diff --git a/README.html b/README.html index 12a69085..96c2bc07 100644 --- a/README.html +++ b/README.html @@ -153,15 +153,17 @@

Usage

href="https://octave.discourse.group/c/help/6">discourse group.

TIPS: You can now document and publish your statistics-resampling analysis in Jupyter Notebooks (with an Octave kernel) at your GitHub -repository using the statistics-resampling-online Binder environment and -the nbgitpuller link generator nbgitpuller +link generator and the statistics-resampling-online Binder +environment . Using Jupyter notebooks, you can also integrate use of the statistics-resampling package into your analysis workflow alongside other programming languages (e.g. Python, R etc.) Binder)

+src="https://mybinder.org/badge_logo.svg" alt="Binder" />

Quick start

Below are links to demonstrations of how the bootstrap or randomization functions from this package can be used to perform diff --git a/docs/function/boot.html b/docs/function/boot.html index d38731d7..175e1e83 100644 --- a/docs/function/boot.html +++ b/docs/function/boot.html @@ -118,15 +118,15 @@

Demonstration 1

Columns 1 through 10: - 3 3 1 2 1 3 2 3 2 1 - 3 3 1 2 1 1 1 2 3 1 - 3 2 2 3 2 2 2 1 3 1 + 2 2 3 3 1 1 2 2 3 2 + 2 3 3 2 1 1 1 2 3 3 + 3 2 3 3 2 2 2 1 3 3 Columns 11 through 20: - 1 3 2 1 3 3 2 2 2 3 - 1 2 1 2 3 3 1 1 3 1 - 2 3 2 3 2 1 1 1 3 2 + 2 3 3 1 3 2 1 2 3 1 + 3 1 1 2 3 3 2 1 1 2 + 1 1 1 1 2 1 2 1 3 1

Demonstration 2

@@ -141,15 +141,15 @@

Demonstration 2

Columns 1 through 10: - 3 3 1 3 3 2 2 1 1 2 - 2 1 2 3 3 2 3 3 1 3 - 3 3 1 2 1 2 2 1 1 2 + 3 3 2 3 1 2 2 1 1 3 + 2 1 1 2 1 1 3 1 1 3 + 2 3 1 3 3 2 3 1 1 3 Columns 11 through 20: - 1 1 3 3 1 3 1 2 2 1 - 1 1 3 3 2 3 1 2 2 1 - 3 2 2 1 2 2 3 2 3 1 + 3 1 2 3 2 2 1 2 2 3 + 3 2 3 1 1 3 1 2 2 2 + 3 1 3 3 1 2 1 2 2 2

Demonstration 3

diff --git a/docs/function/boot1way.html b/docs/function/boot1way.html index 07d5b910..00bdec0d 100644 --- a/docs/function/boot1way.html +++ b/docs/function/boot1way.html @@ -529,7 +529,7 @@

Demonstration 7

----------------------------------------------------------------------------- | Comparison | Test # | Ref # | Difference | t | p | |------------|------------|------------|------------|------------|----------| -| 1 | 2 | 1 | -0.08508 | -0.19 | .810 | +| 1 | 2 | 1 | -0.1008 | -0.22 | .789 | ----------------------------------------------------------------------------- | GROUP # | GROUP label | N | @@ -574,7 +574,7 @@

Demonstration 8

----------------------------------------------------------------------------- | Comparison | Test # | Ref # | Difference | t | p | |------------|------------|------------|------------|------------|----------| -| 1 | 2 | 1 | +0.5227 | +1.09 | .207 | +| 1 | 2 | 1 | +0.2146 | +0.11 | .763 | ----------------------------------------------------------------------------- | GROUP # | GROUP label | N | diff --git a/docs/function/bootbayes.html b/docs/function/bootbayes.html index 2e09c9f6..b7d9195a 100644 --- a/docs/function/bootbayes.html +++ b/docs/function/bootbayes.html @@ -191,7 +191,7 @@

