documentation polishing

README.rst

@@ -1,7 +1,7 @@
 Python Outlier Detection (PyOD)
 ===============================
 
-**Deployment & Documentation & Stats**
+**Deployment & Documentation & Stats & License**
 
 .. image:: https://img.shields.io/pypi/v/pyod.svg?color=brightgreen
    :target: https://pypi.org/project/pyod/
@@ -18,11 +18,6 @@ Python Outlier Detection (PyOD)
    :alt: Documentation status
 
 
-.. image:: https://mybinder.org/badge_logo.svg
-   :target: https://mybinder.org/v2/gh/yzhao062/pyod/master
-   :alt: Binder
-
-
 .. image:: https://img.shields.io/github/stars/yzhao062/pyod.svg
    :target: https://github.com/yzhao062/pyod/stargazers
    :alt: GitHub stars
@@ -37,37 +32,11 @@ Python Outlier Detection (PyOD)
    :target: https://pepy.tech/project/pyod
    :alt: Downloads
 
-
-.. image:: https://pepy.tech/badge/pyod/month
-   :target: https://pepy.tech/project/pyod
-   :alt: Downloads
-
-
-.. image:: https://img.shields.io/badge/slack-join-green
-   :target: https://join.slack.com/t/pyod/shared_invite/zt-vprc4w2q-G2XV2Iou~H84yGSvrh0f6A
-   :alt: slack
-
-
------
-
-**Build Status & Coverage & Maintainability & License**
-
-
-.. image:: https://ci.appveyor.com/api/projects/status/1kupdy87etks5n3r/branch/master?svg=true
-   :target: https://ci.appveyor.com/project/yzhao062/pyod/branch/master
-   :alt: Build status
-
-
 .. image:: https://github.com/yzhao062/pyod/actions/workflows/testing.yml/badge.svg
    :target: https://github.com/yzhao062/pyod/actions/workflows/testing.yml
    :alt: testing
 
 
-.. image:: https://circleci.com/gh/yzhao062/pyod.svg?style=svg
-   :target: https://circleci.com/gh/yzhao062/pyod
-   :alt: Circle CI
-
-
 .. image:: https://coveralls.io/repos/github/yzhao062/pyod/badge.svg
    :target: https://coveralls.io/github/yzhao062/pyod
    :alt: Coverage Status

docs/index.rst

@@ -6,7 +6,8 @@
 Welcome to PyOD documentation!
 ==============================
 
-**Deployment & Documentation & Stats**
+
+**Deployment & Documentation & Stats & License**
 
 .. image:: https://img.shields.io/pypi/v/pyod.svg?color=brightgreen
    :target: https://pypi.org/project/pyod/
@@ -23,11 +24,6 @@ Welcome to PyOD documentation!
    :alt: Documentation status
 
 
-.. image:: https://mybinder.org/badge_logo.svg
-   :target: https://mybinder.org/v2/gh/yzhao062/pyod/master
-   :alt: Binder
-
-
 .. image:: https://img.shields.io/github/stars/yzhao062/pyod.svg
    :target: https://github.com/yzhao062/pyod/stargazers
    :alt: GitHub stars
@@ -42,36 +38,11 @@ Welcome to PyOD documentation!
    :target: https://pepy.tech/project/pyod
    :alt: Downloads
 
-
-.. image:: https://pepy.tech/badge/pyod/month
-   :target: https://pepy.tech/project/pyod
-   :alt: Downloads
-
-
-.. image:: https://img.shields.io/badge/slack-join-green
-   :target: https://join.slack.com/t/pyod/shared_invite/zt-vprc4w2q-G2XV2Iou~H84yGSvrh0f6A
-   :alt: slack
-
------
-
-**Build Status & Coverage & Maintainability & License**
-
-
-.. image:: https://ci.appveyor.com/api/projects/status/1kupdy87etks5n3r/branch/master?svg=true
-   :target: https://ci.appveyor.com/project/yzhao062/pyod/branch/master
-   :alt: Build status
-
-
 .. image:: https://github.com/yzhao062/pyod/actions/workflows/testing.yml/badge.svg
    :target: https://github.com/yzhao062/pyod/actions/workflows/testing.yml
    :alt: testing
 
 
-.. image:: https://circleci.com/gh/yzhao062/pyod.svg?style=svg
-   :target: https://circleci.com/gh/yzhao062/pyod
-   :alt: Circle CI
-
-
 .. image:: https://coveralls.io/repos/github/yzhao062/pyod/badge.svg
    :target: https://coveralls.io/github/yzhao062/pyod
    :alt: Coverage Status
@@ -87,6 +58,7 @@ Welcome to PyOD documentation!
    :alt: License
 
 
+
 ----
 
 PyOD is a comprehensive and scalable **Python toolkit** for **detecting outlying objects** in

temp_text.txt

@@ -16,3 +16,27 @@ be found at `Moving to require Python 3 <https://python3statement.org/>`_.
 Running examples needs **matplotlib**, which may throw errors in conda
 virtual environment on mac OS. See reasons and solutions `mac_matplotlib <https://github.com/yzhao062/pyod/issues/6>`_.
 
+
+.. image:: https://ci.appveyor.com/api/projects/status/1kupdy87etks5n3r/branch/master?svg=true
+   :target: https://ci.appveyor.com/project/yzhao062/pyod/branch/master
+   :alt: Build status
+
+.. image:: https://circleci.com/gh/yzhao062/pyod.svg?style=svg
+   :target: https://circleci.com/gh/yzhao062/pyod
+   :alt: Circle CI
+
+.. image:: https://img.shields.io/badge/slack-join-green
+   :target: https://join.slack.com/t/pyod/shared_invite/zt-vprc4w2q-G2XV2Iou~H84yGSvrh0f6A
+   :alt: slack
+
+.. image:: https://pepy.tech/badge/pyod/month
+   :target: https://pepy.tech/project/pyod
+   :alt: Downloads
+
+.. image:: https://mybinder.org/badge_logo.svg
+   :target: https://mybinder.org/v2/gh/yzhao062/pyod/master
+   :alt: Binder
+
+-----
+
+**Build Status & Coverage & Maintainability & License**