Merge pull request #619 from Aru12345/main

Added Mediterranean Banter notebook to community-contributions

week2/community-contributions/AddingGeminiToDropdown.ipynb

@@ -0,0 +1,223 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "057bc09f-a682-4b72-97ed-c69ddef3f03e",
+   "metadata": {},
+   "source": [
+    "# Gemini to Dropdown"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d66eb067-7bae-4145-b613-6da2f40fbf27",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import requests\n",
+    "from bs4 import BeautifulSoup\n",
+    "from typing import List\n",
+    "from dotenv import load_dotenv\n",
+    "from openai import OpenAI\n",
+    "import google.generativeai as genai\n",
+    "import anthropic"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e36f8a93-8a65-48f2-bcad-7c47dd72ef3a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import gradio as gr "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8a5ec1b0-f5b4-46d2-abb0-b28b73cc4d28",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "load_dotenv(override=True)\n",
+    "openai_api_key = os.getenv('OPENAI_API_KEY')\n",
+    "anthropic_api_key = os.getenv('ANTHROPIC_API_KEY')\n",
+    "google_api_key = os.getenv('GOOGLE_API_KEY')\n",
+    "\n",
+    "if openai_api_key:\n",
+    "    print(f\"OpenAI API Key exists and begins {openai_api_key[:8]}\")\n",
+    "else:\n",
+    "    print(\"OpenAI API Key not set\")\n",
+    "    \n",
+    "if anthropic_api_key:\n",
+    "    print(f\"Anthropic API Key exists and begins {anthropic_api_key[:7]}\")\n",
+    "else:\n",
+    "    print(\"Anthropic API Key not set\")\n",
+    "\n",
+    "if google_api_key:\n",
+    "    print(f\"Google API Key exists and begins {google_api_key[:8]}\")\n",
+    "else:\n",
+    "    print(\"Google API Key not set\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "26d0099c-890f-4358-8c1d-7a708abcb105",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "openai = OpenAI()\n",
+    "\n",
+    "claude = anthropic.Anthropic()\n",
+    "\n",
+    "google.generativeai.configure()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6606bfdb-964e-4d6f-b2a1-5017b99aa23d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "system_message = \"You are a helpful assistant\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e0cfb96a-2dbe-4228-8efb-75947dbc3228",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def stream_gpt(prompt):\n",
+    "    messages = [\n",
+    "        {\"role\": \"system\", \"content\": system_message},\n",
+    "        {\"role\": \"user\", \"content\": prompt}\n",
+    "      ]\n",
+    "    stream = openai.chat.completions.create(\n",
+    "        model='gpt-4o-mini',\n",
+    "        messages=messages,\n",
+    "        stream=True\n",
+    "    )\n",
+    "    result = \"\"\n",
+    "    for chunk in stream:\n",
+    "        result += chunk.choices[0].delta.content or \"\"\n",
+    "        yield result"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9008a15d-0ee8-44e0-b123-225e7148113e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def stream_claude(prompt):\n",
+    "    result = claude.messages.stream(\n",
+    "        model=\"claude-3-haiku-20240307\",\n",
+    "        max_tokens=1000,\n",
+    "        temperature=0.7,\n",
+    "        system=system_message,\n",
+    "        messages=[\n",
+    "            {\"role\": \"user\", \"content\": prompt},\n",
+    "        ],\n",
+    "    )\n",
+    "    response = \"\"\n",
+    "    with result as stream:\n",
+    "        for text in stream.text_stream:\n",
+    "            response += text or \"\"\n",
+    "            yield response"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "378ad12e-6645-4647-807c-00995e360268",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def stream_gemini(prompt):\n",
+    "    gemini = genai.GenerativeModel(\n",
+    "        model_name=\"gemini-2.0-flash\",\n",
+    "        system_instruction=system_message\n",
+    "    )\n",
+    "    \n",
+    "    stream = gemini.generate_content(prompt, stream=True)\n",
+    "    \n",
+    "    result = \"\"\n",
+    "    for chunk in stream:\n",
+    "        try:\n",
+    "            part = chunk.text\n",
+    "            if part:\n",
+    "                result += part\n",
+    "                yield result   \n",
+    "        except Exception as e:\n",
+    "            print(\"Chunk error:\", e)\n",
+    "    \n",
+    "    \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fd50e143-eead-49b1-8ea3-b440becd4bc9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def stream_model(prompt, model):\n",
+    "    if model==\"GPT\":\n",
+    "        result = stream_gpt(prompt)\n",
+    "    elif model==\"Claude\":\n",
+    "        result = stream_claude(prompt)\n",
+    "    elif model==\"Gemini\":\n",
+    "        result = stream_gemini(prompt)\n",
+    "    else:\n",
+    "        raise ValueError(\"Unknown model\")\n",
+    "    yield from result"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c7fc9cb4-fbb8-4301-86a6-96c90f67eb3b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "view = gr.Interface(\n",
+    "    fn=stream_model,\n",
+    "    inputs=[gr.Textbox(label=\"Your message:\"), gr.Dropdown([\"GPT\", \"Claude\",\"Gemini\"], label=\"Select model\", value=\"GPT\")],\n",
+    "    outputs=[gr.Markdown(label=\"Response:\")],\n",
+    "    flagging_mode=\"never\"\n",
+    ")\n",
+    "view.launch()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.11.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

