Asynchronous high-concurrency citation crawler, use with caution!
异步高并发引文数据爬虫,慎用
Only support Semantic Scholar currently.
目前支持从Semantic Scholar上爬references和citations
Crawl papers based on BFS(Breath First Search) from the citation network and connect them into an undirected graph. Each edge is a paper, each node is an author.
基于广度优先搜索爬引文数据并将其组织为无向图。图的节点是文章,边是引用关系
Neo4J output compatible with dblp-crawler
Neo4J形式的输出和dblp-crawler兼容,可以自动识别相同paper不产生重复节点,并可以匹配数据库中已记录的作者,从而为新加入数据库的paper连接作者
pip install citation-crawler
python -m citation_crawler -h
usage: __main__.py [-h] [-y YEAR] [-l LIMIT] -k KEYWORD [-p PID] [-a AID] {networkx,neo4j} ...
positional arguments:
{networkx,neo4j} sub-command help
networkx Write results to a json file.
neo4j Write result to neo4j database
optional arguments:
-h, --help show this help message and exit
-y YEAR, --year YEAR Only crawl the paper after the specified year.
-l LIMIT, --limit LIMIT
Limitation of BFS depth.
-k KEYWORD, --keyword KEYWORD
Specify keyword rules.
-p PID, --pid PID Specified a list of paperId to start crawling.
-a AID, --aid AID Specified a list of authorId to start crawling.
python -m citation_crawler networkx -h
usage: __main__.py networkx [-h] --dest DEST
optional arguments:
-h, --help show this help message and exit
--dest DEST Path to write results.
python -m citation_crawler neo4j -h
usage: __main__.py neo4j [-h] [--auth AUTH] --uri URI
optional arguments:
-h, --help show this help message and exit
--username USERNAME Auth username to neo4j database.
--password PASSWORD Auth password to neo4j database.
--uri URI URI to neo4j database.
CITATION_CRAWLER_MAX_CACHE_DAYS_AUTHORS
:- save cache for a paper authors page (to get authors of a published paper) for how many days
- default:
-1
(cache forever, since authors of a paper are not likely to change)
CITATION_CRAWLER_MAX_CACHE_DAYS_REFERENCES
:- save cache for a reference page (to get references of a published paper) for how many days
- default:
-1
(cache forever, since references of a paper are not likely to change)
CITATION_CRAWLER_MAX_CACHE_DAYS_CITATIONS
- save cache for a citation page (to get citations of a published paper) for how many days
- default:
7
(citations of a paper may change frequently)
CITATION_CRAWLER_MAX_CACHE_DAYS_PAPER
- save cache for a paper detail page (to get details of a paper) for how many days
- default:
-1
(cache forever, since detailed information of a published paper are not likely to change)
CITATION_CRAWLER_MAX_CACHE_DAYS_INIT_AUTHOR
- save cache for an author page (to init papers from specified author by
-a
) for how many days - default:
7
(author may publish frequently)
- save cache for an author page (to init papers from specified author by
HTTP_PROXY
- Set it
http://your_user:your_password@your_proxy_url:your_proxy_port
if you want to use proxy
- Set it
HTTP_TIMEOUT
- Timeout for each http request, in seconds
HTTP_CONCORRENT
- Concurrent HTTP requests
- default:
8
HTTP_HEADERS
- Headers for HTTP requests
- default:
None
HTTP_SLEEP
- Sleep after request (in seconds)
- default:
0
e.g. write to summary.json
:
python -m citation_crawler -k video -k edge -p 27d5dc70280c8628f181a7f8881912025f808256 -a 1681457 networkx --dest summary.json
{
"nodes": {
"<paperId of a paper in Semantic Scholar>": {
"paperId": "<paperId of this paper in Semantic Scholar>",
"dblp_key": "<dblp id of this paper>",
"title": "<title of this paper>",
"year": "int <publish year of this paper>",
"doi": "<doi of this paper>",
"authors": [
{
"authorId": "<authorId of this person in Semantic Scholar>",
"name": "<name of this person>",
"dblp_name": [
"<disambiguation name of this person in dblp>",
"<disambiguation name of this person in dblp>",
"<disambiguation name of this person in dblp>",
"......"
]
},
{ ...... },
{ ...... },
......
]
},
"<paperId of a paper in Semantic Scholar>": { ...... },
"<paperId of a paper in Semantic Scholar>": { ...... },
......
},
"edges": [
[
"<paperId of a paper in Semantic Scholar>",
"<paperId of a reference in the above paper>"
],
[ ...... ],
[ ...... ],
......
]
docker pull neo4j
docker run --rm -it -p 7474:7474 -p 7687:7687 -v $(pwd)save/neo4j:/data -e NEO4J_AUTH=none neo4j
e.g. write to neo4j://localhost:7687
:
python -m dblp_crawler -k video -k edge -p 27d5dc70280c8628f181a7f8881912025f808256 -a 1681457 neo4j --uri neo4j://localhost:7687
Without index, NEO4J query will be very very slow. So before you start, you should add some index:
CREATE TEXT INDEX publication_title_hash_text_index FOR (p:Publication) ON (p.title_hash);
CREATE INDEX publication_title_hash_index FOR (p:Publication) ON (p.title_hash);
CREATE INDEX publication_dblp_key_index FOR (p:Publication) ON (p.dblp_key);
CREATE INDEX publication_paper_id_index FOR (p:Publication) ON (p.paperId);
CREATE INDEX person_author_id_index FOR (p:Person) ON (p.authorId);
CREATE INDEX person_dblp_pid_index FOR (p:Person) ON (p.dblp_pid);
python -m dblp_crawler -k video -k edge -a "importlib.import_module('citation_crawler.init').papers_in_neo4j('neo4j://localhost:7687')" neo4j --uri neo4j://localhost:7687
python -m dblp_crawler -k video -k edge -p "importlib.import_module('citation_crawler.init').authors_in_neo4j('neo4j://localhost:7687')" neo4j --uri neo4j://localhost:7687
importlib.import_module
is flexible, you can import your own variables through this.