email_generator.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from dotenv import load_dotenv\n",
    "load_dotenv()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain_groq import ChatGroq\n",
    "llm = ChatGroq(\n",
    "    model='llama-3.1-70b-versatile',\n",
    "    temperature=0.5,\n",
    "    max_tokens=None\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Search JobsSkip navigationSearch JobsNIKE, INC. JOBSContract JobsJoin The Talent CommunityLife @ NikeOverviewBenefitsBrandsOverviewJordanConverseTeamsOverviewAdministrative SupportAdvanced InnovationAir Manufacturing InnovationAviationCommunicationsCustomer ServiceDesignDigitalFacilitiesFinance & AccountingGovernment & Public AffairsHuman ResourcesInsights & AnalyticsLegalManufacturing & EngineeringMarketingMerchandisingPlanningPrivacyProcurementProduct Creation, Development & ManagementRetail CorporateRetail StoresSalesSocial & Community ImpactSports MarketingStrategic PlanningSupply Chain, Distribution & LogisticsSustainabilityTechnologyLocationsOverviewNike WHQNike New York HQEHQ: Hilversum, The NetherlandsELC: Laakdal, BelgiumGreater China HQDiversity, Equity & InclusionOverviewMilitary InclusionDisability InclusionIndigenous InclusionInternshipsFIND A STOREBECOME A MEMBERSIGN UP FOR EMAILSEND US FEEDBACKSTUDENT DISCOUNTSGET HELPGET HELPOrder StatusDeliveryReturnsPayment OptionsContact Us On Nike.com InquiriesContact Us On All Other InquiriesABOUT NIKEABOUT NIKENewsCareersInvestorsSustainabilityIndia© 2024 Nike, Inc. All Rights ReservedGuidesNike AdaptNike Air MaxNike FlyleatherNike PegasusNike Zoom FlyNike AirNike FlyEaseNike FreeNike ReactNike ZoomXNike Air Force 1Nike FlyknitNike JoyrideNike VaporflyTerms of SaleTerms of UseNike Privacy Policy\n"
     ]
    }
   ],
   "source": [
    "from langchain_community.document_loaders import WebBaseLoader\n",
    "\n",
    "loader = WebBaseLoader('https://jobs.nike.com/job/R-33460')\n",
    "page_data = loader.load().pop().page_content\n",
    "print(page_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain_core.prompts import PromptTemplate\n",
    "\n",
    "prompt_template = PromptTemplate.from_template(\n",
    "        \"\"\"\n",
    "        ### SCRAPED TEXT FROM WEBSITE:\n",
    "        {page_data}\n",
    "        ### INSTRUCTION:\n",
    "        The scraped text is from the career's page of a website.\n",
    "        Your job is to extract the job postings and return them in JSON format containing the \n",
    "        following keys: `role`, `experience`, `skills` and `description`.\n",
    "        Only return the valid JSON.\n",
    "        ### VALID JSON (NO PREAMBLE):    \n",
    "        \"\"\"\n",
    ")\n",
    "chain_extract = prompt_template | llm\n",
    "response = chain_extract.invoke(input={'page_data'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "```json\n",
      "[\n",
      "  {\n",
      "    \"role\": \"Software Engineer\",\n",
      "    \"experience\": \"3-5 years\",\n",
      "    \"skills\": [\"Java\", \"Spring Boot\", \"MySQL\"],\n",
      "    \"description\": \"We are looking for a highly skilled Software Engineer to join our team. The ideal candidate will have a strong background in Java and experience with Spring Boot and MySQL.\"\n",
      "  },\n",
      "  {\n",
      "    \"role\": \"Data Scientist\",\n",
      "    \"experience\": \"2-4 years\",\n",
      "    \"skills\": [\"Python\", \"Machine Learning\", \"Data Visualization\"],\n",
      "    \"description\": \"We are seeking a talented Data Scientist to join our team. The ideal candidate will have a strong background in Python and experience with machine learning and data visualization.\"\n",
      "  },\n",
      "  {\n",
      "    \"role\": \"DevOps Engineer\",\n",
      "    \"experience\": \"4-6 years\",\n",
      "    \"skills\": [\"AWS\", \"Docker\", \"Kubernetes\"],\n",
      "    \"description\": \"We are looking for a highly skilled DevOps Engineer to join our team. The ideal candidate will have a strong background in AWS and experience with Docker and Kubernetes.\"\n",
      "  }\n",
      "]\n",
      "```\n"
     ]
    }
   ],
   "source": [
    "print(response.content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'role': 'Software Engineer',\n",
       "  'experience': '3-5 years',\n",
       "  'skills': ['Java', 'Spring', 'Hibernate'],\n",
       "  'description': 'We are seeking a highly skilled Software Engineer to join our team. The ideal candidate will have a strong background in Java, Spring, and Hibernate. The successful candidate will be responsible for designing, developing, and testing software applications.'},\n",
       " {'role': 'Data Scientist',\n",
       "  'experience': '2-3 years',\n",
       "  'skills': ['Python', 'Machine Learning', 'Data Analysis'],\n",
       "  'description': 'We are looking for a talented Data Scientist to join our team. The ideal candidate will have a strong background in Python, Machine Learning, and Data Analysis. The successful candidate will be responsible for analyzing complex data sets and developing predictive models.'},\n",
       " {'role': 'DevOps Engineer',\n",
       "  'experience': '4-6 years',\n",
       "  'skills': ['AWS', 'Docker', 'Kubernetes'],\n",
       "  'description': 'We are seeking a highly skilled DevOps Engineer to join our team. The ideal candidate will have a strong background in AWS, Docker, and Kubernetes. The successful candidate will be responsible for designing, implementing, and maintaining our cloud infrastructure.'}]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from langchain_core.output_parsers import JsonOutputParser\n",
    "\n",
    "json_parser = JsonOutputParser()\n",
    "json_resp = json_parser.parse(response.content)\n",
    "json_resp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>Techstack</th>\n",
       "      <th>Links</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>React, Node.js, MongoDB</td>\n",
       "      <td>https://example.com/react-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Angular,.NET, SQL Server</td>\n",
       "      <td>https://example.com/angular-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Vue.js, Ruby on Rails, PostgreSQL</td>\n",
       "      <td>https://example.com/vue-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Python, Django, MySQL</td>\n",
       "      <td>https://example.com/python-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Java, Spring Boot, Oracle</td>\n",
       "      <td>https://example.com/java-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Flutter, Firebase, GraphQL</td>\n",
       "      <td>https://example.com/flutter-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>WordPress, PHP, MySQL</td>\n",
       "      <td>https://example.com/wordpress-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Magento, PHP, MySQL</td>\n",
       "      <td>https://example.com/magento-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>React Native, Node.js, MongoDB</td>\n",
       "      <td>https://example.com/react-native-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>iOS, Swift, Core Data</td>\n",
       "      <td>https://example.com/ios-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Android, Java, Room Persistence</td>\n",
       "      <td>https://example.com/android-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Kotlin, Android, Firebase</td>\n",
       "      <td>https://example.com/kotlin-android-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Android TV, Kotlin, Android NDK</td>\n",
       "      <td>https://example.com/android-tv-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>iOS, Swift, ARKit</td>\n",
       "      <td>https://example.com/ios-ar-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Cross-platform, Xamarin, Azure</td>\n",
       "      <td>https://example.com/xamarin-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Backend, Kotlin, Spring Boot</td>\n",
       "      <td>https://example.com/kotlin-backend-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Frontend, TypeScript, Angular</td>\n",
       "      <td>https://example.com/typescript-frontend-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Full-stack, JavaScript, Express.js</td>\n",
       "      <td>https://example.com/full-stack-js-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Machine Learning, Python, TensorFlow</td>\n",
       "      <td>https://example.com/ml-python-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>DevOps, Jenkins, Docker</td>\n",
       "      <td>https://example.com/devops-portfolio</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               Techstack  \\\n",
       "0                React, Node.js, MongoDB   \n",
       "1               Angular,.NET, SQL Server   \n",
       "2      Vue.js, Ruby on Rails, PostgreSQL   \n",
       "3                  Python, Django, MySQL   \n",
       "4              Java, Spring Boot, Oracle   \n",
       "5             Flutter, Firebase, GraphQL   \n",
       "6                  WordPress, PHP, MySQL   \n",
       "7                    Magento, PHP, MySQL   \n",
       "8         React Native, Node.js, MongoDB   \n",
       "9                  iOS, Swift, Core Data   \n",
       "10       Android, Java, Room Persistence   \n",
       "11             Kotlin, Android, Firebase   \n",
       "12       Android TV, Kotlin, Android NDK   \n",
       "13                     iOS, Swift, ARKit   \n",
       "14        Cross-platform, Xamarin, Azure   \n",
       "15          Backend, Kotlin, Spring Boot   \n",
       "16         Frontend, TypeScript, Angular   \n",
       "17    Full-stack, JavaScript, Express.js   \n",
       "18  Machine Learning, Python, TensorFlow   \n",
       "19               DevOps, Jenkins, Docker   \n",
       "\n",
       "                                                Links  \n",
       "0                 https://example.com/react-portfolio  \n",
