{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1a305246-59d9-453e-9903-ca462611f1eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Product</th>\n",
       "      <th>Review</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Queen Size sheet Set</td>\n",
       "      <td>I ordered a king size set.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Waterproof Phone Pcuch</td>\n",
       "      <td>I loved the waterproof sac</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Luxury Air Mattress</td>\n",
       "      <td>This mattress had a small hole in the top</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Pillows Insert</td>\n",
       "      <td>this is the best pillow filters on amazon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Milk Frother Handheld\\nm</td>\n",
       "      <td>I loved this product But they only seem to I</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Product                                         Review\n",
       "0      Queen Size sheet Set                     I ordered a king size set.\n",
       "1    Waterproof Phone Pcuch                     I loved the waterproof sac\n",
       "2       Luxury Air Mattress      This mattress had a small hole in the top\n",
       "3            Pillows Insert      this is the best pillow filters on amazon\n",
       "4  Milk Frother Handheld\\nm   I loved this product But they only seem to I"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import openai\n",
    "import os\n",
    "\n",
    "from dotenv import load_dotenv, find_dotenv\n",
    "_ = load_dotenv(find_dotenv())\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv('Data.csv')\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8f75bedd-2b00-466a-a00f-bc7c47f2f7a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain.chat_models import ChatOpenAI\n",
    "from langchain.prompts import ChatPromptTemplate\n",
    "from langchain.chains import LLMChain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "edc76aa3-1d1f-41d2-93a9-8297268817ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "llm = ChatOpenAI(temperature=0.9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "27f2d3c9-9601-4b31-8d35-bae9538ee2a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "prompt = ChatPromptTemplate.from_template(\"what is the best name to describe a company that make {product}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "03ef9080-77ba-4406-a402-e4d5b889be47",
   "metadata": {},
   "outputs": [],
   "source": [
    "chain = LLMChain(llm=llm, prompt=prompt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0a172ea1-18ce-407b-bcd9-b4146c5f5610",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"1. Royal Rest\\n2. Majestic Beddings\\n3. Luxurio Linens\\n4. Queen's Haven\\n5. Dreamy Slumber\\n6. Palace Sheets\\n7. Regal Comfort\\n8. Crowned Beddings\\n9. Serene Sleep\\n10. Imperial Linens\""
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "product = \"Queen Size Sheet Set\"\n",
    "chain.run(product)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b0ff950c-1c09-4ba5-8661-626fb69b24ca",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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