week2/community-contributions/Mediterranean Banter.ipynb

@@ -0,0 +1,252 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "9ab6f493-026f-4950-b244-22c5251b8daa",
+   "metadata": {},
+   "source": [
+    "# Mediterranean Banter"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4568bc63-679e-4ea1-a9c9-b85dfc386ec7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "from dotenv import load_dotenv\n",
+    "from openai import OpenAI\n",
+    "import anthropic\n",
+    "from IPython.display import Markdown, display, update_display"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7a852bee-76e6-4538-89a3-0702c2d5f05c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import google.generativeai"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c843ac74-4797-4bd0-bed2-dfcaa2f98c41",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "load_dotenv(override=True)\n",
+    "openai_api_key = os.getenv('OPENAI_API_KEY')\n",
+    "anthropic_api_key = os.getenv('ANTHROPIC_API_KEY')\n",
+    "google_api_key = os.getenv('GOOGLE_API_KEY')\n",
+    "\n",
+    "if openai_api_key:\n",
+    "    print(f\"OpenAI API Key exists and begins {openai_api_key[:8]}\")\n",
+    "else:\n",
+    "    print(\"OpenAI API Key not set\")\n",
+    "    \n",
+    "if anthropic_api_key:\n",
+    "    print(f\"Anthropic API Key exists and begins {anthropic_api_key[:7]}\")\n",
+    "else:\n",
+    "    print(\"Anthropic API Key not set\")\n",
+    "\n",
+    "if google_api_key:\n",
+    "    print(f\"Google API Key exists and begins {google_api_key[:8]}\")\n",
+    "else:\n",
+    "    print(\"Google API Key not set\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e4181018-1818-47fa-a3fb-554627a63f69",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "openai = OpenAI()\n",
+    "\n",
+    "claude = anthropic.Anthropic()\n",
+    "\n",
+    "google.generativeai.configure()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "19f833c8-e183-469c-a8c8-1c014889a15d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "gpt_model_spain = \"gpt-4.1-mini\"\n",
+    "claude_model_italy = \"claude-3-5-haiku-latest\"\n",
+    "gemini_model_france = \"gemini-2.0-flash\"\n",
+    "\n",
+    "gpt_system_spain = \"You are a chatbot who is very argumentative; \\\n",
+    "you disagree with anything other than how beautiful and great South of Spain is.\"\n",
+    "\n",
+    "claude_system_italy = \"You are a very polite, courteous chatbot but you favour south of Italy prasing Amalfi Coast.\"\n",
+    "\n",
+    "gemini_system_france = \"You are neutral. You always accept what other people say and never try to put down other people thoughts.Although, you politely try to include that South of France is beautiful\"\n",
+    "\n",
+    "gpt_messages_spain = [\"Hi there, nothing beats the beauty of Spain and its wonderful beaches.\"]\n",
+    "claude_messages_italy = [\"I agree. I admire the Southern Part of Spain but its not as pretty as Amalfi Coast.\"]\n",
+    "gemini_messages_france = [\"Well, both are good and so is the French Riveria.\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2d426b95-5e7c-49aa-a5a1-9613296eb0d0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def call_gpt():\n",
+    "    messages = [{\"role\": \"system\", \"content\": gpt_system_spain}]\n",
+    "    for gpt, claude,gemini in zip(gpt_messages_spain, claude_messages_italy,gemini_messages_france):\n",
+    "        messages.append({\"role\": \"assistant\", \"content\": gpt})\n",
+    "        messages.append({\"role\": \"user\", \"content\": claude})\n",
+    "        messages.append({\"role\": \"user\", \"content\": gemini})\n",
+    "    completion = openai.chat.completions.create(\n",
+    "        model=gpt_model_spain,\n",
+    "        messages=messages\n",
+    "    )\n",
