Update README following release of 1.1
diff --git a/README.md b/README.md
index d0db89d..f587bc3 100644
--- a/README.md
+++ b/README.md
@@ -43,11 +43,10 @@
 Apache Commons Statistics
 ===================
 
-[![Build Status](https://github.com/apache/commons-statistics/actions/workflows/maven.yml/badge.svg)](https://github.com/apache/commons-statistics/actions/workflows/maven.yml)
+[![Java CI](https://github.com/apache/commons-statistics/actions/workflows/maven.yml/badge.svg)](https://github.com/apache/commons-statistics/actions/workflows/maven.yml)
 [![Coverage Status](https://codecov.io/gh/apache/commons-statistics/branch/master/graph/badge.svg)](https://app.codecov.io/gh/apache/commons-statistics)
+[![Maven Central](https://maven-badges.herokuapp.com/maven-central/org.apache.commons/commons-statistics-bom/badge.svg?gav=true)](https://maven-badges.herokuapp.com/maven-central/org.apache.commons/commons-statistics-bom/?gav=true)
 [![Quality Gate Status](https://sonarcloud.io/api/project_badges/measure?project=commons-statistics&metric=alert_status)](https://sonarcloud.io/dashboard?id=commons-statistics)
-[![Maven Central](https://maven-badges.herokuapp.com/maven-central/org.apache.commons/commons-statistics-distribution/badge.svg)](https://maven-badges.herokuapp.com/maven-central/org.apache.commons/commons-statistics-distribution/)
-[![License](http://img.shields.io/:license-apache-blue.svg)](http://www.apache.org/licenses/LICENSE-2.0.html)
 
 The Apache Commons Statistics project provides tools for statistics.
 
@@ -55,30 +54,54 @@
 -------------
 
 More information can be found on the [Apache Commons Statistics homepage](https://commons.apache.org/proper/commons-statistics).
-The [Javadoc](https://commons.apache.org/proper/commons-statistics/commons-statistics-distribution/javadocs/api-1.0) can be browsed.
+The [Javadoc](https://commons.apache.org/proper/commons-statistics/commons-statistics-docs/apidocs) for each of the modules can be browsed:
+
+- [Commons Statistics Descriptive](https://commons.apache.org/proper/commons-statistics/commons-statistics-descriptive/apidocs/)
+- [Commons Statistics Distribution](https://commons.apache.org/proper/commons-statistics/commons-statistics-distribution/apidocs/)
+- [Commons Statistics Inference](https://commons.apache.org/proper/commons-statistics/commons-statistics-inference/apidocs/)
+- [Commons Statistics Ranking](https://commons.apache.org/proper/commons-statistics/commons-statistics-ranking/apidocs/)
+
 Questions related to the usage of Apache Commons Statistics should be posted to the [user mailing list](https://commons.apache.org/mail-lists.html).
 
-Where can I get the latest release?
------------------------------------
+Getting the latest release
+--------------------------
 You can download source and binaries from our [download page](https://commons.apache.org/proper/commons-statistics/download_statistics.cgi).
 
-Alternatively, you can pull it from the central Maven repositories:
+Alternatively, you can pull it from the central Maven repositories, for example:
 
 ```xml
 <dependency>
   <groupId>org.apache.commons</groupId>
+  <artifactId>commons-statistics-descriptive</artifactId>
+  <version>1.1</version>
+</dependency>
+<dependency>
+  <groupId>org.apache.commons</groupId>
   <artifactId>commons-statistics-distribution</artifactId>
-  <version>1.0</version>
+  <version>1.1</version>
+</dependency>
+<dependency>
+  <groupId>org.apache.commons</groupId>
+  <artifactId>commons-statistics-inference</artifactId>
+  <version>1.1</version>
 </dependency>
 ```
 
+Building
+--------
+
+Building requires a Java JDK and [Apache Maven](https://maven.apache.org/). 
+The required Java version is found in the `pom.xml` as the `maven.compiler.source` property.
+
+From a command shell, run `mvn` without arguments to invoke the default Maven goal to run all tests and checks.
+
 Contributing
 ------------
 
-We accept Pull Requests via GitHub. The [developer mailing list][ml] is the main channel of communication for contributors.
+We accept Pull Requests via GitHub. The [developer mailing list](https://commons.apache.org/mail-lists.html) is the main channel of communication for contributors.
 There are some guidelines which will make applying PRs easier for us:
 + No tabs! Please use spaces for indentation.
-+ Respect the code style.
++ Respect the existing code style for each file.
 + Create minimal diffs - disable on save actions like reformat source code or organize imports. If you feel the source code should be reformatted create a separate PR for this change.
 + Provide JUnit tests for your changes and make sure your changes don't break any existing tests by running ```mvn```.
 
@@ -87,20 +110,23 @@
 
 License
 -------
-This code is under the [Apache Licence v2](https://www.apache.org/licenses/LICENSE-2.0).
+This code is licensed under the [Apache License v2](https://www.apache.org/licenses/LICENSE-2.0).
 
 See the `NOTICE` file for required notices and attributions.
 
-Donations
----------
-You like Apache Commons Statistics? Then [donate back to the ASF](https://www.apache.org/foundation/contributing.html) to support the development.
+Donating
+--------
+You like Apache Commons Statistics? Then [donate back to the ASF](https://www.apache.org/foundation/contributing.html) to support development.
 
 Additional Resources
 --------------------
 
 + [Apache Commons Homepage](https://commons.apache.org/)
 + [Apache Issue Tracker (JIRA)](https://issues.apache.org/jira/browse/STATISTICS)
++ [Apache Commons Slack Channel](https://the-asf.slack.com/archives/C60NVB8AD)
 + [Apache Commons Twitter Account](https://twitter.com/ApacheCommons)
-+ `#apache-commons` IRC channel on `irc.freenode.org`
 
-[ml]:https://commons.apache.org/mail-lists.html
+Apache Commons Components
+-------------------------
+
+Please see the [list of components](https://commons.apache.org/components.html)
diff --git a/commons-statistics-bom/README.md b/commons-statistics-bom/README.md
index a8e2881..1da1eea 100644
--- a/commons-statistics-bom/README.md
+++ b/commons-statistics-bom/README.md
@@ -31,10 +31,11 @@
 -------------
 
 More information can be found on the [Apache Commons Statistics homepage](https://commons.apache.org/proper/commons-statistics).
-Questions related to the usage of Apache Commons Statistics Sampling should be posted to the [user mailing list][ml].
+The [Javadoc](https://commons.apache.org/proper/commons-statistics/apidocs) can be browsed.
+Questions related to the usage of Apache Commons Statistics should be posted to the [user mailing list](https://commons.apache.org/mail-lists.html).
 
