def pubs_distribution(discipline='all researchers'):
os.mkdir(charts_path+'/'+discipline) if not os.path.exists(charts_path+'/'+discipline) else ''
male = researcher.aggregate([{'$match':{'gender':'M','labels':discipline}},{'$project':{'_id':'$_id','pubs_count':{'$size':'$pubs'}}},{'$sort':{'pubs_count':1}}])if discipline != 'all researchers' else researcher.aggregate([{'$match':{'gender':'M'}},{'$project':{'_id':'$_id','pubs_count':{'$size':'$pubs'}}},{'$sort':{'pubs_count':1}}])
female = researcher.aggregate([{'$match':{'gender':'F','labels':discipline}},{'$project':{'_id':'$_id','pubs_count':{'$size':'$pubs'}}},{'$sort':{'pubs_count':1}}]) if discipline !='all researchers' else researcher.aggregate([{'$match':{'gender':'F'}},{'$project':{'_id':'$_id','pubs_count':{'$size':'$pubs'}}},{'$sort':{'pubs_count':1}}])
male = [doc['pubs_count'] for doc in male]
female = [doc['pubs_count'] for doc in female]
chart = Chart()
# chart.normalized_CDF(male,female,"publication CDF of {0}".format(discipline),"personal publication number","cumulative proportion",15)
# chart.save(charts_path+'/{0}/publication_cdf'.format(discipline),format='png')
# chart.clear()
chart.histogram(male,female,"publication distribution of {0} ".format(discipline),"personal publication number","research count",15)
chart.save(charts_path+'/{0}/publication_histogram'.format(discipline),format='png')
chart.clear()
chart = Chart(15,10)
chart.unnormalized_CDF(male,female,"cumulative publication number of {0}".format(discipline),"personal publication number","cumulative publication",15)
chart.save(charts_path+'/{0}/unnormalized_publication_cdf'.format(discipline),format='png')
chart.clear()
chart.close()
def citation_and_index_distribution(discipline='all researchers'):
docs = researcher.find({'gender':{'$exists':1},'labels':discipline},{'gender':1,'pubs':1,'index':1}) if discipline !='all researchers' else researcher.find({'gender':{'$exists':1}},{'gender':1,'pubs':1,'index':1})
male_citation = []
female_citation = []
male_index = []
female_index = []
pub_not_given_ciatation = 0
profile_not_given_index = 0
for doc in docs:
researcher_citation_count = []
citation_sum = 0
if doc['gender'] == 'M':
for pub in doc['pubs']:
if pub['citation'].isdigit():
citation_sum+=int(pub['citation'])
# researcher_citation_count.append(int(pub['citation']))
else:
pub_not_given_ciatation+=1
# researcher_citation_count = researcher_citation_count if researcher_citation_count else [0]
# male_citation.append(np.mean(researcher_citation_count))
male_citation.append(citation_sum)
male_index.append(int(doc['index']))
else:
for pub in doc['pubs']:
if pub['citation'].isdigit():
citation_sum+=int(pub['citation'])
# researcher_citation_count.append(int(pub['citation']))
else:
pub_not_given_ciatation+=1
# researcher_citation_count = researcher_citation_count if researcher_citation_count else [0]
# female_citation.append(np.mean(researcher_citation_count))
female_citation.append(citation_sum)
female_index.append(int(doc['index']))
# chart = Chart()
# chart.normalized_CDF(male_citation,female_citation,"citation CDF of {0}".format(discipline),"personal citation number","cumulative proportion")
# chart.save(charts_path+'/{0}/citation_cdf'.format(discipline))
# chart.clear()
chart = Chart()
chart.unnormalized_CDF(male_citation,female_citation,"cumulative citation number of {0}".format(discipline),"personal citation number","cumulative number")
chart.save(charts_path+'/{0}/unormalized_citation_cdf'.format(discipline))
chart.clear()
# chart.normalized_CDF(male_index,female_index,"h-index CDF of {0}".format(discipline),"personal h-index","cumulative proportion")
# chart.save(charts_path+'/{0}/h-index_cdf'.format(discipline))
# chart.clear()
chart = Chart(15,10)
chart.unnormalized_CDF(male_index,female_index,"cumulative h-index number of {0}".format(discipline),"personal h-index","cumulative number")
chart.save(charts_path+'/{0}/unnormalized_h-index_cdf'.format(discipline))
chart.clear()
chart.histogram(male_citation,female_citation,"citation distribution of {0}".format(discipline),"personal citation number","number of researcher")
chart.save(charts_path+'/{0}/citation_histogram'.format(discipline))
chart.clear()
chart.histogram(male_index,female_index,"h-index distribution of {0}".format(discipline),"personal h-index","number of researcher")
chart.save(charts_path+'/{0}/h-index_histogram'.format(discipline))
chart.clear()
chart.close()
