{ "cells": [ { "cell_type": "markdown", "metadata": { "run_control": { "frozen": false, "read_only": false } }, "source": [ "# UGC's 'preferred' journals are still predatory?\n", "\n", "In January 2017, the University Grants Commission of India released [a list of 38,635 Journals](http://www.ugc.ac.in/ugc_notices.aspx?id=1604) that it considers 'genuine' and hence articles published only in these\n", "journals will be used for academic performance evaluation.\n", "\n", "The last list published was scattered across 5 scanned pdf documents. It was almost impossible to search. \n", "[The Wire](https://thewire.in/102950/predatory-journals-ugc-research/) published an analysis of these Journals and found at least 35 of them [Predatory](https://en.wikipedia.org/wiki/Predatory_open_access_publishing)\n", "\n", "\n", "I did an [independent analysis](http://nbviewer.jupyter.org/gist/saketkc/19b3c85d2d6ffe17fda8350256c3c64a) and found only 25. The differing numbers arise from the simple fact that those PDFs are hard to parse.\n", "\n", "The good news is that UGC re-released the list in [text format](http://ugc.ac.in/journallist/) on April 14th, 2017. However, the bad news is there are as many as 82 journals that overlap with Jeffrey Beall's list now.\n", "There probably could be more, since here I just check for an exact match (case-sensitive, equal spaces etc.)\n", "\n", "\n", "All the data and scripts are hosted [here](https://github.com/saketkc/ugc-predatory-journal-analysis)\n", "\n", "This notebook is GPLv3 licensed. Please see [LICENSE](LICENSE) for details.\n", "\n", "Update 10th May 2017: Added a clean function to handle inexact matches. The current tally of Journals is 94 (Merging Jan 2017 and Dec 2016 versions of Beall's list). There are 50 predatory publishers." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true, "run_control": { "frozen": false, "read_only": false } }, "outputs": [], "source": [ "import pandas as pd\n", "from fuzzywuzzy import fuzz\n", "import re\n", "from fuzzywuzzy import process\n", "\n", "pd.set_option('display.max_colwidth', -1)\n", "pd.set_option('display.max_columns', None)\n", "pd.set_option('display.max_rows', None)\n", "\n", "def clean_name(x):\n", " ## Remove things in braces such as :\n", " ## Journal of Food, Agriculture and Environment (JFAE) => Journal of Food, Agriculture and Environment\n", " cleaned = re.sub(r\"\\(([A-Za-z0-9_]+)\\)\", '', x).strip()\n", " cleaned = re.sub( '\\s+', ' ', cleaned ).strip()\n", " cleaned = unicode(cleaned.lower().replace('&', 'and'), 'utf-8')\n", " return cleaned" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true, "run_control": { "frozen": false, "read_only": false } }, "outputs": [], "source": [ "with open('Beall_list_dec2016.txt') as f:\n", " beall_list_dec = [clean_name(x.strip()) for x in f.readlines()]\n", "df = pd.read_csv('UGC_Journal_list_2017.csv')\n", "df.Title = df.Title.apply(clean_name)\n", "df.Publisher = df.Publisher.astype(str).apply(clean_name)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true, "run_control": { "frozen": false, "read_only": false } }, "outputs": [], "source": [ "exact_matches_dec2016 = pd.DataFrame({'Journals': list(set(df.Title).intersection(beall_list_dec))}) \n", "\n", "#fuzzy_matches = [process.extractOne(x, beall_list_dec) for x in set(df.Title)]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "run_control": { "frozen": false, "read_only": false } }, "outputs": [ { "data": { "text/html": [ "
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Journals
0actual problems of economics
1african journal of traditional, complementary and alternative medicines
2aging
3al ameen journal of medical sciences
4asian journal of chemistry
5asian journal of pharmaceutical research and health care
6asian pacific journal of tropical disease
7australasian medical journal
8australian journal of basic and applied sciences
9biomedical and pharmacology journal
10bionano frontier
11bioscience discovery
12biosciences, biotechnology research asia
13cellular and molecular biology
14clinics in oncology
15current botany
16der pharma chemica
17european journal of economics, finance and administrative sciences
18european journal of science and theology
19european journal of scientific research
20european journal of social sciences
21genes and cancer
22genetics and molecular research
23global media journal
24indian journal of scientific research
25interdisciplinary toxicology
26international archives of medicine
27international journal of applied linguistics and english literature
28international journal of applied research in natural products
29international journal of biomedical science
30international journal of collaborative research on internal medicine and public health
31international journal of communication networks and information security
32international journal of computer science issues
33international journal of current pharmaceutical review and research
34international journal of current research and review
35international journal of drug development and research
36international journal of electrochemical science
37international journal of engineering and technology
38international journal of health research
39international journal of network security
40international journal of pharma and bio sciences
41international journal of pharmaceutical and clinical research
42international journal of pharmaceutical and phytopharmacological research
43international journal of pharmaceutical research and development
44international journal of pharmaceutical sciences and drug research
