notebook.community

Edit and run 





In [1]:



    


sc



    


















    
Out[1]:








<pyspark.context.SparkContext at 0x107f391d0>

















In [23]:



    


from pyspark.mllib.fpm import FPGrowth,FPGrowthModel
import pandas as pd

df = pd.read_csv('bigfile.csv')
df.pop('Count')



    


















    
Out[23]:








0     37
1     36
2     19
3     16
4     10
5      9
6      7
7      6
8      6
9      5
10     4
11     4
12     4
13     3
14     3
...
1048560    23
1048561    11
1048562     8
1048563     6
1048564     5
1048565     5
1048566     3
1048567     3
1048568     2
1048569     2
1048570     1
1048571     1
1048572     1
1048573     1
1048574     1
Name: Count, Length: 1048575, dtype: int64

















In [26]:



    


mydict = {}
for x in range(len(df)):
    currentid = df.iloc[x,0]
    currentvalue = df.iloc[x,1]
    mydict.setdefault(currentid, [])
    mydict[currentid].append(currentvalue)



    











In [38]:



    


data = []



    











In [39]:



    


for i, v in mydict.items():
    data.append(v)



    











In [44]:



    


rdd = sc.parallelize(data,2)
model = FPGrowth.train(rdd, 0.4, 2)
sorted(model.freqItemsets().collect())



    


















    
Out[44]:








[FreqItemset(items=[10], freq=6162),
 FreqItemset(items=[10, 20], freq=5955),
 FreqItemset(items=[10, 30], freq=5704),
 FreqItemset(items=[10, 30, 20], freq=5704),
 FreqItemset(items=[14], freq=5348),
 FreqItemset(items=[14, 60], freq=5223),
 FreqItemset(items=[14, 60, 110], freq=5214),
 FreqItemset(items=[14, 110], freq=5227),
 FreqItemset(items=[14, 120], freq=5346),
 FreqItemset(items=[14, 120, 60], freq=5221),
 FreqItemset(items=[14, 120, 60, 110], freq=5212),
 FreqItemset(items=[14, 120, 110], freq=5225),
 FreqItemset(items=[15], freq=5563),
 FreqItemset(items=[15, 10], freq=5328),
 FreqItemset(items=[15, 10, 20], freq=5328),
 FreqItemset(items=[15, 20], freq=5563),
 FreqItemset(items=[15, 30], freq=5334),
 FreqItemset(items=[15, 30, 20], freq=5334),
 FreqItemset(items=[15, 61], freq=5201),
 FreqItemset(items=[15, 61, 10], freq=5201),
 FreqItemset(items=[15, 61, 10, 20], freq=5201),
 FreqItemset(items=[15, 61, 20], freq=5201),
 FreqItemset(items=[15, 61, 111], freq=5200),
 FreqItemset(items=[15, 61, 111, 10], freq=5200),
 FreqItemset(items=[15, 61, 111, 10, 20], freq=5200),
 FreqItemset(items=[15, 61, 111, 20], freq=5200),
 FreqItemset(items=[15, 71], freq=5483),
 FreqItemset(items=[15, 71, 10], freq=5253),
 FreqItemset(items=[15, 71, 10, 20], freq=5253),
 FreqItemset(items=[15, 71, 20], freq=5483),
 FreqItemset(items=[15, 71, 30], freq=5255),
 FreqItemset(items=[15, 71, 30, 20], freq=5255),
 FreqItemset(items=[15, 71, 111], freq=5252),
 FreqItemset(items=[15, 71, 111, 10], freq=5252),
 FreqItemset(items=[15, 71, 111, 10, 20], freq=5252),
 FreqItemset(items=[15, 71, 111, 20], freq=5252),
 FreqItemset(items=[15, 111], freq=5327),
 FreqItemset(items=[15, 111, 10], freq=5327),
 FreqItemset(items=[15, 111, 10, 20], freq=5327),
 FreqItemset(items=[15, 111, 20], freq=5327),
 FreqItemset(items=[15, 172], freq=5474),
 FreqItemset(items=[15, 172, 10], freq=5244),
 FreqItemset(items=[15, 172, 10, 20], freq=5244),
 FreqItemset(items=[15, 172, 20], freq=5474),
 FreqItemset(items=[15, 172, 30], freq=5248),
 FreqItemset(items=[15, 172, 30, 20], freq=5248),
 FreqItemset(items=[15, 172, 71], freq=5405),
 FreqItemset(items=[15, 172, 71, 10], freq=5180),
 FreqItemset(items=[15, 172, 71, 10, 20], freq=5180),
 FreqItemset(items=[15, 172, 71, 20], freq=5405),
 FreqItemset(items=[15, 172, 71, 30], freq=5180),
 FreqItemset(items=[15, 172, 71, 30, 20], freq=5180),
 FreqItemset(items=[15, 172, 71, 111], freq=5179),
 FreqItemset(items=[15, 172, 71, 111, 10], freq=5179),
 FreqItemset(items=[15, 172, 71, 111, 10, 20], freq=5179),
 FreqItemset(items=[15, 172, 71, 111, 20], freq=5179),
 FreqItemset(items=[15, 172, 111], freq=5243),
 FreqItemset(items=[15, 172, 111, 10], freq=5243),
 FreqItemset(items=[15, 172, 111, 10, 20], freq=5243),
 FreqItemset(items=[15, 172, 111, 20], freq=5243),
 FreqItemset(items=[20], freq=6233),
 FreqItemset(items=[25], freq=5265),
 FreqItemset(items=[25, 30], freq=5260),
 FreqItemset(items=[26], freq=5427),
 FreqItemset(items=[26, 36], freq=5309),
 FreqItemset(items=[26, 36, 46], freq=5176),
 FreqItemset(items=[26, 36, 51], freq=5176),
 FreqItemset(items=[26, 36, 51, 46], freq=5176),
 FreqItemset(items=[26, 46], freq=5176),
 FreqItemset(items=[26, 51], freq=5176),
 FreqItemset(items=[26, 51, 46], freq=5176),
 FreqItemset(items=[26, 193], freq=5291),
 FreqItemset(items=[26, 193, 36], freq=5291),
 FreqItemset(items=[26, 193, 36, 46], freq=5158),