Demonstration 1

Posterior Statistics: original bias median stdev CI_lower CI_upper - +184.5 -0.02210 +184.5 1.240 +182.1 +186.9 + +184.5 +0.01529 +184.5 1.351 +181.7 +187.2

Demonstration 2

@@ -228,8 +228,8 @@

Demonstration 2

Posterior Statistics: original bias median stdev CI_lower CI_upper - +175.5 +0.03532 +175.5 2.384 +171.1 +180.3 - +0.1904 -0.001074 +0.1909 0.07912 +0.04160 +0.3442 + +175.5 -0.07775 +175.4 2.287 +171.1 +179.9 + +0.1904 +0.002169 +0.1929 0.07622 +0.03454 +0.3340

Package: statistics-resampling

diff --git a/docs/function/bootci.html b/docs/function/bootci.html index a75f46b5..1a39de99 100644 --- a/docs/function/bootci.html +++ b/docs/function/bootci.html @@ -184,8 +184,8 @@

Demonstration 1

Produces the following output

ci =
 
-       23.825
-       34.411
+ 23.616 + 34.358

Demonstration 2

@@ -204,8 +204,8 @@

Demonstration 2

Produces the following output

ci =
 
-       23.462
-       34.651
+ 23.975 + 34.269

Demonstration 3

@@ -225,8 +225,8 @@

Demonstration 3

Produces the following output

ci =
 
-       24.811
-       36.698
+ 25.04 + 36.477

Demonstration 4

@@ -243,8 +243,8 @@

Demonstration 4

Produces the following output

ci =
 
-       100.29
-        233.9
+ 96.629 + 235.91

Demonstration 5

@@ -261,8 +261,8 @@

Demonstration 5

Produces the following output

ci =
 
-        116.4
-       265.89
+ 117.01 + 260.73

Demonstration 6

@@ -282,8 +282,8 @@

Demonstration 6

Produces the following output

ci =
 
-       106.75
-       290.95
+ 108.55 + 297.71

Demonstration 7

@@ -303,8 +303,8 @@

Demonstration 7

Produces the following output

ci =
 
-       115.81
-       278.35
+ 111.53 + 268.13

Demonstration 8

@@ -325,8 +325,8 @@

Demonstration 8

Produces the following output

ci =
 
-      0.51674
-        0.873
+ 0.50501 + 0.86333

Demonstration 9

@@ -431,13 +431,13 @@

Demonstration 9

Produces the following output

ans =
 
-       -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
+ -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

Demonstration 10

diff --git a/docs/function/bootclust.html b/docs/function/bootclust.html index 9032226b..f5f1acdd 100644 --- a/docs/function/bootclust.html +++ b/docs/function/bootclust.html @@ -170,11 +170,11 @@

Demonstration 1

Resampling method: Balanced, bootstrap cluster resampling Number of resamples: 1999 Confidence interval (CI) type: Expanded bias-corrected and accelerated (BCa) - Nominal coverage (and the percentiles used): 95% (1.2%, 97.5%) + Nominal coverage (and the percentiles used): 95% (0.9%, 96.9%) Bootstrap Statistics: original bias std_error CI_lower CI_upper - +29.65 -3.553e-15 +2.557 +23.86 +34.54 + +29.65 -2.487e-14 +2.596 +23.23 +34.22

Demonstration 2

@@ -200,11 +200,11 @@

Demonstration 2

Resampling method: Balanced, bootstrap cluster resampling Number of resamples: 1999 Confidence interval (CI) type: Expanded bias-corrected and accelerated (BCa) - Nominal coverage (and the percentiles used): 95% (1.1%, 98.7%) + Nominal coverage (and the percentiles used): 95% (1.2%, 98.8%) Bootstrap Statistics: original bias std_error CI_lower CI_upper - +29.65 -0.03415 +2.970 +22.68 +35.96 + +29.65 -0.03861 +2.830 +23.29 +35.79

