Validation Overview

Info

Full Data Asset Identifiertitanic/default/Titanic
Expectation Suite NameBasicDatasetProfiler
Great Expectations Version0.8.0a3+87.g25671d3a.dirty
Run IDtest_run_id_12345
Validation SucceededFalse

Statistics

Evaluated Expectations51
Successful Expectations43
Unsuccessful Expectations8
Success Percent84.31%

Unnamed: 0

Status Expectation Observed Value
value types must belong to this set: BIGINT BYTEINT DECIMAL INT INTEGER IntegerType LongType SMALLINT TINYINT int. int64
may have any number of unique values. 1313
may have any percentage of unique values. 1.0
values must not be null, at least 50.0 % of the time. 100.0000% not null
values must belong to this set: [ ].

1313 unexpected values found. 100.00% of 1313 total rows.
Unexpected Value
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
100.0000% unexpected
values must be unique. 0.0000% unexpected

Name

Status Expectation Observed Value
value types must belong to this set: CHAR StringType TEXT VARCHAR str string. 0.0000% unexpected
may have any number of unique values. 1310
may have any percentage of unique values. 0.9977151561309977
values must not be null, at least 50.0 % of the time. 100.0000% not null
values must belong to this set: [ ].

1313 unexpected values found. 100.00% of 1313 total rows.
Unexpected Value
Allen, Miss Elisabeth Walton
Allison, Miss Helen Loraine
Allison, Mr Hudson Joshua Creighton
Allison, Mrs Hudson JC (Bessie Waldo Daniels)
Allison, Master Hudson Trevor
Anderson, Mr Harry
Andrews, Miss Kornelia Theodosia
Andrews, Mr Thomas, jr
Appleton, Mrs Edward Dale (Charlotte Lamson)
Artagaveytia, Mr Ramon
Astor, Colonel John Jacob
Astor, Mrs John Jacob (Madeleine Talmadge Force)
Aubert, Mrs Leontine Pauline
Barkworth, Mr Algernon H
Baumann, Mr John D
Baxter, Mrs James (Helene DeLaudeniere Chaput)
Baxter, Mr Quigg Edmond
Beattie, Mr Thomson
Beckwith, Mr Richard Leonard
Beckwith, Mrs Richard Leonard (Sallie Monypeny)
100.0000% unexpected
values must not match this regular expression: ^\s+|\s+$.

3 unexpected values found. 0.23% of 1313 total rows.
Unexpected Value
Daly, Mr Peter Denis
Barber, Ms
Geiger, Miss Emily
0.2285% unexpected

PClass

Status Expectation Observed Value
value types must belong to this set: CHAR StringType TEXT VARCHAR str string. 0.0000% unexpected
may have any number of unique values. 4
may have any percentage of unique values. 0.0030464584920030465
values must not be null, at least 50.0 % of the time. 100.0000% not null
values must belong to this set: [ ].

1313 unexpected values found. 100.00% of 1313 total rows.
Unexpected Value
1st
1st
1st
1st
1st
1st
1st
1st
1st
1st
1st
1st
1st
1st
1st
1st
1st
1st
1st
1st
100.0000% unexpected
values must not match this regular expression: ^\s+|\s+$. 0.0000% unexpected
distinct values must belong to a set, but that set is not specified. ['*', '1st', '2nd', '3rd']

Age

Status Expectation Observed Value
value types must belong to this set: DOUBLE_PRECISION DoubleType FLOAT FLOAT4 FLOAT8 FloatType NUMERIC float. float64
may have any number of unique values. 75
may have any percentage of unique values. 0.0992063492063492
values must not be null, at least 50.0 % of the time. 57.5781% not null
values must belong to this set: [ ].

756 unexpected values found. 57.58% of 1313 total rows.
Unexpected Value
29.0
2.0
30.0
25.0
0.92
47.0
63.0
39.0
58.0
71.0
47.0
19.0
50.0
24.0
36.0
37.0
47.0
26.0
25.0
25.0
57.5781% unexpected
minimum value may have any numerical value. 0.17
maximum value may have any numerical value. 71.0
mean may have any numerical value. 30.397989417989418
median may have any numerical value. 28.0
expect_column_quantile_values_to_be_between(**{'column': 'Age', 'quantile_ranges': {'quantiles': [0.05, 0.25, 0.5, 0.75, 0.95], 'value_ranges': [[None, None], [None, None], [None, None], [None, None], [None, None]]}}) {'quantiles': [0.05, 0.25, 0.5, 0.75, 0.95], 'values': [6.0, 21.0, 28.0, 39.0, 57.0]}
Kullback-Leibler (KL) divergence with respect to a given distribution must be lower than a provided threshold but no distribution was specified. --

Sex

Status Expectation Observed Value
value types must belong to this set: CHAR StringType TEXT VARCHAR str string. 0.0000% unexpected
may have any number of unique values. 2
may have any percentage of unique values. 0.0015232292460015233
values must not be null, at least 50.0 % of the time. 100.0000% not null
values must belong to this set: [ ].

1313 unexpected values found. 100.00% of 1313 total rows.
Unexpected Value
female
female
male
female
male
male
female
male
female
male
male
female
female
male
male
female
male
male
male
female
100.0000% unexpected
values must not match this regular expression: ^\s+|\s+$. 0.0000% unexpected
distinct values must belong to a set, but that set is not specified. ['female', 'male']

Survived

Status Expectation Observed Value
value types must belong to this set: BIGINT BYTEINT DECIMAL INT INTEGER IntegerType LongType SMALLINT TINYINT int. int64
may have any number of unique values. 2
may have any percentage of unique values. 0.0015232292460015233
values must not be null, at least 50.0 % of the time. 100.0000% not null
values must belong to this set: [ ].

1313 unexpected values found. 100.00% of 1313 total rows.
Unexpected Value
1
null
null
null
1
1
1
null
1
null
null
1
1
1
null
1
null
null
1
1
100.0000% unexpected
distinct values must belong to a set, but that set is not specified. [0, 1]

SexCode

Status Expectation Observed Value
value types must belong to this set: BIGINT BYTEINT DECIMAL INT INTEGER IntegerType LongType SMALLINT TINYINT int. int64
may have any number of unique values. 2
may have any percentage of unique values. 0.0015232292460015233
values must not be null, at least 50.0 % of the time. 100.0000% not null
values must belong to this set: [ ].

1313 unexpected values found. 100.00% of 1313 total rows.
Unexpected Value
1
1
null
1
null
null
1
null
1
null
null
1
1
null
null
1
null
null
null
1
100.0000% unexpected
distinct values must belong to a set, but that set is not specified. [0, 1]

Documentation autogenerated using Great Expectations.

Documentation autogenerated using Great Expectations.