+    "    return completion.choices[0].message.content"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3fc9a696-3145-4f37-873b-539647f2fc0b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "call_gpt()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "63910faa-a122-4261-82a0-7530c6c5749a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def call_claude():\n",
+    "    messages = []\n",
+    "    for gpt_spain, claude_italy,gemini_france in zip(gpt_messages_spain, claude_messages_italy,gemini_messages_france):\n",
+    "        messages.append({\"role\": \"user\", \"content\": gpt_spain})\n",
+    "        messages.append({\"role\": \"user\", \"content\": gemini_france})\n",
+    "        messages.append({\"role\": \"assistant\", \"content\": claude_italy})\n",
+    "    messages.append({\"role\": \"user\", \"content\": gpt_messages_spain[-1]})\n",
+    "    messages.append({\"role\": \"user\", \"content\": gemini_messages_france[-1]})\n",
+    "    message = claude.messages.create(\n",
+    "        model=claude_model_italy,\n",
+    "        system=claude_system_italy,\n",
+    "        messages=messages,\n",
+    "        max_tokens=500\n",
+    "    )\n",
+    "    return message.content[0].text"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d3ab6aa2-a462-4fb3-bb6a-dc6b971827fa",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "call_claude()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "114cb7eb-0915-46ac-b285-e40acf4a9ffb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def call_gemini():\n",
+    "    messages=[]\n",
+    "    for gpt_spain, claude_italy,gemini_france in zip(gpt_messages_spain, claude_messages_italy,gemini_messages_france):\n",
+    "        messages.append({\"role\": \"user\", \"content\": gpt_spain})\n",
+    "        messages.append({\"role\": \"user\", \"content\": claude_italy})\n",
+    "        messages.append({\"role\": \"assistant\", \"content\": gemini_france})\n",
+    "    messages.append({\"role\": \"user\", \"content\": gpt_messages_spain[-1]})\n",
+    "    messages.append({\"role\": \"user\", \"content\": claude_messages_italy[-1]})\n",
+    "    gemini = google.generativeai.GenerativeModel(\n",
+    "        model_name='gemini-2.0-flash',\n",
+    "        system_instruction=gemini_system_france\n",
+    "    )\n",
+    "    dialogue_text = \"\\n\".join(f\"{m['role']}: {m['content']}\" for m in messages)\n",
+    "    response = gemini.generate_content(dialogue_text)\n",
+    "    return response.text\n",
+    "    \n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e3acf708-f9b1-4a6d-b3e1-823c96d00555",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "call_gemini()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c103430e-68c7-4cc6-8a43-6b5aec7fdc96",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "gpt_messages_spain = [\"Hi there, nothing beats the beauty of Spain and its wonderful beaches.\"]\n",
+    "claude_messages_italy = [\"I agree. I admire the Southern Part of Spain but its not as pretty as Amalfi Coast.\"]\n",
+    "gemini_messages_france = [\"Well, both are good and so is the French Riveria.\"]\n",
+    "\n",
+    "print(f\"GPT:\\n{gpt_messages_spain[0]}\\n\")\n",
+    "print(f\"Claude:\\n{claude_messages_italy[0]}\\n\")\n",
+    "print(f\"Gemini:\\n{gemini_messages_france[0]}\\n\")\n",
+    "\n",
+    "for i in range(5):\n",
+    "    gpt_next = call_gpt()\n",
+    "    print(f\"GPT:\\n{gpt_next}\\n\")\n",
+    "    gpt_messages_spain.append(gpt_next)\n",
+    "    \n",
+    "    claude_next = call_claude()\n",
+    "    print(f\"Claude:\\n{claude_next}\\n\")\n",
+    "    claude_messages_italy.append(claude_next)\n",
+    "\n",
+    "    gemini_next = call_gemini()\n",
+    "    print(f\"Gemini:\\n{gemini_next}\\n\")\n",
+    "    gemini_messages_france.append(gemini_next)\n",
+    "\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.11.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

