http://www.shuang0420.com/2016/05/18/Gensim-and-LDA-Training-and-Prediction/
import warnings warnings.filterwarnings(action='ignore', category=UserWarning, module='gensim') import sys,os sys.path.append("../") from gensim import corpora, models, similarities import logging import jieba #导入招聘词典 userdictRootPathDir = "D:/下载/jieba-master/jieba-master/userdict/" if os.path.isdir(userdictRootPathDir): for cusdir in os.listdir(userdictRootPathDir): currentDir=userdictRootPathDir+cusdir+"/" # print currentDir if os.path.isdir(currentDir): for filename in os.listdir(currentDir): fileNameTotal=currentDir+filename #print fileNameTotal jieba.load_userdict(fileNameTotal) # print("jiebaload:"+fileNameTotal) # configuration logging.basicConfig(format='%(asctime)s : %(levelname)s : %(message)s', level=logging.INFO) # load data from file #f = open('C:/Users/lishaoxing/Desktop/zhaopinrizhi.txt', 'r', encoding='utf-8') f = open('C:/Users/lishaoxing/Desktop/topicmodel/rizhifenci.txt', 'r', encoding='utf-8') #f = open('C:/Users/lishaoxing/Desktop/topicmodel/date/20180601.txt', 'r', encoding='utf-8') documents = f.readlines() #tokenize texts = [[word for word in jieba.cut(document, cut_all = False)] for document in documents] # load id->word mapping (the dictionary) dictionary = corpora.Dictionary(texts) # word must appear >10 times, and no more than 40% documents dictionary.filter_extremes(no_below=40, no_above=0.1) # save dictionary dictionary.save('C:/Users/lishaoxing/Desktop/topicmodel/dict_v1.txt') # load corpus corpus = [dictionary.doc2bow(text) for text in texts] # initialize a model tfidf = models.TfidfModel(corpus) # use the model to transform vectors, apply a transformation to a whole corpus corpus_tfidf = tfidf[corpus] # extract 100 LDA topics, using 1 pass and updating once every 1 chunk (10,000 documents), using 500 iterations lda = models.LdaModel(corpus_tfidf, id2word=dictionary, num_topics=100, iterations=500) # save model to files lda.save('C:/Users/lishaoxing/Desktop/topicmodel/mylda_v1.txt') # print topics composition, and their scores, for the first document. You will see that only few topics are represented; the others have a nil score. for index, score in sorted(lda[corpus_tfidf[0]], key=lambda tup: -1*tup[1]): print("Score: {}\t Topic: {}".format(score, lda.print_topic(index, 10))) print("\n"+"end1"+"\n"+100*"-") # print the most contributing words for 100 randomly selected topics lda.print_topics(100) print("\n"+"end2"+"\n"+100*"-") # load model and dictionary model = models.LdaModel.load('C:/Users/lishaoxing/Desktop/topicmodel/mylda_v1.txt') dictionary = corpora.Dictionary.load('C:/Users/lishaoxing/Desktop/topicmodel/dict_v1.txt') # predict unseen data query = "未收到奖励" query_bow = dictionary.doc2bow(jieba.cut(query, cut_all = False)) for index, score in sorted(model[query_bow], key=lambda tup: -1*tup[1]): print ("Score: {}\t Topic: {}".format(score, model.print_topic(index, 20))) print("\n"+"end3"+"\n"+100*"-") # if you want to predict many lines of data in a file, do the followings f = open('C:/Users/lishaoxing/Desktop/topicmodel/zhiwei.txt', 'r', encoding='utf-8') documents = f.readlines() texts = [[word for word in jieba.cut(document, cut_all = False)] for document in documents] corpus = [dictionary.doc2bow(text) for text in texts] # only print the topic with the highest score for c in corpus: flag = True for index, score in sorted(model[c], key=lambda tup: -1*tup[1]): if flag: print ("Score: {}\t Topic: {}".format(score, model.print_topic(index, 20))) print("\n"+"end3"+"\n"+100*"-")
Building prefix dict from the default dictionary ...
Loading model from cache C:\Users\LISHAO~1\AppData\Local\Temp\jieba.cache
Loading model cost 1.300 seconds.
Prefix dict has been built succesfully.
2018-06-05 18:15:56,857 : INFO : adding document #0 to Dictionary(0 unique tokens: [])
2018-06-05 18:15:59,000 : INFO : adding document #10000 to Dictionary(36575 unique tokens: ['\x01', '\n', ' ', '1', '11239']...)
2018-06-05 18:16:01,314 : INFO : adding document #20000 to Dictionary(62239 unique tokens: ['\x01', '\n', ' ', '1', '11239']...)
2018-06-05 18:16:01,347 : INFO : built Dictionary(62508 unique tokens: ['\x01', '\n', ' ', '1', '11239']...) from 20125 documents (total 4050708 corpus positions)
2018-06-05 18:16:01,653 : INFO : discarding 59320 tokens: [('\x01', 20124), ('\n', 20125), (' ', 20124), ('1', 14281), ('2', 13658), ('3', 13640), ('30', 2098), ('34271690854826', 1), ('386', 18), ('4', 10357)]...
2018-06-05 18:16:01,654 : INFO : keeping 3188 tokens which were in no less than 40 and no more than 2012 (=10.0%) documents
2018-06-05 18:16:01,677 : INFO : resulting dictionary: Dictionary(3188 unique tokens: ['11239', '主管', '亦可', '信息', '做起']...)
2018-06-05 18:16:01,682 : INFO : saving Dictionary object under C:/Users/lishaoxing/Desktop/topicmodel/dict_v1.txt, separately None
2018-06-05 18:16:01,723 : INFO : saved C:/Users/lishaoxing/Desktop/topicmodel/dict_v1.txt
2018-06-05 18:16:04,620 : INFO : collecting document frequencies
2018-06-05 18:16:04,620 : INFO : PROGRESS: processing document #0
2018-06-05 18:16:04,734 : INFO : PROGRESS: processing document #10000
2018-06-05 18:16:04,873 : INFO : PROGRESS: processing document #20000
2018-06-05 18:16:04,875 : INFO : calculating IDF weights for 20125 documents and 3187 features (778045 matrix non-zeros)
2018-06-05 18:16:04,885 : INFO : using symmetric alpha at 0.01
2018-06-05 18:16:04,885 : INFO : using symmetric eta at 0.01
2018-06-05 18:16:04,886 : INFO : using serial LDA version on this node
2018-06-05 18:16:04,938 : INFO : running online (single-pass) LDA training, 100 topics, 1 passes over the supplied corpus of 20125 documents, updating model once every 2000 documents, evaluating perplexity every 20000 documents, iterating 500x with a convergence threshold of 0.001000
2018-06-05 18:16:05,467 : INFO : PROGRESS: pass 0, at document #2000/20125
2018-06-05 18:16:10,079 : INFO : merging changes from 2000 documents into a model of 20125 documents
2018-06-05 18:16:10,151 : INFO : topic #93 (0.010): 0.074*"2174" + 0.057*"后厨" + 0.025*"清洁" + 0.023*"整理" + 0.021*"烹饪" + 0.014*"凉菜" + 0.010*"厨房" + 0.010*"做" + 0.008*"辅助" + 0.008*"简单"
2018-06-05 18:16:10,151 : INFO : topic #79 (0.010): 0.041*"2174" + 0.021*"后厨" + 0.016*"14" + 0.013*"加工" + 0.013*"202" + 0.012*"342" + 0.012*"招" + 0.011*"印刷" + 0.011*"服务员" + 0.011*"服从"
2018-06-05 18:16:10,151 : INFO : topic #53 (0.010): 0.027*"2174" + 0.022*"后厨" + 0.016*"烹饪" + 0.014*"清洁" + 0.013*"卫生" + 0.011*"整理" + 0.010*"协助" + 0.010*"食材" + 0.008*"保证" + 0.008*"主播"
2018-06-05 18:16:10,152 : INFO : topic #23 (0.010): 0.025*"印刷" + 0.022*"2174" + 0.021*"制作" + 0.014*"厨房" + 0.013*"清洁" + 0.013*"2156" + 0.013*"烹饪" + 0.012*"后厨" + 0.011*"原料" + 0.010*"关经验"
2018-06-05 18:16:10,152 : INFO : topic #69 (0.010): 0.032*"2174" + 0.017*"凉菜" + 0.017*"后厨" + 0.012*"包" + 0.010*"餐饮" + 0.009*"烧烤" + 0.009*"烹饪" + 0.008*"清洁" + 0.008*"勤奋努力" + 0.007*"门店"
2018-06-05 18:16:10,154 : INFO : topic diff=85.208763, rho=1.000000
2018-06-05 18:16:10,697 : INFO : PROGRESS: pass 0, at document #4000/20125
C:\Users\lishaoxing\AppData\Roaming\Python\Python36\site-packages\gensim\models\ldamodel.py:775: RuntimeWarning: divide by zero encountered in log
diff = np.log(self.expElogbeta)
2018-06-05 18:16:13,270 : INFO : merging changes from 2000 documents into a model of 20125 documents
2018-06-05 18:16:13,324 : INFO : topic #31 (0.010): 0.082*"控制" + 0.037*"部门" + 0.025*"管理" + 0.021*"宿舍" + 0.020*"质量" + 0.018*"电视" + 0.017*"衣柜" + 0.016*"30周岁" + 0.015*"免费" + 0.014*"上五休"
2018-06-05 18:16:13,324 : INFO : topic #4 (0.010): 0.040*"满勤奖" + 0.031*"供" + 0.026*"点" + 0.020*"性格" + 0.020*"服从安排" + 0.018*"2174" + 0.016*"月休4天" + 0.015*"主题" + 0.015*"做事" + 0.014*"包"
2018-06-05 18:16:13,324 : INFO : topic #73 (0.010): 0.017*"事情" + 0.016*"160" + 0.014*"联系电话" + 0.013*"摄影" + 0.012*"年龄18周岁" + 0.011*"文静" + 0.011*"妹子" + 0.011*"向上" + 0.010*"广告" + 0.010*"脸型"
2018-06-05 18:16:13,324 : INFO : topic #1 (0.010): 0.025*"视频" + 0.022*"名" + 0.021*"主题" + 0.015*"网拍试衣模特" + 0.013*"送货" + 0.012*"点" + 0.012*"分" + 0.012*"食堂" + 0.012*"期间" + 0.011*"独立"
2018-06-05 18:16:13,325 : INFO : topic #2 (0.010): 0.131*"后厨" + 0.086*"2174" + 0.073*"清洁" + 0.059*"整理" + 0.045*"烹饪" + 0.017*"切配" + 0.016*"店" + 0.015*"干" + 0.014*"联系电话" + 0.011*"名"
2018-06-05 18:16:13,326 : INFO : topic diff=inf, rho=0.707107
2018-06-05 18:16:14,054 : INFO : PROGRESS: pass 0, at document #6000/20125
2018-06-05 18:16:16,481 : INFO : merging changes from 2000 documents into a model of 20125 documents
2018-06-05 18:16:16,577 : INFO : topic #49 (0.010): 0.022*"基本操作" + 0.016*"生日" + 0.013*"交流" + 0.012*"08" + 0.011*"老客户" + 0.011*"挖掘" + 0.010*"分公司" + 0.010*"综合" + 0.009*"地铁站" + 0.009*"方向"