45international journal of pharmaceutical sciences and research
46international journal of pharmaceutical sciences review and research
47international journal of pharmacognosy
48international journal of pharmacognosy and phytochemical research
49international journal of pharmacy and pharmaceutical sciences
50international journal of pharmacy and technology
51international journal of renewable energy research
52international journal of research in ayurveda and pharmacy
53international journal of sustainable development
54international journal of toxicological and pharmacological research
55international proceedings of chemical, biological and environmental engineering
56international research journal of finance and economics
57international research journal of pharmacy
58journal of accounting, ethics and public policy
59journal of animal and plant sciences
60journal of applied linguistics
61journal of applied pharmaceutical science
62journal of chemical and pharmaceutical research
63journal of chemical and pharmaceutical sciences
64journal of clinical and analytical medicine
65journal of computers
66journal of electrical engineering
67journal of environmental biology
68journal of environmental hydrology
69journal of language and literature
70journal of materials and environmental science
71journal of natural products
72journal of pharmacy research
73journal of physical therapy science
74journal of psychology and theology
75journal of software
76journal of theoretical and applied information technology
77mathematical and computational applications
78national journal of community medicine
79oncoscience
80oncotarget
81oriental journal of computer science and technology
82pharmacie globale: international journal of comprehensive pharmacy
83pharmacologyonline
84research journal of pharmaceutical, biological and chemical sciences
85researchers world - journal of arts science and commerce
86romanian biotechnological letters
87scholarly research exchange
88sport science
89technics technologies education management
90the criterion: an international journal in english
91turkish online journal of educational technology
92world applied sciences journal
\n", "
" ], "text/plain": [ " Journals\n", "0 actual problems of economics \n", "1 african journal of traditional, complementary and alternative medicines \n", "2 aging \n", "3 al ameen journal of medical sciences \n", "4 asian journal of chemistry \n", "5 asian journal of pharmaceutical research and health care \n", "6 asian pacific journal of tropical disease \n", "7 australasian medical journal \n", "8 australian journal of basic and applied sciences \n", "9 biomedical and pharmacology journal \n", "10 bionano frontier \n", "11 bioscience discovery \n", "12 biosciences, biotechnology research asia \n", "13 cellular and molecular biology \n", "14 clinics in oncology \n", "15 current botany \n", "16 der pharma chemica \n", "17 european journal of economics, finance and administrative sciences \n", "18 european journal of science and theology \n", "19 european journal of scientific research \n", "20 european journal of social sciences \n", "21 genes and cancer \n", "22 genetics and molecular research \n", "23 global media journal \n", "24 indian journal of scientific research \n", "25 interdisciplinary toxicology \n", "26 international archives of medicine \n", "27 international journal of applied linguistics and english literature \n", "28 international journal of applied research in natural products \n", "29 international journal of biomedical science \n", "30 international journal of collaborative research on internal medicine and public health\n", "31 international journal of communication networks and information security \n", "32 international journal of computer science issues \n", "33 international journal of current pharmaceutical review and research \n", "34 international journal of current research and review \n", "35 international journal of drug development and research \n", "36 international journal of electrochemical science \n", "37 international journal of engineering and technology \n", "38 international journal of health research \n", "39 international journal of network security \n", "40 international journal of pharma and bio sciences \n", "41 international journal of pharmaceutical and clinical research \n", "42 international journal of pharmaceutical and phytopharmacological research \n", "43 international journal of pharmaceutical research and development \n", "44 international journal of pharmaceutical sciences and drug research \n", "45 international journal of pharmaceutical sciences and research \n", "46 international journal of pharmaceutical sciences review and research \n", "47 international journal of pharmacognosy \n", "48 international journal of pharmacognosy and phytochemical research \n", "49 international journal of pharmacy and pharmaceutical sciences \n", "50 international journal of pharmacy and technology \n", "51 international journal of renewable energy research \n", "52 international journal of research in ayurveda and pharmacy \n", "53 international journal of sustainable development \n", "54 international journal of toxicological and pharmacological research \n", "55 international proceedings of chemical, biological and environmental engineering \n", "56 international research journal of finance and economics \n", "57 international research journal of pharmacy \n", "58 journal of accounting, ethics and public policy \n", "59 journal of animal and plant sciences \n", "60 journal of