Performed on Monday June 15, 2020 by Roger Reka. The results are saved as CSV outputs.
import autoCollectionsFunctions as cf
import pandas as pd
from pybliometrics.scopus import ScopusSearch
from pybliometrics.scopus import AbstractRetrieval
import requests
import xml.etree.ElementTree as ElementTree
import re
import plotly_express as px
deptName = 'kinesiology'
df_facultyMembers = pd.read_csv('data/kinesiology-faculty.csv', dtype={'scopusID': object})
df_facultyMembers
| name | department | scopusID | |
|---|---|---|---|
| 0 | David Andrews | Kinesiology | 35602674000 |
| 1 | Nadia Azar | Kinesiology | 8511548400 |
| 2 | Anthony Bain | Kinesiology | 36695977400 |
| 3 | Francesco Biondi | Kinesiology | 55569264500 |
| 4 | Krista Chandler | Kinesiology | 8952172700 |
| 5 | Joel Cort | Kinesiology | 14420903000 |
| 6 | Jess Dixon | Kinesiology | 24343228300 |
| 7 | Adriana Duquette | Kinesiology | 36092531600 |
| 8 | Terry Eddy | Kinesiology | 5840506900 |
| 9 | Sarah Gee | Kinesiology | 35933330300 |
| 10 | Craig Greenham | Kinesiology | 12243241500 |
| 11 | Sean Horton | Kinesiology | 7005322483 |
| 12 | Matthew Krause | Kinesiology | 15045057200 |
| 13 | Todd Loughead | Kinesiology | 6602758177 |
| 14 | Wayne Marino | Kinesiology | 36100495000 |
| 15 | Scott Martyn | Kinesiology | 48662569200 |
| 16 | Cheri McGowan | Kinesiology | 8227890200 |
| 17 | Tiffany Martindale | Kinesiology | NaN |
| 18 | Nancy McNevin | Kinesiology | 6602630120 |
| 19 | Patti Millar | Kinesiology | 54980421900 |
| 20 | Kevin Milne | Kinesiology | 7005651386 |
| 21 | Vicky Paraschak | Kinesiology | 6505826327 |
| 22 | Sara Scharoun-Benson | Kinesiology | 54988016700 |
| 23 | Chad Sutherland | Kinesiology | 56943054700 |
| 24 | Paula van Wyk | Kinesiology | 24924018200 |
| 25 | Patricia Weir | Kinesiology | 7005987555 |
| 26 | Sarah Woodruff | Kinesiology | 7006663787 |
Using the pybliometrics module, I search the Scopus API for all publications by these authors.
# Create an empty list for author Scopus IDs
authors = []
# Populate list with Scopus IDs from the facutly member dataframe
for scopusID in df_facultyMembers['scopusID']:
authors.append(scopusID)
# Create the query of Scopus IDs that will be used in the API call
# Create an empty string
query = ''
# Add every Scopus ID to the string except for the last one, because the query command must not end with "OR"
for author in authors[:-1]:
query = query + 'AU-ID(' + str(author) + ') OR '
# Add the last Scopus ID
query = query + 'AU-ID(' + str(authors[-1]) + ')'
s = ScopusSearch('{}'.format(query), refresh=True, subscriber=True)
# Convert API results into a dataframe
df_articles = pd.DataFrame(pd.DataFrame(s.results))
df_articles.to_csv('Results/Reports/{}-articles.csv'.format(deptName, deptName))
# Convert appropriate data into ints
df_articles["citedby_count"] = pd.to_numeric(df_articles["citedby_count"])
df_articles["openacess"] = pd.to_numeric(df_articles["openaccess"])
df_articles["author_count"] = pd.to_numeric(df_articles["author_count"])
# Add number of times a journal has been published in
df_articles['count'] = df_articles.groupby('source_id')['source_id'].transform('count')
In this section, I create a new dataframe that contains just the information about the journals that the faculty members published in.
I also search the University of Windsor Leddy Library link resolver to check and see if we have the journals in our collection. This is done using a function that I defined to query the OpenURL link resolver.
# Create a new dataframe of journals, with duplicates of journals removed
df_journals = df_articles.drop_duplicates('source_id')
# Get rid of unnessary columns
df_journals = df_journals[['publicationName','source_id', 'issn', 'eIssn', 'aggregationType', 'count']]
# Sort the dataframe by publication count
df_journals = df_journals.sort_values(by=['count'], ascending=False)
# Reset the index count for this dataframe
df_journals = df_journals.reset_index(drop=True)
# delete all rows where aggregate type is not a journal
indexNames = df_journals[df_journals['aggregationType'] != 'Journal'].index
df_journals.drop(indexNames, inplace=True)
# delete all rows where there is no source ID
indexNames = df_journals[df_journals.source_id.isnull()].index
df_journals.drop(indexNames, inplace=True)
# delete all rows where there is no ISSN and eISSN
indexNames = df_journals[df_journals.issn.isnull() & df_journals.eIssn.isnull()].index
df_journals.drop(indexNames , inplace=True)
# Create a column with an ISSN for searching, and populate with the values for the eISSN
df_journals['q_issn'] = df_journals['eIssn']
# For those rows where there is no eISSN, replace them with the ISSN
df_journals.loc[df_journals['q_issn'].isnull(),'q_issn'] = df_journals['issn']
# Search the Open URL link resolver to find the coverage for these journals
df_journals[['availability', 'coverage']] = df_journals.apply(cf.searchOpenURL ,axis=1)
Full-text not available for 21626553 Full-text not available for 21626553 Full-text available for 15221601 Full-text available for 1469445X Full-text available for 15432793 Full-text available for 14690292 Full-text available for 1466447X Full-text available for 14712458 Full-text available for 14697793 Full-text available for 18728219 Full-text available for 21683824 Full-text available for 14396319 Full-text available for 19401027 Full-text available for 18735711 Full-text available for 15432688 Full-text available for 18732380 Full-text not available for 13599364 Full-text available for 16641078 Full-text available for 10519815 Full-text available for 15331571 Full-text available for 18727646 Full-text available for 18137253 Full-text not available for 00470767 Full-text available for 1543267X Full-text available for 13665847 Full-text available for 15221539 Full-text available for 1557251X Full-text available for 15221490 Full-text available for 18729126 Full-text available for 15334295 Full-text available for 17155320 Full-text available for 1469834X Full-text available for 15210472 Full-text available for 19326203 Full-text available for 15300315 Full-text available for 22929592 Full-text available for 19320191 Full-text available for 15432904 Full-text available for 17430437 Full-text available for 13698478 Full-text available for 15210588 Full-text available for 18692885 Full-text available for 11792035 Full-text not available for 01487191 Full-text available for 15432696 Full-text available for 14752727 Full-text available for 14617277 Full-text not available for 14735725 Full-text available for 14413523 Full-text available for 15367290 Full-text available for 17402808 Full-text available for 15327841 Full-text available for 87565641 Full-text available for 10982302 Full-text available for 15432785 Full-text available for 1464536X Full-text available for 23750480 Full-text available for 14645165 Full-text available for 13995448 Full-text available for 17481716 Full-text available for 1468201X Full-text available for 15288951 Full-text available for 16000838 Full-text available for 17519861 Full-text available for 18734030 Full-text available for 01435221 Full-text available for 1939327X Full-text available for 19439954 Full-text available for 15432777 Full-text available for 14617218 Full-text available for 15432947 Full-text available for 17461561 Full-text available for 15597016 Full-text available for 20902212 Full-text available for 15327590 Full-text available for 15478181 Full-text available for 21520712 Full-text available for 24704075 Full-text available for 1746031X Full-text available for 21558450 Full-text not available for 21632367 Full-text available for 1558688X Full-text available for 14388871 Full-text available for 02680033 Full-text available for 15306860 Full-text available for 19417225 Full-text available for 02724987 Full-text not available for 14735598 Full-text available for 13032968 Full-text available for 14320428 Full-text available for 10464964 Full-text available for 21674809 Full-text available for 00144819 Full-text available for 10892699 Full-text not available for 15244563 Full-text available for 1554527X Full-text not available