data/get_and_clean_DBLP_papers.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Retrieve and filter papers from DBLP\n",
    "The purpose of this notebook is to use DBLP to contain a list of refereed papers from the venues included on the CSmetrics website. Also included are some comparisons of several of different filtering methods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os, json, requests, csv, re\n",
    "from bs4 import BeautifulSoup\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from paper_filtering import filter_by_header\n",
    "from paper_filtering import filter_by_page_number_keep_missing\n",
    "from paper_filtering import filter_by_page_number_remove_missing\n",
    "from paper_filtering import filter_by_header_and_page_number_keep_missing\n",
    "from paper_filtering import filter_by_header_and_page_number_remove_missing\n",
    "from paper_filtering import filter_journals\n",
    "from paper_filtering import apply_filter_to_papers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# filename templates for the data\n",
    "dblp_raw_filename = lambda name,year: os.path.join( \"DBLP_raw_data\" , \n",
    "                                              \"{}_{}_raw_dblp_papers.json\".format(name,year) )\n",
    "\n",
    "# filepath to plot comparing different filtering methods\n",
    "filtering_count_comparison_fiename = os.path.join(os.pardir, \"docs\",\"filtering_count_comparison.png\")\n",
    "\n",
    "# filepath to the file containing venue names and their categories (conf or journal)\n",
    "venue_category_filename = os.path.join(os.pardir,\"app\",\"data\",\"venue_list.csv\")\n",
    "\n",
    "# filepath to the file containing a list of venues to be scraped using different keys\n",
    "venues_with_different_keys_filename = \"venues_with_different_dblp_keys.csv\"\n",
    "\n",
    "# filepath to the file containing a list of venues to be scraped using a different base url\n",
    "venues_with_different_baseurls = \"venues_with_different_dblp_baseurls.csv\"\n",
    "\n",
    "# filepath to the file containing a list of journals to be scraped using a different method\n",
    "journals_to_be_scraped_using_alternative_method = \"journals_to_use_alternative_scraping_method.csv\"\n",
    "\n",
    "# filepath to the file containing the publication and filtering count for the data set\n",
    "pub_filtering_counts_filename = \"PublicationFilteringCounts.csv\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Function for scraping papers for a given conference and year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Simple function to check whether a beautiful soup element has a given attribute\n",
    "def has_attribute(element, attr):\n",
    "    try:\n",
    "        element[attr]\n",
    "        return True\n",
    "    except:\n",
    "        return False\n",
    "\n",
    "def get_papers_from_page(url, year, params = {}):\n",
    "    # DBLP url template for the website scraped\n",
    "\n",
    "    content = requests.get(url).text\n",
    "\n",
    "    soup = BeautifulSoup(content)\n",
    "    \n",
    "    parameters = {\n",
    "        \"classname\": \"entry inproceedings\"\n",
    "    }\n",
    "    \n",
    "    for param, value in params.items():\n",
    "        parameters[param] = value\n",
    "\n",
    "    papers = {\"noheader\":[]}\n",
    "\n",
    "    header = None\n",
    "\n",
    "    for element in soup.find(id=\"main\").children:\n",
    "\n",
    "        # Get the name of the upcoming section of the proceedings\n",
    "        if element.name==\"header\":\n",
    "\n",
    "            # based on observations this is the correct level of heading\n",
    "            h2 = element.find(\"h2\")\n",
    "            if h2:\n",
    "                header = h2.text\n",
    "                if header not in papers:\n",
    "                    papers[header] = []\n",
    "\n",
    "            continue\n",
    "\n",
    "        # Get papers if the element is a publication list\n",
    "        if element.name==\"ul\" and has_attribute(element, \"class\") and \"publ-list\" in element[\"class\"] :\n",
    "\n",
    "            # Observed that all paper list items have the class (that arent't the proceedings)\n",
    "            #  have the class \"entry inproceedings\" as opposed to \"entry editor\"\n",
    "            for data in element.find_all(\"li\", attrs={parameters[\"classname\"]}):\n",
    "                title = data.find(\"span\", attrs={\"class\": \"title\"}).text\n",
    "\n",
    "                # do not include front matter\n",
    "                if \"front matter\" in title.lower():\n",
    "                    continue \n",
    "\n",
    "                # do not include key notes\n",
    "                if \"keynote\" in title.lower():\n",
    "                    continue \n",
    "\n",
    "                pagination = data.find(\"span\", attrs={\"itemprop\": \"pagination\"})\n",
    "                if pagination is not None:\n",
    "                    pagination = pagination.text\n",
    "\n",
    "                doi_a_tag = data.select_one('li.drop-down div.head a')\n",
    "                doi = doi_a_tag['href']\n",
    "\n",
    "                year = year\n",
    "\n",
    "                authors = []\n",
    "                for authorspan in data.find_all(\"span\", attrs={\"itemprop\": \"author\"}):\n",
    "                    authors.append(authorspan.find(\"span\", attrs={\"itemprop\": \"name\"}).text)\n",
    "\n",
    "                paper = {\n",
    "                    \"title\": title,\n",
    "                    \"doi\": doi,\n",
    "                    \"pagination\": pagination,\n",
    "                    \"year\": year,\n",
    "                    \"authors\": authors}\n",
    "\n",
    "                # if a section header has not been identified for this list of papers\n",
    "                if header == None: \n",
    "                    papers[\"noheader\"].append(paper)\n",
    "\n",
    "                else:\n",
    "                    papers[header].append(paper)\n",
    "\n",
    "    return papers\n",
    "\n",
    "            \n",
    "            \n",
    "def get_papers_from_dblp(name, year, force=False, save=True, groupname=None):\n",
    "    \n",
    "    # file name for saved data\n",
    "    filename = dblp_raw_filename(name,year)\n",
    "\n",
    "    # check whether the file already exists\n",
    "    exists = os.path.exists(filename)\n",
    "    \n",
    "    # scrape the data if it doesnt exist or instructed to force/overwrite file\n",
    "    if force or not exists:\n",
    "        \n",
    "        if groupname == None: groupname = name\n",
    "        \n",
    "        url = \"https://dblp.org/db/conf/{0}/{1}{2}.html\".format(groupname, name,year)\n",
    "        \n",
    "        papers = get_papers_from_page(url,year)\n",
    "\n",
    "        \n",
    "        try_next_volume = True\n",
    "        next_volume = 1\n",
    "\n",
    "        while try_next_volume:\n",
    "\n",
    "            url = \"https://dblp.org/db/conf/{0}/{1}{2}-{3}.html\".format(groupname,name,year,next_volume)\n",
    "\n",
    "            papers_volume = get_papers_from_page(url, year)\n",
    "\n",
    "            for header, paperlist in papers_volume.items():\n",
    "                if header in papers:\n",
    "                    papers[header].extend(paperlist)\n",
    "                else:\n",
    "                    papers[header] = paperlist\n",
    "\n",
    "            # if found no papers from this volume, and tried up to volume 2\n",
    "            if sum([len(v) for v in papers_volume.values()]) == 0 and next_volume >= 2:\n",
    "                try_next_volume = False\n",
    "\n",
    "            # otherwise look for a next volume\n",
    "            else:\n",
    "                next_volume += 1\n",
    "                    \n",
    "            \n",
    "        if save:\n",
    "            with open(filename, \"w\") as fh:\n",
    "                json.dump(papers, fh)\n",
    "\n",
    "    # otherwise load the existing file\n",
    "    else:\n",
    "        with open(filename, \"r\") as fh:\n",
    "            papers = json.load(fh)\n",
    "\n",
    "\n",
    "    return papers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_links_to_journal_volumes(name,year, alternative_method = False):\n",
    "    # DBLP url template for the journal homesite\n",
    "    url = \"https://dblp.org/db/journals/{0}/\".format(name)\n",
    "\n",
    "    content = requests.get(url).text\n",
    "    soup = BeautifulSoup(content)\n",
    "\n",
    "    output = []\n",
    "    \n",
    "    for element in soup.find(id=\"main\").children:\n",
    "        if element.name==\"ul\":\n",
    "            for listitem in element.children:\n",
    "                if listitem.find(\"a\") != -1:\n",
    "                    \n",
    "                    if alternative_method:\n",
    "                        if str(year) in listitem.contents[0]:\n",
    "                            for link in listitem.find_all('a'):\n",
    "                                output.append({\"url\": link[\"href\"], \"text\": listitem.contents[0] + link.text})\n",
    "\n",
    "                    link = listitem.find(\"a\")\n",
    "                    if link is None:\n",
    "                        continue\n",
    "                    if str(year) in link.text:\n",
    "                        output.append({\"url\": link[\"href\"], \"text\": link.text})\n",
    "                        \n",
    "                        \n",
    "\n",
    "    return output\n",
    "\n",
    "\n",
    "def get_journal_papers_from_dblp(name, year, force=False, save=True, links=None, alt=False):\n",
    "    \n",
    "    # file name for saved data\n",
    "    filename = dblp_raw_filename(name,year)\n",
    "\n",
    "    # check whether the file already exists\n",
    "    exists = os.path.exists(filename)\n",
    "    \n",
    "    # scrape the data if it doesnt exist or instructed to force/overwrite file\n",
    "    if force or not exists:\n",
    "\n",
    "        papers = {}\n",
    "        \n",
    "        if links == None:\n",
    "            links = get_links_to_journal_volumes(name,year, alternative_method=alt)\n",
    "        \n",
    "        for volume in links:\n",
    "            \n",
    "            url = volume[\"url\"]\n",
    "\n",
    "            content = requests.get(url).text\n",
    "            soup = BeautifulSoup(content)\n",
    "\n",
    "            header = volume[\"text\"]\n",
    "\n",
    "            for element in soup.find(id=\"main\").children:\n",
    "\n",
    "                # Get the name of the upcoming section of the proceedings\n",
    "                if element.name==\"header\":\n",
    "\n",
    "                    # based on observations this is the correct level of heading\n",
    "                    h2 = element.find(\"h2\")\n",
    "                    if h2:\n",
    "                        header = h2.text\n",
    "                        if header not in papers and str(year) in header:\n",
    "                            papers[header] = []\n",
    "\n",
    "                    continue\n",
    "\n",
    "                # Get papers if the element is a publication list\n",
    "                if element.name==\"ul\" and \"publ-list\" in element[\"class\"] :\n",
    "                    \n",
    "                    # if header doesnt indicate it is in the desired year, continue\n",
    "                    if str(year) not in header:\n",
    "                        continue\n",
    "                    \n",
    "                    # Observed that all paper list items have the class (that arent't the proceedings)\n",
    "                    #  have the class \"entry inproceedings\" as opposed to \"entry editor\"\n",
    "                    for data in element.find_all(\"li\", attrs={\"entry article\"}):\n",
    "                        title = data.find(\"span\", attrs={\"class\": \"title\"}).text\n",
    "\n",
    "                        # do not include front matter\n",
    "                        if \"front matter\" in title.lower():\n",
    "                            continue \n",
    "\n",
    "                        # do not include key notes\n",
    "                        if \"keynote\" in title.lower():\n",
    "                            continue \n",
    "\n",
    "                        pagination = data.find(\"span\", attrs={\"itemprop\": \"pagination\"})\n",
    "                        if pagination is not None:\n",
    "                            pagination = pagination.text\n",
    "                            \n",
    "                        doi_a_tag = data.select_one('li.drop-down div.head a')\n",
    "                        doi = doi_a_tag['href']\n",
    "\n",
    "                        year = year\n",
    "\n",
    "                        authors = []\n",
    "                        for authorspan in data.find_all(\"span\", attrs={\"itemprop\": \"author\"}):\n",
    "                            authors.append(authorspan.find(\"span\", attrs={\"itemprop\": \"name\"}).text)\n",
    "\n",
    "                        paper = {\n",
    "                            \"title\": title,\n",
    "                            \"doi\": doi,\n",
    "                            \"pagination\": pagination,\n",
    "                            \"year\": year,\n",
    "                            \"authors\": authors}\n",
    "\n",
    "                        papers[header].append(paper)\n",
    "\n",
    "\n",
    "        if save:\n",
    "            with open(filename, \"w\") as fh:\n",
    "                json.dump(papers, fh)\n",
    "\n",
    "    # otherwise load the existing file\n",
    "    else:\n",
    "        with open(filename, \"r\") as fh:\n",
