diff --git a/jupyter/02_calculators.ipynb b/jupyter/02_calculators.ipynb
index 527aa8e..4f53094 100644
--- a/jupyter/02_calculators.ipynb
+++ b/jupyter/02_calculators.ipynb
@@ -12,17 +12,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
    "id": "4651ecec-55a8-48d2-a76e-a5c8487ef569",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2026-03-16T07:37:44.342663665Z",
-     "start_time": "2026-03-16T07:37:44.281900876Z"
-    }
-   },
-   "outputs": [],
+   "metadata": {},
    "source": [
     "from chemaxon import import_mol, logp, logd, pka, hlb\n",
+    "from numpy.random.mtrand import normal\n",
+    "from rdkit.Chem.rdchem import Conformer\n",
     "\n",
     "mol = import_mol('CC(=O)NC1=CC=C(O)C=C1') # paracetamol\n",
     "\n",
@@ -30,19 +25,14 @@
     "print('logD[pH 9.0]:', logd(mol, ph=9.0))\n",
     "print('pKa:         ', pka(mol))\n",
     "print('hlb:         ', hlb(mol))"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": null
   },
   {
    "cell_type": "code",
-   "execution_count": null,
    "id": "a23b02ed-fe3b-419e-95e2-a2fee78abb3f",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2026-03-16T07:30:40.398412454Z",
-     "start_time": "2026-03-16T07:30:38.972522816Z"
-    }
-   },
-   "outputs": [],
+   "metadata": {},
    "source": [
     "from chemaxon import import_mol, pka\n",
     "\n",
@@ -50,26 +40,26 @@
     "\n",
     "pka_result = pka(mol)\n",
     "pka_result.structure"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": null
   },
   {
    "cell_type": "code",
-   "execution_count": null,
    "id": "657e9aeb-8a20-47cd-8443-3df87c474e07",
    "metadata": {},
-   "outputs": [],
    "source": [
     "import sys\n",
     "\n",
     "!{sys.executable} -m pip install matplotlib"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": null
   },
   {
    "cell_type": "code",
-   "execution_count": null,
    "id": "51086e75-7995-4010-96ef-b96444770342",
    "metadata": {},
-   "outputs": [],
    "source": [
     "from chemaxon import logd_ph_range, PhRange\n",
     "import matplotlib.pyplot as pyplt\n",
@@ -79,7 +69,9 @@
     "pyplt.title(\"logD by pH\")\n",
     "pyplt.xlabel(\"pH\")\n",
     "pyplt.ylabel(\"logD\")"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": null
   },
   {
    "cell_type": "markdown",
@@ -93,10 +85,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
    "id": "bc97b4ee-ecc0-41da-b0c1-de15e3dde46b",
    "metadata": {},
-   "outputs": [],
    "source": [
     "from chemaxon import evaluate\n",
     "\n",
@@ -106,7 +96,9 @@
     "print('Fsp3:      ', evaluate(mol, \"fsp3()\"))\n",
     "print('logP:      ', evaluate(mol, \"logP()\"))\n",
     "print('logS:      ', evaluate(mol, \"logS()\"))"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": null
   },
   {
    "cell_type": "markdown",
@@ -118,14 +110,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
    "id": "edca4a1e-dda0-41e4-9a3c-1062765dcb24",
    "metadata": {},
-   "outputs": [],
    "source": [
     "warfarin = import_mol(\"warfarin\")\n",
     "import_mol(evaluate(warfarin, \"molFormat(genericTautomer(), 'smarts')\"))"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": null
   },
   {
    "cell_type": "markdown",
@@ -137,64 +129,54 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
    "id": "abf54870-2e45-4bb6-a317-95cb3006ce92",
    "metadata": {
     "scrolled": true
    },
-   "outputs": [],
    "source": [
     "import sys\n",
     "\n",
     "!{sys.executable} -m pip install pandas matplotlib"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": null
   },
   {
    "cell_type": "code",
-   "execution_count": null,
    "id": "a72c8cd9-154c-450e-80a4-58ad8a44d92c",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2026-03-16T07:44:59.388750945Z",
