In [1]:
import sys; sys.path.append(_dh[0].split("knowknow")[0])
from knowknow import *

from IPython.display import Image
In [2]:
fignames = list(Path(BASEDIR).glob("figures/*.png"))
In [3]:
fignames = sorted(fignames, key=lambda x:x.name)
#fignames = sorted(fignames)

Helpers

In [4]:
displayed_normally = set()

def display_figure(x):
    global displayed_normally
    import os
    import time
    from datetime import datetime
    
    assert( x in DOCS )
    
    d = DOCS[x]
    
    display(HTML("<h1 id='%s'>%s</h1>" % (x, d['name'])))
    display(Markdown(d['desc']))
    
    if 'refs' in d:
        display(Markdown("\n".join("+ %s"%x for x in d['refs'])))
    
    files = Path(BASEDIR, 'figures').glob("%s.png" % d['fn'])
    for f in sorted(files,key=lambda x:x.name):
        #print(f.name)
        display(Image(filename=f))
        displayed_normally.add(f.name)
In [5]:
def pretty_time_delta(seconds):
    sign_string = '-' if seconds < 0 else ''
    seconds = abs(int(seconds))
    days, seconds = divmod(seconds, 86400)
    hours, seconds = divmod(seconds, 3600)
    minutes, seconds = divmod(seconds, 60)
    if days > 0:
        return '%d days ago' % (days)
    elif hours > 0:
        return '%d hours ago' % (hours)
    elif minutes > 0:
        return '%d minutes ago' % (minutes)
    else:
        return '%d seconds ago' % (seconds)
In [6]:
import os
import time
from datetime import datetime

md = "# Table of Contents\n"

for uid in sorted(DOCS):
    d = DOCS[uid]
    if 'fn' not in d:
        continue
        
    files = list(Path(BASEDIR, 'figures').glob("%s.png" % d['fn']))
    
    name = d['name']
    if not len(files):
        name += " (no files)"
    else:
        mtime = min( os.path.getmtime(str(f)) for f in files )
        name += " (%s)" %pretty_time_delta(
            (datetime.now() - datetime.fromtimestamp(mtime)).total_seconds()
        )
    
    
    md += "* [%s](#%s)\n" % (name, uid)
    
display(Markdown(md))

Table of Contents

In [7]:
for d in DOCS:
    if 'fn' in DOCS[d]:
        if 'include' in DOCS[d] and not DOCS[d]['include']:
            continue
            
        display_figure(d)

Number of documents with citations, by journal (sociology-wos)

This figure shows the number of papers containing citations, per year, for each journal I have included in this analysis. I have filtered most journals indexed by Web of Science as “sociology” journals out of the analyses presented in this paper for reasons detailed in the DATA section. "The following journals were included in Web of Science, but excluded from this analysis\:"

