import pickle import re import copy import codecs from bs4 import BeautifulSoup import glob def save(object_to_save, path): ''' 保存对象 @Arugs: object_to_save: 需要保存的对象 @Return: 保存的路径 ''' with open(path, 'wb') as f: pickle.dump(object_to_save, f) def load(path): ''' 读取对象 @Arugs: path: 读取的路径 @Return: 读取的对象 ''' with open(path, 'rb') as f: object1 = pickle.load(f) return object1 def tableToText(soup): ''' @param: soup:网页html的soup @return:处理完表格信息的网页text ''' def fixSpan(tbody): # 处理colspan, rowspan信息补全问题 trs = tbody.findChildren('tr', recursive=False) ths_len = 0 ths = list() trs_set = set() #修改为先进行列补全再进行行补全,否则可能会出现表格解析混乱 # 遍历每一个tr for indtr, tr in enumerate(trs): ths_tmp = tr.findChildren('th', recursive=False) #不补全含有表格的tr if len(tr.findChildren('table'))>0: continue if len(ths_tmp) > 0: ths_len = ths_len + len(ths_tmp) for th in ths_tmp: ths.append(th) trs_set.add(tr) # 遍历每行中的element tds = tr.findChildren(recursive=False) for indtd, td in enumerate(tds): # 若有colspan 则补全同一行下一个位置 if 'colspan' in td.attrs: if str(re.sub("[^0-9]","",str(td['colspan'])))!="": col = int(re.sub("[^0-9]","",str(td['colspan']))) td['colspan'] = 1 for i in range(1, col, 1): td.insert_after(copy.copy(td)) for indtr, tr in enumerate(trs): ths_tmp = tr.findChildren('th', recursive=False) #不补全含有表格的tr if len(tr.findChildren('table'))>0: continue if len(ths_tmp) > 0: ths_len = ths_len + len(ths_tmp) for th in ths_tmp: ths.append(th) trs_set.add(tr) # 遍历每行中的element tds = tr.findChildren(recursive=False) for indtd, td in enumerate(tds): # 若有rowspan 则补全下一行同样位置 if 'rowspan' in td.attrs: if str(re.sub("[^0-9]","",str(td['rowspan'])))!="": row = int(re.sub("[^0-9]","",str(td['rowspan']))) td['rowspan'] = 1 for i in range(1, row, 1): # 获取下一行的所有td, 在对应的位置插入 if indtr+i= (indtd) and len(tds1)>0: if indtd > 0: tds1[indtd - 1].insert_after(copy.copy(td)) else: tds1[0].insert_before(copy.copy(td)) def getTable(tbody): trs = tbody.findChildren('tr', recursive=False) inner_table = [] for tr in trs: tr_line = [] tds = tr.findChildren(['td','th'], recursive=False) for td in tds: tr_line.append([re.sub('\s*','',td.get_text()),0]) inner_table.append(tr_line) return inner_table #处理表格不对齐的问题 def fixTable(inner_table): maxWidth = 0 for item in inner_table: if len(item)>maxWidth: maxWidth = len(item) for i in range(len(inner_table)): if len(inner_table[i])0: set_match.add(inner_table[i][j][0]) if len(set_match)>=count: is_head = True if len(inner_table[i][0][0])>40: is_long_value = True if is_head or is_long_value or is_same_value: if not is_head_last: head_list.append(i) if is_head: for j in range(width): inner_table[i][j][1] = 1 is_head_last = is_head head_list.append(height) #列表头 for i in range(len(head_list)-1): head_begin = head_list[i] head_end = head_list[i+1] #最后一列不设置为列表头 for i in range(width-1): set_match = set() is_head = False for j in range(head_begin,head_end): if re.search(pat_value,inner_table[j][i][0]) is not None: is_head = False break str_find = re.findall(pattern,inner_table[j][i][0]) if len(str_find)>0: set_match.add(inner_table[j][i][0]) if len(set_match)>=count: is_head = True if is_head: for j in range(head_begin,head_end): inner_table[j][i][1] = 2 return inner_table,head_list #取得表格的处理方向 def getDirect(inner_table,begin,end): column_head = set() row_head = set() widths = len(inner_table[0]) for height in range(begin,end): for width in range(widths): if inner_table[height][width][1] ==1: row_head.add(height) if inner_table[height][width][1] ==2: column_head.add(width) company_pattern = re.compile("公司") if 0 in column_head and begin not in row_head: return "column" if 0 in column_head and begin in row_head: for height in range(begin,end): count = 0 count_flag = True for width_index in range(width): if inner_table[height][width_index][1]==0: if re.search(company_pattern,inner_table[height][width_index][0]) is not None: count += 1 else: count_flag = False if count_flag and count>=2: return "column" return "row" #根据表格处理方向生成句子, def getTableText(inner_table,head_list): rankPattern = "(排名|排序|名次|评标结果|评审结果)" entityPattern = "(候选|([中投]标|报价)(人|单位|候选)|单位名称|供应商)" height = len(inner_table) width = len(inner_table[0]) text = "" for head_i in range(len(head_list)-1): head_begin = head_list[head_i] head_end = head_list[head_i+1] direct = getDirect(inner_table, head_begin, head_end) if direct=="row": for i in range(head_begin,head_end): rank_text = "" entity_text = "" text_line = "" for j in range(width): cell = inner_table[i][j] #是属性值 if cell[1]==0: find_flag = False head = "" temp_head = "" text_set = set() for loop_j in range(1,j+1): if inner_table[i][j-loop_j][1]==2: if find_flag: if inner_table[i][j-loop_j][0]!