applied linguistics \n", "61 journal of applied pharmaceutical science \n", "62 journal of chemical and pharmaceutical research \n", "63 journal of chemical and pharmaceutical sciences \n", "64 journal of clinical and analytical medicine \n", "65 journal of computers \n", "66 journal of electrical engineering \n", "67 journal of environmental biology \n", "68 journal of environmental hydrology \n", "69 journal of language and literature \n", "70 journal of materials and environmental science \n", "71 journal of natural products \n", "72 journal of pharmacy research \n", "73 journal of physical therapy science \n", "74 journal of psychology and theology \n", "75 journal of software \n", "76 journal of theoretical and applied information technology \n", "77 mathematical and computational applications \n", "78 national journal of community medicine \n", "79 oncoscience \n", "80 oncotarget \n", "81 oriental journal of computer science and technology \n", "82 pharmacie globale: international journal of comprehensive pharmacy \n", "83 pharmacologyonline \n", "84 research journal of pharmaceutical, biological and chemical sciences \n", "85 researchers world - journal of arts science and commerce \n", "86 romanian biotechnological letters \n", "87 scholarly research exchange \n", "88 sport science \n", "89 technics technologies education management \n", "90 the criterion: an international journal in english \n", "91 turkish online journal of educational technology \n", "92 world applied sciences journal " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "exact_matches_dec2016.sort_values(by='Journals').reset_index(drop=True)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true, "run_control": { "frozen": false, "read_only": false } }, "source": [ "## Update" ] }, { "cell_type": "markdown", "metadata": { "run_control": { "frozen": false, "read_only": false } }, "source": [ "Update for Beall's list [Jan 2017 version](https://web.archive.org/web/20170111172309/https://scholarlyoa.com/individual-journals/). For some reason, the total count reduces to 43.\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "run_control": { "frozen": false, "read_only": false } }, "outputs": [ { "data": { "text/html": [ "
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Journals
0african journal of traditional, complementary and alternative medicines
1aging
2al ameen journal of medical sciences
3asian journal of chemistry
4asian journal of pharmaceutical research and health care
5asian pacific journal of tropical disease
6australasian medical journal
7australian journal of basic and applied sciences
8biomedical and pharmacology journal
9bionano frontier
10bioscience discovery
11biosciences, biotechnology research asia
12cellular and molecular biology
13clinics in oncology
14current botany
15der pharma chemica
16european journal of science and theology
17european journal of scientific research
18genes and cancer
19genetics and molecular research
20global media journal
21indian journal of scientific research
22interdisciplinary toxicology
23international archives of medicine
24international journal of applied linguistics and english literature
25international journal of applied research in natural products
26international journal of biomedical science
27international journal of collaborative research on internal medicine and public health
28international journal of communication networks and information security
29international journal of computer science issues
30international journal of current pharmaceutical review and research
31international journal of current research and review
32international journal of drug development and research
33international journal of electrochemical science
34international journal of engineering and technology
35international journal of health research
36international journal of network security
37international journal of pharma and bio sciences
38international journal of pharmaceutical and clinical research
39international journal of pharmaceutical and phytopharmacological research
40international journal of pharmaceutical research and development
41international journal of pharmaceutical sciences and drug research
42international journal of pharmaceutical sciences and research
43international journal of pharmaceutical sciences review and research
44international journal of pharmacognosy
45international journal of pharmacognosy and phytochemical research
46international journal of pharmacy and technology
47international journal of renewable energy research
48international journal of toxicological and pharmacological research
49international proceedings of chemical, biological and environmental engineering
50international research journal of finance and economics
51international research journal of pharmacy
52journal of accounting, ethics and public policy
53journal of applied linguistics
54journal of applied pharmaceutical science
55journal of chemical and pharmaceutical research
56journal of chemical and pharmaceutical sciences
57journal of clinical and analytical medicine
58journal of computers
59journal of electrical engineering
60journal of environmental biology
61journal of environmental hydrology
62journal of food, agriculture and environment
63journal of language and literature
64journal of materials and environmental science
65journal of natural products
66journal of pharmacy research
67journal of physical therapy science
68journal of psychology and theology
69journal of software
70journal of theoretical and applied information technology