2018-06-05 18:16:16,585 : INFO : topic #21 (0.010): 0.143*"网络科技" + 0.032*"套餐" + 0.030*"有限公司" + 0.025*"研发" + 0.022*"交通补贴" + 0.021*"实施" + 0.021*"有人" + 0.019*"积极向上" + 0.018*"懂" + 0.018*"出差"
2018-06-05 18:16:16,585 : INFO : topic #78 (0.010): 0.061*"整理" + 0.054*"后厨" + 0.051*"主题" + 0.048*"130" + 0.038*"2174" + 0.034*"清洁" + 0.029*"投诉" + 0.027*"摄影师" + 0.026*"烹饪" + 0.022*"合肥"
2018-06-05 18:16:16,586 : INFO : topic #57 (0.010): 0.031*"健身房" + 0.028*"补贴" + 0.025*"书桌" + 0.024*"全勤奖" + 0.024*"网吧" + 0.023*"进取心" + 0.022*"物料" + 0.020*"至少" + 0.020*"津贴" + 0.018*"把握"
2018-06-05 18:16:16,586 : INFO : topic #60 (0.010): 0.047*"后厨" + 0.035*"2174" + 0.034*"清洁" + 0.033*"整理" + 0.028*"运行" + 0.026*"生产" + 0.024*"烹饪" + 0.022*"女性" + 0.021*"当日" + 0.017*"当月"
2018-06-05 18:16:16,588 : INFO : topic diff=inf, rho=0.577350
2018-06-05 18:16:17,210 : INFO : PROGRESS: pass 0, at document #8000/20125
2018-06-05 18:16:19,096 : INFO : merging changes from 2000 documents into a model of 20125 documents
2018-06-05 18:16:19,149 : INFO : topic #56 (0.010): 0.116*"讲解" + 0.090*"客户服务" + 0.080*"好的沟通能力" + 0.062*"回访" + 0.023*"满意" + 0.023*"突破" + 0.022*"耐心" + 0.022*"敬业" + 0.019*"跟进" + 0.018*"精神"
2018-06-05 18:16:19,149 : INFO : topic #70 (0.010): 0.058*"在家" + 0.052*"可兼职" + 0.052*"电" + 0.052*"灵敏" + 0.051*"在外" + 0.051*"脑" + 0.051*"地方" + 0.050*"肯吃苦" + 0.049*"男女皆可" + 0.047*"未成年"
2018-06-05 18:16:19,149 : INFO : topic #31 (0.010): 0.044*"一个月" + 0.038*"30周岁" + 0.032*"食宿" + 0.032*"配有" + 0.030*"敬业精神" + 0.028*"加班" + 0.025*"思维" + 0.025*"服从" + 0.023*"08" + 0.022*"一年"
2018-06-05 18:16:19,150 : INFO : topic #27 (0.010): 0.064*"服装模特" + 0.028*"勇敢" + 0.025*"骨感" + 0.022*"型" + 0.020*"聚会" + 0.020*"指导" + 0.019*"微胖" + 0.016*"超级" + 0.015*"走出" + 0.015*"拍"
2018-06-05 18:16:19,150 : INFO : topic #14 (0.010): 0.320*"半小时" + 0.073*"生产计划" + 0.072*"正确" + 0.047*"工具" + 0.036*"心" + 0.032*"工艺" + 0.027*"生产" + 0.018*"面包" + 0.015*"作业" + 0.015*"主动"
2018-06-05 18:16:19,151 : INFO : topic diff=inf, rho=0.500000
2018-06-05 18:16:19,822 : INFO : PROGRESS: pass 0, at document #10000/20125
2018-06-05 18:16:21,677 : INFO : merging changes from 2000 documents into a model of 20125 documents
2018-06-05 18:16:21,734 : INFO : topic #34 (0.010): 0.307*"600" + 0.101*"字" + 0.100*"丨" + 0.066*"独特" + 0.036*"速度" + 0.035*"0013" + 0.021*"定制" + 0.020*"整理" + 0.016*"后厨" + 0.012*"成"
2018-06-05 18:16:21,734 : INFO : topic #84 (0.010): 0.079*"写作能力" + 0.067*"书面" + 0.063*"工作仔细认真" + 0.059*"为人正直" + 0.048*"信函" + 0.041*"形象好" + 0.040*"办公软件" + 0.039*"知识" + 0.036*"口头" + 0.032*"气质佳"
2018-06-05 18:16:21,734 : INFO : topic #82 (0.010): 0.152*"主观" + 0.121*"后厨" + 0.079*"和谐" + 0.077*"清洁" + 0.069*"2174" + 0.065*"烹饪" + 0.063*"整理" + 0.038*"销售行业工作经验" + 0.009*"小吃" + 0.009*"业务经理"
2018-06-05 18:16:21,735 : INFO : topic #93 (0.010): 0.142*"用户" + 0.059*"性质" + 0.054*"信息" + 0.051*"信息管理" + 0.050*"岁" + 0.049*"中专" + 0.044*"解答" + 0.037*"包括" + 0.031*"6500" + 0.028*"最晚"
2018-06-05 18:16:21,735 : INFO : topic #87 (0.010): 0.095*"微博" + 0.094*"电商" + 0.060*"对接" + 0.037*"传统节日" + 0.032*"保证金" + 0.023*"培训费" + 0.022*"文字" + 0.021*"月休" + 0.015*"费用" + 0.010*"男生身高170cm"
2018-06-05 18:16:21,736 : INFO : topic diff=inf, rho=0.447214
2018-06-05 18:16:22,436 : INFO : PROGRESS: pass 0, at document #12000/20125
2018-06-05 18:16:24,348 : INFO : merging changes from 2000 documents into a model of 20125 documents
2018-06-05 18:16:24,403 : INFO : topic #27 (0.010): 0.044*"聚会" + 0.033*"服装模特" + 0.028*"勇敢" + 0.027*"无论是" + 0.026*"型" + 0.026*"骨感" + 0.021*"指导" + 0.019*"微胖" + 0.018*"年轻" + 0.018*"青春"
2018-06-05 18:16:24,403 : INFO : topic #11 (0.010): 0.118*"岗前" + 0.077*"底薪3" + 0.056*"26岁" + 0.047*"朝九晚五" + 0.046*"服务工" + 0.041*"合格" + 0.039*"周六" + 0.039*"力" + 0.030*"周末双休" + 0.020*"周一"
2018-06-05 18:16:24,404 : INFO : topic #34 (0.010): 0.626*"600" + 0.132*"丨" + 0.043*"字" + 0.021*"独特" + 0.020*"0013" + 0.014*"速度" + 0.011*"成" + 0.008*"定制" + 0.007*"聘" + 0.005*"整理"
2018-06-05 18:16:24,404 : INFO : topic #67 (0.010): 0.230*"40岁" + 0.094*"700" + 0.063*"2752" + 0.046*"一对一" + 0.042*"底薪3000元" + 0.040*"底薪2800" + 0.039*"每周单休" + 0.038*"员" + 0.037*"A座" + 0.029*"武汉市"
2018-06-05 18:16:24,404 : INFO : topic #28 (0.010): 0.100*"有意者" + 0.095*"点击" + 0.061*"报名" + 0.056*"男生身高170cm" + 0.055*"女生" + 0.053*"身高158cm" + 0.050*"形象好气质佳" + 0.050*"观念" + 0.048*"懂得" + 0.047*"耐心"
2018-06-05 18:16:24,406 : INFO : topic diff=inf, rho=0.408248
2018-06-05 18:16:25,142 : INFO : PROGRESS: pass 0, at document #14000/20125
2018-06-05 18:16:27,104 : INFO : merging changes from 2000 documents into a model of 20125 documents
2018-06-05 18:16:27,164 : INFO : topic #48 (0.010): 0.309*"单子" + 0.305*"150" + 0.284*"全职" + 0.012*"一批" + 0.010*"游" + 0.007*"职业规划" + 0.005*"早九晚" + 0.004*"0014" + 0.004*"热爱" + 0.004*"旁"
2018-06-05 18:16:27,165 : INFO : topic #63 (0.010): 0.071*"上班" + 0.066*"入职" + 0.055*"语言沟通能力强" + 0.054*"天天" + 0.054*"咨" + 0.054*"生意" + 0.053*"压单" + 0.053*"询" + 0.053*"爆满" + 0.049*"晚"
2018-06-05 18:16:27,165 : INFO : topic #65 (0.010): 0.133*"93" + 0.077*"策划" + 0.073*"热爱" + 0.051*"分类" + 0.038*"感强" + 0.033*"五官端正" + 0.030*"纹身" + 0.029*"79" + 0.028*"缺席" + 0.027*"随意"
2018-06-05 18:16:27,165 : INFO : topic #15 (0.010): 0.093*"精通" + 0.090*"专科" + 0.042*"工作制" + 0.039*"长白班" + 0.036*"16" + 0.033*"月休4天" + 0.032*"初中" + 0.030*"工作餐" + 0.029*"毕业生" + 0.027*"舒适"
2018-06-05 18:16:27,166 : INFO : topic #87 (0.010): 0.108*"微博" + 0.096*"电商" + 0.072*"对接" + 0.067*"吸引" + 0.060*"文字" + 0.051*"传统节日" + 0.034*"动态" + 0.028*"总部" + 0.021*"保证金" + 0.020*"珠宝首饰"
2018-06-05 18:16:27,167 : INFO : topic diff=inf, rho=0.377964
2018-06-05 18:16:27,832 : INFO : PROGRESS: pass 0, at document #16000/20125
2018-06-05 18:16:29,144 : INFO : merging changes from 2000 documents into a model of 20125 documents
2018-06-05 18:16:29,207 : INFO : topic #33 (0.010): 0.153*"销售代表" + 0.133*"视" + 0.082*"而定" + 0.076*"38" + 0.074*"话补" + 0.041*"任性" + 0.023*"产品销售" + 0.020*"2174" + 0.020*"后厨" + 0.012*"清洁"
2018-06-05 18:16:29,207 : INFO : topic #40 (0.010): 0.030*"新款" + 0.021*"拍照" + 0.019*"身高体重" + 0.019*"爱" + 0.018*"大码" + 0.018*"公司地址" + 0.017*"穿" + 0.016*"高跟鞋" + 0.015*"模特" + 0.014*"婚纱"
2018-06-05 18:16:29,207 : INFO : topic #11 (0.010): 0.209*"朝九晚五" + 0.185*"周末双休" + 0.076*"底薪3" + 0.075*"双休" + 0.044*"26岁" + 0.044*"岗前" + 0.035*"周六" + 0.029*"合格" + 0.026*"力" + 0.020*"制作"
2018-06-05 18:16:29,207 : INFO : topic #13 (0.010): 0.188*"评价" + 0.085*"事项" + 0.075*"核算" + 0.072*"固定资产" + 0.067*"14" + 0.047*"能吃苦" + 0.045*"收益" + 0.032*"意向者" + 0.029*"轮班" + 0.025*"例会"
2018-06-05 18:16:29,208 : INFO : topic #49 (0.010): 0.036*"交流" + 0.020*"生日" + 0.018*"无责" + 0.017*"核算" + 0.017*"基本操作" + 0.016*"周末双休" + 0.014*"团队精神" + 0.013*"奖" + 0.012*"网络营销" + 0.011*"底薪3000"
2018-06-05 18:16:29,209 : INFO : topic diff=inf, rho=0.353553
2018-06-05 18:16:29,816 : INFO : PROGRESS: pass 0, at document #18000/20125
2018-06-05 18:16:31,182 : INFO : merging changes from 2000 documents into a model of 20125 documents
2018-06-05 18:16:31,239 : INFO : topic #54 (0.010): 0.228*"信贷" + 0.218*"优" + 0.177*"一对一" + 0.131*"急急" + 0.055*"休" + 0.041*"女性" + 0.021*"效率" + 0.006*"指标" + 0.005*"活泼" + 0.004*"130"
2018-06-05 18:16:31,239 : INFO : topic #86 (0.010): 0.082*"330" + 0.049*"不想" + 0.047*"K" + 0.045*"前来" + 0.034*"歌" + 0.032*"未来" + 0.029*"美" + 0.027*"先" + 0.025*"样片" + 0.024*"新品"
2018-06-05 18:16:31,240 : INFO : topic #17 (0.010): 0.084*"点" + 0.077*"公文" + 0.075*"写作" + 0.070*"行政管理等相关专业" + 0.047*"点到" + 0.038*"点半" + 0.035*"底薪4500" + 0.030*"下午" + 0.028*"做六休" + 0.027*"大家庭"
2018-06-05 18:16:31,240 : INFO : topic #24 (0.010): 0.039*"18岁" + 0.035*"加" + 0.031*"五官端正" + 0.030*"我会" + 0.027*"地区" + 0.025*"时长" + 0.020*"墨镜" + 0.019*"走秀" + 0.018*"身高170cm" + 0.017*"均匀"
2018-06-05 18:16:31,240 : INFO : topic #8 (0.010): 0.263*"出纳" + 0.239*"采购" + 0.088*"成立" + 0.044*"热爱销售" + 0.033*"优厚" + 0.029*"家" + 0.009*"暑假工" + 0.006*"摄影师" + 0.006*"期间" + 0.006*"建议"
2018-06-05 18:16:31,241 : INFO : topic diff=inf, rho=0.333333
2018-06-05 18:16:34,935 : INFO : -18.534 per-word bound, 379441.2 perplexity estimate based on a held-out corpus of 2000 documents with 12816 words
2018-06-05 18:16:34,935 : INFO : PROGRESS: pass 0, at document #20000/20125
2018-06-05 18:16:36,923 : INFO : merging changes from 2000 documents into a model of 20125 documents
2018-06-05 18:16:36,978 : INFO : topic #9 (0.010): 0.122*"2688" + 0.091*"771" + 0.071*"学员" + 0.065*"开单" + 0.059*"软件" + 0.059*"创造" + 0.054*"聊天" + 0.046*"业务流程" + 0.045*"执行力" + 0.044*"沟通能力强"
2018-06-05 18:16:36,978 : INFO : topic #48 (0.010): 0.249*"单子" + 0.247*"150" + 0.232*"全职" + 0.057*"一批" + 0.033*"发货" + 0.030*"旁" + 0.030*"热爱" + 0.012*"0014" + 0.009*"职业规划" + 0.009*"最低"
2018-06-05 18:16:36,979 : INFO : topic #93 (0.010): 0.173*"新人均可" + 0.086*"毕业" + 0.077*"做" + 0.070*"用户" + 0.058*"性质" + 0.042*"34271" + 0.041*"专人" + 0.029*"岁" + 0.029*"包括" + 0.028*"绩效考核"