    "            papers = json.load(fh)\n",
    "\n",
    "\n",
    "    return papers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get raw paper files for all venues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3dim 2007\n",
      "3dim 2008\n",
      "3dim 2009\n",
      "3dim 2010\n",
      "3dim 2011\n",
      "3dim 2012\n",
      "3dim 2013\n",
      "3dim 2014\n",
      "3dim 2015\n",
      "3dim 2016\n",
      "3dim 2017\n",
      "3dim 2018\n",
      "3dim 2019\n",
      "3dim 2020\n",
      "3dim 2021\n",
      "3dim 2022\n",
      "aaai 2007\n",
      "aaai 2008\n",
      "aaai 2009\n",
      "aaai 2010\n",
      "aaai 2011\n",
      "aaai 2012\n",
      "aaai 2013\n",
      "aaai 2014\n",
      "aaai 2015\n",
      "aaai 2016\n",
      "aaai 2017\n",
      "aaai 2018\n",
      "aaai 2019\n",
      "aaai 2020\n",
      "aaai 2021\n",
      "aaai 2022\n",
      "aamas 2007\n",
      "aamas 2008\n",
      "aamas 2009\n",
      "aamas 2010\n",
      "aamas 2011\n",
      "aamas 2012\n",
      "aamas 2013\n",
      "aamas 2014\n",
      "aamas 2015\n",
      "aamas 2016\n",
      "aamas 2017\n",
      "aamas 2018\n",
      "aamas 2019\n",
      "aamas 2020\n",
      "aamas 2021\n",
      "aamas 2022\n",
      "acl 2007\n",
      "acl 2008\n",
      "acl 2009\n",
      "acl 2010\n",
      "acl 2011\n",
      "acl 2012\n",
      "acl 2013\n",
      "acl 2014\n",
      "acl 2015\n",
      "acl 2016\n",
      "acl 2017\n",
      "acl 2018\n",
      "acl 2019\n",
      "acl 2020\n",
      "acl 2021\n",
      "acl 2022\n",
      "ai 2007\n",
      "ai 2008\n",
      "ai 2009\n",
      "ai 2010\n",
      "ai 2011\n",
      "ai 2012\n",
      "ai 2013\n",
      "ai 2014\n",
      "ai 2015\n",
      "ai 2016\n",
      "ai 2017\n",
      "ai 2018\n",
      "ai 2019\n",
      "ai 2020\n",
      "ai 2021\n",
      "ai 2022\n",
      "aiccsa 2007\n",
      "aiccsa 2008\n",
      "aiccsa 2009\n",
      "aiccsa 2010\n",
      "aiccsa 2011\n",
      "aiccsa 2012\n",
      "aiccsa 2013\n",
      "aiccsa 2014\n",
      "aiccsa 2015\n",
      "aiccsa 2016\n",
      "aiccsa 2017\n",
      "aiccsa 2018\n",
      "aiccsa 2019\n",
      "aiccsa 2020\n",
      "aiccsa 2021\n",
      "aiccsa 2022\n",
      "aim 2007\n",
      "aim 2008\n",
      "aim 2009\n",
      "aim 2010\n",
      "aim 2011\n",
      "aim 2012\n",
      "aim 2013\n",
      "aim 2014\n",
      "aim 2015\n",
      "aim 2016\n",
      "aim 2017\n",
      "aim 2018\n",
      "aim 2019\n",
      "aim 2020\n",
      "aim 2021\n",
      "aim 2022\n",
      "aina 2007\n",
      "aina 2008\n",
      "aina 2009\n",
      "aina 2010\n",
      "aina 2011\n",
      "aina 2012\n",
      "aina 2013\n",
      "aina 2014\n",
      "aina 2015\n",
      "aina 2016\n",
      "aina 2017\n",
      "aina 2018\n",
      "aina 2019\n",
      "aina 2020\n",
      "aina 2021\n",
      "aina 2022\n",
      "amai 2007\n",
      "amai 2008\n",
      "amai 2009\n",
      "amai 2010\n",
      "amai 2011\n",
      "amai 2012\n",
      "amai 2013\n",
      "amai 2014\n",
      "amai 2015\n",
      "amai 2016\n",
      "amai 2017\n",
      "amai 2018\n",
      "amai 2019\n",
      "amai 2020\n",
      "amai 2021\n",
      "amai 2022\n",
      "ancs 2007\n",
      "ancs 2008\n",
      "ancs 2009\n",
      "ancs 2010\n",
      "ancs 2011\n",
      "ancs 2012\n",
      "ancs 2013\n",
      "ancs 2014\n",
      "ancs 2015\n",
      "ancs 2016\n",
      "ancs 2017\n",
      "ancs 2018\n",
      "ancs 2019\n",
      "ancs 2020\n",
      "ancs 2021\n",
      "ancs 2022\n",
      "annals 2007\n",
      "annals 2008\n",
      "annals 2009\n",
      "annals 2010\n",
      "annals 2011\n",
      "annals 2012\n",
      "annals 2013\n",
      "annals 2014\n",
      "annals 2015\n",
      "annals 2016\n",
      "annals 2017\n",
      "annals 2018\n",
      "annals 2019\n",
      "annals 2020\n",
      "annals 2021\n",
      "annals 2022\n",
      "apscc 2007\n",
      "apscc 2008\n",
      "apscc 2009\n",
      "apscc 2010\n",
      "apscc 2011\n",
      "apscc 2012\n",
      "apscc 2013\n",
      "apscc 2014\n",
      "apscc 2015\n",
      "apscc 2016\n",
      "apscc 2017\n",
      "apscc 2018\n",
      "apscc 2019\n",
      "apscc 2020\n",
      "apscc 2021\n",
      "apscc 2022\n",
      "arith 2007\n",
      "arith 2008\n",
      "arith 2009\n",
      "arith 2010\n",
      "arith 2011\n",
      "arith 2012\n",
      "arith 2013\n",
      "arith 2014\n",
      "arith 2015\n",
      "arith 2016\n",
      "arith 2017\n",
      "arith 2018\n",
      "arith 2019\n",
      "arith 2020\n",
      "arith 2021\n",
      "arith 2022\n",
      "asap 2007\n",
      "asap 2008\n",
      "asap 2009\n",
      "asap 2010\n",
      "asap 2011\n",
      "asap 2012\n",
      "asap 2013\n",
      "asap 2014\n",
      "asap 2015\n",
      "asap 2016\n",
      "asap 2017\n",
      "asap 2018\n",
      "asap 2019\n",
      "asap 2020\n",
      "asap 2021\n",
      "asap 2022\n",
      "ase 2007\n",
      "ase 2008\n",
      "ase 2009\n",
      "ase 2010\n",
      "ase 2011\n",
      "ase 2012\n",
      "ase 2013\n",
      "ase 2014\n",
      "ase 2015\n",
      "ase 2016\n",
      "ase 2017\n",
      "ase 2018\n",
      "ase 2019\n",
      "ase 2020\n",
      "ase 2021\n",
      "ase 2022\n",
      "asiacrypt 2007\n",
      "asiacrypt 2008\n",
      "asiacrypt 2009\n",
      "asiacrypt 2010\n",
      "asiacrypt 2011\n",
      "asiacrypt 2012\n",
      "asiacrypt 2013\n",
      "asiacrypt 2014\n",
      "asiacrypt 2015\n",
      "asiacrypt 2016\n",
      "asiacrypt 2017\n",
      "asiacrypt 2018\n",
      "asiacrypt 2019\n",
      "asiacrypt 2020\n",
      "asiacrypt 2021\n",
      "asiacrypt 2022\n",
      "asplos 2007\n",
      "asplos 2008\n",
      "asplos 2009\n",
      "asplos 2010\n",
      "asplos 2011\n",
      "asplos 2012\n",
      "asplos 2013\n",
      "asplos 2014\n",
      "asplos 2015\n",
      "asplos 2016\n",
      "asplos 2017\n",
      "asplos 2018\n",
      "asplos 2019\n",
      "asplos 2020\n",
      "asplos 2021\n",
      "asplos 2022\n",
      "ats 2007\n",
      "ats 2008\n",
      "ats 2009\n",
      "ats 2010\n",
      "ats 2011\n",
      "ats 2012\n",
      "ats 2013\n",
      "ats 2014\n",
      "ats 2015\n",
      "ats 2016\n",
      "ats 2017\n",
      "ats 2018\n",
      "ats 2019\n",
      "ats 2020\n",
      "ats 2021\n",
      "ats 2022\n",
      "avss 2007\n",
      "avss 2008\n",
      "avss 2009\n",
      "avss 2010\n",
      "avss 2011\n",
      "avss 2012\n",
      "avss 2013\n",
      "avss 2014\n",
      "avss 2015\n",
      "avss 2016\n",
      "avss 2017\n",
      "avss 2018\n",
      "avss 2019\n",
      "avss 2020\n",
      "avss 2021\n",
      "avss 2022\n",
      "bibe 2007\n",
      "bibe 2008\n",
      "bibe 2009\n",
      "bibe 2010\n",
      "bibe 2011\n",
      "bibe 2012\n",
      "bibe 2013\n",
      "bibe 2014\n",
      "bibe 2015\n",
      "bibe 2016\n",
      "bibe 2017\n",
      "bibe 2018\n",
      "bibe 2019\n",
      "bibe 2020\n",
      "bibe 2021\n",
      "bibe 2022\n",
      "bioinformatics 2007\n",
      "bioinformatics 2008\n",
      "bioinformatics 2009\n",
      "bioinformatics 2010\n",
      "bioinformatics 2011\n",
      "bioinformatics 2012\n",
      "bioinformatics 2013\n",
      "bioinformatics 2014\n",
      "bioinformatics 2015\n",
      "bioinformatics 2016\n",
      "bioinformatics 2017\n",
      "bioinformatics 2018\n",
      "bioinformatics 2019\n",
      "bioinformatics 2020\n",
      "bioinformatics 2021\n",
      "bioinformatics 2022\n",
      "bpm 2007\n",
      "bpm 2008\n",
      "bpm 2009\n",
      "bpm 2010\n",
      "bpm 2011\n",
      "bpm 2012\n",
      "bpm 2013\n",
      "bpm 2014\n",
      "bpm 2015\n",
      "bpm 2016\n",
      "bpm 2017\n",
      "bpm 2018\n",
      "bpm 2019\n",
      "bpm 2020\n",
      "bpm 2021\n",
      "bpm 2022\n",
      "cacm 2007\n",
      "cacm 2008\n",
      "cacm 2009\n",
      "cacm 2010\n",
      "cacm 2011\n",
      "cacm 2012\n",
      "cacm 2013\n",
      "cacm 2014\n",
      "cacm 2015\n",
      "cacm 2016\n",
      "cacm 2017\n",
      "cacm 2018\n",
      "cacm 2019\n",
      "cacm 2020\n",
      "cacm 2021\n",
      "cacm 2022\n",
      "cal 2007\n",
      "cal 2008\n",
      "cal 2009\n",
      "cal 2010\n",
      "cal 2011\n",
      "cal 2012\n",
      "cal 2013\n",
      "cal 2014\n",
      "cal 2015\n",
      "cal 2016\n",
      "cal 2017\n",
      "cal 2018\n",
      "cal 2019\n",
      "cal 2020\n",
      "cal 2021\n",
      "cal 2022\n",
      "cases 2007\n",
      "cases 2008\n",
      "cases 2009\n",
      "cases 2010\n",
      "cases 2011\n",
      "cases 2012\n",
      "cases 2013\n",
      "cases 2014\n",
      "cases 2015\n",
      "cases 2016\n",
      "cases 2017\n",
      "cases 2018\n",
      "cases 2019\n",
      "cases 2020\n",
      "cases 2021\n",
      "cases 2022\n",
      "cav 2007\n",
      "cav 2008\n",
      "cav 2009\n",
      "cav 2010\n",
      "cav 2011\n",
      "cav 2012\n",
      "cav 2013\n",
      "cav 2014\n",
      "cav 2015\n",
      "cav 2016\n",
      "cav 2017\n",
      "cav 2018\n",
      "cav 2019\n",
      "cav 2020\n",
      "cav 2021\n",
      "cav 2022\n",
      "cc 2007\n",
      "cc 2008\n",
      "cc 2009\n",
      "cc 2010\n",
      "cc 2011\n",
      "cc 2012\n",
      "cc 2013\n",
      "cc 2014\n",
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      "cc 2019\n",
      "cc 2020\n",
      "cc 2021\n",
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      "ccc 2007\n",
      "ccc 2008\n",
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      "ccc 2010\n",
      "ccc 2011\n",
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      "ccc 2013\n",
      "ccc 2014\n",
      "ccc 2015\n",
      "ccc 2016\n",
      "ccc 2017\n",
      "ccc 2018\n",
      "ccc 2019\n",
      "ccc 2020\n",
      "ccc 2021\n",
      "ccc 2022\n",
      "cccg 2007\n",
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      "cccg 2011\n",
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      "cccg 2013\n",
      "cccg 2014\n",
      "cccg 2015\n",
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      "cccg 2018\n",
      "cccg 2019\n",
      "cccg 2020\n",
      "cccg 2021\n",
      "cccg 2022\n",
      "ccgrid 2007\n",
      "ccgrid 2008\n",
      "ccgrid 2009\n",
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      "ccgrid 2011\n",
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      "ccgrid 2022\n",
      "ccs 2007\n",
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      "ccs 2011\n",
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      "ccs 2018\n",
      "ccs 2019\n",
      "ccs 2020\n",
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      "ccs 2022\n",
      "cga 2007\n",
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      "cga 2010\n",
      "cga 2011\n",
      "cga 2012\n",
      "cga 2013\n",
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      "cga 2018\n",
      "cga 2019\n",
      "cga 2020\n",
      "cga 2021\n",
      "cga 2022\n",
      "cgf 2007\n",
      "cgf 2008\n",
      "cgf 2009\n",
      "cgf 2010\n",
      "cgf 2011\n",
      "cgf 2012\n",
      "cgf 2013\n",
      "cgf 2014\n",
      "cgf 2015\n",
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      "cgf 2017\n",
      "cgf 2018\n",
      "cgf 2019\n",
      "cgf 2020\n",
      "cgf 2021\n",
      "cgf 2022\n",
      "cgo 2007\n",
      "cgo 2008\n",
      "cgo 2009\n",
      "cgo 2010\n",
      "cgo 2011\n",
      "cgo 2012\n",
      "cgo 2013\n",
      "cgo 2014\n",
      "cgo 2015\n",
      "cgo 2016\n",
      "cgo 2017\n",
      "cgo 2018\n",
      "cgo 2019\n",
      "cgo 2020\n",
      "cgo 2021\n",
      "cgo 2022\n",
      "chi 2007\n",
      "chi 2008\n",
      "chi 2009\n",
      "chi 2010\n",
      "chi 2011\n",
      "chi 2012\n",
      "chi 2013\n",
      "chi 2014\n",
      "chi 2015\n",
      "chi 2016\n",
      "chi 2017\n",
      "chi 2018\n",
      "chi 2019\n",
      "chi 2020\n",
      "chi 2021\n",
      "chi 2022\n",
      "cikm 2007\n",
      "cikm 2008\n",
      "cikm 2009\n",
      "cikm 2010\n",
      "cikm 2011\n",
      "cikm 2012\n",
      "cikm 2013\n",
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      "cikm 2020\n",
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      "civr 2007\n",
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      "civr 2018\n",
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      "cluster 2007\n",
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      "cluster 2010\n",
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      "cluster 2013\n",
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      "coling 2007\n",
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      "coling 2012\n",
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      "coling 2017\n",
      "coling 2018\n",
      "coling 2019\n",
      "coling 2020\n",
      "coling 2021\n",
      "coling 2022\n",
      "colt 2007\n",
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      "colt 2012\n",
      "colt 2013\n",
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      "colt 2017\n",
      "colt 2018\n",
      "colt 2019\n",
      "colt 2020\n",
      "colt 2021\n",
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      "compgeom 2007\n",
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      "compgeom 2010\n",
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      "compgeom 2012\n",
      "compgeom 2013\n",
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      "compsac 2007\n",
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      "computer 2007\n",
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      "computer 2009\n",
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      "conext 2007\n",
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      "conext 2013\n",
