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Showing content from https://github.com/pandas-dev/pandas/issues/14171 below:

Series.str.contains doesn't correct if series contains only nan values. · Issue #14171 · pandas-dev/pandas · GitHub

Code Sample, a copy-pastable example if possible
import pandas as pd
import numpy as np
import re

CONTAINS_REG_EXP = ur'{0}'
value = '3'
t1 = pd.Series(data=[np.nan, np.nan, np.nan], dtype=np.object)
t2 = t1.str.contains(CONTAINS_REG_EXP.format(re.escape(value)),
                                  flags=re.U, na=False)
print t2
Expected Output
0    False
1    False
2    False
dtype: bool
output of pd.show_versions() INSTALLED VERSIONS

commit: None
python: 2.7.10.final.0
python-bits: 64
OS: Linux
OS-release: 4.2.0-42-generic
machine: x86_64
processor: x86_64
byteorder: little
LC_ALL: None
LANG: en_US.UTF-8

pandas: 0.17.1
nose: None
pip: 8.0.3
setuptools: 18.0.1
Cython: 0.23.4
numpy: 1.10.1
scipy: None
statsmodels: None
IPython: 4.0.1
sphinx: None
patsy: None
dateutil: 2.4.2
pytz: 2015.7
blosc: None
bottleneck: None
tables: 3.2.2
numexpr: 2.4.6
matplotlib: None
openpyxl: None
xlrd: None
xlwt: None
xlsxwriter: None
lxml: None
bs4: None
html5lib: None
httplib2: None
apiclient: None
sqlalchemy: None
pymysql: None
psycopg2: 2.6.1 (dt dec pq3 ext lo64)
Jinja2: None


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