2018-06-05 18:16:36,979 : INFO : topic #46 (0.010): 0.227*"韩欧美" + 0.128*"可微胖" + 0.122*"各区" + 0.058*"交谈" + 0.036*"胖" + 0.029*"更佳" + 0.026*"礼服" + 0.024*"儿童" + 0.017*"生" + 0.015*"155"
2018-06-05 18:16:36,979 : INFO : topic #78 (0.010): 0.439*"130" + 0.106*"诚实" + 0.053*"守信" + 0.043*"工资5000" + 0.039*"合肥" + 0.016*"万达" + 0.006*"整理" + 0.004*"投诉" + 0.003*"后厨" + 0.002*"主题"
2018-06-05 18:16:36,980 : INFO : topic diff=inf, rho=0.316228
2018-06-05 18:16:37,255 : INFO : -10.696 per-word bound, 1659.4 perplexity estimate based on a held-out corpus of 125 documents with 684 words
2018-06-05 18:16:37,255 : INFO : PROGRESS: pass 0, at document #20125/20125
2018-06-05 18:16:37,393 : INFO : merging changes from 125 documents into a model of 20125 documents
2018-06-05 18:16:37,458 : INFO : topic #98 (0.010): 0.058*"7132" + 0.042*"思维" + 0.041*"金融" + 0.035*"承担" + 0.034*"口齿清晰" + 0.034*"期待" + 0.033*"建筑" + 0.029*"敏捷" + 0.028*"每季度" + 0.022*"级"
2018-06-05 18:16:37,459 : INFO : topic #86 (0.010): 0.059*"前来" + 0.045*"美" + 0.025*"欢迎您" + 0.024*"不想" + 0.024*"淘宝模特" + 0.021*"青春" + 0.019*"饰品" + 0.019*"大龄" + 0.018*"模特" + 0.018*"新品"
2018-06-05 18:16:37,459 : INFO : topic #72 (0.010): 0.158*" " + 0.146*"午餐" + 0.109*"一顿" + 0.061*"朋友" + 0.054*"易" + 0.006*"认真负责" + 0.004*"兴趣" + 0.003*"考勤" + 0.002*"淘宝" + 0.002*"2174"
2018-06-05 18:16:37,459 : INFO : topic #51 (0.010): 0.162*"老客户" + 0.140*"维护" + 0.070*"新" + 0.056*"挖掘" + 0.045*"学习" + 0.043*"开发新" + 0.042*"需求" + 0.040*"寻找" + 0.039*"关系" + 0.033*"潜力"
2018-06-05 18:16:37,460 : INFO : topic #25 (0.010): 0.306*"学生" + 0.055*"年龄18周岁" + 0.049*"风" + 0.037*"老师" + 0.029*"大学" + 0.023*"年龄2" + 0.021*"衣服" + 0.019*"160" + 0.014*"155cm" + 0.013*"潮流"
2018-06-05 18:16:37,462 : INFO : topic diff=inf, rho=0.301511
2018-06-05 18:16:37,463 : INFO : saving LdaState object under C:/Users/lishaoxing/Desktop/topicmodel/mylda_v1.txt.state, separately None
2018-06-05 18:16:37,476 : INFO : saved C:/Users/lishaoxing/Desktop/topicmodel/mylda_v1.txt.state
2018-06-05 18:16:37,526 : INFO : saving LdaModel object under C:/Users/lishaoxing/Desktop/topicmodel/mylda_v1.txt, separately ['expElogbeta', 'sstats']
2018-06-05 18:16:37,527 : INFO : storing np array 'expElogbeta' to C:/Users/lishaoxing/Desktop/topicmodel/mylda_v1.txt.expElogbeta.npy
2018-06-05 18:16:37,548 : INFO : not storing attribute state
2018-06-05 18:16:37,548 : INFO : not storing attribute id2word
2018-06-05 18:16:37,548 : INFO : not storing attribute dispatcher
2018-06-05 18:16:37,558 : INFO : saved C:/Users/lishaoxing/Desktop/topicmodel/mylda_v1.txt
Score: 0.268570214509964 Topic: 0.021*"交流" + 0.015*"周末双休" + 0.014*"生日" + 0.013*"奖" + 0.011*"基本操作" + 0.011*"缴纳" + 0.011*"14" + 0.011*"团队精神" + 0.010*"英文" + 0.010*"上岗"
Score: 0.21078896522521973 Topic: 0.055*"懂" + 0.053*"智能手机" + 0.053*"每日" + 0.015*"行业" + 0.015*"奖励" + 0.014*"渠道" + 0.014*"发展" + 0.013*"大厦" + 0.013*"完善" + 0.013*"成长"
Score: 0.13315226137638092 Topic: 0.290*"赚钱" + 0.153*"45岁" + 0.073*"前台" + 0.065*"文员" + 0.037*"易上" + 0.036*"有志" + 0.032*"亦可" + 0.031*"手" + 0.021*"全程" + 0.020*"设有"
Score: 0.07304156571626663 Topic: 0.042*"玩家" + 0.031*"客户服务" + 0.027*"助理" + 0.026*"强的沟通能力" + 0.025*"亲和力" + 0.024*"交际技巧" + 0.024*"网上" + 0.022*"表达能力强" + 0.018*"分析" + 0.017*"办公"
Score: 0.04704822972416878 Topic: 0.016*"程序" + 0.016*"女生" + 0.015*"爱岗敬业" + 0.015*"内部" + 0.015*"决策" + 0.014*"男生" + 0.011*"周六" + 0.010*"QQ" + 0.010*"下午" + 0.010*"每月"
Score: 0.03394805267453194 Topic: 0.165*"编制" + 0.107*"女性" + 0.035*"良好的沟通能力" + 0.031*"职责" + 0.030*"急招" + 0.030*"确保" + 0.019*"一系列" + 0.019*"报价" + 0.017*"大龄" + 0.017*"装订"
Score: 0.03346463665366173 Topic: 0.197*"报表" + 0.119*"面谈" + 0.074*"归档" + 0.068*"各类" + 0.061*"底薪3000" + 0.054*"打印" + 0.054*"地址" + 0.044*"多名" + 0.030*"协助" + 0.027*"编号"
Score: 0.032680757343769073 Topic: 0.161*"20岁" + 0.149*"本科" + 0.118*"265" + 0.088*"冷热水" + 0.065*"细心" + 0.048*"逻辑思维" + 0.047*"做起" + 0.018*"操作能力" + 0.015*"实习生" + 0.009*"住宿补贴"
Score: 0.026559574529528618 Topic: 0.193*"沟通表达能力强" + 0.110*"查看" + 0.095*"运行" + 0.079*"当月" + 0.027*"11374" + 0.025*"非诚" + 0.019*"同行业" + 0.011*"勿扰" + 0.009*"整理" + 0.004*"女性"
2018-06-05 18:16:37,580 : INFO : topic #0 (0.010): 0.016*"程序" + 0.016*"女生" + 0.015*"爱岗敬业" + 0.015*"内部" + 0.015*"决策" + 0.014*"男生" + 0.011*"周六" + 0.010*"QQ" + 0.010*"下午" + 0.010*"每月"
2018-06-05 18:16:37,580 : INFO : topic #1 (0.010): 0.381*"名" + 0.163*"20" + 0.134*"网拍试衣模特" + 0.033*"视频" + 0.020*"易学" + 0.019*"应变能力" + 0.017*"3000" + 0.008*"前期" + 0.007*"满勤" + 0.007*"三菜"
2018-06-05 18:16:37,581 : INFO : topic #2 (0.010): 0.474*"联系电话" + 0.090*"保存" + 0.070*"线下" + 0.035*"线上" + 0.018*"招" + 0.006*"多劳多得" + 0.006*"整理" + 0.005*"干" + 0.005*"后厨" + 0.003*"2174"
2018-06-05 18:16:37,581 : INFO : topic #3 (0.010): 0.076*"商家" + 0.052*"加大" + 0.045*"中心" + 0.041*"印刷" + 0.040*"优雅" + 0.033*"公主" + 0.030*"大胆" + 0.026*"成功" + 0.024*"接触" + 0.022*"平模"
2018-06-05 18:16:37,581 : INFO : topic #4 (0.010): 0.084*"满勤奖" + 0.063*"早班" + 0.030*"晚班" + 0.020*"清洁工" + 0.010*"点" + 0.006*"月休4天" + 0.005*"性格" + 0.004*"绩效" + 0.003*"客服" + 0.003*"供"
2018-06-05 18:16:37,581 : INFO : topic #5 (0.010): 0.293*"都可" + 0.123*"25" + 0.026*"招聘专员" + 0.007*"361" + 0.005*"后厨" + 0.003*"清洁" + 0.002*"2174" + 0.002*"烹饪" + 0.002*"整理" + 0.001*"人力资源主管"
end1
----------------------------------------------------------------------------------------------------
2018-06-05 18:16:37,582 : INFO : topic #6 (0.010): 0.066*"财务" + 0.033*"计划" + 0.024*"执行" + 0.021*"大专" + 0.020*"办理" + 0.020*"相关" + 0.019*"组织" + 0.019*"审核" + 0.013*"资料" + 0.012*"办公软件"
2018-06-05 18:16:37,583 : INFO : topic #7 (0.010): 0.161*"20岁" + 0.149*"本科" + 0.118*"265" + 0.088*"冷热水" + 0.065*"细心" + 0.048*"逻辑思维" + 0.047*"做起" + 0.018*"操作能力" + 0.015*"实习生" + 0.009*"住宿补贴"
2018-06-05 18:16:37,583 : INFO : topic #8 (0.010): 0.283*"采购" + 0.182*"出纳" + 0.073*"成立" + 0.044*"热爱销售" + 0.034*"优厚" + 0.028*"家" + 0.011*"期间" + 0.009*"单休" + 0.007*"分公司" + 0.007*"暑假工"
2018-06-05 18:16:37,583 : INFO : topic #9 (0.010): 0.165*"沟通能力强" + 0.095*"2688" + 0.071*"771" + 0.068*"服从安排" + 0.056*"软件" + 0.056*"学员" + 0.051*"开单" + 0.046*"创造" + 0.042*"聊天" + 0.036*"业务流程"
2018-06-05 18:16:37,583 : INFO : topic #10 (0.010): 0.253*"月休8天" + 0.239*"制" + 0.210*"年底" + 0.081*"报税" + 0.026*"会计工作" + 0.019*"医院" + 0.018*"态度端正" + 0.017*"底薪三千" + 0.015*"水果" + 0.014*"集体"
2018-06-05 18:16:37,584 : INFO : topic #11 (0.010): 0.183*"7124" + 0.142*"朝九晚五" + 0.119*"周末双休" + 0.086*"踏实" + 0.061*"周六" + 0.049*"双休" + 0.042*"周一" + 0.036*"底薪3" + 0.028*"合格" + 0.025*"专科"
2018-06-05 18:16:37,584 : INFO : topic #12 (0.010): 0.278*"兼职" + 0.109*"淘宝" + 0.071*"日结" + 0.025*"内外" + 0.018*"宣传" + 0.018*"调动" + 0.017*"摄影" + 0.017*"产品推广" + 0.017*"业内" + 0.017*"动"
2018-06-05 18:16:37,584 : INFO : topic #13 (0.010): 0.134*"14" + 0.129*"维修" + 0.097*"核算" + 0.072*"评价" + 0.067*"收益" + 0.059*"事项" + 0.054*"能吃苦" + 0.054*"固定资产" + 0.044*"技术" + 0.023*"临时"
2018-06-05 18:16:37,584 : INFO : topic #14 (0.010): 0.800*"5757" + 0.070*"工具" + 0.020*"半小时" + 0.014*"正确" + 0.012*"按规定" + 0.004*"生产计划" + 0.002*"心" + 0.002*"作业" + 0.002*"面包" + 0.002*"361"
2018-06-05 18:16:37,585 : INFO : topic #15 (0.010): 0.098*"初中" + 0.079*"精通" + 0.062*"专科" + 0.047*"工作制" + 0.042*"福利待遇" + 0.040*"经理" + 0.026*"长白班" + 0.025*"16" + 0.025*"毕业生" + 0.023*"月休4天"
2018-06-05 18:16:37,585 : INFO : topic #16 (0.010): 0.165*"编制" + 0.107*"女性" + 0.035*"良好的沟通能力" + 0.031*"职责" + 0.030*"急招" + 0.030*"确保" + 0.019*"一系列" + 0.019*"报价" + 0.017*"大龄" + 0.017*"装订"
2018-06-05 18:16:37,585 : INFO : topic #17 (0.010): 0.172*"点到" + 0.152*"点" + 0.055*"12" + 0.049*"熟练掌握" + 0.047*"写作" + 0.037*"做六休" + 0.037*"公文" + 0.034*"行政管理等相关专业" + 0.023*"点半" + 0.022*"下午"
2018-06-05 18:16:37,586 : INFO : topic #18 (0.010): 0.044*"客服" + 0.037*"6512" + 0.024*"电气" + 0.019*"投递" + 0.018*"心态" + 0.018*"需" + 0.016*"文化" + 0.016*"个人简历" + 0.015*"效果" + 0.015*"基金"
2018-06-05 18:16:37,586 : INFO : topic #19 (0.010): 0.194*"富有" + 0.153*"感染力" + 0.063*"有效沟通" + 0.054*"60" + 0.047*"流利" + 0.045*"打电话" + 0.033*"疑问" + 0.028*"语言" + 0.017*"赚钱" + 0.016*"起步"
2018-06-05 18:16:37,586 : INFO : topic #20 (0.010): 0.137*"年龄在18" + 0.101*"40" + 0.092*"男性" + 0.081*"货物" + 0.061*"特别" + 0.037*"关工作经验" + 0.037*"5k" + 0.036*"留下" + 0.031*"午休" + 0.026*"时"
2018-06-05 18:16:37,587 : INFO : topic #21 (0.010): 0.297*"结算" + 0.067*"反馈" + 0.059*"有限公司" + 0.055*"有人" + 0.049*"研发" + 0.042*"法规" + 0.039*"出差" + 0.033*"懂" + 0.026*"网络科技" + 0.026*"积极向上"
2018-06-05 18:16:37,587 : INFO : topic #22 (0.010): 0.213*"拖欠" + 0.161*"聘" + 0.035*"微" + 0.027*"事务性" + 0.017*"普工" + 0.016*"包装" + 0.016*"岗位补贴" + 0.014*"操作工" + 0.013*"四千" + 0.012*"临时工"
2018-06-05 18:16:37,587 : INFO : topic #23 (0.010): 0.061*"加班" + 0.044*"网络客服" + 0.034*"4200" + 0.034*"犯罪" + 0.033*"记录" + 0.026*"算" + 0.025*"超市" + 0.023*"成本核算" + 0.022*"做事" + 0.021*"日常"
2018-06-05 18:16:37,588 : INFO : topic #24 (0.010): 0.058*"18岁" + 0.036*"地区" + 0.032*"五官端正" + 0.029*"墨镜" + 0.027*"旗袍" + 0.027*"均匀" + 0.026*"身高170cm" + 0.026*"首饰" + 0.026*"时长" + 0.026*"鞋帽"