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      "cp 2007\n",
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      "cp 2013\n",
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      "cp 2022\n",
      "crypto 2007\n",
      "crypto 2008\n",
      "crypto 2009\n",
      "crypto 2010\n",
      "crypto 2011\n",
      "crypto 2012\n",
      "crypto 2013\n",
      "crypto 2014\n",
      "crypto 2015\n",
      "crypto 2016\n",
      "crypto 2017\n",
      "crypto 2018\n",
      "crypto 2019\n",
      "crypto 2020\n",
      "crypto 2021\n",
      "crypto 2022\n",
      "cscw 2007\n",
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      "cse 2007\n",
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      "cse 2011\n",
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      "csfw 2018\n",
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      "csur 2007\n",
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      "cvpr 2007\n",
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      "cvpr 2010\n",
      "cvpr 2011\n",
      "cvpr 2012\n",
      "cvpr 2013\n",
      "cvpr 2014\n",
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      "cvpr 2016\n",
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      "cvpr 2018\n",
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      "dac 2007\n",
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      "datamine 2007\n",
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      "datamine 2010\n",
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      "datamine 2013\n",
      "datamine 2014\n",
      "datamine 2015\n",
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      "datamine 2018\n",
      "datamine 2019\n",
      "datamine 2020\n",
      "datamine 2021\n",
      "datamine 2022\n",
      "date 2007\n",
      "date 2008\n",
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      "date 2011\n",
      "date 2012\n",
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      "date 2014\n",
      "date 2015\n",
      "date 2016\n",
      "date 2017\n",
      "date 2018\n",
      "date 2019\n",
      "date 2020\n",
      "date 2021\n",
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      "dcoss 2007\n",
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      "digitel 2007\n",
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      "disc 2007\n",
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      "disc 2021\n",
      "disc 2022\n",
      "dt 2007\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dt 2008\n",
      "dt 2009\n",
      "dt 2010\n",
      "dt 2011\n",
      "dt 2012\n",
      "dt 2013\n",
      "dt 2014\n",
      "dt 2015\n",
      "dt 2016\n",
      "dt 2017\n",
      "dt 2018\n",
      "dt 2019\n",
      "dt 2020\n",
      "dt 2021\n",
      "dt 2022\n",
      "ecai 2007\n",
      "ecai 2008\n",
      "ecai 2009\n",
      "ecai 2010\n",
      "ecai 2011\n",
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      "eccv 2007\n",
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      "ecoop 2007\n",
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      "ecoop 2022\n",
      "edbt 2007\n",
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      "edcc 2007\n",
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      "emnlp 2007\n",
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      "emsoft 2007\n",
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      "er 2007\n",
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      "esa 2007\n",
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      "esop 2007\n",
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      "esorics 2007\n",
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      "esorics 2010\n",
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      "esorics 2020\n",
      "esorics 2021\n",
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      "eurocrypt 2007\n",
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      "eurocrypt 2010\n",
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      "eurocrypt 2017\n",
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      "eurosys 2007\n",
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      "eurosys 2010\n",
      "eurosys 2011\n",
      "eurosys 2012\n",
      "eurosys 2013\n",
      "eurosys 2014\n",
      "eurosys 2015\n",
      "eurosys 2016\n",
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      "expert 2007\n",
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      "expert 2013\n",
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      "expert 2019\n",
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      "fase 2007\n",
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      "fase 2013\n",
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      "fase 2018\n",
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      "fase 2021\n",
      "fase 2022\n",
      "fast 2007\n",
      "fast 2008\n",
      "fast 2009\n",
      "fast 2010\n",
      "fast 2011\n",
      "fast 2012\n",
      "fast 2013\n",
      "fast 2014\n",
      "fast 2015\n",
      "fast 2016\n",
      "fast 2017\n",
      "fast 2018\n",
      "fast 2019\n",
      "fast 2020\n",
      "fast 2021\n",
      "fast 2022\n",
      "fccm 2007\n",
      "fccm 2008\n",
      "fccm 2009\n",
      "fccm 2010\n",
      "fccm 2011\n",
      "fccm 2012\n",
      "fccm 2013\n",
      "fccm 2014\n",
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      "fccm 2018\n",
      "fccm 2019\n",
      "fccm 2020\n",
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      "fmcad 2007\n",
      "fmcad 2008\n",
      "fmcad 2009\n",
      "fmcad 2010\n",
      "fmcad 2011\n",
      "fmcad 2012\n",
      "fmcad 2013\n",
      "fmcad 2014\n",
      "fmcad 2015\n",
      "fmcad 2016\n",
      "fmcad 2017\n",
      "fmcad 2018\n",
      "fmcad 2019\n",
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      "fmcad 2021\n",
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      "fse 2007\n",
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      "grid 2012\n",
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      "hipc 2007\n",
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      "hpca 2007\n",
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      "ht 2007\n",
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      "icpr 2015\n",
      "icpr 2016\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "icpr 2017\n",
      "icpr 2018\n",
      "icpr 2019\n",
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      "ieeemm 2009\n",
      "ieeemm 2010\n",
      "ieeemm 2011\n",
      "ieeemm 2012\n",
      "ieeemm 2013\n",
      "ieeemm 2014\n",
      "ieeemm 2015\n",
      "ieeemm 2016\n",
      "ieeemm 2017\n",
      "ieeemm 2018\n",
      "ieeemm 2019\n",
      "ieeemm 2020\n",
      "ieeemm 2021\n",
      "ieeemm 2022\n",
      "iiswc 2007\n",
      "iiswc 2008\n",
      "iiswc 2009\n",
      "iiswc 2010\n",
      "iiswc 2011\n",
      "iiswc 2012\n",
      "iiswc 2013\n",
      "iiswc 2014\n",
      "iiswc 2015\n",
      "iiswc 2016\n",
      "iiswc 2017\n",
      "iiswc 2018\n",
      "iiswc 2019\n",
      "iiswc 2020\n",
      "iiswc 2021\n",
      "iiswc 2022\n",
      "ijcai 2007\n",
      "ijcai 2008\n",
      "ijcai 2009\n",
      "ijcai 2010\n",
      "ijcai 2011\n",
      "ijcai 2012\n",
      "ijcai 2013\n",
      "ijcai 2014\n",
      "ijcai 2015\n",
      "ijcai 2016\n",
      "ijcai 2017\n",
      "ijcai 2018\n",
      "ijcai 2019\n",
      "ijcai 2020\n",
      "ijcai 2021\n",
      "ijcai 2022\n",
      "ijcar 2007\n",
      "ijcar 2008\n",
      "ijcar 2009\n",
      "ijcar 2010\n",
      "ijcar 2011\n",
      "ijcar 2012\n",
      "ijcar 2013\n",
      "ijcar 2014\n",
      "ijcar 2015\n",
      "ijcar 2016\n",
      "ijcar 2017\n",
      "ijcar 2018\n",
      "ijcar 2019\n",
      "ijcar 2020\n",
      "ijcar 2021\n",
      "ijcar 2022\n",
      "imc 2007\n",
      "imc 2008\n",
      "imc 2009\n",
      "imc 2010\n",
      "imc 2011\n",
      "imc 2012\n",
      "imc 2013\n",
      "imc 2014\n",
      "imc 2015\n",
      "imc 2016\n",
      "imc 2017\n",
      "imc 2018\n",
      "imc 2019\n",
      "imc 2020\n",
      "imc 2021\n",
      "imc 2022\n",
      "infocom 2007\n",
      "infocom 2008\n",
      "infocom 2009\n",
      "infocom 2010\n",
      "infocom 2011\n",
      "infocom 2012\n",
      "infocom 2013\n",
      "infocom 2014\n",
      "infocom 2015\n",
      "infocom 2016\n",
      "infocom 2017\n",
      "infocom 2018\n",
      "infocom 2019\n",
      "infocom 2020\n",
      "infocom 2021\n",
      "infocom 2022\n",
      "interact 2007\n",
      "interact 2008\n",
      "interact 2009\n",
      "interact 2010\n",
      "interact 2011\n",
      "interact 2012\n",
      "interact 2013\n",
      "interact 2014\n",
      "interact 2015\n",
      "interact 2016\n",
      "interact 2017\n",
      "interact 2018\n",
      "interact 2019\n",
      "interact 2020\n",
      "interact 2021\n",
      "interact 2022\n",
      "internet 2007\n",
      "internet 2008\n",
      "internet 2009\n",
      "internet 2010\n",
      "internet 2011\n",
      "internet 2012\n",
      "internet 2013\n",
      "internet 2014\n",
      "internet 2015\n",
      "internet 2016\n",
      "internet 2017\n",
      "internet 2018\n",
      "internet 2019\n",
      "internet 2020\n",
      "internet 2021\n",
      "internet 2022\n",
      "interspeech 2007\n",
      "interspeech 2008\n",
      "interspeech 2009\n",
      "interspeech 2010\n",
      "interspeech 2011\n",
      "interspeech 2012\n",
      "interspeech 2013\n",
      "interspeech 2014\n",
      "interspeech 2015\n",
      "interspeech 2016\n",
      "interspeech 2017\n",
      "interspeech 2018\n",
      "interspeech 2019\n",
      "interspeech 2020\n",
      "interspeech 2021\n",
      "interspeech 2022\n",
      "iolts 2007\n",
      "iolts 2008\n",
      "iolts 2009\n",
      "iolts 2010\n",
      "iolts 2011\n",
      "iolts 2012\n",
      "iolts 2013\n",
      "iolts 2014\n",
      "iolts 2015\n",
      "iolts 2016\n",
      "iolts 2017\n",
      "iolts 2018\n",
      "iolts 2019\n",
      "iolts 2020\n",
      "iolts 2021\n",
      "iolts 2022\n",
      "ipccc 2007\n",
      "ipccc 2008\n",
      "ipccc 2009\n",
      "ipccc 2010\n",
      "ipccc 2011\n",
      "ipccc 2012\n",
      "ipccc 2013\n",
      "ipccc 2014\n",
      "ipccc 2015\n",
      "ipccc 2016\n",
      "ipccc 2017\n",
      "ipccc 2018\n",
      "ipccc 2019\n",
      "ipccc 2020\n",
      "ipccc 2021\n",
      "ipccc 2022\n",
      "ipdps 2007\n",
      "ipdps 2008\n",
      "ipdps 2009\n",
      "ipdps 2010\n",
      "ipdps 2011\n",
      "ipdps 2012\n",
      "ipdps 2013\n",
      "ipdps 2014\n",
      "ipdps 2015\n",
      "ipdps 2016\n",
      "ipdps 2017\n",
      "ipdps 2018\n",
      "ipdps 2019\n",
      "ipdps 2020\n",
      "ipdps 2021\n",
      "ipdps 2022\n",
      "ipmi 2007\n",
      "ipmi 2008\n",
      "ipmi 2009\n",
      "ipmi 2010\n",
      "ipmi 2011\n",
      "ipmi 2012\n",
      "ipmi 2013\n",
      "ipmi 2014\n",
      "ipmi 2015\n",
      "ipmi 2016\n",
      "ipmi 2017\n",
      "ipmi 2018\n",
      "ipmi 2019\n",
      "ipmi 2020\n",
      "ipmi 2021\n",
      "ipmi 2022\n",
      "ipsn 2007\n",
      "ipsn 2008\n",
      "ipsn 2009\n",
      "ipsn 2010\n",
      "ipsn 2011\n",
      "ipsn 2012\n",
      "ipsn 2013\n",
      "ipsn 2014\n",
      "ipsn 2015\n",
      "ipsn 2016\n",
      "ipsn 2017\n",
      "ipsn 2018\n",
      "ipsn 2019\n",
      "ipsn 2020\n",
      "ipsn 2021\n",
      "ipsn 2022\n",
      "iros 2007\n",
      "iros 2008\n",
      "iros 2009\n",
      "iros 2010\n",
      "iros 2011\n",
      "iros 2012\n",
      "iros 2013\n",
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      "iros 2017\n",
      "iros 2018\n",
      "iros 2019\n",
      "iros 2020\n",
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      "isca 2007\n",
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      "isca 2009\n",
      "isca 2010\n",
      "isca 2011\n",
      "isca 2012\n",
      "isca 2013\n",
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      "isca 2017\n",
      "isca 2018\n",
      "isca 2019\n",
      "isca 2020\n",
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      "islped 2007\n",
      "islped 2008\n",
      "islped 2009\n",
      "islped 2010\n",
      "islped 2011\n",
      "islped 2012\n",
      "islped 2013\n",
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      "islped 2018\n",
      "islped 2019\n",
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      "ismar 2007\n",
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      "ismar 2010\n",
      "ismar 2011\n",
      "ismar 2012\n",
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      "ismar 2018\n",
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      "ismb 2007\n",
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      "ismb 2013\n",
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      "ismm 2007\n",
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      "ismvl 2007\n",
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      "isorc 2007\n",
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      "ispa 2007\n",
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      "ispa 2010\n",
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      "ispa 2018\n",
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      "ispass 2007\n",
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      "ispass 2010\n",
      "ispass 2011\n",
      "ispass 2012\n",
      "ispass 2013\n",
      "ispass 2014\n",
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      "ispass 2016\n",
      "ispass 2017\n",
      "ispass 2018\n",
      "ispass 2019\n",
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      "issac 2007\n",