Demonstration 3

@@ -232,7 +232,7 @@

Demonstration 3

Bootstrap Statistics: original bias std_error CI_lower CI_upper - +171.5 -6.700 +41.27 +97.45 +234.3 + +171.5 -6.610 +40.23 +100.3 +232.7

Demonstration 4

@@ -262,7 +262,7 @@

Demonstration 4

Bootstrap Statistics: original bias std_error CI_lower CI_upper - +171.5 -8.689 +32.87 +106.1 +214.9 + +171.5 -9.518 +33.66 +104.3 +214.7

Demonstration 5

@@ -285,11 +285,11 @@

Demonstration 5

Resampling method: Balanced, bootstrap cluster resampling Number of resamples: 1999 Confidence interval (CI) type: Bias-corrected and accelerated (BCa) - Nominal coverage (and the percentiles used): 90% (11.9%, 98.7%) + Nominal coverage (and the percentiles used): 90% (11.6%, 98.6%) Bootstrap Statistics: original bias std_error CI_lower CI_upper - +171.5 -6.735 +42.12 +115.0 +259.2 + +171.5 -6.366 +42.32 +114.0 +260.4

Demonstration 6

@@ -318,7 +318,7 @@

Demonstration 6

Bootstrap Statistics: original bias std_error CI_lower CI_upper - +171.5 -9.298 +33.17 +123.2 +229.1 + +171.5 -9.121 +32.87 +124.8 +230.2

Demonstration 7

@@ -344,8 +344,8 @@

Demonstration 7

Bootstrap Statistics: original bias std_error CI_lower CI_upper - +0.1314 +0.01575 +0.2159 -0.3303 +0.4189 - -0.1183 +0.04016 +0.1606 -0.3226 +0.1434 + +0.1526 -0.004045 +0.2549 -0.2914 +0.5480 + -0.1651 +0.02323 +0.3393 -0.7568 +0.3626

Demonstration 8

@@ -372,8 +372,8 @@

Demonstration 8

Bootstrap Statistics: original bias std_error CI_lower CI_upper - +0.004977 +0.01302 +0.3145 -0.7876 +0.3784 - -0.2265 -0.01902 +0.1218 -0.4053 -0.03024 + -0.008327 +0.009356 +0.3069 -0.4878 +0.5284 + -0.4938 +0.04475 +0.1830 -0.8062 -0.2775

Demonstration 9

@@ -400,11 +400,11 @@

Demonstration 9

Resampling method: Balanced, bootstrap cluster resampling Number of resamples: 1999 Confidence interval (CI) type: Bias-corrected and accelerated (BCa) - Nominal coverage (and the percentiles used): 95% (1.5%, 96.3%) + Nominal coverage (and the percentiles used): 95% (1.6%, 96.5%) Bootstrap Statistics: original bias std_error CI_lower CI_upper - +0.7764 -0.02466 +0.1468 +0.3731 +0.9907 + +0.7764 -0.02514 +0.1488 +0.3744 +0.9964

Package: statistics-resampling

diff --git a/docs/function/bootknife.html b/docs/function/bootknife.html index f103e04a..4d244fbc 100644 --- a/docs/function/bootknife.html +++ b/docs/function/bootknife.html @@ -223,11 +223,11 @@

Demonstration 1

Number of resamples (outer): 1999 Number of resamples (inner): 0 Confidence interval (CI) type: Expanded bias-corrected and accelerated (BCa) - Nominal coverage (and the percentiles used): 95% (1.2%, 97.0%) + Nominal coverage (and the percentiles used): 95% (1.4%, 97.3%) Bootstrap Statistics: original bias std_error CI_lower CI_upper - +29.65 -2.132e-14 +2.663 +23.25 +34.38 + +29.65 -6.395e-14 +2.587 +23.72 +34.50

Demonstration 2

@@ -253,11 +253,11 @@

Demonstration 2

Number of resamples (outer): 1999 Number of resamples (inner): 199 Confidence interval (CI) type: Calibrated percentile - Nominal coverage (and the percentiles used): 95% (1.1%, 97.7%) + Nominal coverage (and the percentiles used): 95% (1.2%, 97.5%) Bootstrap Statistics: original bias std_error CI_lower CI_upper - +29.65 -9.948e-14 +2.625 +23.31 +34.94 + +29.65 +1.066e-13 +2.693 +23.59 +34.66