-Where can I get the latest release?
------------------------------------
+Getting the latest release
+--------------------------
 You can download source and binaries from our [download page](https://commons.apache.org/proper/commons-statistics/download_statistics.cgi).
 
 Alternatively, you can pull it from the central Maven repositories and use
@@ -46,7 +47,7 @@
     <dependency>
       <groupId>org.apache.commons</groupId>
       <artifactId>commons-statistics-bom</artifactId>
-      <version>1.0</version>
+      <version>1.1</version>
       <type>pom</type>
       <scope>import</scope>
     </dependency>
@@ -54,14 +55,21 @@
 </dependencyManagement>
 ```
 
+Building
+--------
+
+Building requires a Java JDK and [Apache Maven](https://maven.apache.org/). 
+The required Java version is found in the `pom.xml` as the `maven.compiler.source` property.
+
+From a command shell, run `mvn` without arguments to invoke the default Maven goal to run all tests and checks.
 
 Contributing
 ------------
 
-We accept Pull Requests via GitHub. The [developer mailing list][ml] is the main channel of communication for contributors.
+We accept Pull Requests via GitHub. The [developer mailing list](https://commons.apache.org/mail-lists.html) is the main channel of communication for contributors.
 There are some guidelines which will make applying PRs easier for us:
 + No tabs! Please use spaces for indentation.
-+ Respect the code style.
++ Respect the existing code style for each file.
 + Create minimal diffs - disable on save actions like reformat source code or organize imports. If you feel the source code should be reformatted create a separate PR for this change.
 + Provide JUnit tests for your changes and make sure your changes don't break any existing tests by running ```mvn```.
 
@@ -70,20 +78,23 @@
 
 License
 -------
-This code is under the [Apache Licence v2](https://www.apache.org/licenses/LICENSE-2.0).
+This code is licensed under the [Apache License v2](https://www.apache.org/licenses/LICENSE-2.0).
 
 See the `NOTICE` file for required notices and attributions.
 
-Donations
----------
-You like Apache Commons Statistics? Then [donate back to the ASF](https://www.apache.org/foundation/contributing.html) to support the development.
+Donating
+--------
+You like Apache Commons Statistics? Then [donate back to the ASF](https://www.apache.org/foundation/contributing.html) to support development.
 
 Additional Resources
 --------------------
 
 + [Apache Commons Homepage](https://commons.apache.org/)
 + [Apache Issue Tracker (JIRA)](https://issues.apache.org/jira/browse/STATISTICS)
++ [Apache Commons Slack Channel](https://the-asf.slack.com/archives/C60NVB8AD)
 + [Apache Commons Twitter Account](https://twitter.com/ApacheCommons)
-+ `#apache-commons` IRC channel on `irc.freenode.org`
 
-[ml]:https://commons.apache.org/mail-lists.html
+Apache Commons Components
+-------------------------
+
+Please see the [list of components](https://commons.apache.org/components.html)
diff --git a/commons-statistics-descriptive/README.md b/commons-statistics-descriptive/README.md
index 0d7f74c..7904b0e 100644
--- a/commons-statistics-descriptive/README.md
+++ b/commons-statistics-descriptive/README.md
@@ -43,26 +43,24 @@
 Apache Commons Statistics Descriptive
 ===================
 
-[![Build Status](https://github.com/apache/commons-statistics/actions/workflows/maven.yml/badge.svg)](https://github.com/apache/commons-statistics/actions/workflows/maven.yml)
+[![Java CI](https://github.com/apache/commons-statistics/actions/workflows/maven.yml/badge.svg)](https://github.com/apache/commons-statistics/actions/workflows/maven.yml)
 [![Coverage Status](https://codecov.io/gh/apache/commons-statistics/branch/master/graph/badge.svg)](https://app.codecov.io/gh/apache/commons-statistics)
-[![Maven Central](https://maven-badges.herokuapp.com/maven-central/org.apache.commons/commons-statistics-descriptive/badge.svg)](https://maven-badges.herokuapp.com/maven-central/org.apache.commons/commons-statistics-descriptive/)
-[![Javadocs](https://javadoc.io/badge/org.apache.commons/commons-statistics-descriptive/1.1.svg)](https://javadoc.io/doc/org.apache.commons/commons-statistics-descriptive/1.1)
-[![License](http://img.shields.io/:license-apache-blue.svg)](http://www.apache.org/licenses/LICENSE-2.0.html)
+[![Maven Central](https://maven-badges.herokuapp.com/maven-central/org.apache.commons/commons-statistics-descriptive/badge.svg?gav=true)](https://maven-badges.herokuapp.com/maven-central/org.apache.commons/commons-statistics-descriptive/?gav=true)
 
 Descriptive statistics.
 
 Documentation
 -------------
 
-More information can be found on the [Apache Commons Statistics Descriptive homepage](https://commons.apache.org/proper/commons-statistics).
-The [Javadoc](https://commons.apache.org/proper/commons-statistics/apidocs) can be browsed.
-Questions related to the usage of Apache Commons Statistics Descriptive should be posted to the [user mailing list][ml].
+More information can be found on the [Apache Commons Statistics homepage](https://commons.apache.org/proper/commons-statistics).
+The [Javadoc](https://commons.apache.org/proper/commons-statistics/commons-statistics-descriptive/apidocs) can be browsed.
+Questions related to the usage of Apache Commons Statistics should be posted to the [user mailing list](https://commons.apache.org/mail-lists.html).
 
-Where can I get the latest release?
------------------------------------
+Getting the latest release
+--------------------------
 You can download source and binaries from our [download page](https://commons.apache.org/proper/commons-statistics/download_statistics.cgi).
 
-Alternatively you can pull it from the central Maven repositories:
+Alternatively, you can pull it from the central Maven repositories:
 