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      "isscc 2007\n",
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      "isscc 2009\n",
      "isscc 2010\n",
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      "isscc 2015\n",
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      "isscc 2017\n",
      "isscc 2018\n",
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      "issre 2007\n",
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      "issta 2007\n",
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      "issta 2009\n",
      "issta 2010\n",
      "issta 2011\n",
      "issta 2012\n",
      "issta 2013\n",
      "issta 2014\n",
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      "issta 2016\n",
      "issta 2017\n",
      "issta 2018\n",
      "issta 2019\n",
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      "iswc 2007\n",
      "iswc 2008\n",
      "iswc 2009\n",
      "iswc 2010\n",
      "iswc 2011\n",
      "iswc 2012\n",
      "iswc 2013\n",
      "iswc 2014\n",
      "iswc 2015\n",
      "iswc 2016\n",
      "iswc 2017\n",
      "iswc 2018\n",
      "iswc 2019\n",
      "iswc 2020\n",
      "iswc 2021\n",
      "iswc 2022\n",
      "itc 2007\n",
      "itc 2008\n",
      "itc 2009\n",
      "itc 2010\n",
      "itc 2011\n",
      "itc 2012\n",
      "itc 2013\n",
      "itc 2014\n",
      "itc 2015\n",
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      "itc 2018\n",
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      "itc 2021\n",
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      "iticse 2007\n",
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      "itng 2007\n",
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      "itng 2010\n",
      "itng 2011\n",
      "itng 2012\n",
      "itng 2013\n",
      "itng 2014\n",
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      "itng 2017\n",
      "itng 2018\n",
      "itng 2019\n",
      "itng 2020\n",
      "itng 2021\n",
      "itng 2022\n",
      "itpro 2007\n",
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      "itpro 2009\n",
      "itpro 2010\n",
      "itpro 2011\n",
      "itpro 2012\n",
      "itpro 2013\n",
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      "itpro 2018\n",
      "itpro 2019\n",
      "itpro 2020\n",
      "itpro 2021\n",
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      "iui 2007\n",
      "iui 2008\n",
      "iui 2009\n",
      "iui 2010\n",
      "iui 2011\n",
      "iui 2012\n",
      "iui 2013\n",
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      "iui 2017\n",
      "iui 2018\n",
      "iui 2019\n",
      "iui 2020\n",
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      "jacm 2007\n",
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      "jacm 2009\n",
      "jacm 2010\n",
      "jacm 2011\n",
      "jacm 2012\n",
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      "jair 2007\n",
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      "jdiq 2007\n",
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      "jdiq 2010\n",
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      "jdiq 2012\n",
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      "jdiq 2020\n",
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      "jea 2007\n",
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      "jeric 2007\n",
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      "jetc 2007\n",
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      "jetc 2013\n",
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      "jmicro 2007\n",
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      "jmicro 2011\n",
      "jmicro 2012\n",
      "jmicro 2013\n",
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      "jmicro 2018\n",
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      "jmlr 2007\n",
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      "jmlr 2010\n",
      "jmlr 2011\n",
      "jmlr 2012\n",
      "jmlr 2013\n",
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      "jmlr 2018\n",
      "jmlr 2019\n",
      "jmlr 2020\n",
      "jmlr 2021\n",
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      "jocch 2007\n",
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      "jocch 2009\n",
      "jocch 2010\n",
      "jocch 2011\n",
      "jocch 2012\n",
      "jocch 2013\n",
      "jocch 2014\n",
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      "jocch 2017\n",
      "jocch 2018\n",
      "jocch 2019\n",
      "jocch 2020\n",
      "jocch 2021\n",
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      "kdd 2007\n",
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      "kdd 2010\n",
      "kdd 2011\n",
      "kdd 2012\n",
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      "kr 2007\n",
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      "lats 2007\n",
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      "lcn 2007\n",
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      "lctes 2007\n",
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      "lctes 2010\n",
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      "lics 2007\n",
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      "lics 2021\n",
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      "mascots 2007\n",
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      "mass 2007\n",
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      "miccai 2007\n",
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      "miccai 2011\n",
      "miccai 2012\n",
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      "miccai 2017\n",
      "miccai 2018\n",
      "miccai 2019\n",
      "miccai 2020\n",
      "miccai 2021\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "miccai 2022\n",
      "micro 2007\n",
      "micro 2008\n",
      "micro 2009\n",
      "micro 2010\n",
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      "ml 2007\n",
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      "mm 2021\n",
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      "mmas 2007\n",
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      "mmas 2011\n",
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      "mmas 2014\n",
      "mmas 2015\n",
      "mmas 2016\n",
      "mmas 2017\n",
      "mmas 2018\n",
      "mmas 2019\n",
      "mmas 2020\n",
      "mmas 2021\n",
      "mmas 2022\n",
      "mobicom 2007\n",
      "mobicom 2008\n",
      "mobicom 2009\n",
      "mobicom 2010\n",
      "mobicom 2011\n",
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      "mobicom 2013\n",
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      "mobihoc 2007\n",
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      "mobihoc 2009\n",
      "mobihoc 2010\n",
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      "mobisec 2007\n",
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      "mobisys 2007\n",
      "mobisys 2008\n",
      "mobisys 2009\n",
      "mobisys 2010\n",
      "mobisys 2011\n",
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      "mobisys 2018\n",
      "mobisys 2019\n",
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      "mobisys 2021\n",
      "mobisys 2022\n",
      "naacl 2007\n",
      "naacl 2008\n",
      "naacl 2009\n",
      "naacl 2010\n",
      "naacl 2011\n",
      "naacl 2012\n",
      "naacl 2013\n",
      "naacl 2014\n",
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      "ndss 2007\n",
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      "nfm 2007\n",
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      "nfm 2011\n",
      "nfm 2012\n",
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      "nfm 2018\n",
      "nfm 2019\n",
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      "nips 2007\n",
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      "nips 2010\n",
      "nips 2011\n",
      "nips 2012\n",
      "nips 2013\n",
      "nips 2014\n",
      "nips 2015\n",
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      "nips 2018\n",
      "nips 2019\n",
      "nips 2020\n",
      "nips 2021\n",
      "nips 2022\n",
      "noms 2007\n",
      "noms 2008\n",
      "noms 2009\n",
      "noms 2010\n",
      "noms 2011\n",
      "noms 2012\n",
      "noms 2013\n",
      "noms 2014\n",
      "noms 2015\n",
      "noms 2016\n",
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      "noms 2018\n",
      "noms 2019\n",
      "noms 2020\n",
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      "noms 2022\n",
      "nsdi 2007\n",
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      "nsdi 2012\n",
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      "nsdi 2017\n",
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      "oopsla 2007\n",
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      "oopsla 2009\n",
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      "oopsla 2011\n",
      "oopsla 2012\n",
      "oopsla 2013\n",
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      "oopsla 2019\n",
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      "osdi 2007\n",
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      "osdi 2011\n",
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      "osdi 2013\n",
      "osdi 2014\n",
      "osdi 2015\n",
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      "osdi 2017\n",
      "osdi 2018\n",
      "osdi 2019\n",
      "osdi 2020\n",
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      "osdi 2022\n",
      "pact 2007\n",
      "pact 2008\n",
      "pact 2009\n",
      "pact 2010\n",
      "pact 2011\n",
      "pact 2012\n",
      "pact 2013\n",
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      "pact 2015\n",
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      "pact 2017\n",
      "pact 2018\n",
      "pact 2019\n",
      "pact 2020\n",
      "pact 2021\n",
      "pact 2022\n",
      "pacmpl 2007\n",
      "pacmpl 2008\n",
      "pacmpl 2009\n",
      "pacmpl 2010\n",
      "pacmpl 2011\n",
      "pacmpl 2012\n",
      "pacmpl 2013\n",
      "pacmpl 2014\n",
      "pacmpl 2015\n",
      "pacmpl 2016\n",
      "pacmpl 2017\n",
      "pacmpl 2018\n",
      "pacmpl 2019\n",
      "pacmpl 2020\n",
      "pacmpl 2021\n",
      "pacmpl 2022\n",
      "pami 2007\n",
      "pami 2008\n",
      "pami 2009\n",
      "pami 2010\n",
      "pami 2011\n",
      "pami 2012\n",
      "pami 2013\n",
      "pami 2014\n",
      "pami 2015\n",
      "pami 2016\n",
      "pami 2017\n",
      "pami 2018\n",
      "pami 2019\n",
      "pami 2020\n",
      "pami 2021\n",
      "pami 2022\n",
      "percom 2007\n",
      "percom 2008\n",
      "percom 2009\n",
      "percom 2010\n",
      "percom 2011\n",
      "percom 2012\n",
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      "pervasive 2007\n",
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      "pervasive 2009\n",
      "pervasive 2010\n",
      "pervasive 2011\n",
      "pervasive 2012\n",
      "pervasive 2013\n",
      "pervasive 2014\n",
      "pervasive 2015\n",
      "pervasive 2016\n",
      "pervasive 2017\n",
      "pervasive 2018\n",
      "pervasive 2019\n",
      "pervasive 2020\n",
      "pervasive 2021\n",
      "pervasive 2022\n",
      "pldi 2007\n",
      "pldi 2008\n",
      "pldi 2009\n",
      "pldi 2010\n",
      "pldi 2011\n",
      "pldi 2012\n",
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      "podc 2007\n",
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      "pods 2007\n",
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      "pods 2010\n",
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      "popl 2007\n",
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      "popl 2011\n",
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      "psb 2007\n",
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      "pvldb 2007\n",
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      "pvldb 2010\n",
      "pvldb 2011\n",
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      "pvldb 2013\n",
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      "pvldb 2015\n",
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      "pvldb 2020\n",
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      "pvldb 2022\n",
      "raid 2007\n",
      "raid 2008\n",
      "raid 2009\n",
      "raid 2010\n",
      "raid 2011\n",
      "raid 2012\n",
      "raid 2013\n",
      "raid 2014\n",
      "raid 2015\n",
      "raid 2016\n",
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      "raid 2018\n",
      "raid 2019\n",
      "raid 2020\n",
      "raid 2021\n",
      "raid 2022\n",
      "re 2007\n",
      "re 2008\n",
      "re 2009\n",
      "re 2010\n",
      "re 2011\n",
      "re 2012\n",
      "re 2013\n",
      "re 2014\n",
      "re 2015\n",
      "re 2016\n",
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      "re 2018\n",
      "re 2019\n",
      "re 2020\n",
      "re 2021\n",
      "re 2022\n",
      "recomb 2007\n",
      "recomb 2008\n",
      "recomb 2009\n",
      "recomb 2010\n",
      "recomb 2011\n",
      "recomb 2012\n",
      "recomb 2013\n",
      "recomb 2014\n",
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      "recomb 2017\n",
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      "recomb 2020\n",
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      "rss 2007\n",
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      "rss 2009\n",
      "rss 2010\n",
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      "rtas 2007\n",
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      "rtas 2018\n",
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      "rtss 2007\n",
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      "rtss 2010\n",
