python版 html正文提取(CEPF)

python 复制代码
from selectolax.parser import *
import math



class CountInfo:
    def __init__(self):
        self.textCount = 0
        self.linkTextCount = 0
        self.tagCount = 0
        self.linkTagCount = 0
        self.density = 0
        self.densitySum = 0
        self.score = 0
        self.pCount = 0
        self.leafList = []

    def __str__(self) -> str:
        return f"textCount: {self.textCount}, linkTextCount: {self.linkTextCount}, tagCount: {self.tagCount}, linkTagCount: {self.linkTagCount}, density: {self.density}, densitySum: {self.densitySum}, score: {self.score}, pCount: {self.pCount}, leafList: {self.leafList}"


class ContentExtractor:

    def __init__(self):
        pass

    def reload(self, content):
        self.doc = HTMLParser(content)
        self.infoMap = []

    def clear(self):
        tags = ["script", "noscript", "style", "iframe", "br"]
        self.doc.strip_tags(tags)

    def computeInfo(self, node):
        if node.tag != "-text":
            countInfo = CountInfo()
            for child_node in node.iter(include_text=True):
                childCountInfo = self.computeInfo(child_node)
                countInfo.textCount += childCountInfo.textCount
                countInfo.linkTextCount += childCountInfo.linkTextCount
                countInfo.tagCount += childCountInfo.tagCount
                countInfo.linkTagCount += childCountInfo.linkTagCount
                countInfo.leafList.extend(childCountInfo.leafList)
                countInfo.densitySum += childCountInfo.density
                countInfo.pCount += childCountInfo.pCount
            countInfo.tagCount += 1
            tagname = node.tag
            if tagname == "a":
                countInfo.linkTextCount = countInfo.textCount
                countInfo.linkTagCount += 1
            elif tagname == "p":
                countInfo.pCount += 1

            pureLen = countInfo.textCount - countInfo.linkTextCount
            tag_len = countInfo.tagCount - countInfo.linkTagCount

            if pureLen == 0 or tag_len == 0:
                countInfo.density = 0
            else:
                countInfo.density = pureLen / tag_len

            self.infoMap.append({"node": node, "countInfo": countInfo})
            return countInfo
        else:
            countInfo = CountInfo()
            text = node.text_content
            text_len = len(text)
            countInfo.textCount = text_len
            countInfo.leafList.append(text_len)
            return countInfo

    def computerVar(self, data):
        """方差"""
        if not data:
            return 0
        if len(data) == 1:
            return data[0] / 2
        avg = sum(data) / len(data)
        return sum((x - avg) ** 2 for x in data) / len(data)

    def computeScore(self, countInfo):
        "计算得分"

        sqrt = math.sqrt(self.computerVar(countInfo.leafList) + 1)
        score = (
            math.log(sqrt)
            * countInfo.densitySum
            * math.log(countInfo.textCount - countInfo.linkTextCount + 1)
            * math.log10(countInfo.pCount + 2)
        )
        return score

    def getContentElement(self):
        self.clear()
        if not self.doc.body:

            return ""
        self.computeInfo(self.doc.body)
        content = None
        maxScore = 0

        for obj in self.infoMap:
            node = obj.get("node")
            if node.tag == "a" or node.tag == "body":
                continue
            score = self.computeScore(obj.get("countInfo"))
            if score > maxScore:
                maxScore = score
                content = node

        return content
相关推荐
月疯6 分钟前
各种信号的模拟(ECG信号、质谱图、EEG信号),方便U-net训练
开发语言·python
荒诞硬汉9 分钟前
JavaBean相关补充
java·开发语言
提笔忘字的帝国24 分钟前
【教程】macOS 如何完全卸载 Java 开发环境
java·开发语言·macos
flysh0540 分钟前
C# 架构设计:接口 vs 抽象类的深度选型指南
开发语言·c#
2501_9418824841 分钟前
从灰度发布到流量切分的互联网工程语法控制与多语言实现实践思路随笔分享
java·开发语言
bkspiderx41 分钟前
C++中的volatile:从原理到实践的全面解析
开发语言·c++·volatile
小鸡吃米…1 小时前
机器学习中的回归分析
人工智能·python·机器学习·回归
沛沛老爹1 小时前
Java泛型擦除:原理、实践与应对策略
java·开发语言·人工智能·企业开发·发展趋势·技术原理
专注_每天进步一点点1 小时前
【java开发】写接口文档的札记
java·开发语言
代码方舟1 小时前
Java企业级实战:对接天远名下车辆数量查询API构建自动化风控中台
java·大数据·开发语言·自动化