diff --git a/README.md b/README.md
index 55e703da..197d9387 100644
--- a/README.md
+++ b/README.md
@@ -1,60 +1,59 @@
-# Unfold.jl
+# [](https://github.com/unfoldtoolbox/Unfold.jl)
-
+[![Docs][Doc-img]][Doc-url] ![semver][semver-img] [![Build Status][build-img]][build-url]
+[Doc-img]: https://img.shields.io/badge/docs-main-blue.svg
+[Doc-url]: https://unfoldtoolbox.github.io/Unfold.jl/dev
+[semver-img]: https://img.shields.io/badge/semantic-versioning-green
+[build-img]: https://github.com/unfoldtoolbox/UnfoldSim.jl/workflows/CI/badge.svg
+[build-url]: https://github.com/unfoldtoolbox/UnfoldSim.jl/workflows/CI.yml
-Toolbox to perform linear regression on biological signals.
+|Estimation|Visualisation|Simulation|BIDS pipeline|Decoding|Statistics|
+|---|---|---|---|---|---|
+| 
| 
|
|
|
|
|
-[](https://unfoldtoolbox.github.io/Unfold.jl/dev)
-
-
+Toolbox to perform linear / GAM / hierarchical / deconvolution regression on biological signals.
-This tool can model event related time series with mass-univariate linear (mixed) models, with optional non-linear effects and overlap correction.
+This kind of modelling is also known as encoding modeling, linear deconvolution, Temporal Response Functions (TRFs), linear system identification, and probably under other names. fMRI models with HRF-basis functions and pupil-dilation bases are also supported.
-This kind of modelling is also known as encoding modeling, linear deconvolution, Temporal Response Functions (TRFs), linear system identification, and probably under other names. fMRI models with HRF-basis functions are also supported.
+## Install
-## Citation
-For now, please cite
+### Julia
+
+Click to expand
-[](https://doi.org/10.5281/zenodo.6423476) or [Ehinger & Dimigen](https://peerj.com/articles/7838/)
+The recommended way to install julia is [juliaup](https://github.com/JuliaLang/juliaup).
+It allows you to, e.g., easily update Julia at a later point, but also test out alpha/beta versions etc.
-## Relation to Unfold (matlab)
-The matlab version is still maintained, but active development happens in Julia.
+TL:DR; If you dont want to read the explicit instructions, just copy the following command
-| Feature | Unfold | unmixed (defunct) | Unfold.jl |
-|-------------------------|--------|---------|-----------|
-| overlap correction | x | x | x |
-| non-linear splines | x | x | x |
-| speed | | 🐌 | ⚡ 2-100x |
-| GPU support | | | 🚀|
-| plotting tools | x | | [UnfoldMakie.jl](https://unfoldtoolbox.github.io/UnfoldMakie.jl/dev/) |
-| Interactive plotting | | | stay tuned - coming soon! |
-| simulation tools | x | | [UnfoldSim.jl](https://unfoldtoolbox.github.io/UnfoldSim.jl) |
-| BIDS support | x | | alpha: [UnfoldBIDS.jl](https://github.com/ReneSkukies/UnfoldBIDS.jl/)) |
-| sanity checks | x | | x |
-| tutorials | x | | x |
-| unittests | x | | x |
-| Alternative bases e.g. HRF (fMRI) | | | x |
-| mix different basisfunctions | | | x |
-| different timewindows per event | | | x |
-| mixed models | | x | x |
-| item & subject effects | | (x) | x |
-| decoding | | | back2back regression |
-| outlier-robust fits | | | [many options (but slower)](https://unfoldtoolbox.github.io/Unfold.jl/dev/HowTo/custom_solvers/#Robust-Solvers) |
-| 🐍Python support | | | [via Pycall, link to notebook](https://github.com/unfoldtoolbox/Unfold.jl/blob/main/docs/src/HowTo/pyjulia_unfold.ipynb)|
+#### Windows
+
+AppStore -> JuliaUp, or `winget install julia -s msstore` in CMD
+
+#### Mac & Linux
+
+`curl -fsSL https://install.julialang.org | sh` in any shell
+
+
+### Unfold.jl
-## Install
```julia
-]add Unfold
+using Pkg
+Pkg.add("Unfold")
```
## Usage
-Please check out [the documentatio)n](https://unfoldtoolbox.github.io/Unfold.jl/dev) for extensive tutorials, explanations...
-Here a quick overview what to expect.
+Please check out [the documentation](https://unfoldtoolbox.github.io/Unfold.jl/dev) for extensive tutorials, explanations and more!
