Python LDA主题没有变化

我试图通过同一网站上的内容查找网站（）的类别，但我的LDA模型不断返回非常相似的主题。不确定我的语料库或词典是否有问题

我曾经尝试过很多在线教程，这些教程显示了非常相似的代码，但不知为什么我的代码不能正常工作。我也尝试过多核LDA。我正在考虑使用TF-IDF，但我认为它本身应该工作得很好。我愿意接受任何建议，如果LDA不适合，请让我知道

我没有考虑整个网站，但这是最终的目标。 下面是一个样本的结果，如果我把整个网站考虑在内

1 [(0, '0.010*"receive" + 0.008*"member" + 0.008*"benefit" + 0.008*"save" + 0.005*"people" + 0.004*"say" + 0.004*"related" + 0.004*"make" + 0.004*"age" + 0.004*"year"')] 
2 [(0, '0.008*"member" + 0.007*"receive" + 0.007*"save" + 0.006*"benefit" + 0.005*"people" + 0.005*"say" + 0.005*"one" + 0.005*"age" + 0.004*"related" + 0.004*"year"'), (1, '0.013*"receive" + 0.009*"member" + 0.009*"benefit" + 0.008*"save" + 0.006*"enter" + 0.005*"valid" + 0.005*"people" + 0.005*"make" + 0.004*"social" + 0.004*"free"')] 
3 [(0, '0.011*"receive" + 0.010*"member" + 0.009*"benefit" + 0.008*"save" + 0.006*"people" + 0.005*"subscription" + 0.005*"valid" + 0.005*"provider" + 0.004*"social" + 0.004*"leave"'), (1, '0.008*"save" + 0.007*"member" + 0.007*"receive" + 0.007*"benefit" + 0.004*"age" + 0.004*"make" + 0.004*"one" + 0.004*"say" + 0.004*"related" + 0.004*"people"'), (2, '0.010*"receive" + 0.007*"member" + 0.007*"benefit" + 0.006*"save" + 0.005*"people" + 0.005*"say" + 0.005*"year" + 0.005*"one" + 0.004*"provider" + 0.004*"get"')] 
4 [(0, '0.008*"member" + 0.007*"receive" + 0.006*"save" + 0.005*"year" + 0.005*"benefit" + 0.005*"people" + 0.004*"related" + 0.004*"one" + 0.004*"subscription" + 0.004*"also"'), (1, '0.010*"receive" + 0.008*"member" + 0.008*"save" + 0.007*"benefit" + 0.006*"people" + 0.005*"age" + 0.005*"free" + 0.005*"volunteering" + 0.005*"provider" + 0.005*"make"'), (2, '0.011*"receive" + 0.011*"benefit" + 0.010*"member" + 0.009*"save" + 0.006*"social" + 0.006*"valid" + 0.006*"enter" + 0.005*"say" + 0.005*"age" + 0.005*"people"'), (3, '0.008*"receive" + 0.006*"member" + 0.006*"people" + 0.006*"save" + 0.005*"benefit" + 0.005*"say" + 0.004*"year" + 0.004*"related" + 0.004*"also" + 0.004*"make"')] 
5 [(0, '0.008*"member" + 0.008*"receive" + 0.007*"benefit" + 0.006*"save" + 0.005*"make" + 0.005*"people" + 0.004*"subscription" + 0.004*"insurance" + 0.004*"volunteering" + 0.004*"leave"'), (1, '0.009*"receive" + 0.008*"member" + 0.006*"say" + 0.006*"save" + 0.006*"benefit" + 0.005*"people" + 0.005*"way" + 0.005*"make" + 0.004*"year" + 0.004*"one"'), (2, '0.012*"receive" + 0.008*"member" + 0.007*"save" + 0.007*"benefit" + 0.006*"age" + 0.006*"home" + 0.005*"related" + 0.005*"people" + 0.005*"year" + 0.005*"one"'), (3, '0.011*"benefit" + 0.011*"receive" + 0.010*"member" + 0.010*"save" + 0.008*"enter" + 0.007*"valid" + 0.006*"social" + 0.006*"people" + 0.005*"related" + 0.005*"location"'), (4, '0.008*"receive" + 0.007*"save" + 0.007*"member" + 0.006*"benefit" + 0.005*"people" + 0.004*"year" + 0.004*"say" + 0.004*"make" + 0.004*"provider" + 0.004*"volunteering"')] 
