tslumen.profile.stats module

Descriptive statistics.

tslumen.profile.stats.cov(data: pandas.core.series.Series)Any[source]
Parameters

data (pd.Series) – Time series.

Returns

Coefficient of variation of data.

Return type

float

tslumen.profile.stats.iqr(data: pandas.core.series.Series)float[source]
Parameters

data (pd.Series) – Time series.

Returns

Interquartile range of data.

Return type

float

tslumen.profile.stats.kurtosis(data: pandas.core.series.Series)float[source]
Parameters

data (pd.Series) – Time series.

Returns

Kurtosis of data.

Return type

float

tslumen.profile.stats.mad(data: pandas.core.series.Series)float[source]
Parameters

data (pd.Series) – Time series.

Returns

Median absolute deviation of data.

Return type

float

tslumen.profile.stats.maximum(data: pandas.core.series.Series)float[source]
Parameters

data (pd.Series) – Time series.

Returns

Maximum value in data.

Return type

float

tslumen.profile.stats.mean(data: pandas.core.series.Series)float[source]
Parameters

data (pd.Series) – Time series.

Returns

Arithmetic mean of data.

Return type

float

tslumen.profile.stats.median(data: pandas.core.series.Series)Any[source]
Parameters

data (pd.Series) – Time series.

Returns

Median of data.

Return type

float

tslumen.profile.stats.minimum(data: pandas.core.series.Series)float[source]
Parameters

data (pd.Series) – Time series.

Returns

Minimum value in data.

Return type

float

tslumen.profile.stats.q25(data: pandas.core.series.Series)Any[source]
Parameters

data (pd.Series) – Time series.

Returns

Quantile 0.25 of data.

Return type

float

tslumen.profile.stats.q50(data: pandas.core.series.Series)Any[source]
Parameters

data (pd.Series) – Time series.

Returns

Quantile 0.5 of data.

Return type

float

tslumen.profile.stats.q75(data: pandas.core.series.Series)Any[source]
Parameters

data (pd.Series) – Time series.

Returns

Quantile 0.75 of data.

Return type

float

tslumen.profile.stats.skew(data: pandas.core.series.Series)float[source]
Parameters

data (pd.Series) – Time series.

Returns

Sample skewness of data.

Return type

float

tslumen.profile.stats.std(data: pandas.core.series.Series)float[source]
Parameters

data (pd.Series) – Time series.

Returns

Standard deviation of data.

Return type

float

tslumen.profile.stats.var(data: pandas.core.series.Series)float[source]
Parameters

data (pd.Series) – Time series.

Returns

Variance of data.

Return type

float