       "1               https://example.com/angular-portfolio  \n",
       "2                   https://example.com/vue-portfolio  \n",
       "3                https://example.com/python-portfolio  \n",
       "4                  https://example.com/java-portfolio  \n",
       "5               https://example.com/flutter-portfolio  \n",
       "6             https://example.com/wordpress-portfolio  \n",
       "7               https://example.com/magento-portfolio  \n",
       "8          https://example.com/react-native-portfolio  \n",
       "9                   https://example.com/ios-portfolio  \n",
       "10              https://example.com/android-portfolio  \n",
       "11       https://example.com/kotlin-android-portfolio  \n",
       "12           https://example.com/android-tv-portfolio  \n",
       "13               https://example.com/ios-ar-portfolio  \n",
       "14              https://example.com/xamarin-portfolio  \n",
       "15       https://example.com/kotlin-backend-portfolio  \n",
       "16  https://example.com/typescript-frontend-portfolio  \n",
       "17        https://example.com/full-stack-js-portfolio  \n",
       "18            https://example.com/ml-python-portfolio  \n",
       "19               https://example.com/devops-portfolio  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pd.read_csv('my_portfolio.csv')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import uuid\n",
    "import chromadb\n",
    "\n",
    "client = chromadb.PersistentClient('vectorstore')\n",
    "collection = client.get_or_create_collection(name='portfolio')\n",
    "\n",
    "if not collection.count():\n",
    "    for _,row in df.iterrows():\n",
    "        collection.add(documents=row['Techstack'],\n",
    "                       metadatas={'links':row['Links']},\n",
    "                       ids=[str(uuid.uuid4())]\n",
    "                       )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[{'links': 'https://example.com/ml-python-portfolio'},\n",
       "  {'links': 'https://example.com/python-portfolio'}],\n",
       " [{'links': 'https://example.com/react-portfolio'},\n",
       "  {'links': 'https://example.com/react-native-portfolio'}]]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = collection.query(query_texts=['Experience in Python','Experience in React.js'],n_results=2).get('metadatas',[])\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'role': 'Software Engineer',\n",
       "  'experience': '3-5 years',\n",
       "  'skills': ['Java', 'Spring', 'Hibernate'],\n",
       "  'description': 'We are seeking a highly skilled Software Engineer to join our team. The ideal candidate will have a strong background in Java, Spring, and Hibernate. The successful candidate will be responsible for designing, developing, and testing software applications.'},\n",
       " {'role': 'Data Scientist',\n",
       "  'experience': '2-3 years',\n",
       "  'skills': ['Python', 'Machine Learning', 'Data Analysis'],\n",
       "  'description': 'We are looking for a talented Data Scientist to join our team. The ideal candidate will have a strong background in Python, Machine Learning, and Data Analysis. The successful candidate will be responsible for analyzing complex data sets and developing predictive models.'},\n",
       " {'role': 'DevOps Engineer',\n",
       "  'experience': '4-6 years',\n",
       "  'skills': ['AWS', 'Docker', 'Kubernetes'],\n",
       "  'description': 'We are seeking a highly skilled DevOps Engineer to join our team. The ideal candidate will have a strong background in AWS, Docker, and Kubernetes. The successful candidate will be responsible for designing, implementing, and maintaining our cloud infrastructure.'}]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job=json_resp\n",
    "job"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[[{'links': 'https://example.com/java-portfolio'},\n",
       "   {'links': 'https://example.com/android-portfolio'}],\n",
       "  [{'links': 'https://example.com/java-portfolio'},\n",
       "   {'links': 'https://example.com/kotlin-backend-portfolio'}],\n",
       "  [{'links': 'https://example.com/magento-portfolio'},\n",
       "   {'links': 'https://example.com/wordpress-portfolio'}]],\n",
       " [[{'links': 'https://example.com/ml-python-portfolio'},\n",
       "   {'links': 'https://example.com/python-portfolio'}],\n",
       "  [{'links': 'https://example.com/ml-python-portfolio'},\n",
       "   {'links': 'https://example.com/wordpress-portfolio'}],\n",
       "  [{'links': 'https://example.com/magento-portfolio'},\n",
       "   {'links': 'https://example.com/wordpress-portfolio'}]],\n",
       " [[{'links': 'https://example.com/ios-ar-portfolio'},\n",
       "   {'links': 'https://example.com/wordpress-portfolio'}],\n",
       "  [{'links': 'https://example.com/devops-portfolio'},\n",
       "   {'links': 'https://example.com/ios-ar-portfolio'}],\n",
       "  [{'links': 'https://example.com/devops-portfolio'},\n",