71mathematical and computational applications
72national journal of community medicine
73oncoscience
74oncotarget
75oriental journal of computer science and technology
76pharmacie globale: international journal of comprehensive pharmacy
77pharmacologyonline
78research journal of pharmaceutical, biological and chemical sciences
79romanian biotechnological letters
80scholarly research exchange
81sport science
82technics technologies education management
83the criterion: an international journal in english
84turkish online journal of educational technology
85world applied sciences journal
\n", "
" ], "text/plain": [ " Journals\n", "0 african journal of traditional, complementary and alternative medicines \n", "1 aging \n", "2 al ameen journal of medical sciences \n", "3 asian journal of chemistry \n", "4 asian journal of pharmaceutical research and health care \n", "5 asian pacific journal of tropical disease \n", "6 australasian medical journal \n", "7 australian journal of basic and applied sciences \n", "8 biomedical and pharmacology journal \n", "9 bionano frontier \n", "10 bioscience discovery \n", "11 biosciences, biotechnology research asia \n", "12 cellular and molecular biology \n", "13 clinics in oncology \n", "14 current botany \n", "15 der pharma chemica \n", "16 european journal of science and theology \n", "17 european journal of scientific research \n", "18 genes and cancer \n", "19 genetics and molecular research \n", "20 global media journal \n", "21 indian journal of scientific research \n", "22 interdisciplinary toxicology \n", "23 international archives of medicine \n", "24 international journal of applied linguistics and english literature \n", "25 international journal of applied research in natural products \n", "26 international journal of biomedical science \n", "27 international journal of collaborative research on internal medicine and public health\n", "28 international journal of communication networks and information security \n", "29 international journal of computer science issues \n", "30 international journal of current pharmaceutical review and research \n", "31 international journal of current research and review \n", "32 international journal of drug development and research \n", "33 international journal of electrochemical science \n", "34 international journal of engineering and technology \n", "35 international journal of health research \n", "36 international journal of network security \n", "37 international journal of pharma and bio sciences \n", "38 international journal of pharmaceutical and clinical research \n", "39 international journal of pharmaceutical and phytopharmacological research \n", "40 international journal of pharmaceutical research and development \n", "41 international journal of pharmaceutical sciences and drug research \n", "42 international journal of pharmaceutical sciences and research \n", "43 international journal of pharmaceutical sciences review and research \n", "44 international journal of pharmacognosy \n", "45 international journal of pharmacognosy and phytochemical research \n", "46 international journal of pharmacy and technology \n", "47 international journal of renewable energy research \n", "48 international journal of toxicological and pharmacological research \n", "49 international proceedings of chemical, biological and environmental engineering \n", "50 international research journal of finance and economics \n", "51 international research journal of pharmacy \n", "52 journal of accounting, ethics and public policy \n", "53 journal of applied linguistics \n", "54 journal of applied pharmaceutical science \n", "55 journal of chemical and pharmaceutical research \n", "56 journal of chemical and pharmaceutical sciences \n", "57 journal of clinical and analytical medicine \n", "58 journal of computers \n", "59 journal of electrical engineering \n", "60 journal of environmental biology \n", "61 journal of environmental hydrology \n", "62 journal of food, agriculture and environment \n", "63 journal of language and literature \n", "64 journal of materials and environmental science \n", "65 journal of natural products \n", "66 journal of pharmacy research \n", "67 journal of physical therapy science \n", "68 journal of psychology and theology \n", "69 journal of software \n", "70 journal of theoretical and applied information technology \n", "71 mathematical and computational applications \n", "72 national journal of community medicine \n", "73 oncoscience \n", "74 oncotarget \n", "75 oriental journal of computer science and technology \n", "76 pharmacie globale: international journal of comprehensive pharmacy \n", "77 pharmacologyonline \n", "78 research journal of pharmaceutical, biological and chemical sciences \n", "79 romanian biotechnological letters \n", "80 scholarly research exchange \n", "81 sport science \n", "82 technics technologies education management \n", "83 the criterion: an international journal in english \n", "84 turkish online journal of educational technology \n", "85 world applied sciences journal " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with open('Beall_list_Jan2017.txt') as f:\n", " beall_list_jan = [clean_name(x.strip()) for x in f.readlines()]\n", " \n", "exact_matches_jan2017 = pd.DataFrame({'Journals': list(set(df.Title).intersection(beall_list_jan))})\n", "exact_matches_jan2017.sort_values(by='Journals').reset_index(drop=True)\n" ] }, { "cell_type": "markdown", "metadata": { "run_control": { "frozen": false, "read_only": false } }, "source": [ "## Union of Dec2016 and Jan2017 version overlapping UGC's list" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "run_control": { "frozen": false, "read_only": false } }, "outputs": [ { "data": { "text/html": [ "