-     "start_time": "2026-03-16T07:44:59.329950593Z"
-    }
-   },
-   "outputs": [],
+   "metadata": {},
    "source": [
     "import pandas\n",
     "\n",
     "mols = pandas.read_table('nci1000.smiles', names=['SMILES', 'NCI_ID'])\n",
     "mols"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": null
   },
   {
    "cell_type": "code",
-   "execution_count": null,
    "id": "4e7eace2-925b-4b32-b8f4-cde853fbf7ff",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2026-03-16T07:30:08.992554897Z",
-     "start_time": "2026-03-16T07:30:04.107512383Z"
-    }
-   },
-   "outputs": [],
+   "metadata": {},
    "source": [
     "mols['LOGP'] = mols.apply(lambda row: round(logp(import_mol(row['SMILES'])), 2), axis = 'columns')\n",
     "mols['LOGD[3.0]'] = mols.apply(lambda row: logd(import_mol(row['SMILES']), ph=3.0), axis = 'columns')\n",
     "mols['LOGD[7.4]'] = mols.apply(lambda row: logd(import_mol(row['SMILES']), ph=7.4), axis = 'columns')\n",
     "mols['LOGD[11.0]'] = mols.apply(lambda row: logd(import_mol(row['SMILES']), ph=11.0), axis = 'columns')\n",
     "mols"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": null
   },
   {
    "cell_type": "code",
-   "execution_count": null,
    "id": "1eb642b1-4087-4f7e-90f6-6d0cc6891abe",
    "metadata": {},
-   "outputs": [],
    "source": [
     "mols.hist(['LOGP', 'LOGD[3.0]', 'LOGD[7.4]', 'LOGD[11.0]'], bins=50)"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": null
   },
   {
    "cell_type": "markdown",
@@ -214,15 +196,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
    "id": "283cae5aef6dbd02",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2026-03-16T07:51:06.979709769Z",
-     "start_time": "2026-03-16T07:51:06.856689261Z"
-    }
-   },
-   "outputs": [],
+   "metadata": {},
    "source": [
     "from chemaxon import herg_classification, herg_activity, bbb, cns_mpo\n",
     "\n",
@@ -232,19 +207,14 @@
     "print('HERG activity:      ', herg_activity(mol).value)\n",
     "print('BBB score:          ', bbb(mol).score)\n",
     "print('CNS MPO score:      ', cns_mpo(mol).score)"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": null
   },
   {
    "cell_type": "code",
-   "execution_count": null,
    "id": "b919537734868299",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2026-03-16T07:47:48.713812526Z",
-     "start_time": "2026-03-16T07:47:46.021149489Z"
-    }
-   },
-   "outputs": [],
+   "metadata": {},
    "source": [
     "mols_admet = pandas.read_table('nci50.smiles', names=['SMILES', 'NCI_ID'])\n",
     "\n",
@@ -254,7 +224,9 @@
     "mols_admet['CNS MPO score'] = mols_admet.apply(lambda row: cns_mpo(import_mol(row['SMILES'])).score, axis = 'columns')\n",
     "\n",
     "mols_admet"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": null
   },
   {
    "cell_type": "markdown",
@@ -266,18 +238,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
    "id": "e832650c7a89f47f",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2026-03-16T07:49:29.758151366Z",
-     "start_time": "2026-03-16T07:49:29.706743346Z"
-    }
-   },
-   "outputs": [],
+   "metadata": {},
    "source": [
     "mols_admet.filter(items=['SMILES', 'NCI_ID', 'HERG classification', 'HERG activity']).query('`HERG classification` == \"TOXIC\"')"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": null
   },
   {
    "cell_type": "markdown",
@@ -289,15 +256,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
    "id": "4d623f46db883daf",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2026-03-16T08:32:16.587113874Z",
-     "start_time": "2026-03-16T08:32:16.546646690Z"
-    }
-   },
-   "outputs": [],
+   "metadata": {},
    "source": [
     "from chemaxon import isoelectric_point\n",
     "\n",
@@ -308,19 +268,14 @@
     "print('Isoelectric point of glycine: ', res.isoelectric_point)\n",
