异步高并发citation爬虫,慎用
Project description
citation-crawler
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
Install
pip install citation-crawler
Usage
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
--auth AUTH Auth to neo4j database.
--uri URI URI to neo4j database.
Config environment variables
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_CONCORRENT
- Concurrent HTTP requests
- default:
8
Write to a JSON file
e.g. write to summary.json
:
python -m citation_crawler -k video -k edge -p 27d5dc70280c8628f181a7f8881912025f808256 -a 1681457 networkx --dest summary.json
JSON format
{
"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>"
],
[ ...... ],
[ ...... ],
......
]
Write to a Neo4J database
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
Get initial paper list or author list from a Neo4J database
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.
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