diff --git a/README.md b/README.md
index 50c2a881..d4e736f0 100755
--- a/README.md
+++ b/README.md
@@ -51,15 +51,15 @@ To install (or test) the statistics-resampling package at a location of your cho
### Usage
-All help and demos are documented on the ['Function Reference'](https://gnu-octave.github.io/statistics-resampling/function_reference) page in the [manual](https://gnu-octave.github.io/statistics-resampling/). If you do not see the navigation pane on the manual web pages, please enable javascript in your browser.
-
+All help and demos are documented on the ['Function Reference'](https://gnu-octave.github.io/statistics-resampling/function_reference) page in the [manual](https://gnu-octave.github.io/statistics-resampling/). If you do not see the navigation pane on the manual web pages, please enable javascript in your browser. If you need help with using any of the functions in this package, please post your questions on the [discussions page](https://github.com/gnu-octave/statistics-resampling/discussions).
+
Function help can also be requested directly from the Octave/MATLAB command prompt, by typing `help function-name` - substituting in the actual function name.
In Octave only, you can get a basic overview of the package and it's functions by typing: `pkg describe -verbose statistics-resampling`, or request demonstrations of function usage by typing `demo function-name`. Users can also request help with using functions and programming in Octave at the [discourse group](https://octave.discourse.group/c/help/6).
### Quick start
-Below are some links to demonstrations of how the bootstrap or randomization functions from this package can be used to perform robust versions of commonly used statistical tests:
+Below are some links to demonstrations of how the bootstrap or randomization functions from this package can be used to perform variants of the commonly used statistical tests below, but without the Normality assumption:
* [t-test to compare two independent samples (assuming equal variances)](https://gnu-octave.github.io/statistics-resampling/function/boot1way.html#1)
@@ -67,15 +67,15 @@ Below are some links to demonstrations of how the bootstrap or randomization fun
* [t-test to compare two independent samples (not assuming equal variances)](https://gnu-octave.github.io/statistics-resampling/function/bootlm.html#1)
- * [t-test to compare two paired or matching samples (robust to heteroscedasticity)](https://gnu-octave.github.io/statistics-resampling/function/bootlm.html#2)
+ * [t-test to compare two paired or matching samples (also robust to heteroscedasticity)](https://gnu-octave.github.io/statistics-resampling/function/bootlm.html#2)
- * [One-way ANOVA to compare more than two independent samples (robust to heteroscedasticity)](https://gnu-octave.github.io/statistics-resampling/function/bootlm.html#3)
+ * [One-way ANOVA to compare more than two independent samples (also robust to heteroscedasticity)](https://gnu-octave.github.io/statistics-resampling/function/bootlm.html#3)
- * [Nested one-way ANOVA to compare more than two independent samples (robust to heteroscedasticity and grouping of observations)](https://gnu-octave.github.io/statistics-resampling/function/bootlm.html#11)
+ * [Nested one-way ANOVA to compare more than two independent samples (also robust to heteroscedasticity and grouping of observations)](https://gnu-octave.github.io/statistics-resampling/function/bootlm.html#11)
- * [Two-way factorial ANOVA (robust to heteroscedasticity)](https://gnu-octave.github.io/statistics-resampling/function/bootlm.html#6)
+ * [Two-way factorial ANOVA (also robust to heteroscedasticity)](https://gnu-octave.github.io/statistics-resampling/function/bootlm.html#6)
- * [One-way ANCOVA (robust to heteroscedasticity)](https://gnu-octave.github.io/statistics-resampling/function/bootlm.html#7)
+ * [One-way ANCOVA (also robust to heteroscedasticity)](https://gnu-octave.github.io/statistics-resampling/function/bootlm.html#7)
### Issues
diff --git a/docs/function/boot.html b/docs/function/boot.html
index 0f77793c..5e9982a0 100644
--- a/docs/function/boot.html
+++ b/docs/function/boot.html
@@ -118,15 +118,15 @@
Columns 1 through 12:
- 2 2 3 3 1 1 2 2 3 2 2 3
- 2 3 3 2 1 1 1 2 3 3 3 1
- 3 2 3 3 2 2 2 1 3 3 1 1
+ 3 3 1 2 1 3 2 3 2 1 1 3
+ 3 3 1 2 1 1 1 2 3 1 1 2
+ 3 2 2 3 2 2 2 1 3 1 2 3
Columns 13 through 20:
- 3 1 3 2 1 2 3 1
- 1 2 3 3 2 1 1 2
- 1 1 2 1 2 1 3 1
+ 2 1 3 3 2 2 2 3
+ 1 2 3 3 1 1 3 1
+ 2 3 2 1 1 1 3 2
@@ -141,15 +141,15 @@
Columns 1 through 12:
- 3 3 2 3 1 2 2 1 1 3 3 1
- 2 1 1 2 1 1 3 1 1 3 3 2
- 2 3 1 3 3 2 3 1 1 3 3 1
+ 3 3 1 3 3 2 2 1 1 2 1 1
+ 2 1 2 3 3 2 3 3 1 3 1 1
+ 3 3 1 2 1 2 2 1 1 2 3 2
Columns 13 through 20:
- 2 3 2 2 1 2 2 3
- 3 1 1 3 1 2 2 2
- 3 3 1 2 1 2 2 2
+ 3 3 1 3 1 2 2 1
+ 3 3 2 3 1 2 2 1
+ 2 1 2 2 3 2 3 1
diff --git a/docs/function/boot1way.html b/docs/function/boot1way.html
index ad8c3ab9..76e5ed39 100644
--- a/docs/function/boot1way.html
+++ b/docs/function/boot1way.html
@@ -528,7 +528,7 @@
-----------------------------------------------------------------------------
| Comparison | Test # | Ref # | Difference | t | p |
|------------|------------|------------|------------|------------|----------|
-| 1 | 2 | 1 | -0.2285 | -0.44 | .637 |
+| 1 | 2 | 1 | +0.5927 | +1.34 | .192 |
-----------------------------------------------------------------------------
| GROUP # | GROUP label | N |
@@ -573,7 +573,7 @@
-----------------------------------------------------------------------------
| Comparison | Test # | Ref # | Difference | t | p |
|------------|------------|------------|------------|------------|----------|
-| 1 | 2 | 1 | -0.8303 | -1.01 | .192 |
+| 1 | 2 | 1 | +0.06620 | +0.14 | .820 |
-----------------------------------------------------------------------------
| GROUP # | GROUP label | N |
diff --git a/docs/function/bootci.html b/docs/function/bootci.html
index 54f5c27d..075722e7 100644
--- a/docs/function/bootci.html
+++ b/docs/function/bootci.html
@@ -184,8 +184,8 @@
Produces the following output
ci =
- 23.616
- 34.358
+ 23.825
+ 34.411
@@ -204,8 +204,8 @@
Produces the following output
ci =
- 23.975
- 34.269
+ 23.462
+ 34.651
@@ -225,8 +225,8 @@
Produces the following output
ci =
- 25.04
- 36.477
+ 24.811
+ 36.698
@@ -243,8 +243,8 @@
Produces the following output
ci =
- 96.629
- 235.91
+ 100.29
+ 233.9
@@ -261,8 +261,8 @@
Produces the following output
ci =
- 117.01
- 260.73
+ 116.4
+ 265.89
@@ -282,8 +282,8 @@
Produces the following output
ci =
- 108.55
- 297.71
+ 106.75
+ 290.95
@@ -303,8 +303,8 @@
Produces the following output
ci =
- 111.53
- 268.13
+ 115.81
+ 278.35
@@ -325,8 +325,8 @@
Produces the following output
ci =
- 0.50501
- 0.86333
+ 0.51674
+ 0.873
@@ -431,13 +431,13 @@
Produces the following output
ans =
- -16.69 -20.555 -12.325
- -11.721 -15.104 -7.907
- -8.0606 -11.244 -4.3564
- 0.10476 -0.081023 0.28225
- 0.010336 -0.0032993 0.022647
- 0.06452 0.033083 0.095608
- 0.0016638 0.00017173 0.0031554
+ -16.69 -20.526 -12.642
+ -11.721 -15.188 -8.0851
+ -8.0606 -11.299 -4.6596
+ 0.10476 -0.062295 0.28823
+ 0.010336 -0.00273 0.023016
+ 0.06452 0.033493 0.094721
+ 0.0016638 0.00019837 0.0031828
diff --git a/docs/function/bootclust.html b/docs/function/bootclust.html
index 7007772c..c1166a08 100644
--- a/docs/function/bootclust.html
+++ b/docs/function/bootclust.html
@@ -344,8 +344,8 @@
Bootstrap Statistics:
original bias std_error CI_lower CI_upper
- -0.07649 +0.007409 +0.1929 -0.4547 +0.1901
- -0.1326 +0.0007516 +0.2012 -0.4808 +0.1810
+ -0.09767 -0.02694 +0.2484 -0.4705 +0.3481
+ -0.1495 -0.02999 +0.2569 -0.5599 +0.2306
@@ -372,8 +372,8 @@
Bootstrap Statistics:
original bias std_error CI_lower CI_upper
- -0.2704 +0.02873 +0.1514 -0.4948 -0.009047