for 10591516 Full-text available for 10566716 Full-text available for 02784807 Full-text available for 15322777 Full-text available for 14302772 Full-text available for 15733432 Full-text available for 00907421 Full-text available for 03553140 Full-text available for 14691779 Full-text available for 14698986 Full-text available for 15432742 Full-text available for 00319023 Full-text available for 18787398 Full-text available for 1028415X Full-text available for 13813455 Full-text available for 00039993 Full-text available for 08904065 Full-text available for 14664496 Full-text available for 15524523 Full-text available for 19464622 Full-text available for 1054139X Full-text available for 14661268 Full-text available for 1467789X Full-text available for 10295399 Full-text available for 17401445 Full-text available for 00084263 Full-text available for 10538135 Full-text available for 15221563 Full-text available for 00989134 Full-text available for 10964657 Full-text available for 1751715X Full-text available for 18781780 Full-text available for 00222828 Full-text available for 17460271 Full-text available for 14765640 Full-text available for 15413152 Full-text not available for 00916331 Full-text not available for 03176282 Full-text available for 10873244 Full-text available for 01939459 Full-text available for 15328546 Full-text available for 08901171 Full-text available for 1930076X Full-text available for 1076898X Full-text available for 12057541 Full-text not available for 20404603 Full-text available for 17506182 Full-text available for 13646915 Full-text available for 19363907 Full-text available for 21623279 Full-text available for 1469297X Full-text available for 15432750 Full-text available for 1543270X Full-text available for 22799036 Full-text available for 20426798 Full-text available for 18791484 Full-text available for 14701243 Full-text available for 2352250X Full-text available for 18781519 Full-text available for 15343111 Full-text available for 21596816 Full-text available for 14744457 Full-text available for 15578682 Full-text available for 17439035 Full-text available for 18033857 Full-text available for 15227219 Full-text available for 23711671 Full-text available for 2247806X Full-text available for 17426855 Full-text available for 1932751X Full-text available for 00224375 Full-text available for 15732843 Full-text available for 18557171 Full-text available for 1464066X Full-text available for 20552076 Full-text available for 19381581 Full-text available for 23657464 Full-text available for 14640651 Full-text available for 20479980 Full-text available for 19389728 Full-text available for 14220067 Full-text available for 15901262 Full-text available for 1536593X Full-text available for 23254017 Full-text available for 2158074X Full-text available for 20563051 Full-text available for 2051817X Full-text available for 10958304 Full-text available for 22136711 Full-text available for 17479541 Full-text available for 17443881 Full-text available for 19407971 Full-text available for 10974598 Full-text available for 00224707 Full-text available for 1664042X Full-text available for 14768259 Full-text available for 15733262 Full-text available for 20413033 Full-text not available for 23247584 Full-text available for 18733379 Full-text available for 17101107 Full-text available for 14994046 Full-text available for 18781551 Full-text available for 20420080 Full-text available for 14646668 Full-text available for 17509858 Full-text available for 18758908 Full-text available for 10900535 Full-text available for 18759777 Full-text available for 16625145 Full-text available for 15325415 Full-text available for 15315320 Full-text available for 00016918 Full-text available for 08969620 Full-text not available for 20457812 Full-text available for 20816936 Full-text available for 21931801 Full-text available for 03788733 Full-text available for 15557162 Full-text not available for 08331235
# Update the availability statements based on the coverage dates (emabargo, not to the present)
df_journals[['availability']] = df_journals.apply(cf.coverageStatement_availParser,axis=1)
# Create a column of just the date ranges for the journals
df_journals[['coverageRange']] = df_journals.apply(cf.coverageStatement_yearsParser2,axis=1)
df_journals.to_csv('Results/Reports/{}-journals.csv'.format(deptName))
df_references = pd.DataFrame()
def getReferences(row):
ab = AbstractRetrieval(row['eid'], view='FULL')
df_temp = pd.DataFrame(ab.references)
df_temp['citingArticle'] = row['eid']
global df_references
df_references = pd.concat([df_references, df_temp], sort=False)
print('References retrieved for article \"' + row['eid'] + '\"')
# Retreive the references for the published articles
df_articles.apply(getReferences,axis=1)
References retrieved for article "2-s2.0-85078619500" References retrieved for article "2-s2.0-85081700976" References retrieved for article "2-s2.0-85083436598" References retrieved for article "2-s2.0-85085772438" References retrieved for article "2-s2.0-85074405771" References retrieved for article "2-s2.0-85081976242" References retrieved for article "2-s2.0-85078403743" References retrieved for article "2-s2.0-85079223105" References retrieved for article "2-s2.0-85072786369" References retrieved for article "2-s2.0-85074590256" References retrieved for article "2-s2.0-85078921874" References retrieved for article "2-s2.0-85083784722" References retrieved for article "2-s2.0-85085506285" References retrieved for article "2-s2.0-85079727749" References retrieved for article "2-s2.0-85081731082" References retrieved for article "2-s2.0-85079890972" References retrieved for article "2-s2.0-85078739120" References retrieved for article "2-s2.0-85084533320" References retrieved for 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article "2-s2.0-84940382958" References retrieved for article "2-s2.0-84933498748" References retrieved for article "2-s2.0-84942744264" References retrieved for article "2-s2.0-84942197515" References retrieved for article "2-s2.0-84950152621" References retrieved for article "2-s2.0-84938689554" References retrieved for article "2-s2.0-84949255845" References retrieved for article "2-s2.0-84937477160" References retrieved for article "2-s2.0-85006786125" References retrieved for article "2-s2.0-84935439329" References retrieved for article "2-s2.0-84928664817" References retrieved for article "2-s2.0-84921546363" References retrieved for article "2-s2.0-84923582009" References retrieved for article "2-s2.0-84946031218" References retrieved for article "2-s2.0-84922343890" References retrieved for article "2-s2.0-84911456678" References retrieved for article "2-s2.0-84904975754" References retrieved for article "2-s2.0-85027948442" References retrieved for article "2-s2.0-84904248593" 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Length: 548, dtype: object
# Get a count for the number of times a journal was referenced
df_references['count'] = df_references.groupby('sourcetitle')['sourcetitle'].transform('count')
# Create a new dataframe of journals, with duplicates of journals removed
df_journalsReferenced = df_references.drop_duplicates('sourcetitle')
# Sort the dataframe by publication count
df_journalsReferenced = df_journalsReferenced.sort_values(by=['count'], ascending=False)
# Reset the index count for this dataframe
df_journalsReferenced = df_journalsReferenced.reset_index(drop=True)
# Get rid of unnecessary columns
df_journalsReferenced = df_journalsReferenced[['sourcetitle', 'count']]
df_journalsReferenced.to_csv('Results/Reports/{}-journals-referenced.csv'.format(deptName))
df_references.to_csv('Results/Reports/{}-references.csv'.format(deptName))
Objectives:
Not all journal abbreviations will be matched to the list due to variations in spelling and no matches found. In addition, since ISSN numbers aren't provided from the Scopus API for the references, I attempt to match the referenced journal titles with a journal metadata dataset from Scopus, which is not perfect. Some referenced journals will not be matched and will be removed during this process.