 ```xml
 <dependency>
@@ -72,13 +70,21 @@
 </dependency>
 ```
 
+Building
+--------
+
+Building requires a Java JDK and [Apache Maven](https://maven.apache.org/). 
+The required Java version is found in the `pom.xml` as the `maven.compiler.source` property.
+
+From a command shell, run `mvn` without arguments to invoke the default Maven goal to run all tests and checks.
+
 Contributing
 ------------
 
-We accept Pull Requests via GitHub. The [developer mailing list][ml] is the main channel of communication for contributors.
+We accept Pull Requests via GitHub. The [developer mailing list](https://commons.apache.org/mail-lists.html) is the main channel of communication for contributors.
 There are some guidelines which will make applying PRs easier for us:
 + No tabs! Please use spaces for indentation.
-+ Respect the code style.
++ Respect the existing code style for each file.
 + Create minimal diffs - disable on save actions like reformat source code or organize imports. If you feel the source code should be reformatted create a separate PR for this change.
 + Provide JUnit tests for your changes and make sure your changes don't break any existing tests by running ```mvn```.
 
@@ -87,20 +93,23 @@
 
 License
 -------
-This code is under the [Apache Licence v2](https://www.apache.org/licenses/LICENSE-2.0).
+This code is licensed under the [Apache License v2](https://www.apache.org/licenses/LICENSE-2.0).
 
 See the `NOTICE` file for required notices and attributions.
 
-Donations
----------
-You like Apache Commons Statistics Descriptive? Then [donate back to the ASF](https://www.apache.org/foundation/contributing.html) to support the development.
+Donating
+--------
+You like Apache Commons Statistics? Then [donate back to the ASF](https://www.apache.org/foundation/contributing.html) to support development.
 
 Additional Resources
 --------------------
 
 + [Apache Commons Homepage](https://commons.apache.org/)
 + [Apache Issue Tracker (JIRA)](https://issues.apache.org/jira/browse/STATISTICS)
++ [Apache Commons Slack Channel](https://the-asf.slack.com/archives/C60NVB8AD)
 + [Apache Commons Twitter Account](https://twitter.com/ApacheCommons)
-+ `#apache-commons` IRC channel on `irc.freenode.org`
 
-[ml]:https://commons.apache.org/mail-lists.html
+Apache Commons Components
+-------------------------
+
+Please see the [list of components](https://commons.apache.org/components.html)
diff --git a/commons-statistics-distribution/README.md b/commons-statistics-distribution/README.md
index 6ba6670..165ca91 100644
--- a/commons-statistics-distribution/README.md
+++ b/commons-statistics-distribution/README.md
@@ -43,23 +43,21 @@
 Apache Commons Statistics Distribution
 ===================
 
-[![Build Status](https://github.com/apache/commons-statistics/actions/workflows/maven.yml/badge.svg)](https://github.com/apache/commons-statistics/actions/workflows/maven.yml)
+[![Java CI](https://github.com/apache/commons-statistics/actions/workflows/maven.yml/badge.svg)](https://github.com/apache/commons-statistics/actions/workflows/maven.yml)
 [![Coverage Status](https://codecov.io/gh/apache/commons-statistics/branch/master/graph/badge.svg)](https://app.codecov.io/gh/apache/commons-statistics)
-[![Maven Central](https://maven-badges.herokuapp.com/maven-central/org.apache.commons/commons-statistics-distribution/badge.svg)](https://maven-badges.herokuapp.com/maven-central/org.apache.commons/commons-statistics-distribution/)
-[![Javadocs](https://javadoc.io/badge/org.apache.commons/commons-statistics-distribution/1.0.svg)](https://javadoc.io/doc/org.apache.commons/commons-statistics-distribution/1.0)
-[![License](http://img.shields.io/:license-apache-blue.svg)](http://www.apache.org/licenses/LICENSE-2.0.html)
+[![Maven Central](https://maven-badges.herokuapp.com/maven-central/org.apache.commons/commons-statistics-distribution/badge.svg?gav=true)](https://maven-badges.herokuapp.com/maven-central/org.apache.commons/commons-statistics-distribution/?gav=true)
 
 Statistical distributions.
 
 Documentation
 -------------
 
-More information can be found on the [Apache Commons Statistics Distribution Homepage](https://commons.apache.org/proper/commons-statistics).
-The [Javadoc](https://commons.apache.org/proper/commons-statistics/commons-statistics-distribution/javadocs/api-1.0) can be browsed.
-Questions related to the usage of Apache Commons Statistics Distribution should be posted to the [user mailing list][ml].
+More information can be found on the [Apache Commons Statistics homepage](https://commons.apache.org/proper/commons-statistics).
+The [Javadoc](https://commons.apache.org/proper/commons-statistics/commons-statistics-distribution/apidocs) can be browsed.
+Questions related to the usage of Apache Commons Statistics should be posted to the [user mailing list](https://commons.apache.org/mail-lists.html).
 
-Where can I get the latest release?
------------------------------------
+Getting the latest release
+--------------------------
 You can download source and binaries from our [download page](https://commons.apache.org/proper/commons-statistics/download_statistics.cgi).
 
 Alternatively, you can pull it from the central Maven repositories:
@@ -68,17 +66,25 @@
 <dependency>
   <groupId>org.apache.commons</groupId>
   <artifactId>commons-statistics-distribution</artifactId>
-  <version>1.0</version>
+  <version>1.1</version>
 </dependency>
 ```
 
+Building
+--------
+
+Building requires a Java JDK and [Apache Maven](https://maven.apache.org/). 
+The required Java version is found in the `pom.xml` as the `maven.compiler.source` property.
+
+From a command shell, run `mvn` without arguments to invoke the default Maven goal to run all tests and checks.
+
 Contributing
 ------------
 
-We accept Pull Requests via GitHub. The [developer mailing list][ml] is the main channel of communication for contributors.
+We accept Pull Requests via GitHub. The [developer mailing list](https://commons.apache.org/mail-lists.html) is the main channel of communication for contributors.
 There are some guidelines which will make applying PRs easier for us:
 + No tabs! Please use spaces for indentation.
-+ Respect the code style.
++ Respect the existing code style for each file.
 + Create minimal diffs - disable on save actions like reformat source code or organize imports. If you feel the source code should be reformatted create a separate PR for this change.
 + Provide JUnit tests for your changes and make sure your changes don't break any existing tests by running ```mvn```.
 
