Attaching package: 'yardstick'
The following objects are masked from 'package:caret':
precision, recall, sensitivity, specificity
The following object is masked from 'package:readr':
spec
# THIS IS NOT A GREAT IDEA options(warn=-1)# I have this on, there is an expected warning ## "prediction from a rank-deficient fit may be misleading"## without this option on the output is very difficult to read
statistic value
1 Number of by-variables 1
2 Number of non-by variables in common 9
3 Number of variables compared 9
4 Number of variables in x but not y 0
5 Number of variables in y but not x 3
6 Number of variables compared with some values unequal 0
7 Number of variables compared with all values equal 9
8 Number of observations in common 0
9 Number of observations in x but not y 394
10 Number of observations in y but not x 168
11 Number of observations with some compared variables unequal 0
12 Number of observations with all compared variables equal 0
13 Number of values unequal 0
seqn riagendr ridageyr ridreth1
Min. :84166 Male : 0 Min. :21.00 MexicanAmerican : 0
1st Qu.:85920 Female:29 1st Qu.:32.00 Other Hispanic : 0
Median :89041 Median :48.00 Non-Hispanic White:29
Mean :88741 Mean :50.14 Non-Hispanic Black: 0
3rd Qu.:91064 3rd Qu.:61.00 Other : 0
Max. :92970 Max. :80.00
dmdeduc2 dmdmartl
Less than 9th grade : 0 Married :19
Grades 9-11th : 1 Widowed : 3
High school graduate/GED : 4 Divorced : 2
Some college or AA degrees:14 Separated : 0
College grad or above :10 Never married : 1
Living with partner: 4
indhhin2 bmxbmi diq010 lbxglu
$75,000-$99,999 :29 Min. :16.70 Diabetes : 1 Min. : 80.0
$0-$4,999 : 0 1st Qu.:23.70 No Diabetes:28 1st Qu.: 92.0
$5,000-$9,999 : 0 Median :26.80 Median : 99.0
$10,000-$14,999 : 0 Mean :30.05 Mean :104.3
$15,000-$19,999 : 0 3rd Qu.:33.30 3rd Qu.:105.0
less than $20,000: 0 Max. :63.60 Max. :207.0
(Other) : 0
Compare Object
Function Call:
arsenal::comparedf(x = X3$Training_Data, y = X5$Training_Data)
Shared: 10 non-by variables and 21 observations.
Not shared: 0 variables and 626 observations.
Differences found in 10/10 variables compared.
0 variables compared have non-identical attributes.
18.5 Compare Coefficents across all samples
X1$CoEff
# A tibble: 30 × 2
feature coeff
<chr> <dbl>
1 (Intercept) 2.68
2 riagendrFemale 0.223
3 `ridreth1Other Hispanic` -0.451
4 `ridreth1Non-Hispanic White` -0.0250
5 `ridreth1Non-Hispanic Black` -0.483
6 ridreth1Other -0.337
7 `dmdeduc2Grades 9-11th` 0.420
8 `dmdeduc2High school graduate/GED` 0.207
9 `dmdeduc2Some college or AA degrees` 0.630
10 `dmdeduc2College grad or above` 0.980
# ℹ 20 more rows
Compare Object
Function Call:
arsenal::comparedf(x = t3, y = f3, by = c("seqn"))
Shared: 9 non-by variables and 0 observations.
Not shared: 0 variables and 1876 observations.
Differences found in 0/9 variables compared.
0 variables compared have non-identical attributes.
statistic value
1 Number of by-variables 1
2 Number of non-by variables in common 9
3 Number of variables compared 9
4 Number of variables in x but not y 0
5 Number of variables in y but not x 0
6 Number of variables compared with some values unequal 0
7 Number of variables compared with all values equal 9
8 Number of observations in common 0
9 Number of observations in x but not y 29
10 Number of observations in y but not x 1847
11 Number of observations with some compared variables unequal 0
12 Number of observations with all compared variables equal 0
13 Number of values unequal 0
Compare Object
Function Call:
arsenal::comparedf(x = X3$TEST.scored, y = f3, by = c("seqn"))
Shared: 9 non-by variables and 0 observations.
Not shared: 3 variables and 1855 observations.
Differences found in 0/9 variables compared.
0 variables compared have non-identical attributes.
statistic value
1 Number of by-variables 1
2 Number of non-by variables in common 9
3 Number of variables compared 9
4 Number of variables in x but not y 3
5 Number of variables in y but not x 0
6 Number of variables compared with some values unequal 0
7 Number of variables compared with all values equal 9
8 Number of observations in common 0
9 Number of observations in x but not y 8
10 Number of observations in y but not x 1847
11 Number of observations with some compared variables unequal 0
12 Number of observations with all compared variables equal 0
13 Number of values unequal 0
# A tibble: 24 × 3
riagendr indhhin2 conf_mat
<fct> <ord> <list>
1 Male $0-$4,999 <conf_mat>
2 Male $5,000-$9,999 <conf_mat>
3 Male $10,000-$14,999 <conf_mat>
4 Male $15,000-$19,999 <conf_mat>
5 Male less than $20,000 <conf_mat>
6 Male 20,000+ <conf_mat>
7 Male $20,000-$24,999 <conf_mat>
8 Male $25,000-$34,999 <conf_mat>
9 Male $45,000-$54,999 <conf_mat>
10 Male $65,000-$74,999 <conf_mat>
# ℹ 14 more rows
riagendr indhhin2
Male :12 $0-$4,999 : 2
Female:12 $5,000-$9,999 : 2
$10,000-$14,999 : 2
$15,000-$19,999 : 2
less than $20,000: 2
20,000+ : 2
(Other) :12
conf_mat.Length conf_mat.Class conf_mat.Mode
1 conf_mat list
1 conf_mat list
1 conf_mat list
1 conf_mat list
1 conf_mat list
1 conf_mat list
1 conf_mat list
1 conf_mat list
1 conf_mat list
1 conf_mat list
1 conf_mat list
1 conf_mat list
1 conf_mat list
1 conf_mat list
1 conf_mat list
1 conf_mat list
1 conf_mat list
1 conf_mat list
1 conf_mat list
1 conf_mat list
1 conf_mat list
1 conf_mat list
1 conf_mat list
1 conf_mat list
Compare Object
Function Call:
arsenal::comparedf(x = t2, y = f2, by = c("seqn"))
Shared: 9 non-by variables and 0 observations.
Not shared: 0 variables and 1876 observations.
Differences found in 0/9 variables compared.
0 variables compared have non-identical attributes.
statistic value
1 Number of by-variables 1
2 Number of non-by variables in common 9
3 Number of variables compared 9
4 Number of variables in x but not y 0
5 Number of variables in y but not x 0
6 Number of variables compared with some values unequal 0
7 Number of variables compared with all values equal 9
8 Number of observations in common 0
9 Number of observations in x but not y 938
10 Number of observations in y but not x 938
11 Number of observations with some compared variables unequal 0
12 Number of observations with all compared variables equal 0
13 Number of values unequal 0