2018-06-05 18:16:37,588 : INFO : topic #25 (0.010): 0.306*"学生" + 0.055*"年龄18周岁" + 0.049*"风" + 0.037*"老师" + 0.029*"大学" + 0.023*"年龄2" + 0.021*"衣服" + 0.019*"160" + 0.014*"155cm" + 0.013*"潮流"
2018-06-05 18:16:37,588 : INFO : topic #26 (0.010): 0.350*"认真负责" + 0.169*"单休" + 0.165*"有过" + 0.072*"周日" + 0.031*"有条理" + 0.019*"考勤" + 0.008*"调节" + 0.002*"通知" + 0.001*"灵敏" + 0.001*"急聘"
2018-06-05 18:16:37,588 : INFO : topic #27 (0.010): 0.049*"勇敢" + 0.035*"骨感" + 0.030*"心动" + 0.029*"秀出" + 0.029*"走出" + 0.029*"遗憾" + 0.029*"留" + 0.029*"一种" + 0.029*"任性" + 0.027*"一步"
2018-06-05 18:16:37,588 : INFO : topic #28 (0.010): 0.088*"有意者" + 0.074*"点击" + 0.055*"耐心" + 0.051*"懂得" + 0.051*"女生" + 0.048*"男生身高170cm" + 0.047*"观念" + 0.047*"身高158cm" + 0.046*"报名" + 0.039*"形象好气质佳"
2018-06-05 18:16:37,589 : INFO : topic #29 (0.010): 0.055*"懂" + 0.053*"智能手机" + 0.053*"每日" + 0.015*"行业" + 0.015*"奖励" + 0.014*"渠道" + 0.014*"发展" + 0.013*"大厦" + 0.013*"完善" + 0.013*"成长"
2018-06-05 18:16:37,589 : INFO : topic #30 (0.010): 0.175*"小区" + 0.164*"装修" + 0.122*"喜爱" + 0.074*"32" + 0.048*"一名" + 0.043*"三年" + 0.032*"缺陷" + 0.027*"不" + 0.024*"手表" + 0.024*"开心"
2018-06-05 18:16:37,589 : INFO : topic #31 (0.010): 0.047*"30周岁" + 0.042*"诚聘" + 0.037*"食宿" + 0.036*"基础" + 0.032*"一年" + 0.030*"一个月" + 0.026*"应收" + 0.023*"08" + 0.023*"服从" + 0.023*"加班"
2018-06-05 18:16:37,589 : INFO : topic #32 (0.010): 0.215*"1654" + 0.120*"营销" + 0.076*"路" + 0.058*"做过" + 0.047*"两个" + 0.043*"顾问" + 0.041*"资讯" + 0.033*"策略" + 0.022*"困难" + 0.022*"公交"
2018-06-05 18:16:37,589 : INFO : topic #33 (0.010): 0.943*"38" + 0.017*"视" + 0.005*"2800" + 0.004*"销售代表" + 0.003*"而定" + 0.003*"话补" + 0.001*"任性" + 0.001*"产品销售" + 0.000*"2174" + 0.000*"后厨"
2018-06-05 18:16:37,590 : INFO : topic #34 (0.010): 0.606*"600" + 0.087*"丨" + 0.048*"字" + 0.037*"0013" + 0.029*"速度" + 0.013*"成" + 0.011*"独特" + 0.005*"定制" + 0.004*"聘" + 0.004*"12"
2018-06-05 18:16:37,590 : INFO : topic #35 (0.010): 0.300*"加提成" + 0.220*"朝九晚" + 0.116*"时尚服饰" + 0.063*"功底" + 0.034*"361" + 0.030*"90" + 0.016*"开放" + 0.006*"策划" + 0.006*"18岁" + 0.005*"进度"
2018-06-05 18:16:37,590 : INFO : topic #36 (0.010): 0.239*"身高150cm" + 0.091*"做账" + 0.090*"国外" + 0.084*"面容" + 0.082*"面议" + 0.046*"147" + 0.045*"事宜" + 0.044*"国内" + 0.030*"酒店" + 0.020*"车间"
2018-06-05 18:16:37,590 : INFO : topic #37 (0.010): 0.415*"分红" + 0.388*"八小时" + 0.024*"基础知识" + 0.024*"利润" + 0.011*"志同道合" + 0.009*"11" + 0.009*"回报" + 0.008*"15" + 0.004*"361" + 0.004*"法定假日"
2018-06-05 18:16:37,590 : INFO : topic #38 (0.010): 0.344*"带领" + 0.083*"就餐" + 0.056*"大型" + 0.035*"11346" + 0.029*"销售工作经验" + 0.025*"工作日" + 0.024*"竞争力" + 0.023*"体验" + 0.022*"一同" + 0.021*"邀请"
2018-06-05 18:16:37,591 : INFO : topic #39 (0.010): 0.017*"32岁" + 0.016*"开发" + 0.011*"四季" + 0.009*"周五" + 0.008*"之间" + 0.008*"项目" + 0.008*"相关" + 0.007*"统一" + 0.007*"文案" + 0.007*"事业心"
2018-06-05 18:16:37,591 : INFO : topic #40 (0.010): 0.020*"新款" + 0.019*"穿" + 0.019*"高跟鞋" + 0.018*"大码" + 0.017*"模特" + 0.016*"微胖" + 0.016*"服饰" + 0.013*"身高体重" + 0.012*"皮肤" + 0.012*"拍照"
2018-06-05 18:16:37,591 : INFO : topic #41 (0.010): 0.083*"核对" + 0.036*"劳务" + 0.035*"6541" + 0.030*"投诉" + 0.026*"招满" + 0.025*"即止" + 0.025*"支持" + 0.025*"上级领导" + 0.024*"文件" + 0.023*"系统"
2018-06-05 18:16:37,591 : INFO : topic #42 (0.010): 0.178*"技巧" + 0.146*"信息" + 0.094*"发布" + 0.080*"网站" + 0.079*"动态" + 0.074*"搜集" + 0.057*"平台" + 0.037*"优势" + 0.030*"网络推广" + 0.022*"详细"
2018-06-05 18:16:37,591 : INFO : topic #43 (0.010): 0.556*"税务" + 0.110*"工商" + 0.055*"玩" + 0.027*"四点" + 0.012*"坐" + 0.006*"招" + 0.005*"性格" + 0.001*"能吃苦" + 0.001*"商家" + 0.000*"少"
2018-06-05 18:16:37,591 : INFO : topic #44 (0.010): 0.043*"发" + 0.040*"服装拍摄" + 0.034*"形象气质好" + 0.032*"年龄" + 0.030*"当天" + 0.029*"参与" + 0.025*"性格开朗" + 0.025*"感兴趣" + 0.025*"杂志" + 0.023*"气质"
2018-06-05 18:16:37,592 : INFO : topic #45 (0.010): 0.197*"报表" + 0.119*"面谈" + 0.074*"归档" + 0.068*"各类" + 0.061*"底薪3000" + 0.054*"打印" + 0.054*"地址" + 0.044*"多名" + 0.030*"协助" + 0.027*"编号"
2018-06-05 18:16:37,592 : INFO : topic #46 (0.010): 0.153*"韩欧美" + 0.099*"胖" + 0.094*"可微胖" + 0.090*"各区" + 0.042*"交谈" + 0.036*"多风格" + 0.031*"12岁" + 0.028*"儿童" + 0.028*"礼服" + 0.026*"更佳"
2018-06-05 18:16:37,592 : INFO : topic #47 (0.010): 0.280*"大学生" + 0.116*"推广" + 0.071*"制订" + 0.060*"方案" + 0.050*"系统" + 0.048*"责任" + 0.048*"思维" + 0.040*"双休" + 0.036*"319" + 0.025*"声音"
2018-06-05 18:16:37,592 : INFO : topic #48 (0.010): 0.232*"单子" + 0.231*"150" + 0.216*"全职" + 0.053*"一批" + 0.049*"热爱" + 0.040*"最低" + 0.030*"发货" + 0.028*"旁" + 0.011*"0014" + 0.009*"职业规划"
2018-06-05 18:16:37,592 : INFO : topic #49 (0.010): 0.021*"交流" + 0.015*"周末双休" + 0.014*"生日" + 0.013*"奖" + 0.011*"基本操作" + 0.011*"缴纳" + 0.011*"14" + 0.011*"团队精神" + 0.010*"英文" + 0.010*"上岗"
2018-06-05 18:16:37,592 : INFO : topic #50 (0.010): 0.042*"玩家" + 0.031*"客户服务" + 0.027*"助理" + 0.026*"强的沟通能力" + 0.025*"亲和力" + 0.024*"交际技巧" + 0.024*"网上" + 0.022*"表达能力强" + 0.018*"分析" + 0.017*"办公"
2018-06-05 18:16:37,593 : INFO : topic #51 (0.010): 0.162*"老客户" + 0.140*"维护" + 0.070*"新" + 0.056*"挖掘" + 0.045*"学习" + 0.043*"开发新" + 0.042*"需求" + 0.040*"寻找" + 0.039*"关系" + 0.033*"潜力"
2018-06-05 18:16:37,593 : INFO : topic #52 (0.010): 0.352*"3164" + 0.215*"扎实" + 0.122*"爱岗敬业" + 0.079*"37" + 0.030*"高中" + 0.013*"好学" + 0.003*"勤奋" + 0.001*"认真负责" + 0.001*"中专" + 0.001*"08"
2018-06-05 18:16:37,593 : INFO : topic #53 (0.010): 0.250*"商城" + 0.055*"帐" + 0.044*"361" + 0.043*"特" + 0.033*"成本" + 0.032*"一点" + 0.032*"小时工" + 0.031*"尤为重要" + 0.025*"供应商" + 0.023*"耐心"
2018-06-05 18:16:37,593 : INFO : topic #54 (0.010): 0.212*"信贷" + 0.194*"急急" + 0.175*"优" + 0.139*"一对一" + 0.049*"休" + 0.032*"女性" + 0.022*"效率" + 0.005*"指标" + 0.004*"活泼" + 0.004*"130"
2018-06-05 18:16:37,593 : INFO : topic #55 (0.010): 0.033*"关联" + 0.033*"试衣拍摄" + 0.031*"微聊" + 0.029*"镜头" + 0.028*"点击" + 0.026*"下方" + 0.024*"T恤" + 0.023*"好工作" + 0.023*"信心" + 0.020*"勇于"
2018-06-05 18:16:37,594 : INFO : topic #56 (0.010): 0.159*"过万" + 0.110*"跟进" + 0.060*"好的沟通能力" + 0.049*"C" + 0.039*"承受" + 0.038*"早九晚" + 0.038*"压力" + 0.031*"敬业" + 0.029*"不是梦" + 0.028*"改善"
2018-06-05 18:16:37,594 : INFO : topic #57 (0.010): 0.105*"电子" + 0.044*"创业" + 0.042*"送货" + 0.036*"日常" + 0.036*"进取心" + 0.034*"更好" + 0.032*"健身房" + 0.030*"网吧" + 0.030*"书桌" + 0.024*"把握"
2018-06-05 18:16:37,594 : INFO : topic #58 (0.010): 0.028*"正规" + 0.024*"首饰" + 0.024*"展示" + 0.021*"直招" + 0.020*"化妆品" + 0.018*"做" + 0.018*"周末" + 0.018*"女身高150cm" + 0.018*"尝试" + 0.018*"羽绒服"
2018-06-05 18:16:37,594 : INFO : topic #59 (0.010): 0.336*"业务员" + 0.125*"材料" + 0.107*"销售经验" + 0.053*"真实" + 0.046*"1208" + 0.043*"顾客" + 0.018*"买" + 0.013*"指挥" + 0.010*"礼貌" + 0.010*"卫生"
2018-06-05 18:16:37,594 : INFO : topic #60 (0.010): 0.193*"沟通表达能力强" + 0.110*"查看" + 0.095*"运行" + 0.079*"当月" + 0.027*"11374" + 0.025*"非诚" + 0.019*"同行业" + 0.011*"勿扰" + 0.009*"整理" + 0.004*"女性"
2018-06-05 18:16:37,594 : INFO : topic #61 (0.010): 0.179*"银行" + 0.096*"实施" + 0.089*" " + 0.052*"对外" + 0.051*"上报" + 0.034*"来访" + 0.033*"汇报" + 0.033*"网赚" + 0.028*"办公室" + 0.027*"作"
2018-06-05 18:16:37,595 : INFO : topic #62 (0.010): 0.116*"资产" + 0.081*"维系" + 0.057*"专业知识" + 0.051*"车险" + 0.038*"事务" + 0.030*"沟通协调能力" + 0.028*"8K" + 0.024*"40%" + 0.024*"达标" + 0.024*"后期"
2018-06-05 18:16:37,595 : INFO : topic #63 (0.010): 0.406*"预算" + 0.244*"编制" + 0.042*"批准" + 0.030*"天天" + 0.022*"早" + 0.021*"晚" + 0.018*"上班" + 0.018*"小时工" + 0.015*"入职" + 0.013*"语言沟通能力强"
2018-06-05 18:16:37,595 : INFO : topic #64 (0.010): 0.220*"3427" + 0.184*"全" + 0.084*"理想" + 0.052*"完备" + 0.045*"高新区" + 0.035*"就行" + 0.011*"灵敏" + 0.007*"赚钱" + 0.005*"写字楼" + 0.003*"舒适"
2018-06-05 18:16:37,596 : INFO : topic #65 (0.010): 0.097*"感强" + 0.090*"纹身" + 0.088*"五官端正" + 0.084*"投" + 0.083*"年龄在20" + 0.077*"缺席" + 0.071*"随意" + 0.057*"监督" + 0.055*"79" + 0.038*"进度"
2018-06-05 18:16:37,596 : INFO : topic #66 (0.010): 0.144*"双休" + 0.090*"上班" + 0.069*"法定假日" + 0.045*"周末双休" + 0.029*"餐补" + 0.026*"职后" + 0.025*"合同" + 0.024*"注册" + 0.024*"非" + 0.024*"放宽"
2018-06-05 18:16:37,596 : INFO : topic #67 (0.010): 0.159*"员" + 0.102*"火速" + 0.091*"武汉市" + 0.075*"40岁" + 0.061*"一日" + 0.052*"700" + 0.043*"后期" + 0.038*"2752" + 0.031*"车厢" + 0.026*"晕车"
2018-06-05 18:16:37,597 : INFO : topic #68 (0.010): 0.290*"赚钱" + 0.153*"45岁" + 0.073*"前台" + 0.065*"文员" + 0.037*"易上" + 0.036*"有志" + 0.032*"亦可" + 0.031*"手" + 0.021*"全程" + 0.020*"设有"
2018-06-05 18:16:37,597 : INFO : topic #69 (0.010): 0.253*"理" + 0.186*"机" + 0.112*"人品" + 0.091*"诚聘" + 0.068*"很强" + 0.039*"34273" + 0.036*"1150" + 0.014*"试用期" + 0.014*"欢迎您" + 0.013*"全勤"
2018-06-05 18:16:37,597 : INFO : topic #70 (0.010): 0.061*"可兼职" + 0.059*"肯吃苦" + 0.058*"未成年" + 0.057*"勤劳" + 0.057*"男女皆可" + 0.056*"自由" + 0.055*"在家" + 0.053*"脑" + 0.053*"在外" + 0.053*"电"
2018-06-05 18:16:37,597 : INFO : topic #71 (0.010): 0.030*"广告" + 0.029*"模特" + 0.024*"资金" + 0.023*"气质" + 0.017*"没太大" + 0.017*"逾期" + 0.017*"体态" + 0.017*"形象好" + 0.016*"参与" + 0.015*"年龄20"