      "rtss 2011\n",
      "rtss 2012\n",
      "rtss 2013\n",
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      "rtss 2015\n",
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      "rtss 2017\n",
      "rtss 2018\n",
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      "sac 2007\n",
      "sac 2008\n",
      "sac 2009\n",
      "sac 2010\n",
      "sac 2011\n",
      "sac 2012\n",
      "sac 2013\n",
      "sac 2014\n",
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      "sac 2020\n",
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      "sacmat 2007\n",
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      "sacmat 2010\n",
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      "sacmat 2012\n",
      "sacmat 2013\n",
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      "sacmat 2018\n",
      "sacmat 2019\n",
      "sacmat 2020\n",
      "sacmat 2021\n",
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      "saint 2007\n",
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      "sbac-pad 2007\n",
      "sbac-pad 2008\n",
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      "sbac-pad 2018\n",
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      "sbac-pad 2020\n",
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      "sc 2007\n",
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      "sc 2009\n",
      "sc 2010\n",
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      "sdm 2007\n",
      "sdm 2008\n",
      "sdm 2009\n",
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      "sdm 2011\n",
      "sdm 2012\n",
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      "sdm 2017\n",
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      "sdm 2020\n",
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      "sea 2007\n",
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      "sea 2010\n",
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      "sea 2012\n",
      "sea 2013\n",
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      "sea 2021\n",
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      "sec 2007\n",
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      "sec 2009\n",
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      "securecomm 2007\n",
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      "securecomm 2011\n",
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      "sensys 2007\n",
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      "si3d 2007\n",
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      "siamads 2007\n",
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      "siamam 2010\n",
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      "siamma 2007\n",
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      "siamnum 2007\n",
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      "siamrev 2007\n",
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      "siamrev 2011\n",
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      "siamrev 2014\n",
      "siamrev 2015\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "siamrev 2016\n",
      "siamrev 2017\n",
      "siamrev 2018\n",
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      "sigcomm 2007\n",
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      "software 2007\n",
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      "tdsc 2007\n",
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      "tist 2007\n",
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      "titb 2007\n",
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      "tkdd 2007\n",
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      "tmc 2007\n",
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      "tmm 2007\n",
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      "tochi 2007\n",
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      "tocl 2007\n",
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      "tocl 2016\n",
      "tocl 2017\n",
      "tocl 2018\n",
      "tocl 2019\n",
      "tocl 2020\n",
      "tocl 2021\n",
      "tocl 2022\n",
      "tocs 2007\n",
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      "toct 2007\n",
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      "toct 2017\n",
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      "toct 2021\n",
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      "todaes 2007\n",
      "todaes 2008\n",
      "todaes 2009\n",
      "todaes 2010\n",
      "todaes 2011\n",
      "todaes 2012\n",
      "todaes 2013\n",
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      "todaes 2017\n",
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      "todaes 2020\n",
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      "todaes 2022\n",
      "tods 2007\n",
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      "tods 2009\n",
      "tods 2010\n",
      "tods 2011\n",
      "tods 2012\n",
      "tods 2013\n",
      "tods 2014\n",
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      "tods 2017\n",
      "tods 2018\n",
      "tods 2019\n",
      "tods 2020\n",
      "tods 2021\n",
      "tods 2022\n",
      "tog 2007\n",
      "tog 2008\n",
      "tog 2009\n",
      "tog 2010\n",
      "tog 2011\n",
      "tog 2012\n",
      "tog 2013\n",
      "tog 2014\n",
      "tog 2015\n",
      "tog 2016\n",
      "tog 2017\n",
      "tog 2018\n",
      "tog 2019\n",
      "tog 2020\n",
      "tog 2021\n",
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      "tois 2007\n",
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      "tois 2012\n",
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      "toit 2007\n",
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      "toit 2021\n",
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      "tomacs 2007\n",
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      "tomacs 2011\n",
      "tomacs 2012\n",
      "tomacs 2013\n",
      "tomacs 2014\n",
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      "tomacs 2016\n",
      "tomacs 2017\n",
      "tomacs 2018\n",
      "tomacs 2019\n",
      "tomacs 2020\n",
      "tomacs 2021\n",
      "tomacs 2022\n",
      "tomccap 2007\n",
      "tomccap 2008\n",
      "tomccap 2009\n",
      "tomccap 2010\n",
      "tomccap 2011\n",
      "tomccap 2012\n",
      "tomccap 2013\n",
      "tomccap 2014\n",
      "tomccap 2015\n",
      "tomccap 2016\n",
      "tomccap 2017\n",
      "tomccap 2018\n",
      "tomccap 2019\n",
      "tomccap 2020\n",
      "tomccap 2021\n",
      "tomccap 2022\n",
      "toms 2007\n",
      "toms 2008\n",
      "toms 2009\n",
      "toms 2010\n",
      "toms 2011\n",
      "toms 2012\n",
      "toms 2013\n",
      "toms 2014\n",
      "toms 2015\n",
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      "toms 2017\n",
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      "ton 2007\n",
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      "ton 2009\n",
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      "ton 2020\n",
      "ton 2021\n",
      "ton 2022\n",
      "toplas 2007\n",
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      "toplas 2010\n",
      "toplas 2011\n",
      "toplas 2012\n",
      "toplas 2013\n",
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      "tos 2007\n",
      "tos 2008\n",
      "tos 2009\n",
      "tos 2010\n",
      "tos 2011\n",
      "tos 2012\n",
      "tos 2013\n",
      "tos 2014\n",
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      "tosem 2007\n",
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      "tosem 2010\n",
      "tosem 2011\n",
      "tosem 2012\n",
      "tosem 2013\n",
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      "tosem 2019\n",
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      "tosn 2007\n",
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      "tosn 2009\n",
      "tosn 2010\n",
      "tosn 2011\n",
      "tosn 2012\n",
      "tosn 2013\n",
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      "tosn 2015\n",
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      "tosn 2018\n",
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      "tosn 2020\n",
      "tosn 2021\n",
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      "tpds 2007\n",
      "tpds 2008\n",
      "tpds 2009\n",
      "tpds 2010\n",
      "tpds 2011\n",
      "tpds 2012\n",
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      "tpds 2018\n",
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      "tpds 2020\n",
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      "trets 2007\n",
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      "trets 2011\n",
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      "trets 2013\n",
      "trets 2014\n",
      "trets 2015\n",
      "trets 2016\n",
      "trets 2017\n",
      "trets 2018\n",
      "trets 2019\n",
      "trets 2020\n",
      "trets 2021\n",
      "trets 2022\n",
      "tse 2007\n",
      "tse 2008\n",
      "tse 2009\n",
      "tse 2010\n",
      "tse 2011\n",
      "tse 2012\n",
      "tse 2013\n",
      "tse 2014\n",
      "tse 2015\n",
      "tse 2016\n",
      "tse 2017\n",
      "tse 2018\n",
      "tse 2019\n",
      "tse 2020\n",
      "tse 2021\n",
      "tse 2022\n",
      "tslp 2007\n",
      "tslp 2008\n",
      "tslp 2009\n",
      "tslp 2010\n",
      "tslp 2011\n",
      "tslp 2012\n",
      "tslp 2013\n",
      "tslp 2014\n",
      "tslp 2015\n",
      "tslp 2016\n",
      "tslp 2017\n",
      "tslp 2018\n",
      "tslp 2019\n",
      "tslp 2020\n",
      "tslp 2021\n",
      "tslp 2022\n",
      "tvcg 2007\n",
      "tvcg 2008\n",
      "tvcg 2009\n",
      "tvcg 2010\n",
      "tvcg 2011\n",
      "tvcg 2012\n",
      "tvcg 2013\n",
      "tvcg 2014\n",
      "tvcg 2015\n",
      "tvcg 2016\n",
      "tvcg 2017\n",
      "tvcg 2018\n",
      "tvcg 2019\n",
      "tvcg 2020\n",
      "tvcg 2021\n",
      "tvcg 2022\n",
      "tvlsi 2007\n",
      "tvlsi 2008\n",
      "tvlsi 2009\n",
      "tvlsi 2010\n",
      "tvlsi 2011\n",
      "tvlsi 2012\n",
      "tvlsi 2013\n",
      "tvlsi 2014\n",
      "tvlsi 2015\n",
      "tvlsi 2016\n",
      "tvlsi 2017\n",
      "tvlsi 2018\n",
      "tvlsi 2019\n",
      "tvlsi 2020\n",
      "tvlsi 2021\n",
      "tvlsi 2022\n",
      "tweb 2007\n",
      "tweb 2008\n",
      "tweb 2009\n",
      "tweb 2010\n",
      "tweb 2011\n",
      "tweb 2012\n",
      "tweb 2013\n",
      "tweb 2014\n",
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      "tweb 2016\n",
      "tweb 2017\n",
      "tweb 2018\n",
      "tweb 2019\n",
      "tweb 2020\n",
      "tweb 2021\n",
      "tweb 2022\n",
      "uai 2007\n",
      "uai 2008\n",
      "uai 2009\n",
      "uai 2010\n",
      "uai 2011\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "uai 2012\n",
      "uai 2013\n",
      "uai 2014\n",
      "uai 2015\n",
      "uai 2016\n",
      "uai 2017\n",
      "uai 2018\n",
      "uai 2019\n",
      "uai 2020\n",
      "uai 2021\n",
      "uai 2022\n",
      "ubicomp 2007\n",
      "ubicomp 2008\n",
      "ubicomp 2009\n",
      "ubicomp 2010\n",
      "ubicomp 2011\n",
      "ubicomp 2012\n",
      "ubicomp 2013\n",
      "ubicomp 2014\n",
      "ubicomp 2015\n",
      "ubicomp 2016\n",
      "ubicomp 2017\n",
      "ubicomp 2018\n",
      "ubicomp 2019\n",
      "ubicomp 2020\n",
      "ubicomp 2021\n",
      "ubicomp 2022\n",
      "uist 2007\n",
      "uist 2008\n",
      "uist 2009\n",
      "uist 2010\n",
      "uist 2011\n",
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      "uist 2014\n",
      "uist 2015\n",
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      "uist 2017\n",
      "uist 2018\n",
      "uist 2019\n",
      "uist 2020\n",
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      "uist 2022\n",
      "usenix 2007\n",
      "usenix 2008\n",
      "usenix 2009\n",
      "usenix 2010\n",
      "usenix 2011\n",
      "usenix 2012\n",
      "usenix 2013\n",
      "usenix 2014\n",
      "usenix 2015\n",
      "usenix 2016\n",
      "usenix 2017\n",
      "usenix 2018\n",
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      "usenix 2020\n",
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      "uss 2007\n",
      "uss 2008\n",
      "uss 2009\n",
      "uss 2010\n",
      "uss 2011\n",
      "uss 2012\n",
      "uss 2013\n",
      "uss 2014\n",
      "uss 2015\n",
      "uss 2016\n",
      "uss 2017\n",
      "uss 2018\n",
      "uss 2019\n",
      "uss 2020\n",
      "uss 2021\n",
      "uss 2022\n",
      "vee 2007\n",
      "vee 2008\n",
      "vee 2009\n",
      "vee 2010\n",
      "vee 2011\n",
      "vee 2012\n",
      "vee 2013\n",
      "vee 2014\n",
      "vee 2015\n",
      "vee 2016\n",
      "vee 2017\n",
      "vee 2018\n",
      "vee 2019\n",
      "vee 2020\n",
      "vee 2021\n",
      "vee 2022\n",
      "vldb 2007\n",
      "vldb 2008\n",
      "vldb 2009\n",
      "vldb 2010\n",
      "vldb 2011\n",
      "vldb 2012\n",
      "vldb 2013\n",
      "vldb 2014\n",
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      "vldb 2016\n",
      "vldb 2017\n",
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      "vldb 2019\n",
      "vldb 2020\n",
      "vldb 2021\n",
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      "vr 2007\n",
      "vr 2008\n",
      "vr 2009\n",
      "vr 2010\n",
      "vr 2011\n",
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      "wads 2007\n",
      "wads 2008\n",
      "wads 2009\n",
      "wads 2010\n",
      "wads 2011\n",
      "wads 2012\n",
      "wads 2013\n",
      "wads 2014\n",
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      "wcci 2007\n",
      "wcci 2008\n",
      "wcci 2009\n",
      "wcci 2010\n",
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      "wcci 2022\n",
      "wine 2007\n",
      "wine 2008\n",
      "wine 2009\n",
      "wine 2010\n",
      "wine 2011\n",
      "wine 2012\n",
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      "wine 2015\n",
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      "wine 2022\n",
      "wimob 2007\n",
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      "wimob 2010\n",
      "wimob 2011\n",
      "wimob 2012\n",
      "wimob 2013\n",
      "wimob 2014\n",
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      "wimob 2016\n",
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      "wimob 2018\n",
      "wimob 2019\n",
      "wimob 2020\n",
      "wimob 2021\n",
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      "wowmom 2007\n",
      "wowmom 2008\n",
      "wowmom 2009\n",
      "wowmom 2010\n",
      "wowmom 2011\n",
      "wowmom 2012\n",
      "wowmom 2013\n",
      "wowmom 2014\n",
      "wowmom 2015\n",
      "wowmom 2016\n",
      "wowmom 2017\n",
      "wowmom 2018\n",
      "wowmom 2019\n",
      "wowmom 2020\n",
      "wowmom 2021\n",
      "wowmom 2022\n",
      "wsdm 2007\n",
      "wsdm 2008\n",
      "wsdm 2009\n",
      "wsdm 2010\n",
      "wsdm 2011\n",
      "wsdm 2012\n",
      "wsdm 2013\n",
      "wsdm 2014\n",
      "wsdm 2015\n",
      "wsdm 2016\n",
      "wsdm 2017\n",
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      "www 2007\n",
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      "www 2012\n",
      "www 2013\n",
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      "www 2019\n",
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      "www 2021\n",
      "www 2022\n",
      "tplp 2007\n",
      "tplp 2008\n",
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      "tplp 2011\n",
      "tplp 2012\n",
      "tplp 2013\n",
      "tplp 2014\n",
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      "tplp 2016\n",
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      "tplp 2018\n",
      "tplp 2019\n",
      "tplp 2020\n",
      "tplp 2021\n",
      "tplp 2022\n",
      "tacl 2007\n",
      "tacl 2008\n",
      "tacl 2009\n",
      "tacl 2010\n",
      "tacl 2011\n",
      "tacl 2012\n",
      "tacl 2013\n",
      "tacl 2014\n",
      "tacl 2015\n",
      "tacl 2016\n",
      "tacl 2017\n",
      "tacl 2018\n",
      "tacl 2019\n",
      "tacl 2020\n",
      "tacl 2021\n",
      "tacl 2022\n",
      "asiaccs 2007\n",
      "asiaccs 2008\n",
      "asiaccs 2009\n",
      "asiaccs 2010\n",
      "asiaccs 2011\n",
      "asiaccs 2012\n",
      "asiaccs 2013\n",
      "asiaccs 2014\n",
      "asiaccs 2015\n",
      "asiaccs 2016\n",
      "asiaccs 2017\n",
      "asiaccs 2018\n",
      "asiaccs 2019\n",
      "asiaccs 2020\n",
      "asiaccs 2021\n",
      "asiaccs 2022\n",
      "eurosp 2007\n",
      "eurosp 2008\n",
      "eurosp 2009\n",
      "eurosp 2010\n",
      "eurosp 2011\n",
      "eurosp 2012\n",
      "eurosp 2013\n",
      "eurosp 2014\n",
      "eurosp 2015\n",
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      "eurosp 2017\n",
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      "eurosp 2020\n",
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      "eurosp 2022\n",
      "acsac 2007\n",
      "acsac 2008\n",
      "acsac 2009\n",
      "acsac 2010\n",
      "acsac 2011\n",
      "acsac 2012\n",
      "acsac 2013\n",
      "acsac 2014\n",
      "acsac 2015\n",
      "acsac 2016\n",
      "acsac 2017\n",
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      "soups 2007\n",
      "soups 2008\n",
      "soups 2009\n",
      "soups 2010\n",
      "soups 2011\n",
      "soups 2012\n",
      "soups 2013\n",
      "soups 2014\n",
      "soups 2015\n",
      "soups 2016\n",
      "soups 2017\n",
      "soups 2018\n",
      "soups 2019\n",
      "soups 2020\n",
      "soups 2021\n",
      "soups 2022\n",
      "wisec 2007\n",
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      "wisec 2011\n",
      "wisec 2012\n",
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      "popets 2007\n",
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      "popets 2011\n",
      "popets 2012\n",
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      "dsn 2007\n",
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      "dsn 2009\n",
      "dsn 2010\n",
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      "aistats 2007\n",
      "aistats 2008\n",
      "aistats 2009\n",
      "aistats 2010\n",
      "aistats 2011\n",
      "aistats 2012\n",
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      "iclr 2007\n",
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      "iclr 2009\n",
      "iclr 2010\n",
      "iclr 2011\n",
      "iclr 2012\n",
      "iclr 2013\n",
      "iclr 2014\n",
      "iclr 2015\n",
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      "iclr 2018\n",
      "iclr 2019\n",
      "iclr 2020\n",
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      "tmi 2007\n",
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      "tmi 2010\n",
      "tmi 2011\n",
      "tmi 2012\n",
      "tmi 2013\n",
      "tmi 2014\n",
      "tmi 2015\n",
      "tmi 2016\n",
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      "tmi 2018\n",
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      "pacmhci 2007\n",
      "pacmhci 2008\n",
      "pacmhci 2009\n",
      "pacmhci 2010\n",
      "pacmhci 2011\n",
      "pacmhci 2012\n",
      "pacmhci 2013\n",
      "pacmhci 2014\n",
      "pacmhci 2015\n",
      "pacmhci 2016\n",
      "pacmhci 2017\n",
      "pacmhci 2018\n",
      "pacmhci 2019\n",
      "pacmhci 2020\n",
      "pacmhci 2021\n",
      "pacmhci 2022\n",
      "ucc 2007\n",
      "ucc 2008\n",
      "ucc 2009\n",
      "ucc 2010\n",
      "ucc 2011\n",
      "ucc 2012\n",
      "ucc 2013\n",
      "ucc 2014\n",
      "ucc 2015\n",
      "ucc 2016\n",
      "ucc 2017\n",
      "ucc 2018\n",
      "ucc 2019\n",
      "ucc 2020\n",
      "ucc 2021\n",
      "ucc 2022\n",
      "bdc 2007\n",
      "bdc 2008\n",
      "bdc 2009\n",
      "bdc 2010\n",
      "bdc 2011\n",
      "bdc 2012\n",
      "bdc 2013\n",
      "bdc 2014\n",
      "bdc 2015\n",
      "bdc 2016\n",
      "bdc 2017\n",
      "bdc 2018\n",
      "bdc 2019\n",
      "bdc 2020\n",
      "bdc 2021\n",
      "bdc 2022\n"
     ]
    }
   ],
   "source": [
    "with open(pub_filtering_counts_filename, \"w\") as fh:\n",
    "    writer = csv.writer(fh, delimiter=\",\")\n",
    "    header = [\"name\", \"year\", \"total publications\", \"filtered publications\"]\n",
    "    writer.writerow(header)\n",
    "\n",
    "with open(venue_category_filename, \"r\") as fh:\n",
    "    \n",
    "    reader = csv.reader(fh, delimiter=\",\")\n",
    "    \n",
    "    # skip header row\n",
    "    next(reader)\n",
    "    \n",
    "    for row in reader:\n",
    "        \n",
    "        venue_type = row[4]   \n",
    "        name = row[0]\n",
    "    \n",
    "        # set which paper getting / filtering functions to use\n",
    "        if venue_type == \"conference\":\n",
    "            get_papers_f = get_papers_from_dblp\n",
    "            filter_f = filter_by_header_and_page_number_keep_missing\n",
    "        else: # is journal\n",
    "            get_papers_f = get_journal_papers_from_dblp\n",
    "            filter_f = filter_journals\n",
    "\n",
    "        # 2007-2023\n",
    "        for year in range(2007,2023):\n",
    "            print(name, year)\n",
    "            # Scrape and save the papers if not already saved\n",
    "            papers = get_papers_f(name,year)\n",
    "                \n",
    "            included, excluded = apply_filter_to_papers(filter_f, papers, name, year)\n",
    "            totalpubs = len(included) + len(excluded)\n",
    "            filteredpubs = len(included)\n",
    "            with open(pub_filtering_counts_filename, \"a\") as fh:\n",
    "                writer = csv.writer(fh, delimiter=\",\")\n",
    "                outrow = [name, year, totalpubs, filteredpubs]\n",
    "                writer.writerow(outrow)\n",
    "            #print(outrow)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv(pub_filtering_counts_filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>total publications</th>\n",
       "      <th>filtered publications</th>\n",
       "      <th>iszero</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>bdc</th>\n",
       "      <td>32232</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcci</th>\n",
       "      <td>32232</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ismb</th>\n",
       "      <td>32232</td>\n",
       "      <td>118</td>\n",
       "      <td>118</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mobisec</th>\n",
       "      <td>32232</td>\n",
       "      <td>66</td>\n",
       "      <td>63</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>civr</th>\n",
       "      <td>32232</td>\n",
       "      <td>300</td>\n",
       "      <td>259</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>digitel</th>\n",
       "      <td>32232</td>\n",
       "      <td>199</td>\n",
       "      <td>112</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hipeac</th>\n",
       "      <td>32232</td>\n",
       "      <td>119</td>\n",
       "      <td>115</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>grid</th>\n",
       "      <td>32232</td>\n",
       "      <td>230</td>\n",
       "      <td>182</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ecai</th>\n",
       "      <td>32232</td>\n",
       "      <td>1648</td>\n",
       "      <td>1162</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>saint</th>\n",
       "      <td>32232</td>\n",
       "      <td>442</td>\n",
       "      <td>222</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>iaai</th>\n",
       "      <td>32232</td>\n",
       "      <td>138</td>\n",
       "      <td>137</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pacmpl</th>\n",
       "      <td>32232</td>\n",
       "      <td>1057</td>\n",
       "      <td>1057</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pacmhci</th>\n",
       "      <td>32232</td>\n",
       "      <td>1744</td>\n",
       "      <td>1720</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ijcar</th>\n",
       "      <td>32232</td>\n",
       "      <td>298</td>\n",
       "      <td>279</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tslp</th>\n",
       "      <td>32232</td>\n",
       "      <td>69</td>\n",
       "      <td>65</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ismm</th>\n",
       "      <td>32232</td>\n",
       "      <td>329</td>\n",
       "      <td>293</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eurosp</th>\n",
       "      <td>32232</td>\n",
       "      <td>272</td>\n",
       "      <td>264</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ssd</th>\n",
       "      <td>32232</td>\n",
       "      <td>258</td>\n",
       "      <td>189</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>iccv</th>\n",
       "      <td>32232</td>\n",
       "      <td>5323</td>\n",
       "      <td>5267</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sosp</th>\n",
       "      <td>32232</td>\n",
       "      <td>267</td>\n",
       "      <td>267</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>noms</th>\n",
       "      <td>32232</td>\n",
       "      <td>1557</td>\n",
       "      <td>1459</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>coling</th>\n",
       "      <td>32232</td>\n",
       "      <td>2627</td>\n",
       "      <td>2623</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eccv</th>\n",
       "      <td>32232</td>\n",
       "      <td>5536</td>\n",
       "      <td>5535</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>icpr</th>\n",
       "      <td>32232</td>\n",
       "      <td>7336</td>\n",
       "      <td>7315</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>interact</th>\n",
       "      <td>32232</td>\n",
       "      <td>1779</td>\n",
       "      <td>1568</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ipmi</th>\n",
       "      <td>32232</td>\n",
       "      <td>492</td>\n",
       "      <td>492</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hotos</th>\n",
       "      <td>32232</td>\n",
       "      <td>225</td>\n",
       "      <td>221</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pact</th>\n",
       "      <td>32232</td>\n",
       "      <td>364</td>\n",
       "      <td>364</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>popets</th>\n",
       "      <td>32232</td>\n",
       "      <td>545</td>\n",
       "      <td>504</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wads</th>\n",
       "      <td>32232</td>\n",
       "      <td>402</td>\n",
       "      <td>395</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cscw</th>\n",
       "      <td>32232</td>\n",
       "      <td>1125</td>\n",
       "      <td>1050</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lats</th>\n",
       "      <td>32232</td>\n",
       "      <td>612</td>\n",
       "      <td>455</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>osdi</th>\n",
       "      <td>32232</td>\n",
       "      <td>372</td>\n",
       "      <td>369</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>itng</th>\n",
       "      <td>32232</td>\n",
       "      <td>1811</td>\n",
       "      <td>1528</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kr</th>\n",
       "      <td>32232</td>\n",
       "      <td>706</td>\n",
       "      <td>672</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>apscc</th>\n",
       "      <td>32232</td>\n",
       "      <td>746</td>\n",
       "      <td>607</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fse</th>\n",
       "      <td>32232</td>\n",