     "print('Charge distributions: \\n', res.charge_distributions)\n",
     "print()"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": null
   },
   {
    "cell_type": "code",
-   "execution_count": null,
    "id": "efa7a82fc57b8f03",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2026-03-16T09:02:42.633423104Z",
-     "start_time": "2026-03-16T09:02:42.579911400Z"
-    }
-   },
-   "outputs": [],
+   "metadata": {},
    "source": [
     "from chemaxon import PhRange\n",
     "\n",
@@ -332,34 +287,182 @@
     "\n",
     "df = pandas.DataFrame(rows)\n",
     "df"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": null
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "### **Conformer calculation**",
+   "id": "93caaa3fa88c81a2"
   },
   {
+   "metadata": {},
    "cell_type": "code",
-   "execution_count": null,
-   "id": "07b2160b-1162-4c08-afa5-40d0197fccec",
+   "source": [
+    "#helper function to show the result of the conformer and tautomer calculation\n",
+    "def display_result(result: list):\n",
+    "    for res in result:\n",
+    "        display(res[0])\n",
+    "        print(res[1])\n",
+    "        \n",
+    "from chemaxon import import_mol, conformers\n",
+    "\n",
+    "mol = import_mol(\"OC1CC(O)CCC1\")\n",
+    "result = conformers(mol)\n",
+    "display_result(result)"
+   ],
+   "id": "153fe02e877229e7",
+   "outputs": [],
+   "execution_count": null
+  },
+  {
    "metadata": {},
+   "cell_type": "code",
+   "source": [
+    "from chemaxon import ConformerOptions, ConformerForceField, ConformerEnergyUnit, ConformerOptimization\n",
+    "\n",
+    "options = ConformerOptions()\n",
+    "options.max_number_of_conformers = 3\n",
+    "options.energy_unit = ConformerEnergyUnit.KJ_PER_MOL\n",
+    "options.force_field = ConformerForceField.MMFF94\n",
+    "options.optimization_limit = ConformerOptimization.VERY_STRICT\n",
+    "result = conformers(mol, options=options)\n",
+    "display_result(result)"
+   ],
+   "id": "52a2f4bedcb9ef20",
    "outputs": [],
-   "source": []
+   "execution_count": null
   },
   {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "### **Solubility calculation**",
+   "id": "22c3ba6d23fe3dfe"
+  },
+  {
+   "metadata": {},
    "cell_type": "code",
-   "execution_count": null,
-   "id": "8b391de8a48db2d5",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2026-03-16T09:01:30.686598128Z",
-     "start_time": "2026-03-16T09:01:30.503011191Z"
-    }
-   },
+   "source": [
+    "from chemaxon import import_mol, solubility\n",
+    "\n",
+    "mol_str = \"CC(=O)OC1=CC=CC=C1C(O)=O\"\n",
+    "mol = import_mol(mol_str)\n",
+    "solubility(mol)"
+   ],
+   "id": "e1eef8678004a2da",
+   "outputs": [],
+   "execution_count": null
+  },
+  {
+   "metadata": {},
+   "cell_type": "code",
+   "source": [
+    "from chemaxon import solubility_ph_range, PhRange\n",
+    "from chemaxon.calculations.solubility import SolubilityUnit\n",
+    "\n",
+    "result = solubility_ph_range(mol, PhRange(0.0, 14.0, 1.0), unit = SolubilityUnit.MOL_PER_L)\n",
+    "rows = []\n",
+    "for res in result:\n",
+    "    rows.append({'pH': res.ph, 'Solubility': res.solubility})\n",
+    "\n",
+    "df = pandas.DataFrame(rows)\n",
+    "df"
+   ],
+   "id": "4e923e7caab4bc93",
    "outputs": [],
+   "execution_count": null
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "### **Tautomer calculation**",
+   "id": "b5175c4fd4d84274"
+  },
+  {
+   "metadata": {},
+   "cell_type": "code",
+   "source": [
+    "from chemaxon import import_mol, all_tautomers, dominant_tautomer_distribution, canonical_tautomer, major_tautomer, TautomerAdvancedOptions\n",
+    "\n",
+    "mol = import_mol(\"OC1=NC=CC2=CC=NC=C12\")\n",
+    "result = all_tautomers(mol)\n",