# Upload the table of WOS journal abbreviations into a df
df_wos = pd.read_csv('data/journal-abbreviations/wos-clean.csv', names=["j_name", "j_abbr"])
# remove the duplicate abbreviations
df_wos = df_wos.drop_duplicates(subset=['j_abbr'])
# get rid of the dots/periods in the source titles in order to
df_journalsReferenced['sourcetitle'] = df_journalsReferenced['sourcetitle'].str.replace('.', '')
# Merge the referenced journals df with the WoS abbreviations dataset, matching on source title to journal abbreviations
df_journalsReferencedMerged = pd.merge(left = df_journalsReferenced, right = df_wos, left_on="sourcetitle", right_on='j_abbr', how='left')
# If there was no match with the WoS dataset, the original source title becomes the name of the journal
df_journalsReferencedMerged.loc[df_journalsReferencedMerged['j_name'].isnull(),'j_name'] = df_journalsReferencedMerged['sourcetitle']
# Remove columns and only keep the journal name and the count
df_journalsReferencedMerged = df_journalsReferencedMerged[['j_name', 'count']]
# Remove duplicate entries and combine the counts
df_journalsReferencedMerged = df_journalsReferencedMerged.groupby('j_name')[['count']].sum()
# Change order of the table
df_journalsReferencedMerged = df_journalsReferencedMerged.sort_values(by='count', ascending=False)
# Reset the index
df_journalsReferencedMerged = df_journalsReferencedMerged.reset_index()
# Read the Scopus journal metadata dataset into a new df
df_scopus = pd.read_csv('data/journal-abbreviations/scopus-journal-info.csv')
# Drop any duplicate titles in this metadata dataset
df_scopus = df_scopus.drop_duplicates(subset = "Scopus Source ID")
df_scopus = df_scopus.drop_duplicates(subset = "Title")
# Merge the Scopus metadata dataset with the referenced journals
df_journalsReferencedMerged = pd.merge(left = df_journalsReferencedMerged, right = df_scopus, left_on="j_name", right_on='Title', how='left')
# if there is no journal name match with the scopus metadata; use the journal name from the data source
df_journalsReferencedMerged.loc[df_journalsReferencedMerged['Title'].isnull(),'Title'] = df_journalsReferencedMerged['j_name']
# Keep only some columns
df_journalsReferencedMerged = df_journalsReferencedMerged[['Title', 'count', 'Scopus Source ID', 'Print ISSN', 'E-ISSN']]
# Create a new column for the ISSN number that will be used in the link resolver query; first match with eISSN
df_journalsReferencedMerged['q_issn'] = df_journalsReferencedMerged['E-ISSN']
# If there is no eISSN, use the print ISSN
df_journalsReferencedMerged.loc[df_journalsReferencedMerged['q_issn'].isnull(),'q_issn'] = df_journalsReferencedMerged['Print ISSN']
# Rename the Source ID column to match format in the function
df_journalsReferencedMerged.rename(columns={'Scopus Source ID':'source_id'}, inplace=True)
/Users/rogerreka/opt/anaconda3/lib/python3.7/site-packages/IPython/core/interactiveshell.py:3058: DtypeWarning: Columns (17) have mixed types. Specify dtype option on import or set low_memory=False.
df_journalsReferencedMerged[['availability', 'coverage']] = df_journalsReferencedMerged.query('q_issn.notnull()', engine = 'python').apply(cf.searchOpenURL ,axis=1)
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Full-text available for 14701278 Full-text not available for 0042465X Full-text available for 20408064 Full-text available for 15309177 Full-text available for 14770377 Full-text available for 10780874 Full-text available for 15244733 Full-text available for 1360063X Full-text available for 00420859 Full-text available for 18788750 Full-text available for 07402775 Full-text available for 0044118X Full-text available for 19762437 Full-text available for 15451534 Full-text available for 02775395 Full-text available for 10493867 Full-text available for 15410331 Full-text available for 20816936 Full-text available for 13602241 Full-text available for 11766336 Full-text available for 13624806 Full-text available for 10964762 Full-text available for 15331601 Full-text available for 17429692 Full-text available for 00905550 Full-text available for 14480980 Full-text not available for 15271315 Full-text available for 15314650 Full-text available for 15707156 Full-text available for 15732649 Full-text available for 00487333 Full-text available for 14456354 Full-text available for 15490831 Full-text available for 20545703 Full-text available for 15699048 Full-text available for 00201324 Full-text available for 01913085 Full-text available for 09226028 Full-text available for 1132239X Full-text available for 03009572 Full-text available for 10711813 Full-text available for 09544119 Full-text available for 09544054 Full-text available for 00189219 Full-text available for 02785846 Full-text available for 1557055X Full-text available for 03064530 Full-text available for 17413087 Full-text available for 1931390X Full-text available for 00910260 Full-text available for 14679302 Full-text available for 14719037 Full-text available for 21076952 Full-text available for 15251446 Full-text available for 15206807 Full-text not available for 10752730 Full-text available for 00332836 Full-text available for 14401819 Full-text available for 1095158X Full-text not available for 00333042 Full-text available for 15736709 Full-text available for 02149915 Full-text available for 03093646 Full-text available for 19389728 Full-text available for 15432947 Full-text available for 09622802 Full-text available for 02331888 Full-text available for 10970258 Full-text available for 15456943 Full-text not available for 15374521 Full-text available for 00375675 Full-text available for 21582440 Full-text available for 11038128 Full-text available for 17453011 Full-text available for 16583175 Full-text available for 07311214 Full-text available for 1475682X Full-text available for 1695971X Full-text available for 15456838 Full-text available for 15730913 Full-text available for 14322161 Full-text available for 15347605 Full-text available for 20760760 Full-text available for 05390184 Full-text available for 01902725 Full-text available for 14339285 Full-text available for 17470927 Full-text available for 15732592 Full-text available for 03640213 Full-text available for 08852014 Full-text available for 1532690X Full-text not available for 15433641 Full-text available for 08824096 Full-text available for 14730804 Full-text available for 00098981 Full-text available for 15452301 Full-text available for 18075932 Full-text available for 14882353 Full-text available for 13652249 Full-text available for 01492918 Full-text available for 13860291 Full-text available for 14682850 Full-text available for 17429552 Full-text available for 03125963 Full-text available for 00099228 Full-text available for 03038467 Full-text available for 01463373 Full-text available for 21674809 Full-text available for 00943061 Full-text available for 10659293 Full-text available for 00010782 Full-text available for 00107824 Full-text available for 1466609X Full-text available for 17416590 Full-text available for 14791889 Full-text available for 14678683 Full-text not available for 09546928 Full-text available for 10902376 Full-text available for 16078438 Full-text available for 14320924 Full-text available for 02638223 Full-text available for 17443881 Full-text available for 01018205 Full-text available for 01692607 Full-text available for 00104825 Full-text available for 00457949 Full-text available for 00457825 Full-text available for 12057541 Full-text available for 08445621 Full-text available for 03802361 Full-text available for 17155258 Full-text available for 00084239 Full-text available for 08341516 Full-text available for 23710292 Full-text available for 17101123 Full-text available