6 [(0, '0.012*"enter" + 0.012*"valid" + 0.007*"location" + 0.007*"save" + 0.007*"receive" + 0.006*"room" + 0.006*"member" + 0.006*"date" + 0.005*"people" + 0.004*"benefit"'), (1, '0.009*"member" + 0.008*"receive" + 0.007*"save" + 0.006*"benefit" + 0.005*"year" + 0.005*"say" + 0.005*"people" + 0.005*"make" + 0.005*"one" + 0.004*"leave"'), (2, '0.009*"receive" + 0.008*"member" + 0.008*"save" + 0.008*"benefit" + 0.005*"people" + 0.005*"one" + 0.005*"related" + 0.004*"make" + 0.004*"provider" + 0.004*"say"'), (3, '0.012*"benefit" + 0.009*"receive" + 0.008*"social" + 0.008*"member" + 0.007*"save" + 0.006*"security" + 0.005*"age" + 0.005*"say" + 0.005*"year" + 0.005*"make"'), (4, '0.015*"receive" + 0.011*"member" + 0.009*"benefit" + 0.009*"save" + 0.006*"age" + 0.006*"people" + 0.006*"related" + 0.006*"subscription" + 0.005*"provider" + 0.005*"insurance"'), (5, '0.009*"receive" + 0.007*"member" + 0.007*"save" + 0.006*"say" + 0.005*"people" + 0.005*"benefit" + 0.005*"day" + 0.004*"make" + 0.004*"one" + 0.004*"volunteering"')] 
7 [(0, '0.008*"receive" + 0.008*"member" + 0.006*"save" + 0.006*"benefit" + 0.005*"get" + 0.004*"social" + 0.004*"say" + 0.004*"make" + 0.004*"also" + 0.004*"one"'), (1, '0.012*"valid" + 0.011*"enter" + 0.008*"save" + 0.008*"receive" + 0.008*"location" + 0.007*"member" + 0.006*"room" + 0.006*"benefit" + 0.006*"date" + 0.004*"people"'), (2, '0.008*"benefit" + 0.008*"receive" + 0.007*"age" + 0.007*"say" + 0.006*"people" + 0.006*"social" + 0.005*"member" + 0.005*"save" + 0.005*"medicare" + 0.005*"year"'), (3, '0.008*"receive" + 0.007*"member" + 0.006*"save" + 0.005*"one" + 0.005*"benefit" + 0.005*"people" + 0.004*"subscription" + 0.004*"year" + 0.004*"family" + 0.004*"home"'), (4, '0.009*"receive" + 0.008*"member" + 0.008*"save" + 0.006*"benefit" + 0.005*"people" + 0.005*"related" + 0.004*"community" + 0.004*"say" + 0.004*"u" + 0.004*"new"'), (5, '0.014*"receive" + 0.012*"member" + 0.010*"save" + 0.009*"benefit" + 0.006*"provider" + 0.006*"people" + 0.006*"volunteering" + 0.006*"confirm" + 0.006*"social" + 0.006*"leave"'), (6, '0.011*"receive" + 0.010*"benefit" + 0.009*"member" + 0.008*"save" + 0.006*"people" + 0.005*"age" + 0.005*"say" + 0.005*"make" + 0.005*"provider" + 0.004*"related"')] 
8 [(0, '0.006*"receive" + 0.006*"member" + 0.006*"save" + 0.005*"benefit" + 0.005*"people" + 0.004*"one" + 0.004*"make" + 0.004*"year" + 0.004*"age" + 0.004*"also"'), (1, '0.007*"say" + 0.006*"receive" + 0.006*"member" + 0.006*"save" + 0.006*"year" + 0.005*"people" + 0.005*"enter" + 0.005*"benefit" + 0.005*"time" + 0.005*"one"'), (2, '0.011*"receive" + 0.011*"member" + 0.010*"benefit" + 0.008*"save" + 