Nothing
Code
ds_auto_summary_stats(mtcarz, mpg)
Output
-------------------------------- Variable: mpg --------------------------------
------------------------------ Summary Statistics ------------------------------
Condition
Warning:
Using an external vector in selections was deprecated in tidyselect 1.1.0.
i Please use `all_of()` or `any_of()` instead.
# Was:
data %>% select(i)
# Now:
data %>% select(all_of(i))
See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
Output
-------------------------------- Variable: mpg --------------------------------
Univariate Analysis
N 32.00 Variance 36.32
Missing 0.00 Std Deviation 6.03
Mean 20.09 Range 23.50
Median 19.20 Interquartile Range 7.38
Mode 10.40 Uncorrected SS 14042.31
Trimmed Mean 19.95 Corrected SS 1126.05
Skewness 0.67 Coeff Variation 30.00
Kurtosis -0.02 Std Error Mean 1.07
Quantiles
Quantile Value
Max 33.90
99% 33.44
95% 31.30
90% 30.09
Q3 22.80
Median 19.20
Q1 15.43
10% 14.34
5% 12.00
1% 10.40
Min 10.40
Extreme Values
Low High
Obs Value Obs Value
15 10.4 20 33.9
16 10.4 18 32.4
24 13.3 19 30.4
7 14.3 28 30.4
17 14.7 26 27.3
NULL
---------------------------- Frequency Distribution ----------------------------
Condition
Warning:
Using an external vector in selections was deprecated in tidyselect 1.1.0.
i Please use `all_of()` or `any_of()` instead.
# Was:
data %>% select(i)
# Now:
data %>% select(all_of(i))
See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
Warning:
Using an external vector in selections was deprecated in tidyselect 1.1.0.
i Please use `all_of()` or `any_of()` instead.
# Was:
data %>% select(i)
# Now:
data %>% select(all_of(i))
See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
Output
Variable: mpg
|-----------------------------------------------------------------------|
| Bins | Frequency | Cum Frequency | Percent | Cum Percent |
|-----------------------------------------------------------------------|
| 10.4 - 15.1 | 6 | 6 | 18.75 | 18.75 |
|-----------------------------------------------------------------------|
| 15.1 - 19.8 | 12 | 18 | 37.5 | 56.25 |
|-----------------------------------------------------------------------|
| 19.8 - 24.5 | 8 | 26 | 25 | 81.25 |
|-----------------------------------------------------------------------|
| 24.5 - 29.2 | 2 | 28 | 6.25 | 87.5 |
|-----------------------------------------------------------------------|
| 29.2 - 33.9 | 4 | 32 | 12.5 | 100 |
|-----------------------------------------------------------------------|
| Total | 32 | - | 100.00 | - |
|-----------------------------------------------------------------------|
Code
ds_auto_summary_stats(sdata)
Output
-------------------------------- Variable: mpg --------------------------------
------------------------------ Summary Statistics ------------------------------
Condition
Warning:
Using an external vector in selections was deprecated in tidyselect 1.1.0.
i Please use `all_of()` or `any_of()` instead.
# Was:
data %>% select(i)
# Now:
data %>% select(all_of(i))
See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
Output
-------------------------------- Variable: mpg --------------------------------
Univariate Analysis
N 32.00 Variance 36.32
Missing 0.00 Std Deviation 6.03
Mean 20.09 Range 23.50
Median 19.20 Interquartile Range 7.38
Mode 10.40 Uncorrected SS 14042.31
Trimmed Mean 19.95 Corrected SS 1126.05
Skewness 0.67 Coeff Variation 30.00
Kurtosis -0.02 Std Error Mean 1.07
Quantiles
Quantile Value
Max 33.90
99% 33.44
95% 31.30
90% 30.09
Q3 22.80
Median 19.20
Q1 15.43
10% 14.34
5% 12.00
1% 10.40
Min 10.40
Extreme Values
Low High
Obs Value Obs Value
15 10.4 20 33.9
16 10.4 18 32.4
24 13.3 19 30.4
7 14.3 28 30.4
17 14.7 26 27.3
NULL
---------------------------- Frequency Distribution ----------------------------
Condition
Warning:
Using an external vector in selections was deprecated in tidyselect 1.1.0.
i Please use `all_of()` or `any_of()` instead.
# Was:
data %>% select(i)
# Now:
data %>% select(all_of(i))
See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
Warning:
Using an external vector in selections was deprecated in tidyselect 1.1.0.
i Please use `all_of()` or `any_of()` instead.