 FreqItemset(items=[26, 193, 36, 51], freq=5158),
 FreqItemset(items=[26, 193, 36, 51, 46], freq=5158),
 FreqItemset(items=[26, 193, 46], freq=5158),
 FreqItemset(items=[26, 193, 51], freq=5158),
 FreqItemset(items=[26, 193, 51, 46], freq=5158),
 FreqItemset(items=[30], freq=6208),
 FreqItemset(items=[30, 20], freq=5980),
 FreqItemset(items=[36], freq=5799),
 FreqItemset(items=[36, 10], freq=5492),
 FreqItemset(items=[36, 10, 20], freq=5285),
 FreqItemset(items=[36, 20], freq=5285),
 FreqItemset(items=[36, 46], freq=5660),
 FreqItemset(items=[36, 46, 10], freq=5492),
 FreqItemset(items=[36, 46, 10, 20], freq=5285),
 FreqItemset(items=[36, 46, 20], freq=5285),
 FreqItemset(items=[36, 46, 71], freq=5209),
 FreqItemset(items=[36, 46, 71, 10], freq=5209),
 FreqItemset(items=[36, 46, 71, 10, 20], freq=5209),
 FreqItemset(items=[36, 46, 71, 20], freq=5209),
 FreqItemset(items=[36, 46, 71, 111], freq=5208),
 FreqItemset(items=[36, 46, 71, 111, 10], freq=5208),
 FreqItemset(items=[36, 46, 71, 111, 10, 20], freq=5208),
 FreqItemset(items=[36, 46, 71, 111, 20], freq=5208),
 FreqItemset(items=[36, 46, 111], freq=5491),
 FreqItemset(items=[36, 46, 111, 10], freq=5491),
 FreqItemset(items=[36, 46, 111, 10, 20], freq=5284),
 FreqItemset(items=[36, 46, 111, 20], freq=5284),
 FreqItemset(items=[36, 46, 172], freq=5166),
 FreqItemset(items=[36, 46, 172, 10], freq=5166),
 FreqItemset(items=[36, 46, 172, 10, 20], freq=5166),
 FreqItemset(items=[36, 46, 172, 20], freq=5166),
 FreqItemset(items=[36, 46, 172, 111], freq=5165),
 FreqItemset(items=[36, 46, 172, 111, 10], freq=5165),
 FreqItemset(items=[36, 46, 172, 111, 10, 20], freq=5165),
 FreqItemset(items=[36, 46, 172, 111, 20], freq=5165),
 FreqItemset(items=[36, 51], freq=5660),
 FreqItemset(items=[36, 51, 10], freq=5492),
 FreqItemset(items=[36, 51, 10, 20], freq=5285),
 FreqItemset(items=[36, 51, 20], freq=5285),
 FreqItemset(items=[36, 51, 46], freq=5660),
 FreqItemset(items=[36, 51, 46, 10], freq=5492),
 FreqItemset(items=[36, 51, 46, 10, 20], freq=5285),
 FreqItemset(items=[36, 51, 46, 20], freq=5285),
 FreqItemset(items=[36, 51, 46, 71], freq=5209),
 FreqItemset(items=[36, 51, 46, 71, 10], freq=5209),
 FreqItemset(items=[36, 51, 46, 71, 10, 20], freq=5209),
 FreqItemset(items=[36, 51, 46, 71, 20], freq=5209),
 FreqItemset(items=[36, 51, 46, 71, 111], freq=5208),
 FreqItemset(items=[36, 51, 46, 71, 111, 10], freq=5208),
 FreqItemset(items=[36, 51, 46, 71, 111, 10, 20], freq=5208),
 FreqItemset(items=[36, 51, 46, 71, 111, 20], freq=5208),
 FreqItemset(items=[36, 51, 46, 111], freq=5491),
 FreqItemset(items=[36, 51, 46, 111, 10], freq=5491),
 FreqItemset(items=[36, 51, 46, 111, 10, 20], freq=5284),
 FreqItemset(items=[36, 51, 46, 111, 20], freq=5284),
 FreqItemset(items=[36, 51, 46, 172], freq=5166),
 FreqItemset(items=[36, 51, 46, 172, 10], freq=5166),
 FreqItemset(items=[36, 51, 46, 172, 10, 20], freq=5166),
 FreqItemset(items=[36, 51, 46, 172, 20], freq=5166),
 FreqItemset(items=[36, 51, 46, 172, 111], freq=5165),
 FreqItemset(items=[36, 51, 46, 172, 111, 10], freq=5165),
 FreqItemset(items=[36, 51, 46, 172, 111, 10, 20], freq=5165),
 FreqItemset(items=[36, 51, 46, 172, 111, 20], freq=5165),
 FreqItemset(items=[36, 51, 71], freq=5209),
 FreqItemset(items=[36, 51, 71, 10], freq=5209),
 FreqItemset(items=[36, 51, 71, 10, 20], freq=5209),
 FreqItemset(items=[36, 51, 71, 20], freq=5209),