+    "for res in result:\n",
+    "    display(res)"
+   ],
+   "id": "f3af005d1832bb69",
+   "outputs": [],
+   "execution_count": null
+  },
+  {
+   "metadata": {},
+   "cell_type": "code",
+   "source": [
+    "mol = import_mol(\"CC1=CNCC(O)=C1\")\n",
+    "result = dominant_tautomer_distribution(mol)\n",
+    "display_result(result)"
+   ],
+   "id": "b5c1b85e30fa50a8",
+   "outputs": [],
+   "execution_count": null
+  },
+  {
+   "metadata": {},
+   "cell_type": "code",
+   "source": [
+    "mol = import_mol(\"OC1N(S)CC=CC1=O\")\n",
+    "canonical_tautomer(mol, normal=True)"
+   ],
+   "id": "e973360c5ab8dba0",
+   "outputs": [],
+   "execution_count": null
+  },
+  {
+   "metadata": {},
+   "cell_type": "code",
+   "source": [
+    "mol = import_mol(\"OC1=NC=CC2=CC=NC=C12\")\n",
+    "major_tautomer(mol, ph=14.0)"
+   ],
+   "id": "29d55dab2d287549",
+   "outputs": [],
+   "execution_count": null
+  },
+  {
+   "metadata": {},
+   "cell_type": "code",
+   "source": [
+    "mol = import_mol(\"CC(=O)\\C=C(/O)CC1=CC=CC=C1\")\n",
+    "advanced_options = TautomerAdvancedOptions()\n",
+    "advanced_options.protect_double_bond_stereo = True\n",
+    "major_tautomer(mol, options=advanced_options)"
+   ],
+   "id": "e6001e311478c464",
+   "outputs": [],
+   "execution_count": null
+  },
+  {
+   "metadata": {},
+   "cell_type": "code",
+   "source": "",
+   "id": "f9dbdbb6dd0578db",
+   "outputs": [],
+   "execution_count": null
+  },
+  {
+   "metadata": {},
+   "cell_type": "code",
    "source": [
     "#!{sys.executable} -m pip install matplotlib\n",
     "\n",
     "import matplotlib\n",
     "\n",
     "df.plot(x='pH', y='Charge distribution', kind='line', marker='o', title='Charge Distribution vs pH for Glycine', grid=True)"
-   ]
+   ],
+   "id": "191f6fbd86484972",
+   "outputs": [],
+   "execution_count": null
   }
  ],
  "metadata": {
diff --git a/jupyter/09_reactor.ipynb b/jupyter/09_reactor.ipynb
new file mode 100644
index 0000000..38ab588
--- /dev/null
+++ b/jupyter/09_reactor.ipynb
@@ -0,0 +1,651 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "c14515e93baf5370",
+   "metadata": {},
+   "source": [
+    "### **Reactor**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "id": "c817e7513f5c6d3c",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2026-05-18T13:12:28.068750Z",
+     "start_time": "2026-05-18T13:12:28.055630Z"
+    }
+   },
+   "source": [
+    "#Helper function to show the reactor results\n",
+    "\n",
+    "def display_result(result: list):\n",
+    "    for r in range(len(result)):\n",
+    "        print(r + 1, \". result\", sep=\"\")\n",
+    "        for i in range(len(result[r].product_sets)):\n",
+    "            print(\"  \", i + 1, \". product set:\", sep=\"\")\n",
+    "            for j in range(len(result[r].product_sets[i].products)):\n",
+    "                print(\"    \", j + 1, \". product\", sep=\"\")\n",
+    "                display(result[r].product_sets[i].products[j])"
+   ],
+   "outputs": [],
+   "execution_count": 35
+  },
+  {
+   "metadata": {
+    "SqlCellData": {
+     "variableName$1": "df_sql1"
+    }
+   },
+   "cell_type": "code",
+   "outputs": [],
+   "execution_count": null,
+   "source": "%%sql\n",
+   "id": "28cacdcac20b0577"
+  },
+  {
+   "cell_type": "code",
+   "id": "eb1f9f42-ff7d-49dc-80a3-af87bb62f52d",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2026-05-18T13:07:26.255453Z",
+     "start_time": "2026-05-18T13:07:26.163179Z"
+    }
+   },
+   "source": [
+    "from chemaxon import import_mol, export_mol, single_input, parallel, Mode, ReactorOptions, ResultType, ReactionRules\n",
+    "\n",
+    "reactants1 = [import_mol(\"CC(O)=O\"), import_mol(\"CCC(O)=O\")]\n",
+    "reactants2 = [import_mol(\"CO\"), import_mol(\"CCCCO\")]\n",