@@ -87,20 +93,23 @@
 
 License
 -------
-This code is under the [Apache Licence v2](https://www.apache.org/licenses/LICENSE-2.0).
+This code is licensed under the [Apache License v2](https://www.apache.org/licenses/LICENSE-2.0).
 
 See the `NOTICE` file for required notices and attributions.
 
-Donations
----------
-You like Apache Commons Statistics Distribution? Then [donate back to the ASF](https://www.apache.org/foundation/contributing.html) to support the development.
+Donating
+--------
+You like Apache Commons Statistics? Then [donate back to the ASF](https://www.apache.org/foundation/contributing.html) to support development.
 
 Additional Resources
 --------------------
 
 + [Apache Commons Homepage](https://commons.apache.org/)
 + [Apache Issue Tracker (JIRA)](https://issues.apache.org/jira/browse/STATISTICS)
++ [Apache Commons Slack Channel](https://the-asf.slack.com/archives/C60NVB8AD)
 + [Apache Commons Twitter Account](https://twitter.com/ApacheCommons)
-+ `#apache-commons` IRC channel on `irc.freenode.org`
 
-[ml]:https://commons.apache.org/mail-lists.html
+Apache Commons Components
+-------------------------
+
+Please see the [list of components](https://commons.apache.org/components.html)
diff --git a/commons-statistics-docs/README.md b/commons-statistics-docs/README.md
new file mode 100644
index 0000000..0933d6b
--- /dev/null
+++ b/commons-statistics-docs/README.md
@@ -0,0 +1,103 @@
+<!---
+ Licensed to the Apache Software Foundation (ASF) under one or more
+ contributor license agreements.  See the NOTICE file distributed with
+ this work for additional information regarding copyright ownership.
+ The ASF licenses this file to You under the Apache License, Version 2.0
+ (the "License"); you may not use this file except in compliance with
+ the License.  You may obtain a copy of the License at
+
+      http://www.apache.org/licenses/LICENSE-2.0
+
+ Unless required by applicable law or agreed to in writing, software
+ distributed under the License is distributed on an "AS IS" BASIS,
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ See the License for the specific language governing permissions and
+ limitations under the License.
+-->
+<!---
+ +======================================================================+
+ |****                                                              ****|
+ |****      THIS FILE IS GENERATED BY THE COMMONS BUILD PLUGIN      ****|
+ |****                    DO NOT EDIT DIRECTLY                      ****|
+ |****                                                              ****|
+ +======================================================================+
+ | TEMPLATE FILE: readme-md-template.md                                 |
+ | commons-build-plugin/trunk/src/main/resources/commons-xdoc-templates |
+ +======================================================================+
+ |                                                                      |
+ | 1) Re-generate using: mvn commons-build:readme-md                    |
+ |                                                                      |
+ | 2) Set the following properties in the component's pom:              |
+ |    - commons.componentid (required, alphabetic, lower case)          |
+ |    - commons.release.version (required)                              |
+ |                                                                      |
+ | 3) Example Properties                                                |
+ |                                                                      |
+ |  <properties>                                                        |
+ |    <commons.componentid>math</commons.componentid>                   |
+ |    <commons.release.version>1.2</commons.release.version>            |
+ |  </properties>                                                       |
+ |                                                                      |
+ +======================================================================+
+--->
+Apache Commons Statistics Documentation
+===================
+
+[![Java CI](https://github.com/apache/commons-statistics/actions/workflows/maven.yml/badge.svg)](https://github.com/apache/commons-statistics/actions/workflows/maven.yml)
+
+Aggregator module to genenerate Apache Commons Statistics documentation.
+
+Documentation
+-------------
+
+More information can be found on the [Apache Commons Statistics homepage](https://commons.apache.org/proper/commons-statistics).
+The [Javadoc](https://commons.apache.org/proper/commons-statistics/commons-statistics-docs/apidocs) can be browsed.
+Questions related to the usage of Apache Commons Statistics should be posted to the [user mailing list](https://commons.apache.org/mail-lists.html).
+
+Getting the latest release
+--------------------------
+You can download source and binaries from our [download page](https://commons.apache.org/proper/commons-statistics/download_statistics.cgi).
+
+Building
+--------
+
+Building requires a Java JDK and [Apache Maven](https://maven.apache.org/). 
+The required Java version is found in the `pom.xml` as the `maven.compiler.source` property.
+
+From a command shell, run `mvn` without arguments to invoke the default Maven goal to run all tests and checks.
+
+Contributing
+------------
+
+We accept Pull Requests via GitHub. The [developer mailing list](https://commons.apache.org/mail-lists.html) is the main channel of communication for contributors.
+There are some guidelines which will make applying PRs easier for us:
++ No tabs! Please use spaces for indentation.
++ Respect the existing code style for each file.
++ Create minimal diffs - disable on save actions like reformat source code or organize imports. If you feel the source code should be reformatted create a separate PR for this change.
++ Provide JUnit tests for your changes and make sure your changes don't break any existing tests by running ```mvn```.
+
+If you plan to contribute on a regular basis, please consider filing a [contributor license agreement](https://www.apache.org/licenses/#clas).
+You can learn more about contributing via GitHub in our [contribution guidelines](CONTRIBUTING.md).
+
+License
+-------
+This code is licensed under the [Apache License v2](https://www.apache.org/licenses/LICENSE-2.0).
+
+See the `NOTICE` file for required notices and attributions.
+
+Donating
+--------
+You like Apache Commons Statistics? Then [donate back to the ASF](https://www.apache.org/foundation/contributing.html) to support development.
+
+Additional Resources
+--------------------
+
++ [Apache Commons Homepage](https://commons.apache.org/)
++ [Apache Issue Tracker (JIRA)](https://issues.apache.org/jira/browse/STATISTICS)
++ [Apache Commons Slack Channel](https://the-asf.slack.com/archives/C60NVB8AD)
++ [Apache Commons Twitter Account](https://twitter.com/ApacheCommons)
+
+Apache Commons Components
+-------------------------
+
+Please see the [list of components](https://commons.apache.org/components.html)
diff --git a/commons-statistics-examples/README.md b/commons-statistics-examples/README.md
index 0a6ac38..5d81ddc 100644
--- a/commons-statistics-examples/README.md
+++ b/commons-statistics-examples/README.md
@@ -40,7 +40,7 @@
  |                                                                      |
  +======================================================================+
 --->
-Apache Commons Statistics
+Apache Commons Statistics Examples
 ===================
 