african sociological review, afro-american studies, ager-revista de estudios sobre despoblacion y desarrollo rural, agriculture and human values, american journal of cultural sociology, american sociologist, american west, anduli, annals of phenomenological sociology, annual review of sociology, applied social studies, archiv fur sozialwissenschaft und sozialpolitik, australian and new zealand journal of sociology, australian outlook, berliner journal fur soziologie, biodemography and social biology, bms-bulletin of sociological methodology-bulletin de methodologie sociologique, body & society, cahiers internationaux de sociologie, cambio-rivista sulle trasformazioni sociali, canadian graduate journal of sociology and criminology, canadian review of sociology and anthropology, canadian review of sociology and anthropology-revue canadienne de sociologie et d anthropologie, canadian review of sociology-revue canadienne de sociologie, center for settlement studies. occasional papers. university of manitoba, center for settlement studies. research reports. university of manitoba, center magazine, chinese sociological review, city & community, community work & family, comparative group studies, comparative sociology, contemporanea-revista de sociologia da ufscar, contemporary sociology-a journal of reviews, convergencia-revista de ciencias sociales, cornell hospitality quarterly, cornell hotel and restaurant administration quarterly, cornell journal of social relations, corvinus journal of sociology and social policy, cosmopolitan civil societies-an interdisciplinary journal, crime media culture, critical sociology, cultural sociology, current perspectives in social theory, current sociology, current sociology-sociologie contemporaine, canadian review of sociology-revue canadienne de sociologie, crime media culture, deviance et societe, distinktion-journal of social theory, drustvena istrazivanja, du bois review-social science research on race, eastern european countryside, economic and social review, ethnography, ethology and sociobiology, etudes rurales, european journal of social theory, european societies, facing the challenge of risk and vulnerability in an information society, filosofija-sociologija, food culture & society, filosofija-sociologija, global networks-a journal of transnational affairs, health sociology review, historicka sociologie, human context, human ecology review, human nature, health sociology review, indian sociological bulletin, information communication & society, innovation-the european journal of social science research, intellect, international journal of comparative sociology, international journal of contemporary sociology, international journal of japanese sociology, international journal of sociology, international journal of sociology and social policy, international journal of sociology of education, international journal of sociology of the family, international journal of the sociology of law, international political sociology, international review for the sociology of sport, international review of modern sociology, international review of sociology-revue internationale de sociologie, international studies in sociology of education, interntational review of sociology, ipc monographs-institute of philippine culture, ipc papers-institute of philippine culture, istanbul journal of sociological studies-sosyoloji konferanslari, istanbul universitesi sosyoloji dergisi-istanbul university journal of sociology, innovation-the european journal of social science research, international political sociology, jewish journal of sociology, journal of applied sociology, journal of classical sociology, journal of consumer culture, journal of cultural economy, journal of economic sociology-ekonomicheskaya sotsiologiya, journal of economy culture and society, journal of health and human behavior, journal of human relations, journal of immigrant & refugee studies, journal of intercultural studies, journal of marriage and the family, journal of political & military sociology, journal of professions and organization, journal of sociology, journal of sociology and social welfare, journal of sport & social issues, journal of voluntary action research, journal of world-systems research, kolner zeitschrift fur soziologie und sozialpsychologie, latino studies, mass emergencies, mcs-masculinities and social change, men and masculinities, methaodos-revista de ciencias sociales, mid-american review of sociology, mobilization, multicultural perspectives, mundo agrario, national council for the social studies-bulletin, national council for the social studies-yearbook, nations and nationalism, netherlands journal of social sciences, osterreichische zeitschrift fuer soziologie, pacific sociological review, papers-revista de sociologia, philippine sociological review, phylon, play & culture, polish sociological bulletin, polish sociological review, praxis sociologica, quaderni di sociologia, qualitative research, qualitative sociology, quarterly journal of social affairs, race and social problems, research in social stratification and mobility, responsive community, revista colombiana de sociologia, revista espanola de investigaciones sociologicas, revista espanola de sociologia, revista internacional de organizaciones, revista internacional de sociologia, revue de l institut de sociologie, revue francaise de sociologie, rudn journal of sociology-vestnik rossiiskogo universiteta druzhby narodov seriya sotsiologiya, rural society, research in social stratification and mobility, sage professional paper in contemporary political sociology series, scandinavian journal of hospitality and tourism, scottish journal of sociology, secularism & nonreligion, sexualities, social alternatives, social and economic administration, social behaviour, social biology, social currents, social education, social justice research, social movement studies, social science, social studies, social studies-irish journal of sociology, societamutamentopolitica-rivista italiana di sociologia, societas-a review of social history, societies, society & animals, society and mental health, socio-economic review, sociologia nauki i tehnologij-sociology of science & technology, sociologia neerlandica, sociologia y tecnociencia, sociologica-italian journal of sociology on line, sociological analysis, sociological analysis & theory, sociological bulletin, sociological focus, sociological methodology, sociological practice, sociological research online, sociological review monograph, sociological science, sociological symposium, sociological theory and methods, sociologiceskoe obozrenie, sociologicky casopis, sociologicky casopis-czech sociological review, sociologie du travail, sociologija, sociologija i prostor, sociologisk forskning, sociologus, sociology and social research, sociology compass, sociology of race and ethnicity, sociology of work and occupations, sotsiologicheskie issledovaniya, south african review of sociology, southwestern social science quarterly, soviet sociology, soziale welt-zeitschrift fur sozialwissenschaftliche forschung und praxis, sport in society, studies in social life, studies in sociology, symbolic interaction and new social media, telos, tempo social, theoria, thesis eleven, turkish journal of sociology-sosyoloji dergisi, universal human rights, urban league review, virajes-revista de antropologia y sociologia, young, young, zeitschrift fur soziologie

Probability of death by cohort

<IPython.core.display.Markdown object>

Documents with in-text citations in JSTOR, by journal and year

Each subplot represents all the in-text citations extracted from the full bodies of papers from one journal. A document is only counted if it contains at least one successfully parsed in-text citation. Note the most dramatic publisher, Social Indicators Research, which in last two decades has dramatically increased its publication volume, and thus its impact on our dataset and results. JSTOR provided data on the American Sociological Review (ASR) and the American Journal of Sociology (AJS) practically back to their founding. However, in-text citations were only recently institutionalized (around 1970). For this reason, any analysis I conduct with in-text citations from the JSTOR dataset will be limited to 1970-2010.