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Journals
0actual problems of economics
1african journal of traditional, complementary and alternative medicines
2aging
3al ameen journal of medical sciences
4asian journal of chemistry
5asian journal of pharmaceutical research and health care
6asian pacific journal of tropical disease
7australasian medical journal
8australian journal of basic and applied sciences
9biomedical and pharmacology journal
10bionano frontier
11bioscience discovery
12biosciences, biotechnology research asia
13cellular and molecular biology
14clinics in oncology
15current botany
16der pharma chemica
17european journal of economics, finance and administrative sciences
18european journal of science and theology
19european journal of scientific research
20european journal of social sciences
21genes and cancer
22genetics and molecular research
23global media journal
24indian journal of scientific research
25interdisciplinary toxicology
26international archives of medicine
27international journal of applied linguistics and english literature
28international journal of applied research in natural products
29international journal of biomedical science
30international journal of collaborative research on internal medicine and public health
31international journal of communication networks and information security
32international journal of computer science issues
33international journal of current pharmaceutical review and research
34international journal of current research and review
35international journal of drug development and research
36international journal of electrochemical science
37international journal of engineering and technology
38international journal of health research
39international journal of network security
40international journal of pharma and bio sciences
41international journal of pharmaceutical and clinical research
42international journal of pharmaceutical and phytopharmacological research
43international journal of pharmaceutical research and development
44international journal of pharmaceutical sciences and drug research
45international journal of pharmaceutical sciences and research
46international journal of pharmaceutical sciences review and research
47international journal of pharmacognosy
48international journal of pharmacognosy and phytochemical research
49international journal of pharmacy and pharmaceutical sciences
50international journal of pharmacy and technology
51international journal of renewable energy research
52international journal of research in ayurveda and pharmacy
53international journal of sustainable development
54international journal of toxicological and pharmacological research
55international proceedings of chemical, biological and environmental engineering
56international research journal of finance and economics
57international research journal of pharmacy
58journal of accounting, ethics and public policy
59journal of animal and plant sciences
60journal of applied linguistics
61journal of applied pharmaceutical science
62journal of chemical and pharmaceutical research
63journal of chemical and pharmaceutical sciences
64journal of clinical and analytical medicine
65journal of computers
66journal of electrical engineering
67journal of environmental biology
68journal of environmental hydrology
69journal of food, agriculture and environment
70journal of language and literature
71journal of materials and environmental science
72journal of natural products
73journal of pharmacy research
74journal of physical therapy science
75journal of psychology and theology
76journal of software
77journal of theoretical and applied information technology
78mathematical and computational applications
79national journal of community medicine
80oncoscience
81oncotarget
82oriental journal of computer science and technology
83pharmacie globale: international journal of comprehensive pharmacy
84pharmacologyonline
85research journal of pharmaceutical, biological and chemical sciences
86researchers world - journal of arts science and commerce
87romanian biotechnological letters
88scholarly research exchange
89sport science
90technics technologies education management
91the criterion: an international journal in english
92turkish online journal of educational technology
93world applied sciences journal
\n", "
" ], "text/plain": [ " Journals\n", "0 actual problems of economics \n", "1 african journal of traditional, complementary and alternative medicines \n", "2 aging \n", "3 al ameen journal of medical sciences \n", "4 asian journal of chemistry \n", "5 asian journal of pharmaceutical research and health care \n", "6 asian pacific journal of tropical disease \n", "7 australasian medical journal \n", "8 australian journal of basic and applied sciences \n", "9 biomedical and pharmacology journal \n", "10 bionano frontier \n", "11 bioscience discovery \n", "12 biosciences, biotechnology research asia \n", "13 cellular and molecular biology \n", "14 clinics in oncology \n", "15 current botany \n", "16 der pharma chemica \n", "17 european journal of economics, finance and administrative sciences \n", "18 european journal of science and theology \n", "19 european journal of scientific research \n", "20 european journal of social sciences \n", "21 genes and cancer \n", "22 genetics and molecular research \n", "23 global media journal \n", "24 indian journal