 FreqItemset(items=[36, 51, 71, 111], freq=5208),
 FreqItemset(items=[36, 51, 71, 111, 10], freq=5208),
 FreqItemset(items=[36, 51, 71, 111, 10, 20], freq=5208),
 FreqItemset(items=[36, 51, 71, 111, 20], freq=5208),
 FreqItemset(items=[36, 51, 111], freq=5491),
 FreqItemset(items=[36, 51, 111, 10], freq=5491),
 FreqItemset(items=[36, 51, 111, 10, 20], freq=5284),
 FreqItemset(items=[36, 51, 111, 20], freq=5284),
 FreqItemset(items=[36, 51, 172], freq=5166),
 FreqItemset(items=[36, 51, 172, 10], freq=5166),
 FreqItemset(items=[36, 51, 172, 10, 20], freq=5166),
 FreqItemset(items=[36, 51, 172, 20], freq=5166),
 FreqItemset(items=[36, 51, 172, 111], freq=5165),
 FreqItemset(items=[36, 51, 172, 111, 10], freq=5165),
 FreqItemset(items=[36, 51, 172, 111, 10, 20], freq=5165),
 FreqItemset(items=[36, 51, 172, 111, 20], freq=5165),
 FreqItemset(items=[36, 61], freq=5347),
 FreqItemset(items=[36, 61, 10], freq=5347),
 FreqItemset(items=[36, 61, 10, 20], freq=5142),
 FreqItemset(items=[36, 61, 20], freq=5142),
 FreqItemset(items=[36, 61, 46], freq=5347),
 FreqItemset(items=[36, 61, 46, 10], freq=5347),
 FreqItemset(items=[36, 61, 46, 10, 20], freq=5142),
 FreqItemset(items=[36, 61, 46, 20], freq=5142),
 FreqItemset(items=[36, 61, 46, 111], freq=5346),
 FreqItemset(items=[36, 61, 46, 111, 10], freq=5346),
 FreqItemset(items=[36, 61, 46, 111, 10, 20], freq=5141),
 FreqItemset(items=[36, 61, 46, 111, 20], freq=5141),
 FreqItemset(items=[36, 61, 51], freq=5347),
 FreqItemset(items=[36, 61, 51, 10], freq=5347),
 FreqItemset(items=[36, 61, 51, 10, 20], freq=5142),
 FreqItemset(items=[36, 61, 51, 20], freq=5142),
 FreqItemset(items=[36, 61, 51, 46], freq=5347),
 FreqItemset(items=[36, 61, 51, 46, 10], freq=5347),
 FreqItemset(items=[36, 61, 51, 46, 10, 20], freq=5142),
 FreqItemset(items=[36, 61, 51, 46, 20], freq=5142),
 FreqItemset(items=[36, 61, 51, 46, 111], freq=5346),
 FreqItemset(items=[36, 61, 51, 46, 111, 10], freq=5346),
 FreqItemset(items=[36, 61, 51, 46, 111, 10, 20], freq=5141),
 FreqItemset(items=[36, 61, 51, 46, 111, 20], freq=5141),
 FreqItemset(items=[36, 61, 51, 111], freq=5346),
 FreqItemset(items=[36, 61, 51, 111, 10], freq=5346),
 FreqItemset(items=[36, 61, 51, 111, 10, 20], freq=5141),
 FreqItemset(items=[36, 61, 51, 111, 20], freq=5141),
 FreqItemset(items=[36, 61, 111], freq=5346),
 FreqItemset(items=[36, 61, 111, 10], freq=5346),
 FreqItemset(items=[36, 61, 111, 10, 20], freq=5141),
 FreqItemset(items=[36, 61, 111, 20], freq=5141),
 FreqItemset(items=[36, 71], freq=5209),
 FreqItemset(items=[36, 71, 10], freq=5209),
 FreqItemset(items=[36, 71, 10, 20], freq=5209),
 FreqItemset(items=[36, 71, 20], freq=5209),
 FreqItemset(items=[36, 71, 111], freq=5208),
 FreqItemset(items=[36, 71, 111, 10], freq=5208),
 FreqItemset(items=[36, 71, 111, 10, 20], freq=5208),
 FreqItemset(items=[36, 71, 111, 20], freq=5208),
 FreqItemset(items=[36, 111], freq=5491),
 FreqItemset(items=[36, 111, 10], freq=5491),
 FreqItemset(items=[36, 111, 10, 20], freq=5284),
 FreqItemset(items=[36, 111, 20], freq=5284),
 FreqItemset(items=[36, 172], freq=5166),
 FreqItemset(items=[36, 172, 10], freq=5166),
 FreqItemset(items=[36, 172, 10, 20], freq=5166),
 FreqItemset(items=[36, 172, 20], freq=5166),
 FreqItemset(items=[36, 172, 111], freq=5165),
 FreqItemset(items=[36, 172, 111, 10], freq=5165),
 FreqItemset(items=[36, 172, 111, 10, 20], freq=5165),