2018-06-05 18:16:37,597 : INFO : topic #72 (0.010): 0.158*" " + 0.146*"午餐" + 0.109*"一顿" + 0.061*"朋友" + 0.054*"易" + 0.006*"认真负责" + 0.004*"兴趣" + 0.003*"考勤" + 0.002*"淘宝" + 0.002*"2174"
2018-06-05 18:16:37,598 : INFO : topic #73 (0.010): 0.125*"向上" + 0.118*"激情" + 0.083*"沟通能力" + 0.081*"影响" + 0.060*"桌椅" + 0.058*"172" + 0.056*"自助" + 0.053*"险" + 0.051*"自我" + 0.044*"底薪2000"
2018-06-05 18:16:37,598 : INFO : topic #74 (0.010): 0.020*"平面模特" + 0.018*"拍" + 0.016*"模特" + 0.014*"形象好" + 0.014*"街" + 0.013*"新款" + 0.013*"协调" + 0.012*"后期" + 0.012*"旗袍" + 0.012*"展现"
2018-06-05 18:16:37,598 : INFO : topic #75 (0.010): 0.237*"34270" + 0.096*"单证" + 0.087*"专业" + 0.072*"设计" + 0.064*"2015" + 0.041*"工程" + 0.031*"早上" + 0.027*"相关" + 0.023*"周日休息" + 0.019*"收费"
2018-06-05 18:16:37,598 : INFO : topic #76 (0.010): 0.241*"1.年龄" + 0.197*"生产" + 0.158*"位置" + 0.020*"台" + 0.001*"2174" + 0.001*"公交" + 0.001*"后厨" + 0.001*"以内" + 0.001*"清洁" + 0.001*"2800"
2018-06-05 18:16:37,598 : INFO : topic #77 (0.010): 0.279*"新手" + 0.244*"79" + 0.110*"急" + 0.095*"新区" + 0.075*"形象好气质佳" + 0.055*"邮件" + 0.015*"小时工" + 0.010*"修改" + 0.000*"2174" + 0.000*"后厨"
2018-06-05 18:16:37,599 : INFO : topic #78 (0.010): 0.592*"130" + 0.064*"诚实" + 0.032*"守信" + 0.026*"工资5000" + 0.024*"合肥" + 0.010*"万达" + 0.003*"整理" + 0.002*"投诉" + 0.002*"后厨" + 0.001*"主题"
2018-06-05 18:16:37,599 : INFO : topic #79 (0.010): 0.041*"35" + 0.030*"网拍模特" + 0.025*"开幕" + 0.025*"笑容可掬" + 0.025*"迎宾" + 0.025*"车展" + 0.025*"年龄段" + 0.023*"礼仪" + 0.021*"走秀" + 0.018*"形象好"
2018-06-05 18:16:37,599 : INFO : topic #80 (0.010): 0.028*"主题" + 0.027*"拍" + 0.027*"商品" + 0.024*"随意" + 0.022*"配合" + 0.021*"表现力" + 0.021*"脸型" + 0.020*"阳光" + 0.020*"男身高170cm" + 0.019*"缺席"
2018-06-05 18:16:37,599 : INFO : topic #81 (0.010): 0.125*"京东" + 0.035*"礼仪模特" + 0.034*"统计" + 0.033*"换" + 0.031*"齐全" + 0.029*"休息" + 0.020*"红包" + 0.020*"自主" + 0.020*"国家" + 0.019*"选择"
2018-06-05 18:16:37,599 : INFO : topic #82 (0.010): 0.523*"业务经理" + 0.041*"和谐" + 0.040*"销售行业工作经验" + 0.034*"工" + 0.028*"整理" + 0.025*"主观" + 0.015*"361" + 0.014*"后厨" + 0.010*"清洁" + 0.008*"2174"
2018-06-05 18:16:37,600 : INFO : topic #83 (0.010): 0.185*"一位" + 0.148*"品质" + 0.067*"具" + 0.052*"稳定性" + 0.044*"栋" + 0.037*"区" + 0.020*"马路" + 0.006*"岗位津贴" + 0.006*"2000" + 0.005*"C"
2018-06-05 18:16:37,600 : INFO : topic #84 (0.010): 0.114*"工作仔细认真" + 0.110*"为人正直" + 0.097*"书面" + 0.096*"写作能力" + 0.079*"口头" + 0.077*"知识" + 0.075*"形象好" + 0.072*"气质佳" + 0.069*"办公软件" + 0.028*"表达能力"
2018-06-05 18:16:37,600 : INFO : topic #85 (0.010): 0.209*"1659" + 0.139*"敏锐" + 0.102*"打包" + 0.073*"市场" + 0.056*"组" + 0.051*"增加" + 0.035*"活跃度" + 0.025*"包装" + 0.021*"足够" + 0.018*"团结"
2018-06-05 18:16:37,601 : INFO : topic #86 (0.010): 0.059*"前来" + 0.045*"美" + 0.025*"欢迎您" + 0.024*"不想" + 0.024*"淘宝模特" + 0.021*"青春" + 0.019*"饰品" + 0.019*"大龄" + 0.018*"模特" + 0.018*"新品"
2018-06-05 18:16:37,601 : INFO : topic #87 (0.010): 0.079*"中介" + 0.058*"本公司" + 0.057*"珠宝首饰" + 0.053*"招收" + 0.053*"年龄19岁" + 0.049*"箱包" + 0.049*"礼服" + 0.044*"男生身高170cm" + 0.041*"身高158cm" + 0.041*"女生"
2018-06-05 18:16:37,602 : INFO : topic #88 (0.010): 0.432*"102" + 0.090*"管理人员" + 0.070*"6K" + 0.029*"吃苦" + 0.023*"人力资源主管" + 0.015*"年轻人" + 0.015*"打字" + 0.009*"两天" + 0.002*"后厨" + 0.001*"2174"
2018-06-05 18:16:37,602 : INFO : topic #89 (0.010): 0.022*"两" + 0.020*"外地" + 0.019*"工资待遇" + 0.019*"安检" + 0.017*"账" + 0.016*"17" + 0.014*"谈吐" + 0.013*"年龄" + 0.012*"当天" + 0.012*"区域"
2018-06-05 18:16:37,602 : INFO : topic #90 (0.010): 0.215*"年底" + 0.197*"一双" + 0.082*"实力" + 0.045*"代理" + 0.038*"低" + 0.015*"制" + 0.011*"八小时" + 0.007*"一名" + 0.005*"餐饮" + 0.004*"清理"
2018-06-05 18:16:37,603 : INFO : topic #91 (0.010): 0.044*"教学" + 0.040*"课程" + 0.029*"勤奋好学" + 0.026*"主播" + 0.018*"销售精英" + 0.017*"推荐" + 0.017*"挑战" + 0.015*"亲和力" + 0.015*"诚聘" + 0.014*"辅导"
2018-06-05 18:16:37,603 : INFO : topic #92 (0.010): 0.247*"洽谈" + 0.099*"17岁" + 0.089*"证件" + 0.080*"售后" + 0.062*"身高152cm" + 0.054*"持有" + 0.053*"投" + 0.049*"个人简历" + 0.029*"电话咨询" + 0.028*"这份"
2018-06-05 18:16:37,603 : INFO : topic #93 (0.010): 0.157*"用户" + 0.131*"新人均可" + 0.070*"信息" + 0.067*"34271" + 0.065*"毕业" + 0.058*"做" + 0.044*"性质" + 0.031*"专人" + 0.022*"岁" + 0.022*"包括"
2018-06-05 18:16:37,604 : INFO : topic #94 (0.010): 0.367*"审批" + 0.114*"相" + 0.088*"关工作经验" + 0.079*"38岁" + 0.058*"表达能力" + 0.044*"关经验" + 0.037*"流程" + 0.023*"登记" + 0.015*"考勤" + 0.013*"人员"
2018-06-05 18:16:37,604 : INFO : topic #95 (0.010): 0.081*"检验" + 0.069*"跑" + 0.040*"年终奖金" + 0.037*"多名" + 0.036*"员工福利" + 0.029*"法律法规" + 0.028*"高中及" + 0.026*"店长" + 0.025*"约" + 0.024*"店面"
2018-06-05 18:16:37,604 : INFO : topic #96 (0.010): 0.100*"5K" + 0.086*"勤恳" + 0.058*"13" + 0.024*"和平" + 0.004*"筛选" + 0.004*"后厨" + 0.004*"配菜" + 0.003*"2174" + 0.003*"清洁" + 0.003*"定期"
2018-06-05 18:16:37,604 : INFO : topic #97 (0.010): 0.394*"网络销售" + 0.085*"电话销售" + 0.078*"事业" + 0.064*"有意" + 0.023*"模式" + 0.022*"做" + 0.021*"资料整理" + 0.012*"本科学历" + 0.011*"系统化" + 0.011*"周末双休"
2018-06-05 18:16:37,605 : INFO : topic #98 (0.010): 0.058*"7132" + 0.042*"思维" + 0.041*"金融" + 0.035*"承担" + 0.034*"口齿清晰" + 0.034*"期待" + 0.033*"建筑" + 0.029*"敏捷" + 0.028*"每季度" + 0.022*"级"
2018-06-05 18:16:37,605 : INFO : topic #99 (0.010): 0.299*"数名" + 0.167*"口齿伶俐" + 0.078*"乐于" + 0.043*"唱歌跳舞" + 0.030*"思维" + 0.020*"忙" + 0.012*"服" + 0.002*"互动" + 0.002*"后厨" + 0.002*"自我"
2018-06-05 18:16:37,605 : INFO : loading LdaModel object from C:/Users/lishaoxing/Desktop/topicmodel/mylda_v1.txt
2018-06-05 18:16:37,606 : INFO : loading expElogbeta from C:/Users/lishaoxing/Desktop/topicmodel/mylda_v1.txt.expElogbeta.npy with mmap=None
end2
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2018-06-05 18:16:37,609 : INFO : setting ignored attribute state to None
2018-06-05 18:16:37,609 : INFO : setting ignored attribute id2word to None
2018-06-05 18:16:37,609 : INFO : setting ignored attribute dispatcher to None
2018-06-05 18:16:37,610 : INFO : loaded C:/Users/lishaoxing/Desktop/topicmodel/mylda_v1.txt
2018-06-05 18:16:37,610 : INFO : loading LdaState object from C:/Users/lishaoxing/Desktop/topicmodel/mylda_v1.txt.state
2018-06-05 18:16:37,623 : INFO : loaded C:/Users/lishaoxing/Desktop/topicmodel/mylda_v1.txt.state
2018-06-05 18:16:37,625 : INFO : loading Dictionary object from C:/Users/lishaoxing/Desktop/topicmodel/dict_v1.txt
2018-06-05 18:16:37,676 : INFO : loaded C:/Users/lishaoxing/Desktop/topicmodel/dict_v1.txt
Score: 0.33666667342185974 Topic: 0.049*"勇敢" + 0.035*"骨感" + 0.030*"心动" + 0.029*"秀出" + 0.029*"走出" + 0.029*"遗憾" + 0.029*"留" + 0.029*"一种" + 0.029*"任性" + 0.027*"一步" + 0.026*"年轻" + 0.025*"上进" + 0.024*"美" + 0.023*"青春" + 0.021*"型" + 0.020*"微胖" + 0.019*"服装模特" + 0.016*"指导" + 0.015*"超级" + 0.014*"拍"
Score: 0.33666667342185974 Topic: 0.055*"懂" + 0.053*"智能手机" + 0.053*"每日" + 0.015*"行业" + 0.015*"奖励" + 0.014*"渠道" + 0.014*"发展" + 0.013*"大厦" + 0.013*"完善" + 0.013*"成长" + 0.012*"聘" + 0.011*"晋升" + 0.011*"12000" + 0.010*"空间" + 0.010*"这是" + 0.009*"国际" + 0.009*"平台" + 0.008*"需求" + 0.008*"上班" + 0.008*"地址"
end3
----------------------------------------------------------------------------------------------------
Score: 0.5049999952316284 Topic: 0.250*"商城" + 0.055*"帐" + 0.044*"361" + 0.043*"特" + 0.033*"成本" + 0.032*"一点" + 0.032*"小时工" + 0.031*"尤为重要" + 0.025*"供应商" + 0.023*"耐心" + 0.021*"账号" + 0.018*"佣金" + 0.018*"接听" + 0.017*"守时" + 0.016*"描述" + 0.012*"34272" + 0.011*"人力资源部" + 0.010*"300" + 0.010*"担当" + 0.009*"工作室"
Score: 0.4020000398159027 Topic: 0.247*"洽谈" + 0.099*"17岁" + 0.089*"证件" + 0.080*"售后" + 0.062*"身高152cm" + 0.054*"持有" + 0.053*"投" + 0.049*"个人简历" + 0.029*"电话咨询" + 0.028*"这份" + 0.022*"录用" + 0.012*"汇总" + 0.006*"诚聘" + 0.003*"提出" + 0.003*"下午" + 0.002*"打电话" + 0.001*"K" + 0.001*"欢迎您" + 0.001*"达人" + 0.001*"关工作经验"
Score: 0.2019999921321869 Topic: 0.159*"过万" + 0.110*"跟进" + 0.060*"好的沟通能力" + 0.049*"C" + 0.039*"承受" + 0.038*"早九晚" + 0.038*"压力" + 0.031*"敬业" + 0.029*"不是梦" + 0.028*"改善" + 0.028*"讲解" + 0.026*"客户服务" + 0.023*"回访" + 0.017*"热爱销售行业" + 0.017*"突破" + 0.015*"本公司" + 0.015*"月入" + 0.012*"买房" + 0.010*"满意" + 0.009*"努力"
Score: 0.2019999921321869 Topic: 0.114*"工作仔细认真" + 0.110*"为人正直" + 0.097*"书面" + 0.096*"写作能力" + 0.079*"口头" + 0.077*"知识" + 0.075*"形象好" + 0.072*"气质佳" + 0.069*"办公软件" + 0.028*"表达能力" + 0.022*"流程" + 0.020*"商务" + 0.020*"OFFICE" + 0.019*"信函" + 0.018*"办公室行政" + 0.008*"押金" + 0.008*"突发" + 0.007*"小伙伴" + 0.007*"亮点" + 0.003*"文档"
Score: 0.33666670322418213 Topic: 0.278*"兼职" + 0.109*"淘宝" + 0.071*"日结" + 0.025*"内外" + 0.018*"宣传" + 0.018*"调动" + 0.017*"摄影" + 0.017*"产品推广" + 0.017*"业内" + 0.017*"动" + 0.016*"途径" + 0.016*"170cm" + 0.016*"冭" + 0.016*"景拍" + 0.016*"静" + 0.016*"试纱" + 0.016*"推展" + 0.016*"媒体" + 0.015*"工作人员" + 0.014*"化妆师"
Score: 0.33666667342185974 Topic: 0.250*"商城" + 0.055*"帐" + 0.044*"361" + 0.043*"特" + 0.033*"成本" + 0.032*"一点" + 0.032*"小时工" + 0.031*"尤为重要" + 0.025*"供应商" + 0.023*"耐心" + 0.021*"账号" + 0.018*"佣金" + 0.018*"接听" + 0.017*"守时" + 0.016*"描述" + 0.012*"34272" + 0.011*"人力资源部" + 0.010*"300" + 0.010*"担当" + 0.009*"工作室"
