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-rw-r--r--python/pyspark/mllib/stat.py22
1 files changed, 12 insertions, 10 deletions
diff --git a/python/pyspark/mllib/stat.py b/python/pyspark/mllib/stat.py
index a73abc5ff9..feef0d16cd 100644
--- a/python/pyspark/mllib/stat.py
+++ b/python/pyspark/mllib/stat.py
@@ -118,16 +118,18 @@ class Statistics(object):
>>> from linalg import Vectors
>>> rdd = sc.parallelize([Vectors.dense([1, 0, 0, -2]), Vectors.dense([4, 5, 0, 3]),
... Vectors.dense([6, 7, 0, 8]), Vectors.dense([9, 0, 0, 1])])
- >>> Statistics.corr(rdd)
- array([[ 1. , 0.05564149, nan, 0.40047142],
- [ 0.05564149, 1. , nan, 0.91359586],
- [ nan, nan, 1. , nan],
- [ 0.40047142, 0.91359586, nan, 1. ]])
- >>> Statistics.corr(rdd, method="spearman")
- array([[ 1. , 0.10540926, nan, 0.4 ],
- [ 0.10540926, 1. , nan, 0.9486833 ],
- [ nan, nan, 1. , nan],
- [ 0.4 , 0.9486833 , nan, 1. ]])
+ >>> pearsonCorr = Statistics.corr(rdd)
+ >>> print str(pearsonCorr).replace('nan', 'NaN')
+ [[ 1. 0.05564149 NaN 0.40047142]
+ [ 0.05564149 1. NaN 0.91359586]
+ [ NaN NaN 1. NaN]
+ [ 0.40047142 0.91359586 NaN 1. ]]
+ >>> spearmanCorr = Statistics.corr(rdd, method="spearman")
+ >>> print str(spearmanCorr).replace('nan', 'NaN')
+ [[ 1. 0.10540926 NaN 0.4 ]
+ [ 0.10540926 1. NaN 0.9486833 ]
+ [ NaN NaN 1. NaN]
+ [ 0.4 0.9486833 NaN 1. ]]
>>> try:
... Statistics.corr(rdd, "spearman")
... print "Method name as second argument without 'method=' shouldn't be allowed."