Demonstration 3

@@ -284,11 +284,11 @@

Demonstration 3

Number of resamples (outer): 1999 Number of resamples (inner): 199 Confidence interval (CI) type: Calibrated percentile - Nominal coverage (and the percentiles used): 95% (1.9%, 97.6%) + Nominal coverage (and the percentiles used): 95% (2.2%, 97.9%) Bootstrap Statistics: original bias std_error CI_lower CI_upper - +30.86 -0.04808 +2.942 +24.35 +36.71 + +30.86 -0.03006 +2.913 +24.96 +36.90

Demonstration 4

@@ -317,7 +317,7 @@

Demonstration 4

Bootstrap Statistics: original bias std_error CI_lower CI_upper - +171.5 -6.777 +41.88 +98.29 +234.9 + +171.5 -7.008 +42.73 +97.63 +236.9

Demonstration 5

@@ -341,11 +341,11 @@

Demonstration 5

Number of resamples (outer): 1999 Number of resamples (inner): 0 Confidence interval (CI) type: Bias-corrected and accelerated (BCa) - Nominal coverage (and the percentiles used): 90% (12.0%, 98.7%) + Nominal coverage (and the percentiles used): 90% (11.9%, 98.7%) Bootstrap Statistics: original bias std_error CI_lower CI_upper - +171.5 -7.282 +42.00 +113.7 +259.9 + +171.5 -6.807 +42.41 +113.9 +261.4

Demonstration 6

@@ -372,11 +372,11 @@

Demonstration 6

Number of resamples (outer): 1999 Number of resamples (inner): 199 Confidence interval (CI) type: Calibrated percentile (equal-tailed) - Nominal coverage (and the percentiles used): 90% (2.2%, 97.8%) + Nominal coverage (and the percentiles used): 90% (2.1%, 97.9%) Bootstrap Statistics: original bias std_error CI_lower CI_upper - +171.5 -6.583 +45.59 +83.88 +255.5 + +171.5 -7.747 +42.72 +83.77 +248.4

Demonstration 7

@@ -402,11 +402,11 @@

Demonstration 7

Number of resamples (outer): 1999 Number of resamples (inner): 199 Confidence interval (CI) type: Calibrated percentile - Nominal coverage (and the percentiles used): 90% (11.9%, 99.5%) + Nominal coverage (and the percentiles used): 90% (11.8%, 99.5%) Bootstrap Statistics: original bias std_error CI_lower CI_upper - +171.5 -7.096 +44.75 +114.3 +275.3 + +171.5 -7.724 +43.83 +114.3 +269.1

Demonstration 8

@@ -433,8 +433,8 @@

Demonstration 8

Bootstrap Statistics: original bias std_error CI_lower CI_upper - +0.1554 +0.01063 +0.1814 -0.1268 +0.4685 - -0.01996 -0.02240 +0.2154 -0.3835 +0.2978 + -0.1691 +0.001078 +0.2774 -0.6117 +0.3020 + +0.09250 -0.01371 +0.2242 -0.2410 +0.4217

Demonstration 9

@@ -461,11 +461,11 @@

Demonstration 9

Number of resamples (outer): 1999 Number of resamples (inner): 0 Confidence interval (CI) type: Bias-corrected and accelerated (BCa) - Nominal coverage (and the percentiles used): 95% (0.5%, 93.6%) + Nominal coverage (and the percentiles used): 95% (0.5%, 93.4%) Bootstrap Statistics: original bias std_error CI_lower CI_upper - +0.7764 -0.006192 +0.1377 +0.3285 +0.9458 + +0.7764 -0.007192 +0.1400 +0.3057 +0.9465