0.006*"social" + 0.006*"related" + 0.006*"volunteering" + 0.006*"people" + 0.006*"age" + 0.006*"leave"'), (3, '0.009*"benefit" + 0.008*"receive" + 0.006*"people" + 0.006*"save" + 0.006*"member" + 0.006*"say" + 0.005*"get" + 0.005*"year" + 0.004*"way" + 0.004*"make"'), (4, '0.010*"receive" + 0.009*"member" + 0.008*"save" + 0.006*"benefit" + 0.006*"drug" + 0.005*"people" + 0.005*"health" + 0.005*"say" + 0.004*"year" + 0.004*"make"'), (5, '0.010*"receive" + 0.009*"member" + 0.008*"valid" + 0.008*"enter" + 0.008*"save" + 0.007*"benefit" + 0.005*"location" + 0.005*"home" + 0.005*"room" + 0.004*"people"'), (6, '0.013*"receive" + 0.011*"member" + 0.010*"save" + 0.010*"benefit" + 0.006*"provider" + 0.005*"related" + 0.005*"people" + 0.005*"age" + 0.005*"confirm" + 0.005*"subscription"'), (7, '0.009*"receive" + 0.006*"benefit" + 0.006*"save" + 0.005*"member" + 0.005*"social" + 0.005*"related" + 0.005*"use" + 0.004*"security" + 0.004*"subscription" + 0.004*"provider"')] 
9 [(0, '0.010*"enter" + 0.009*"valid" + 0.006*"member" + 0.006*"receive" + 0.006*"save" + 0.005*"room" + 0.005*"date" + 0.005*"location" + 0.004*"say" + 0.004*"also"'), (1, '0.011*"valid" + 0.011*"receive" + 0.010*"enter" + 0.010*"member" + 0.007*"benefit" + 0.007*"save" + 0.007*"location" + 0.006*"date" + 0.006*"people" + 0.005*"room"'), (2, '0.012*"receive" + 0.011*"member" + 0.011*"save" + 0.010*"benefit" + 0.006*"subscription" + 0.006*"people" + 0.006*"related" + 0.006*"leave" + 0.006*"provider" + 0.005*"volunteering"'), (3, '0.006*"receive" + 0.006*"people" + 0.005*"save" + 0.005*"year" + 0.004*"say" + 0.004*"benefit" + 0.004*"home" + 0.004*"get" + 0.004*"age" + 0.004*"make"'), (4, '0.011*"receive" + 0.010*"member" + 0.008*"save" + 0.008*"benefit" + 0.006*"provider" + 0.006*"make" + 0.006*"medicare" + 0.005*"people" + 0.005*"related" + 0.004*"volunteering"'), (5, '0.008*"receive" + 0.005*"save" + 0.005*"member" + 0.005*"say" + 0.005*"home" + 0.005*"benefit" + 0.004*"one" + 0.004*"get" + 0.004*"people" + 0.004*"related"'), (6, '0.009*"benefit" + 0.009*"receive" + 0.008*"save" + 0.007*"member" + 0.007*"social" + 0.005*"age" + 0.005*"year" + 0.005*"security" + 0.004*"community" + 0.004*"make"'), (7, '0.009*"receive" + 0.008*"member" + 0.008*"benefit" + 0.007*"say" + 0.006*"people" + 0.006*"save" + 0.006*"year" + 0.005*"make" + 0.005*"age" + 0.004*"related"'), (8, '0.007*"receive" + 0.007*"benefit" + 0.006*"member" + 0.006*"save" + 0.005*"people" + 0.004*"home" + 0.004*"say" + 0.004*"make" + 0.004*"one" + 0.004*"year"')] 