 FreqItemset(items=[36, 172, 111, 20], freq=5165),
 FreqItemset(items=[40], freq=6105),
 FreqItemset(items=[40, 10], freq=5414),
 FreqItemset(items=[40, 10, 20], freq=5414),
 FreqItemset(items=[40, 10, 30], freq=5411),
 FreqItemset(items=[40, 10, 30, 20], freq=5411),
 FreqItemset(items=[40, 20], freq=5692),
 FreqItemset(items=[40, 30], freq=5915),
 FreqItemset(items=[40, 30, 20], freq=5687),
 FreqItemset(items=[40, 71], freq=5592),
 FreqItemset(items=[40, 71, 10], freq=5321),
 FreqItemset(items=[40, 71, 10, 20], freq=5321),
 FreqItemset(items=[40, 71, 10, 30], freq=5318),
 FreqItemset(items=[40, 71, 10, 30, 20], freq=5318),
 FreqItemset(items=[40, 71, 20], freq=5592),
 FreqItemset(items=[40, 71, 30], freq=5587),
 FreqItemset(items=[40, 71, 30, 20], freq=5587),
 FreqItemset(items=[40, 71, 111], freq=5320),
 FreqItemset(items=[40, 71, 111, 10], freq=5320),
 FreqItemset(items=[40, 71, 111, 10, 20], freq=5320),
 FreqItemset(items=[40, 71, 111, 10, 30], freq=5317),
 FreqItemset(items=[40, 71, 111, 10, 30, 20], freq=5317),
 FreqItemset(items=[40, 71, 111, 20], freq=5320),
 FreqItemset(items=[40, 71, 111, 30], freq=5317),
 FreqItemset(items=[40, 71, 111, 30, 20], freq=5317),
 FreqItemset(items=[40, 111], freq=5413),
 FreqItemset(items=[40, 111, 10], freq=5413),
 FreqItemset(items=[40, 111, 10, 20], freq=5413),
 FreqItemset(items=[40, 111, 10, 30], freq=5410),
 FreqItemset(items=[40, 111, 10, 30, 20], freq=5410),
 FreqItemset(items=[40, 111, 20], freq=5413),
 FreqItemset(items=[40, 111, 30], freq=5410),
 FreqItemset(items=[40, 111, 30, 20], freq=5410),
 FreqItemset(items=[46], freq=6012),
 FreqItemset(items=[46, 10], freq=5844),
 FreqItemset(items=[46, 10, 20], freq=5637),
 FreqItemset(items=[46, 10, 30], freq=5386),
 FreqItemset(items=[46, 10, 30, 20], freq=5386),
 FreqItemset(items=[46, 20], freq=5637),
 FreqItemset(items=[46, 30], freq=5386),
 FreqItemset(items=[46, 30, 20], freq=5386),
 FreqItemset(items=[46, 71], freq=5551),
 FreqItemset(items=[46, 71, 10], freq=5551),
 FreqItemset(items=[46, 71, 10, 20], freq=5551),
 FreqItemset(items=[46, 71, 10, 30], freq=5301),
 FreqItemset(items=[46, 71, 10, 30, 20], freq=5301),
 FreqItemset(items=[46, 71, 20], freq=5551),
 FreqItemset(items=[46, 71, 30], freq=5301),
 FreqItemset(items=[46, 71, 30, 20], freq=5301),
 FreqItemset(items=[46, 71, 111], freq=5550),
 FreqItemset(items=[46, 71, 111, 10], freq=5550),
 FreqItemset(items=[46, 71, 111, 10, 20], freq=5550),
 FreqItemset(items=[46, 71, 111, 10, 30], freq=5300),
 FreqItemset(items=[46, 71, 111, 10, 30, 20], freq=5300),
 FreqItemset(items=[46, 71, 111, 20], freq=5550),
 FreqItemset(items=[46, 71, 111, 30], freq=5300),
 FreqItemset(items=[46, 71, 111, 30, 20], freq=5300),
 FreqItemset(items=[46, 111], freq=5843),
 FreqItemset(items=[46, 111, 10], freq=5843),
 FreqItemset(items=[46, 111, 10, 20], freq=5636),
 FreqItemset(items=[46, 111, 10, 30], freq=5385),
 FreqItemset(items=[46, 111, 10, 30, 20], freq=5385),
 FreqItemset(items=[46, 111, 20], freq=5636),
 FreqItemset(items=[46, 111, 30], freq=5385),
 FreqItemset(items=[46, 111, 30, 20], freq=5385),
 FreqItemset(items=[46, 172], freq=5506),
 FreqItemset(items=[46, 172, 10], freq=5506),
 FreqItemset(items=[46, 172, 10, 20], freq=5506),
 FreqItemset(items=[46, 172, 10, 30], freq=5260),
 FreqItemset(items=[46, 172, 10, 30, 20], freq=5260),
 FreqItemset(items=[46, 172, 20], freq=5506),