for 14970015 Full-text available for 11727047 Full-text available for 01452134 Full-text available for 15733327 Full-text available for 1475357X Full-text available for 03057372 Full-text available for 10559965 Full-text available for 10970142 Full-text available for 10010602 Full-text available for 14682982 Full-text available for 14226421 Full-text available for 1662680X Full-text available for 19392400 Full-text not available for 0278940X Full-text available for 1573336X Full-text available for 14695820 Full-text available for 0013161X Full-text available for 01678329 Full-text available for 15324206 Full-text available for 13484540 Full-text available for 02727757 Full-text available for 03768716 Full-text available for 1521009X Full-text available for 21931127 Full-text available for 14657295 Full-text available for 15901262 Full-text available for 21599173 Full-text available for 10823301 Full-text available for 03772217 Full-text available for 14681331 Full-text available for 09536205 Full-text available for 10184813 Full-text available for 02673231 Full-text available for 14321041 Full-text available for 18033857 Full-text available for 18787649 Full-text available for 10990968 Full-text available for 10903798 Full-text available for 19739095 Full-text available for 18668887 Full-text available for 0193841X Full-text available for 14219921 Full-text available for 16000617 Full-text available for 10169040 Full-text available for 02632373 Full-text available for 09201211 Full-text available for 15281167 Full-text available for 02637758 Full-text not available for 02658135 Full-text available for 14355663 Full-text available for 00137944 Full-text available for 14653419 Full-text available for 14664356 Full-text available for 10693971 Full-text available for 14713012 Full-text available for 0142694X Full-text available for 1940509X Full-text not available for 15672050 Full-text available for 18378692 Full-text available for 02713683 Full-text not available for 14736535 Full-text available for 03626784 Full-text not available for 15701611 Full-text available for 00113921 Full-text available for 15383199 Full-text available for 14714892 Full-text not available for 1531698X Full-text not available for 14736551 Full-text available for 01419382 Full-text available for 14219859 Full-text available for 18789293 Full-text available for 15210456 Full-text available for 19366574 Full-text available for 13646915 Full-text available for 21525250 Full-text available for 00024805 Full-text available for 02630338 Full-text available for 14721481 Full-text available for 13652044 Full-text available for 10958282 Full-text available for 00033197 Full-text available for 15720241 Full-text available for 15732770 Full-text available for 0192415X Full-text available for 15333175 Full-text available for 21683751 Full-text available for 15236838 Full-text available for 15598284 Full-text available for 15372731 Full-text available for 10976868 Full-text available for 03600300 Full-text available for 18666647 Full-text not available for 02699370 Full-text available for 00016462 Full-text available for 01924788 Full-text not available for 13384015 Full-text available for 17481716 Full-text available for 00016489 Full-text not available for 21945357 Full-text not available for 00652598 Full-text available for 02195259 Full-text available for 13691600 Full-text available for 1734154X Full-text available for 1651226X Full-text available for 14320533 Full-text available for 16890035 Full-text available for 15587975 Full-text available for 18762867 Full-text available for 10696563 Full-text available for 07369387 Full-text available for 14691809 Full-text available for 14691833 Full-text available for 09534180 Full-text available for 15297268 Full-text available for 10998004 Full-text available for 13674811 Full-text available for 15736768 Full-text available for 14708752 Full-text available for 00062952 Full-text available for 07357044 Full-text available for 20521847 Full-text available for 15324834 Full-text available for 10902139 Full-text available for 10156305 Full-text available for 1362301X Full-text available for 00070610 Full-text available for 14716771 Full-text available for 14637154 Full-text available for 10970282 Full-text available for 15420086 Full-text available for 17560500 Full-text available for 14219697 Full-text available for 17580854 Full-text available for 01466216 Full-text available for 13813455 Full-text available for 01884409 Full-text not available for 13491717 Full-text not available for 16438698 Full-text available for 14320681 Full-text available for 17550475 Full-text available for 15451577 Full-text available for 15485951 Full-text available for 15454509 Full-text available for 16155947 Full-text available for 15324818 Full-text available for 14664291 Full-text available for 14645041 Full-text available for 03008495 Full-text available for 00050067 Full-text available for 13272020 Full-text available for 2573573X Full-text available for 14712431 Full-text available for 14712288 Full-text available for 14712318 Full-text available for 14712164 Full-text available for 00051098 Full-text available for 1467839X Full-text available for 10293132 Full-text available for 02174561 Full-text available for 02780380 Full-text available for 10959254 Full-text available for 00991333 Full-text available for 00217557 Full-text available for 1297319X Full-text available for 14685884 Full-text not available for 21686238 Full-text not available for 21686211 Full-text available for 15437809 Full-text available for 13892843 Full-text available for 14645106 Full-text available for 15733580 Full-text available for 09231811 Full-text available for 15327663 Full-text available for 07363761 Full-text available for 00220027 Full-text available for 15309827 Full-text available for 01968599 Full-text available for 15433382 Full-text available for 10990399 Full-text available for 2044592X Full-text available for 15509397 Full-text available for 19400675 Full-text available for 15398412 Full-text available for 01480227 Full-text available for 00221325 Full-text available for 14653869 Full-text available for 00220973 Full-text available for 2169009X Full-text available for 15229610 Full-text available for 14661837 Full-text available for 15424065 Full-text available for 0021972X Full-text available for 00219355 Full-text available for 10833668 Full-text available for 15736881 Full-text available for 10990771 Full-text available for 10959157 Full-text available for 13600532 Full-text available for 00218812 Full-text available for 15205118 Full-text available for 10690727 Full-text available for 09528180 Full-text available for 14697610 Full-text available for 19381328 Full-text available for 15505049 Full-text available for 1932751X Full-text available for 00219495 Full-text available for 1573353X Full-text available for 17474965 Full-text available for 13691627 Full-text available for 00208523 Full-text not available for 00208167 Full-text available for 09523367 Full-text available for 13894978 Full-text available for 01676296 Full-text available for 00221465 Full-text available for 09594752 Full-text available for 10416080 Full-text available for 14337347 Full-text available for 00229717 Full-text available for 1607551X Full-text available for 00236772 Full-text available for 17458188 Full-text available for 01437739 Full-text available for 17427169 Full-text available for 0025326X Full-text available for 19348045 Full-text available for 1526548X Full-text available for 10991468 Full-text available for 14696711 Full-text available for 21910251 Full-text available for 1877718X Full-text not available