- +0.3871 -0.09639 +0.3719 -0.5867 +0.7257
+ -0.07584 -0.03771 +0.2730 -0.5805 +0.2926
+ -0.05457 -0.05267 +0.3563 -0.6070 +0.5813
diff --git a/docs/function/bootknife.html b/docs/function/bootknife.html
index 8221cd12..bf4a8a73 100644
--- a/docs/function/bootknife.html
+++ b/docs/function/bootknife.html
@@ -433,8 +433,8 @@
Bootstrap Statistics:
original bias std_error CI_lower CI_upper
- -0.1255 -0.001803 +0.2679 -0.5396 +0.3417
- +0.03417 +0.02389 +0.2090 -0.2814 +0.3884
+ +0.4165 -0.01155 +0.2633 +0.007875 +0.8868
+ -0.3700 +0.01114 +0.2749 -0.8682 +0.04576
diff --git a/docs/function/bootmode.html b/docs/function/bootmode.html
index 714398f9..c4aa9ded 100644
--- a/docs/function/bootmode.html
+++ b/docs/function/bootmode.html
@@ -149,9 +149,9 @@
Produces the following output
ans = Summary of results:
-ans = H1 is 1 with p = 0.0005 so reject the null hypothesisthat there is 1 mode
+ans = H1 is 1 with p = 0.001 so reject the null hypothesisthat there is 1 mode
-ans = H2 is 0 with p = 0.323 so accept the null hypothesis that there are 2 modes
+ans = H2 is 0 with p = 0.327 so accept the null hypothesis that there are 2 modes
Package: statistics-resampling
diff --git a/docs/function/bootstrp.html b/docs/function/bootstrp.html
index 553ed639..6aaa3741 100644
--- a/docs/function/bootstrp.html
+++ b/docs/function/bootstrp.html
@@ -105,58 +105,58 @@
Produces the following output
bootstat =
- 30.385
- 26.577
- 32.962
- 26.885
+ 31.077
+ 26.615
+ 29.731
+ 29.231
+ 27.885
28.962
- 27.385
+ 29.231
+ 28.654
+ 35.615
+ 27.654
+ 26.462
+ 30.885
+ 31.731
+ 29.615
+ 28.308
29.538
- 28.615
- 36.269
+ 29.923
+ 30.115
+ 32.538
+ 28.962
+ 31.385
+ 25.231
+ 30.154
+ 26.115
+ 25.231
+ 25.962
+ 33.654
+ 33.269
+ 31.154
+ 34.385
+ 30.962
+ 30.808
29.192
- 36.192
- 35.346
- 30.923
- 31.423
+ 29.038
+ 25.769
+ 30.192
30.231
- 25.692
- 28.577
- 27.038
- 26.269
- 31.423
- 30.154
- 29.654
- 28.577
- 32.154
- 28.385
- 32.615
- 24.846
- 32.269
- 25.577
- 29.615
- 26.923
- 27.038
- 26.731
- 33.923
- 31.962
- 26.538
- 26.846
- 29.769
- 27
- 26.731
- 29.231
- 30.885
- 31.077
- 30
- 29.115
- 31.769
- 32.423
- 30.692
- 29.231
- 31.077
+ 28.192
+ 28.808
+ 31.269
+ 27.692
+ 28.231
+ 32.346
+ 31.385
+ 28.5
+ 31.038
+ 28.192
+ 33.308
+ 30.231
+ 28.038
-ans = 2.7164
+ans = 2.3366
Package: statistics-resampling
diff --git a/docs/function/images/boot1way_701.png b/docs/function/images/boot1way_701.png
index 11991cce..9a5a8f91 100644
Binary files a/docs/function/images/boot1way_701.png and b/docs/function/images/boot1way_701.png differ
diff --git a/docs/function/images/boot1way_801.png b/docs/function/images/boot1way_801.png
index bac1f32a..b2094976 100644
Binary files a/docs/function/images/boot1way_801.png and b/docs/function/images/boot1way_801.png differ
diff --git a/docs/readme.html b/docs/readme.html
index 1ad8f3a5..f1d59ecf 100644
--- a/docs/readme.html
+++ b/docs/readme.html
@@ -107,7 +107,10 @@ Usage
Reference’ page in the manual.
If you do not see the navigation pane on the manual web pages, please
-enable javascript in your browser.
+enable javascript in your browser. If you need help with using any of
+the functions in this package, please post your questions on the discussions
+page.
Function help can also be requested directly from the Octave/MATLAB
command prompt, by typing help function-name - substituting
in the actual function name.
@@ -120,8 +123,9 @@ Usage
href="https://octave.discourse.group/c/help/6">discourse group.
Quick start
Below are some links to demonstrations of how the bootstrap or
-randomization functions from this package can be used to perform robust
-versions of commonly used statistical tests:
+randomization functions from this package can be used to perform
+variants of the commonly used statistical tests below, but without the
+Normality assumption:
Issues
If you find bugs or have any suggestions, please raise an issue on