 Examples of use of the "Commons Statistics" library.
@@ -52,20 +52,27 @@
 -------------
 
 More information can be found on the [Apache Commons Statistics homepage](https://commons.apache.org/proper/commons-statistics).
-The [Javadoc](https://commons.apache.org/proper/commons-statistics/javadocs/api-release) can be browsed.
-Questions related to the usage of Apache Commons Statistics should be posted to the [user mailing list][ml].
+Questions related to the usage of Apache Commons Statistics should be posted to the [user mailing list](https://commons.apache.org/mail-lists.html).
 
-Where can I get the latest release?
------------------------------------
+Getting the latest release
+--------------------------
 You can download source and binaries from our [download page](https://commons.apache.org/proper/commons-statistics/download_statistics.cgi).
 
+Building
+--------
+
+Building requires a Java JDK and [Apache Maven](https://maven.apache.org/). 
+The required Java version is found in the `pom.xml` as the `maven.compiler.source` property.
+
+From a command shell, run `mvn` without arguments to invoke the default Maven goal to run all tests and checks.
+
 Contributing
 ------------
 
-We accept Pull Requests via GitHub. The [developer mailing list][ml] is the main channel of communication for contributors.
+We accept Pull Requests via GitHub. The [developer mailing list](https://commons.apache.org/mail-lists.html) is the main channel of communication for contributors.
 There are some guidelines which will make applying PRs easier for us:
 + No tabs! Please use spaces for indentation.
-+ Respect the code style.
++ Respect the existing code style for each file.
 + Create minimal diffs - disable on save actions like reformat source code or organize imports. If you feel the source code should be reformatted create a separate PR for this change.
 + Provide JUnit tests for your changes and make sure your changes don't break any existing tests by running ```mvn```.
 
@@ -74,20 +81,23 @@
 
 License
 -------
-This code is under the [Apache Licence v2](https://www.apache.org/licenses/LICENSE-2.0).
+This code is licensed under the [Apache License v2](https://www.apache.org/licenses/LICENSE-2.0).
 
 See the `NOTICE` file for required notices and attributions.
 
-Donations
----------
-You like Apache Commons Statistics? Then [donate back to the ASF](https://www.apache.org/foundation/contributing.html) to support the development.
+Donating
+--------
+You like Apache Commons Statistics? Then [donate back to the ASF](https://www.apache.org/foundation/contributing.html) to support development.
 
 Additional Resources
 --------------------
 
 + [Apache Commons Homepage](https://commons.apache.org/)
 + [Apache Issue Tracker (JIRA)](https://issues.apache.org/jira/browse/STATISTICS)
++ [Apache Commons Slack Channel](https://the-asf.slack.com/archives/C60NVB8AD)
 + [Apache Commons Twitter Account](https://twitter.com/ApacheCommons)
-+ `#apache-commons` IRC channel on `irc.freenode.org`
 
-[ml]:https://commons.apache.org/mail-lists.html
+Apache Commons Components
+-------------------------
+
+Please see the [list of components](https://commons.apache.org/components.html)
diff --git a/commons-statistics-examples/examples-distribution/README.md b/commons-statistics-examples/examples-distribution/README.md
index b5286b8..2798349 100644
--- a/commons-statistics-examples/examples-distribution/README.md
+++ b/commons-statistics-examples/examples-distribution/README.md
@@ -40,7 +40,7 @@
  |                                                                      |
  +======================================================================+
 --->
-Apache Commons Statistics
+Apache Commons Statistics Distribution Utilities
 ===================
 
 Application for calling the distributions defined in Commons Statistics.
@@ -50,20 +50,27 @@
 -------------
 
 More information can be found on the [Apache Commons Statistics homepage](https://commons.apache.org/proper/commons-statistics).
-The [Javadoc](https://commons.apache.org/proper/commons-statistics/javadocs/api-release) can be browsed.
-Questions related to the usage of Apache Commons Statistics should be posted to the [user mailing list][ml].
+Questions related to the usage of Apache Commons Statistics should be posted to the [user mailing list](https://commons.apache.org/mail-lists.html).
 
-Where can I get the latest release?
------------------------------------
+Getting the latest release
+--------------------------
 You can download source and binaries from our [download page](https://commons.apache.org/proper/commons-statistics/download_statistics.cgi).
 
+Building
+--------
+
+Building requires a Java JDK and [Apache Maven](https://maven.apache.org/). 
+The required Java version is found in the `pom.xml` as the `maven.compiler.source` property.
+
+From a command shell, run `mvn` without arguments to invoke the default Maven goal to run all tests and checks.
+
 Contributing
 ------------
 
-We accept Pull Requests via GitHub. The [developer mailing list][ml] is the main channel of communication for contributors.
+We accept Pull Requests via GitHub. The [developer mailing list](https://commons.apache.org/mail-lists.html) is the main channel of communication for contributors.
 There are some guidelines which will make applying PRs easier for us:
 + No tabs! Please use spaces for indentation.
-+ Respect the code style.
++ Respect the existing code style for each file.
 + Create minimal diffs - disable on save actions like reformat source code or organize imports. If you feel the source code should be reformatted create a separate PR for this change.
 + Provide JUnit tests for your changes and make sure your changes don't break any existing tests by running ```mvn```.
 
@@ -72,20 +79,23 @@
 
 License
 -------
-This code is under the [Apache Licence v2](https://www.apache.org/licenses/LICENSE-2.0).
+This code is licensed under the [Apache License v2](https://www.apache.org/licenses/LICENSE-2.0).
 
 See the `NOTICE` file for required notices and attributions.
 
-Donations
----------
-You like Apache Commons Statistics? Then [donate back to the ASF](https://www.apache.org/foundation/contributing.html) to support the development.
+Donating
+--------
+You like Apache Commons Statistics? Then [donate back to the ASF](https://www.apache.org/foundation/contributing.html) to support development.
 