Only five authors were forgotten

Kahl, Srole, Kerlinger, Scanzoni, and Spanier are the only five cited authors in the top 1% cited in a given decade which go on to die$_2$, die$_3$ or die$_5$. These authors all experienced the same dramatic rise and a just as dramatic demise. Near Kerlinger's death, Rowell (1997) wrote that Kerlinger argued against the 'practicallity myth' in education research, the assumption that research must be practically oriented. Rowell's survey of educational research textbooks showed that these ideas never made it into canon.

  • Rowell, Kevin. 1997. “Kerlinger’s Practicality Myth and the Quality of Research Instruction: An Overview of The Content of Educational Research Textbooks.” The Journal of Experimental Education 65(2):123-131.

This figure shows the number of distinct cited terms, works, and authors, by year.

No description yet

Cited works which were top 1% cited in some decade, but have since died

This figure shows a random 100 of these cited works. , in the sense of death2, death3, or death5. These deaths are labeled for reference where they have occurred.

Terms which were in the top 1% most commonly used for some decade

Cited terminology is distinct from cited authors or cited works in that they are hardly ever born after 1970 (the beginning of reliable data from JSTOR). Trends in cited terms indicate not only what authors are talking about when they are using a citation, but also how they are writing. For instance, notice the dramatic trend of "research-also" and the steady trend of "would-expect". These turns of phrase are themselves cultural and intellectual objects, varying over time and social place, and for this reason I do not eliminate them from my analysis for the time being.

In [8]:
from IPython.display import Markdown

md = "# Uncategorized\n\n"

last_heading = None

for i,f in enumerate(fignames):
    if f.name in displayed_normally:
        continue
    md += "* [%s](#figure%s)\n" % (f.name,i)

display(Markdown(md))

Uncategorized

In [9]:
last_heading = None

for i,f in enumerate(fignames):
    
    if f.name in displayed_normally:
        continue
        
    display(HTML("<h1 id='figure%s'>%s <a href='#Uncategorized'>back</a></h1>"%(i,f.name)))
    display(Image(filename=f))