of scientific research \n", "25 interdisciplinary toxicology \n", "26 international archives of medicine \n", "27 international journal of applied linguistics and english literature \n", "28 international journal of applied research in natural products \n", "29 international journal of biomedical science \n", "30 international journal of collaborative research on internal medicine and public health\n", "31 international journal of communication networks and information security \n", "32 international journal of computer science issues \n", "33 international journal of current pharmaceutical review and research \n", "34 international journal of current research and review \n", "35 international journal of drug development and research \n", "36 international journal of electrochemical science \n", "37 international journal of engineering and technology \n", "38 international journal of health research \n", "39 international journal of network security \n", "40 international journal of pharma and bio sciences \n", "41 international journal of pharmaceutical and clinical research \n", "42 international journal of pharmaceutical and phytopharmacological research \n", "43 international journal of pharmaceutical research and development \n", "44 international journal of pharmaceutical sciences and drug research \n", "45 international journal of pharmaceutical sciences and research \n", "46 international journal of pharmaceutical sciences review and research \n", "47 international journal of pharmacognosy \n", "48 international journal of pharmacognosy and phytochemical research \n", "49 international journal of pharmacy and pharmaceutical sciences \n", "50 international journal of pharmacy and technology \n", "51 international journal of renewable energy research \n", "52 international journal of research in ayurveda and pharmacy \n", "53 international journal of sustainable development \n", "54 international journal of toxicological and pharmacological research \n", "55 international proceedings of chemical, biological and environmental engineering \n", "56 international research journal of finance and economics \n", "57 international research journal of pharmacy \n", "58 journal of accounting, ethics and public policy \n", "59 journal of animal and plant sciences \n", "60 journal of applied linguistics \n", "61 journal of applied pharmaceutical science \n", "62 journal of chemical and pharmaceutical research \n", "63 journal of chemical and pharmaceutical sciences \n", "64 journal of clinical and analytical medicine \n", "65 journal of computers \n", "66 journal of electrical engineering \n", "67 journal of environmental biology \n", "68 journal of environmental hydrology \n", "69 journal of food, agriculture and environment \n", "70 journal of language and literature \n", "71 journal of materials and environmental science \n", "72 journal of natural products \n", "73 journal of pharmacy research \n", "74 journal of physical therapy science \n", "75 journal of psychology and theology \n", "76 journal of software \n", "77 journal of theoretical and applied information technology \n", "78 mathematical and computational applications \n", "79 national journal of community medicine \n", "80 oncoscience \n", "81 oncotarget \n", "82 oriental journal of computer science and technology \n", "83 pharmacie globale: international journal of comprehensive pharmacy \n", "84 pharmacologyonline \n", "85 research journal of pharmaceutical, biological and chemical sciences \n", "86 researchers world - journal of arts science and commerce \n", "87 romanian biotechnological letters \n", "88 scholarly research exchange \n", "89 sport science \n", "90 technics technologies education management \n", "91 the criterion: an international journal in english \n", "92 turkish online journal of educational technology \n", "93 world applied sciences journal " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "overlap_jan_dec = pd.concat([exact_matches_dec2016, exact_matches_jan2017]).drop_duplicates().sort_values(by='Journals').reset_index(drop=True)\n", "overlap_jan_dec" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true, "run_control": { "frozen": false, "read_only": false } }, "source": [ "## Total Journals in Beall's list:" ] }, { "cell_type": "markdown", "metadata": { "run_control": { "frozen": false, "read_only": false } }, "source": [ "1250 Beall_list_dec2016.txt\n", "\n", "1310 Beall_list_Jan2017.txt\n", "\n", "1112 Beall_list_oct2016.txt" ] }, { "cell_type": "markdown", "metadata": { "run_control": { "frozen": false, "read_only": false } }, "source": [ "## Publisher list overlap\n" ] }, { "cell_type": "markdown", "metadata": { "run_control": { "frozen": false, "read_only": false } }, "source": [ "### Dec 2016 version" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "run_control": { "frozen": false, "read_only": false } }, "outputs": [ { "data": { "text/html": [ "
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Publisher
0academic journals
1academic journals, inc.
2advanced research journals
3allied academies
4ame publishing company
5american scientific publishers
6astonjournals
7australian international academic centre pty. ltd.
8baishideng publishing group
9business perspectives
10canadian center of science and education
11cardiology academic press
12ceser publications
13ctr publications
14digital information research foundation
15e-century publishing corporation
16econjournals
17engineering and technology publishing
18frontiers in bioscience
19global research online
20hikari ltd.
