I have a spider to crawl course_tal which has a pipeline to save two types of items:
moocs.csv which contains the course data. moocs_review.csv which contains the reviews data.
This is the spider code I have:
import scrapy
from scrapy import Request
from scrapy.loader import ItemLoader
from urlparse import urljoin
from moocs.items import MoocsItem,MoocsReviewItem
class MoocsSpiderSpider(scrapy.Spider):
name = "moocs_spider"
#allowed_domains = ["https://www.coursetalk.com/subjects/data-science/courses"]
start_urls = (
'https://www.coursetalk.com/subjects/data-science/courses',
)
def parse(self, response):
courses_xpath = '//*[@class="course-listing-card"]//a[contains(@href, "/courses/")]/@href'
courses_url = [urljoin(response.url,relative_url) for relative_url in response.xpath(courses_xpath).extract()]
for course_url in courses_url[0:3]:
print course_url
yield Request(url=course_url, callback=self.parse_reviews)
next_page_url = response.xpath('//*[@class="js-course-pagination"]//a[contains(@aria-label,"Next")]/@href').extract()
yield Request(url=next_page_url, callback=self.parse)
def parse_reviews(self, response):
#print response.body
l = ItemLoader(item=MoocsItem(), response=response)
l.add_xpath('course_title', '//*[@class="course-header-ng__main-info__name__title"]//text()')
l.add_xpath('course_description', '//*[@class="course-info__description"]//p/text()')
l.add_xpath('course_instructors', '//*[@class="course-info__instructors__names"]//text()')
l.add_xpath('course_key_concepts', '//*[@class="key-concepts__labels"]//text()')
l.add_value('course_link', response.url)
l.add_value('course_provider', response.url)
l.add_xpath('course_cost', '//*[@class="course-details-panel__course-cost"]//text()')
l.add_xpath('university', '//*[@class="course-info__school__name"]//text()[2]')
#'//*[@class="course-info__school__name"]'
item = l.load_item()
for review in response.xpath('//*[@class="review-body"]'):
r = ItemLoader(item=MoocsReviewItem(), response=response, selector=review)
r.add_value('course_title', item['course_title'])
r.add_xpath('review_body', './/div[@class="review-body__content"]//text()')
r.add_xpath('course_stage', './/*[@class="review-body-info__course-stage--completed"]//text()')
r.add_xpath('user_name', './/*[@class="review-body__username"]//text()')
r.add_xpath('review_date', './/*[@itemprop="datePublished"]/@datetime')
r.add_xpath('score', './/*[@class="sr-only"]//text()')
yield r.load_item()
yield item
Which goes to each course page and save the details into the corresponding item. I'm getting the pagination here:
next_page_url = response.xpath('//*[@class="js-course-pagination"]//a[contains(@aria-label,"Next")]/@href').extract()
The spider goes to next pages but the result is not saved in the output file.
I'm guessing the problem is in the pipeline, where the files are created:
class MultiCSVItemPipeline(object):
CSVDir = '/moocs/scripts/moocs/moocs/'
SaveTypes = ['moocs','moocsreview']
def __init__(self):
dispatcher.connect(self.spider_opened, signal=signals.spider_opened)
dispatcher.connect(self.spider_closed, signal=signals.spider_closed)
def spider_opened(self, spider):
self.files = dict([ (name, open(CSVDir+name+'.csv','w+b')) for name in self.SaveTypes ])
self.exporters = dict([ (name,CsvItemExporter(self.files[name])) for name in self.SaveTypes])
[e.start_exporting() for e in self.exporters.values()]
def spider_closed(self, spider):
[e.finish_exporting() for e in self.exporters.values()]
[f.close() for f in self.files.values()]
def process_item(self, item, spider):
what = item_type(item)
if what in set(self.SaveTypes):
self.exporters[what].export_item(item)
return item
Are you sure the spider is doing the pagination properly?
When you do this:
next_page_url = response.xpath('//*[@class="js-course-pagination"]//a[contains(@aria-label,"Next")]/@href').extract()
extract()
returns a list of results that you are then passing into the url
parameter of the Request
:
yield Request(url=next_page_url, callback=self.parse)
But url
must be a string or unicode value, so, doing that will generate the following error:
TypeError: Request url must be str or unicode, got list:
It can be solved by using the extract_first()
method, and I would also check that the value is not None:
next_page_url = response.xpath('//*[@class="js-course-pagination"]//a[contains(@aria-label,"Next")]/@href').extract_first()
if next_page_url:
yield Request(url=next_page_url) # parse is the callback by default
Please, try this and tell me if it solved your problem