diff --git a/LICENSE b/LICENSE
index c737446..9ea32be 100644
--- a/LICENSE
+++ b/LICENSE
@@ -1,6 +1,6 @@
MIT License
-Copyright (c) 2023 Open Climate Fix
+Copyright (c) 2024 Open Climate Fix
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
diff --git a/README.md b/README.md
index 1d31d59..e569d59 100644
--- a/README.md
+++ b/README.md
@@ -1,13 +1,42 @@
-# OCF Template Repository
-Template Repository for OCF Projects
+# A starting library for future satellite prediction
-## Usage
-Do the following to customize the repo to the project:
+### Getting started
-- Replace `src` with name of the library/project
-- Update `setup.py` with the proper info
-- Change `commit` to `True` in `.bumpversion.cfg` if you want the minor version
- to increment on every commit.
-- Add PyPi access token to release to PyPi
-- Update name of folder in the test workflow
+Create and activate a new python environment, e.g.
+
+```
+conda create -n sat_pred python=3.10
+conda activate sat_pred
+```
+
+Install the dependencies
+
+```
+pip install -r requirements.txt
+```
+
+Create a empty directory to save the satellite data to
+
+```
+mkdir path/to/new/satellite/directory
+```
+
+Run the command line utility to download download satellite data
+
+```
+python scripts/download_uk_satellite.py \
+ "2020-06-01 00:00" \
+ "2020-06-30 23:55" \
+ "path/to/new/satellite/directory"
+```
+
+The above script downloads all the satellite imagery from June 2020. The input arguments are:
+ - start_date: First datetime (inclusive) to download
+ - end_date: Last datetime (inclusive) to download
+ - output_directory: Directory to which the satellite data should be saved
+
+Note that the above script creates a satellite dataset which is 21GB. On my machine it used about
+12GB of RAM at its peak and took around 30 minutes to run.
+
+See the notebook `plot_satellite_image_example.ipynb` for loading and plotting example
\ No newline at end of file
diff --git a/environment.yml b/environment.yml
deleted file mode 100644
index 96986b8..0000000
--- a/environment.yml
+++ /dev/null
@@ -1,7 +0,0 @@
-name: ocf_template
-channels:
- - pytorch
- - conda-forge
- - defaults
-dependencies:
- - pip
diff --git a/notebooks/plot_satellite_image_example.ipynb b/notebooks/plot_satellite_image_example.ipynb
new file mode 100644
index 0000000..5b9414a
--- /dev/null
+++ b/notebooks/plot_satellite_image_example.ipynb
@@ -0,0 +1,1292 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "54656c49-9790-4936-899a-f9ad81e42b2c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import xarray as xr\n",
+ "import matplotlib.pyplot as plt \n",
+ "import ocf_blosc2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "25b077af-cd5b-462e-8d55-4b84a2032059",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ds_sat = xr.open_zarr(\"path/to/new/satellite/directory/2020_nonhrv.zarr\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "8b95b1a1-d0f7-4c94-a2b8-06072d547ac9",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "