In [14]:
import pymongo
from pymongo import MongoClient
from nltk.corpus import stopwords
import string
import codecs
import re
punct_filter = dict((ord(char), u' ') for char in '"#$%&\'()*+,./-:;<=>?@[\\]^_`{|}')
stop = stopwords.words('english')
mongo_url = 'mongodb://localhost:27017/'
db = 'BathSim'
coll_in = 'BathHarvest'
client = MongoClient(mongo_url)
ch = client[db][coll_in]
corpusfile = 'corpus2.txt'
In [45]:
def title_export(string,outfile,punct_filter,stopwords):
string = string.lower()
string = string.translate(punct_filter)
stop_filtered = [i for i in string.split() if i not in stopwords]
export = u' '.join(stop_filtered)+u'\n'
outfile.write(export)
return len(stop_filtered)
In [46]:
def abstract_export(string,outfile,punct_filter,stopwords):
#remove sentences with less than 5 words
#remove words which are just numbers
wc = 0
sentences = string.split(u'. ')
for s in sentences:
s = s.lower()
s = s.translate(punct_filter).rstrip(u'\n')
stop_filtered = [i for i in s.split() if i not in stopwords]
export = u' '.join(stop_filtered)
export = re.sub(r"\b\d+\b", "", export)
re_split = export.split()
if (len(re_split))>6:
export = ' '.join(re_split)+u'\n'
outfile.write(export)
wc+=len(re_split)
return wc
In [48]:
cursor = ch.find()
ind = 0
word_count = 0
with codecs.open(corpusfile, 'a',encoding='utf8') as outfile:
for rec in cursor:
word_count+=title_export(rec['title'],outfile,punct_filter,stop)
if rec['abstract']:
word_count+=abstract_export(rec['abstract'],outfile,punct_filter,stop)
print('writing record : '+ str(ind))
ind+=1
print('Corpus Generated with '+ str(word_count) +' words')
writing record : 0
writing record : 1
writing record : 2
writing record : 3
writing record : 4
writing record : 5
writing record : 6
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Corpus Generated with 578897 words
In [41]:
import re
def abstract_export(string,outfile,punct_filter,stopwords):
#remove sentences with less than 5 words
#remove words which are just numbers
wc = 0
sentences = string.split(u'. ')
for s in sentences:
s = s.lower()
s = s.translate(punct_filter).rstrip(u'\n')
stop_filtered = [i for i in s.split() if i not in stopwords]
export = u' '.join(stop_filtered)
export = re.sub(r"\b\d+\b", "", export)
re_split = export.split()
if (len(re_split))>6:
export = ' '.join(re_split+u'\n'
outfile.write(export)
wc+=len(re_split)
return wc
systemic sclerosis ssc connective tissue disease unknown aetiology characterized fibrosis skin internal organs vascular abnormalities humoral autoimmunity
systemic sclerosis ssc connective tissue disease unknown aetiology characterized fibrosis skin internal organs vascular abnormalities humoral autoimmunity
strong cell dependent autoantibody hla associations found ssc subsets
strong cell dependent autoantibody hla associations found ssc subsets
co stimulatory molecule cd86 expressed antigen presenting cells plays crucial role priming naïve lymphocytes
co stimulatory molecule cd86 expressed antigen presenting cells plays crucial role priming naïve lymphocytes
hypothesized ssc one disease subsets could associated single nucleotide polymorphisms cd86 gene
hypothesized ssc one disease subsets could associated single nucleotide polymorphisms cd86 gene
using sequence specific primer polymerase chain reaction ssp pcr methodology assessed four cd86 polymorphisms 221 patients ssc 227 healthy control subjects uk
using sequence specific primer polymerase chain reaction ssp pcr methodology assessed four cd86 polymorphisms patients ssc healthy control subjects uk
haplotypes constructed inference confirmed using phase algorithm
haplotypes constructed inference confirmed using phase algorithm
found strong association ssc specific haplotype haplotype 5 prevalent patients controls 29 vs 15 2 3 chi 2 12 p 0 0005
found strong association ssc specific haplotype haplotype prevalent patients controls vs chi p
association could attributed novel 3479 promoter polymorphism significant difference observed distribution cd86 3479 g allele patients ssc compared controls 43 7 vs
association could attributed novel promoter polymorphism significant difference observed distribution cd86 g allele patients ssc compared controls vs
32 4 1 7 chi 2 12 1 p 0 0005
chi p
transfac analyses suggest cd86 3479t allele contains putative gata tbp sites whereas g allele
transfac analyses suggest cd86 3479t allele contains putative gata tbp sites whereas g allele
assessed relative dna protein binding activity 3479 polymorphism vitro using electromobility gel shift assays emsa showed 3479g allele less binding affinity compared allele nuclear proteins
assessed relative dna protein binding activity polymorphism vitro using electromobility gel shift assays emsa showed 3479g allele less binding affinity compared allele nuclear proteins
findings highlight importance co stimulatory pathways ssc pathogenesis
findings highlight importance co stimulatory pathways ssc pathogenesis
Out[41]:
8
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Content source: patrick-s-h-lewis/BathSim
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