week2/community-contributions/SushiRestaurant.ipynb

@@ -0,0 +1,181 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "757905af-7f93-4dca-9526-063bc93a78c7",
+   "metadata": {},
+   "source": [
+    "# Sakana-ya (魚屋) Sushi\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9a6721fb-efca-4412-a0a7-cc8e6c4ced76",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "from dotenv import load_dotenv\n",
+    "from openai import OpenAI\n",
+    "import gradio as gr\n",
+    "import json"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b0fa458f-f73f-491c-b666-95db4b91f571",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "load_dotenv(override=True)\n",
+    "openai_api_key = os.getenv('OPENAI_API_KEY')\n",
+    "anthropic_api_key = os.getenv('ANTHROPIC_API_KEY')\n",
+    "google_api_key = os.getenv('GOOGLE_API_KEY')\n",
+    "\n",
+    "if openai_api_key:\n",
+    "    print(f\"OpenAI API Key exists and begins {openai_api_key[:8]}\")\n",
+    "else:\n",
+    "    print(\"OpenAI API Key not set\")\n",
+    "    \n",
+    "if anthropic_api_key:\n",
+    "    print(f\"Anthropic API Key exists and begins {anthropic_api_key[:7]}\")\n",
+    "else:\n",
+    "    print(\"Anthropic API Key not set\")\n",
+    "\n",
+    "if google_api_key:\n",
+    "    print(f\"Google API Key exists and begins {google_api_key[:8]}\")\n",
+    "else:\n",
+    "    print(\"Google API Key not set\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "aa2846f2-e09c-421d-9774-c04961a79800",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "openai = OpenAI()\n",
+    "MODEL = 'gpt-4o-mini'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7672ecdf-cf50-4b96-887a-b0a4eb5bbbf5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "  \n",
+    "menu = {\n",
+    "    \"Nigiri (1 pc)\": {\n",
+    "        \"Salmon\": 4.25,\n",
+    "        \"Tuna\": 4.75,\n",
+    "        \"Yellowtail\": 5.00,\n",
+    "        \"Eel\": 5.25,\n",
+    "        \"Tamago\": 3.00,\n",
+    "    },\n",
+    "    \"Sashimi (3 pc)\": {\n",
+    "        \"Salmon\": 8.50,\n",
+    "        \"Tuna\": 9.00,\n",
+    "        \"Yellowtail\": 9.50,\n",
+    "        \"Octopus\": 8.00,\n",
+    "    },\n",
+    "    \"Classic Rolls (6 pc)\": {\n",
+    "        \"California\": 6.50,\n",
+    "        \"Spicy Tuna\": 7.50,\n",
+    "        \"Philadelphia\": 7.25,\n",
+    "        \"Cucumber\": 4.50,\n",
+    "        \"Avocado\": 4.75,\n",
+    "    },\n",
+    "    \"Specialty Rolls (8 pc)\": {\n",
+    "        \"Dragon\": 13.50,\n",
+    "        \"Rainbow\": 14.00,\n",
+    "        \"Crunchy Shrimp\": 12.50,\n",
+    "        \"Volcano\": 13.00,\n",
+    "        \"Spider\": 14.50,\n",
+    "    },\n",
+    "    \"Appetizers\": {\n",
+    "        \"Edamame\": 5.00,\n",
+    "        \"Gyoza (5)\": 6.50,\n",
+    "        \"Miso Soup\": 3.00,\n",
+    "        \"Seaweed Salad\": 5.50,\n",
+    "    },\n",
+    "    \"Beverages\": {\n",
+    "        \"Green Tea\": 2.50,\n",
+    "        \"Ramune Soda\": 3.00,\n",
+    "        \"Sparkling Water\": 2.75,\n",
+    "    },\n",
+    "    \"Desserts\": {\n",
+    "        \"Mochi Ice Cream (2)\": 5.00,\n",
+    "        \"Matcha Cheesecake\": 6.50,\n",
+    "    },\n",
+    "    }"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "99914500-3630-4fea-987c-d19c760994c6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def chat(message, history):\n",
+    "    system_message = \"You are a helpful assistant for Sakana-ya (魚屋) Sushi restaurant.\\\n",
+    "    Help out with information and if you dont know something just say you cant help with that.\"\n",
+    "    system_message += json.dumps(menu)\n",
+    "    system_message+=\"If something is not in the menu, we dont serve it.\\\n",
+    "    If we dont have a dish just mention it that we dont offer it. \"\n",
+    "\n",
+    "    sushi_exotic = [\n",
+    "        {\"role\": \"user\", \"content\": \"Do you have aji?\"},\n",
+    "        {\"role\": \"user\", \"content\": \"We currently dont have shun its available only during the season i.e in May.\"},\n",
+    "        {\"role\": \"user\", \"content\": \"What about buri?\"},\n",
+    "        {\"role\": \"user\", \"content\": \"Thats seasonal as well only during December. Do visit us during that time.\"},\n",
+    "        \n",
+    "    ]\n",
+    "    \n",
+    "    messages = [{\"role\": \"system\", \"content\": system_message}]+ sushi_exotic + history + [{\"role\": \"user\", \"content\": message}]\n",
+    "    stream = openai.chat.completions.create(model=MODEL, messages=messages, stream=True)\n",
+    "\n",
+    "    response = \"\"\n",
+    "    for chunk in stream:\n",
+    "        response += chunk.choices[0].delta.content or ''\n",
+    "        yield response"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a5c61d91-abee-4ada-9a42-ae87cf53fcff",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "gr.ChatInterface(fn=chat, type=\"messages\").launch()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.11.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}