Score: 0.580187201499939 Topic: 0.021*"交流" + 0.015*"周末双休" + 0.014*"生日" + 0.013*"奖" + 0.011*"基本操作" + 0.011*"缴纳" + 0.011*"14" + 0.011*"团队精神" + 0.010*"英文" + 0.010*"上岗" + 0.010*"核算" + 0.009*"旅游" + 0.009*"行业" + 0.009*"季度" + 0.009*"无责" + 0.009*"年终奖" + 0.009*"家庭" + 0.009*"城市" + 0.008*"地址" + 0.008*"转正"
Score: 0.23321419954299927 Topic: 0.017*"32岁" + 0.016*"开发" + 0.011*"四季" + 0.009*"周五" + 0.008*"之间" + 0.008*"项目" + 0.008*"相关" + 0.007*"统一" + 0.007*"文案" + 0.007*"事业心" + 0.007*"热情" + 0.007*"婚纱彩妆" + 0.007*"周一" + 0.007*"带薪休假" + 0.006*"商务谈判" + 0.006*"过户" + 0.006*"聚餐" + 0.006*"法定节假日" + 0.006*"国家" + 0.006*"大专"
Score: 0.0788208544254303 Topic: 0.159*"过万" + 0.110*"跟进" + 0.060*"好的沟通能力" + 0.049*"C" + 0.039*"承受" + 0.038*"早九晚" + 0.038*"压力" + 0.031*"敬业" + 0.029*"不是梦" + 0.028*"改善" + 0.028*"讲解" + 0.026*"客户服务" + 0.023*"回访" + 0.017*"热爱销售行业" + 0.017*"突破" + 0.015*"本公司" + 0.015*"月入" + 0.012*"买房" + 0.010*"满意" + 0.009*"努力"
Score: 0.3378099203109741 Topic: 0.044*"教学" + 0.040*"课程" + 0.029*"勤奋好学" + 0.026*"主播" + 0.018*"销售精英" + 0.017*"推荐" + 0.017*"挑战" + 0.015*"亲和力" + 0.015*"诚聘" + 0.014*"辅导" + 0.014*"类" + 0.014*"安装" + 0.013*"直播" + 0.013*"低于" + 0.013*"勇于" + 0.012*"诚招" + 0.012*"机械" + 0.012*"想法" + 0.010*"热爱销售工作" + 0.010*"调试"
Score: 0.27973058819770813 Topic: 0.021*"交流" + 0.015*"周末双休" + 0.014*"生日" + 0.013*"奖" + 0.011*"基本操作" + 0.011*"缴纳" + 0.011*"14" + 0.011*"团队精神" + 0.010*"英文" + 0.010*"上岗" + 0.010*"核算" + 0.009*"旅游" + 0.009*"行业" + 0.009*"季度" + 0.009*"无责" + 0.009*"年终奖" + 0.009*"家庭" + 0.009*"城市" + 0.008*"地址" + 0.008*"转正"
Score: 0.09332119673490524 Topic: 0.083*"核对" + 0.036*"劳务" + 0.035*"6541" + 0.030*"投诉" + 0.026*"招满" + 0.025*"即止" + 0.025*"支持" + 0.025*"上级领导" + 0.024*"文件" + 0.023*"系统" + 0.021*"商业" + 0.021*"流程" + 0.019*"背景" + 0.019*"解决" + 0.016*"部门" + 0.016*"建设" + 0.016*"权限" + 0.016*"报表" + 0.015*"各项" + 0.015*"工程"
Score: 0.04391391947865486 Topic: 0.175*"小区" + 0.164*"装修" + 0.122*"喜爱" + 0.074*"32" + 0.048*"一名" + 0.043*"三年" + 0.032*"缺陷" + 0.027*"不" + 0.024*"手表" + 0.024*"开心" + 0.021*"14" + 0.020*"数量" + 0.014*"原则" + 0.010*"竞争力" + 0.008*"急需" + 0.008*"优美" + 0.008*"量" + 0.006*"身份" + 0.006*"过程" + 0.004*"见解"
Score: 0.043913036584854126 Topic: 0.165*"编制" + 0.107*"女性" + 0.035*"良好的沟通能力" + 0.031*"职责" + 0.030*"急招" + 0.030*"确保" + 0.019*"一系列" + 0.019*"报价" + 0.017*"大龄" + 0.017*"装订" + 0.016*"演绎" + 0.015*"女装" + 0.014*"麻豆" + 0.013*"陪伴" + 0.012*"童模" + 0.012*"图片" + 0.012*"样板" + 0.011*"父母" + 0.011*"不行" + 0.011*"微信"
Score: 0.043912168592214584 Topic: 0.114*"工作仔细认真" + 0.110*"为人正直" + 0.097*"书面" + 0.096*"写作能力" + 0.079*"口头" + 0.077*"知识" + 0.075*"形象好" + 0.072*"气质佳" + 0.069*"办公软件" + 0.028*"表达能力" + 0.022*"流程" + 0.020*"商务" + 0.020*"OFFICE" + 0.019*"信函" + 0.018*"办公室行政" + 0.008*"押金" + 0.008*"突发" + 0.007*"小伙伴" + 0.007*"亮点" + 0.003*"文档"
Score: 0.04383542761206627 Topic: 0.220*"3427" + 0.184*"全" + 0.084*"理想" + 0.052*"完备" + 0.045*"高新区" + 0.035*"就行" + 0.011*"灵敏" + 0.007*"赚钱" + 0.005*"写字楼" + 0.003*"舒适" + 0.002*"公交" + 0.001*"130" + 0.001*"工" + 0.001*"工资卡" + 0.001*"2174" + 0.001*"名额" + 0.001*"后厨" + 0.001*"清洁" + 0.001*"烹饪" + 0.001*"全勤"
Score: 0.04350501671433449 Topic: 0.058*"7132" + 0.042*"思维" + 0.041*"金融" + 0.035*"承担" + 0.034*"口齿清晰" + 0.034*"期待" + 0.033*"建筑" + 0.029*"敏捷" + 0.028*"每季度" + 0.022*"级" + 0.022*"中央空调" + 0.021*"规划" + 0.020*"客户资源" + 0.018*"应变能力" + 0.017*"激励" + 0.017*"优秀的沟通能力" + 0.016*"性格坚韧" + 0.014*"班" + 0.014*"业务员" + 0.013*"8.5"
Score: 0.030493510887026787 Topic: 0.028*"正规" + 0.024*"首饰" + 0.024*"展示" + 0.021*"直招" + 0.020*"化妆品" + 0.018*"做" + 0.018*"周末" + 0.018*"女身高150cm" + 0.018*"尝试" + 0.018*"羽绒服" + 0.018*"毛衣" + 0.018*"棉服" + 0.018*"毛呢" + 0.017*"装" + 0.017*"合法" + 0.017*"45" + 0.017*"常见" + 0.016*"韩装" + 0.016*"要" + 0.016*"仔细阅读"
Score: 0.6399649977684021 Topic: 0.021*"交流" + 0.015*"周末双休" + 0.014*"生日" + 0.013*"奖" + 0.011*"基本操作" + 0.011*"缴纳" + 0.011*"14" + 0.011*"团队精神" + 0.010*"英文" + 0.010*"上岗" + 0.010*"核算" + 0.009*"旅游" + 0.009*"行业" + 0.009*"季度" + 0.009*"无责" + 0.009*"年终奖" + 0.009*"家庭" + 0.009*"城市" + 0.008*"地址" + 0.008*"转正"
Score: 0.1620349884033203 Topic: 0.042*"玩家" + 0.031*"客户服务" + 0.027*"助理" + 0.026*"强的沟通能力" + 0.025*"亲和力" + 0.024*"交际技巧" + 0.024*"网上" + 0.022*"表达能力强" + 0.018*"分析" + 0.017*"办公" + 0.016*"职业" + 0.014*"有能力" + 0.012*"身份证" + 0.012*"战略" + 0.011*"简单" + 0.011*"上班时间" + 0.011*"人事" + 0.011*"初级" + 0.010*"人事专员" + 0.010*"中级"
Score: 0.10099998861551285 Topic: 0.215*"年底" + 0.197*"一双" + 0.082*"实力" + 0.045*"代理" + 0.038*"低" + 0.015*"制" + 0.011*"八小时" + 0.007*"一名" + 0.005*"餐饮" + 0.004*"清理" + 0.002*"勤奋" + 0.002*"两个" + 0.002*"项目" + 0.002*"热情" + 0.001*"45岁" + 0.001*"卫生" + 0.001*"2174" + 0.001*"执行" + 0.001*"勤奋努力" + 0.001*"食材"
Score: 0.34195655584335327 Topic: 0.066*"财务" + 0.033*"计划" + 0.024*"执行" + 0.021*"大专" + 0.020*"办理" + 0.020*"相关" + 0.019*"组织" + 0.019*"审核" + 0.013*"资料" + 0.012*"办公软件" + 0.012*"管理" + 0.012*"分析" + 0.011*"申报" + 0.011*"教育" + 0.011*"领导" + 0.010*"做好" + 0.010*"17" + 0.010*"推广" + 0.010*"环境" + 0.010*"情况"
Score: 0.2657495141029358 Topic: 0.021*"交流" + 0.015*"周末双休" + 0.014*"生日" + 0.013*"奖" + 0.011*"基本操作" + 0.011*"缴纳" + 0.011*"14" + 0.011*"团队精神" + 0.010*"英文" + 0.010*"上岗" + 0.010*"核算" + 0.009*"旅游" + 0.009*"行业" + 0.009*"季度" + 0.009*"无责" + 0.009*"年终奖" + 0.009*"家庭" + 0.009*"城市" + 0.008*"地址" + 0.008*"转正"
Score: 0.1950444132089615 Topic: 0.017*"32岁" + 0.016*"开发" + 0.011*"四季" + 0.009*"周五" + 0.008*"之间" + 0.008*"项目" + 0.008*"相关" + 0.007*"统一" + 0.007*"文案" + 0.007*"事业心" + 0.007*"热情" + 0.007*"婚纱彩妆" + 0.007*"周一" + 0.007*"带薪休假" + 0.006*"商务谈判" + 0.006*"过户" + 0.006*"聚餐" + 0.006*"法定节假日" + 0.006*"国家" + 0.006*"大专"
Score: 0.10124949365854263 Topic: 0.058*"7132" + 0.042*"思维" + 0.041*"金融" + 0.035*"承担" + 0.034*"口齿清晰" + 0.034*"期待" + 0.033*"建筑" + 0.029*"敏捷" + 0.028*"每季度" + 0.022*"级" + 0.022*"中央空调" + 0.021*"规划" + 0.020*"客户资源" + 0.018*"应变能力" + 0.017*"激励" + 0.017*"优秀的沟通能力" + 0.016*"性格坚韧" + 0.014*"班" + 0.014*"业务员" + 0.013*"8.5"
Score: 0.3190307915210724 Topic: 0.213*"拖欠" + 0.161*"聘" + 0.035*"微" + 0.027*"事务性" + 0.017*"普工" + 0.016*"包装" + 0.016*"岗位补贴" + 0.014*"操作工" + 0.013*"四千" + 0.012*"临时工" + 0.012*"技术工" + 0.012*"寒假工" + 0.011*"短期工" + 0.010*"组装" + 0.010*"电影" + 0.010*"SMT" + 0.009*"新车" + 0.009*"仓管" + 0.008*"贵阳" + 0.008*"测试"
Score: 0.23452268540859222 Topic: 0.016*"程序" + 0.016*"女生" + 0.015*"爱岗敬业" + 0.015*"内部" + 0.015*"决策" + 0.014*"男生" + 0.011*"周六" + 0.010*"QQ" + 0.010*"下午" + 0.010*"每月" + 0.010*"综合" + 0.009*"挑战" + 0.009*"想" + 0.009*"地址" + 0.009*"各类" + 0.009*"英伦" + 0.008*"风衣" + 0.008*"欲望" + 0.008*"12" + 0.008*"月入"
Score: 0.20394651591777802 Topic: 0.061*"加班" + 0.044*"网络客服" + 0.034*"4200" + 0.034*"犯罪" + 0.033*"记录" + 0.026*"算" + 0.025*"超市" + 0.023*"成本核算" + 0.022*"做事" + 0.021*"日常" + 0.020*"上五休" + 0.020*"24" + 0.019*"发工资" + 0.019*"配套" + 0.019*"盘点" + 0.018*"人间" + 0.017*"35岁" + 0.017*"形式" + 0.017*"吃饭" + 0.017*"升职"
Score: 0.252501517534256 Topic: 0.022*"两" + 0.020*"外地" + 0.019*"工资待遇" + 0.019*"安检" + 0.017*"账" + 0.016*"17" + 0.014*"谈吐" + 0.013*"年龄" + 0.012*"当天" + 0.012*"区域" + 0.011*"实习期" + 0.011*"发现" + 0.010*"地铁" + 0.010*"免费" + 0.010*"号线" + 0.010*"下午" + 0.010*"加班" + 0.009*"包含" + 0.009*"1.5" + 0.008*"加班费"
Score: 0.2524999976158142 Topic: 0.241*"1.年龄" + 0.197*"生产" + 0.158*"位置" + 0.020*"台" + 0.001*"2174" + 0.001*"公交" + 0.001*"后厨" + 0.001*"以内" + 0.001*"清洁" + 0.001*"2800" + 0.001*"活动" + 0.001*"烹饪" + 0.001*"加工" + 0.001*"整理" + 0.001*"周日休息" + 0.000*"经济" + 0.000*"实力" + 0.000*"男性" + 0.000*"食宿" + 0.000*"卫生"
Score: 0.25249847769737244 Topic: 0.042*"玩家" + 0.031*"客户服务" + 0.027*"助理" + 0.026*"强的沟通能力" + 0.025*"亲和力" + 0.024*"交际技巧" + 0.024*"网上" + 0.022*"表达能力强" + 0.018*"分析" + 0.017*"办公" + 0.016*"职业" + 0.014*"有能力" + 0.012*"身份证" + 0.012*"战略" + 0.011*"简单" + 0.011*"上班时间" + 0.011*"人事" + 0.011*"初级" + 0.010*"人事专员" + 0.010*"中级"
Score: 0.5049999952316284 Topic: 0.066*"财务" + 0.033*"计划" + 0.024*"执行" + 0.021*"大专" + 0.020*"办理" + 0.020*"相关" + 0.019*"组织" + 0.019*"审核" + 0.013*"资料" + 0.012*"办公软件" + 0.012*"管理" + 0.012*"分析" + 0.011*"申报" + 0.011*"教育" + 0.011*"领导" + 0.010*"做好" + 0.010*"17" + 0.010*"推广" + 0.010*"环境" + 0.010*"情况"
Score: 0.18370217084884644 Topic: 0.394*"网络销售" + 0.085*"电话销售" + 0.078*"事业" + 0.064*"有意" + 0.023*"模式" + 0.022*"做" + 0.021*"资料整理" + 0.012*"本科学历" + 0.011*"系统化" + 0.011*"周末双休" + 0.010*"设计师" + 0.008*"可实习" + 0.008*"工作制" + 0.007*"会议" + 0.007*"图" + 0.007*"设计" + 0.005*"精神" + 0.005*"金融" + 0.004*"语言表达" + 0.004*"表达清晰"
Score: 0.16148172318935394 Topic: 0.016*"程序" + 0.016*"女生" + 0.015*"爱岗敬业" + 0.015*"内部" + 0.015*"决策" + 0.014*"男生" + 0.011*"周六" + 0.010*"QQ" + 0.010*"下午" + 0.010*"每月" + 0.010*"综合" + 0.009*"挑战" + 0.009*"想" + 0.009*"地址" + 0.009*"各类" + 0.009*"英伦" + 0.008*"风衣" + 0.008*"欲望" + 0.008*"12" + 0.008*"月入"
Score: 0.15702368319034576 Topic: 0.159*"过万" + 0.110*"跟进" + 0.060*"好的沟通能力" + 0.049*"C" + 0.039*"承受" + 0.038*"早九晚" + 0.038*"压力" + 0.031*"敬业" + 0.029*"不是梦" + 0.028*"改善" + 0.028*"讲解" + 0.026*"客户服务" + 0.023*"回访" + 0.017*"热爱销售行业" + 0.017*"突破" + 0.015*"本公司" + 0.015*"月入" + 0.012*"买房" + 0.010*"满意" + 0.009*"努力"
