diff --git a/Grammar checking/Grammar.ipynb b/Grammar checking/Grammar.ipynb
new file mode 100644
index 0000000..3d2f6a2
--- /dev/null
+++ b/Grammar checking/Grammar.ipynb	
@@ -0,0 +1,230 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "8a157fb8",
+   "metadata": {},
+   "source": [
+    "# Grammar"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "e08cdbd6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import datetime\n",
+    "import os\n",
+    "import openai\n",
+    "import sys\n",
+    "\n",
+    "from dotenv import load_dotenv"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "55d27ebf",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Open AI version: 0.28.1\n"
+     ]
+    }
+   ],
+   "source": [
+    "load_dotenv(\"azure.env\")\n",
+    "\n",
+    "# Azure Open AI\n",
+    "openai.api_type: str = \"azure\"\n",
+    "openai.api_key = os.getenv(\"OPENAI_API_KEY\")\n",
+    "openai.api_base = os.getenv(\"OPENAI_API_BASE\")\n",
+    "openai.api_version = os.getenv(\"OPENAI_API_VERSION\")\n",
+    "\n",
+    "print(\"Open AI version:\", openai.__version__)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "4889c5af",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Today is: 12-Oct-2023 14:55:06\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Today is:\", datetime.datetime.today().strftime(\"%d-%b-%Y %H:%M:%S\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "20f2f778",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'3.10.10 (main, Mar 21 2023, 18:45:11) [GCC 11.2.0]'"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sys.version"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "ed7bc8a5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def grammar(text):\n",
+    "    \"\"\"\n",
+    "    grammar analysis with Azure Open AI\n",
+    "    \"\"\"\n",
+    "    prompt = (\n",
+    "        \"You are a spoken language expert. \\\n",
+    "    You must correct any mispelling or grammar error. Do not add any additional term. This is text to verify: \"\n",
+    "        + text\n",
+    "    )\n",
+    "\n",
+    "    response = openai.Completion.create(\n",
+    "        engine=\"text-davinci-003\",\n",
+    "        prompt=prompt,\n",
+    "        max_tokens=100,\n",
+    "        temperature=0,\n",
+    "    )\n",
+    "\n",
+    "    result = response[\"choices\"][0][\"text\"]\n",
+    "\n",
+    "    return result"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "201fa2ea",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\n",
+      "She didn't go to the market.\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(grammar(\"She no went to the market.\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "b54d1e49",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\n",
+      "I want to be an expert.\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(grammar(\"I want be a expert\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "5d90d29a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\n",
+      "Je vais faire les courses.\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(grammar(\"Je vais faire les course\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "1de88976",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\n",
+      "Ils sont tous partis.\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(grammar(\"Ils sont tous parti\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7a71338d",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3.10 - SDK v2",
+   "language": "python",
+   "name": "python310-sdkv2"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Grammar checking/azure.env b/Grammar checking/azure.env
new file mode 100644
index 0000000..1d22e69
--- /dev/null
+++ b/Grammar checking/azure.env	
@@ -0,0 +1,4 @@
+# Azure Open AI
+OPENAI_API_BASE = "tobereplaced"
+OPENAI_API_KEY = "tobereplaced"
+OPENAI_API_VERSION = "2023-05-15"