+    "reaction = import_mol(\"[H:5][O:4][CH:1]=[O:2].[H:7][O:6][CH3:8]>>[CH3:8][O:6][CH:1]=[O:2]\")\n",
+    "display(reaction)"
+   ],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Molecule(_source='[H:5][O:4][CH:1]=[O:2].[H:7][O:6][CH3:8]>>[CH3:8][O:6][CH:1]=[O:2]', _format='', _to_svg=<function _to_svg at 0x10f027a00>, bonds=(Bond(type=1, atoms=(0, 1)), Bond(type=1, atoms=(1, 2)), Bond(type=2, atoms=(2, 3)), Bond(type=1, atoms=(4, 5)), Bond(type=1, atoms=(5, 6)), Bond(type=1, atoms=(7, 8)), Bond(type=1, atoms=(8, 9)), Bond(type=2, atoms=(9, 10))), atoms=(Atom(symbol='H', atom_number=1, mass_number=0, mapping=5, bonds=(Bond(type=1, atoms=(0, 1)),)), Atom(symbol='O', atom_number=8, mass_number=0, mapping=4, bonds=(Bond(type=1, atoms=(0, 1)), Bond(type=1, atoms=(1, 2)))), Atom(symbol='C', atom_number=6, mass_number=0, mapping=1, bonds=(Bond(type=1, atoms=(1, 2)), Bond(type=2, atoms=(2, 3)))), Atom(symbol='O', atom_number=8, mass_number=0, mapping=2, bonds=(Bond(type=2, atoms=(2, 3)),)), Atom(symbol='H', atom_number=1, mass_number=0, mapping=7, bonds=(Bond(type=1, atoms=(4, 5)),)), Atom(symbol='O', atom_number=8, mass_number=0, mapping=6, bonds=(Bond(type=1, atoms=(4, 5)), Bond(type=1, atoms=(5, 6)))), Atom(symbol='C', atom_number=6, mass_number=0, mapping=8, bonds=(Bond(type=1, atoms=(5, 6)),)), Atom(symbol='C', atom_number=6, mass_number=0, mapping=8, bonds=(Bond(type=1, atoms=(7, 8)),)), Atom(symbol='O', atom_number=8, mass_number=0, mapping=6, bonds=(Bond(type=1, atoms=(7, 8)), Bond(type=1, atoms=(8, 9)))), Atom(symbol='C', atom_number=6, mass_number=0, mapping=1, bonds=(Bond(type=1, atoms=(8, 9)), Bond(type=2, atoms=(9, 10)))), Atom(symbol='O', atom_number=8, mass_number=0, mapping=2, bonds=(Bond(type=2, atoms=(9, 10)),))), native_handle=197, _to_str=<function _to_str at 0x10f027b60>, properties={})"
+      ],
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+     },
+     "metadata": {},
+     "output_type": "display_data",
+     "jetTransient": {
+      "display_id": null
+     }
+    }
+   ],
+   "execution_count": 24
+  },
+  {
+   "cell_type": "code",
+   "id": "465167d7-198a-4717-b9ac-d30cb0c627e2",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2026-05-18T13:12:31.421163Z",
+     "start_time": "2026-05-18T13:12:31.381652Z"
+    }
+   },
+   "source": [
+    "result = single_input(reaction, [reactants1[0], reactants2[0]])\n",
+    "display_result([result])"
+   ],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1. result\n",
+      "  1. product set:\n",
+      "    1. product\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
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+     },
+     "metadata": {},
+     "output_type": "display_data",
+     "jetTransient": {
+      "display_id": null
+     }
+    }
+   ],
+   "execution_count": 36
+  },
+  {
+   "cell_type": "code",
+   "id": "bc00c94a-a31a-4afa-b670-66a77a8c6e55",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2026-05-18T13:12:36.495551Z",
+     "start_time": "2026-05-18T13:12:36.303127Z"
+    }
+   },
+   "source": [
+    "result = parallel(Mode.SEQUENTIAL, reaction, [reactants1, reactants2])\n",
+    "display_result(result)"
+   ],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1. result\n",
+      "  1. product set:\n",
+      "    1. product\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
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+     },
+     "metadata": {},
+     "output_type": "display_data",
+     "jetTransient": {
+      "display_id": null
+     }
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. result\n",
+      "  1. product set:\n",
+      "    1. product\n"
+     ]
+    },
+    {
+     "data": {
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+     },
