diff --git a/examples/PySDM_examples/Zaba_et_al/fractionation_factors.ipynb b/examples/PySDM_examples/Zaba_et_al/fractionation_factors.ipynb
new file mode 100644
index 000000000..7193ed0cb
--- /dev/null
+++ b/examples/PySDM_examples/Zaba_et_al/fractionation_factors.ipynb
@@ -0,0 +1,165 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "id": "initial_id",
+   "metadata": {
+    "collapsed": true,
+    "ExecuteTime": {
+     "end_time": "2025-07-15T18:53:32.653518Z",
+     "start_time": "2025-07-15T18:53:30.861075Z"
+    }
+   },
+   "source": [
+    "import numpy as np\n",
+    "from matplotlib import pyplot\n",
+    "from functools import partial\n",
+    "from open_atmos_jupyter_utils import show_plot\n",
+    "\n",
+    "from PySDM import Formulae\n",
+    "from PySDM.physics import si"
+   ],
+   "outputs": [],
+   "execution_count": 1
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-07-15T18:53:33.014638Z",
+     "start_time": "2025-07-15T18:53:32.737631Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "formulae = Formulae(\n",
+    "    isotope_equilibrium_fractionation_factors=\"MerlivatAndNief1967+Majoube1970+Majoube1971\",\n",
+    "    isotope_kinetic_fractionation_factors=\"JouzelAndMerlivat1984\",\n",
+    "    isotope_diffusivity_ratios=\"Stewart1975\"\n",
+    ")\n",
+    "\n",
+    "saturation = np.linspace(.7, 1.1, 7)\n",
+    "\n",
+    "# temperature_C might be replaced with temperature profile\n",
+    "temperature_C = np.linspace(-30, 0)\n",
+    "temperature = formulae.trivia.C2K(temperature_C) * si.K\n"
+   ],
+   "id": "5f8f76c80c1d2286",
+   "outputs": [],
+   "execution_count": 2
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-07-15T18:53:34.101574Z",
+     "start_time": "2025-07-15T18:53:33.022297Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "alpha_l = formulae.isotope_equilibrium_fractionation_factors.alpha_l_2H(temperature)\n",
+    "alpha_l_kinetic = partial(\n",
+    "    formulae.isotope_kinetic_fractionation_factors.alpha_kinetic,\n",
+    "    alpha_equilibrium=alpha_l,\n",
+    "    D_ratio_heavy_to_light=formulae.isotope_diffusivity_ratios.ratio_2H_heavy_to_light(temperature)\n",
+    ")\n",
+    "\n",
+    "alpha_i = formulae.isotope_equilibrium_fractionation_factors.alpha_i_2H(temperature)\n",
+    "alpha_i_kinetic = partial(\n",
+    "    formulae.isotope_kinetic_fractionation_factors.alpha_kinetic,\n",
+    "    alpha_equilibrium=alpha_i,\n",
+    "    D_ratio_heavy_to_light=formulae.isotope_diffusivity_ratios.ratio_2H_heavy_to_light(temperature)\n",
+    ")"
+   ],
+   "id": "810fcbb7b502850d",
+   "outputs": [],
+   "execution_count": 3
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-07-15T18:53:34.418783Z",
+     "start_time": "2025-07-15T18:53:34.110259Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "for S in saturation:\n",
+    "    alpha = alpha_l * alpha_l_kinetic(saturation=S)\n",
+    "    pyplot.plot(alpha, temperature_C, 'k', alpha=0.1)\n",
+    "    pyplot.annotate(f'{S:.3g}', xy=(alpha[4], temperature_C[4]), rotation=55, color='k', alpha=0.5, size=10)\n",
+    "\n",
+    "pyplot.plot(alpha_i_kinetic(saturation=1)*alpha_i, temperature_C, label='wrt ice')\n",
+    "pyplot.plot(alpha_l_kinetic(saturation=1)*alpha_l, temperature_C, label='wrt liquid')\n",
+    "pyplot.gca().set(\n",
+    "    xlabel='Fractionation factor',\n",
+    "    ylabel=\"Temperature [K]\",\n",
+    ")\n",
+    "pyplot.gca().invert_yaxis()\n",
+    "pyplot.legend()\n",
+    "show_plot()\n"
+   ],
+   "id": "2f1aeb9076b01e6f",
+   "outputs": [
+    {
+     "data": {
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