10 [(0, '0.013*"receive" + 0.011*"member" + 0.010*"save" + 0.009*"benefit" + 0.006*"people" + 0.006*"provider" + 0.005*"age" + 0.005*"subscription" + 0.005*"free" + 0.005*"related"'), (1, '0.009*"receive" + 0.007*"member" + 0.006*"save" + 0.005*"benefit" + 0.005*"make" + 0.004*"people" + 0.004*"one" + 0.004*"related" + 0.004*"also" + 0.004*"volunteering"'), (2, '0.006*"say" + 0.006*"receive" + 0.006*"save" + 0.006*"member" + 0.005*"get" + 0.005*"benefit" + 0.005*"year" + 0.005*"people" + 0.004*"make" + 0.004*"one"'), (3, '0.009*"receive" + 0.007*"member" + 0.006*"save" + 0.006*"benefit" + 0.006*"year" + 0.005*"make" + 0.005*"people" + 0.005*"provider" + 0.005*"valid" + 0.004*"enter"'), (4, '0.010*"receive" + 0.010*"save" + 0.008*"benefit" + 0.008*"member" + 0.006*"age" + 0.005*"year" + 0.005*"subscription" + 0.005*"say" + 0.004*"provider" + 0.004*"social"'), (5, '0.011*"receive" + 0.008*"benefit" + 0.008*"member" + 0.007*"save" + 0.006*"people" + 0.006*"health" + 0.005*"care" + 0.005*"also" + 0.005*"home" + 0.005*"volunteering"'), (6, '0.013*"receive" + 0.011*"save" + 0.010*"member" + 0.008*"benefit" + 0.006*"enter" + 0.006*"valid" + 0.005*"provider" + 0.005*"location" + 0.005*"related" + 0.005*"people"'), (7, '0.007*"member" + 0.007*"valid" + 0.006*"enter" + 0.006*"receive" + 0.006*"save" + 0.005*"say" + 0.005*"people" + 0.004*"day" + 0.004*"year" + 0.004*"new"'), (8, '0.015*"benefit" + 0.013*"member" + 0.011*"receive" + 0.009*"social" + 0.009*"save" + 0.008*"security" + 0.006*"people" + 0.006*"age" + 0.006*"year" + 0.005*"related"'), (9, '0.008*"enter" + 0.008*"valid" + 0.008*"receive" + 0.006*"save" + 0.006*"member" + 0.005*"say" + 0.005*"location" + 0.005*"benefit" + 0.005*"date" + 0.004*"related"')] 
11 [(10, '0.015*"enter" + 0.015*"valid" + 0.010*"receive" + 0.009*"location" + 0.009*"save" + 0.008*"member" + 0.008*"room" + 0.007*"date" + 0.007*"benefit" + 0.004*"volunteering"'), (5, '0.010*"receive" + 0.008*"member" + 0.007*"benefit" + 0.006*"medicare" + 0.006*"care" + 0.006*"health" + 0.006*"insurance" + 0.005*"people" + 0.005*"drug" + 0.005*"save"'), (1, '0.014*"benefit" + 0.013*"social" + 0.011*"security" + 0.010*"receive" + 0.009*"member" + 0.008*"save" + 0.005*"also" + 0.005*"people" + 0.005*"day" + 0.004*"make"'), (8, '0.008*"receive" + 0.007*"member" + 0.006*"benefit" + 0.005*"also" + 0.005*"people" + 0.005*"save" + 0.004*"say" + 0.004*"subscription" + 0.004*"age" + 0.004*"hearing"'), (4, '0.007*"receive" + 0.007*"benefit" + 0.007*"age" + 0.007*"member" + 0.007*"save" + 0.007*"people" + 0.006*"make" + 0.005*"related" + 0.005*"provider" + 0.005*"say"'), (9, '0.013*"receive" + 0.010*"member" + 0.009*"save" + 0.008*"benefit" + 0.005*"one" + 0.005*"say" + 0.005*"related" + 0.005*"people" + 0.005*"provider" + 0.005*"subscription"'), (3, '0.006*"member" + 0.006*"say" + 0.006*"receive" + 0.005*"one" + 0.004*"save" + 0.004*"year" + 0.004*"benefit" + 0.004*"u" + 0.004*"time" + 0.004*"home"'), (0, '0.013*"receive" + 