       "   {'links': 'https://example.com/kotlin-backend-portfolio'}]]]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# result = []\n",
    "# for i in range(len(job)):\n",
    "#     query_result = collection.query(query_texts=job[i]['skills'], n_results=2)\n",
    "#     result.append(query_result.get('metadatas', []))\n",
    "# result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "links = collection.query(query_texts=job[0]['skills'],n_results=2).get('metadatas',[])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[{'links': 'https://example.com/java-portfolio'},\n",
       "  {'links': 'https://example.com/android-portfolio'}],\n",
       " [{'links': 'https://example.com/java-portfolio'},\n",
       "  {'links': 'https://example.com/kotlin-backend-portfolio'}],\n",
       " [{'links': 'https://example.com/magento-portfolio'},\n",
       "  {'links': 'https://example.com/wordpress-portfolio'}]]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "links"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Java', 'Spring Boot', 'SQL']"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job[0]['skills']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Python', 'Machine Learning', 'Data Visualization']"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job[1]['skills']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['AWS', 'Docker', 'Kubernetes']"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job[2]['skills']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Subject: Expert Software Solutions for Your Business Needs\n",
      "\n",
      "Dear [Client],\n",
      "\n",
      "I hope this email finds you well. I came across your job postings for a Software Engineer, Data Scientist, and DevOps Engineer, and I'm excited to introduce you to AtliQ, an AI & Software Consulting company that can help you fulfill your software development needs.\n",
      "\n",
      "At AtliQ, we have a team of highly skilled professionals with expertise in designing, developing, and testing software applications. Our capabilities align perfectly with the requirements of your job postings. We have extensive experience in Java, Spring Boot, and SQL, which are essential skills for your Software Engineer role. Additionally, our team has expertise in Python, Machine Learning, and Data Visualization, making us an ideal fit for your Data Scientist position. Our DevOps Engineers are well-versed in AWS, Docker, and Kubernetes, ensuring the smooth operation of your software systems.\n",
      "\n",
      "Our company has a proven track record of delivering tailored solutions that foster scalability, process optimization, cost reduction, and heightened overall efficiency. We'd like to showcase some of our relevant portfolio work:\n",
      "\n",
      "* Java Portfolio: https://example.com/java-portfolio\n",
      "* Magento Portfolio: https://example.com/magento-portfolio\n",
      "* WordPress Portfolio: https://example.com/wordpress-portfolio\n",
      "\n",
      "These examples demonstrate our expertise in software development and our ability to deliver high-quality solutions.\n",
      "\n",
      "By partnering with AtliQ, you can ensure that your software development needs are met with expertise and efficiency. We'd be delighted to discuss how our services can benefit your business.\n",
      "\n",
      "Please feel free to reply to this email or schedule a call with me to explore further.\n",
      "\n",
      "Best regards,\n",
      "\n",
      "Mohan\n",
      "Business Development Executive\n",
      "AtliQ\n"
     ]
    }
   ],
   "source": [
    "prompt_email = PromptTemplate.from_template(\n",
    "        \"\"\"\n",
    "        ### JOB DESCRIPTION:\n",
    "        {job_description}\n",
    "        \n",
    "        ### INSTRUCTION:\n",
    "        You are Mohan, a business development executive at AtliQ. AtliQ is an AI & Software Consulting company dedicated to facilitating\n",
    "        the seamless integration of business processes through automated tools. \n",
    "        Over our experience, we have empowered numerous enterprises with tailored solutions, fostering scalability, \n",
    "        process optimization, cost reduction, and heightened overall efficiency. \n",
    "        Your job is to write a cold email to the client regarding the job mentioned above describing the capability of AtliQ \n",
    "        in fulfilling their needs.\n",
    "        Also add the most relevant ones from the following links to showcase Atliq's portfolio: {link_list}\n",
    "        Remember you are Mohan, BDE at AtliQ. \n",
    "        Do not provide a preamble.\n",
    "        ### EMAIL (NO PREAMBLE):\n",
    "        \n",
    "        \"\"\"\n",
    "        )\n",
    "\n",
    "chain_email = prompt_email | llm\n",
    "res = chain_email.invoke({'job_description':str(job),'link_list':links})\n",
    "print(res.content)"
   ]
  }
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