21indian society for education and environment
22infofacility
23institute of advanced scientific research
24institute of integrative omics and applied biotechnology
25international academy of business and economics
26international digital organization for scientific information
27international information institute
28international scientific publications
29internet scientific publications
30keja publications
31lifescience global
32marsland press
33medwell journals
34natural sciences publishing corporation
35north atlantic university union
36pushpa publishing house
37research india publications
38sadguru publications
39scholars research library
40science alert
41science and engineering research support society
42science publications
43scientific journals international
44society of education
45the academy of business and retail management
46vbri press
47wfl publisher
48wit press
49world scientific and engineering academy and society
\n", "
" ], "text/plain": [ " Publisher\n", "0 academic journals \n", "1 academic journals, inc. \n", "2 advanced research journals \n", "3 allied academies \n", "4 ame publishing company \n", "5 american scientific publishers \n", "6 astonjournals \n", "7 australian international academic centre pty. ltd. \n", "8 baishideng publishing group \n", "9 business perspectives \n", "10 canadian center of science and education \n", "11 cardiology academic press \n", "12 ceser publications \n", "13 ctr publications \n", "14 digital information research foundation \n", "15 e-century publishing corporation \n", "16 econjournals \n", "17 engineering and technology publishing \n", "18 frontiers in bioscience \n", "19 global research online \n", "20 hikari ltd. \n", "21 indian society for education and environment \n", "22 infofacility \n", "23 institute of advanced scientific research \n", "24 institute of integrative omics and applied biotechnology \n", "25 international academy of business and economics \n", "26 international digital organization for scientific information\n", "27 international information institute \n", "28 international scientific publications \n", "29 internet scientific publications \n", "30 keja publications \n", "31 lifescience global \n", "32 marsland press \n", "33 medwell journals \n", "34 natural sciences publishing corporation \n", "35 north atlantic university union \n", "36 pushpa publishing house \n", "37 research india publications \n", "38 sadguru publications \n", "39 scholars research library \n", "40 science alert \n", "41 science and engineering research support society \n", "42 science publications \n", "43 scientific journals international \n", "44 society of education \n", "45 the academy of business and retail management \n", "46 vbri press \n", "47 wfl publisher \n", "48 wit press \n", "49 world scientific and engineering academy and society " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with open('Beall_publisher_list_Dec2016.txt') as f:\n", " beall_pubisher_list_dec = [clean_name(x.strip()) for x in f.readlines()]\n", "publisher_matches_dec2016 = pd.DataFrame({'Publisher': list(set(df.Publisher).intersection(beall_pubisher_list_dec))})\n", "publisher_matches_dec2016.sort_values(by='Publisher').reset_index(drop=True)" ] }, { "cell_type": "markdown", "metadata": { "run_control": { "frozen": false, "read_only": false } }, "source": [ "### Jan 2017 version" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "run_control": { "frozen": false, "read_only": false } }, "outputs": [ { "data": { "text/html": [ "
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Publisher
0academic journals
1academic journals, inc.
2advanced research journals
3allied academies
4ame publishing company
5american scientific publishers
6astonjournals
7australian international academic centre pty. ltd.
8baishideng publishing group
9business perspectives
10canadian center of science and education
11cardiology academic press
12ceser publications
13ctr publications
14digital information research foundation
15e-century publishing corporation
16econjournals
17engineering and technology publishing
18frontiers in bioscience
19global research online
20hikari ltd.
21indian society for education and environment
22infofacility
23institute of advanced scientific research
24institute of integrative omics and applied biotechnology
25international academy of business and economics
26international digital organization for scientific information
27international information institute
28international scientific publications
29internet scientific publications
30keja publications
31lifescience global
32marsland press
33medwell journals
34natural sciences publishing corporation
35north atlantic university union
36pushpa publishing house
37research india publications
38sadguru publications
39scholars research library
40science alert
41science and engineering research support society
42science publications
43scientific journals international
44society of education
45the academy of business and retail management
46vbri press
47wfl publisher
48wit press
49world scientific and engineering academy and society
\n", "
" ], "text/plain": [ " Publisher\n", "0 academic journals \n", "1 academic journals, inc. \n", "2 advanced research journals \n", "3 allied academies \n", "4 ame publishing company \n", "5 american scientific publishers \n", "6 astonjournals \n", "7 australian international academic centre pty. ltd. \n", "8 baishideng publishing group \n", "9 business perspectives \n", "10 canadian center of science and education \n", "11 cardiology academic press \n", "12 ceser publications \n", "13 ctr publications \n", "14 digital information research foundation \n", "15 e-century publishing corporation \n", "16 econjournals \n", "17 engineering and technology publishing \n", "18 frontiers in bioscience \n", "19 global research online \n", "20 hikari ltd. \n", "21 indian society for education and environment \n", "22 infofacility \n", "23 institute of advanced scientific research \n", "24 institute of integrative omics and applied biotechnology \n", "25 international academy of business and economics \n", "26 international digital organization for scientific information\n", "27 international information institute \n", "28 international scientific publications \n", "29 internet scientific publications \n", "30 keja publications \n", "31 lifescience global \n", "32 marsland press \n", "33 medwell journals \n", "34 natural sciences publishing corporation \n", "35 north atlantic university union \n", "36 pushpa publishing house \n", "37 research india publications \n", "38 sadguru publications \n", "39 scholars research library \n", "40 science alert \n", "41 science and engineering research support society \n", "42 science publications \n", "43 scientific journals international \n", "44 society of education \n", "45 the academy of business and retail management \n", "46 vbri press \n", "47 wfl publisher \n", "48 wit press \n", "49 world scientific and engineering academy and society " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with open('Beall_publisher_list_Jan2017.txt') as f:\n", " beall_pubisher_list_jan = [clean_name(x.strip()) for x in f.readlines()]\n", "publisher_matches_jan2017 = pd.DataFrame({'Publisher': list(set(df.Publisher).intersection(beall_pubisher_list_jan))})\n", "publisher_matches_jan2017.sort_values(by='Publisher').reset_index(drop=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Union of Publisher List from Dec 2016 and Jan 2017" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Publisher
0academic journals
1academic journals, inc.