0.010*"member" + 0.008*"benefit" + 0.007*"save" + 0.007*"people" + 0.006*"provider" + 0.005*"subscription" + 0.005*"say" + 0.005*"related" + 0.005*"confirm"'), (2, '0.011*"receive" + 0.010*"save" + 0.009*"member" + 0.006*"people" + 0.005*"benefit" + 0.005*"leave" + 0.005*"volunteering" + 0.005*"help" + 0.005*"age" + 0.005*"make"'), (7, '0.008*"say" + 0.007*"benefit" + 0.006*"receive" + 0.006*"year" + 0.005*"save" + 0.005*"member" + 0.005*"people" + 0.004*"like" + 0.004*"time" + 0.004*"one"')] 
12 [(0, '0.009*"benefit" + 0.009*"social" + 0.008*"receive" + 0.006*"save" + 0.006*"security" + 0.006*"member" + 0.004*"medicare" + 0.004*"make" + 0.004*"tax" + 0.004*"year"'), (7, '0.013*"receive" + 0.008*"save" + 0.008*"member" + 0.007*"benefit" + 0.005*"time" + 0.005*"subscription" + 0.004*"provider" + 0.004*"related" + 0.004*"leave" + 0.004*"insurance"'), (8, '0.012*"receive" + 0.008*"save" + 0.007*"member" + 0.007*"benefit" + 0.006*"insurance" + 0.006*"age" + 0.005*"people" + 0.005*"health" + 0.005*"help" + 0.005*"make"'), (2, '0.015*"benefit" + 0.011*"receive" + 0.009*"save" + 0.008*"social" + 0.008*"member" + 0.006*"security" + 0.006*"age" + 0.005*"year" + 0.005*"people" + 0.005*"related"'), (6, '0.009*"receive" + 0.007*"member" + 0.006*"benefit" + 0.006*"save" + 0.005*"medicare" + 0.004*"people" + 0.004*"provider" + 0.004*"age" + 0.004*"say" + 0.004*"also"'), (10, '0.019*"enter" + 0.018*"valid" + 0.010*"location" + 0.009*"room" + 0.009*"date" + 0.007*"save" + 0.006*"member" + 0.006*"receive" + 0.005*"benefit" + 0.005*"flight"'), (3, '0.007*"member" + 0.007*"receive" + 0.005*"benefit" + 0.005*"say" + 0.005*"people" + 0.004*"one" + 0.004*"way" + 0.004*"save" + 0.004*"related" + 0.004*"year"'), (1, '0.013*"receive" + 0.013*"member" + 0.012*"save" + 0.010*"benefit" + 0.008*"people" + 0.007*"related" + 0.006*"provider" + 0.006*"say" + 0.006*"volunteering" + 0.006*"confirm"'), (5, '0.007*"member" + 0.007*"receive" + 0.006*"year" + 0.006*"percent" + 0.005*"people" + 0.005*"save" + 0.005*"say" + 0.004*"job" + 0.004*"u" + 0.004*"benefit"'), (11, '0.012*"member" + 0.008*"receive" + 0.008*"save" + 0.007*"benefit" + 0.005*"get" + 0.004*"also" + 0.004*"people" + 0.004*"volunteering" + 0.004*"confirm" + 0.004*"free"')] 
13 [(2, '0.015*"benefit" + 0.014*"receive" + 0.013*"social" + 0.011*"security" + 0.011*"save" + 0.010*"member" + 0.007*"age" + 0.006*"people" + 0.005*"provider" + 0.005*"year"'), (0, '0.009*"receive" + 0.009*"member" + 0.007*"save" + 0.006*"people" + 0.006*"benefit" + 0.006*"home" + 0.006*"year" + 0.005*"say" + 0.005*"age" + 0.005*"related"'), (1, '0.009*"enter" + 0.008*"receive" + 0.007*"member" + 0.007*"valid" + 0.007*"save" + 0.006*"room" + 0.005*"benefit" + 0.005*"date" + 0.004*"make" + 