100lives big (c,sociology-wos).0.png back

100lives big (c,sociology-wos).1.png back

100lives big (c,sociology-wos).2.png back

100lives big (c,sociology-wos).3.png back

100lives big (c,sociology-wos).4.png back

100lives big (c,sociology-wos).5.png back

100lives big (c,sociology-wos).6.png back

100lives big (c,sociology-wos).7.png back

100lives big (fa,sociology-wos).0.png back

100lives big (fa,sociology-wos).1.png back

100lives big (fa,sociology-wos).2.png back

100lives big (fa,sociology-wos).3.png back

100lives big (fa,sociology-wos).4.png back

100lives big (fa,sociology-wos).5.png back

100lives big (fa,sociology-wos).6.png back

100lives big (fa,sociology-wos).7.png back

100lives big (ta,sociology-wos).0.png back

100lives big (ta,sociology-wos).1.png back

100lives big (ta,sociology-wos).2.png back

100lives big (ta,sociology-wos).3.png back

100lives big (ta,sociology-wos).4.png back

100lives big (ta,sociology-wos).5.png back

100lives big (ta,sociology-wos).6.png back

100lives big (ta,sociology-wos).7.png back

100lives dead1 (c,sociology-wos).0.png back

100lives dead1 (c,sociology-wos).1.png back

100lives dead1 (c,sociology-wos).2.png back

100lives dead1 (c,sociology-wos).3.png back

100lives dead1 (c,sociology-wos).4.png back

100lives dead1 (c,sociology-wos).5.png back

100lives dead1 (c,sociology-wos).6.png back

100lives dead1 (c,sociology-wos).7.png back

100lives dead1 (fa,sociology-wos).0.png back

100lives dead1 (fa,sociology-wos).1.png back

100lives dead1 (fa,sociology-wos).2.png back

100lives dead1 (fa,sociology-wos).3.png back

100lives dead1 (fa,sociology-wos).4.png back

100lives dead1 (fa,sociology-wos).5.png back

100lives dead1 (fa,sociology-wos).6.png back

100lives dead1 (fa,sociology-wos).7.png back

100lives dead1 (ta,sociology-wos).0.png back

100lives unremarkable (c,sociology-wos).0.png back

100lives unremarkable (c,sociology-wos).1.png back

100lives unremarkable (c,sociology-wos).2.png back

100lives unremarkable (c,sociology-wos).3.png back

100lives unremarkable (c,sociology-wos).4.png back

100lives unremarkable (c,sociology-wos).5.png back

100lives unremarkable (c,sociology-wos).6.png back

100lives unremarkable (c,sociology-wos).7.png back

100lives unremarkable (fa,sociology-wos).0.png back

100lives unremarkable (fa,sociology-wos).1.png back

100lives unremarkable (fa,sociology-wos).2.png back

100lives unremarkable (fa,sociology-wos).3.png back

100lives unremarkable (fa,sociology-wos).4.png back

100lives unremarkable (fa,sociology-wos).5.png back

100lives unremarkable (fa,sociology-wos).6.png back

100lives unremarkable (fa,sociology-wos).7.png back

100lives unremarkable (ta,sociology-wos).0.png back

100lives unremarkable (ta,sociology-wos).1.png back

100lives unremarkable (ta,sociology-wos).2.png back

100lives unremarkable (ta,sociology-wos).3.png back

100lives unremarkable (ta,sociology-wos).4.png back

100lives unremarkable (ta,sociology-wos).5.png back

100lives unremarkable (ta,sociology-wos).6.png back

100lives unremarkable (ta,sociology-wos).7.png back

Age distribution, cited authors, aged 0 to 10.png back

Age distribution, cited authors, aged 0 to 40.png back

Age distribution, cited works, aged 0 to 10.png back

Age distribution, cited works, aged 0 to 40.png back

Age distribution, citing authors, aged 0 to 10.png back

Age distribution, citing authors, aged 0 to 40.png back

Distinct cited authors, by year and age (sociology-wos).png back

Distinct cited works, by year and age (sociology-wos).png back

Distinct citing authors, by year and age (sociology-wos).png back

Distinct, by year and cited author age (sociology-wos).png back

Distinct, by year and cited work age (sociology-wos).png back

Distinct, by year and citing author age (sociology-wos).png back

How likely are living cited authors to die$_1$, cohorts 1965-1980 (sociology-wos).png back

How likely are living cited authors to die$_1$, cohorts 1980-1995 (sociology-wos).png back

How likely are living cited works to die$_1$, cohorts 1965-1980 (sociology-wos).png back

How likely are living cited works to die$_1$, cohorts 1980-1995 (sociology-wos).png back

How likely are living citing authors to die$_1$, cohorts 1965-1980 (sociology-wos).png back

How likely are living citing authors to die$_1$, cohorts 1980-1995 (sociology-wos).png back

Number of distinct cited authors (sociology-wos).png back

Number of distinct cited works (sociology-wos).png back

Number of distinct citing authors (sociology-wos).png back

Probability dead by 1990 (c, sociology-wos, 1960, 1970).png back

Probability dead by 1990 (fa, sociology-wos, 1960, 1970).png back

Probability dead by 1990 (ta, sociology-wos, 1960, 1970).png back

Probability dead by 2000 (c, sociology-wos, 1970, 1980).png back

Probability dead by 2000 (fa, sociology-wos, 1970, 1980).png back

Probability dead by 2000 (ta, sociology-wos, 1970, 1980).png back

Probability dead by 2010 (c, sociology-wos, 1980, 1990).png back

Probability dead by 2010 (fa, sociology-wos, 1980, 1990).png back

Probability dead by 2010 (ta, sociology-wos, 1980, 1990).png back

Probability of cited cited author death by 1975, by cohort (sociology-wos).png back

Probability of cited cited author death by 1985, by cohort (sociology-wos).png back

Probability of cited cited author death by 1995, by cohort (sociology-wos).png back

Probability of cited cited work death by 1975, by cohort (sociology-wos).png back

Probability of cited cited work death by 1985, by cohort (sociology-wos).png back

Probability of cited cited work death by 1995, by cohort (sociology-wos).png back

Probability of cited citing author death by 1975, by cohort (sociology-wos).png back

Probability of cited citing author death by 1985, by cohort (sociology-wos).png back

Probability of cited citing author death by 1995, by cohort (sociology-wos).png back

Proportion of cited authors dead by 2000, by cohort (sociology-wos).png back

Proportion of cited works dead by 2000, by cohort (sociology-wos).png back

Proportion of citing authors dead by 2000, by cohort (sociology-wos).png back

Proportion of documents with citations by c (sociology-wos).png back

Proportion of documents with citations by fa (sociology-wos).png back

Proportion of documents with citations by ta (sociology-wos).png back

Publications, by year and cited author age (sociology-wos).png back

Publications, by year and cited authors age (sociology-wos).png back

Publications, by year and cited work age (sociology-wos).png back

Publications, by year and cited works age (sociology-wos).png back

Publications, by year and citing author age (sociology-wos).png back

Publications, by year and citing authors age (sociology-wos).png back

Sleeping beauties - between pub and first (sociology-wos).png back

rebirth 1-10 (c, sociology-wos).0.png back

rebirth 1-10 (c, sociology-wos).1.png back

rebirth 1-10 (c, sociology-wos).2.png back

rebirth 5-10 (c, sociology-wos).0.png back

rebirth 5-10 (c, sociology-wos).1.png back

rebirth 5-10 (c, sociology-wos).2.png back