Update README.md

README.md

@@ -2,13 +2,13 @@
 [![Coverage Status](https://coveralls.io/repos/github/segasai/minimint/badge.svg?branch=master)](https://coveralls.io/github/segasai/minimint?branch=master)[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.5610692.svg)](https://doi.org/10.5281/zenodo.5610692)
 
 
-Minimint (MIni Mist INTerpolation)
+# Minimint (MIni Mist INTerpolation)
 
-Software to do simple interpolation of MIST isochrones.
+# Python package to perform simple interpolation of MIST isochrones.
 
 Author: Sergey Koposov (2020-2024) skoposov __AT__ ed __DOT__ ac __DOT__ uk
 
-# Instructions 
+## Instructions 
 
 * Install minimint. You can either pip install the released version or install from github
 
@@ -29,35 +29,36 @@ If you need additional filters, you can specify them using the filters parameter
 
 ``` minimint.download_and_prepare(filters=['JWST','WISE','DECam', 'GALEX', 'PanSTARRS', 'SDSSugriz', 'SkyMapper','UBVRIplus'])```
 Check which filters are available on the MIST website http://waps.cfa.harvard.edu/MIST/model_grids.html
-This will take some time (20-30 min) and will use some space (10-30 Gb).
+This will take some time (20-30 min) and will use significant disk space (10-30 Gb).
 
 If you want to put those processed isochrone files in a location different from the site-packages folder of minimint, you can use the outp_prefix parameter of `download_and_prepare`. You then will need to either specify the location each time when you construct the interpolators or with the MINIMINT_DATA_PATH environment variable
 
-# Usage 
+## Usage 
 
 In order to create an interpolator object for two filters (your can provide a list of any numbers of filters)
 
 ```ii = minimint.Interpolator(['DECam_g','DECam_r'])```
 
 The interpolator is a callable, so you can call it on mass, log10(age), feh 
 
-``` ii(mass, logage,feh)``` 
+``` ii(mass, logage, feh)``` 
 
 This returns a dictionary with photometry, logg, logteff and logl.
 
 You also can use the interpolator to find the maximum valid mass on the isochrone.
 
 ```ii.getMaxMass(logage, feh)```
 
-# Examples 
+## Examples 
 
 See the [notebook](examples/Example.ipynb) in the examples folder
 
 ## Synthetic stellar populations
 If you are interested in synthetic stellar populations you will need
 the implementation of the IMF. For this you may want to use https://github.com/keflavich/imf
 
-# Acknowledgement
+## Acknowledgement
 
-If you are using this package please cite it through zenodo
+If you are using this package please cite it through zenodo link
 https://doi.org/10.5281/zenodo.4002971
+Also make sure you acknowledge MIST isochrones https://waps.cfa.harvard.edu/MIST/