0.004*"year"'), (5, '0.020*"valid" + 0.017*"enter" + 0.012*"location" + 0.009*"room" + 0.008*"date" + 0.008*"save" + 0.008*"receive" + 0.008*"member" + 0.007*"benefit" + 0.005*"flight"'), (8, '0.008*"member" + 0.008*"receive" + 0.007*"save" + 0.006*"benefit" + 0.005*"people" + 0.005*"health" + 0.005*"drug" + 0.005*"say" + 0.004*"related" + 0.004*"also"'), (7, '0.010*"receive" + 0.008*"save" + 0.007*"member" + 0.005*"benefit" + 0.005*"make" + 0.004*"related" + 0.004*"volunteering" + 0.004*"car" + 0.004*"say" + 0.004*"provider"'), (11, '0.008*"receive" + 0.008*"say" + 0.008*"member" + 0.007*"save" + 0.007*"benefit" + 0.006*"year" + 0.006*"people" + 0.005*"make" + 0.005*"subscription" + 0.005*"age"'), (12, '0.010*"receive" + 0.008*"benefit" + 0.007*"people" + 0.007*"member" + 0.006*"save" + 0.005*"one" + 0.005*"related" + 0.005*"say" + 0.005*"provider" + 0.004*"age"'), (6, '0.014*"member" + 0.014*"receive" + 0.011*"save" + 0.009*"benefit" + 0.006*"related" + 0.006*"provider" + 0.005*"subscription" + 0.005*"leave" + 0.005*"confirm" + 0.005*"people"'), (3, '0.010*"receive" + 0.008*"benefit" + 0.007*"save" + 0.007*"medicare" + 0.007*"insurance" + 0.006*"member" + 0.006*"people" + 0.005*"health" + 0.005*"get" + 0.005*"volunteering"')] 
14 [(2, '0.009*"member" + 0.009*"receive" + 0.008*"benefit" + 0.008*"medicare" + 0.006*"save" + 0.005*"people" + 0.005*"related" + 0.005*"year" + 0.005*"home" + 0.004*"volunteering"'), (5, '0.009*"receive" + 0.008*"benefit" + 0.008*"member" + 0.007*"save" + 0.005*"year" + 0.004*"day" + 0.004*"one" + 0.004*"subscription" + 0.004*"say" + 0.004*"make"'), (4, '0.008*"save" + 0.007*"receive" + 0.006*"valid" + 0.006*"car" + 0.005*"location" + 0.005*"enter" + 0.005*"member" + 0.005*"benefit" + 0.004*"related" + 0.004*"say"'), (0, '0.008*"receive" + 0.007*"year" + 0.007*"job" + 0.007*"benefit" + 0.006*"say" + 0.006*"people" + 0.006*"member" + 0.005*"make" + 0.004*"work" + 0.004*"one"'), (9, '0.007*"receive" + 0.006*"benefit" + 0.006*"member" + 0.005*"eye" + 0.005*"people" + 0.005*"age" + 0.005*"make" + 0.004*"say" + 0.004*"one" + 0.004*"may"'), (11, '0.033*"valid" + 0.032*"enter" + 0.018*"location" + 0.017*"room" + 0.016*"date" + 0.008*"member" + 0.008*"flight" + 0.007*"save" + 0.007*"receive" + 0.005*"seat"'), (7, '0.009*"member" + 0.007*"benefit" + 0.007*"receive" + 0.007*"save" + 0.005*"one" + 0.004*"people" + 0.004*"make" + 0.004*"insurance" + 0.004*"say" + 0.004*"volunteering"'), (8, '0.008*"receive" + 0.008*"benefit" + 0.007*"save" + 0.007*"age" + 0.006*"people" + 0.006*"social" + 0.005*"member" + 0.004*"make" + 0.004*"one" + 0.004*"also"'), (10, '0.011*"receive" + 0.008*"health" + 0.008*"save" + 0.008*"member" + 0.006*"people" + 0.006*"age" + 0.005*"community" + 0.005*"help" + 0.005*"benefit" + 0.005*"subscription"'), (1, '0.012*"benefit" + 0.011*"receive" + 0.010*"member" + 0.009*"save" + 0.006*"related" + 0.006*"people" + 0.006*"social" + 0.006*"provider" + 0.005*"confirm" + 0.005*"volunteering"')]

