python - How do I select and store columns greater than a number in pandas? -


i have pandas dataframe column of integers. want rows containing numbers greater 10. able evaluate true or false not actual value, doing:

df['ints'] = df['ints'] > 10 

i don't use python i'm going round in circles this.

i've spent 20 minutes googling haven't been able find need....

edit:

    observationid   recordkey   gridreference   sitekey sitename    featurekey  startdate   enddate ptaxonversionkey    taxonname   authority   commonname  ints 0   463166539   1767    sm90    nan nan 150161  12/02/2006  12/02/2006  nbnsys0100004720    pipistrellus pygmaeus   (leach, 1825)   soprano pipistrelle 2006 1   463166623   4325    tl65    nan nan 168651  21/12/2008  21/12/2008  nhmsys0020001355    pipistrellus pipistrellus sensu stricto (schreber, 1774)    common pipistrelle  2008 2   463166624   4326    tl65    nan nan 168651  18/01/2009  18/01/2009  nhmsys0020001355    pipistrellus pipistrellus sensu stricto (schreber, 1774)    common pipistrelle  2009 3   463166625   4327    tl65    nan nan 168651  15/02/2009  15/02/2009  nhmsys0020001355    pipistrellus pipistrellus sensu stricto (schreber, 1774)    common pipistrelle  2009 4   463166626   4328    tl65    nan nan 168651  19/12/2009  19/12/2009  nhmsys0020001355    pipistrellus pipistrellus sensu stricto (schreber, 1774)    common pipistrelle  2009 

sample df:

in [79]: df = pd.dataframe(np.random.randint(5, 15, (10, 3)), columns=list('abc'))  in [80]: df out[80]:       b   c 0   6  11  11 1  14   7   8 2  13   5  11 3  13   7  11 4  13   5   9 5   5  11   9 6   9   8   6 7   5  11  10 8   8  10  14 9   7  14  13 

present rows b > 10

in [81]: df[df.b > 10] out[81]:      b   c 0  6  11  11 5  5  11   9 7  5  11  10 9  7  14  13 

minimums (for columns) rows satisfying b > 10 condition

in [82]: df[df.b > 10].min() out[82]:     5 b    11 c     9 dtype: int32 

minimum (for b column) rows satisfying b > 10 condition

in [84]: df.loc[df.b > 10, 'b'].min() out[84]: 11 

update: starting pandas 0.20.1 the .ix indexer deprecated, in favor of more strict .iloc , .loc indexers.


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