crawler_基于块儿统计正文抽取_改进版

时间:2023-03-09 02:29:00
crawler_基于块儿统计正文抽取_改进版

在线查看效果:http://tool.haoshuju.cn/

crawler_基于块儿统计正文抽取_改进版

import java.util.ArrayList;
import java.util.Arrays;
import java.util.List;
import java.util.regex.Pattern; /**
* <p>
* 在线性时间内抽取主题类(新闻、博客等)网页的正文。 采用了<b>基于行块分布函数</b>的方法,为保持通用性没有针对特定网站编写规则。
* </p>
*
* @author Chen Xin(xchen@ir.hit.edu.cn) Created on 2009-1-11 Updated on
* 2010-08-09
* @note cphmvp 优化性能提速三倍,优化列表页中含其它标签识别 2014-6-5 11:53:33
*/
public class TextExtract { private List<String> lines;
private final static int blocksWidth = 3;
private int threshold;
private String html;
private boolean flag;
private int start;
private int end;
private StringBuilder text;
private ArrayList<Integer> indexDistribution; public TextExtract() {
lines = new ArrayList<String>();
indexDistribution = new ArrayList<Integer>();
text = new StringBuilder();
flag = false;
/* 当待抽取的网页正文中遇到成块的新闻标题未剔除时,只要增大此阈值即可。 */
/* 阈值增大,准确率提升,召回率下降;值变小,噪声会大,但可以保证抽到只有一句话的正文 */
threshold = -1;
} /**
* 抽取网页正文,不判断该网页是否是目录型。即已知传入的肯定是可以抽取正文的主题类网页。
*
* @param _html
* 网页HTML字符串
*
* @return 网页正文string
*/
public String parse(String _html) {
return parse(_html, false);
} /**
* 判断传入HTML,若是主题类网页,则抽取正文;否则输出<b>"unkown"</b>。
*
* @param _html
* 网页HTML字符串
* @param _flag
* true进行主题类判断, 省略此参数则默认为false
*
* @return 网页正文string<br/>
* @note 2014年6月4日11:55:51 修复图片标签空格处理 cphmvp
*/
public String parse(String _html, boolean _flag) {
flag = _flag;
html = _html;
html = preProcess(html);
// System.out.println(html);
return getText().replaceAll("imgsrc=", "img src=");
} private static int FREQUENT_URL = 30;
private static Pattern links = Pattern
.compile(
"<[aA]\\s+[Hh][Rr][Ee][Ff]=[\"|\']?([^>\"\' ]+)[\"|\']?\\s*[^>]*>([^>]+)</a>(\\s*.{0,"
+ FREQUENT_URL
+ "}\\s*<a\\s+href=[\"|\']?([^>\"\' ]+)[\"|\']?\\s*[^>]*>([^>]+)</[aA]>){2,100}",
Pattern.DOTALL); private static String preProcess(String source) { source = source.replaceAll("(?is)<!DOCTYPE.*?>", "");
source = source.replaceAll("(?is)<!--.*?-->", ""); // remove html
// comment
source = source.replaceAll("(?is)<script.*?>.*?</script>", ""); // remove
// javascript
source = source.replaceAll("(?is)<style.*?>.*?</style>", ""); // remove
// css
source = source.replaceAll("&.{2,5};|&#.{2,5};", " "); // remove special
// char // 剔除连续成片的超链接文本(认为是,广告或噪音),超链接多藏于span中
source = source.replaceAll("<[sS][pP][aA][nN].*?>", "");
source = source.replaceAll("</[sS][pP][aA][nN]>", ""); // int len = source.length();
// while ((source = links.matcher(source).replaceAll("")).length() !=
// len) {
// len = source.length();
// }
// ;
// 提升性能三倍 cphmvp
source = source.replaceAll(" ", "");
// [\\s\\S]{0,30} 用以表示a之间的间隙容忍度
String regex = "<[a|A][^>]*?>[^>]+</[a|A]>(?:\\s*[\\s\\S]{0,30}\\s*<[a|A][^>]*?>[^>]+</[a|A]>){2,100}";
source = source.replaceAll(regex, "");
// continue; // source = links.matcher(source).replaceAll(""); // 防止html中在<>中包括大于号的判断
source = source.replaceAll("<[^>'\"]*['\"].*['\"].*?>", ""); source = source.replaceAll("<.*?>", "");
source = source.replaceAll("<.*?>", "");
source = source.replaceAll("\r\n", "\n"); return source; } private String getText() {
lines = Arrays.asList(html.split("\n"));
indexDistribution.clear(); int empty = 0;// 空行的数量
for (int i = 0; i < lines.size() - blocksWidth; i++) { if (lines.get(i).length() == 0) {
empty++;
} int wordsNum = 0;
for (int j = i; j < i + blocksWidth; j++) {
lines.set(j, lines.get(j).replaceAll("\\s+", ""));
wordsNum += lines.get(j).length();
}
indexDistribution.add(wordsNum);
// System.out.println(wordsNum);
}
int sum = 0; for (int i = 0; i < indexDistribution.size(); i++) {
sum += indexDistribution.get(i);
}
// 正文全部script情况,抽取不到正文
if (indexDistribution.size() == 0)
return "";
threshold = Math.min(100, (sum / indexDistribution.size()) << (empty
/ (lines.size() - empty) >>> 1));
threshold = Math.max(50, threshold); start = -1;
end = -1;
boolean boolstart = false, boolend = false;
boolean firstMatch = true;// 前面的标题块往往比较小,应该减小与它匹配的阈值
text.setLength(0); StringBuilder buffer = new StringBuilder();
for (int i = 0; i < indexDistribution.size() - 1; i++) { if (firstMatch && !boolstart) {
if (indexDistribution.get(i) > (threshold / 2) && !boolstart) {
if (indexDistribution.get(i + 1).intValue() != 0
|| indexDistribution.get(i + 2).intValue() != 0) {
firstMatch = false;
boolstart = true;
start = i;
continue;
}
} }
if (indexDistribution.get(i) > threshold && !boolstart) {
if (indexDistribution.get(i + 1).intValue() != 0
|| indexDistribution.get(i + 2).intValue() != 0
|| indexDistribution.get(i + 3).intValue() != 0) {
boolstart = true;
start = i;
continue;
}
}
if (boolstart) {
if (indexDistribution.get(i).intValue() == 0
|| indexDistribution.get(i + 1).intValue() == 0) {
end = i;
boolend = true;
}
} if (boolend) {
buffer.setLength(0);
// System.out.println(start+1 + "\t\t" + end+1);
for (int ii = start; ii <= end; ii++) {
if (lines.get(ii).length() < 5)
continue;
buffer.append(lines.get(ii) + "\n");
}
String str = buffer.toString();
// System.out.println(str);
if (str.contains("Copyright") || str.contains("版权所有"))
continue;
text.append(str);
boolstart = boolend = false;
}
} if (start > end) {
buffer.setLength(0);
int size_1 = lines.size() - 1;
for (int ii = start; ii <= size_1; ii++) {
if (lines.get(ii).length() < 5)
continue;
buffer.append(lines.get(ii) + "\n");
}
String str = buffer.toString();
// System.out.println(str);
if ((!str.contains("Copyright")) || (!str.contains("版权所有"))) {
text.append(str);
}
} return text.toString();
} public static void main(String[] args) {
System.out.println("===============");
String s = "<img class='fit-image' onload='javascript:if(this.width>498)this.width=498;' />hello";
// source = source.replaceAll("<[^'\"]*['\"].*['\"].*?>", "");
System.out.println(TextExtract.preProcess(s));
}
}