+
+Here is a quick overview on what to expect.
+
+### What you need
-#### What you need
```julia
+using Unfold
+
events::DataFrame
# formula with or without random effects
@@ -77,28 +76,53 @@ To fit any of the models, Unfold.jl offers a unified syntax:
| | | `fit(UnfoldModel,Dict(Any=>(f,times)),evts,data_epoch)` |
| x | | `fit(UnfoldModel,Dict(Any=>(f,basis)),evts,data)` |
| | x | `fit(UnfoldModel,Dict(Any=>(fLMM,times)),evts,data_epoch)` |
-| x | x | `fit(UnfoldModel,Dict(Any=>(fLMM,basis)),evts,data)` |
+| x | x | `fit(UnfoldModel,Dict(Any=>(fLMM,basis)),evts,data)` |
+## Comparison to Unfold (matlab)
+
+Click to expand
-## Documentation
-Many functions have documentation from the Julia REPL by typing e.g. `julia>?Unfold.fit`
+The matlab version is still maintained, but active development happens in Julia.
-For tutorials see [the documentation](https://unfoldtoolbox.github.io/Unfold.jl/dev/)
+| Feature | Unfold | unmixed (defunct) | Unfold.jl |
+|-------------------------|--------|---------|-----------|
+| overlap correction | x | x | x |
+| non-linear splines | x | x | x |
+| speed | | 🐌 | ⚡ 2-100x |
+| GPU support | | | 🚀|
+| plotting tools | x | | [UnfoldMakie.jl](https://unfoldtoolbox.github.io/UnfoldMakie.jl/dev/) |
+| Interactive plotting | | | stay tuned - coming soon! |
+| simulation tools | x | | [UnfoldSim.jl](https://unfoldtoolbox.github.io/UnfoldSim.jl) |
+| BIDS support | x | | alpha: [UnfoldBIDS.jl](https://github.com/ReneSkukies/UnfoldBIDS.jl/)) |
+| sanity checks | x | | x |
+| tutorials | x | | x |
+| unittests | x | | x |
+| Alternative bases e.g. HRF (fMRI) | | | x |
+| mix different basisfunctions | | | x |
+| different timewindows per event | | | x |
+| mixed models | | x | x |
+| item & subject effects | | (x) | x |
+| decoding | | | back2back regression |
+| outlier-robust fits | | | [many options (but slower)](https://unfoldtoolbox.github.io/Unfold.jl/dev/HowTo/custom_solvers/#Robust-Solvers) |
+| 🐍Python support | | | [via Pycall, link to notebook](https://github.com/unfoldtoolbox/Unfold.jl/blob/main/docs/src/HowTo/pyjulia_unfold.ipynb)|
+
## Contributions
+
Contributions are very welcome. These could be typos, bugreports, feature-requests, speed-optimization, new solvers, better code, better documentation.
-#### How-to contribute
+### How-to Contribute
+
You are very welcome to raise issues and start pull requests!
-#### Adding Documentation
+### Adding Documentation
+
1. We recommend to write a Literate.jl document and place it in `docs/_literate/FOLDER/FILENAME.jl` with `FOLDER` being `HowTo`, `Explanation`, `Tutorial` or `Reference` ([recommended reading on the 4 categories](https://documentation.divio.com/)).
2. Literate.jl converts the `.jl` file to a `.md` automatically and places it in `doc/src/_literate/FILENAME.jl`.
3. Edit [make.jl](https://github.com/unfoldtoolbox/Unfold.jl/blob/main/docs/make.jl) with a reference to `doc/src/_literate/FILENAME.jl`
-
-
## Contributors (alphabetically)
+
- **Phillip Alday**
- **Benedikt Ehinger**
- **Dave Kleinschmidt**
@@ -106,8 +130,14 @@ You are very welcome to raise issues and start pull requests!
- **Felix Schröder**
- **René Skukies**
+## Citation
+
+For now, please cite
+
+[](https://doi.org/10.5281/zenodo.6423476) or [Ehinger & Dimigen](https://peerj.com/articles/7838/)
## Acknowledgements
-This work was supported by the Center for Interdisciplinary Research, Bielefeld (ZiF) Cooperation Group "Statistical models for psychological and linguistic data".
+
+This work was initially supported by the Center for Interdisciplinary Research, Bielefeld (ZiF) Cooperation Group "Statistical models for psychological and linguistic data".
Funded by Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) under Germany´s Excellence Strategy – EXC 2075 – 390740016