       "      <td>269</td>\n",
       "      <td>265</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tacl</th>\n",
       "      <td>32232</td>\n",
       "      <td>521</td>\n",
       "      <td>515</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>icfp</th>\n",
       "      <td>32232</td>\n",
       "      <td>369</td>\n",
       "      <td>342</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>iclp</th>\n",
       "      <td>32232</td>\n",
       "      <td>415</td>\n",
       "      <td>325</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>iclr</th>\n",
       "      <td>32232</td>\n",
       "      <td>3846</td>\n",
       "      <td>3846</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>aistats</th>\n",
       "      <td>32232</td>\n",
       "      <td>2597</td>\n",
       "      <td>2596</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>oopsla</th>\n",
       "      <td>32232</td>\n",
       "      <td>498</td>\n",
       "      <td>494</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>naacl</th>\n",
       "      <td>32232</td>\n",
       "      <td>2953</td>\n",
       "      <td>2808</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>csfw</th>\n",
       "      <td>32232</td>\n",
       "      <td>290</td>\n",
       "      <td>284</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sigmetrics</th>\n",
       "      <td>32232</td>\n",
       "      <td>842</td>\n",
       "      <td>333</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>popl</th>\n",
       "      <td>32232</td>\n",
       "      <td>537</td>\n",
       "      <td>510</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>edcc</th>\n",
       "      <td>32232</td>\n",
       "      <td>290</td>\n",
       "      <td>265</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>icmr</th>\n",
       "      <td>32232</td>\n",
       "      <td>973</td>\n",
       "      <td>819</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ijcai</th>\n",
       "      <td>32232</td>\n",
       "      <td>8091</td>\n",
       "      <td>7597</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             year  total publications  filtered publications  iszero\n",
       "name                                                                \n",
       "bdc         32232                  27                     27      14\n",
       "wcci        32232                  31                     31      14\n",
       "ismb        32232                 118                    118      14\n",
       "mobisec     32232                  66                     63      12\n",
       "civr        32232                 300                    259      12\n",
       "digitel     32232                 199                    112      12\n",
       "hipeac      32232                 119                    115      11\n",
       "grid        32232                 230                    182      10\n",
       "ecai        32232                1648                   1162      10\n",
       "saint       32232                 442                    222      10\n",
       "iaai        32232                 138                    137      10\n",
       "pacmpl      32232                1057                   1057      10\n",
       "pacmhci     32232                1744                   1720      10\n",
       "ijcar       32232                 298                    279       9\n",
       "tslp        32232                  69                     65       9\n",
       "ismm        32232                 329                    293       9\n",
       "eurosp      32232                 272                    264       9\n",
       "ssd         32232                 258                    189       8\n",
       "iccv        32232                5323                   5267       8\n",
       "sosp        32232                 267                    267       8\n",
       "noms        32232                1557                   1459       8\n",
       "coling      32232                2627                   2623       8\n",
       "eccv        32232                5536                   5535       8\n",
       "icpr        32232                7336                   7315       8\n",
       "interact    32232                1779                   1568       8\n",
       "ipmi        32232                 492                    492       8\n",
       "hotos       32232                 225                    221       8\n",
       "pact        32232                 364                    364       8\n",
       "popets      32232                 545                    504       8\n",
       "wads        32232                 402                    395       8\n",
       "cscw        32232                1125                   1050       7\n",
       "lats        32232                 612                    455       7\n",
       "osdi        32232                 372                    369       7\n",
       "itng        32232                1811                   1528       7\n",
       "kr          32232                 706                    672       7\n",
       "apscc       32232                 746                    607       7\n",
       "fse         32232                 269                    265       6\n",
       "tacl        32232                 521                    515       6\n",
       "icfp        32232                 369                    342       6\n",
       "iclp        32232                 415                    325       6\n",
       "iclr        32232                3846                   3846       6\n",
       "aistats     32232                2597                   2596       6\n",
       "oopsla      32232                 498                    494       6\n",
       "naacl       32232                2953                   2808       5\n",
       "csfw        32232                 290                    284       5\n",
       "sigmetrics  32232                 842                    333       5\n",
       "popl        32232                 537                    510       5\n",
       "edcc        32232                 290                    265       4\n",
       "icmr        32232                 973                    819       4\n",
       "ijcai       32232                8091                   7597       4"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"iszero\"] = data[\"filtered publications\"] ==0\n",
    "data.groupby(\"name\").sum().sort_values(\"iszero\", ascending=False)[:50]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Extra scraping for missed papers\n",
    "Papers for some venues were not accurately retrieved in the scraping process for a number of different reasons. The following few code blocks were used to address these shortfalls after the problems were identified through checking venues with many years of zero paper counts.\n",
    "\n",
    "#### Venues with different keys used in our database compared to the key used by DBLP\n",
    "A list of venues where the keys contained in `/app/data/venue_list.csv` are not the same as the key used by DBLP to represent the same venue is contained in `/data/venues_with_different_dblp_keys.csv`. The following code block retrieves the papers from DBLP (by scraping the html) using the DBLP key and saves the file using the relevant key listed in `venue_list.csv` in the name of file that the papers are saved in."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "jmicro 2007\n",
      "jmicro 2008\n",
      "jmicro 2009\n",
      "jmicro 2010\n",
      "jmicro 2011\n",
      "jmicro 2012\n",
      "jmicro 2013\n",
      "jmicro 2014\n",
      "jmicro 2015\n",
      "jmicro 2016\n",
      "jmicro 2017\n",
      "jmicro 2018\n",
      "jmicro 2019\n",
      "jmicro 2020\n",
      "jmicro 2021\n",
      "jmicro 2022\n",
      "ccc 2007\n",
      "ccc 2008\n",
      "ccc 2009\n",
      "ccc 2010\n",
      "ccc 2011\n",
      "ccc 2012\n",
      "ccc 2013\n",
      "ccc 2014\n",
      "ccc 2015\n",
      "ccc 2016\n",
      "ccc 2017\n",
      "ccc 2018\n",
      "ccc 2019\n",
      "ccc 2020\n",
      "ccc 2021\n",
      "ccc 2022\n",
      "ispa 2013\n",
      "ispa 2016\n",
      "lics 2014\n"
     ]
    }
   ],
   "source": [
    "run_different_key_scraping = True\n",
    "\n",
    "if run_different_key_scraping:\n",
    "    \n",
    "    with open(venues_with_different_keys_filename, \"r\") as fh:\n",
    "        reader = csv.reader(fh, delimiter = \",\")\n",
    "\n",
    "        next(reader)\n",
    "\n",
    "        for key, dblp_key, venue_type, period_start, period_end in reader:\n",
    "\n",
    "            get_papers_function = get_journal_papers_from_dblp if venue_type == \"journal\" else get_papers_from_dblp\n",
    "\n",
    "            for year in range(int(period_start), int(period_end) + 1):\n",
    "\n",
    "                filename = dblp_raw_filename(key, year)\n",
    "                print(key, year)\n",
    "\n",
    "                # check whether the file already exists\n",
    "                exists = os.path.exists(filename)\n",
    "#                 if exists:\n",
    "#                     continue\n",
    "                \n",
    "                papers = get_papers_function(dblp_key, year, force=True, save=False)\n",
    "\n",
    "                with open(filename,\"w\") as papers_fh:\n",
    "                    json.dump(papers, papers_fh)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Venues that did did not fit the general DBLP url template\n",
    "A list of conferences* where the url for the DBLP data did not fit the simple format matched by most conferences, that is https://dblp.org/db/conf/{key}/{key}{year}.html, can be found at `/data/venues_with_different_dblp_baseurls.csv`. Generally this occurs where DBLP has group multiple conferences/workshops together under one group key and then use the conference key to specify after that, i.e. https://dblp.org/db/conf/{groupkey}/{conferencekey}{year}.html. The following code block retrieves the papers from DBLP using the correct specified url base and then saves them using the given key for each year in the year period given.\n",
    "\n",
    "\n",
    "_*This list only contains conferences because the method used to scrape the journals makes this problem unique to the conferences. More specifically, the method for journals does not use a set template for each (venue, year) tuple because the journals are stored by volume number rather than year._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ase 2007\n",
      "ase 2008\n",
      "ase 2009\n",
      "ase 2010\n",
      "ase 2011\n",
      "ase 2012\n",
      "ase 2013\n",
      "ase 2014\n",
      "ase 2015\n",
      "ase 2016\n",
      "ase 2017\n",
      "ase 2018\n",
      "ase 2019\n",
      "ase 2020\n",
      "ase 2021\n",
      "ase 2022\n",
      "disc 2007\n",
      "disc 2008\n",
      "disc 2009\n",
      "disc 2010\n",
      "disc 2011\n",
      "disc 2012\n",
      "disc 2013\n",
      "disc 2014\n",
      "disc 2015\n",
      "disc 2016\n",
      "disc 2017\n",
      "disc 2018\n",
      "disc 2019\n",
      "disc 2020\n",
      "disc 2021\n",
      "disc 2022\n",
      "icaps 2007\n",
      "icaps 2008\n",
      "icaps 2009\n",
      "icaps 2010\n",
      "icaps 2011\n",
      "icaps 2012\n",
      "icaps 2013\n",
      "icaps 2014\n",
      "icaps 2015\n",
      "icaps 2016\n",
      "icaps 2017\n",
      "icaps 2018\n",
      "icaps 2019\n",
      "icaps 2020\n",
      "icaps 2021\n",
      "icaps 2022\n",
      "ijcar 2007\n",
      "ijcar 2008\n",
      "ijcar 2009\n",
      "ijcar 2010\n",
      "ijcar 2011\n",
      "ijcar 2012\n",
      "ijcar 2013\n",
      "ijcar 2014\n",
      "ijcar 2015\n",
      "ijcar 2016\n",
      "ijcar 2017\n",
      "ijcar 2018\n",
      "ijcar 2019\n",
      "ijcar 2020\n",
      "ijcar 2021\n",
      "ijcar 2022\n",
      "lctes 2007\n",
      "lctes 2008\n",
      "lctes 2009\n",
      "lctes 2010\n",
      "lctes 2011\n",
      "lctes 2012\n",
      "lctes 2013\n",
      "lctes 2014\n",
      "lctes 2015\n",
      "lctes 2016\n",
      "lctes 2017\n",
      "lctes 2018\n",
      "lctes 2019\n",
      "lctes 2020\n",
      "lctes 2021\n",
      "lctes 2022\n",
      "ubicomp 2007\n",
      "ubicomp 2008\n",
      "ubicomp 2009\n",
      "ubicomp 2010\n",
      "ubicomp 2011\n",
      "ubicomp 2012\n",
      "ubicomp 2013\n",
      "ubicomp 2014\n",
      "ubicomp 2015\n",
      "ubicomp 2016\n",
      "ubicomp 2017\n",
      "ubicomp 2018\n",
      "ubicomp 2019\n",
      "ubicomp 2020\n",
      "ubicomp 2021\n",
      "ubicomp 2022\n",
      "sea 2007\n",
      "sea 2008\n",
      "sea 2009\n",
      "sea 2010\n",
      "sea 2011\n",
      "sea 2012\n",
      "sea 2013\n",
      "sea 2014\n",
      "sea 2015\n",
      "sea 2016\n",
      "sea 2017\n",
      "sea 2018\n",
      "sea 2019\n",
      "sea 2020\n",
      "sea 2021\n",
      "sea 2022\n",
      "ipdps 2007\n",
      "ipdps 2008\n",
      "ipdps 2009\n",
      "ipdps 2010\n",
      "ipdps 2011\n",
      "ipdps 2012\n",
      "ipdps 2013\n",
      "ipdps 2014\n",
      "ipdps 2015\n",
      "ipdps 2016\n",
      "ipdps 2017\n",
      "ipdps 2018\n",
      "ipdps 2019\n",
      "ipdps 2020\n",
      "ipdps 2021\n",
      "ipdps 2022\n",
      "aamas 2007\n",
      "aamas 2008\n",
      "aamas 2009\n",
      "aamas 2010\n",
      "aamas 2011\n",
      "aamas 2012\n",
      "aamas 2013\n",
      "aamas 2014\n",
      "aamas 2015\n",
      "aamas 2016\n",
      "aamas 2017\n",
      "aamas 2018\n",
      "aamas 2019\n",
      "aamas 2020\n",
      "aamas 2021\n",
      "aamas 2022\n",
      "ssd 2007\n",
      "ssd 2008\n",
      "ssd 2009\n",
      "ssd 2010\n",
      "ssd 2011\n",
      "ssd 2012\n",
      "ssd 2013\n",
      "ssd 2014\n",
      "ssd 2015\n",
      "ssd 2016\n",
      "ssd 2017\n",
      "ssd 2018\n",
      "ssd 2019\n",
      "ssd 2020\n",