# Was:
data %>% select(i)
# Now:
data %>% select(all_of(i))
See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
Output
Variable: mpg
|-----------------------------------------------------------------------|
| Bins | Frequency | Cum Frequency | Percent | Cum Percent |
|-----------------------------------------------------------------------|
| 10.4 - 15.1 | 6 | 6 | 18.75 | 18.75 |
|-----------------------------------------------------------------------|
| 15.1 - 19.8 | 12 | 18 | 37.5 | 56.25 |
|-----------------------------------------------------------------------|
| 19.8 - 24.5 | 8 | 26 | 25 | 81.25 |
|-----------------------------------------------------------------------|
| 24.5 - 29.2 | 2 | 28 | 6.25 | 87.5 |
|-----------------------------------------------------------------------|
| 29.2 - 33.9 | 4 | 32 | 12.5 | 100 |
|-----------------------------------------------------------------------|
| Total | 32 | - | 100.00 | - |
|-----------------------------------------------------------------------|
Code
ds_auto_group_summary(mtcarz, cyl, mpg)
Output
by
-----------------------------------------------------------------------------------------
| Statistic/Levels| 4| 6| 8|
-----------------------------------------------------------------------------------------
| Obs| 11| 7| 14|
| Minimum| 21.4| 17.8| 10.4|
| Maximum| 33.9| 21.4| 19.2|
| Mean| 26.66| 19.74| 15.1|
| Median| 26| 19.7| 15.2|
| Mode| 22.8| 21| 10.4|
| Std. Deviation| 4.51| 1.45| 2.56|
| Variance| 20.34| 2.11| 6.55|
| Skewness| 0.35| -0.26| -0.46|
| Kurtosis| -1.43| -1.83| 0.33|
| Uncorrected SS| 8023.83| 2741.14| 3277.34|
| Corrected SS| 203.39| 12.68| 85.2|
| Coeff Variation| 16.91| 7.36| 16.95|
| Std. Error Mean| 1.36| 0.55| 0.68|
| Range| 12.5| 3.6| 8.8|
| Interquartile Range| 7.6| 2.35| 1.85|
-----------------------------------------------------------------------------------------
Code
ds_auto_group_summary(gdata)
Output
by
-----------------------------------------------------------------------------------------
| Statistic/Levels| 4| 6| 8|
-----------------------------------------------------------------------------------------
| Obs| 11| 7| 14|
| Minimum| 21.4| 17.8| 10.4|
| Maximum| 33.9| 21.4| 19.2|
| Mean| 26.66| 19.74| 15.1|
| Median| 26| 19.7| 15.2|
| Mode| 22.8| 21| 10.4|
| Std. Deviation| 4.51| 1.45| 2.56|
| Variance| 20.34| 2.11| 6.55|
| Skewness| 0.35| -0.26| -0.46|
| Kurtosis| -1.43| -1.83| 0.33|
| Uncorrected SS| 8023.83| 2741.14| 3277.34|
| Corrected SS| 203.39| 12.68| 85.2|
| Coeff Variation| 16.91| 7.36| 16.95|
| Std. Error Mean| 1.36| 0.55| 0.68|
| Range| 12.5| 3.6| 8.8|
| Interquartile Range| 7.6| 2.35| 1.85|
-----------------------------------------------------------------------------------------
Code
ds_auto_cross_table(mtcarz, cyl, gear)
Output
Cell Contents
|---------------|
| Frequency |
| Percent |
| Row Pct |
| Col Pct |
|---------------|
Total Observations: 32
cyl vs gear
----------------------------------------------------------------------------
| | gear |
----------------------------------------------------------------------------
| cyl | 3 | 4 | 5 | Row Total |
----------------------------------------------------------------------------
| 4 | 1 | 8 | 2 | 11 |
| | 0.031 | 0.25 | 0.062 | |
| | 0.09 | 0.73 | 0.18 | 0.34 |
| | 0.07 | 0.67 | 0.4 | |
----------------------------------------------------------------------------
| 6 | 2 | 4 | 1 | 7 |
| | 0.062 | 0.125 | 0.031 | |
| | 0.29 | 0.57 | 0.14 | 0.22 |
| | 0.13 | 0.33 | 0.2 | |
----------------------------------------------------------------------------
| 8 | 12 | 0 | 2 | 14 |
| | 0.375 | 0 | 0.062 | |
| | 0.86 | 0 | 0.14 | 0.44 |
| | 0.8 | 0 | 0.4 | |
----------------------------------------------------------------------------
| Column Total | 15 | 12 | 5 | 32 |
| | 0.468 | 0.375 | 0.155 | |
----------------------------------------------------------------------------
Code
ds_auto_freq_table(mtcarz, cyl, gear)
Condition
Warning:
Using an external vector in selections was deprecated in tidyselect 1.1.0.
i Please use `all_of()` or `any_of()` instead.
# Was:
data %>% select(name)
# Now:
data %>% select(all_of(name))
See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
Output
Variable: cyl
-----------------------------------------------------------------------
Levels Frequency Cum Frequency Percent Cum Percent
-----------------------------------------------------------------------
4 11 11 34.38 34.38
-----------------------------------------------------------------------
6 7 18 21.88 56.25
-----------------------------------------------------------------------
8 14 32 43.75 100
-----------------------------------------------------------------------
Total 32 - 100.00 -
-----------------------------------------------------------------------
Condition
Warning:
Using an external vector in selections was deprecated in tidyselect 1.1.0.
i Please use `all_of()` or `any_of()` instead.
# Was:
data %>% select(name)
# Now:
data %>% select(all_of(name))
See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
Output
Variable: gear
-----------------------------------------------------------------------
Levels Frequency Cum Frequency Percent Cum Percent
-----------------------------------------------------------------------
3 15 15 46.88 46.88
-----------------------------------------------------------------------
4 12 27 37.5 84.38
-----------------------------------------------------------------------
5 5 32 15.62 100
-----------------------------------------------------------------------
Total 32 - 100.00 -
-----------------------------------------------------------------------
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