for 08905339 Full-text available for 23094990 Full-text available for 20017367 Full-text available for 09631798 Full-text available for 17456673 Full-text available for 15475069 Full-text available for 15505065 Full-text available for 01615505 Full-text not available for 15364801 Full-text available for 13478648 Full-text available for 14821826 Full-text available for 10610421 Full-text available for 03782166 Full-text not available for 9722823 Full-text available for 15384772 Full-text available for 19407971 Full-text available for 15284190 Full-text available for 18806805 Full-text available for 08977151 Full-text not available for 08984921 Full-text available for 10974547 Full-text available for 02683946 Full-text available for 07421222 Full-text available for 14699567 Full-text available for 17475759 Full-text available for 15206653 Full-text available for 15331458 Full-text available for 17511577 Full-text available for 14769255 Full-text available for 00221759 Full-text available for 10958606 Full-text available for 14676443 Full-text available for 15326586 Full-text available for 15477185 Full-text available for 15586898 Full-text available for 1468330X Full-text available for 10512284 Full-text available for 14664445 Full-text available for 14686244 Full-text available for 14779803 Full-text available for 10727515 Full-text available for 00027820 Full-text available for 15208524 Full-text not available for 15409996 Full-text available for 17475090 Full-text available for 0145482X Full-text available for 15347362 Full-text available for 14230135 Full-text available for 14791870 Full-text available for 11951982 Full-text available for 10958541 Full-text available for 23301643 Full-text available for 15424774 Full-text available for 17516161 Full-text available for 15502783 Full-text available for 14697661 Full-text available for 0964704X Full-text available for 15730387 Full-text available for 17413850 Full-text available for 15271897 Full-text available for 1540627X Full-text available for 15326500 Full-text available for 10946705 Full-text available for 16877268 Full-text available for 0890765X Full-text not available for 14992752 Full-text available for 00224359 Full-text available for 10982736 Full-text available for 20407122 Full-text available for 22799036 Full-text available for 1357633X Full-text available for 10096124 Full-text available for 09669582 Full-text available for 10958673 Full-text available for 07405472 Full-text available for 10958657 Full-text available for 17425468 Full-text available for 17474949 Full-text available for 13652516 Full-text available for 14683288 Full-text available for 00169862 Full-text available for 15283984 Full-text available for 19432631 Full-text available for 10525165 Full-text available for 20551029 Full-text available for 00179124 Full-text available for 12091367 Full-text available for 14711842 Full-text available for 10901981 Full-text available for 10443894 Full-text available for 00145793 Full-text available for 15306860 Full-text available for 09593535 Full-text available for 00976326 Full-text available for 21980802 Full-text available for 09574174 Full-text available for 14737175 Full-text available for 00144851 Full-text available for 0301472X Full-text available for 15353699 Full-text available for 10981136 Full-text available for 00162523 Full-text available for 16625137 Full-text available for 16640640 Full-text available for 16625153 Full-text available for 16634365 Full-text available for 08912432 Full-text available for 1567133X Full-text available for 0168874X Full-text available for 02786915 Full-text not available for 13960466 Full-text available for 14755785 Full-text available for 07309295 Full-text available for 15265536 Full-text available for 10985522 Full-text available for 10970355 Full-text available for 00197858 Full-text available for 15324311 Full-text available for 0257277X Full-text available for 1468232X Full-text available for 19983670 Full-text available for 17421241 Full-text available for 02198436 Full-text available for 10959300 Full-text available for 02784319 Full-text available for 00207314 Full-text available for 17582962 Full-text available for 13691619 Full-text not available for 17418054 Full-text available for 09553959 Full-text available for 1465346X Full-text available for 02146282 Full-text available for 13678779 Full-text available for 13865056 Full-text available for 15550273 Full-text available for 09553002 Full-text available for 14400979 Full-text available for 19401612 Full-text available for 12298557 Full-text available for 1548923X Full-text available for 14220067 Full-text available for 14706423 Full-text available for 14698447 Full-text available for 18737935 Full-text available for 15720381 Full-text available for 10970215 Full-text available for 14492288 Full-text available for 15327558 Full-text available for 14640651 Full-text available for 14333015 Full-text available for 15733246 Full-text available for 00207020 Full-text available for 14602377 Full-text available for 14230054 Full-text available for 03939375 Full-text available for 14321203 Full-text not available for 17901391 Full-text available for 15475271 Full-text available for 14777525 Full-text available for 15273350 Full-text available for 00182648 Full-text available for 07294360 Full-text available for 14602369 Full-text available for 14698374 Full-text available for 15526712 Full-text available for 17519578 Full-text available for 14784491 Full-text available for 15327051 Full-text available for 00189464 Full-text available for 21682291 Full-text available for 19391412 Full-text available for 00189383 Full-text available for 00189294 Full-text available for 07407459 Full-text available for 15361268 Full-text available for 19391390
# Update the availability statements based on the coverage dates (emabargo, not to the present)
df_journalsReferencedMerged[['availability']] = df_journalsReferencedMerged.query('q_issn.notnull()', engine = 'python').apply(cf.coverageStatement_availParser,axis=1)
# Create a column of just the date ranges for the journals
df_journalsReferencedMerged[['coverageRange']] = df_journalsReferencedMerged.query('q_issn.notnull()', engine = 'python').apply(cf.coverageStatement_yearsParser2,axis=1)
# We still have a lot of missing values. Need to investigate other methods for matching ISSNs.
df_journalsReferencedMerged[df_journalsReferencedMerged['availability'].isnull()]
| Title | count | source_id | Print ISSN | E-ISSN | q_issn | availability | coverage | coverageRange | |
|---|---|---|---|---|---|---|---|---|---|
| 2 | The Sport Psychologist | 258.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 3 | J Physiol | 225.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 7 | Med Sci Sports Exerc | 181.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 8 | Am J Physiol Heart Circ Physiol | 167.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 10 | Journal of Sport & Exercise Psychology | 143.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 7191 | IEEE Intell Syst | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 7192 | IEEE ICASSP | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 7193 | ICSSPE Bulletin - J Sport Sci Phys Educ | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 7194 | ICSSPE Bulletin | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 7195 | paper presented to Mackenzie Valley Pipeline I... | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
5723 rows × 9 columns
df_journalsReferencedMerged.to_csv('Results/Reports/{}-journals-referenced-with-link-resolver.csv'.format(deptName))
Faculty members authored articles in the following journals.