2advanced research journals
3allied academies
4ame publishing company
5american scientific publishers
6astonjournals
7australian international academic centre pty. ltd.
8baishideng publishing group
9business perspectives
10canadian center of science and education
11cardiology academic press
12ceser publications
13ctr publications
14digital information research foundation
15e-century publishing corporation
16econjournals
17engineering and technology publishing
18frontiers in bioscience
19global research online
20hikari ltd.
21indian society for education and environment
22infofacility
23institute of advanced scientific research
24institute of integrative omics and applied biotechnology
25international academy of business and economics
26international digital organization for scientific information
27international information institute
28international scientific publications
29internet scientific publications
30keja publications
31lifescience global
32marsland press
33medwell journals
34natural sciences publishing corporation
35north atlantic university union
36pushpa publishing house
37research india publications
38sadguru publications
39scholars research library
40science alert
41science and engineering research support society
42science publications
43scientific journals international
44society of education
45the academy of business and retail management
46vbri press
47wfl publisher
48wit press
49world scientific and engineering academy and society
\n", "
" ], "text/plain": [ " Publisher\n", "0 academic journals \n", "1 academic journals, inc. \n", "2 advanced research journals \n", "3 allied academies \n", "4 ame publishing company \n", "5 american scientific publishers \n", "6 astonjournals \n", "7 australian international academic centre pty. ltd. \n", "8 baishideng publishing group \n", "9 business perspectives \n", "10 canadian center of science and education \n", "11 cardiology academic press \n", "12 ceser publications \n", "13 ctr publications \n", "14 digital information research foundation \n", "15 e-century publishing corporation \n", "16 econjournals \n", "17 engineering and technology publishing \n", "18 frontiers in bioscience \n", "19 global research online \n", "20 hikari ltd. \n", "21 indian society for education and environment \n", "22 infofacility \n", "23 institute of advanced scientific research \n", "24 institute of integrative omics and applied biotechnology \n", "25 international academy of business and economics \n", "26 international digital organization for scientific information\n", "27 international information institute \n", "28 international scientific publications \n", "29 internet scientific publications \n", "30 keja publications \n", "31 lifescience global \n", "32 marsland press \n", "33 medwell journals \n", "34 natural sciences publishing corporation \n", "35 north atlantic university union \n", "36 pushpa publishing house \n", "37 research india publications \n", "38 sadguru publications \n", "39 scholars research library \n", "40 science alert \n", "41 science and engineering research support society \n", "42 science publications \n", "43 scientific journals international \n", "44 society of education \n", "45 the academy of business and retail management \n", "46 vbri press \n", "47 wfl publisher \n", "48 wit press \n", "49 world scientific and engineering academy and society " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "overlap_pub_jan_dec = pd.concat([publisher_matches_dec2016, publisher_matches_jan2017]).drop_duplicates().sort_values(by='Publisher').reset_index(drop=True)\n", "overlap_pub_jan_dec" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python [default]", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "colors": { "hover_highlight": "#DAA520", "running_highlight": "#FF0000", "selected_highlight": "#FFD700" }, "moveMenuLeft": true, "nav_menu": { "height": "12px", "width": "252px" }, "navigate_menu": true, "number_sections": false, "sideBar": true, "threshold": 4, "toc_cell": false, "toc_section_display": "block", "toc_window_display": true, "widenNotebook": false } }, "nbformat": 4, "nbformat_minor": 2 }