=temp_head: head = inner_table[i][j-loop_j][0]+":"+head else: head = inner_table[i][j-loop_j][0]+":"+head find_flag = True temp_head = inner_table[i][j-loop_j][0] else: if find_flag: break find_flag = False temp_head = "" for loop_i in range(0,i+1-head_begin): if inner_table[i-loop_i][j][1]==1: if find_flag: if inner_table[i-loop_i][j][0]!=temp_head: head = inner_table[i-loop_i][j][0]+":"+head else: head = inner_table[i-loop_i][j][0]+":"+head find_flag = True temp_head = inner_table[i-loop_i][j][0] else: if find_flag: break if str(head+inner_table[i][j][0]) in text_set: continue if re.search(rankPattern,head) is not None: rank_text += head+inner_table[i][j][0]+"," #print(rank_text) elif re.search(entityPattern,head) is not None: entity_text += head+inner_table[i][j][0]+"," #print(entity_text) else: text_line += head+inner_table[i][j][0]+"," text_set.add(str(head+inner_table[i][j][0])) text += rank_text+entity_text+text_line text = text[:-1]+"。" else: for j in range(width): rank_text = "" entity_text = "" text_line = "" for i in range(head_begin,head_end): cell = inner_table[i][j] #是属性值 if cell[1]==0: find_flag = False head = "" temp_head = "" text_set = set() for loop_j in range(1,j+1): if inner_table[i][j-loop_j][1]==2: if find_flag: if inner_table[i][j-loop_j][0]!=temp_head: head = inner_table[i][j-loop_j][0]+":"+head else: head = inner_table[i][j-loop_j][0]+":"+head find_flag = True temp_head = inner_table[i][j-loop_j][0] else: if find_flag: break find_flag = False temp_head = "" for loop_i in range(0,i+1-head_begin): if inner_table[i-loop_i][j][1]==1: if find_flag: if inner_table[i-loop_i][j][0]!=temp_head: head = inner_table[i-loop_i][j][0]+":"+head else: head = inner_table[i-loop_i][j][0]+":"+head find_flag = True temp_head = inner_table[i-loop_i][j][0] else: if find_flag: break if str(head+inner_table[i][j][0]) in text_set: continue if re.search(rankPattern,head) is not None: rank_text += head+inner_table[i][j][0]+"," #print(rank_text) elif re.search(entityPattern,head) is not None: entity_text += head+inner_table[i][j][0]+"," #print(entity_text) else: text_line += head+inner_table[i][j][0]+"," text_set.add(str(head+inner_table[i][j][0])) text += rank_text+entity_text+text_line text = text[:-1]+"。" return text pat_head = re.compile('(名称|序号|项目|工程|品目[一二三四1234]|第[一二三四1234](标段|名|候选人|中标)|包段|包号|货物|单位|数量|价格|报价|金额|总价|单价|[招投中]标|供应商|候选|编号|得分|评委|评分|名次|排名|排序|科室|方式|工期|时间|产品|开始|结束|联系|日期|面积|姓名|证号|备注|级别|地[点址]|类型|代理)') #pat_head = re.compile('(名称|序号|项目|工程|品目[一二三四1234]|第[一二三四1234](标段|候选人|中标)|包段|包号|货物|单位|数量|价格|报价|金额|总价|单价|[招投中]标|供应商|候选|编号|得分|评委|评分|名次|排名|排序|科室|方式|工期|时间|产品|开始|结束|联系|日期|面积|姓名|证号|备注|级别|地[点址]|类型|代理)') pat_value = re.compile("(\d{2,}.\d{1}|\d+年\d+月|\d{8,}|\d{3,}-\d{6,}|有限[责任]*公司|^\d+$)") tbodies = soup.find_all('tbody') if len(tbodies) == 0: tbodies = soup.find_all('table') # 遍历表格中的每个tbody #逆序处理嵌套表格 for tbody_index in range(1,len(tbodies)+1): tbody = tbodies[len(tbodies)-tbody_index] fixSpan(tbody) inner_table = getTable(tbody) inner_table = fixTable(inner_table) if len(inner_table)>0 and len(inner_table[0])>0: inner_table,head_list = setHead(inner_table,pat_head,pat_value,3) tbody.string = getTableText(inner_table,head_list) #print(tbody.string) tbody.name = "table" return soup def getText(article): soup = BeautifulSoup(article,"lxml") soup = tableToText(soup) return soup.get_text() if __name__=="__main__": home = "C:\\Users\\User\\Desktop\\20190416要素\\*.html" data = [] for file in glob.glob(home): article = codecs.open(file,"r",encoding="utf8").read() #text = getText(article) ''' if len(text)<400: print(file.split("\\")[-1]) continue ''' data.append([file.split("\\")[-1],article]) save(data,"data.pk") print("length:",len(data)) ''' data = load("data_zb.pk") print(len(data)) a = set() index = 0 for item in data: index += 1 if item[0]=="比地_52_57160814.html": print("index",index) break '''