+     "metadata": {},
+     "output_type": "display_data",
+     "jetTransient": {
+      "display_id": null
+     }
+    }
+   ],
+   "execution_count": 37
+  },
+  {
+   "cell_type": "code",
+   "id": "0f6bc873-2fd3-4a89-89f6-7c019f9cb4ab",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2026-05-18T13:12:39.565737Z",
+     "start_time": "2026-05-18T13:12:39.475707Z"
+    }
+   },
+   "source": [
+    "result = parallel(Mode.COMBINATORIAL, reaction, [reactants1, reactants2])\n",
+    "display_result(result)"
+   ],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1. result\n",
+      "  1. product set:\n",
+      "    1. product\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
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+     },
+     "metadata": {},
+     "output_type": "display_data",
+     "jetTransient": {
+      "display_id": null
+     }
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. result\n",
+      "  1. product set:\n",
+      "    1. product\n"
+     ]
+    },
+    {
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+      "display_id": null
+     }
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. result\n",
+      "  1. product set:\n",
+      "    1. product\n"
+     ]
+    },
+    {
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+     "output_type": "display_data",
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+      "display_id": null
+     }
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "4. result\n",
+      "  1. product set:\n",
+      "    1. product\n"
+     ]
+    },
+    {
+     "data": {
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+     "metadata": {},
+     "output_type": "display_data",
+     "jetTransient": {
+      "display_id": null
+     }
+    }
+   ],
+   "execution_count": 38
+  },
+  {
+   "cell_type": "code",
+   "id": "afaee5f6-ff1d-445b-b1ba-5eabc8dee808",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2026-05-18T13:12:46.315266Z",
+     "start_time": "2026-05-18T13:12:46.211055Z"
+    }
+   },
+   "source": [
+    "all_reactants = [[reactants1[0], reactants1[1]], [reactants1[0], reactants2[1]]]\n",
+    "result = parallel(Mode.SEQUENTIAL, reaction, all_reactants)\n",
+    "print(\"Results without reaction rules\")\n",
+    "display_result(result)\n",
+    "\n",
+    "print(\"Results with reaction rules\")\n",
+    "rules = ReactionRules()\n",
+    "rules.reactivity = \"match(reactant(1), alcohol) or match(reactant(1), phenol)\"\n",
+    "result = parallel(Mode.SEQUENTIAL, reaction, all_reactants, rules=rules)\n",
+    "display_result(result)"
+   ],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Results without reaction rules\n",
+      "1. result\n",
+      "  1. product set:\n",
+      "    1. product\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
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+     },
+     "metadata": {},
+     "output_type": "display_data",
+     "jetTransient": {
+      "display_id": null
+     }
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. result\n",
+      "  1. product set:\n",
+      "    1. product\n"
+     ]
+    },
+    {
+     "data": {
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+      "display_id": null
+     }
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Results with reaction rules\n",
+      "1. result\n",
+      "  1. product set:\n",
+      "    1. product\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
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+     },
+     "metadata": {},
+     "output_type": "display_data",
+     "jetTransient": {
+      "display_id": null
+     }
+    }
+   ],
+   "execution_count": 39
+  },
+  {
+   "cell_type": "code",
+   "id": "fe6b91db-2f30-4293-836e-708d320dedba",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2026-05-18T13:12:52.154959Z",
