DBLP实验数据集处理

DBLP介绍

XML数据格式

解析XML

DBLP介绍

DBLP是计算机领域的英文文献数据库，收录了国际期刊和会议等公开发表的论文。DBLP没有提供对中文文献的收录和检索功能，国内类似的权威期刊及重要会议论文集成检索系统有C-DBLP。DBLP是德国特里尔大学的Michael Ley负责开发和维护。它提供计算机领域科学文献的搜索服务，但只储存这些文献的相关元数据，如标题，作者，发表日期等，并使用XML存储元数据。

DBLP数据广泛用于学术研究，如作者主题分析、社区发现、关系推荐、链接预测、作者影响力分析、学术热点研究等。在学术界声誉很高，很多论文及实验都是基于DBLP的。而且更新也很快，每个月初更新一次XML文件，截止至2016.04.12，共收录了330万+的论文、170万+的学者。

XML数据格式

<inproceedings mdate="2012-09-18" key="persons/Codd74">
<author>E. F. Codd</author>
<title>Seven Steps to Rendezvous with the Casual User.</title>
<year>1974</year>
<booktitle>IFIP Working Conference Data Base Management</booktitle>
<url>db/conf/ds/dbm74.html#Codd74</url>
<note>IBM Research Report RJ 1333, San Jose, California</note>
</inproceedings>
<article mdate="2002-01-03" key="persons/Codd69">
<author>E. F. Codd</author>
<title>Derivability, Redundancy and Consistency of Relations Stored in Large Data Banks.</title>
<journal>IBM Research Report, San Jose, California</journal>
<year>1969</year>
<ee>db/labs/ibm/RJ599.html</ee>
</article>

XML的头文件编码方式是 ISO-8859-1 (“Latin-1”) ，但是文件中的内容的都是ASCII字符，其中拉丁字符被转换成对应的实体，如é表示为& eacute; 。包含类型：article、inproceedings、proceedings、book、incollection、phdthesis、mastersthesis、www。

XML具体介绍可参考【官文的PDF】【DBLP XML数据下载地址】

本文介绍将XML解析出来，然后保存到mysql数据库。

mysql存储数据的表结构：

CREATE TABLE if not exists paper(
id int(11) NOT NULL,
ptag varchar(64) default NULL,
title varchar(512) default NULL,
author varchar(256) default NULL,
subtag varchar(64) default NULL,
sub_detail varchar(512) default NULL,
pyear int(11) default NULL,
url varchar(256) default NULL,
mdate varchar(32) default NULL,
pkey varchar(256) default NULL,
publtype varchar(256) default NULL
)

解析XML

#!/usr/bin/python
# -*- coding: UTF-8 -*-

import os,sys
import xml.sax
import re
import mysql_util
from mysql_util import mysqlutil
import MySQLdb

reload(sys)
sys.setdefaultencoding('utf-8')

#paper_tags = ('article','inproceedings','proceedings','book', 'incollection','phdthesis','mastersthesis','www')
paper_tags = ('article','inproceedings') ## only parse these tags
sub_tags = ('publisher', 'journal', 'booktitle')

class MovieHandler(xml.sax.ContentHandler):
def __init__(self):
self.id = 1
self.kv = {}
self.reset()
self.util = mysqlutil()
self.params = []
self.batch_len = 10

def reset(self):
self.curtag = None
self.pid = None
self.ptag = None
self.title = None
self.author = None
self.tag = None
self.subtag = None
self.subtext = None
self.year = None
self.url = None
self.mdate = None
self.key = None
self.publtype = None
self.kv = {}

#元素开始事件处理
def startElement(self, tag, attributes):
if tag is not None and len(tag.strip()) > 0:
self.curtag = tag

if tag in paper_tags:
self.reset()
self.pid = self.id
self.kv['ptag'] = str(tag)
self.kv['id'] = self.id
self.id += 1

if attributes.has_key('key'):
self.key = str(attributes['key'])

if attributes.has_key('mdate'):
self.mdate = str(attributes['mdate'])

if attributes.has_key('publtype'):
self.publtype = str(attributes['publtype'])
elif tag in sub_tags:
self.kv['sub_tag'] = str(tag)

# 元素结束事件处理
def endElement(self, tag):
if tag == 'title':
self.kv['title'] = str(self.title)

elif tag == 'author':
self.author = re.sub(' ','_', str(self.author))
if self.kv.has_key('author') == False:
self.kv['author'] = []
self.kv['author'].append(str(self.author))
else:
self.kv['author'].append(str(self.author))

elif tag in sub_tags:
self.kv['sub_detail'] = str(self.subtext)

elif tag == 'url':
self.kv['url'] = str(self.url)

elif tag == 'year':
self.kv['year'] = str(self.year)

elif tag in paper_tags:
tid = int(self.kv['id']) if self.kv.has_key('id') else 0
ptag = self.kv['ptag'] if self.kv.has_key('ptag') else 'NULL'

try:
title = self.kv['title'] if self.kv.has_key('title') else 'NULL'
except Exception, e:
title = ''
author = self.kv['author'] if self.kv.has_key('author') else 'NULL'
author = ','.join(author) if author is not None else 'NULL'
subtag = self.kv['subtag'] if self.kv.has_key('subtag') else 'NULL'
sub_detail = self.kv['sub_detail'] if self.kv.has_key('sub_detail') else 'NULL'
year = self.kv['year'] if self.kv.has_key('year') else 0
url = self.kv['url'] if self.kv.has_key('url') else 'NULL'
mdate = self.kv['mdate'] if self.kv.has_key('mdate') else 'NULL'
pkey = self.kv['pkey'] if self.kv.has_key('pkey') else 'NULL'
publtype = self.kv['publtype'] if self.kv.has_key('publtype') else 'NULL'
param = (str(tid), ptag, title, author, subtag, sub_detail, year, url, mdate, pkey, publtype)

# 只抽取其中的会议论文
if url.find('db/conf') >= 0:
self.params.append(param)

if len(self.params) % self.batch_len == 0:
print len(self.params)
sql = "insert into paper_conf(id, ptag, title, author, subtag, sub_detail, year, url, mdate, pkey, publtype) values(%s,%s,%s,%s,%s,%s,%s,%s,%s,%s,%s)"
self.util.execute_sql_params(sql, self.params)
self.params = []

# 内容事件处理
def characters(self, content):
if self.curtag == "title":
self.title = content.strip()
elif self.curtag == "author":
self.author = content.strip()
elif self.curtag in sub_tags:
self.subtext = content.strip()
elif self.curtag == "year":
self.year = content.strip()
elif self.curtag == "url":
self.url = content.strip()

## python parser.py dblp-2015-03-02.xml
if __name__ == "__main__":

filename = 'test.xml'
if len(sys.argv) == 2:
filename = sys.argv[1]

if os.path.exists(filename) == False:
print '[%s] not exists!' % filename
exit(1)

# 创建一个 XMLReader
parser = xml.sax.make_parser()

# turn off namepsaces
parser.setFeature(xml.sax.handler.feature_namespaces, 0)

# 重写 ContextHandler
Handler = MovieHandler()
parser.setContentHandler( Handler )

parser.parse(filename)
print 'Parser Complete!'

整个代码：【下载地址， 访问密码：ff52】

共有如下文件：

create_table.sql：创建dblp数据表

parser.py：解析xml–>mysql数据库

mysql_util：连接mysql

gen_data.py：从mysql数据库抽取部分相关的数据

porter_stemmer.py：对文本进行词干化处理

声明：本文仅对相关数据集进行说明，并提供相应的链接，如需转载，请注明本文链接：/article/7727495.html