Demonstration 10

@@ -577,13 +577,13 @@

Demonstration 10

Bootstrap Statistics: original bias std_error CI_lower CI_upper - -16.69 -0.5238 +2.127 -20.60 -12.60 - -11.72 -0.3617 +1.865 -15.48 -8.190 - -8.061 -0.2625 +1.769 -11.68 -4.805 - +0.1048 +0.004849 +0.09347 -0.08334 +0.2813 - +0.01034 +0.0007123 +0.006858 -0.002469 +0.02380 - +0.06452 +0.002308 +0.01685 +0.03331 +0.09683 - +0.001664 +1.031e-05 +0.0007657 +0.0002085 +0.003171 + -16.69 -0.5266 +2.135 -20.52 -12.53 + -11.72 -0.3693 +1.877 -15.07 -7.884 + -8.061 -0.2654 +1.783 -11.29 -4.365 + +0.1048 +0.005621 +0.09452 -0.07665 +0.2897 + +0.01034 +0.0007038 +0.006805 -0.003082 +0.02315 + +0.06452 +0.002430 +0.01688 +0.03172 +0.09593 + +0.001664 +4.107e-06 +0.0007672 +0.0001065 +0.003137

Demonstration 11

diff --git a/docs/function/bootmode.html b/docs/function/bootmode.html index 2c011657..901712c5 100644 --- a/docs/function/bootmode.html +++ b/docs/function/bootmode.html @@ -149,9 +149,9 @@

Demonstration 1

Produces the following output

ans = Summary of results:
 
-ans = H1 is 1 with p = 0 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 = 0.32 so accept the null hypothesis that there are 2 modes
+ans = H2 is 0 with p = 0.322 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 66ffbc7a..026a1509 100644 --- a/docs/function/bootstrp.html +++ b/docs/function/bootstrp.html @@ -105,58 +105,58 @@

Demonstration 1

Produces the following output

bootstat =
 
-       31.077
-       26.615
-       29.731
-       29.231
-       27.885
+       30.385
+       26.577
+       32.962
+       26.885
        28.962
-       29.231
-       28.654
-       35.615
-       27.654
-       26.462
-       30.885
-       31.731
-       29.615
-       28.308
+       27.385
        29.538
-       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
+       28.615
+       36.269
        29.192
-       29.038
-       25.769
-       30.192
-       30.231
-       28.192
-       28.808
-       31.269
-       27.692
-       28.231
-       32.346
-       31.385
-         28.5
-       31.038
-       28.192
-       33.308
+       36.192
+       35.346
+       30.923
+       31.423
        30.231
-       28.038
+       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
 
-ans = 2.3366
+ans = 2.7164

Package: statistics-resampling

diff --git a/docs/function/images/boot1way_701.png b/docs/function/images/boot1way_701.png index a29b076d..fb9aa49d 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 4daa0e06..7603b24e 100644 Binary files a/docs/function/images/boot1way_801.png and b/docs/function/images/boot1way_801.png differ diff --git a/docs/function/images/bootlm_901.png b/docs/function/images/bootlm_901.png index c475c394..eb80b200 100644 Binary files a/docs/function/images/bootlm_901.png and b/docs/function/images/bootlm_901.png differ diff --git a/docs/readme.html b/docs/readme.html index bef6bf5a..76042f33 100644 --- a/docs/readme.html +++ b/docs/readme.html @@ -174,15 +174,17 @@

Usage

href="https://octave.discourse.group/c/help/6">discourse group.

TIPS: You can now document and publish your statistics-resampling analysis in Jupyter Notebooks (with an Octave kernel) at your GitHub -repository using the statistics-resampling-online Binder environment and -the nbgitpuller link generator nbgitpuller +link generator and the statistics-resampling-online Binder +environment . Using Jupyter notebooks, you can also integrate use of the statistics-resampling package into your analysis workflow alongside other programming languages (e.g. Python, R etc.) Binder)

+src="https://mybinder.org/badge_logo.svg" alt="Binder" />

Quick start

Below are links to demonstrations of how the bootstrap or randomization functions from this package can be used to perform