+     "start_time": "2026-05-18T13:12:52.077864Z"
+    }
+   },
+   "source": [
+    "options = ReactorOptions()\n",
+    "options.reverse = True\n",
+    "options.result_type = ResultType.REACTION\n",
+    "reverse_reactants = [[import_mol(\"COC(C)=O\"), import_mol(\"CCCCOC(C)=O\")]]\n",
+    "result = parallel(Mode.SEQUENTIAL, reaction, reverse_reactants, options=options)\n",
+    "display_result(result)"
+   ],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1. result\n",
+      "  1. product set:\n",
+      "    1. product\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
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+     "metadata": {},
+     "output_type": "display_data",
+     "jetTransient": {
+      "display_id": null
+     }
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. result\n",
+      "  1. product set:\n",
+      "    1. product\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
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+  {
+   "cell_type": "code",
+   "id": "bcae6f33-85c4-410d-b5ce-dbe37d9cb77e",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2026-05-18T13:12:57.487807Z",
+     "start_time": "2026-05-18T13:12:57.323528Z"
+    }
+   },
+   "source": [
+    "reaction = import_mol(\"[H:5][O:4][CH:1]=[O:2].[H:7][O:6][CH3:8]>>[CH3:8][O:6][CH:1]=[O:2]\")\n",
+    "all_reactant = [[import_mol(\"OC(=O)CCCCC(CCC(O)=O)CC(O)=O\")], [import_mol(\"CCO\")]]\n",
+    "options = ReactorOptions()\n",
+    "print(\"Ratio 1:1\")\n",
+    "options.ratio = [1, 1]\n",
+    "result = parallel(Mode.SEQUENTIAL, reaction, all_reactant, options=options)\n",
+    "display_result(result)\n",
+    "\n",
+    "print(\"Ratio 1:2\")\n",
+    "options.ratio = [1, 2]\n",
+    "result = parallel(Mode.SEQUENTIAL, reaction, all_reactant, options=options)\n",
+    "display_result(result)\n",
+    "\n",
+    "print(\"Ratio 1:3\")\n",
+    "options.ratio = [1, 3]\n",
+    "result = parallel(Mode.SEQUENTIAL, reaction, all_reactant, options=options)\n",
+    "display_result(result)"
+   ],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Ratio 1:1\n",
+      "1. result\n",
+      "  1. product set:\n",
+      "    1. product\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
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+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "  2. product set:\n",
+      "    1. product\n"
+     ]
+    },
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+    {
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+     "output_type": "stream",
+     "text": [
+      "  3. product set:\n",
+      "    1. product\n"
+     ]
+    },
+    {
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+     "output_type": "display_data",
+     "jetTransient": {
+      "display_id": null
+     }
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Ratio 1:2\n",
+      "1. result\n",
+      "  1. product set:\n",
+      "    1. product\n"
+     ]
+    },
+    {
+     "data": {
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+     "text": [
+      "  2. product set:\n",
+      "    1. product\n"
+     ]
+    },
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+     "output_type": "display_data",
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+      "display_id": null
+     }
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "  3. product set:\n",
+      "    1. product\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
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+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Ratio 1:3\n",
+      "1. result\n",
+      "  1. product set:\n",
+      "    1. product\n"
+     ]
+    },
+    {
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