 Additional Resources
 --------------------
 
 + [Apache Commons Homepage](https://commons.apache.org/)
 + [Apache Issue Tracker (JIRA)](https://issues.apache.org/jira/browse/STATISTICS)
++ [Apache Commons Slack Channel](https://the-asf.slack.com/archives/C60NVB8AD)
 + [Apache Commons Twitter Account](https://twitter.com/ApacheCommons)
-+ `#apache-commons` IRC channel on `irc.freenode.org`
 
-[ml]:https://commons.apache.org/mail-lists.html
+Apache Commons Components
+-------------------------
+
+Please see the [list of components](https://commons.apache.org/components.html)
diff --git a/commons-statistics-examples/examples-jmh/README.md b/commons-statistics-examples/examples-jmh/README.md
index bb2d0d3..a5005cc 100644
--- a/commons-statistics-examples/examples-jmh/README.md
+++ b/commons-statistics-examples/examples-jmh/README.md
@@ -40,7 +40,7 @@
  |                                                                      |
  +======================================================================+
 --->
-Apache Commons Numbers JMH Benchmark
+Apache Commons Statistics JMH Benchmark
 ===================
 
 Code for running JMH benchmarks that assess performance.
@@ -50,19 +50,29 @@
 -------------
 
 More information can be found on the [Apache Commons Statistics homepage](https://commons.apache.org/proper/commons-statistics).
-Questions related to the usage of Apache Commons Statistics should be posted to the [user mailing list][ml].
+Questions related to the usage of Apache Commons Statistics should be posted to the [user mailing list](https://commons.apache.org/mail-lists.html).
 
-Where can I get the latest release?
------------------------------------
+Getting the latest release
+--------------------------
 You can download source and binaries from our [download page](https://commons.apache.org/proper/commons-statistics/download_statistics.cgi).
 
+Alternatively, you can pull it from the central Maven repositories:
+
+Building
+--------
+
+Building requires a Java JDK and [Apache Maven](https://maven.apache.org/). 
+The required Java version is found in the `pom.xml` as the `maven.compiler.source` property.
+
+From a command shell, run `mvn` without arguments to invoke the default Maven goal to run all tests and checks.
+
 Contributing
 ------------
 
-We accept Pull Requests via GitHub. The [developer mailing list][ml] is the main channel of communication for contributors.
+We accept Pull Requests via GitHub. The [developer mailing list](https://commons.apache.org/mail-lists.html) is the main channel of communication for contributors.
 There are some guidelines which will make applying PRs easier for us:
 + No tabs! Please use spaces for indentation.
-+ Respect the code style.
++ Respect the existing code style for each file.
 + Create minimal diffs - disable on save actions like reformat source code or organize imports. If you feel the source code should be reformatted create a separate PR for this change.
 + Provide JUnit tests for your changes and make sure your changes don't break any existing tests by running ```mvn```.
 
@@ -71,20 +81,23 @@
 
 License
 -------
-This code is under the [Apache Licence v2](https://www.apache.org/licenses/LICENSE-2.0).
+This code is licensed under the [Apache License v2](https://www.apache.org/licenses/LICENSE-2.0).
 
 See the `NOTICE` file for required notices and attributions.
 
-Donations
----------
-You like Apache Commons Statistics? Then [donate back to the ASF](https://www.apache.org/foundation/contributing.html) to support the development.
+Donating
+--------
+You like Apache Commons Statistics? Then [donate back to the ASF](https://www.apache.org/foundation/contributing.html) to support development.
 
 Additional Resources
 --------------------
 
 + [Apache Commons Homepage](https://commons.apache.org/)
 + [Apache Issue Tracker (JIRA)](https://issues.apache.org/jira/browse/STATISTICS)
++ [Apache Commons Slack Channel](https://the-asf.slack.com/archives/C60NVB8AD)
 + [Apache Commons Twitter Account](https://twitter.com/ApacheCommons)
-+ `#apache-commons` IRC channel on `irc.freenode.org`
 
-[ml]:https://commons.apache.org/mail-lists.html
+Apache Commons Components
+-------------------------
+
+Please see the [list of components](https://commons.apache.org/components.html)
diff --git a/commons-statistics-inference/README.md b/commons-statistics-inference/README.md
index 1ca63f4..1fd8ec9 100644
--- a/commons-statistics-inference/README.md
+++ b/commons-statistics-inference/README.md
@@ -43,22 +43,21 @@
 Apache Commons Statistics Inference
 ===================
 
-[![Build Status](https://github.com/apache/commons-statistics/actions/workflows/maven.yml/badge.svg)](https://github.com/apache/commons-statistics/actions/workflows/maven.yml)
+[![Java CI](https://github.com/apache/commons-statistics/actions/workflows/maven.yml/badge.svg)](https://github.com/apache/commons-statistics/actions/workflows/maven.yml)
 [![Coverage Status](https://codecov.io/gh/apache/commons-statistics/branch/master/graph/badge.svg)](https://app.codecov.io/gh/apache/commons-statistics)
-[![Maven Central](https://maven-badges.herokuapp.com/maven-central/org.apache.commons/commons-statistics-inference/badge.svg)](https://maven-badges.herokuapp.com/maven-central/org.apache.commons/commons-statistics-inference/)
-[![License](http://img.shields.io/:license-apache-blue.svg)](http://www.apache.org/licenses/LICENSE-2.0.html)
+[![Maven Central](https://maven-badges.herokuapp.com/maven-central/org.apache.commons/commons-statistics-inference/badge.svg?gav=true)](https://maven-badges.herokuapp.com/maven-central/org.apache.commons/commons-statistics-inference/?gav=true)
 
 Statistical hypothesis testing.
 
 Documentation
 -------------
 
-More information can be found on the [Apache Commons Statistics Inference Homepage](https://commons.apache.org/proper/commons-statistics).
-The [Javadoc](https://commons.apache.org/proper/commons-statistics/javadocs/api-release) can be browsed.
-Questions related to the usage of Apache Commons Statistics Inference should be posted to the [user mailing list][ml].
+inferenceMore information can be found on the [Apache Commons Statistics homepage](https://commons.apache.org/proper/commons-statistics).
+The [Javadoc](https://commons.apache.org/proper/commons-statistics/commons-statistics-inference/apidocs) can be browsed.
+Questions related to the usage of Apache Commons Statistics should be posted to the [user mailing list](https://commons.apache.org/mail-lists.html).
 
