diff --git a/.history/README_20250328220151.md b/.history/README_20250328220151.md
new file mode 100644
index 0000000000000000000000000000000000000000..bc9e39d5c92c318347bf0b9146d257d7264f2c25
--- /dev/null
+++ b/.history/README_20250328220151.md
@@ -0,0 +1,2 @@
+## TOAR-classifier v2: A data-driven classification tool for global air quality stations
+![Alt text](figures/toar_classifier_v2)
diff --git a/.history/README_20250328220230.md b/.history/README_20250328220230.md
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index 0000000000000000000000000000000000000000..e322326ebc0725ba3059a5d81a7e9e2f6cd26838
--- /dev/null
+++ b/.history/README_20250328220230.md
@@ -0,0 +1,2 @@
+## TOAR-classifier v2: A data-driven classification tool for global air quality stations
+![Alt text](/home/karim-jsc/Documents/ESDE-group/ml_toar_station_classification/figures/toar_classifier_v2.png)
diff --git a/.history/README_20250328220235.md b/.history/README_20250328220235.md
new file mode 100644
index 0000000000000000000000000000000000000000..e322326ebc0725ba3059a5d81a7e9e2f6cd26838
--- /dev/null
+++ b/.history/README_20250328220235.md
@@ -0,0 +1,2 @@
+## TOAR-classifier v2: A data-driven classification tool for global air quality stations
+![Alt text](/home/karim-jsc/Documents/ESDE-group/ml_toar_station_classification/figures/toar_classifier_v2.png)
diff --git a/.history/README_20250328220240.md b/.history/README_20250328220240.md
new file mode 100644
index 0000000000000000000000000000000000000000..d69196861360b6caaf0402b9ab1d9c236a07bfc3
--- /dev/null
+++ b/.history/README_20250328220240.md
@@ -0,0 +1,3 @@
+## TOAR-classifier v2: A data-driven classification tool for global air quality stations
+![Alt text](/home/karim-jsc/Documents/ESDE-group/ml_toar_station_classification/figures/toar_classifier_v2.png)
+
diff --git a/.history/README_20250328220435.md b/.history/README_20250328220435.md
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index 0000000000000000000000000000000000000000..79224f0efe92d1eacfb9282c52a6d78945242df2
--- /dev/null
+++ b/.history/README_20250328220435.md
@@ -0,0 +1,3 @@
+## TOAR-classifier v2: A data-driven classification tool for global air quality stations
+![My Image](/home/karim-jsc/Documents/ESDE-group/ml_toar_station_classification/figures/toar_classifier_v2.png)
+
diff --git a/.history/README_20250328220500.md b/.history/README_20250328220500.md
new file mode 100644
index 0000000000000000000000000000000000000000..8f6f145b8314c7ce2e1c1443352fe4edfeb0bb58
--- /dev/null
+++ b/.history/README_20250328220500.md
@@ -0,0 +1,3 @@
+## TOAR-classifier v2: A data-driven classification tool for global air quality stations
+![My Image](./figures/toar_classifier_v2.png)
+
diff --git a/.history/README_20250328220510.md b/.history/README_20250328220510.md
new file mode 100644
index 0000000000000000000000000000000000000000..8f6f145b8314c7ce2e1c1443352fe4edfeb0bb58
--- /dev/null
+++ b/.history/README_20250328220510.md
@@ -0,0 +1,3 @@
+## TOAR-classifier v2: A data-driven classification tool for global air quality stations
+![My Image](./figures/toar_classifier_v2.png)
+
diff --git a/README.md b/README.md
index 2f0e72a71a12e6c75eef50d1a79e9d1cb4e9f4d6..8f6f145b8314c7ce2e1c1443352fe4edfeb0bb58 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,3 @@
 ## TOAR-classifier v2: A data-driven classification tool for global air quality stations
-![Description](figures/toar_classifier_v2)
+![My Image](./figures/toar_classifier_v2.png)
+
diff --git a/TOAR-classifier_v2.ipynb b/TOAR-classifier_v2.ipynb
index fe15b9a37b8b60547ad21adcfaa1b0662470f3a6..536036fb4b00b05829cc3a15b641c33005b2688a 100755
--- a/TOAR-classifier_v2.ipynb
+++ b/TOAR-classifier_v2.ipynb
@@ -23,12 +23,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "id": "8666a040",
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31mRunning cells with 'Python 3.12.3' requires the ipykernel package.\n",
+      "\u001b[1;31mRun the following command to install 'ipykernel' into the Python environment. \n",
+      "\u001b[1;31mCommand: '/bin/python3 -m pip install ipykernel -U --user --force-reinstall'"
+     ]
+    }
+   ],
    "source": [
     "import pandas as pd\n",
     "import numpy as np\n",
@@ -6437,9 +6448,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python [conda env:base] *",
+   "display_name": "Python 3",
    "language": "python",
-   "name": "conda-base-py"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -6451,7 +6462,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.2"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,