Score: 0.1387673020362854 Topic: 0.058*"7132" + 0.042*"思维" + 0.041*"金融" + 0.035*"承担" + 0.034*"口齿清晰" + 0.034*"期待" + 0.033*"建筑" + 0.029*"敏捷" + 0.028*"每季度" + 0.022*"级" + 0.022*"中央空调" + 0.021*"规划" + 0.020*"客户资源" + 0.018*"应变能力" + 0.017*"激励" + 0.017*"优秀的沟通能力" + 0.016*"性格坚韧" + 0.014*"班" + 0.014*"业务员" + 0.013*"8.5"
Score: 0.10117165744304657 Topic: 0.066*"财务" + 0.033*"计划" + 0.024*"执行" + 0.021*"大专" + 0.020*"办理" + 0.020*"相关" + 0.019*"组织" + 0.019*"审核" + 0.013*"资料" + 0.012*"办公软件" + 0.012*"管理" + 0.012*"分析" + 0.011*"申报" + 0.011*"教育" + 0.011*"领导" + 0.010*"做好" + 0.010*"17" + 0.010*"推广" + 0.010*"环境" + 0.010*"情况"
Score: 0.0918181836605072 Topic: 0.381*"名" + 0.163*"20" + 0.134*"网拍试衣模特" + 0.033*"视频" + 0.020*"易学" + 0.019*"应变能力" + 0.017*"3000" + 0.008*"前期" + 0.007*"满勤" + 0.007*"三菜" + 0.007*"补贴" + 0.006*"一汤" + 0.005*"工资待遇" + 0.005*"简单" + 0.003*"包装" + 0.003*"女性" + 0.001*"初中" + 0.001*"分" + 0.001*"事业心" + 0.001*"4500"
Score: 0.08148983120918274 Topic: 0.088*"有意者" + 0.074*"点击" + 0.055*"耐心" + 0.051*"懂得" + 0.051*"女生" + 0.048*"男生身高170cm" + 0.047*"观念" + 0.047*"身高158cm" + 0.046*"报名" + 0.039*"形象好气质佳" + 0.035*"打扮" + 0.035*"之间" + 0.034*"匀称" + 0.033*"40周岁" + 0.032*"身材" + 0.031*"合适" + 0.025*"上镜" + 0.015*"方式" + 0.008*"队员" + 0.008*"职业"
Score: 0.49777233600616455 Topic: 0.066*"财务" + 0.033*"计划" + 0.024*"执行" + 0.021*"大专" + 0.020*"办理" + 0.020*"相关" + 0.019*"组织" + 0.019*"审核" + 0.013*"资料" + 0.012*"办公软件" + 0.012*"管理" + 0.012*"分析" + 0.011*"申报" + 0.011*"教育" + 0.011*"领导" + 0.010*"做好" + 0.010*"17" + 0.010*"推广" + 0.010*"环境" + 0.010*"情况"
Score: 0.2512500286102295 Topic: 0.336*"业务员" + 0.125*"材料" + 0.107*"销售经验" + 0.053*"真实" + 0.046*"1208" + 0.043*"顾客" + 0.018*"买" + 0.013*"指挥" + 0.010*"礼貌" + 0.010*"卫生" + 0.009*"不在" + 0.008*"店" + 0.008*"国内外" + 0.008*"吃饭时间" + 0.008*"餐补" + 0.006*"干满" + 0.005*"小伙伴" + 0.004*"符合" + 0.004*"发" + 0.004*"周末双休"
Score: 0.12972761690616608 Topic: 0.044*"教学" + 0.040*"课程" + 0.029*"勤奋好学" + 0.026*"主播" + 0.018*"销售精英" + 0.017*"推荐" + 0.017*"挑战" + 0.015*"亲和力" + 0.015*"诚聘" + 0.014*"辅导" + 0.014*"类" + 0.014*"安装" + 0.013*"直播" + 0.013*"低于" + 0.013*"勇于" + 0.012*"诚招" + 0.012*"机械" + 0.012*"想法" + 0.010*"热爱销售工作" + 0.010*"调试"
Score: 0.5016666650772095 Topic: 0.058*"7132" + 0.042*"思维" + 0.041*"金融" + 0.035*"承担" + 0.034*"口齿清晰" + 0.034*"期待" + 0.033*"建筑" + 0.029*"敏捷" + 0.028*"每季度" + 0.022*"级" + 0.022*"中央空调" + 0.021*"规划" + 0.020*"客户资源" + 0.018*"应变能力" + 0.017*"激励" + 0.017*"优秀的沟通能力" + 0.016*"性格坚韧" + 0.014*"班" + 0.014*"业务员" + 0.013*"8.5"
Score: 0.16833333671092987 Topic: 0.175*"小区" + 0.164*"装修" + 0.122*"喜爱" + 0.074*"32" + 0.048*"一名" + 0.043*"三年" + 0.032*"缺陷" + 0.027*"不" + 0.024*"手表" + 0.024*"开心" + 0.021*"14" + 0.020*"数量" + 0.014*"原则" + 0.010*"竞争力" + 0.008*"急需" + 0.008*"优美" + 0.008*"量" + 0.006*"身份" + 0.006*"过程" + 0.004*"见解"
Score: 0.16833333671092987 Topic: 0.021*"交流" + 0.015*"周末双休" + 0.014*"生日" + 0.013*"奖" + 0.011*"基本操作" + 0.011*"缴纳" + 0.011*"14" + 0.011*"团队精神" + 0.010*"英文" + 0.010*"上岗" + 0.010*"核算" + 0.009*"旅游" + 0.009*"行业" + 0.009*"季度" + 0.009*"无责" + 0.009*"年终奖" + 0.009*"家庭" + 0.009*"城市" + 0.008*"地址" + 0.008*"转正"
Score: 0.4020000100135803 Topic: 0.194*"富有" + 0.153*"感染力" + 0.063*"有效沟通" + 0.054*"60" + 0.047*"流利" + 0.045*"打电话" + 0.033*"疑问" + 0.028*"语言" + 0.017*"赚钱" + 0.016*"起步" + 0.013*"做五休" + 0.012*"想" + 0.011*"市场" + 0.008*"解答" + 0.008*"底薪3500" + 0.008*"达成" + 0.007*"拨" + 0.005*"结算" + 0.004*"热爱销售工作" + 0.003*"需求"
Score: 0.2019999921321869 Topic: 0.021*"交流" + 0.015*"周末双休" + 0.014*"生日" + 0.013*"奖" + 0.011*"基本操作" + 0.011*"缴纳" + 0.011*"14" + 0.011*"团队精神" + 0.010*"英文" + 0.010*"上岗" + 0.010*"核算" + 0.009*"旅游" + 0.009*"行业" + 0.009*"季度" + 0.009*"无责" + 0.009*"年终奖" + 0.009*"家庭" + 0.009*"城市" + 0.008*"地址" + 0.008*"转正"
Score: 0.2019999921321869 Topic: 0.237*"34270" + 0.096*"单证" + 0.087*"专业" + 0.072*"设计" + 0.064*"2015" + 0.041*"工程" + 0.031*"早上" + 0.027*"相关" + 0.023*"周日休息" + 0.019*"收费" + 0.015*"社保" + 0.013*"过程" + 0.013*"不良" + 0.013*"验收" + 0.012*"件" + 0.012*"补贴" + 0.009*"建议" + 0.009*"疾病" + 0.009*"方案" + 0.007*"简章"
Score: 0.7524999976158142 Topic: 0.033*"关联" + 0.033*"试衣拍摄" + 0.031*"微聊" + 0.029*"镜头" + 0.028*"点击" + 0.026*"下方" + 0.024*"T恤" + 0.023*"好工作" + 0.023*"信心" + 0.020*"勇于" + 0.018*"门店" + 0.017*"应聘" + 0.017*"集体" + 0.015*"前" + 0.015*"身高156cm" + 0.015*"求职" + 0.014*"速报名" + 0.012*"免费体检" + 0.012*"不良嗜好" + 0.011*"年龄20岁"
Score: 0.22333332896232605 Topic: 0.044*"教学" + 0.040*"课程" + 0.029*"勤奋好学" + 0.026*"主播" + 0.018*"销售精英" + 0.017*"推荐" + 0.017*"挑战" + 0.015*"亲和力" + 0.015*"诚聘" + 0.014*"辅导" + 0.014*"类" + 0.014*"安装" + 0.013*"直播" + 0.013*"低于" + 0.013*"勇于" + 0.012*"诚招" + 0.012*"机械" + 0.012*"想法" + 0.010*"热爱销售工作" + 0.010*"调试"
Score: 0.21255788207054138 Topic: 0.197*"报表" + 0.119*"面谈" + 0.074*"归档" + 0.068*"各类" + 0.061*"底薪3000" + 0.054*"打印" + 0.054*"地址" + 0.044*"多名" + 0.030*"协助" + 0.027*"编号" + 0.025*"充满" + 0.017*"号" + 0.017*"上进心" + 0.015*"异常" + 0.015*"交代" + 0.014*"制作" + 0.010*"文档" + 0.010*"介绍" + 0.010*"活力" + 0.007*"在线"
Score: 0.12299767881631851 Topic: 0.021*"交流" + 0.015*"周末双休" + 0.014*"生日" + 0.013*"奖" + 0.011*"基本操作" + 0.011*"缴纳" + 0.011*"14" + 0.011*"团队精神" + 0.010*"英文" + 0.010*"上岗" + 0.010*"核算" + 0.009*"旅游" + 0.009*"行业" + 0.009*"季度" + 0.009*"无责" + 0.009*"年终奖" + 0.009*"家庭" + 0.009*"城市" + 0.008*"地址" + 0.008*"转正"
Score: 0.11222222447395325 Topic: 0.215*"1654" + 0.120*"营销" + 0.076*"路" + 0.058*"做过" + 0.047*"两个" + 0.043*"顾问" + 0.041*"资讯" + 0.033*"策略" + 0.022*"困难" + 0.022*"公交" + 0.018*"B座" + 0.015*"三个" + 0.013*"米" + 0.013*"100" + 0.012*"2800" + 0.011*"35" + 0.006*"下班" + 0.006*"下车" + 0.005*"打字" + 0.005*"29"
Score: 0.11222222447395325 Topic: 0.043*"发" + 0.040*"服装拍摄" + 0.034*"形象气质好" + 0.032*"年龄" + 0.030*"当天" + 0.029*"参与" + 0.025*"性格开朗" + 0.025*"感兴趣" + 0.025*"杂志" + 0.023*"气质" + 0.020*"帽子" + 0.020*"应聘" + 0.018*"点" + 0.018*"短信" + 0.016*"身高152cm" + 0.015*"结算" + 0.015*"画册" + 0.014*"女装" + 0.014*"免费" + 0.014*"上镜"
Score: 0.11222222447395325 Topic: 0.125*"向上" + 0.118*"激情" + 0.083*"沟通能力" + 0.081*"影响" + 0.060*"桌椅" + 0.058*"172" + 0.056*"自助" + 0.053*"险" + 0.051*"自我" + 0.044*"底薪2000" + 0.018*"底薪2200" + 0.017*"人才" + 0.017*"不需" + 0.009*"计算" + 0.006*"外表" + 0.006*"外景" + 0.006*"招" + 0.005*"水平" + 0.005*"8000" + 0.003*"大学"
Score: 0.2871428430080414 Topic: 0.299*"数名" + 0.167*"口齿伶俐" + 0.078*"乐于" + 0.043*"唱歌跳舞" + 0.030*"思维" + 0.020*"忙" + 0.012*"服" + 0.002*"互动" + 0.002*"后厨" + 0.002*"自我" + 0.002*"清洁" + 0.002*"2174" + 0.001*"整理" + 0.001*"合肥" + 0.001*"免费" + 0.001*"烹饪" + 0.001*"切配" + 0.000*"厨工" + 0.000*"主播" + 0.000*"11239"
Score: 0.26717275381088257 Topic: 0.165*"沟通能力强" + 0.095*"2688" + 0.071*"771" + 0.068*"服从安排" + 0.056*"软件" + 0.056*"学员" + 0.051*"开单" + 0.046*"创造" + 0.042*"聊天" + 0.036*"业务流程" + 0.035*"执行力" + 0.030*"PS" + 0.018*"表达" + 0.015*"协助" + 0.014*"甜美" + 0.011*"懂" + 0.008*"精神" + 0.007*"业绩" + 0.006*"配合" + 0.005*"设计"
Score: 0.16575416922569275 Topic: 0.017*"32岁" + 0.016*"开发" + 0.011*"四季" + 0.009*"周五" + 0.008*"之间" + 0.008*"项目" + 0.008*"相关" + 0.007*"统一" + 0.007*"文案" + 0.007*"事业心" + 0.007*"热情" + 0.007*"婚纱彩妆" + 0.007*"周一" + 0.007*"带薪休假" + 0.006*"商务谈判" + 0.006*"过户" + 0.006*"聚餐" + 0.006*"法定节假日" + 0.006*"国家" + 0.006*"大专"
Score: 0.142787367105484 Topic: 0.175*"小区" + 0.164*"装修" + 0.122*"喜爱" + 0.074*"32" + 0.048*"一名" + 0.043*"三年" + 0.032*"缺陷" + 0.027*"不" + 0.024*"手表" + 0.024*"开心" + 0.021*"14" + 0.020*"数量" + 0.014*"原则" + 0.010*"竞争力" + 0.008*"急需" + 0.008*"优美" + 0.008*"量" + 0.006*"身份" + 0.006*"过程" + 0.004*"见解"
Score: 0.4020000100135803 Topic: 0.044*"教学" + 0.040*"课程" + 0.029*"勤奋好学" + 0.026*"主播" + 0.018*"销售精英" + 0.017*"推荐" + 0.017*"挑战" + 0.015*"亲和力" + 0.015*"诚聘" + 0.014*"辅导" + 0.014*"类" + 0.014*"安装" + 0.013*"直播" + 0.013*"低于" + 0.013*"勇于" + 0.012*"诚招" + 0.012*"机械" + 0.012*"想法" + 0.010*"热爱销售工作" + 0.010*"调试"
Score: 0.2019999921321869 Topic: 0.336*"业务员" + 0.125*"材料" + 0.107*"销售经验" + 0.053*"真实" + 0.046*"1208" + 0.043*"顾客" + 0.018*"买" + 0.013*"指挥" + 0.010*"礼貌" + 0.010*"卫生" + 0.009*"不在" + 0.008*"店" + 0.008*"国内外" + 0.008*"吃饭时间" + 0.008*"餐补" + 0.006*"干满" + 0.005*"小伙伴" + 0.004*"符合" + 0.004*"发" + 0.004*"周末双休"
Score: 0.2019999921321869 Topic: 0.125*"向上" + 0.118*"激情" + 0.083*"沟通能力" + 0.081*"影响" + 0.060*"桌椅" + 0.058*"172" + 0.056*"自助" + 0.053*"险" + 0.051*"自我" + 0.044*"底薪2000" + 0.018*"底薪2200" + 0.017*"人才" + 0.017*"不需" + 0.009*"计算" + 0.006*"外表" + 0.006*"外景" + 0.006*"招" + 0.005*"水平" + 0.005*"8000" + 0.003*"大学"
Score: 0.5049999952316284 Topic: 0.044*"教学" + 0.040*"课程" + 0.029*"勤奋好学" + 0.026*"主播" + 0.018*"销售精英" + 0.017*"推荐" + 0.017*"挑战" + 0.015*"亲和力" + 0.015*"诚聘" + 0.014*"辅导" + 0.014*"类" + 0.014*"安装" + 0.013*"直播" + 0.013*"低于" + 0.013*"勇于" + 0.012*"诚招" + 0.012*"机械" + 0.012*"想法" + 0.010*"热爱销售工作" + 0.010*"调试"
Score: 0.5049999952316284 Topic: 0.406*"预算" + 0.244*"编制" + 0.042*"批准" + 0.030*"天天" + 0.022*"早" + 0.021*"晚" + 0.018*"上班" + 0.018*"小时工" + 0.015*"入职" + 0.013*"语言沟通能力强" + 0.013*"生意" + 0.013*"咨" + 0.013*"50岁" + 0.012*"爆满" + 0.012*"压单" + 0.012*"询" + 0.012*"22" + 0.009*"日结" + 0.009*"押金" + 0.008*"自由"