-Where can I get the latest release?
------------------------------------
+Getting the latest release
+--------------------------
 You can download source and binaries from our [download page](https://commons.apache.org/proper/commons-statistics/download_statistics.cgi).
 
 Alternatively, you can pull it from the central Maven repositories:
@@ -67,17 +66,25 @@
 <dependency>
   <groupId>org.apache.commons</groupId>
   <artifactId>commons-statistics-inference</artifactId>
-  <version>1.0</version>
+  <version>1.1</version>
 </dependency>
 ```
 
+Building
+--------
+
+Building requires a Java JDK and [Apache Maven](https://maven.apache.org/). 
+The required Java version is found in the `pom.xml` as the `maven.compiler.source` property.
+
+From a command shell, run `mvn` without arguments to invoke the default Maven goal to run all tests and checks.
+
 Contributing
 ------------
 
-We accept Pull Requests via GitHub. The [developer mailing list][ml] is the main channel of communication for contributors.
+We accept Pull Requests via GitHub. The [developer mailing list](https://commons.apache.org/mail-lists.html) is the main channel of communication for contributors.
 There are some guidelines which will make applying PRs easier for us:
 + No tabs! Please use spaces for indentation.
-+ Respect the code style.
++ Respect the existing code style for each file.
 + Create minimal diffs - disable on save actions like reformat source code or organize imports. If you feel the source code should be reformatted create a separate PR for this change.
 + Provide JUnit tests for your changes and make sure your changes don't break any existing tests by running ```mvn```.
 
@@ -86,20 +93,23 @@
 
 License
 -------
-This code is under the [Apache Licence v2](https://www.apache.org/licenses/LICENSE-2.0).
+This code is licensed under the [Apache License v2](https://www.apache.org/licenses/LICENSE-2.0).
 
 See the `NOTICE` file for required notices and attributions.
 
-Donations
----------
-You like Apache Commons Statistics Inference? Then [donate back to the ASF](https://www.apache.org/foundation/contributing.html) to support the development.
+Donating
+--------
+You like Apache Commons Statistics? Then [donate back to the ASF](https://www.apache.org/foundation/contributing.html) to support development.
 
 Additional Resources
 --------------------
 
 + [Apache Commons Homepage](https://commons.apache.org/)
 + [Apache Issue Tracker (JIRA)](https://issues.apache.org/jira/browse/STATISTICS)
++ [Apache Commons Slack Channel](https://the-asf.slack.com/archives/C60NVB8AD)
 + [Apache Commons Twitter Account](https://twitter.com/ApacheCommons)
-+ `#apache-commons` IRC channel on `irc.freenode.org`
 
-[ml]:https://commons.apache.org/mail-lists.html
+Apache Commons Components
+-------------------------
+
+Please see the [list of components](https://commons.apache.org/components.html)
diff --git a/commons-statistics-ranking/README.md b/commons-statistics-ranking/README.md
index b7ea063..8b32c22 100644
--- a/commons-statistics-ranking/README.md
+++ b/commons-statistics-ranking/README.md
@@ -43,22 +43,21 @@
 Apache Commons Statistics Ranking
 ===================
 
-[![Build Status](https://github.com/apache/commons-statistics/actions/workflows/maven.yml/badge.svg)](https://github.com/apache/commons-statistics/actions/workflows/maven.yml)
+[![Java CI](https://github.com/apache/commons-statistics/actions/workflows/maven.yml/badge.svg)](https://github.com/apache/commons-statistics/actions/workflows/maven.yml)
 [![Coverage Status](https://codecov.io/gh/apache/commons-statistics/branch/master/graph/badge.svg)](https://app.codecov.io/gh/apache/commons-statistics)
-[![Maven Central](https://maven-badges.herokuapp.com/maven-central/org.apache.commons/commons-statistics-ranking/badge.svg)](https://maven-badges.herokuapp.com/maven-central/org.apache.commons/commons-statistics-ranking/)
-[![License](http://img.shields.io/:license-apache-blue.svg)](http://www.apache.org/licenses/LICENSE-2.0.html)
+[![Maven Central](https://maven-badges.herokuapp.com/maven-central/org.apache.commons/commons-statistics-ranking/badge.svg?gav=true)](https://maven-badges.herokuapp.com/maven-central/org.apache.commons/commons-statistics-ranking/?gav=true)
 
 Statistical rank transformations.
 
 Documentation
 -------------
 
-More information can be found on the [Apache Commons Statistics Ranking Homepage](https://commons.apache.org/proper/commons-statistics).
-The [Javadoc](https://commons.apache.org/proper/commons-statistics/javadocs/api-release) can be browsed.
-Questions related to the usage of Apache Commons Statistics Ranking should be posted to the [user mailing list][ml].
+More information can be found on the [Apache Commons Statistics homepage](https://commons.apache.org/proper/commons-statistics).
+The [Javadoc](https://commons.apache.org/proper/commons-statistics/commons-statistics-ranking/apidocs) can be browsed.
+Questions related to the usage of Apache Commons Statistics should be posted to the [user mailing list](https://commons.apache.org/mail-lists.html).
 
-Where can I get the latest release?
------------------------------------
+Getting the latest release
+--------------------------
 You can download source and binaries from our [download page](https://commons.apache.org/proper/commons-statistics/download_statistics.cgi).
 
 Alternatively, you can pull it from the central Maven repositories:
@@ -67,17 +66,25 @@
 <dependency>
   <groupId>org.apache.commons</groupId>
   <artifactId>commons-statistics-ranking</artifactId>
-  <version>1.0</version>
+  <version>1.1</version>
 </dependency>
 ```
 
+Building
+--------
+
+Building requires a Java JDK and [Apache Maven](https://maven.apache.org/). 
+The required Java version is found in the `pom.xml` as the `maven.compiler.source` property.
+
+From a command shell, run `mvn` without arguments to invoke the default Maven goal to run all tests and checks.
+
 Contributing
 ------------
 
-We accept Pull Requests via GitHub. The [developer mailing list][ml] is the main channel of communication for contributors.
+We accept Pull Requests via GitHub. The [developer mailing list](https://commons.apache.org/mail-lists.html) is the main channel of communication for contributors.
 There are some guidelines which will make applying PRs easier for us:
 + No tabs! Please use spaces for indentation.
-+ Respect the code style.
++ Respect the existing code style for each file.
 + Create minimal diffs - disable on save actions like reformat source code or organize imports. If you feel the source code should be reformatted create a separate PR for this change.
 + Provide JUnit tests for your changes and make sure your changes don't break any existing tests by running ```mvn```.
 
