freshdata profile

inline quality cockpit
82/100
quality score
205
rows
5
columns
7.4%
missing
5
duplicate rows
4
issues

Type inference

Columns (issue-ranked)

columndtypemissinguniqueissues
tierobject
25%
325.4% missing
emailobject
12%
17711.7% missing
revenuefloat64
0%
1997 potential outlier(s) (iqr)
signup_dateobject
0%
200would convert to datetime64[ns]
customer_idint64
0%
200

Outlier warnings

revenue

Correlations

Numeric correlations are computed on demand to keep this view fast. Call profile.to_frame() or compute df.corr() when you need them.
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