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Fourmi/FourmiCrawler/sources/ChemSpider.py

243 lines
9.9 KiB
Python

import re
from scrapy import log
from scrapy.http import Request
from scrapy.selector import Selector
from source import Source
from FourmiCrawler.items import Result
# [TODO] - Maybe clean up usage of '.extract()[0]', because of possible IndexError exception.
# [TODO] - Add checks at search request and extendedCompoundInfo on whether the token was valid or not
class ChemSpider(Source):
"""ChemSpider scraper for synonyms and properties
This parser will manage searching for chemicals through the
ChemsSpider API, and parsing the resulting ChemSpider page.
The token required for the API should be in a configuration file
somewhere.
"""
website = 'http://www.chemspider.com/*'
search = 'Search.asmx/SimpleSearch?query=%s&token='
structure = 'Chemical-Structure.%s.html'
extendedinfo = 'MassSpecAPI.asmx/GetExtendedCompoundInfo?csid=%s&token='
cfg = {}
ignore_list = []
def __init__(self, config={}):
Source.__init__(self, config)
self.cfg = config
if 'reliability' not in self.cfg:
log.msg('Reliability not set for ChemSpider', level=log.WARNING)
self.cfg['reliability'] = ''
if 'token' not in self.cfg or self.cfg['token'] == '':
log.msg('ChemSpider token not set or empty, search/MassSpec API '
'not available', level=log.WARNING)
self.cfg['token'] = ''
self.search += self.cfg['token']
self.extendedinfo += self.cfg['token']
def parse(self, response):
sel = Selector(response)
requests = []
requests_synonyms = self.parse_synonyms(sel)
requests.extend(requests_synonyms)
requests_properties = self.parse_properties(sel)
requests.extend(requests_properties)
return requests
def parse_properties(self, sel):
"""scrape Experimental Data and Predicted ACD/Labs tabs"""
properties = []
# Predicted - ACD/Labs tab
td_list = sel.xpath('.//table[@id="acdlabs-table"]//td').xpath(
'normalize-space(string())')
prop_names = td_list[::2]
prop_values = td_list[1::2]
for (prop_name, prop_value) in zip(prop_names, prop_values):
# [:-1] is to remove the colon at the end, [TODO] - test for colon
prop_name = prop_name.extract().encode('utf-8')[:-1]
prop_value = prop_value.extract().encode('utf-8')
prop_conditions = ''
# Test for properties without values, with one hardcoded exception
if not re.match(r'^\d', prop_value) or (prop_name == 'Polarizability' and prop_value == '10-24cm3'):
continue
# Match for condition in parentheses
m = re.match(r'(.*) \((.*)\)', prop_name)
if m:
prop_name = m.group(1)
prop_conditions = m.group(2)
# Match for condition in value seperated by an 'at'
m = re.match(r'(.*) at (.*)', prop_value)
if m:
prop_value = m.group(1)
prop_conditions = m.group(2)
new_prop = self.newresult(
attribute=prop_name,
value=prop_value,
source='ChemSpider Predicted - ACD/Labs Tab',
conditions=prop_conditions
)
properties.append(new_prop)
log.msg('CS prop: |%s| |%s| |%s|' %
(new_prop['attribute'], new_prop['value'], new_prop['source']),
level=log.DEBUG)
# Experimental Data Tab, Physico-chemical properties in particular
scraped_list = sel.xpath('.//li[span="Experimental Physico-chemical '
'Properties"]//li/table/tr/td')
if not scraped_list:
return properties
# Format is: property name followed by a list of values
property_name = scraped_list.pop(0).xpath(
'span/text()').extract()[0].rstrip()
for line in scraped_list:
if line.xpath('span/text()'):
property_name = line.xpath('span/text()').extract()[0].rstrip()
else:
new_prop = self.newresult(
attribute=property_name[:-1],
value=line.xpath('text()').extract()[0].rstrip(),
source=line.xpath('strong/text()').extract()[0].rstrip(),
)
properties.append(new_prop)
log.msg('CS prop: |%s| |%s| |%s|' %
(new_prop['attribute'], new_prop['value'],
new_prop['source']), level=log.DEBUG)
return properties
def parse_synonyms(self, sel):
"""Scrape list of Names and Identifiers"""
requests = []
synonyms = []
# Exact type for this is unknown, but equivalent to Validated by Expert
for syn in sel.xpath('//p[@class="syn"][span[@class="synonym_cn"]]'):
