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stats/summary

src/stats/summary.tur
defn

col-count

(col-count [col :int] :int)

count non-null values in a float64 column.

Parameters
col:int tur-frame float64 column handle
Returns

:int number of non-null elements.

Example
(col-count c)  ; => 100

Since: ST1

defn

col-sum

(col-sum [col :int] :float)

sum of non-null values in a float64 column.

Parameters
col:int tur-frame float64 column handle
Returns

:float sum (0.0 if all null / empty).

Since: ST1

defn

col-mean

(col-mean [col :int] :float)

arithmetic mean of non-null values.

Parameters
col:int tur-frame float64 column handle
Returns

:float mean, or NaN if empty.

Since: ST1

defn

col-median

(col-median [col :int] :float)

median of non-null values (type-7 interpolation).

Parameters
col:int tur-frame float64 column handle
Returns

:float median, or NaN if empty.

Since: ST1

defn

col-mode

(col-mode [col :int] :float)

most frequent value (first occurrence on tie).

Parameters
col:int tur-frame float64 column handle
Returns

:float mode, or NaN if empty.

Since: ST1

defn

col-var

(col-var [col :int] :float)

sample variance (n-1 denominator) of non-null values.

Parameters
col:int tur-frame float64 column handle
Returns

:float variance, or NaN if fewer than 2 values.

Since: ST1

defn

col-sd

(col-sd [col :int] :float)

sample standard deviation of non-null values.

Parameters
col:int tur-frame float64 column handle
Returns

:float standard deviation, or NaN if fewer than 2 values.

Since: ST1

defn

col-min

(col-min [col :int] :float)

minimum non-null value.

Parameters
col:int tur-frame float64 column handle
Returns

:float minimum, or NaN if empty.

Since: ST1

defn

col-max

(col-max [col :int] :float)

maximum non-null value.

Parameters
col:int tur-frame float64 column handle
Returns

:float maximum, or NaN if empty.

Since: ST1

defn

col-range

(col-range [col :int] :float)

max - min of non-null values.

Parameters
col:int tur-frame float64 column handle
Returns

:float range, or NaN if empty.

Since: ST1

defn

col-quantile

(col-quantile [col :int q :float] :float)

quantile via type-7 linear interpolation.

Parameters
col:int tur-frame float64 column handle
q:float quantile in [0, 1]
Returns

:float quantile value, or NaN if empty.

Example
(col-quantile c 0.25)  ; => first quartile

Since: ST1

defn

col-iqr

(col-iqr [col :int] :float)

interquartile range (Q3 - Q1).

Parameters
col:int tur-frame float64 column handle
Returns

:float IQR, or NaN if empty.

Since: ST1

defn

col-skewness

(col-skewness [col :int] :float)

Fisher-Pearson skewness coefficient.

Parameters
col:int tur-frame float64 column handle
Returns

:float skewness, or NaN if fewer than 3 values.

Since: ST1

defn

col-kurtosis

(col-kurtosis [col :int] :float)

excess kurtosis (Fisher's definition, = 0 for normal).

Parameters
col:int tur-frame float64 column handle
Returns

:float excess kurtosis, or NaN if fewer than 4 values.

Since: ST1

defn

frame-count

(frame-count [f :int name :cstr] :int)

count non-null values in a named column of a frame.

Parameters
f:int frame handle
name:cstr column name
Returns

:int non-null count, or -1 if column not found.

Since: ST1

defn

frame-sum

(frame-sum [f :int name :cstr] :float)

sum of a named column.

Since: ST1

defn

frame-mean

(frame-mean [f :int name :cstr] :float)

mean of a named column.

Since: ST1

defn

frame-median

(frame-median [f :int name :cstr] :float)

median of a named column.

Since: ST1

defn

frame-mode

(frame-mode [f :int name :cstr] :float)

mode of a named column.

Since: ST1

defn

frame-var

(frame-var [f :int name :cstr] :float)

sample variance of a named column.

Since: ST1

defn

frame-sd

(frame-sd [f :int name :cstr] :float)

sample standard deviation of a named column.

Since: ST1

defn

frame-min

(frame-min [f :int name :cstr] :float)

minimum of a named column.

Since: ST1

defn

frame-max

(frame-max [f :int name :cstr] :float)

maximum of a named column.

Since: ST1

defn

frame-range

(frame-range [f :int name :cstr] :float)

range (max-min) of a named column.

Since: ST1

defn

frame-quantile

(frame-quantile [f :int name :cstr q :float] :float)

quantile of a named column.

Since: ST1

defn

frame-iqr

(frame-iqr [f :int name :cstr] :float)

IQR of a named column.

Since: ST1

defn

frame-skewness

(frame-skewness [f :int name :cstr] :float)

skewness of a named column.

Since: ST1

defn

frame-kurtosis

(frame-kurtosis [f :int name :cstr] :float)

excess kurtosis of a named column.

Since: ST1

defn

describe

(describe [f :int] :int)

pandas-style descriptive summary of all float64 columns.

Parameters
f:int frame handle
Returns

:int new frame with columns: stat (utf8), then one column per numeric input column. Rows: count, mean, sd, min, 25%, 50%, 75%, max.

Example
(describe my-frame)

Since: ST1

Internal definitions
__frame-col-by-name