This is an overview of the availability of these journals in the Leddy Library collection.
df_journals.availability.value_counts()
Full-text available to present 184 No full-text available 15 Full-text available, but not complete 8 Full-text available with embargo 8 Name: availability, dtype: int64
fig = px.bar(df_journals[:100], x='publicationName', y='count', title=f'Top 100 authored journals for kinesiology faculty', color='availability')
fig.show(renderer="notebook")
Journals that we have no full-text availability for:
df_journals[df_journals['availability'] == 'No full-text available']
| publicationName | source_id | issn | eIssn | aggregationType | count | q_issn | availability | coverage | coverageRange | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Critical Reviews in Physical and Rehabilitatio... | 16320 | 08962960 | 21626553 | Journal | 15 | 21626553 | No full-text available | {} | [] |
| 15 | Occupational Ergonomics | 5100153505 | 13599364 | None | Journal | 7 | 13599364 | No full-text available | {} | [] |
| 21 | International Journal of Sport Psychology | 19846 | 00470767 | None | Journal | 6 | 00470767 | No full-text available | {} | [] |
| 45 | SAE Technical Papers | 21100239259 | None | 01487191 | Journal | 3 | 01487191 | No full-text available | {} | [] |
| 49 | Blood Pressure Monitoring | 22492 | 13595237 | 14735725 | Journal | 3 | 14735725 | No full-text available | {} | [] |
| 84 | Sport Management Education Journal | 21100791289 | 19386974 | 21632367 | Journal | 2 | 21632367 | No full-text available | {} | [] |
| 91 | Journal of Hypertension | 23877 | 02636352 | 14735598 | Journal | 2 | 14735598 | No full-text available | {} | [] |
| 99 | Hypertension | 23741 | 0194911X | 15244563 | Journal | 1 | 15244563 | No full-text available | {} | [] |
| 101 | Orthopaedic Physical Therapy Clinics of North ... | 67922 | 10591516 | None | Journal | 1 | 10591516 | No full-text available | {} | [] |
| 148 | Exercise and Sport Sciences Reviews | 19842 | 00916331 | None | Journal | 1 | 00916331 | No full-text available | {} | [] |
| 149 | Prairie Forum | 24758 | 03176282 | None | Journal | 1 | 03176282 | No full-text available | {} | [] |
| 160 | Comprehensive Physiology | 21100203113 | None | 20404603 | Journal | 1 | 20404603 | No full-text available | {} | [] |
| 219 | International Journal of Interdisciplinary Soc... | 21100258854 | 23247576 | 23247584 | Journal | 1 | 23247584 | No full-text available | {} | [] |
| 239 | International Journal of Human Factors and Erg... | 21100468669 | 20457804 | 20457812 | Journal | 1 | 20457812 | No full-text available | {} | [] |
| 244 | Canadian journal of sport sciences = Journal c... | 55435 | 08331235 | None | Journal | 1 | 08331235 | No full-text available | {} | [] |
Journals with embargoed access:
df_journals[df_journals['availability'] == 'Full-text available with embargo']
| publicationName | source_id | issn | eIssn | aggregationType | count | q_issn | availability | coverage | coverageRange | |
|---|---|---|---|---|---|---|---|---|---|---|
| 63 | Heart | 23217 | 13556037 | 1468201X | Journal | 2 | 1468201X | Full-text available with embargo | {'ProQuest Central': 'Available from 01/01/199... | [?, ?, ?, 1996 - 2007] |
| 69 | Diabetes | 25487 | 00121797 | 1939327X | Journal | 2 | 1939327X | Full-text available with embargo | {'Gale Academic OneFile': 'Available from 1989... | [1989 - 2014, 2000 - 6 month ago, ?, ?, 2005 -... |
| 128 | SAE International Journal of Passenger Cars - ... | 19700174723 | 19464614 | 19464622 | Journal | 1 | 19464622 | Full-text available with embargo | {'Gale Academic OneFile': 'Available from 01/0... | [?, 2014 - 1 year ago, 2014 - 1 year ago] |
| 136 | NeuroRehabilitation | 18019 | 10538135 | None | Journal | 1 | 10538135 | Full-text available with embargo | {'EBSCOhost Academic Search Complete': 'Availa... | [1999 - 1 year ago, 1999 - 1 year ago, 1995 - ... |
| 145 | European Journal of Clinical Nutrition | 12538 | 09543007 | 14765640 | Journal | 1 | 14765640 | Full-text available with embargo | {'EBSCOhost Academic Search Complete': 'Availa... | [1997 - 2015, ?, ?, ?, 1997 - 2015, ?] |
| 161 | International Journal of Culture, Tourism, and... | 21100218140 | 17506182 | None | Journal | 1 | 17506182 | Full-text available with embargo | {'ABI/INFORM Collection': 'Available from 01/0... | [?, ?, 2007 - 2008, ?] |
| 170 | Sport, Business and Management: An Internation... | 21100446515 | None | 20426798 | Journal | 1 | 20426798 | Full-text available with embargo | {'ABI/INFORM Collection': 'Available from 01/0... | [?, ?, ?] |
| 225 | International Journal of Sports Marketing and ... | 19200157038 | 14646668 | None | Journal | 1 | 14646668 | Full-text available with embargo | {'Gale Academic OneFile': 'Available from 01/0... | [?, ?, 2016 - 1 year ago, ?, ?] |
Journals with access, but not to the present. These journals may have ceased, or we may have unsubscribed to them in the past.
