diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index e4a92180..12998b63 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -5,6 +5,7 @@ repos:
- id: pyupgrade
args: ['--py36-plus','--exit-zero-even-if-changed']
- repo: https://github.com/pycqa/isort
+
rev: 5.13.2
hooks:
- id: isort
@@ -28,7 +29,13 @@ repos:
rev: "0.49"
hooks:
- id: check-manifest
-# g
+# - repo: https://github.com/pre-commit/mirrors-mypy
+# rev: 'v1.8.0'
+# hooks:
+# - id: mypy
+# files: '^src/'
+# additional_dependencies:
+# - types-attrs
- repo: https://github.com/pre-commit/pygrep-hooks
rev: v1.10.0
hooks:
diff --git a/README.rst b/README.rst
new file mode 100644
index 00000000..fb93aa93
--- /dev/null
+++ b/README.rst
@@ -0,0 +1,90 @@
+Visions
+=======
+
+|JossPaper|
+|PyPiDownloadsBadge|
+|PyPiDownloadsMonthlyBadge|
+|PyPiVersionBadge|
+|PythonBadge|
+|BinderBadge|
+
+..
+
+ *And these visions of data types, they kept us up past the dawn.*
+
+..
+
+``Visions`` provides an extensible suite of tools to support common data analysis operations including
+
+* type inference on unknown data
+* casting data types
+* automated data summarization
+
+
+
+.. image:: https://github.com/dylan-profiler/visions/raw/develop/docsrc/source/_static/side-by-side.png
+
+
+
+Documentation
+-------------
+
+Full documentation can be found `here `_.
+
+Installation
+------------
+
+You can install ``visions`` via pip:
+
+.. code-block:: console
+
+ pip install visions
+
+Alternatives and more details can be found in the `documentation `_.
+
+Supported frameworks
+--------------------
+
+These frameworks are supported out-of-the-box in addition to native Python types:
+
+.. image:: https://github.com/dylan-profiler/visions/raw/develop/docsrc/source/_static/frameworks.png
+
+- Pandas (feature complete)
+- Numpy (boolean, complex, date time, float, integer, string, time deltas, string, objects)
+- Spark (boolean, categorical, date, date time, float, integer, numeric, object, string)
+- Python (string, float, integer, date time, time delta, boolean, categorical, object, complex - other datatypes are untested)
+
+Contributing and support
+------------------------
+Contributions to ``visions`` are welcome.
+For more information, please visit the `Community contributions page `_.
+The `the Github issues tracker `_ is used for reporting bugs, feature requests and support questions.
+
+Acknowledgements
+----------------
+
+This package is part of the `dylan-profiler `_ project.
+The package is core component of `pandas-profiling `_.
+More information can be found `here `__.
+This work was partially supported by `SIDN Fonds `_.
+
+
+.. image:: https://github.com/dylan-profiler/visions/raw/master/SIDNfonds.png
+
+.. |BinderBadge| image:: https://mybinder.org/badge_logo.svg
+ :target: https://mybinder.org/v2/gh/dylan-profiler/visions/master
+
+.. |JossPaper| image:: https://joss.theoj.org/papers/10.21105/joss.02145/status.svg
+ :target: https://doi.org/10.21105/joss.02145
+
+.. |PythonBadge| image:: https://img.shields.io/pypi/pyversions/visions
+ :target: https://pypi.org/project/visions/
+
+.. |PyPiDownloadsBadge| image:: https://pepy.tech/badge/visions
+ :target: https://pypi.org/project/visions/
+
+.. |PyPiDownloadsMonthlyBadge| image:: https://pepy.tech/badge/visions/month
+ :target: https://pypi.org/project/visions/
+
+.. |PyPiVersionBadge| image:: https://badge.fury.io/py/visions.svg
+ :target: https://pypi.org/project/visions/
diff --git a/docs/_modules/index.html b/docs/_modules/index.html
index 1fe522ac..eca5df5c 100644
--- a/docs/_modules/index.html
+++ b/docs/_modules/index.html
@@ -3,7 +3,7 @@
- Overview: module code — visions 0.7.4 documentation
+ Overview: module code — visions 0.7.5 documentation