name = syn.xpath('span[@class="synonym_cn"]/text()').extract()[0]
synonyms.append(self.new_synonym(syn, name, 'expert'))
# These synonyms are labeled by ChemSpider as "Validated by Experts"
for syn in sel.xpath('//p[@class="syn"][strong]'):
name = syn.xpath('strong/text()').extract()[0]
synonyms.append(self.new_synonym(syn, name, 'expert'))
# These synonyms are labeled by ChemSpider as "Validated by Users"
for syn in sel.xpath(
'//p[@class="syn"][span[@class="synonym_confirmed"]]'):
name = syn.xpath(
'span[@class="synonym_confirmed"]/text()').extract()[0]
synonyms.append(self.new_synonym(syn, name, 'user'))
# These syonyms are labeled as "Non-validated" and assumed unreliable
for syn in sel.xpath('//p[@class="syn"][span[@class=""]]'):
name = syn.xpath('span[@class=""]/text()').extract()[0]
synonyms.append(self.new_synonym(syn, name, 'nonvalidated'))
# [TODO] - confirm if English User-Validated synonyms are OK too
for syn in synonyms:
if syn['category'] == 'expert' and syn['language'] == 'English':
log.msg('CS emit synonym: %s' % syn['name'], level=log.DEBUG)
self._spider.get_synonym_requests(syn['name'])
return requests
def new_synonym(self, sel, name, category):
"""Scrape for a single synonym at a given HTML tag"""
self.ignore_list.append(name)
language = sel.xpath('span[@class="synonym_language"]/text()')
if language:
# The [1:-1] is to remove brackets around the language name
language = language.extract()[0][1:-1]
else:
# If language is not given, English is assumed, [TODO] - confirm
language = 'English'
log.msg('CS synonym: %s (%s) (%s)' % (name, category, language),
level=log.DEBUG)
references = []
# A synonym can have multiple references, each optionally with link
for ref in sel.xpath('span[@class="synonym_ref"]'):
refname = ref.xpath('normalize-space(string())')
references.append({
'name': refname.extract()[0][1:-1],
'URI': ''
})
for ref in sel.xpath('a[@class="synonym_ref"]'):
references.append({
'name': ref.xpath('@title').extract()[0],
'URI': ref.xpath('@href').extract()[0]
})
for ref in references:
log.msg('CS synonym ref: %s %s' % (ref['name'], ref['URI']),
level=log.DEBUG)
synonym = {
'name': name,
'category': category,
'language': language,
'references': references
}
return synonym
@staticmethod
def parse_extendedinfo(response):
"""Scrape data from the ChemSpider GetExtendedCompoundInfo API"""
sel = Selector(response)
properties = []
names = sel.xpath('*').xpath('name()').extract()
values = sel.xpath('*').xpath('text()').extract()
for (name, value) in zip(names, values):
result = self.newresult(
attribute=name,
value=value, # These values have no unit!
source='ChemSpider ExtendedCompoundInfo',
)
if result['value']:
properties.append(result)
return properties
def newresult(self, attribute, value, conditions='', source='ChemSpider'):
return Result({
'attribute': attribute,
'value': value,
'source': source,
'reliability': self.cfg['reliability'],
'conditions': conditions
})
def parse_searchrequest(self, response):
"""Parse the initial response of the ChemSpider Search API """
sel = Selector(response)
log.msg('chemspider parse_searchrequest', level=log.DEBUG)
sel.register_namespace('cs', 'http://www.chemspider.com/')
csids = sel.xpath('.//cs:int/text()').extract()
if len(csids) == 0:
log.msg('ChemSpider found nothing', level=log.ERROR)
return
elif len(csids) > 1:
log.msg('ChemSpider found multiple substances, taking first '
'element', level=log.DEBUG)
csid = csids[0]
structure_url = self.website[:-1] + self.structure % csid
extendedinfo_url = self.website[:-1] + self.extendedinfo % csid
log.msg('chemspider URL: %s' % structure_url, level=log.DEBUG)
return [Request(url=structure_url,
callback=self.parse),
Request(url=extendedinfo_url,
callback=self.parse_extendedinfo)]
def new_compound_request(self, compound):
if compound in self.ignore_list or self.cfg['token'] == '':
return None
searchurl = self.website[:-1] + self.search % compound
log.msg('chemspider compound', level=log.DEBUG)
return Request(url=searchurl, callback=self.parse_searchrequest)