      "ssd 2021\n",
      "ssd 2022\n",
      "csfw 2007\n",
      "csfw 2008\n",
      "csfw 2009\n",
      "csfw 2010\n",
      "csfw 2011\n",
      "csfw 2012\n",
      "csfw 2013\n",
      "csfw 2014\n",
      "csfw 2015\n",
      "csfw 2016\n",
      "csfw 2017\n",
      "csfw 2018\n",
      "csfw 2019\n",
      "csfw 2020\n",
      "csfw 2021\n",
      "csfw 2022\n",
      "ssd 2007\n",
      "ssd 2008\n",
      "ssd 2009\n",
      "ssd 2010\n",
      "ssd 2011\n",
      "ssd 2012\n",
      "ssd 2013\n",
      "ssd 2014\n",
      "ssd 2015\n",
      "ssd 2016\n",
      "ssd 2017\n",
      "ssd 2018\n",
      "ssd 2019\n",
      "ssd 2020\n",
      "ssd 2021\n",
      "ssd 2022\n",
      "sea 2007\n",
      "sea 2008\n",
      "tcc 2016\n",
      "aamas 2008\n",
      "aamas 2009\n",
      "iclp 2015\n",
      "icsm 2014\n",
      "icsm 2015\n",
      "icsm 2016\n",
      "icsm 2017\n",
      "icsm 2018\n",
      "icsm 2019\n",
      "icsm 2020\n",
      "icsm 2021\n",
      "icsm 2022\n",
      "icmr 2007\n",
      "icmr 2008\n",
      "icmr 2009\n",
      "icmr 2010\n",
      "icmr 2011\n",
      "icmr 2012\n",
      "icmr 2013\n",
      "icmr 2014\n",
      "icmr 2015\n",
      "icmr 2016\n",
      "icmr 2017\n",
      "icmr 2018\n",
      "icmr 2019\n",
      "icmr 2020\n",
      "icmr 2021\n",
      "icmr 2022\n",
      "3dim 2011\n",
      "3dim 2012\n",
      "3dim 2013\n",
      "3dim 2014\n",
      "3dim 2015\n",
      "3dim 2016\n",
      "3dim 2017\n",
      "3dim 2018\n",
      "3dim 2014\n",
      "ispa 2015\n",
      "sigsoft-fse 2007\n",
      "sigsoft-fse 2008\n",
      "sigsoft-fse 2009\n",
      "sigsoft-fse 2010\n",
      "sigsoft-fse 2011\n",
      "sigsoft-fse 2012\n",
      "sigsoft-fse 2013\n",
      "sigsoft-fse 2014\n",
      "sigsoft-fse 2015\n",
      "sigsoft-fse 2016\n",
      "sigsoft-fse 2017\n",
      "sigsoft-fse 2018\n",
      "sigsoft-fse 2019\n",
      "sigsoft-fse 2020\n",
      "sigsoft-fse 2021\n",
      "sigsoft-fse 2022\n",
      "asiaccs 2007\n",
      "asiaccs 2008\n",
      "asiaccs 2009\n",
      "asiaccs 2010\n",
      "asiaccs 2011\n",
      "asiaccs 2012\n",
      "asiaccs 2013\n",
      "asiaccs 2014\n",
      "asiaccs 2015\n",
      "asiaccs 2016\n",
      "asiaccs 2017\n",
      "asiaccs 2018\n",
      "asiaccs 2019\n",
      "asiaccs 2020\n",
      "bdc 2016\n",
      "https://dblp.org/db/conf/bdc/bdcat2016.html\n",
      "bdc 2017\n",
      "https://dblp.org/db/conf/bdc/bdcat2017.html\n",
      "bdc 2018\n",
      "https://dblp.org/db/conf/bdc/bdcat2018.html\n",
      "bdc 2019\n",
      "https://dblp.org/db/conf/bdc/bdcat2019.html\n",
      "bdc 2020\n",
      "https://dblp.org/db/conf/bdc/bdcat2020.html\n",
      "bdc 2021\n",
      "https://dblp.org/db/conf/bdc/bdcat2021.html\n",
      "bdc 2022\n",
      "https://dblp.org/db/conf/bdc/bdcat2022.html\n"
     ]
    }
   ],
   "source": [
    "run_custom_url_scraping = True\n",
    "\n",
    "if run_custom_url_scraping:\n",
    "    \n",
    "    with open(venues_with_different_baseurls, \"r\") as fh:\n",
    "        reader = csv.reader(fh, delimiter = \",\")\n",
    "        next(reader)\n",
    "\n",
    "        for key, urlbase, period_start, period_end in reader:\n",
    "            for year in range(int(period_start), int(period_end) + 1):\n",
    "                filename = dblp_raw_filename(key, year)\n",
    "                print(key, year)\n",
    "\n",
    "                # check whether the file already exists\n",
    "                exists = os.path.exists(filename)\n",
    "#                 if exists:\n",
    "#                     continue\n",
    "                    \n",
    "                if \"----\" in urlbase:\n",
    "                    urls = urlbase.split(\"----\")\n",
    "                else:\n",
    "                    urls = [urlbase]\n",
    "    \n",
    "                papers = {}\n",
    "                for u1 in urls:\n",
    "                    url = u1.format(year)\n",
    "                    new_papers = get_papers_from_page(url, year)\n",
    "                    \n",
    "                    print(url)\n",
    "                    # merge papers\n",
    "                    for k, v in new_papers.items():\n",
    "                        if k in papers and isinstance(v, list):\n",
    "                            papers[k].extend(v)\n",
    "                        else:\n",
    "                            papers[k] = v\n",
    "\n",
    "                with open(filename,\"w\") as papers_fh:\n",
    "                    json.dump(papers, papers_fh)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Journals that needed to be retrieved through an alternative scraping method\n",
    "A list of journals where that needed to be scraped using an alternative method is at `/data/journals_to_use_alternative_scraping_method.csv`. The webpages for these journals listed the volumes in a different way and therefore were not picked up by the standard scraping method used for most journals. The code block below retrieves and saves the papers for these journals for each of the respective journals in each year between (inclusive) the period defined."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ml 2007\n",
      "ml 2008\n",
      "ml 2009\n",
      "ml 2010\n",
      "ml 2011\n",
      "ml 2012\n",
      "ml 2013\n",
      "ml 2014\n",
      "ml 2015\n",
      "ml 2016\n",
      "ml 2017\n",
      "ml 2018\n",
      "ml 2019\n",
      "ml 2020\n",
      "ml 2021\n",
      "ml 2022\n",
      "jair 2007\n",
      "jair 2008\n",
      "jair 2009\n",
      "jair 2010\n",
      "jair 2011\n",
      "jair 2012\n",
      "jair 2013\n",
      "jair 2014\n",
      "jair 2015\n",
      "jair 2016\n",
      "jair 2017\n",
      "jair 2018\n",
      "jair 2019\n",
      "jair 2020\n",
      "jair 2021\n",
      "jair 2022\n",
      "ai 2007\n",
      "ai 2008\n",
      "ai 2009\n",
      "ai 2010\n",
      "ai 2011\n",
      "ai 2012\n",
      "ai 2013\n",
      "ai 2014\n",
      "ai 2015\n",
      "ai 2016\n",
      "ai 2017\n",
      "ai 2018\n",
      "ai 2019\n",
      "ai 2020\n",
      "ai 2021\n",
      "ai 2022\n",
      "amai 2007\n",
      "amai 2008\n",
      "amai 2009\n",
      "amai 2010\n",
      "amai 2011\n",
      "amai 2012\n",
      "amai 2013\n",
      "amai 2014\n",
      "amai 2015\n",
      "amai 2016\n",
      "amai 2017\n",
      "amai 2018\n",
      "amai 2019\n",
      "amai 2020\n",
      "amai 2021\n",
      "amai 2022\n"
     ]
    }
   ],
   "source": [
    "run_alt_journal_scraping = True\n",
    "\n",
    "if run_alt_journal_scraping:\n",
    "    \n",
    "    with open(journals_to_be_scraped_using_alternative_method, \"r\") as fh:\n",
    "        reader = csv.reader(fh, delimiter = \",\")\n",
    "\n",
    "        next(reader)\n",
    "\n",
    "        for key, period_start, period_end in reader:\n",
    "\n",
    "            for year in range(int(period_start), int(period_end) + 1):\n",
    "                filename = dblp_raw_filename(key, year)\n",
    "                print(key, year)\n",
    "\n",
    "                # check whether the file already exists\n",
    "                exists = os.path.exists(filename)\n",
    "#                 if exists:\n",
    "#                     continue\n",
    "                    \n",
    "                papers = get_journal_papers_from_dblp(key, year, force=True,save=False,alt=True)\n",
    "\n",
    "                with open(filename,\"w\") as papers_fh:\n",
    "                    json.dump(papers, papers_fh)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Retrieve missed papers from SIAMNUM 2009"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "get_siamnum_2009_papers = False\n",
    "\n",
    "if get_siamnum_2009_papers:\n",
    "    links = [{\"url\":\"https://dblp.org/db/journals/siamnum/siamnum47.html\",\n",
    "             \"text\":\"Volume 47: 2008-2010\"}]\n",
    "    get_journal_papers_from_dblp(\"siamnum\", 2009, force=True, save=True, links=links, alt=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explore the paper counts for the venues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>total publications</th>\n",
       "      <th>filtered publications</th>\n",
       "      <th>iszero</th>\n",
       "      <th>filterediszero</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
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      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [year, total publications, filtered publications, iszero, filterediszero]\n",
       "Index: []"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"filterediszero\"] = data[\"filtered publications\"] ==0\n",
    "data_agg = data.groupby(\"name\").sum()\n",
    "data_agg[data_agg[\"iszero\"]!=data_agg[\"filterediszero\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_agg[\"removed\"] = data_agg[\"total publications\"] - data_agg[\"filtered publications\"]\n",
    "data_agg[\"removed pc\"] = data_agg[\"removed\"] / data_agg[\"total publications\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>total publications</th>\n",
       "      <th>filtered publications</th>\n",
       "      <th>iszero</th>\n",
       "      <th>filterediszero</th>\n",
       "      <th>removed</th>\n",
       "      <th>removed pc</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>isscc</th>\n",
       "      <td>32232</td>\n",
       "      <td>3816</td>\n",
       "      <td>282</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3534</td>\n",
       "      <td>0.926101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sensys</th>\n",
       "      <td>32232</td>\n",
       "      <td>1397</td>\n",
       "      <td>440</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>957</td>\n",
       "      <td>0.685039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vr</th>\n",
       "      <td>32232</td>\n",
       "      <td>2063</td>\n",
       "      <td>755</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1308</td>\n",
       "      <td>0.634028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sigmetrics</th>\n",
       "      <td>32232</td>\n",
       "      <td>842</td>\n",
       "      <td>333</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>509</td>\n",
       "      <td>0.604513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sigcse</th>\n",
       "      <td>32232</td>\n",
       "      <td>4364</td>\n",
       "      <td>1878</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2486</td>\n",
       "      <td>0.569661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ml</th>\n",
       "      <td>32232</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sea</th>\n",
       "      <td>32232</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sigsoft-fse</th>\n",
       "      <td>32232</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ssd</th>\n",
       "      <td>32232</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ubicomp</th>\n",
       "      <td>32232</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>321 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              year  total publications  filtered publications  iszero  \\\n",
       "name                                                                    \n",
       "isscc        32232                3816                    282       0   \n",
       "sensys       32232                1397                    440       0   \n",
       "vr           32232                2063                    755       0   \n",
       "sigmetrics   32232                 842                    333       5   \n",
       "sigcse       32232                4364                   1878       0   \n",
       "...            ...                 ...                    ...     ...   \n",
       "ml           32232                   0                      0      16   \n",
       "sea          32232                   0                      0      16   \n",
       "sigsoft-fse  32232                   0                      0      16   \n",
       "ssd          32232                   0                      0      16   \n",
       "ubicomp      32232                   0                      0      16   \n",
       "\n",
       "             filterediszero  removed  removed pc  \n",
       "name                                              \n",
       "isscc                     0     3534    0.926101  \n",
       "sensys                    0      957    0.685039  \n",
       "vr                        0     1308    0.634028  \n",
       "sigmetrics                5      509    0.604513  \n",
       "sigcse                    0     2486    0.569661  \n",
       "...                     ...      ...         ...  \n",
       "ml                       16        0         NaN  \n",
       "sea                      16        0         NaN  \n",
       "sigsoft-fse              16        0         NaN  \n",
       "ssd                      16        0         NaN  \n",
       "ubicomp                  16        0         NaN  \n",
       "\n",
       "[321 rows x 7 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_agg.sort_values(\"removed pc\", ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name                     3dim3dim3dim3dim3dim3dim3dim3dim3dim3dim3dim3d...\n",
       "year                                                               7955376\n",
       "total publications                                                  389797\n",
       "filtered publications                                               339809\n",
       "iszero                                                                 430\n",
       "filterediszero                                                         430\n",
       "dtype: object"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.sum()"
   ]
  }
 ],
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