12500', '1250n', '125110', '125116', '1252', '12560k', '1257', '125723', '1259', '125gev', '125s', '125te', '125th', '126', '1260', '1261', '1264', '12673', '127', '1270', '127203', '1275', '1276', '128', '1281', '1285', '12894', '128x128', '129', '1292', '1295', '1296', '129xe', '12b', '12c', '12c14n', '12c15n', '12cao', '12ch3d', '12cn', '12co', '12coo2', '12e', '12gyr', '12h', '12helix', '12k', '12mx0', '12s', '12th', '12x', '12x12', '13', '130', '1300', '1301', '130201', '13029', '1303', '1304', '130427a', '1305', '1306', '1308', '13085', '1309', '130sb', '130te', '131', '1310', '1311', '1311010', '1312', '131231a', '131366n', '1315', '1316', '131sb', '132', '1320', '13258', '1328', '132sb', '132sn', '133', '1333', '133cs', '133te', '134', '1343', '134439', '134440', '13450k', '134705', '13472i', '1349', '134901', '134ce', '134sn', '135', '1350', '1351', '1351672', '1352', '135693', '135701', '135930', '136', '1361', '1364', '136472', '1368', '136931', '137', '1370', '1374', '13754', '137cs', '138', '1380', '13800', '1383', '1385', '1387', '138baf', '139', '1390', '1391', '1394', '13945', '1396', '139664', '139822n', '1399', '139la', '13a', '13au', '13b', '13c', '13c14n', '13cch', '13ch4', '13cl', '13cn', '13co', '13e', '13h', '13k', '13m_1m_2', '13th', '13x', '14', '140', '1400', '1402', '140283', '1403', '1404', '1405', '140504', '1406', '1407', '1408', '1409', '140au', '140k', '140x140', '141', '1410', '1411', '1412', '1414', '1415', '1416', '142', '1420', '1423', '1426', '1426h', '1427h', '142857', '142857142857', '1429', '143', '1430', '143201', '14324', '143907', '143eu', '144', '1440', '144412', '144448', '144501', '144515', '1446', '145', '1450', '1456', '1459', '145k', '146', '1466', '147', '1472', '1475', '14771', '147926', '148', '1480', '1482', '148330', '14858', '1486', '14862', '149', '1498', '14c', '14h', '14hours', '14i', '14k', '14m_', '14n', '14nh3', '14th', '15', '150', '1500', '15000', '1501', '15011', '1502', '15043', '1505', '1506', '150601', '1507', '1508', '1509', '150ev', '150k', '150pc', '151', '1510', '151030', '1511', '1511a', '1511b', '1512', '1514', '15153', '1516', '1518', '151eu', '152', '1520', '1525', '152690', '1527', '152gops', '153', '1530', '1531', '1533', '1535', '15350', '15351', '1536', '153603', '1537', '1538', '15388', '1539a', '154', '1540', '15400', '1543', '1544', '1546', '1549', '154902', '15494', '155', '1550', '155006', '1553', '1555', '156', '1560', '156101', '1566', '1567', '1569', '157', '157001', '157087', '1572', '1576', '157pc', '158', '1580', '1581', '15890', '158a', '158agev', '159', '15929', '1593', '15c', '15db', '15mk', '15mm', '15mv', '15n', '15o', '15th', '15x', '16', '160', '1600', '1601', '1602', '1603', '1604', '160401', '1605', '160529', '1606', '1608', '1609', '160deg', '160um', '161', '1610', '161108', '1612', '1613', '1614', '161405', '1615', '1617', '161796', '161b', '161gev', '162', '1620', '16249', '162520', '1625b', '1627', '16293', '163', '16307', '1635', '1636', '16384', '163899', '164', '1640', '164204', '1647', '165', '1650', '16500', '1650019', '1650ti', '1651', '165134', '1654', '16547', '1658', '166', '166102', '1665', '1667', '166870', '1669', '167', '16709', '167203', '1673', '1675', '1679', '168', '1680', '168001', '1684', '1685', '168625', '168k', '169', '1690', '1697', '169tm', '16_', '16a', '16b', '16hz', '16k', '16m', '16mev', '16o', '16o2', '16pc', '16se0', '16th', '16x', '16x12', '17', '