df_journals[df_journals['availability'] == 'Full-text available, but not complete']
| publicationName | source_id | issn | eIssn | aggregationType | count | q_issn | availability | coverage | coverageRange | |
|---|---|---|---|---|---|---|---|---|---|---|
| 29 | Journal of Strength and Conditioning Research | 19889 | 10648011 | 15334295 | Journal | 5 | 15334295 | Full-text available, but not complete | {'Journals@Ovid': 'Available from 2009 volume:... | [2009 - 2010, ?, ?] |
| 90 | Quarterly Journal of Experimental Psychology S... | 14106 | 02724987 | None | Journal | 2 | 02724987 | Full-text available, but not complete | {'EBSCOhost Academic Search Complete': 'Availa... | [1996 - 2005, 1981 - 2005, 1996 - 2005, 1996 -... |
| 103 | Rehabilitation nursing : the official journal ... | 29380 | 02784807 | None | Journal | 1 | 02784807 | Full-text available, but not complete | {'Scholars Portal': 'Available from 1997 volum... | [1997 - 2014, 2007 - 2016, ?, ?] |
| 118 | Gender Medicine | 28080 | 15508579 | 18787398 | Journal | 1 | 18787398 | Full-text available, but not complete | {'Elsevier SD Freedom Collection': '', 'CRKN E... | [2004 - 2012, 2004 - 2012] |
| 140 | American Journal of Geriatric Cardiology | 22419 | 10767460 | 1751715X | Journal | 1 | 1751715X | Full-text available, but not complete | {'Scholars Portal': 'Available from 2000 volum... | [2000 - 2008] |
| 179 | High Altitude Medicine and Biology | 13921 | 15270297 | 15578682 | Journal | 1 | 15578682 | Full-text available, but not complete | {'Gale Academic OneFile': 'Available from 01/1... | [?] |
| 212 | Journal of Sports Medicine and Physical Fitness | 19887 | 00224707 | None | Journal | 1 | 00224707 | Full-text available, but not complete | {'Nursing & Allied Health Database': 'Availabl... | [?, 1999 - 2010, ?] |
| 230 | Journal of Alzheimer's Disease | 16246 | 13872877 | 18758908 | Journal | 1 | 18758908 | Full-text available, but not complete | {'EBSCOhost Academic Search Complete': 'Availa... | [1998 - 2011, 1998 - 2011] |
This is the summary of the journals referenced, by their availability in our collection:
df_journalsReferencedMerged.availability.value_counts()
Full-text available to present 1284
Full-text available with embargo 83
No full-text available 70
Full-text available, but not complete 33
3
Name: availability, dtype: int64
fig = px.bar(df_journalsReferencedMerged[df_journalsReferencedMerged.availability.notnull()][:100],x='Title', y='count', color='availability', title=f'Top 100 journals cited by kinesiology faculty')
fig.show(renderer="notebook")
Referenced journals that we don't have in our collection:
df_journalsReferencedMerged[df_journalsReferencedMerged['availability'] == 'No full-text available']
| Title | count | source_id | Print ISSN | E-ISSN | q_issn | availability | coverage | coverageRange | |
|---|---|---|---|---|---|---|---|---|---|
| 6 | Hypertension | 202.0 | 2.374100e+04 | 0194911X | NaN | 0194911X | No full-text available | {} | [] |
| 9 | Circulation | 147.0 | 2.258100e+04 | 00097322 | 15244539 | 15244539 | No full-text available | {} | [] |
| 13 | Research Quarterly for Exercise and Sport | 116.0 | 2.980300e+04 | 02701367 | 3649857 | 3649857 | No full-text available | {} | [] |
| 19 | International Journal of Sport Psychology | 99.0 | 1.984600e+04 | 00470767 | NaN | 00470767 | No full-text available | {} | [] |
| 49 | Journal of Hypertension | 58.0 | 2.387700e+04 | 02636352 | NaN | 02636352 | No full-text available | {} | [] |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 6392 | Journal of Women's Health | 1.0 | 1.955800e+04 | 15409996 | NaN | 15409996 | No full-text available | {} | [] |
| 6443 | Journal of Rheumatology | 1.0 | 1.924000e+04 | 0315162X | 14992752 | 14992752 | No full-text available | {} | [] |
| 6810 | First Monday | 1.0 | 2.001471e+08 | 13960466 | NaN | 13960466 | No full-text available | {} | [] |
| 6939 | International Journal of Entrepreneurship and ... | 1.0 | 3.900148e+09 | 14761297 | 17418054 | 17418054 | No full-text available | {} | [] |
| 7064 | Hellenic Journal of Psychology | 1.0 | 2.110021e+10 | 17901391 | NaN | 17901391 | No full-text available | {} | [] |
70 rows × 9 columns
Referenced journals that we have in our collection, but with embargo:
df_journalsReferencedMerged[df_journalsReferencedMerged['availability'] == 'Full-text available with embargo']
| Title | count | source_id | Print ISSN | E-ISSN | q_issn | availability | coverage | coverageRange | |
|---|---|---|---|---|---|---|---|---|---|
| 48 | Diabetes | 59.0 | 2.548700e+04 | 00121797 | NaN | 00121797 | Full-text available with embargo | {'Gale Academic OneFile': 'Available from 1989... | [1989 - 2014, 2000 - 6 month ago, ?, ?, 2005 -... |
| 89 | Diabetes Care | 34.0 | 2.549100e+04 | 01495992 | NaN | 01495992 | Full-text available with embargo | {'Gale Academic OneFile': 'Available from 01/0... | [?, 2000 - 6 month ago, ?, ?, ?] |
| 132 | British Journal of Sports Medicine | 25.0 | 1.981700e+04 | 03063674 | 14730480 | 14730480 | Full-text available with embargo | {'Nursing & Allied Health Database': 'Availabl... | [?, ?, ?, ?, 1964 - 2005, 1970 - 2007, 1995 - ... |
| 163 | Occupational and Environmental Medicine | 21.0 | 2.975600e+04 | 13510711 | 14707926 | 14707926 | Full-text available with embargo | {'ProQuest Central': 'Available from 01/01/199... | [?, ?, 2001 - 2004, 1994 - 4 year ago, 1994 - ... |
| 167 | Journal of Human Hypertension | 20.0 | 2.387500e+04 | 09509240 | NaN | 09509240 | Full-text available with embargo | {'EBSCOhost Academic Search Complete': 'Availa... | [1997 - 2015, ?, 1997 - 2015, ?] |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 6446 | Journal of Research in Interactive Marketing | 1.0 | 1.970020e+10 | 20407122 | NaN | 20407122 | Full-text available with embargo | {'ABI/INFORM Collection': 'Available from 01/0... | [?, ?, ?] |
| 6509 | Gut | 1.0 | 2.836600e+04 | 00175749 | 14683288 | 14683288 | Full-text available with embargo | {'ProQuest Central': 'Available from 01/03/196... | [?, ?, ?, 1960 - 2005, 1960 - 2007] |
| 6841 | Injury Prevention | 1.0 | 1.505400e+04 | 13538047 | 14755785 | 14755785 | Full-text available with embargo | {'ProQuest Central': 'Available from 01/03/199... | [?, 1998 - 2005, ?, 1995 - 2005, 1995 - 2007] |
| 6937 | International Journal of Event and Festival Ma... | 1.0 | 2.110030e+10 | 17582954 | 17582962 | 17582962 | Full-text available with embargo | {'ABI/INFORM Collection': 'Available from 01/0... | [?, ?, ?] |
| 6943 | International Journal of Developmental Biology | 1.0 | 2.949900e+04 | 02146282 | NaN | 02146282 | Full-text available with embargo | {'Free E- Journals': 'Available from 1989 volu... | [1989 - 6 month ago] |
83 rows × 9 columns
Referenced journals that we have in our collection, but without full-text to the present. These journals may have ceased publication, or we unsubscribed to them:
df_journalsReferencedMerged[df_journalsReferencedMerged['availability'] == 'Full-text available, but not complete']
| Title | count | source_id | Print ISSN | E-ISSN | q_issn | availability | coverage | coverageRange | |
|---|---|---|---|---|---|---|---|---|---|
| 15 | Spine | 112.0 | 1.306800e+04 | 03622436 | NaN | 03622436 | Full-text available, but not complete | {'Journals@Ovid': 'Available from 2015 volume:... | [2015 - 2020, 1996 - 2019] |
| 71 | Pediatrics | 39.0 | 1.575600e+04 | 00314005 | NaN | 00314005 | Full-text available, but not complete | {'Gale Academic OneFile': 'Available from 1995... | [1995 - 2007] |
| 414 | Pain | 8.0 | 1.814800e+04 | 03043959 | NaN | 03043959 | Full-text available, but not complete | {'Scholars Portal': 'Available from 1975 volum... | [1975 - 2014] |
| 527 | Strength and Conditioning Journal | 7.0 | 2.989000e+04 | 15241602 | 15334295 | 15334295 | Full-text available, but not complete | {'Journals@Ovid': 'Available from 2009 volume:... | [2009 - 2010, ?, ?] |
| 658 | High Altitude Medicine and Biology | 5.0 | 1.392100e+04 | 15270297 | NaN | 15270297 | Full-text available, but not complete | {'Gale Academic OneFile': 'Available from 01/1... | [?] |
| 659 | Journal of Sports Medicine and Physical Fitness | 5.0 | 1.988700e+04 | 00224707 | NaN | 00224707 | Full-text available, but not complete | {'Nursing & Allied Health Database': 'Availabl... | [?, 1999 - 2010, ?] |
| 1085 | Cerebrovascular Diseases | 3.0 | 1.485700e+04 | 10159770 | 14219786 | 14219786 | Full-text available, but not complete | {'Gale Academic OneFile': 'Available from 01/0... | [?, ?] |
| 1287 | Stem Cells and Development | 3.0 | 2.607300e+04 | 15473287 | NaN | 15473287 | Full-text available, but not complete | {'Gale Academic OneFile': 'Available from 01/1... | [?] |
| 1494 | Social Cognition | 2.0 | 1.482300e+04 | 0278016X | NaN | 0278016X | Full-text available, but not complete | {'Sociology Collection': 'Available from 01/03... | [?, 2001 - 2010, ?] |
| 1802 | American Journal of Physical Medicine and Reha... | 2.0 | 1.626300e+04 | 08949115 | NaN | 08949115 | Full-text available, but not complete | {'Journals@Ovid': 'Available from 2000 volume:... | [2000 - 2003] |
| 2105 | Cardiology | 2.0 | 2.252200e+04 | 00086312 | 14219751 | 14219751 | Full-text available, but not complete | {'ProQuest Central': 'Available from 01/01/199... | [?] |
| 2671 | New Zealand Medical Journal | 1.0 | 1.587600e+04 | 00288446 | NaN | 00288446 | Full-text available, but not complete | {'ProQuest Central': 'Available from 12/11/199... | [?] |
| 2773 | Obstetrics and Gynecology | 1.0 | 2.808900e+04 | 00297844 | NaN | 00297844 | Full-text available, but not complete | {'Scholars Portal': 'Available from 1995 volum... | [1995 - 2003] |
| 3051 | Teachers College Record | 1.0 | 1.399500e+04 | 01614681 | 14679620 | 14679620 | Full-text available, but not complete | {'Scholars Portal': 'Available from 1999 volum... | [1999 - 2006] |
| 3879 | Psychoanalytic Review | 1.0 | 1.342300e+04 | 00332836 | NaN | 00332836 | Full-text available, but not complete | {'Guilford Press': 'Available from 2001 volume... | [2001 - 2010, ?, ?, ?] |
| 4504 | Canadian Journal of Program Evaluation | 1.0 | 5.600155e+09 | 08341516 | NaN | 08341516 | Full-text available, but not complete | {'Canadian Business & Current Affairs Database... | [?, ?] |
| 4647 | Cells Tissues Organs | 1.0 | 2.916600e+04 | 14226405 | 14226421 | 14226421 | Full-text available, but not complete | {'SciTech Premium Collection': 'Available from... | [?, ?] |
| 4775 | European Journal of Physical and Rehabilitatio... | 1.0 | 1.170015e+10 | 19739087 | 19739095 | 19739095 | Full-text available, but not complete | {'SciTech Premium Collection': 'Available from... | [?, ?] |
| 4785 | European Surgical Research | 1.0 | 2.113100e+04 | 0014312X | 14219921 | 14219921 | Full-text available, but not complete | {'Nursing & Allied Health Database': 'Availabl... | [?, ?] |
| 4983 | Developmental Neuroscience | 1.0 | 1.543300e+04 | 03785866 | 14219859 | 14219859 | Full-text available, but not complete | {'ProQuest Central': 'Available from 01/01/199... | [?] |
| 5066 | Alberta Journal of Educational Research | 1.0 | 2.942300e+04 | 00024805 | NaN | 00024805 | Full-text available, but not complete | {'Canadian Business & Current Affairs Database... | [?, ?] |
| 5089 | Advances in Psychiatric Treatment | 1.0 | 1.760000e+04 | 13555146 | 14721481 | 14721481 | Full-text available, but not complete | {'CRKN Cambridge University Press Journals': '... | [1994 - 2014] |
| 5163 | American Journal of Gastroenterology | 1.0 | 2.782500e+04 | 00029270 | 15720241 | 15720241 | Full-text available, but not complete | {'Scholars Portal': 'Available from 1998 volum... | [1998 - 2008] |
| 5659 | Australian Family Physician | 1.0 | 2.805200e+04 | 03008495 | NaN | 03008495 | Full-text available, but not complete | {'Free E- Journals': 'Available from 2002 volu... | [2002 - 2017] |
| 5868 | Journal of Geriatric Physical Therapy | 1.0 | 1.001470e+08 | 15398412 | NaN | 15398412 | Full-text available, but not complete | {'Nursing & Allied Health Database': 'Availabl... | [?, ?] |
| 5869 | Journal of Geophysical Research | 1.0 | 2.842800e+04 | 01480227 | NaN | 01480227 | Full-text available, but not complete | {'CRKN Wiley Online Library': 'Available from ... | [1997 - 2012] |
| 5887 | Journal of Bone and Joint Surgery - Series A | 1.0 | 1.219800e+04 | 00219355 | NaN | 00219355 | Full-text available, but not complete | {'Nursing & Allied Health Database': 'Availabl... | [?, ?, ?] |
| 6180 | Labour History Review | 1.0 | 5.700162e+09 | 09615652 | 17458188 | 17458188 | Full-text available, but not complete | {'EBSCOhost Academic Search Complete': 'Availa... | [1990 - 2011, 1990 - 2011, 2005 - 2011, 1990 -... |
| 6398 | Journal of Vascular Research | 1.0 | 2.390100e+04 | 10181172 | 14230135 | 14230135 | Full-text available, but not complete | {'Gale Academic OneFile': 'Available from 01/1... | [?, ?, ?] |
| 6700 | Expert Review of Neurotherapeutics | 1.0 | 2.137000e+04 | 14737175 | NaN | 14737175 | Full-text available, but not complete | {'Gale Academic OneFile': 'Available from 01/0... | [?, ?] |
| 6960 | International Journal of Mental Health Nursing | 1.0 | 1.615000e+04 | 14458330 | 14400979 | 14400979 | Full-text available, but not complete | {'Scholars Portal': 'Available from 1999 volum... | [1999 - 2008, 1999 - 2001] |
| 6963 | International Journal of Precision Engineering... | 1.0 | 1.060015e+10 | 12298557 | NaN | 12298557 | Full-text available, but not complete | {'Scholars Portal': 'Available from 2009 volum... | [2009 - 2012, 2009 - 2012, 2009 - 2012] |
| 7040 | Human Evolution | 1.0 | 6.097800e+04 | 03939375 | NaN | 03939375 | Full-text available, but not complete | {'Scholars Portal': 'Available from 2003 volum... | [2003 - 2006, 2013 - 2016, 2003 - 2003, 2003 -... |