 FreqItemset(items=[46, 172, 30], freq=5260),
 FreqItemset(items=[46, 172, 30, 20], freq=5260),
 FreqItemset(items=[46, 172, 71], freq=5434),
 FreqItemset(items=[46, 172, 71, 10], freq=5434),
 FreqItemset(items=[46, 172, 71, 10, 20], freq=5434),
 FreqItemset(items=[46, 172, 71, 10, 30], freq=5189),
 FreqItemset(items=[46, 172, 71, 10, 30, 20], freq=5189),
 FreqItemset(items=[46, 172, 71, 20], freq=5434),
 FreqItemset(items=[46, 172, 71, 30], freq=5189),
 FreqItemset(items=[46, 172, 71, 30, 20], freq=5189),
 FreqItemset(items=[46, 172, 71, 111], freq=5433),
 FreqItemset(items=[46, 172, 71, 111, 10], freq=5433),
 FreqItemset(items=[46, 172, 71, 111, 10, 20], freq=5433),
 FreqItemset(items=[46, 172, 71, 111, 10, 30], freq=5188),
 FreqItemset(items=[46, 172, 71, 111, 10, 30, 20], freq=5188),
 FreqItemset(items=[46, 172, 71, 111, 20], freq=5433),
 FreqItemset(items=[46, 172, 71, 111, 30], freq=5188),
 FreqItemset(items=[46, 172, 71, 111, 30, 20], freq=5188),
 FreqItemset(items=[46, 172, 111], freq=5505),
 FreqItemset(items=[46, 172, 111, 10], freq=5505),
 FreqItemset(items=[46, 172, 111, 10, 20], freq=5505),
 FreqItemset(items=[46, 172, 111, 10, 30], freq=5259),
 FreqItemset(items=[46, 172, 111, 10, 30, 20], freq=5259),
 FreqItemset(items=[46, 172, 111, 20], freq=5505),
 FreqItemset(items=[46, 172, 111, 30], freq=5259),
 FreqItemset(items=[46, 172, 111, 30, 20], freq=5259),
 FreqItemset(items=[50], freq=5904),
 FreqItemset(items=[50, 20], freq=5343),
 FreqItemset(items=[50, 30], freq=5566),
 FreqItemset(items=[50, 30, 20], freq=5338),
 FreqItemset(items=[50, 40], freq=5755),
 FreqItemset(items=[50, 40, 20], freq=5343),
 FreqItemset(items=[50, 40, 30], freq=5566),
 FreqItemset(items=[50, 40, 30, 20], freq=5338),
 FreqItemset(items=[50, 40, 71], freq=5245),
 FreqItemset(items=[50, 40, 71, 20], freq=5245),
 FreqItemset(items=[50, 40, 71, 30], freq=5240),
 FreqItemset(items=[50, 40, 71, 30, 20], freq=5240),
 FreqItemset(items=[50, 71], freq=5245),
 FreqItemset(items=[50, 71, 20], freq=5245),
 FreqItemset(items=[50, 71, 30], freq=5240),
 FreqItemset(items=[50, 71, 30, 20], freq=5240),
 FreqItemset(items=[50, 100], freq=5894),
 FreqItemset(items=[50, 100, 20], freq=5335),
 FreqItemset(items=[50, 100, 30], freq=5558),
 FreqItemset(items=[50, 100, 30, 20], freq=5331),
 FreqItemset(items=[50, 100, 40], freq=5745),
 FreqItemset(items=[50, 100, 40, 20], freq=5335),
 FreqItemset(items=[50, 100, 40, 30], freq=5558),
 FreqItemset(items=[50, 100, 40, 30, 20], freq=5331),
 FreqItemset(items=[50, 100, 40, 71], freq=5239),
 FreqItemset(items=[50, 100, 40, 71, 20], freq=5239),
 FreqItemset(items=[50, 100, 40, 71, 30], freq=5235),
 FreqItemset(items=[50, 100, 40, 71, 30, 20], freq=5235),
 FreqItemset(items=[50, 100, 71], freq=5239),
 FreqItemset(items=[50, 100, 71, 20], freq=5239),
 FreqItemset(items=[50, 100, 71, 30], freq=5235),
 FreqItemset(items=[50, 100, 71, 30, 20], freq=5235),
 FreqItemset(items=[50, 100, 141], freq=5686),
 FreqItemset(items=[50, 100, 141, 20], freq=5288),
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 FreqItemset(items=[71, 111, 10, 30], freq=5606),
 FreqItemset(items=[71, 111, 10, 30, 20], freq=5606),
 FreqItemset(items=[71, 111, 20], freq=5856),
 FreqItemset(items=[71, 111, 30], freq=5606),
 ...]

















In [ ]:



    






    











In [ ]:

Content source: michrawson/Yark

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