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此外，在个人计算机上渲染代码需要花费大量时间。如果有相同的解决方案，请让我知道。你的主题看起来不错。您可以尝试进一步区分查询的一些事情是增加传递次数

lda\u model=LdaModel（corpus=corpus1，num\u topics=num\u topics，id2word=dictionary，passs=10）

并清理字典

字典。过滤极端值（下面的no\u=2）

。你也应该和孩子们一起玩。

1 [(0, '0.010*"receive" + 0.008*"member" + 0.008*"benefit" + 0.008*"save" + 0.005*"people" + 0.004*"say" + 0.004*"related" + 0.004*"make" + 0.004*"age" + 0.004*"year"')] 
2 [(0, '0.008*"member" + 0.007*"receive" + 0.007*"save" + 0.006*"benefit" + 0.005*"people" + 0.005*"say" + 0.005*"one" + 0.005*"age" + 0.004*"related" + 0.004*"year"'), (1, '0.013*"receive" + 0.009*"member" + 0.009*"benefit" + 0.008*"save" + 0.006*"enter" + 0.005*"valid" + 0.005*"people" + 0.005*"make" + 0.004*"social" + 0.004*"free"')] 
3 [(0, '0.011*"receive" + 0.010*"member" + 0.009*"benefit" + 0.008*"save" + 0.006*"people" + 0.005*"subscription" + 0.005*"valid" + 0.005*"provider" + 0.004*"social" + 0.004*"leave"'), (1, '0.008*"save" + 0.007*"member" + 0.007*"receive" + 0.007*"benefit" + 0.004*"age" + 0.004*"make" + 0.004*"one" + 0.004*"say" + 0.004*"related" + 0.004*"people"'), (2, '0.010*"receive" + 0.007*"member" + 0.007*"benefit" + 0.006*"save" + 0.005*"people" + 0.005*"say" + 0.005*"year" + 0.005*"one" + 0.004*"provider" + 0.004*"get"')] 
4 [(0, '0.008*"member" + 0.007*"receive" + 0.006*"save" + 0.005*"year" + 0.005*"benefit" + 0.005*"people" + 0.004*"related" + 0.004*"one" + 0.004*"subscription" + 0.004*"also"'), (1, '0.010*"receive" + 0.008*"member" + 0.008*"save" + 0.007*"benefit" + 0.006*"people" + 0.005*"age" + 0.005*"free" + 0.005*"volunteering" + 0.005*"provider" + 0.005*"make"'), (2, '0.011*"receive" + 0.011*"benefit" + 0.010*"member" + 0.009*"save" + 0.006*"social" + 0.006*"valid" + 0.006*"enter" + 0.005*"say" + 0.005*"age" + 0.005*"people"'), (3, '0.008*"receive" + 0.006*"member" + 0.006*"people" + 0.006*"save" + 0.005*"benefit" + 0.005*"say" + 0.004*"year" + 0.004*"related" + 0.004*"also" + 0.004*"make"')] 
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8 [(0, '0.006*"receive" + 0.006*"member" + 0.006*"save" + 0.005*"benefit" + 0.005*"people" + 0.004*"one" + 0.004*"make" + 0.004*"year" + 0.004*"age" + 0.004*"also"'), (1, '0.007*"say" + 0.006*"receive" + 0.006*"member" + 0.006*"save" + 0.006*"year" + 0.005*"people" + 0.005*"enter" + 0.005*"benefit" + 0.005*"time" + 0.005*"one"'), (2, '0.011*"receive" + 0.011*"member" + 0.010*"benefit" + 0.008*"save" + 0.006*"social" + 0.006*"related" + 0.006*"volunteering" + 0.006*"people" + 