diff --git a/Notebooks/eval_temperature.ipynb b/Notebooks/eval_temperature.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..493d897890f5a445a8bd571a35abafacab766381
--- /dev/null
+++ b/Notebooks/eval_temperature.ipynb
@@ -0,0 +1,171 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "bb24b6ed-2d0a-44e0-b9a9-abdcb2a8294d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# define the predictand and the model to evaluate\n",
+    "PREDICTAND = 'tasmin'\n",
+    "MODEL = 'USegNet'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "1afb0fab-5d2a-4875-9032-29b99c6dec89",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import xarray as xr\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "ad91a200-73c9-4e95-a58e-239801ef3775",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from climax.main.io import ERA5_PATH, OBS_PATH, TARGET_PATH\n",
+    "from climax.core.dataset import ERA5Dataset\n",
+    "from climax.core.constants import ERA5_VARIABLES\n",
+    "from climax.main.config import ERA5_PLEVELS, CALIB_PERIOD"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "1dc2a386-d63b-4c6a-8e63-00365927559d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# model prediction and observations\n",
+    "Y_PRED = TARGET_PATH.joinpath(PREDICTAND, '_'.join([MODEL, PREDICTAND]) + '.nc')\n",
+    "Y_TRUE = OBS_PATH.joinpath(PREDICTAND, '_'.join(['OBS', PREDICTAND, '1980', '2018']) + '.nc')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "8061e4fe-6ad4-4199-9df2-527a4fb54a57",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# read predictions and observations\n",
+    "y_pred = xr.open_dataset(Y_PRED)\n",
+    "y_true = xr.open_dataset(Y_TRUE).sel(time=y_pred.time)  # subset to time period covered by observations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "966d85fb-9185-408f-ac2b-1e4ca829ccd1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# mask missing values\n",
+    "# y_pred = y_pred.where(~np.isnan(y_true), other=np.nan)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "id": "a93e18fa-025e-43a1-bb0a-c89f17a6ce8f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pred = y_pred.tasmin.values\n",
+    "true = y_true.temperature.values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "6dceea7a-6fd7-4cbb-bd34-30c014ff3d74",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/dfrisinghelli@eurac.edu/miniconda3/envs/climax/lib/python3.7/site-packages/ipykernel_launcher.py:2: RuntimeWarning: Mean of empty slice\n",
+      "  \n"
+     ]
+    }
+   ],
+   "source": [
+    "mean_pred = pred.mean(axis=0)\n",
+    "mean_true = np.nanmean(true, axis=0)\n",
+    "mean_pred[np.where(np.isnan(mean_true))] = np.nan"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "id": "b22c5724-29aa-4cc8-9f3d-db1d9d8c5284",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.colorbar.Colorbar at 0x7f89ac9bde10>"
+      ]
+     },
+     "execution_count": 70,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.imshow(mean_true - mean_pred, origin='lower', cmap='RdBu', vmin=-1, vmax=1)\n",
+    "plt.colorbar()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "191a7906-6d61-45a2-a730-89edd0c0591c",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}