diff --git a/examples/PySDM_examples/_HOWTOs/fractionation_factors.ipynb b/examples/PySDM_examples/_HOWTOs/fractionation_factors.ipynb
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@@ -0,0 +1,223 @@
+{
+ "cells": [
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": [
+    "[![preview notebook](https://img.shields.io/static/v1?label=render%20on&logo=github&color=87ce3e&message=GitHub)](https://github.com/open-atmos/PySDM/blob/main/examples/PySDM_examples/_HOWTOs/fractionation_factors.ipynb)\n",
+    "[![launch on mybinder.org](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/open-atmos/PySDM.git/main?urlpath=lab/tree/examples/PySDM_examples/_HOWTOs/fractionation_factors.ipynb)\n",
+    "[![launch on Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/open-atmos/PySDM/blob/main/examples/PySDM_examples/_HOWTOs/fractionation_factors.ipynb)"
+   ],
+   "id": "be4d0663e92430ea"
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": [
+    "# Isotopic fractionation factors (kinetic and equilibrium) HOWTO\n",
+    "- $\\alpha(T)$ is a fractionation factor for water isotopologues, factors are different wrt ice and liquid phase\n",
+    "- effective, equilibrium and kinetic\n",
+    "- plot description"
+   ],
+   "id": "b7a9153ddefcdf76"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-11-17T15:35:49.920503Z",
+     "start_time": "2025-11-17T15:35:49.917010Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "import sys\n",
+    "if 'google.colab' in sys.modules:\n",
+    "    !pip --quiet install open-atmos-jupyter-utils\n",
+    "    from open_atmos_jupyter_utils import pip_install_on_colab\n",
+    "    pip_install_on_colab('PySDM-examples')"
+   ],
+   "id": "dbb2b5f1c8d451d6",
+   "outputs": [],
+   "execution_count": 3
+  },
+  {
+   "cell_type": "code",
+   "id": "initial_id",
+   "metadata": {
+    "collapsed": true,
+    "ExecuteTime": {
+     "end_time": "2025-11-17T15:39:18.823256Z",
+     "start_time": "2025-11-17T15:39:18.756973Z"
+    }
+   },
+   "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": 8
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "formulae, considered saturation range, temperature profile (here linear)",
+   "id": "7011f12adc2d5dbd"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-11-17T15:35:53.370217Z",
+     "start_time": "2025-11-17T15:35:52.792830Z"
+    }
+   },
+   "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 = np.linspace(-30, 0)\n",
+    "temperature = formulae.trivia.C2K(temperature_C) * si.K"
+   ],
+   "id": "5f8f76c80c1d2286",
+   "outputs": [],
+   "execution_count": 5
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "fractionation factors for $^2$H in given temperature range (wrt ice and liquid, kinetic and equilibrium)",
+   "id": "e6d93020d01aefbd"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-11-17T15:35:55.364926Z",
+     "start_time": "2025-11-17T15:35:53.375406Z"
+    }
+   },
+   "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": 6
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-11-17T15:35:56.081460Z",
+     "start_time": "2025-11-17T15:35:55.392476Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "for S in saturation:\n",
+    "    alpha_eff = alpha_l * alpha_l_kinetic(saturation=S)\n",
+    "    pyplot.plot(alpha_eff, 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=r'$\\alpha_\\text{eff}$ wrt ice')\n",
+    "pyplot.plot(alpha_l_kinetic(saturation=1)*alpha_l, temperature_C, label=r'$\\alpha_\\text{eff}$ wrt liquid')\n",
+    "pyplot.gca().set(\n",
+    "    xlabel='Fractionation factor',\n",
+    "    ylabel=\"Temperature [K]\",\n",
+    ")\n",
+    "pyplot.gca().invert_yaxis()\n",
+    "pyplot.title(\"Effective fractionation factors wrt ice and liquid\")\n",
+    "pyplot.legend()\n",
+    "show_plot()\n"
+   ],
+   "id": "2f1aeb9076b01e6f",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
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