170', '1700', '1701', '1702', '1703', '1704', '1705', '1706', '1707', '1708', '170817', '170817a', '1709', '170922a', '170x', '171', '1710', '171019', '171421', '171433', '1715', '17156', '1719', '171a', '171yb', '172', '1720', '1723', '1726', '1728', '172gev', '173', '1730', '1737', '174', '1740', '1741', '1744', '1746', '175', '1750', '1750016', '1756', '175640', '1758', '175b', '175gev', '176', '1761', '176mw', '177', '1775', '178', '1780', '1785', '179', '17909', '179hf', '17a', '17h', '17kt', '17mn', '17muas', '17th', '18', '180', '1800', '18000', '1801', '1802', '1802081', '1803', '1804', '180402', '180409', '1805', '180503', '180505', '180506', '180520r', '1806', '1807', '1808', '180916', '180916b', '180k', '180w', '181', '1810', '1811', '1812', '1814', '18162', '1818', '181ta', '182', '1820', '1822', '1825', '183', '1834', '18354', '1836', '1837', '183gev', '183w', '184', '1840', '1841', '184421', '1845', '184982', '185', '1850', '1850040', '18510', '18540', '1855', '18555', '1856', '1858', '1859', '186', '1860', '1861', '1863', '1864', '186406', '186w', '187', '1870', '187123b', '1874', '1875', '1877', '1879', '187re', '188', '1881', '1883', '1884', '1885', '1886', '1887', '188774', '1888', '1889', '189', '1892', '1893', '1895', '18ar40', '18b', '18ev', '18f', '18h32m20s', '18k', '18m_', '18o', '18r', '18th', '19', '190', '1900', '1901', '1902', '1903', '190344', '1904', '1905', '1906', '1908', '1909', '191', '1910', '1911', '1912', '1913', '1915', '1916', '1917', '1918', '1919', '192', '1920', '19200', '1920s', '192105', '1922', '1923', '1924', '1925', '1926', '1928', '193', '1930', '1930s', '1931', '1932', '1933', '1934', '1935', '1936', '1937', '1938', '1939', '193901', '194', '1940', '19400', '1941', '1943', '1944', '1945', '1946', '1947', '1948', '1949', '195', '1950', '1951', '195117', '1952', '1953', '1954', '1955', '1956', '1957', '1958', '1959', '196', '1960', '19603', '1960ie', '1961', '1962', '1963', '1964', '1965', '1966', '1967', '1968', '1969', '196944', '197', '1970', '1971', '1972', '1973', '1974', '1975', '1976', '1977', '1978', '1979', '197au', '198', '1980', '1980s', '1981', '1982', '1983', '1984', '1985', '1986', '1987', '1987a', '1988', '1989', '1989a', '198x', '199', '1990', '1990ie', '1990jcoph', '1990s', '1991', '1992', '1993', '1993j', '1994', '1995', '1995n', '1996', '1996b', '1997', '1997ef', '1998', '1998a', '1998bw', '1999', '1999by', '1999da', '1999dk', '1999gp', '199hg', '19b', '19charge', '19f', '19hz', '19k', '19m_', '19th', '19yb0', '1_', '1_0', '1_1', '1_10', '1_11', '1_2', '1_d', '1_et', '1_f', '1_k', '1_loc', '1_n', '1_nis', '1_r', '1_t', '1_v', '1_xl', '1a', '1and', '1au', '1b', '1b_1', '1bmmrelax', '1brelax', '1c', '1cr', '1cz', '1d', '1d2', '1d_2', '1day', '1db', '1dbpp', '1deg', '1deg27', '1e', '1e0657', '1e10', '1e13', '1e14', '1e1547', '1e16', '1e161348', '1e1740', '1e18', '1e19', '1e20', '1e21', '1e4', '1e41', '1e49', '1e5', '1e7', '1eev', '1es', '1ev', '1f1', '1f3', '1f7', '1g', '1g4', '1gbps', '1gev', '1go', '1gsps', '1gyr', '1h', '1h0707', '1jby', '1k', '1l2s', '1la_0', '1lc', '1m', '1mhz', '1mjy', '1mk', '1mo', '1mole', '1ms', '1msun', '1n', '1p', '1p1', '1p_', '1p_1', '1pc', '1pi', '1pn', '1q', '1ql', '1re', '1rsb', '1rxs', '1s', '1s0', '1s2s', '1s3d', '1s3p', '1s_', '1s_0', '1sax', '1sigma', '1st', '1t', '1tev', '1u', '1ufa', '1ufas', '1um', '1v', '1vs1', '1x1', '1x10', '1x104', '1x2', '1x4', '1xb', '1xs', '1yr', '1z_', '1zr', '20', '200', '2000', '20000', '2000bk', '2000ce', '2000k', '2000q', '2000s', '2000x', '2001', '2001a', '2002', '2002a', '2002ap', '2002b', '2002er', '2002fk', '2002hh', '2002rm', '2003', '2003bg', '2003cg', '2003du', '2003fk', '2003gd', '2003ie', '2003kf', '2004', '200404', '200405', '2004a', '2004b', '2004et', '2005', '2006', '200603', '2006a', '2006aj', '2006c', '2006jc', '2006ov', '2007', '2007gr', '2007or10', '2008', '2008d', '2008mq', '2009', '2009bb', '2009jf', '200au', '200gev', '200k', '200pc', '200um', '200x', '201', '2010', '2011', '201104', '2011dh', '2011fe', '2011nk', '2012', '20121102a', '2012b', '2012cg', '2012qut', '2013', '2013a', '2013b', '2013kna', '2014', '2015', '2015hga', '2015wwa', '2016', '201626', '2016a', '2016prf', '2016som', '2016xxf', '2017', '2017a', '2017gfo', '2017jlg', '2018', '201889', '2018a', '2018b', '2019', '2019kaq', '201hg', '202', '2020', '20201124', '2020b', '2021', '2021a', '2021b', '2021yja', '2022', '2023', '2024', '2025', '2028', '2029', '203', '2030', '203001', '2030s', '2032', '2035', '203602', '2039', '203km', '204', '2040', '2048', '20483', '204907', '205', '2050', '2056', '206', '2068', '206at', '207', '2070', '2071', '207208', '207401', '2076', '2078', '207po', '208', '2080', '2081b', '208pb', '209', '2094', '209458', '209458b', '2099', '209bi', '209rn', '20b', '20b2', '20gev', '20h', '20k', '20khz', '20mev', '20ne', '20newsgroups', '20ppb', '20th', '20x', '20x20', '21', '210', '2100', '2104', '2105', '2106', '2107', '2108', '210k', '211', '2110', '2111', '2112', '211211a', '2114', '212', '2120', '21207022', '212505', '212po', '213', '2135', '214', '214104', '214109', '214420', '214bi', '214pb', '215', '2150', '2152', '2153', '2154', '2155', '215d', '216', '2160', '2166', '216k', '217', '217206', '2174', '2175', '2178', '218', '218fr', '219', '2190', '219188', '21f_', '21k', '21n', '21st', '21te2', '21w', '22', '220', '2200', '2201', '2202', '220408b', '2205', '220502', '2206', '2207', '220k', '221', '2210504', '2212', '2213', '2218', '222', '2221', '2223', '222rn', '223', '2230', '223002', '223201', '2237', '2239', '223ra', '224', '2240', '2246', '225', '2250', '2251', '2255', '2257', '2259', '225hf0', '225mo0', '225ta0', '225w0', '226', '2260', '22600', '2261', '2264', '2264d', '2265', '226ac', '226ra', '227', '2271', '227601', '228', '2281', '228th', '229', '22920', '22940', '2295', '2296', '229b', '229m', '229th', '22cm', '22fdx', '22k', '22na', '22r', '22x', '23', '230', '2300', '2301', '230401', '2306', '230601', '23098', '230k', '231', '2310', '2312', '2316a', '2317', '2319', '231pa', '232', '2326', '232u', '233', '2336', '233809', '233u', '234', '2344', '2344411', '2349', '234u', '235', '2350', '235001', '2352', '235205', '235u', '236', '2360', '2366', '236b', '237', '2376', '237x', '238', '2380', '2389', '238pube', '238u', '239', '2390', '2391', '2392', '23fm', '23n', '23rd', '24', '240', '2400', '2400100', '240401', '240402', '240503', '2408', '240u', '241', '241101', '241102', '241406', '2417', '241ambe', '242', '2420', '2422', '243', '2430', '2437', '244', '244111', '2446aj', '2446ak', '2446al', '245', '2450', '245124', '2451917', '245302', '2454605', '2456', '2456074', '2457412', '245a', '246', '2460', '2463', '246401', '2466', '2467', '247', '2470', '2477', '248', '2480', '249', '2496', '249bk', '24a', '24b', '24ga0', '24h', '24k', '24mg', '24microns', '24myr', '24na', '24th', '25', '250', '2500', '25000', '2500k', '2501', '250504', '250k', '250r', '250v', '250x', '251', '2516', '252', '253', '2531', '2532', '2534', '2536', '254', '2547', '255', '2550', '255001', '2554', '25546', '2555', '256', '2560', '2562', '256802', '257', '257003', '2577', '258', '258701', '259', '2595', '25al', '25at', '25ca0', '25k', '25kpa', '25mag', '25mg', '25s', '25th', '25x', '26', '260', '2600', '2600mhz', '260411', '260601', '260_', '261', '2615', '2619', '262', '2620050', '26262', '2628', '2629', '263', '2632', '264', '2643', '2648', '265', '2650', '2654', '265ms', '266', '2669', '2669v1', '267', '267004', '2677', '268', '2683', '2688', '268k', '269', '269d', '26al', '26b', '26d', '26deg2', '26k', '26mg', '26th', '27', '270', '27000', '2700cm', '2702', '270k', '271', '2713', '2718', '272', '2724', '273', '2732', '273pb', '274', '2741', '2742', '2743', '2744', '2748', '275', '27500', '27500k', '2754', '2755', '2756', '276', '277', '277906', '278', '2782', '2784', '2787', '279', '2796', '2798', '27al', '27mn', '27mo', '27th', '27x', '28', '280', '2800', '2800_', '2806', '2808', '281', '2816', '282', '2825', '283', '2834', '2838', '284', '2841', '2844', '284423', '285', '285bp', '286', '2860', '287', '288', '2880', '2883', '289', '28k', '28p', '28si', '28siresonant', '28th', '28x', '29', '290', '2900', '2904', '2909', '291', '2910', '2915', '2919', '292', '2927', '292747', '292917', '293', '294', '2940', '2942', '2943', '294344', '295', '2950', '2958', '296', '297', '2976', '298', '2988', '299', '2996', '29c', '29e', '29si', '29sic2', '29th', '29um', '2_', '2_0', '2_1', '2_2', '2_f', '2_i', '2_k', '2_m', '2_n', '2_q', '2_s', '2_t', '2_tw', '2_w', '2_x', '2a', '2a1', '2abc', '2ad', '2alpha', '2as2', '2b', '2ba2cu3o', '2c', '2c_1', '2c_2', '2c_3', '2c_5', '2ca1', '2ch', '2ch3cooh', '2chx_3', '2ck', '2clo4', '2cr0', '2cuo4', '2d', '2d2', '2d_', '2d_1', '2d_1d_2', '2d_vae_uda_for_3d_sythesis', '2db', '2dch', '2de', '2deg', '2degs', '2dels', '2delta', '2des', '2df', '2dfgrs', '2dhg', '2dp', '2dti', '2dv_g', '2dx', '2e', '2e15', '2e2nc', '2e47', '2e_0', '2ec', '2ef', '2ev', '2ex', '2exptime', '2f', '2f1', '2f_1', '2f_3', '2f_c', '2fb', '2fgl', '2fm', '2g', '2g_0', '2g_n', '2gamma', '2ghz', '2gm', '2h', '2h1p', '2h_2o', '2h_c2', '2hdm', '2hdms', '2hf0', '2i', '2i3', '2j', '2jx', '2k', '2k_f', '2kh', '2kx4k', '2l', '2l1s', '2l_', '2l_e', '2lac', '2log_2', '2ls', '2m', '2m0850', '2m0850b', '2m_', '2m_b', '2m_c', '2m_sun', '2m_w', '2m_z', '2ma', '2mass', '2mdm', '2mhg', '2micron', '2mn', '2mno3', '2mo0', '2ms', '2msun', '2mv', '2n', '2n_c', '2n_f', '2nb0', '2nd', '2neb', '2nee', '2ng', '2nn', '2o3', '2obs', '2omega', '2p', '2p2h', '2p_f', '2p_j', '2p_t', '2pc', '2pf6', '2pi', '2pn', '2ppt', '2pr', '2pt', '2q', '2r', '2rbzn', '2reo4', '2rqaw', '2s', '2s2p', '2s_', '2s_1', '2sb', '2sc', '2sf', '2sigma', '2sls', '2sqrt', '2t', '2ta0', '2ta_0', '2tau', '2tc', '2theta_', '2u', '2u_a', '2uu_', '2uu_x', '2v', '2vt', '2w', '2w0', '2x', '2x1', '2x10', '2x12h2o', '2x2', '2x3', '2x4', '2x4aqh2bmb', '2x_n', '2xcy_3', '2xmmp', '2y', '2z', '2zr0', '30', '300', '3000', '30000', '3000k', '3000mpc', '3002', '3003', '300au', '300gpa', '300h', '300hz', '300k', '300mpc', '300x300', '300x30x2', '301', '3012', '302', '3021', '303', '3031', '3032', '304', '3045', '305', '3050', '3054', '3055', '306', '3062', '307', '3072', '3073', '3079', '30795', '308', '3080', '309', '3096', '309h', '30b', '30db', '30deg', '30hz', '30k', '30m', '30mk', '30ms', '30p2o5', '30pc', '30s', '30sic2', '30ujy', '30x', '30x30', '30zn64', '31', '310', '3100', '3109', '310f', '310ghz', '311', '3110', '3114', '3116', '312', '3129', '312g', '313', '31347', '314', '315', '316', '3161', '3162', '3168', '317', '318', '3185', '3187', '319', '3195', '31k', '31mjy', '31o', '31th', '31x', '32', '320', '3200', '3200k', '3201', '3202', '3205', '3208', '320h', '320ms', '321', '3226', '3227', '323', '324', '3240', '325', '326', '327', '32768', '328', '3283', '329', '3296', '32k', '33', '330', '3300', '330mhz', '331', '332', '3327', '333', '3338', '3339', '334', '3344', '3348837', '335', '3358', '336', '3367', '3368', '337', '3371', '3372', '3375', '33761', '3379', '338', '3387', '3388', '339', '3390', '33_', '33k', '33mno3', '33pc', '34', '340', '34004', '341', '3412', '342', '3420', '3421', '343', '344', '3447', '345', '34506', '3456', '3457', '3459', '346', '347', '34700', '3476', '3478', '348', '3480', '348000', '34808', '3482', '3486', '3488', '349', '3492', '34970', '34b', '34ev', '34k', '34mm', '34th', '34w', '34x1018', '35', '350', '3500', '35000', '3500kms', '3509', '350micron', '350mw', '351', '3514950', '351724', '35187', '352', '3525', '3526', '352619', '3527', '3543', '3546', '355', '3559m_', '356', '35600', '35610879', '357', '3574', '358', '359', '35a', '35b', '35cl', '35coo2', '35ev', '35gev', '35k', '35msun', '35s', '35th', '35x', '36', '360', '3600', '3603', '360isod', '361', '362', '36216', '3624', '3627', '36278', '363', '36351', '364', '36491', '365', '3654', '3656', '3658', '366', '3665', '3669', '367', '3677', '3686', '369', '36900', '36b', '36kr86', '36mers', '36x', '37', '370', '3700', '37000', '3706', '371', '3710', '3718', '3725', '3726', '3727', '3734', '374', '375', '376', '377', '3770', '3784', '3787', '37x', '38', '380', '3800', '380651', '3808', '381', '3819', '382', '3820', '3824v4', '3825', '3827', '383', '384', '3840', '3840x2160', '385', '3850', '386', '387', '3872', '3875', '3879', '3880', '3884', '38deg', '38mk', '39', '390', '3900', '3906', '3911', '3915', '3916', '3918', '392', '393', '394', '3940', '3946', '3947', '395', '396', '3966', '397', '3973', '3974', '398', '3985', '399', '39mag', '39x', '3_', '3_1', '3_s', '3_x', '3a', '3an', '3b', '3beta', '3bf', '3bp', '3bw', '3c', '3c186', '3c273', '3c286', '3c294', '3c58', '3ca', '3ca1', '3cg', '3cl', '3clpro', '3cm', '3cnf', '3cr', '3d', '3d0', '3d1', '3d2', '3d5', '3d_1', '3db', '3dcertify', '3dcnn', '3def', '3deg', '3dircadb', '3dof', '3dpeople', '3dpw', '3dresnet18', '3drt', '3dvar', '3dx2', '3dyz', '3e', '3e14', '3e22', '3e25', '3e6', '3ef', '3eg', '3ev', '3f', '3f3', '3f_2', '3fb', '3fgl', '3fhl', '3g', '3gpp', '3h', '3h_', '3hdm', '3he', '3i', '3i1o', '3j', '3k', '3khz', '3ks', '3ll', '3m', '3m_b', '3mev', '3mgy', '3mhz', '3micron', '3mm', '3mno3', '3n', '3nb2', '3nu', '3o_', '3p', '3p0', '3p1', '3p_0', '3p_1', '3p_2', '3p_j', '3pi', '3pn', '3q', '3q_1q_5', '3r', '3r_', '3rd', '3ro', '3s', '3s1', '3s3p', '3s_1', '3sat', '3sigma', '3sr1', '3t_3', '3t_c', '3term', '3u_', '3x', '3x10', '3x2', '3x3', '3x48', '3x64', '3xmm', '3xrp', '3xs', '3xs5', '3y', '3z', '3z2', '40', '400', '4000', '4003309', '400331', '40051', '400k', '400km', '400ng', '400pc', '401', '401214', '40176', '402', '4020', '4025', '4026', '403', '4038', '404', '4040', '4047ab', '405', '4051', '4056', '406', '40613', '4072', '4078', '408', '409', '409552', '4096', '40_', '40ar', '40c', '40ca', '40db', '40deg', '40k', '40k87rb', '40k_2', '40kk', '40nm', '40pc', '40x', '41', '410', '4100', '4100ab', '41076', '4108', '410b', '411', '4112', '41177', '4118x', '412', '4123', '413', '4131', '414', '4140', '415', '41501', '4153ab', '415x', '416', '4160', '417', '418', '419', '41979', '419k', '41k', '42', '420', '420k', '421', '4211', '4214', '422', '4220', '4224', '4227', '423', '4232', '4236', '424', '4247', '425', '426', '4260', '4261', '4263', '4266', '427', '4270', '4274', '4276', '4278', '428', '4284', '429', '4291', '4294', '42d', '42k', '42um', '42x', '43', '430', '4300', '4305', '4306', '431', '43160', '432', '4320', '4325', '433', '4332', '434', '4342', '4348', '434gops', '435', '4350', '436', '4360', '4363', '437', '4370', '43771963', '438', '4380', '43806', '4381', '4388', '439', '4394', '4395', '43k', '43mn', '43x', '44', '440', '4412', '4414', '4415', '4419ev', '441n', '442', '443', '4430', '4438', '444', '4442', '44447', '44497', '445', '4450', '4459', '447', '4470', '4471', '4472', '4479b', '448', '4485', '4486a', '449', '4490', '44986', '44ev', '45', '450', '4500', '451', '4510', '452', '453', '4533', '45364b', '454', '4550', '456', '4568', '4579', '458', '4580', '4587', '4590', '45ev', '45mn', '45mno3', '45p', '46', '460', '4600', '461', '4616', '465', '4658', '4660', '467', '4672', '468', '4686', '4691', '4696', '46b', '46ca', '46s', '47', '470', '4700', '4707', '471', '4715', '472', '47205', '4721', '4724', '4726', '473', '4730', '4731', '4732', '4740', '4750', '4750858', '4754', '476', '4763', '477', '4771', '478', '4780', '4785', '4789', '479', '4796a', '48', '480', '4800', '4808', '481', '482', '483', '48369689570172', '484', '4843j', '485', '4850', '4859', '486', '487', '4877', '489', '48au', '48c', '48ca', '48g', '49', '490', '4900', '4904', '491', '492', '493', '4937', '494', '4945', '495', '4950', '4955', '495611', '4959', '496', '4964', '497', '4988', '499', '4993', '49933', '4995', '4997', '4_', '4_2', '4_d', '4_s', '4a', '4b', '4c', '4ce0', '4chan', '4cm', '4d', '4db', '4de1', '4dvar', '4e', '4e21', '4em', '4ev', '4f', '4f_', '4fb', '4fe2as2', '4fgl', '4g', '4g_n', '4gamma', '4ghz', '4h', '4h2o', '4hb', '4he', '4he_n', '4i_', '4j', '4k', '4k_f', '4kev', '4l', '4lac', '4lqs', '4m', '4m_', '4m_c', '4m_solar', '4mcf', '4minute', '4mno3', '4most', '4ms', '4msun', '4n', '4n_e', '4n_f', '4nls', '4on', '4open', '4p', '4p_', '4pi', '4q', '4r_', '4r_s', '4re', '4s', '4s5', '4s6', '4s_', '4sigma', '4sin', '4t', '4t1', '4t2', '4t_', '4te7', '4th', '4u', '4u1538', '4u1700', '4u_t', '4v', '4wm', '4x', '4x10', '4x2', '4x4', '4z', '50', '500', '5000', '5000cm', '5000k', '5000th', '5007', '5007a', '500k', '500kev', '500pc', '501', '502', '502x', '5039', '504', '5040', '504a', '505', '5053', '5055', '506', '5065', '508', '5085', '509', '50a', '50au', '50fps', '50hz', '50k', '50kda', '50kw', '50m_', '50mo', '50n', '50pc', '50snf2', '50states10k', '50th', '50x50', '51', '510', '5100', '5100a', '5105v1', '5106', '5109', '511', '511ex', '512', '5128', '512x512', '513', '513353', '5135', '514', '515', '5151', '516', '5160', '51629', '5167', '517', '5178', '518', '5181', '518304551833', '51891', '519', '51d', '52', '520', '5201', '5209', '521', '5216', '5218', '522', '523', '5235', '523504', '5237', '524', '5240', '525', '525150', '5253', '5255', '528', '5281', '529', '52b', '52d', '52g', '52li0', '52m', '53', '530', '5300', '5303', '531', '53143', '531906', '532', '53