Score: 0.5895309448242188 Topic: 0.042*"玩家" + 0.031*"客户服务" + 0.027*"助理" + 0.026*"强的沟通能力" + 0.025*"亲和力" + 0.024*"交际技巧" + 0.024*"网上" + 0.022*"表达能力强" + 0.018*"分析" + 0.017*"办公" + 0.016*"职业" + 0.014*"有能力" + 0.012*"身份证" + 0.012*"战略" + 0.011*"简单" + 0.011*"上班时间" + 0.011*"人事" + 0.011*"初级" + 0.010*"人事专员" + 0.010*"中级"
Score: 0.11246556043624878 Topic: 0.213*"拖欠" + 0.161*"聘" + 0.035*"微" + 0.027*"事务性" + 0.017*"普工" + 0.016*"包装" + 0.016*"岗位补贴" + 0.014*"操作工" + 0.013*"四千" + 0.012*"临时工" + 0.012*"技术工" + 0.012*"寒假工" + 0.011*"短期工" + 0.010*"组装" + 0.010*"电影" + 0.010*"SMT" + 0.009*"新车" + 0.009*"仓管" + 0.008*"贵阳" + 0.008*"测试"
Score: 0.10100354254245758 Topic: 0.076*"商家" + 0.052*"加大" + 0.045*"中心" + 0.041*"印刷" + 0.040*"优雅" + 0.033*"公主" + 0.030*"大胆" + 0.026*"成功" + 0.024*"接触" + 0.022*"平模" + 0.022*"34269" + 0.022*"约定" + 0.021*"家长" + 0.021*"持" + 0.020*"守信" + 0.019*"香风" + 0.017*"守时" + 0.016*"传统" + 0.016*"周六日" + 0.016*"亲"
Score: 0.10099999606609344 Topic: 0.556*"税务" + 0.110*"工商" + 0.055*"玩" + 0.027*"四点" + 0.012*"坐" + 0.006*"招" + 0.005*"性格" + 0.001*"能吃苦" + 0.001*"商家" + 0.000*"少" + 0.000*"办公" + 0.000*"试衣模特" + 0.000*"11239" + 0.000*"食材" + 0.000*"助理" + 0.000*"卫生" + 0.000*"班" + 0.000*"2174" + 0.000*"清理" + 0.000*"身高"
Score: 0.49808189272880554 Topic: 0.016*"程序" + 0.016*"女生" + 0.015*"爱岗敬业" + 0.015*"内部" + 0.015*"决策" + 0.014*"男生" + 0.011*"周六" + 0.010*"QQ" + 0.010*"下午" + 0.010*"每月" + 0.010*"综合" + 0.009*"挑战" + 0.009*"想" + 0.009*"地址" + 0.009*"各类" + 0.009*"英伦" + 0.008*"风衣" + 0.008*"欲望" + 0.008*"12" + 0.008*"月入"
Score: 0.2569181025028229 Topic: 0.213*"拖欠" + 0.161*"聘" + 0.035*"微" + 0.027*"事务性" + 0.017*"普工" + 0.016*"包装" + 0.016*"岗位补贴" + 0.014*"操作工" + 0.013*"四千" + 0.012*"临时工" + 0.012*"技术工" + 0.012*"寒假工" + 0.011*"短期工" + 0.010*"组装" + 0.010*"电影" + 0.010*"SMT" + 0.009*"新车" + 0.009*"仓管" + 0.008*"贵阳" + 0.008*"测试"
Score: 0.33877232670783997 Topic: 0.055*"懂" + 0.053*"智能手机" + 0.053*"每日" + 0.015*"行业" + 0.015*"奖励" + 0.014*"渠道" + 0.014*"发展" + 0.013*"大厦" + 0.013*"完善" + 0.013*"成长" + 0.012*"聘" + 0.011*"晋升" + 0.011*"12000" + 0.010*"空间" + 0.010*"这是" + 0.009*"国际" + 0.009*"平台" + 0.008*"需求" + 0.008*"上班" + 0.008*"地址"
Score: 0.16833341121673584 Topic: 0.020*"新款" + 0.019*"穿" + 0.019*"高跟鞋" + 0.018*"大码" + 0.017*"模特" + 0.016*"微胖" + 0.016*"服饰" + 0.013*"身高体重" + 0.012*"皮肤" + 0.012*"拍照" + 0.011*"婚纱" + 0.011*"爱" + 0.010*"身高" + 0.010*"上镜" + 0.009*"化妆" + 0.009*"型" + 0.009*"网拍" + 0.009*"女" + 0.009*"广告" + 0.009*"彩妆"
Score: 0.16833335161209106 Topic: 0.016*"程序" + 0.016*"女生" + 0.015*"爱岗敬业" + 0.015*"内部" + 0.015*"决策" + 0.014*"男生" + 0.011*"周六" + 0.010*"QQ" + 0.010*"下午" + 0.010*"每月" + 0.010*"综合" + 0.009*"挑战" + 0.009*"想" + 0.009*"地址" + 0.009*"各类" + 0.009*"英伦" + 0.008*"风衣" + 0.008*"欲望" + 0.008*"12" + 0.008*"月入"
Score: 0.1645609438419342 Topic: 0.022*"两" + 0.020*"外地" + 0.019*"工资待遇" + 0.019*"安检" + 0.017*"账" + 0.016*"17" + 0.014*"谈吐" + 0.013*"年龄" + 0.012*"当天" + 0.012*"区域" + 0.011*"实习期" + 0.011*"发现" + 0.010*"地铁" + 0.010*"免费" + 0.010*"号线" + 0.010*"下午" + 0.010*"加班" + 0.009*"包含" + 0.009*"1.5" + 0.008*"加班费"
Score: 0.4181661605834961 Topic: 0.016*"程序" + 0.016*"女生" + 0.015*"爱岗敬业" + 0.015*"内部" + 0.015*"决策" + 0.014*"男生" + 0.011*"周六" + 0.010*"QQ" + 0.010*"下午" + 0.010*"每月" + 0.010*"综合" + 0.009*"挑战" + 0.009*"想" + 0.009*"地址" + 0.009*"各类" + 0.009*"英伦" + 0.008*"风衣" + 0.008*"欲望" + 0.008*"12" + 0.008*"月入"
Score: 0.21210122108459473 Topic: 0.022*"两" + 0.020*"外地" + 0.019*"工资待遇" + 0.019*"安检" + 0.017*"账" + 0.016*"17" + 0.014*"谈吐" + 0.013*"年龄" + 0.012*"当天" + 0.012*"区域" + 0.011*"实习期" + 0.011*"发现" + 0.010*"地铁" + 0.010*"免费" + 0.010*"号线" + 0.010*"下午" + 0.010*"加班" + 0.009*"包含" + 0.009*"1.5" + 0.008*"加班费"
Score: 0.18686793744564056 Topic: 0.197*"报表" + 0.119*"面谈" + 0.074*"归档" + 0.068*"各类" + 0.061*"底薪3000" + 0.054*"打印" + 0.054*"地址" + 0.044*"多名" + 0.030*"协助" + 0.027*"编号" + 0.025*"充满" + 0.017*"号" + 0.017*"上进心" + 0.015*"异常" + 0.015*"交代" + 0.014*"制作" + 0.010*"文档" + 0.010*"介绍" + 0.010*"活力" + 0.007*"在线"
Score: 0.08686472475528717 Topic: 0.100*"5K" + 0.086*"勤恳" + 0.058*"13" + 0.024*"和平" + 0.004*"筛选" + 0.004*"后厨" + 0.004*"配菜" + 0.003*"2174" + 0.003*"清洁" + 0.003*"定期" + 0.002*"意向" + 0.002*"烹饪" + 0.002*"整理" + 0.002*"挖掘" + 0.001*" " + 0.001*"协调" + 0.001*"帮厨" + 0.001*"人事部" + 0.001*"发展" + 0.001*"342"
Score: 0.5050000548362732 Topic: 0.406*"预算" + 0.244*"编制" + 0.042*"批准" + 0.030*"天天" + 0.022*"早" + 0.021*"晚" + 0.018*"上班" + 0.018*"小时工" + 0.015*"入职" + 0.013*"语言沟通能力强" + 0.013*"生意" + 0.013*"咨" + 0.013*"50岁" + 0.012*"爆满" + 0.012*"压单" + 0.012*"询" + 0.012*"22" + 0.009*"日结" + 0.009*"押金" + 0.008*"自由"
Score: 0.5898878574371338 Topic: 0.042*"玩家" + 0.031*"客户服务" + 0.027*"助理" + 0.026*"强的沟通能力" + 0.025*"亲和力" + 0.024*"交际技巧" + 0.024*"网上" + 0.022*"表达能力强" + 0.018*"分析" + 0.017*"办公" + 0.016*"职业" + 0.014*"有能力" + 0.012*"身份证" + 0.012*"战略" + 0.011*"简单" + 0.011*"上班时间" + 0.011*"人事" + 0.011*"初级" + 0.010*"人事专员" + 0.010*"中级"
Score: 0.11210863292217255 Topic: 0.213*"拖欠" + 0.161*"聘" + 0.035*"微" + 0.027*"事务性" + 0.017*"普工" + 0.016*"包装" + 0.016*"岗位补贴" + 0.014*"操作工" + 0.013*"四千" + 0.012*"临时工" + 0.012*"技术工" + 0.012*"寒假工" + 0.011*"短期工" + 0.010*"组装" + 0.010*"电影" + 0.010*"SMT" + 0.009*"新车" + 0.009*"仓管" + 0.008*"贵阳" + 0.008*"测试"
Score: 0.10100354254245758 Topic: 0.076*"商家" + 0.052*"加大" + 0.045*"中心" + 0.041*"印刷" + 0.040*"优雅" + 0.033*"公主" + 0.030*"大胆" + 0.026*"成功" + 0.024*"接触" + 0.022*"平模" + 0.022*"34269" + 0.022*"约定" + 0.021*"家长" + 0.021*"持" + 0.020*"守信" + 0.019*"香风" + 0.017*"守时" + 0.016*"传统" + 0.016*"周六日" + 0.016*"亲"
Score: 0.10099999606609344 Topic: 0.556*"税务" + 0.110*"工商" + 0.055*"玩" + 0.027*"四点" + 0.012*"坐" + 0.006*"招" + 0.005*"性格" + 0.001*"能吃苦" + 0.001*"商家" + 0.000*"少" + 0.000*"办公" + 0.000*"试衣模特" + 0.000*"11239" + 0.000*"食材" + 0.000*"助理" + 0.000*"卫生" + 0.000*"班" + 0.000*"2174" + 0.000*"清理" + 0.000*"身高"
Score: 0.4980300962924957 Topic: 0.016*"程序" + 0.016*"女生" + 0.015*"爱岗敬业" + 0.015*"内部" + 0.015*"决策" + 0.014*"男生" + 0.011*"周六" + 0.010*"QQ" + 0.010*"下午" + 0.010*"每月" + 0.010*"综合" + 0.009*"挑战" + 0.009*"想" + 0.009*"地址" + 0.009*"各类" + 0.009*"英伦" + 0.008*"风衣" + 0.008*"欲望" + 0.008*"12" + 0.008*"月入"
Score: 0.2569699287414551 Topic: 0.213*"拖欠" + 0.161*"聘" + 0.035*"微" + 0.027*"事务性" + 0.017*"普工" + 0.016*"包装" + 0.016*"岗位补贴" + 0.014*"操作工" + 0.013*"四千" + 0.012*"临时工" + 0.012*"技术工" + 0.012*"寒假工" + 0.011*"短期工" + 0.010*"组装" + 0.010*"电影" + 0.010*"SMT" + 0.009*"新车" + 0.009*"仓管" + 0.008*"贵阳" + 0.008*"测试"
Score: 0.33877408504486084 Topic: 0.055*"懂" + 0.053*"智能手机" + 0.053*"每日" + 0.015*"行业" + 0.015*"奖励" + 0.014*"渠道" + 0.014*"发展" + 0.013*"大厦" + 0.013*"完善" + 0.013*"成长" + 0.012*"聘" + 0.011*"晋升" + 0.011*"12000" + 0.010*"空间" + 0.010*"这是" + 0.009*"国际" + 0.009*"平台" + 0.008*"需求" + 0.008*"上班" + 0.008*"地址"
Score: 0.16833339631557465 Topic: 0.020*"新款" + 0.019*"穿" + 0.019*"高跟鞋" + 0.018*"大码" + 0.017*"模特" + 0.016*"微胖" + 0.016*"服饰" + 0.013*"身高体重" + 0.012*"皮肤" + 0.012*"拍照" + 0.011*"婚纱" + 0.011*"爱" + 0.010*"身高" + 0.010*"上镜" + 0.009*"化妆" + 0.009*"型" + 0.009*"网拍" + 0.009*"女" + 0.009*"广告" + 0.009*"彩妆"
Score: 0.16833333671092987 Topic: 0.016*"程序" + 0.016*"女生" + 0.015*"爱岗敬业" + 0.015*"内部" + 0.015*"决策" + 0.014*"男生" + 0.011*"周六" + 0.010*"QQ" + 0.010*"下午" + 0.010*"每月" + 0.010*"综合" + 0.009*"挑战" + 0.009*"想" + 0.009*"地址" + 0.009*"各类" + 0.009*"英伦" + 0.008*"风衣" + 0.008*"欲望" + 0.008*"12" + 0.008*"月入"
Score: 0.16455917060375214 Topic: 0.022*"两" + 0.020*"外地" + 0.019*"工资待遇" + 0.019*"安检" + 0.017*"账" + 0.016*"17" + 0.014*"谈吐" + 0.013*"年龄" + 0.012*"当天" + 0.012*"区域" + 0.011*"实习期" + 0.011*"发现" + 0.010*"地铁" + 0.010*"免费" + 0.010*"号线" + 0.010*"下午" + 0.010*"加班" + 0.009*"包含" + 0.009*"1.5" + 0.008*"加班费"
Score: 0.29185307025909424 Topic: 0.022*"两" + 0.020*"外地" + 0.019*"工资待遇" + 0.019*"安检" + 0.017*"账" + 0.016*"17" + 0.014*"谈吐" + 0.013*"年龄" + 0.012*"当天" + 0.012*"区域" + 0.011*"实习期" + 0.011*"发现" + 0.010*"地铁" + 0.010*"免费" + 0.010*"号线" + 0.010*"下午" + 0.010*"加班" + 0.009*"包含" + 0.009*"1.5" + 0.008*"加班费"
Score: 0.25147953629493713 Topic: 0.016*"程序" + 0.016*"女生" + 0.015*"爱岗敬业" + 0.015*"内部" + 0.015*"决策" + 0.014*"男生" + 0.011*"周六" + 0.010*"QQ" + 0.010*"下午" + 0.010*"每月" + 0.010*"综合" + 0.009*"挑战" + 0.009*"想" + 0.009*"地址" + 0.009*"各类" + 0.009*"英伦" + 0.008*"风衣" + 0.008*"欲望" + 0.008*"12" + 0.008*"月入"
Score: 0.23091621696949005 Topic: 0.197*"报表" + 0.119*"面谈" + 0.074*"归档" + 0.068*"各类" + 0.061*"底薪3000" + 0.054*"打印" + 0.054*"地址" + 0.044*"多名" + 0.030*"协助" + 0.027*"编号" + 0.025*"充满" + 0.017*"号" + 0.017*"上进心" + 0.015*"异常" + 0.015*"交代" + 0.014*"制作" + 0.010*"文档" + 0.010*"介绍" + 0.010*"活力" + 0.007*"在线"
Score: 0.10575117915868759 Topic: 0.100*"5K" + 0.086*"勤恳" + 0.058*"13" + 0.024*"和平" + 0.004*"筛选" + 0.004*"后厨" + 0.004*"配菜" + 0.003*"2174" + 0.003*"清洁" + 0.003*"定期" + 0.002*"意向" + 0.002*"烹饪" + 0.002*"整理" + 0.002*"挖掘" + 0.001*" " + 0.001*"协调" + 0.001*"帮厨" + 0.001*"人事部" + 0.001*"发展" + 0.001*"342"
end3
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