@@ -86,20 +93,23 @@
 
 License
 -------
-This code is under the [Apache Licence v2](https://www.apache.org/licenses/LICENSE-2.0).
+This code is licensed under the [Apache License v2](https://www.apache.org/licenses/LICENSE-2.0).
 
 See the `NOTICE` file for required notices and attributions.
 
-Donations
----------
-You like Apache Commons Statistics Ranking? Then [donate back to the ASF](https://www.apache.org/foundation/contributing.html) to support the development.
+Donating
+--------
+You like Apache Commons Statistics? Then [donate back to the ASF](https://www.apache.org/foundation/contributing.html) to support development.
 
 Additional Resources
 --------------------
 
 + [Apache Commons Homepage](https://commons.apache.org/)
 + [Apache Issue Tracker (JIRA)](https://issues.apache.org/jira/browse/STATISTICS)
++ [Apache Commons Slack Channel](https://the-asf.slack.com/archives/C60NVB8AD)
 + [Apache Commons Twitter Account](https://twitter.com/ApacheCommons)
-+ `#apache-commons` IRC channel on `irc.freenode.org`
 
-[ml]:https://commons.apache.org/mail-lists.html
+Apache Commons Components
+-------------------------
+
+Please see the [list of components](https://commons.apache.org/components.html)
diff --git a/commons-statistics-regression/README.md b/commons-statistics-regression/README.md
index decb476..7cbfc1a 100644
--- a/commons-statistics-regression/README.md
+++ b/commons-statistics-regression/README.md
@@ -43,30 +43,37 @@
 Apache Commons Statistics Regression
 ===================
 
-[![Build Status](https://github.com/apache/commons-statistics/actions/workflows/maven.yml/badge.svg)](https://github.com/apache/commons-statistics/actions/workflows/maven.yml)
+[![Java CI](https://github.com/apache/commons-statistics/actions/workflows/maven.yml/badge.svg)](https://github.com/apache/commons-statistics/actions/workflows/maven.yml)
 [![Coverage Status](https://codecov.io/gh/apache/commons-statistics/branch/master/graph/badge.svg)](https://app.codecov.io/gh/apache/commons-statistics)
-[![License](http://img.shields.io/:license-apache-blue.svg)](http://www.apache.org/licenses/LICENSE-2.0.html)
+[![Maven Central](https://maven-badges.herokuapp.com/maven-central/org.apache.commons/commons-statistics-regression/badge.svg?gav=true)](https://maven-badges.herokuapp.com/maven-central/org.apache.commons/commons-statistics-regression/?gav=true)
 
 Statistical regressions.
 
 Documentation
 -------------
 
-More information can be found on the [Apache Commons Statistics Regression Homepage](https://commons.apache.org/proper/commons-statistics).
-The [Javadoc](https://commons.apache.org/proper/commons-statistics/javadocs/api-release) can be browsed.
-Questions related to the usage of Apache Commons Statistics Regression should be posted to the [user mailing list][ml].
+More information can be found on the [Apache Commons Statistics homepage](https://commons.apache.org/proper/commons-statistics).
+Questions related to the usage of Apache Commons Statistics should be posted to the [user mailing list](https://commons.apache.org/mail-lists.html).
 
-Where can I get the latest release?
------------------------------------
+Getting the latest release
+--------------------------
 You can download source and binaries from our [download page](https://commons.apache.org/proper/commons-statistics/download_statistics.cgi).
 
+Building
+--------
+
+Building requires a Java JDK and [Apache Maven](https://maven.apache.org/). 
+The required Java version is found in the `pom.xml` as the `maven.compiler.source` property.
+
+From a command shell, run `mvn` without arguments to invoke the default Maven goal to run all tests and checks.
+
 Contributing
 ------------
 
-We accept Pull Requests via GitHub. The [developer mailing list][ml] is the main channel of communication for contributors.
+We accept Pull Requests via GitHub. The [developer mailing list](https://commons.apache.org/mail-lists.html) is the main channel of communication for contributors.
 There are some guidelines which will make applying PRs easier for us:
 + No tabs! Please use spaces for indentation.
-+ Respect the code style.
++ Respect the existing code style for each file.
 + Create minimal diffs - disable on save actions like reformat source code or organize imports. If you feel the source code should be reformatted create a separate PR for this change.
 + Provide JUnit tests for your changes and make sure your changes don't break any existing tests by running ```mvn```.
 
@@ -75,20 +82,23 @@
 
 License
 -------
-This code is under the [Apache Licence v2](https://www.apache.org/licenses/LICENSE-2.0).
+This code is licensed under the [Apache License v2](https://www.apache.org/licenses/LICENSE-2.0).
 
 See the `NOTICE` file for required notices and attributions.
 
-Donations
----------
-You like Apache Commons Statistics Regression? Then [donate back to the ASF](https://www.apache.org/foundation/contributing.html) to support the development.
+Donating
+--------
+You like Apache Commons Statistics? Then [donate back to the ASF](https://www.apache.org/foundation/contributing.html) to support development.
 
 Additional Resources
 --------------------
 
 + [Apache Commons Homepage](https://commons.apache.org/)
 + [Apache Issue Tracker (JIRA)](https://issues.apache.org/jira/browse/STATISTICS)
++ [Apache Commons Slack Channel](https://the-asf.slack.com/archives/C60NVB8AD)
 + [Apache Commons Twitter Account](https://twitter.com/ApacheCommons)
-+ `#apache-commons` IRC channel on `irc.freenode.org`
 
-[ml]:https://commons.apache.org/mail-lists.html
+Apache Commons Components
+-------------------------
+
+Please see the [list of components](https://commons.apache.org/components.html)