0.006*"age" + 0.006*"leave"'), (3, '0.009*"benefit" + 0.008*"receive" + 0.006*"people" + 0.006*"save" + 0.006*"member" + 0.006*"say" + 0.005*"get" + 0.005*"year" + 0.004*"way" + 0.004*"make"'), (4, '0.010*"receive" + 0.009*"member" + 0.008*"save" + 0.006*"benefit" + 0.006*"drug" + 0.005*"people" + 0.005*"health" + 0.005*"say" + 0.004*"year" + 0.004*"make"'), (5, '0.010*"receive" + 0.009*"member" + 0.008*"valid" + 0.008*"enter" + 0.008*"save" + 0.007*"benefit" + 0.005*"location" + 0.005*"home" + 0.005*"room" + 0.004*"people"'), (6, '0.013*"receive" + 0.011*"member" + 0.010*"save" + 0.010*"benefit" + 0.006*"provider" + 0.005*"related" + 0.005*"people" + 0.005*"age" + 0.005*"confirm" + 0.005*"subscription"'), (7, '0.009*"receive" + 0.006*"benefit" + 0.006*"save" + 0.005*"member" + 0.005*"social" + 0.005*"related" + 0.005*"use" + 0.004*"security" + 0.004*"subscription" + 0.004*"provider"')] 
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10 [(0, '0.013*"receive" + 0.011*"member" + 0.010*"save" + 0.009*"benefit" + 0.006*"people" + 0.006*"provider" + 0.005*"age" + 0.005*"subscription" + 0.005*"free" + 0.005*"related"'), (1, '0.009*"receive" + 0.007*"member" + 0.006*"save" + 0.005*"benefit" + 0.005*"make" + 0.004*"people" + 0.004*"one" + 0.004*"related" + 0.004*"also" + 0.004*"volunteering"'), (2, '0.006*"say" + 0.006*"receive" + 0.006*"save" + 0.006*"member" + 0.005*"get" + 0.005*"benefit" + 0.005*"year" + 0.005*"people" + 0.004*"make" + 0.004*"one"'), (3, '0.009*"receive" + 0.007*"member" + 0.006*"save" + 0.006*"benefit" + 0.006*"year" + 0.005*"make" + 0.005*"people" + 0.005*"provider" + 0.005*"valid" + 0.004*"enter"'), (4, '0.010*"receive" + 0.010*"save" + 0.008*"benefit" + 0.008*"member" + 0.006*"age" + 0.005*"year" + 0.005*"subscription" + 0.005*"say" + 0.004*"provider" + 0.004*"social"'), (5, '0.011*"receive" + 0.008*"benefit" + 0.008*"member" + 0.007*"save" + 0.006*"people" + 0.006*"health" + 0.005*"care" + 0.005*"also" + 0.005*"home" + 0.005*"volunteering"'), (6, '0.013*"receive" + 0.011*"save" + 0.010*"member" + 0.008*"benefit" + 0.006*"enter" + 0.006*"valid" + 0.005*"provider" + 0.005*"location" + 0.005*"related" + 0.005*"people"'), (7, '0.007*"member" + 0.007*"valid" + 0.006*"enter" + 0.006*"receive" + 0.006*"save" + 0.005*"say" + 0.005*"people" + 0.004*"day" + 0.004*"year" + 0.004*"new"'), (8, '0.015*"benefit" + 0.013*"member" + 0.011*"receive" + 0.009*"social" + 0.009*"save" + 0.008*"security" + 0.006*"people" + 0.006*"age" + 0.006*"year" + 0.005*"related"'), (9, '0.008*"enter" + 0.008*"valid" + 0.008*"receive" + 0.006*"save" + 0.006*"member" + 0.005*"say" + 0.005*"location" + 0.005*"benefit" + 0.005*"date" + 0.004*"related"')] 
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