206', '533', '534', '535', '535x10', '536', '538', '5380', '53a', '54', '540', '5400', '5408', '540b', '541', '5410', '5417', '542', '543', '5436', '544', '5445', '545', '546', '5466', '547', '547403', '54757', '547k', '548', '549', '5493', '54ms', '55', '550', '5500', '55000', '55000k', '5503', '5504035', '550_', '551', '5510', '553', '554', '5548', '555', '5550', '5557', '556', '5568', '557', '55761', '558', '55915', '5595', '5598', '559e', '55c', '55ev', '55gpa', '55ks', '55sr0', '55x', '56', '560', '5600', '561', '56126', '561a', '561b', '562', '563', '5630', '564', '565', '5653', '566', '569', '569b', '56b', '56ni', '56x', '57', '570', '5714', '572', '5721', '573', '5747', '575', '5750', '5751', '575218', '576', '576x384', '577', '5772', '5777', '578', '5780', '579', '5797', '57_', '57fe', '57m', '58', '580', '5800', '581', '5819', '582', '583', '5830', '5837', '584', '5840', '5846', '5847', '585', '5850', '585059', '5858', '586', '587', '588', '589', '58900', '5897v1', '58gev', '58m_', '58pb', '59', '590', '5900', '5907', '5916', '592', '5925', '5927', '593', '5934', '594', '595', '5950', '596', '5968', '5970', '598', '599', '59a', '59co', '59d', '5_', '5_g', '5a', '5a_b', '5al0', '5arcsec', '5b', '5baco_4o_7', '5bis2', '5c', '5ca_0', '5coo2', '5d', '5d_', '5db', '5deg', '5e', '5e10', '5e15', '5e16', '5e20', '5e30', '5e39', '5e40', '5f', '5f0', '5fb', '5fbis2', '5fe_0', '5feal', '5ff', '5g', '5ghz', '5gpa', '5he', '5hz', '5iii', '5j', '5k', '5kg', '5kv', '5la0', '5m', '5m_', '5mev', '5micron', '5millisecond', '5mjy', '5mm', '5mm2', '5mno4', '5mo', '5ms', '5msec', '5n', '5nm', '5o2', '5oe', '5p', '5pev', '5pn', '5q', '5re0', '5ro', '5s', '5s5p', '5se0', '5sigma', '5sns', '5sr1', '5t_fwhm', '5te0', '5th', '5the', '5tm', '5tudr', '5ujy', '5um', '5v', '5v0', '5w1', '5x', '5x10', '5x5', '5yr', '5zr0', '60', '600', '6000', '60000', '6000x', '6004', '600k', '600sec', '600x', '601', '603', '6033', '604', '60446053', '605', '60532b', '606', '6061', '607', '6073', '60776', '608', '6082', '6087', '609', '6093', '6099', '60co', '60ghz', '60k', '60ks', '60ma', '60mev', '60mk', '60ns', '60th', '61', '610', '610d', '611', '612', '6127', '613', '6133', '6141', '6144', '6145', '6147', '6148', '6149', '61499', '6150', '616', '617', '6172', '618', '6183', '619', '6192', '6196', '62', '620', '6203', '621', '62185', '6227', '623', '6231', '624', '6240', '6248', '625', '6250', '627', '628', '6280', '6289', '629', '62d', '63', '630', '6302', '6304', '631', '632231', '632232', '633', '6332', '6334', '634', '6341', '636', '6361', '6362', '6368', '637', '6374', '6376', '6379', '6388', '639', '63cu', '63k', '64', '640', '6400', '6408', '640ms', '641', '6416', '642', '643', '644', '6440', '6441', '645', '647', '647n', '64ghz', '64o', '64x', '64x64', '64zn', '65', '650', '6500', '651', '6513', '6517', '6522', '652854', '653', '6534', '654', '6541', '6543', '655', '6557', '656', '6579', '657x10', '658', '65803', '6583', '6584', '6584a', '659', '65al10co25', '65cu', '65la_0', '65mj', '66', '660', '661', '6610', '6612', '6614', '662', '6620', '6629', '664', '665', '6653', '6661', '667', '6673', '668', '6688', '669', '6696', '67', '670', '6700', '6703a', '6707', '6708', '670bp', '6715', '6717', '672', '673', '6731', '6738', '674', '675', '6752', '678', '6791', '6792', '67km', '67p', '67sr0', '68', '680', '681', '6822', '683', '684', '685', '6859', '686', '6866', '687', '688', '6888', '689', '69', '690', '6900', '691', '6913', '693', '694', '6946', '6951', '6958', '696_', '697', '698', '6994', '69msun', '6_', '6_u', '6a', '6arc', '6c', '6cl2', '6d', '6degree', '6df', '6dfgs', '6dof', '6e', '6e20', '6e46', '6e47', '6ev', '6g', '6g_', '6ga1', '6gev', '6h', '6he', '6hr', '6hz', '6j', '6k', '6k0', '6li', '6li40k', '6lif', '6lowpan', '6m', '6m_', '6msec', '6mus', '6n', '6p', '6p_', '6p_z', '6q', '6r', '6s', '6s5d', '6s6p', '6se0', '6sn0', '6so4', '6sr0', '6sr2rucu2o10', '6th', '6u', '6um', '6uu_x', '6v', '6x', '6x10', '6x3', '6y', '70', '700', '7000', '700k', '700pc', '701', '7012', '702', '7020', '7023298', '7027', '7043512', '705', '706', '707', '7078', '708', '709', '70a', '70k', '70kpc', '70kt', '70th', '70um', '70x', '70x70', '70zn', '71', '710', '7100', '711', '713', '713k', '714', '715', '7159', '716', '717', '718ab', '719', '72', '720', '7200', '72086', '721', '722', '7229', '723', '724', '7243', '7249', '725', '726352', '72651', '727', '728', '729', '72900', '72m_', '72x', '73', '730', '732', '7332', '734', '735', '735459', '736', '737', '738', '738989', '73gev', '73mev', '74', '740', '7409', '7414', '74156', '7419', '7421', '743176', '745', '7466262', '747', '7476', '747sp', '74b20', '74d10', '74l1', '74x', '75', '750', '7500', '750000', '751', '753', '7539', '754', '755', '7558', '756', '757', '758', '759', '75c', '75cr0', '75k', '75mno3', '75mo', '76', '760', '7608', '763', '7631', '76382', '7639', '764', '765', '7651', '7658', '766', '7666', '7674', '768', '769', '76as', '76b', '76ge', '76x', '77', '770', '7700', '7709', '771', '772', '773', '77361', '774', '775', '776', '777', '778', '7789', '7793', '77a', '77db', '77k', '77x', '78', '780', '781', '782', '783', '784', '785', '785k', '786', '787', '7871531', '788', '78802', '7888', '7888399', '789', '7892', '78a', '78msec', '78x', '79', '790', '7900', '791kg', '792', '793', '793584140', '794', '795', '797', '7970', '7970740', '798', '7994', '79n', '7_ce_x_cuo_4', '7a', '7ab', '7al', '7al0', '7b', '7be', '7c', '7ca0', '7ce0', '7coo2', '7d', '7dof', '7e', '7e13', '7e30', '7ev', '7eyongxiangfan', '7f_1', '7fe2as2', '7ghz', '7h', '7h24m3s', '7k', '7li', '7lif', '7ms', '7p', '7rad', '7s', '7se0', '7tev', '7th', '7um', '7w', '7x', '7x10', '7yr', '7zip', '80', '800', '8000', '80000', '800k', '800mgy', '800mhz', '800pc', '801', '80188', '801k', '802', '803', '80370', '804', '806', '807', '808', '809', '80b', '80ghz', '80k', '80li0', '80n', '80st', '80x', '81', '810', '8103', '811', '8113', '8125', '813', '8131', '814', '8143', '8144', '815', '817', '8174', '8192', '81b12', '81k', '82', '820', '8211', '8219268', '822', '8225', '823', '825', '826', 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'zureick', 'zurek', 'zurich', 'zurieck', 'zvi', 'zw', 'zw1', 'zwam', 'zwanzig', 'zwanziger', 'zweger', 'zweig', 'zwick', 'zwicky', 'zwiebach', 'zx', 'zxt', 'zy', 'zygmund', 'zygodontomys', 'zyme', 'zynq', 'zyuzin', 'zyx', 'zyzfeaso1', 'zz', 'zz_3', 'zz_7', 'zzh', 'zzz'] not in index\""
     ]
    }
   ],
   "source": [
    "similarity = cosine_similarity(tfidf_vectors, _test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def inference(tfidf_df: pd.DataFrame, abstract: str):\n",
    "    processed_abstract = preprocessAbstracts(abstract)\n",
    "    abstract_vector = vectorizer.fit_transform(processed_abstract)\n",
    "    \n",
    "    \n",
    "    return \"\""
   ]
  }
 ],
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