From 5c0734229312b220f97062327ef707833496c8d3 Mon Sep 17 00:00:00 2001
From: edobrowolska <92981148+edobrowolska@users.noreply.github.com>
Date: Wed, 24 Sep 2025 11:26:29 +0200
Subject: [PATCH] Update CareHeat_v2.ipynb

updates links
---
 PRR/CareHeat_v2.ipynb | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/PRR/CareHeat_v2.ipynb b/PRR/CareHeat_v2.ipynb
index 78ff1440..c226ac35 100644
--- a/PRR/CareHeat_v2.ipynb
+++ b/PRR/CareHeat_v2.ipynb
@@ -10,12 +10,13 @@
     "This notebook shows how to generate a valid STAC collection, which is a requirement to upload research outcomes to the [ESA Project Results Repository (PRR)](https://eoresults.esa.int/). The code below demonstrates how to perform the necessary steps using real data from the ESA project **deteCtion and threAts of maRinE HEAT waves (CAREHeat)**. The focus of CAREHeat is to improve existing extreme marine heatwave(MHW) detection algorithms, contributing to a better understanding of their impacts.\n",
     "\n",
     "\n",
-    "Check the [EarthCODE documentation](https://earthcode.esa.int/), and [PRR STAC introduction example](https://esa-earthcode.github.io/examples/prr-stac-introduction) for a more general introduction to STAC and the ESA PRR.\n",
+    "Check the [EarthCODE documentation](https://earthcode.esa.int/), and [PRR STAC introduction example](https://esa-earthcode.github.io/tutorials/prr-stac-introduction) for a more general introduction to STAC and the ESA PRR.\n",
     "\n",
     "\n",
     "\n",
-    "🔗 Check the project website: [deteCtion and threAts of maRinE HEAT waves (CAREHeat) – Website](https://https://careheat.org/) <br>\n",
-    "🔗 Check the eo4society page: [deteCtion and threAts of maRinE HEAT waves (CAREHeat) – eo4society](https://eo4society.esa.int/projects/careheat/)\n",
+    "🔗 Check the project website: [deteCtion and threAts of maRinE HEAT waves (CAREHeat) – Website](https://careheat.org/) <br>\n",
+    "🔗 Check the eo4society page: [deteCtion and threAts of maRinE HEAT waves (CAREHeat) – eo4society](https://eo4society.esa.int/projects/careheat/)\n"
+    "🛢️ CareHeat Dataset source: [Check out the Dataset of Marine heatwaves and cold spells events based on ESA-CCI SSTs](https://zenodo.org/records/8154587)\n",
     "\n",
     "#### Acknowledgment  \n",
     "We gratefully acknowledge the **deteCtion and threAts of maRinE HEAT waves (CAREHeat)** for providing access to the data used in this example, as well as support in creating it."
@@ -366,7 +367,7 @@
    "source": [
     "## 2. Create STAC Items and STAC Assets from original dataset \n",
     "\n",
-    "The second step is to describe the different files as STAC Items and Assets. Take your time to decide how your data should be categorised to improve usability of the data, and ensure intuitive navigation through different items in the collections. There are multiple strategies for doing this and this tutorial demonstrate one of the possible ways of doing that. Examples of how other ESA projects are doing this are available in the [EarthCODE documentation](https://esa-earthcode.github.io/examples/prr-stac-introduction) ."
+    "The second step is to describe the different files as STAC Items and Assets. Take your time to decide how your data should be categorised to improve usability of the data, and ensure intuitive navigation through different items in the collections. There are multiple strategies for doing this and this tutorial demonstrate one of the possible ways of doing that. Examples of how other ESA projects are doing this are available in the [EarthCODE documentation](https://esa-earthcode.github.io/tutorials/prr-stac-introduction) ."
    ]
   },
   {