data_analyst_job_scrapping3.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "aeb4a8d4-f0c5-4907-b05e-4b08a0154a47",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "from time import sleep\n",
    "import time\n",
    "import openpyxl\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9c16ae49-1e66-43e5-957e-20539319a0ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initialize an Excel workbook and worksheet\n",
    "wb = openpyxl.Workbook()\n",
    "ws = wb.active\n",
    "\n",
    "# Setup column headers in the Excel sheet using a list\n",
    "headers = [\"Job Title\", \"Job Link\", \"Company Name\", \"Industry\", \"Company Size\", \"Work Area\", \n",
    "           \"Required Work Experience\", \"Educational Requirements\", \"Number of Applicants\", \n",
    "           \"Salary\", \"Payment Method\", \"Salary Lower Bound\", \"Salary Upper Bound\"]\n",
    "\n",
    "ws.append(headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6e776733-daaf-4bb3-8a5d-78cce89e34b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define your keyword as a variable\n",
    "keyword = \"data analyst 數據分析\"\n",
    "\n",
    "# Convert spaces to URL encoding for the keyword\n",
    "formatted_keyword = keyword.replace(\" \", \"%20\")\n",
    "\n",
    "# Define the base URL with a placeholder for the page number\n",
    "base_url = f\"https://www.104.com.tw/jobs/search/?ro=0&kwop=1&keyword={formatted_keyword}&expansionType=area%2Cspec%2Ccom%2Cjob%2Cwf%2Cwktm&order=12&asc=0&page={{page}}&mode=s&jobsource=index_s&langFlag=0&langStatus=0&recommendJob=1&hotJob=1\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9793a7d3-b9d8-4079-b929-c69985854da5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------------------------\n",
      "Currently reading page 1\n",
      "---------------------------------------------------\n",
      "Job Title: Clinical Trial Data Analyst 臨床試驗數據分析師\n",
      "Job Link: https://www.104.com.tw/job/8gukx?jobsource=index_s\n",
      "Company Name: 醫乘智慧有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 其它軟體及網路相關業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 台北市信義區\n",
      "Work Experience: 經歷不拘\n",
      "Education: 大學\n",
      "Applicants Number: 0~5人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: Data Analyst 數據分析師(資訊處電腦組)\n",
      "Job Link: https://www.104.com.tw/job/6vdp2?jobsource=index_s\n",
      "Company Name: 臺灣電視事業股份有限公司\n",
      "Company Size: 員工525人\n",
      "Industry: 電視業\n",
      "Salary: 月薪35,000元以上\n",
      "Payment Method: 月薪\n",
      "Salary Lower Bound: 35000\n",
      "Salary Upper Bound: None\n",
      "Work Area: 台北市松山區\n",
      "Work Experience: 經歷不拘\n",
      "Education: 大學\n",
      "Applicants Number: 6~10人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: 【GenApe生成猿】產品企劃師、數據分析師（Product Plan & Data Analyst）\n",
      "Job Link: https://www.104.com.tw/job/7ga0s?jobsource=index_s\n",
      "Company Name: 玩構網路科技有限公司\n",
      "Company Size: 員工15人\n",
      "Industry: 其它軟體及網路相關業\n",
      "Salary: 月薪38,000~60,000元\n",
      "Payment Method: 月薪\n",
      "Salary Lower Bound: 38000\n",
      "Salary Upper Bound: 60000\n",
      "Work Area: 高雄市楠梓區\n",
      "Work Experience: 經歷不拘\n",
      "Education: 大學\n",
      "Applicants Number: 0~5人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: 採購數據分析師 Procurement Data Analyst\n",
      "Job Link: https://www.104.com.tw/job/7rppv?jobsource=index_s\n",
      "Company Name: 美時化學製藥股份有限公司\n",
      "Company Size: 員工750人\n",
      "Industry: 藥品製造業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 台中市西屯區\n",
      "Work Experience: 1年以上\n",
      "Education: 專科\n",
      "Applicants Number: 6~10人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: 金融數據分析師 Data Analyst\n",
      "Job Link: https://www.104.com.tw/job/7pxqm?jobsource=index_s\n",
      "Company Name: 烽泰科技有限公司\n",
      "Company Size: 員工140人\n",
      "Industry: 其他金融及輔助業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 台北市大同區\n",
      "Work Experience: 1年以上\n",
      "Education: 大學\n",
      "Applicants Number: 11~30人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: 數據分析工程師 Data Analysis Engineer\n",
      "Job Link: https://www.104.com.tw/job/8bdtc?jobsource=index_s\n",
      "Company Name: 浩騰媒體股份有限公司\n",
      "Company Size: 員工200人\n",
      "Industry: 廣告行銷公關業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 台北市中山區\n",
      "Work Experience: 3年以上\n",
      "Education: 大學\n",
      "Applicants Number: 0~5人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: Data Analyst 數據分析師\n",
      "Job Link: https://www.104.com.tw/job/7t7ba?jobsource=index_s\n",
      "Company Name: 欒軒管理顧問有限公司\n",
      "Company Size: 員工30人\n",
      "Industry: 工商顧問服務業\n",
      "Salary: 月薪50,000元以上\n",
      "Payment Method: 月薪\n",
      "Salary Lower Bound: 50000\n",
      "Salary Upper Bound: None\n",
      "Work Area: 台北市松山區\n",
      "Work Experience: 3年以上\n",
      "Education: 大學\n",
      "Applicants Number: 11~30人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: Investment Data Assistant 投資數據分析助理\n",
      "Job Link: https://www.104.com.tw/job/8cup5?jobsource=index_s\n",
      "Company Name: 大拇哥證券投資顧問股份有限公司\n",
      "Company Size: 員工50人\n",
      "Industry: 證券及期貨業\n",
      "Salary: 月薪40,000~55,000元\n",
      "Payment Method: 月薪\n",
      "Salary Lower Bound: 40000\n",
      "Salary Upper Bound: 55000\n",
      "Work Area: 台北市大安區\n",
      "Work Experience: 1年以上\n",
      "Education: 大學\n",
      "Applicants Number: 6~10人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: 商業數據分析師(BUSINESS ANALYST)\n",
      "Job Link: https://www.104.com.tw/job/6i8ue?jobsource=index_s\n",
      "Company Name: 艾思網絡股份有限公司\n",
      "Company Size: 員工30人\n",
      "Industry: 網際網路相關業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 台北市中正區\n",
      "Work Experience: 2年以上\n",
      "Education: 碩士\n",
      "Applicants Number: 6~10人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: 【海外通路】(外派)數據分析師 Data Analyst_I00015658\n",
      "Job Link: https://www.104.com.tw/job/8a63d?jobsource=index_s\n",
      "Company Name: 國泰世華商業銀行股份有限公司_人力資源部\n",
      "Company Size: 員工10000人\n",
      "Industry: 銀行業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 越南\n",
      "Work Experience: 2年以上\n",
      "Education: 學歷不拘\n",
      "Applicants Number: 6~10人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: BI 遊戲數據分析工程師(Data Scientist)\n",
      "Job Link: https://www.104.com.tw/job/6u7bu?jobsource=index_s\n",
      "Company Name: 神來也麻將_慧邦科技股份有限公司\n",
      "Company Size: 員工250人\n",
      "Industry: 網際網路相關業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 台北市中正區\n",
      "Work Experience: 經歷不拘\n",
      "Education: 大學\n",
      "Applicants Number: 0~5人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: 數據分析師\n",
      "Job Link: https://www.104.com.tw/job/89tpy?jobsource=index_s\n",
      "Company Name: 替您錄科技股份有限公司(TGC Taiwan, Inc.)\n",
      "Company Size: 員工100人\n",
      "Industry: 多媒體相關業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 台北市松山區\n",
      "Work Experience: 3年以上\n",
      "Education: 大學\n",
      "Applicants Number: 6~10人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: 營運數據分析師\n",
      "Job Link: https://www.104.com.tw/job/8f44f?jobsource=index_s\n",
      "Company Name: 名勝世界郵輪假期台灣旅行社股份有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 旅遊服務業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 台北市信義區\n",
      "Work Experience: 5年以上\n",
      "Education: 大學\n",
      "Applicants Number: 6~10人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: 數據分析師\n",
      "Job Link: https://www.104.com.tw/job/8h36n?jobsource=index_s\n",
      "Company Name: 聯和科創股份有限公司\n",
      "Company Size: 員工35人\n",
      "Industry: 電腦系統整合服務業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 台北市中山區\n",
      "Work Experience: 3年以上\n",
      "Education: 專科\n",
      "Applicants Number: 0~5人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: 工業數據分析師 Industrial Data Analyst (依公司需求海外派駐)\n",
      "Job Link: https://www.104.com.tw/job/7796x?jobsource=index_s\n",
      "Company Name: 百威雷科技有限公司\n",
      "Company Size: 員工40人\n",
      "Industry: 其它軟體及網路相關業\n",
      "Salary: 年薪1,000,000元以上\n",
      "Payment Method: 年薪\n",
      "Salary Lower Bound: 1000000\n",
      "Salary Upper Bound: None\n",
      "Work Area: 台北市中山區\n",
      "Work Experience: 經歷不拘\n",
      "Education: 大學\n",
      "Applicants Number: 11~30人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: Uber Eats Merchant Data Analytics 數據分析師\n",
      "Job Link: https://www.104.com.tw/job/85a51?jobsource=index_s\n",
      "Company Name: 新加坡商立福人事顧問有限公司台灣分公司\n",
      "Company Size: Not specified\n",
      "Industry: 人力仲介代徵\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 台北市信義區\n",
      "Work Experience: 經歷不拘\n",
      "Education: 大學\n",
      "Applicants Number: 11~30人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: 營運部｜數據分析師 Data Analyst\n",
      "Job Link: https://www.104.com.tw/job/8e44q?jobsource=index_s\n",
      "Company Name: Autopass Inc_麻吉行得通股份有限公司\n",
      "Company Size: 員工40人\n",
      "Industry: 其它軟體及網路相關業\n",
      "Salary: 年薪550,000~700,000元\n",
      "Payment Method: 年薪\n",
      "Salary Lower Bound: 550000\n",
      "Salary Upper Bound: 700000\n",
      "Work Area: 台北市大安區\n",
      "Work Experience: 3年以上\n",
      "Education: 大學\n",
      "Applicants Number: 11~30人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: 一年專案 <派遣 - 外商筆電品牌大廠> Supply Chain Data Analyst 供應鏈數據分析專員 (1 Year Project) 105IW\n",
      "Job Link: https://www.104.com.tw/job/8dpjt?jobsource=index_s\n",
      "Company Name: 萬寶華企業管理顧問股份有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 人力仲介代徵\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 台北市南港區\n",
      "Work Experience: 1年以上\n",
      "Education: 大學\n",
      "Applicants Number: 6~10人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: 數據分析師\n",
      "Job Link: https://www.104.com.tw/job/6z1o9?jobsource=index_s\n",
      "Company Name: 集邦科技股份有限公司_TRENDFORCE\n",
      "Company Size: 員工250人\n",
      "Industry: 網際網路相關業\n",
      "Salary: 月薪30,000元以上\n",
      "Payment Method: 月薪\n",
      "Salary Lower Bound: 30000\n",
      "Salary Upper Bound: None\n",
      "Work Area: 台北市中山區\n",
      "Work Experience: 經歷不拘\n",
      "Education: 專科\n",
      "Applicants Number: 6~10人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: 商業數據分析師 BA/Business Analyst -商業分析(數數發中心, DDT)_I00014617\n",
      "Job Link: https://www.104.com.tw/job/87weo?jobsource=index_s\n",
      "Company Name: 國泰金控_國泰金融控股股份有限公司\n",
      "Company Size: 員工800人\n",
      "Industry: 金融控股業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 台北市信義區\n",
      "Work Experience: 3年以上\n",
      "Education: 學歷不拘\n",
      "Applicants Number: 6~10人應徵\n",
      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 2\n",
      "---------------------------------------------------\n",
      "Job Title: 資深商業數據分析師 Senior Data Scientist\n",
      "Job Link: https://www.104.com.tw/job/7z1mx?jobsource=index_s\n",
      "Company Name: Cooler Master_訊凱國際股份有限公司\n",
      "Company Size: 員工6500人\n",
      "Industry: 電腦及其週邊設備製造業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 台北市內湖區\n",
      "Work Experience: 3年以上\n",
      "Education: 大學\n",
      "Applicants Number: 0~5人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: 數據分析師（Data Analyst)\n",
      "Job Link: https://www.104.com.tw/job/8d7k6?jobsource=index_s\n",
      "Company Name: 奧藝數位行銷有限公司\n",
      "Company Size: 員工30人\n",
      "Industry: 工商顧問服務業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 台北市內湖區\n",
      "Work Experience: 3年以上\n",
      "Education: 大學\n",
      "Applicants Number: 11~30人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: 數據分析師\n",
      "Job Link: https://www.104.com.tw/job/6wuo4?jobsource=index_s\n",
      "Company Name: 新晨國際顧問有限公司\n",
      "Company Size: 員工30人\n",
      "Industry: 工商顧問服務業\n",
      "Salary: 月薪35,000~40,000元\n",
      "Payment Method: 月薪\n",
      "Salary Lower Bound: 35000\n",
      "Salary Upper Bound: 40000\n",
      "Work Area: 台北市松山區\n",
      "Work Experience: 經歷不拘\n",
      "Education: 專科\n",
      "Applicants Number: 0~5人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: 【供應鏈 SCM】SCD流程分析與改善 - 數據分析(OP1) Data Analyst\n",
      "Job Link: https://www.104.com.tw/job/38p7n?jobsource=index_s\n",
      "Company Name: 台灣大昌華嘉股份有限公司\n",
      "Company Size: 員工1300人\n",
      "Industry: 其他醫療保健服務業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 桃園市楊梅區\n",
      "Work Experience: 1年以上\n",
      "Education: 大學\n",
      "Applicants Number: 0~5人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: 數據分析師\n",
      "Job Link: https://www.104.com.tw/job/86moz?jobsource=index_s\n",
      "Company Name: 新高橋藥局/藥妝_聯橋健康事業股份有限公司\n",
      "Company Size: 員工350人\n",
      "Industry: 藥品／化妝品及清潔用品零售業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 高雄市左營區\n",
      "Work Experience: 1年以上\n",
      "Education: 專科\n",
      "Applicants Number: 0~5人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: 數據分析人員\n",
      "Job Link: https://www.104.com.tw/job/8h33j?jobsource=index_s\n",
      "Company Name: 台北富邦商業銀行股份有限公司\n",
      "Company Size: 員工9277人\n",
      "Industry: 銀行業\n",
      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 3\n",
      "---------------------------------------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 7\n",
      "---------------------------------------------------\n",
      "Job Title: BI數據分析師\n",
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      "---------------------------------------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/8bn6x?jobsource=index_s\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/7ob2g?jobsource=index_s\n",
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      "Company Size: Not specified\n",
      "Industry: 其它軟體及網路相關業\n",
      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/7a3gk?jobsource=index_s\n",
      "Company Name: 米倫斯國際股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 全家國際餐飲股份有限公司-行銷數據分析師\n",
      "Job Link: https://www.104.com.tw/job/8c7ls?jobsource=index_s\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 14\n",
      "---------------------------------------------------\n",
      "Job Title: 數位轉型發展中心【大數據分析及AI數位科技導入顧問】\n",
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      "Company Name: 零壹科技股份有限公司_Zero One Tech\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: OpenNet_開網有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Title: 兼職講師(ESG、TOEIC、數位行銷、社群行銷、專案管理、人力資源、程式語言、AI人工智慧、大數據分析等)\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 台灣綠金家園有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 台灣西思艾軟體股份有限公司\n",
      "Company Size: Not specified\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 數據分析師\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 【RD】資深資料分析師 Sr. Data Analyst (台南/Tainan)\n",
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      "Company Name: 凱鈿行動科技股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------------------------------------\n",
      "Currently reading page 16\n",
      "---------------------------------------------------\n",
      "Job Title: IT Business Analyst\n",
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      "Company Name: 新加坡商譽佳有限公司台灣分公司\n",
      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Taipei - CRM Business Analyst\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Customer Success Senior Analyst\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 17\n",
      "---------------------------------------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------------------------------------\n",
      "Job Title: Clinical Data Manager\n",
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      "Company Name: 美商布萊特有限公司\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Customer Support Representative / Data Processing Specialist\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Size: Not specified\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 19\n",
      "---------------------------------------------------\n",
      "Job Title: 【數據發展部】數據分析師-行銷\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Bosch - Sr. Financial Analyst/Sales Controller\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 【數位行銷&AI軟體】資深SEO工程師、網站數據分析師（Sr. SEO & Marketing Specialist）\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Cost Analyst 成本分析師\n",
      "Job Link: https://www.104.com.tw/job/88rrl?jobsource=index_s\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 華碩電腦股份有限公司\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Inventory Analyst\n",
      "Job Link: https://www.104.com.tw/job/6fp9r?jobsource=index_s\n",
      "Company Name: 法特科技有限公司\n",
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      "Salary Lower Bound: 45000\n",
      "Salary Upper Bound: None\n",
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      "Education: 大學\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Data Office_Visualization Engineer\n",
      "Job Link: https://www.104.com.tw/job/8fajz?jobsource=index_s\n",
      "Company Name: Gogoro Taiwan Limited_睿能創意股份有限公司\n",
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      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Market Intelligence Analyst\n",
      "Job Link: https://www.104.com.tw/job/8fm91?jobsource=index_s\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Data Warehouse Engineer\n",
      "Job Link: https://www.104.com.tw/job/8cqna?jobsource=index_s\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/8e5kz?jobsource=index_s\n",
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      "Company Size: 員工700人\n",
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      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Finance Analyst\n",
      "Job Link: https://www.104.com.tw/job/84ehv?jobsource=index_s\n",
      "Company Name: 台灣通用磨坊股份有限公司 _ General Mills Taiwan\n",
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      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Logistics Analyst (完全遠距工作 WFH)\n",
      "Job Link: https://www.104.com.tw/job/8gy7v?jobsource=index_s\n",
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      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/8cqot?jobsource=index_s\n",
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      "Education: 大學\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Senior Financial Planning & Analysis Analyst\n",
      "Job Link: https://www.104.com.tw/job/8dswh?jobsource=index_s\n",
      "Company Name: 風睿能源股份有限公司\n",
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      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 【數據應用部】數據應用分析師 Data Analyst\n",
      "Job Link: https://www.104.com.tw/job/7eu9x?jobsource=index_s\n",
      "Company Name: 全曜財經資訊股份有限公司\n",
      "Company Size: 員工350人\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Market Intelligence Analyst\n",
      "Job Link: https://www.104.com.tw/job/8g7eb?jobsource=index_s\n",
      "Company Name: 大韓菸草股份有限公司\n",
      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/7ym2z?jobsource=index_s\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 電商資料分析師 E-commerce Data Analyst - 台北市\n",
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      "Company Size: 員工170人\n",
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      "Salary Upper Bound: None\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 20\n",
      "---------------------------------------------------\n",
      "Job Title: 資訊安全分析師 Security Analyst\n",
      "Job Link: https://www.104.com.tw/job/6t00v?jobsource=index_s\n",
      "Company Name: 倫發科技有限公司\n",
      "Company Size: 員工70人\n",
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      "Salary: 月薪40,000~75,000元\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: .資深數據分析師（台北總公司)\n",
      "Job Link: https://www.104.com.tw/job/8e17m?jobsource=index_s\n",
      "Company Name: 崇越科技股份有限公司\n",
      "Company Size: 員工500人\n",
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      "Salary: 待遇面議\n",
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      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Senior Quality Assurance Analyst\n",
      "Job Link: https://www.104.com.tw/job/8dxk8?jobsource=index_s\n",
      "Company Name: 新加坡商安富利股份有限公司台灣分公司\n",
      "Company Size: 員工1000人\n",
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      "Salary: 待遇面議\n",
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      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 【南港美商電腦龍頭-Data Analyst】(擅長簡報製作報告/英文溝通流利/完整數據產出)_KA_816\n",
      "Job Link: https://www.104.com.tw/job/8efz5?jobsource=index_s\n",
      "Company Name: 藝珂人事顧問股份有限公司\n",
      "Company Size: Not specified\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/8fb03?jobsource=index_s\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Analyst, Client Service and Customer Success\n",
      "Job Link: https://www.104.com.tw/job/8g4x7?jobsource=index_s\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 資深資料分析師 Senior Data Analyst*_24249\n",
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      "---------------------This is a separator---------------------\n",
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      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Sr. Data Scientist\n",
      "Job Link: https://www.104.com.tw/job/8dyxz?jobsource=index_s\n",
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      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 鴻海精密工業股份有限公司\n",
      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Salary: 待遇面議\n",
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      "Company Name: 商周集團_商周編輯顧問股份有限公司\n",
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      "Industry: 雜誌／期刊出版業\n",
      "Salary: 待遇面議\n",
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      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: #210552845 Cash Operations Transaction Processing Specialist – Analyst\n",
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      "Company Name: 美商摩根大通銀行股份有限公司台北分公司\n",
      "Company Size: 員工150人\n",
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      "Salary: 待遇面議\n",
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      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: ESG Analyst Manager\n",
      "Job Link: https://www.104.com.tw/job/7s7ft?jobsource=index_s\n",
      "Company Name: 野村證券投資信託股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/8ccnh?jobsource=index_s\n",
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      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Title: Bosch - Sr. Financial Analyst/Sales Controller\n",
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      "---------------------------------------------------\n",
      "Currently reading page 21\n",
      "---------------------------------------------------\n",
      "Job Title: [Music] Senior Data Engineer\n",
      "Job Link: https://www.104.com.tw/job/8dgkx?jobsource=index_s\n",
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      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Cost Analyst 成本分析師\n",
      "Job Link: https://www.104.com.tw/job/88rrl?jobsource=index_s\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/8cqna?jobsource=index_s\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Global Supply Analyst\n",
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      "Company Name: 思創數位科技股份有限公司\n",
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      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Analyst - Financial Planning & Analysis\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: IBM_台灣國際商業機器股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: Tezerakt_美商立方體有限公司台灣分公司\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 保誠人壽保險股份有限公司_總公司\n",
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      "---------------------This is a separator---------------------\n",
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      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Senior Financial Planning & Analysis Analyst\n",
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      "Company Name: 風睿能源股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Analyst / Associate\n",
      "Job Link: https://www.104.com.tw/job/4woij?jobsource=index_s\n",
      "Company Name: 利明顧問有限公司\n",
      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 【數據應用部】數據應用分析師 Data Analyst\n",
      "Job Link: https://www.104.com.tw/job/7eu9x?jobsource=index_s\n",
      "Company Name: 全曜財經資訊股份有限公司\n",
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      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 資料工程師_汐止 (Data Engineer)\n",
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      "Company Name: 緯謙科技股份有限公司\n",
      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 22\n",
      "---------------------------------------------------\n",
      "Job Title: 系統分析師(SA) System Analyst\n",
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      "Company Name: 新加坡商譽佳有限公司台灣分公司\n",
      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 電商資料分析師 E-commerce Data Analyst - 台南市\n",
      "Job Link: https://www.104.com.tw/job/8cqow?jobsource=index_s\n",
      "Company Name: 飛輪電商有限公司\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: FP&A Analyst\n",
      "Job Link: https://www.104.com.tw/job/8f2eh?jobsource=index_s\n",
      "Company Name: 香港商旭昶香港有限公司台灣分公司\n",
      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Python Data Scientist\n",
      "Job Link: https://www.104.com.tw/job/7op6q?jobsource=index_s\n",
      "Company Name: BigGo_樂方股份有限公司\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Campaign Analyst\n",
      "Job Link: https://www.104.com.tw/job/46izw?jobsource=index_s\n",
      "Company Name: 沛星互動科技股份有限公司\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Senior Support Analyst (外商電子) - TP01JA\n",
      "Job Link: https://www.104.com.tw/job/8e7jj?jobsource=index_s\n",
      "Company Name: Tata Consultancy Services Limited Taiwan Branch_印度商塔塔顧問服務有限公司台灣分公司\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 23\n",
      "---------------------------------------------------\n",
      "Job Title: 資料架構師 Data Architect【聯想感】\n",
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      "Company Name: 卡未子數位創意有限公司\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Data Analyst 資料分析師 / Business Intelligence\n",
      "Job Link: https://www.104.com.tw/job/7y0mb?jobsource=index_s\n",
      "Company Name: 新加坡商蝦皮娛樂電商有限公司台灣分公司\n",
      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 數據管理分析師Data Management Analyst\n",
      "Job Link: https://www.104.com.tw/job/7i6li?jobsource=index_s\n",
      "Company Name: 統一資訊股份有限公司\n",
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      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 總公司 IT Business Analyst_台北\n",
      "Job Link: https://www.104.com.tw/job/838vd?jobsource=index_s\n",
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      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Analyst / Associate\n",
      "Job Link: https://www.104.com.tw/job/4woij?jobsource=index_s\n",
      "Company Name: 利明顧問有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 會計服務業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 軟體商業分析師 Business Analyst\n",
      "Job Link: https://www.104.com.tw/job/8eu0x?jobsource=index_s\n",
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      "---------------------------------------------------\n",
      "Currently reading page 24\n",
      "---------------------------------------------------\n",
      "Job Title: Analyst / Consultant - Digital Customer - Deloitte Consulting\n",
      "Job Link: https://www.104.com.tw/job/814oq?jobsource=index_s\n",
      "Company Name: DELOITTE CONSULTING_勤業眾信管理顧問股份有限公司\n",
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      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Data Scientist\n",
      "Job Link: https://www.104.com.tw/job/7rn8d?jobsource=index_s\n",
      "Company Name: Taiwan AI Labs_雅婷智慧股份有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 其它軟體及網路相關業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: AI and Data Engineer\n",
      "Job Link: https://www.104.com.tw/job/8ga8n?jobsource=index_s\n",
      "Company Name: 承展國際股份有限公司\n",
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      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/6yt20?jobsource=index_s\n",
      "Company Name: 汎球生物科技股份有限公司\n",
      "Company Size: 員工130人\n",
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      "Salary: 待遇面議\n",
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      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 新北市五股區\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: U- Supplier IT System Analyst\n",
      "Job Link: https://www.104.com.tw/job/8cexw?jobsource=index_s\n",
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      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 新竹市\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: L-Data Analyzer台灣中文資料分析員（地點：香港）\n",
      "Job Link: https://www.104.com.tw/job/7nxqb?jobsource=index_s\n",
      "Company Name: 緯創軟體股份有限公司\n",
      "Company Size: 員工10000人\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 【台中】Information Security Analyst 資安事件分析師\n",
      "Job Link: https://www.104.com.tw/job/7jlnm?jobsource=index_s\n",
      "Company Name: 如梭世代股份有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 網際網路相關業\n",
      "Salary: 月薪40,000元以上\n",
      "Payment Method: 月薪\n",
      "Salary Lower Bound: 40000\n",
      "Salary Upper Bound: None\n",
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      "Education: 專科\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: System Analyst (系統分析師)\n",
      "Job Link: https://www.104.com.tw/job/8fls1?jobsource=index_s\n",
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      "Company Size: 員工50人\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: PCBA Cost Analyst\n",
      "Job Link: https://www.104.com.tw/job/8e5mb?jobsource=index_s\n",
      "Company Name: 美商雲達國際科技有限公司台灣分公司\n",
      "Company Size: Not specified\n",
      "Industry: 電腦軟體服務業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 數據發展策略總監/資深總監 Director/Senior Director, Data Development Strategy\n",
      "Job Link: https://www.104.com.tw/job/7qqyp?jobsource=index_s\n",
      "Company Name: 浩騰媒體股份有限公司\n",
      "Company Size: 員工200人\n",
      "Industry: 廣告行銷公關業\n",
      "Salary: 待遇面議\n",
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      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: (HQ) BI Analyst - Global Sales Management\n",
      "Job Link: https://www.104.com.tw/job/8b0lq?jobsource=index_s\n",
      "Company Name: 鴻霖航空貨運代理股份有限公司\n",
      "Company Size: 員工1800人\n",
      "Industry: 航空運輸輔助業\n",
      "Salary: 待遇面議\n",
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      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 資深數據工程師 / Senior Data Engineer\n",
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      "Company Name: 大數據股份有限公司\n",
      "Company Size: 員工80人\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 【桃園林口/龜山】半導體商 IT Data Solutions Specialist，周休二日常日班 (KTS_1226)\n",
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      "Company Name: 藝珂人事顧問股份有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 人力仲介代徵\n",
      "Salary: 月薪45,000~50,000元\n",
      "Payment Method: 月薪\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/51mwy?jobsource=index_s\n",
      "Company Name: 全曜財經資訊股份有限公司\n",
      "Company Size: 員工350人\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Lead, Strategy and Data Analytics 總經理辦公室資深經理\n",
      "Job Link: https://www.104.com.tw/job/8fi25?jobsource=index_s\n",
      "Company Name: 德商foodpanda台灣總部_富胖達股份有限公司\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "Education: 大學\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Business Analyst\n",
      "Job Link: https://www.104.com.tw/job/7amoo?jobsource=index_s\n",
      "Company Name: 日新軟體股份有限公司\n",
      "Company Size: 員工300人\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: AI data tagging Engineer, VSX\n",
      "Job Link: https://www.104.com.tw/job/8e8fj?jobsource=index_s\n",
      "Company Name: ViewSonic Corporation_優派國際股份有限公司\n",
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      "Salary: 待遇面議\n",
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      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Clinical Data Scientist I\n",
      "Job Link: https://www.104.com.tw/job/85wuq?jobsource=index_s\n",
      "Company Name: 美商賽美斯醫學科技有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 其他醫療保健服務業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Cyber Defense and Data Loss Prevention(DLP) Analyst\n",
      "Job Link: https://www.104.com.tw/job/89v7b?jobsource=index_s\n",
      "Company Name: 盧森堡商達爾國際股份有限公司台灣分公司\n",
      "Company Size: 員工1200人\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 新北市新店區\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: [Marketing] 數據運營行銷 Data Sales Marketing\n",
      "Job Link: https://www.104.com.tw/job/7lbkt?jobsource=index_s\n",
      "Company Name: iStaging愛實境_愛實境股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 25\n",
      "---------------------------------------------------\n",
      "Job Title: Data Engineer\n",
      "Job Link: https://www.104.com.tw/job/7jhvb?jobsource=index_s\n",
      "Company Name: 優必達台灣有限公司\n",
      "Company Size: 員工120人\n",
      "Industry: 電腦軟體服務業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 台北市信義區\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: [CMS] Data Scientist\n",
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      "Company Name: 光寶科技股份有限公司\n",
      "Company Size: 員工30000人\n",
      "Industry: 消費性電子產品製造業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Data Engineer -資產量化投資公司\n",
      "Job Link: https://www.104.com.tw/job/8gozx?jobsource=index_s\n",
      "Company Name: 瑞星管理顧問股份有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 人力仲介代徵\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 台北市大安區\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: RD20414 影像辨識與數據分析工程師(智慧製造)\n",
      "Job Link: https://www.104.com.tw/job/6oyrc?jobsource=index_s\n",
      "Company Name: 華碩電腦股份有限公司\n",
      "Company Size: Not specified\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Equity Research Analyst Intern\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 鴻海精密工業股份有限公司\n",
      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/8c235?jobsource=index_s\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 新加坡商羅福斯有限公司台灣分公司\n",
      "Company Size: Not specified\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 圖策科技股份有限公司\n",
      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 55688集團_台灣智慧生活網股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Size: Not specified\n",
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      "Salary: 月薪90,000元以上\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 【南港外商電腦原廠_Quality Display & Peripherals Data Analyst】歡迎英文精通、熟練Python & Power BI且對外商環境深感興趣的您！KA_840\n",
      "Job Link: https://www.104.com.tw/job/82xqd?jobsource=index_s\n",
      "Company Name: 藝珂人事顧問股份有限公司\n",
      "Company Size: Not specified\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Technical Analyst / Consultant - Digital Customer - Deloitte Consulting\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Fund Operations Analyst\n",
      "Job Link: https://www.104.com.tw/job/8ec75?jobsource=index_s\n",
      "Company Name: 施羅德證券投資信託股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 26\n",
      "---------------------------------------------------\n",
      "Job Title: T-Business Analyst\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/6odx7?jobsource=index_s\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: SAP Solution Architect/Business Analyst\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 華碩電腦股份有限公司\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 資料架構師 Data Architect【聯想感】\n",
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      "Company Name: 股感資訊股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: <fresh grad welcome > Consultant - Rewards Data Intelligence, COE role\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: [IFM] MEP/Project Manager (FAANG科技公司/Data Center@彰化彰濱工業區)\n",
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      "Company Name: JLL Taiwan_仲量聯行股份有限公司\n",
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      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 伸波通訊股份有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 電信相關業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "Salary: 月薪40,000元以上\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 國泰世華商業銀行股份有限公司_人力資源部\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 約聘駐點美商高通(Qualcomm) System Analyst (系統分析師)\n",
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      "Company Name: 敦陽科技股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------------------------------------\n",
      "Currently reading page 27\n",
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      "Job Title: Document Control Analyst (TPE)\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: [Taipei] Sr. Statistical Programmer Analyst\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 【ITRI Global Talent】ISTI_Semiconductor Industry Analyst\n",
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      "---------------------------------------------------\n",
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      "---------------------------------------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/81om5?jobsource=index_s\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 元大金融控股股份有限公司(元大金控) (元大證券) (元大銀行)\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: GARMIN_台灣國際航電股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 國泰金控_國泰金融控股股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/8cb59?jobsource=index_s\n",
      "Company Name: 柏瑞醫股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/8g0d9?jobsource=index_s\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Data Engineer - AI (Technical Service Unit)\n",
      "Job Link: https://www.104.com.tw/job/89wad?jobsource=index_s\n",
      "Company Name: 大聯大控股股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/7z809?jobsource=index_s\n",
      "Company Name: 鴻海精密工業股份有限公司\n",
      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Research Analyst 產業研究分析師 (Semiconductor 半導體）\n",
      "Job Link: https://www.104.com.tw/job/70qmj?jobsource=index_s\n",
      "Company Name: 英屬維京群島商以賽亞顧問有限公司台灣分公司\n",
      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "Education: 大學\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Associate Director, Project Management (Data Center Solutions, Taiwan Lead)\n",
      "Job Link: https://www.104.com.tw/job/8g3yr?jobsource=index_s\n",
      "Company Name: 香港商世邦魏理仕公寓大廈管理維護暨室內裝修有限公司台灣分公司\n",
      "Company Size: Not specified\n",
      "Industry: 不動產經營業\n",
      "Salary: 月薪200,000元以上\n",
      "Payment Method: 月薪\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 277633 QC Analyst 品管分析師 (ICP-MS GC-MS經驗優先)\n",
      "Job Link: https://www.104.com.tw/job/8ec37?jobsource=index_s\n",
      "Company Name: 台灣默克集團_台灣默克股份有限公司\n",
      "Company Size: 員工1000人\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 資深系統分析師 (Senior System Analyst)\n",
      "Job Link: https://www.104.com.tw/job/8fh2p?jobsource=index_s\n",
      "Company Name: 幣世代科技股份有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 網際網路相關業\n",
      "Salary: 月薪50,000~80,000元\n",
      "Payment Method: 月薪\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 數據工程師Data Engineer\n",
      "Job Link: https://www.104.com.tw/job/78fls?jobsource=index_s\n",
      "Company Name: TVBS_聯利媒體股份有限公司\n",
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      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Senior Associate/ Associate Manager - Vertical Planning and Operations (Data analysis/ business planning)\n",
      "Job Link: https://www.104.com.tw/job/8fpi5?jobsource=index_s\n",
      "Company Name: Klook客路_客遊天下旅行社有限公司\n",
      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Data Scientist 數據科學家\n",
      "Job Link: https://www.104.com.tw/job/8bzdr?jobsource=index_s\n",
      "Company Name: 美庫爾數據商務顧問股份有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 工商顧問服務業\n",
      "Salary: 年薪700,000~1,000,000元\n",
      "Payment Method: 年薪\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Senior Application Analyst (Oracle ERP, 遠距辨公)\n",
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      "Company Name: 英屬維京群島商創機工具股份有限公司台灣分公司\n",
      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 29\n",
      "---------------------------------------------------\n",
      "Job Title: Data Analyst / 資料分析師\n",
      "Job Link: https://www.104.com.tw/job/6toi3?jobsource=index_s\n",
      "Company Name: 瑞嘉軟體科技股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 【數位驅動】資料科學工程師_Data (數數發中心，DDT)_I00011494\n",
      "Job Link: https://www.104.com.tw/job/87176?jobsource=index_s\n",
      "Company Name: 國泰世華商業銀行股份有限公司_人力資源部\n",
      "Company Size: 員工10000人\n",
      "Industry: 銀行業\n",
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      "Salary Upper Bound: N/A\n",
      "Work Area: 台北市信義區\n",
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      "Education: 學歷不拘\n",
      "Applicants Number: 0~5人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: Pricing Operation Specialist (Data focus) 產品價格專案管理專員\n",
      "Job Link: https://www.104.com.tw/job/8bj59?jobsource=index_s\n",
      "Company Name: 酷澎股份有限公司\n",
      "Company Size: 員工700人\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Analyst/ Consultant - Actuarial Audit - Deloitte Actuarial & Insurance Solutions - Consulting\n",
      "Job Link: https://www.104.com.tw/job/81om5?jobsource=index_s\n",
      "Company Name: DELOITTE CONSULTING_勤業眾信管理顧問股份有限公司\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "Education: 大學\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Senior Financial Analyst\n",
      "Job Link: https://www.104.com.tw/job/8eczg?jobsource=index_s\n",
      "Company Name: 台灣美光(台灣美光晶圓科技股份有限公司/台灣美光記憶體股份有限公司/美商美光亞太科技股份有限公司台灣分公司)\n",
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      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: (IT)Sr./Jr. Data Scientist-J01754\n",
      "Job Link: https://www.104.com.tw/job/7aww2?jobsource=index_s\n",
      "Company Name: 宏達電 HTC Corporation_宏達國際電子股份有限公司\n",
      "Company Size: 員工2000人\n",
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      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 資料工程師 Data Engineer\n",
      "Job Link: https://www.104.com.tw/job/7dpwf?jobsource=index_s\n",
      "Company Name: 果實夥伴股份有限公司\n",
      "Company Size: 員工100人\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 【南港電腦商龍頭_Procurement Operations Analyst】(英文精通/能用coding寫自動化/嚮往美商彈性工作環境)KA_816\n",
      "Job Link: https://www.104.com.tw/job/8cyfs?jobsource=index_s\n",
      "Company Name: 藝珂人事顧問股份有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 人力仲介代徵\n",
      "Salary: 月薪50,000~58,000元\n",
      "Payment Method: 月薪\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Document Control Analyst (TPE)\n",
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      "Company Name: 海盜船科技股份有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 電腦系統整合服務業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "Job Title: Data Engineer (外商零售) - TP09CS\n",
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      "Company Name: Tata Consultancy Services Limited Taiwan Branch_印度商塔塔顧問服務有限公司台灣分公司\n",
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      "Job Title: 【AI Lab】資深數據工程師 Senior Data Engineer\n",
      "Job Link: https://www.104.com.tw/job/7kq61?jobsource=index_s\n",
      "Company Name: 愛卡拉互動媒體股份有限公司\n",
      "Company Size: 員工200人\n",
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      "Job Title: Equity Research Analyst (MUST SUBMIT A FORMAL CV TO: [email protected] TO BE CONSIDERED, 須提供英文履歷至信箱)\n",
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      "Company Name: 進遠有限公司\n",
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      "---------------------------------------------------\n",
      "Job Title: [Corporate] Senior Data Engineer\n",
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      "Job Title: Shopee APP - B2C Commercial Analyst 商業分析師\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: System Analyst系統分析師  (Belton Technology Group)\n",
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      "Company Name: 中國龍資訊科技有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 網際網路相關業\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 如梭世代股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 32\n",
      "---------------------------------------------------\n",
      "Job Title: Senior Quantitative Analyst, Consumer & Marketing Insights (FMCG Team)\n",
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      "Job Title: RD21593 Python Back-end Developer (Data Center)\n",
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      "Job Title: Analyst/ Consultant – Deloitte Actuarial and Insurance Solutions – Human Capital– Consulting – Taipei\n",
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      "Job Title: Data Science Supervisor\n",
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      "Salary: 月薪45,209~117,288元\n",
      "Payment Method: 月薪\n",
      "Salary Lower Bound: 45209\n",
      "Salary Upper Bound: 117288\n",
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      "Education: 大學\n",
      "Applicants Number: 大於30人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: Pricing Operation Specialist (Data focus) 產品價格專案管理專員\n",
      "Job Link: https://www.104.com.tw/job/8bj59?jobsource=index_s\n",
      "Company Name: 酷澎股份有限公司\n",
      "Company Size: 員工700人\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 洰和股份有限公司\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/87pfn?jobsource=index_s\n",
      "Company Name: 永豐商業銀行股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/7dpwf?jobsource=index_s\n",
      "Company Name: 果實夥伴股份有限公司\n",
      "Company Size: 員工100人\n",
      "Industry: 網際網路相關業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 【南港電腦商龍頭_Procurement Operations Analyst】(英文精通/能用coding寫自動化/嚮往美商彈性工作環境)KA_816\n",
      "Job Link: https://www.104.com.tw/job/8cyfs?jobsource=index_s\n",
      "Company Name: 藝珂人事顧問股份有限公司\n",
      "Company Size: Not specified\n",
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      "Salary: 月薪50,000~58,000元\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/8af2r?jobsource=index_s\n",
      "Company Name: 安擘諮詢有限公司\n",
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      "Salary: 月薪50,000元以上\n",
      "Payment Method: 月薪\n",
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      "Salary Upper Bound: None\n",
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      "Education: 大學\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/7gxp1?jobsource=index_s\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/8fxa1?jobsource=index_s\n",
      "Company Name: 股感資訊股份有限公司\n",
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      "Salary: 月薪50,000元以上\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Senior Industry Analyst _ 台達研究院 (台北/南科)\n",
      "Job Link: https://www.104.com.tw/job/8b86t?jobsource=index_s\n",
      "Company Name: 台達電子工業股份有限公司 _DELTA ELECTRONICS INC.\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Python programmer/data scientist for quantitative trading\n",
      "Job Link: https://www.104.com.tw/job/70dmc?jobsource=index_s\n",
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      "Industry: 化學原料製造業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: RD20100 Data Engineer 數據工程師\n",
      "Job Link: https://www.104.com.tw/job/7ba34?jobsource=index_s\n",
      "Company Name: 華碩電腦股份有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 電腦及其週邊設備製造業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 數據工程師實習生 Data Engineer Intern\n",
      "Job Link: https://www.104.com.tw/job/84ofv?jobsource=index_s\n",
      "Company Name: COMMEET_擁樂數據服務股份有限公司\n",
      "Company Size: 員工45人\n",
      "Industry: 電腦軟體服務業\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 33\n",
      "---------------------------------------------------\n",
      "Job Title: 業務經理/主管   #Data & AI #ACT台灣敏捷大賞獎2024   #政府\n",
      "Job Link: https://www.104.com.tw/job/7umf1?jobsource=index_s\n",
      "Company Name: 炬識科技股份有限公司\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 【電氣集團】業務經理-數據中心客戶Data Center Sales Manager\n",
      "Job Link: https://www.104.com.tw/job/8g98x?jobsource=index_s\n",
      "Company Name: 伊頓飛瑞慕品股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Equity Research Analyst (MUST SUBMIT A FORMAL CV TO: [email protected] TO BE CONSIDERED, 須提供英文履歷至信箱)\n",
      "Job Link: https://www.104.com.tw/job/6qq3a?jobsource=index_s\n",
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      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 【全球智慧製造】Data Infrastructure Engineer_新店\n",
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      "Company Name: GARMIN_台灣國際航電股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 人壽資料科學家(Data Scientist)\n",
      "Job Link: https://www.104.com.tw/job/89r06?jobsource=index_s\n",
      "Company Name: 富邦金融控股股份有限公司\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: System Analyst系統分析師  (Belton Technology Group)\n",
      "Job Link: https://www.104.com.tw/job/7ochb?jobsource=index_s\n",
      "Company Name: 中國龍資訊科技有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 網際網路相關業\n",
      "Salary: 月薪65,000~85,000元\n",
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      "Education: 專科\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Senior Industry Analyst _ 台達研究院 (台北/南科)\n",
      "Job Link: https://www.104.com.tw/job/8b86t?jobsource=index_s\n",
      "Company Name: 台達電子工業股份有限公司 _DELTA ELECTRONICS INC.\n",
      "Company Size: 員工88000人\n",
      "Industry: 其他電子零組件相關業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
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      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 資料工程師 Data Engineer【聯想感】\n",
      "Job Link: https://www.104.com.tw/job/8fxa1?jobsource=index_s\n",
      "Company Name: 股感資訊股份有限公司\n",
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      "Education: 高中\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Python programmer/data scientist for quantitative trading\n",
      "Job Link: https://www.104.com.tw/job/70dmc?jobsource=index_s\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 數據工程師實習生 Data Engineer Intern\n",
      "Job Link: https://www.104.com.tw/job/84ofv?jobsource=index_s\n",
      "Company Name: COMMEET_擁樂數據服務股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 【台北】Information Security Analyst 資安事件分析師\n",
      "Job Link: https://www.104.com.tw/job/79gi9?jobsource=index_s\n",
      "Company Name: 如梭世代股份有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 網際網路相關業\n",
      "Salary: 月薪40,000元以上\n",
      "Payment Method: 月薪\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/87w7s?jobsource=index_s\n",
      "Company Name: 國泰金控_國泰金融控股股份有限公司\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "---------------------------------------------------\n",
      "Currently reading page 34\n",
      "---------------------------------------------------\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 35\n",
      "---------------------------------------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/88w4t?jobsource=index_s\n",
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      "---------------------This is a separator---------------------\n",
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      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 日月光半導體製造股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 國泰金控_國泰金融控股股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/78pf4?jobsource=index_s\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 工研院 _財團法人工業技術研究院\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: KPMG_安侯建業聯合會計師事務所\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 大拇哥證券投資顧問股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Threat Analyst Manager 威脅分析經理\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 36\n",
      "---------------------------------------------------\n",
      "Job Title: 總部功能單位-FIN經管-Business Analyst經營分析\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 37\n",
      "---------------------------------------------------\n",
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      "---------------------------------------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 40\n",
      "---------------------------------------------------\n",
      "Job Title: *️⃣【限量名額｜全球前十大外商銀行】AML Analyst 防制洗錢專員 / 起薪約40,000-70,000元 / 歡迎具AML或KYC經驗者(新鮮人亦可)｜BIS_233\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------------------------------------\n",
      "Currently reading page 41\n",
      "---------------------------------------------------\n",
      "Job Title: 《天下雜誌群》數據工程師 Data Engineer\n",
      "Job Link: https://www.104.com.tw/job/84rxw?jobsource=index_s\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: AI工程師/Data Scientist\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 美股市場研究學生實習(Research Analyst Internship, MUST SUBMIT A FORMAL CV TO: [email protected] TO BE CONSIDERED, 須提供英文履歷至信箱)\n",
      "Job Link: https://www.104.com.tw/job/79mul?jobsource=index_s\n",
      "Company Name: 進遠有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 金隼行銷股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: NPI- PM (Data Center)工作地:湖口工業區)\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 加速啟動股份有限公司\n",
      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 服務品質分析師 Service Quality Analyst\n",
      "Job Link: https://www.104.com.tw/job/7gx7c?jobsource=index_s\n",
      "Company Name: DHL_洋基通運股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: DevOps Engineer  #Data & AI #有遠端日  #ACT台灣敏捷大賞獎2024\n",
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      "Salary: 待遇面議\n",
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      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 統一資訊股份有限公司\n",
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      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Site Reliability Engineer ( SRE )系統可靠度工程師 #ACT台灣敏捷大賞獎2024    #Data & AI  #有遠端日\n",
      "Job Link: https://www.104.com.tw/job/82psu?jobsource=index_s\n",
      "Company Name: 炬識科技股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 爭鮮股份有限公司\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/887r4?jobsource=index_s\n",
      "Company Name: 台灣澳圖美德資訊科技有限公司\n",
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      "Salary: 待遇面議\n",
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      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: System Engineer 系統工程師  #Data & AI  #ACT台灣敏捷大賞獎2024   #雲地混合 #無經驗可\n",
      "Job Link: https://www.104.com.tw/job/65nh2?jobsource=index_s\n",
      "Company Name: 炬識科技股份有限公司\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 國泰金控_國泰金融控股股份有限公司\n",
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      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 量化交易分析師 Quantitative Analyst\n",
      "Job Link: https://www.104.com.tw/job/8dqdd?jobsource=index_s\n",
      "Company Name: Kronos Research_麒方有限公司\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 【全球智慧製造】Junior Data Engineer_新店\n",
      "Job Link: https://www.104.com.tw/job/89flg?jobsource=index_s\n",
      "Company Name: GARMIN_台灣國際航電股份有限公司\n",
      "Company Size: 員工9000人\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 42\n",
      "---------------------------------------------------\n",
      "Job Title: Senior System Engineer 資深系統工程師  #Data & AI   #ACT台灣敏捷大賞獎2024   #雲地混合\n",
      "Job Link: https://www.104.com.tw/job/8b4ps?jobsource=index_s\n",
      "Company Name: 炬識科技股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: [外商軟體公司] Spares Supply Chain Analyst 供應鏈分析師<派遣職>105IW\n",
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      "Company Name: 萬寶華企業管理顧問股份有限公司\n",
      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
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      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 【廣告部】Senior Advertising Analyst 資深廣告優化師（高額專案獎金，大力徵才中）\n",
      "Job Link: https://www.104.com.tw/job/7pit0?jobsource=index_s\n",
      "Company Name: 威創策略行銷有限公司\n",
      "Company Size: Not specified\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 資誠企業管理顧問股份有限公司\n",
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      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Shopee App - Backend Engineer Intern (Python) 後端實習生 / Business Intelligence 數據分析部門\n",
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      "Company Size: Not specified\n",
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      "Salary: 時薪185元\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 台灣美光(台灣美光晶圓科技股份有限公司/台灣美光記憶體股份有限公司/美商美光亞太科技股份有限公司台灣分公司)\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 43\n",
      "---------------------------------------------------\n",
      "Job Title: 數位業務策略專業人員-數位分析Digital Data Analytics(數數發中心, DDT)_I00016473\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 怡東人事顧問股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 【南】Blockchain Data Developer | 區塊鏈數據開發工程師\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 55688集團_台灣智慧生活網股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 44\n",
      "---------------------------------------------------\n",
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      "---------------------------------------------------\n",
      "Currently reading page 45\n",
      "---------------------------------------------------\n",
      "Job Title: 【技術部】數據分析師-分析、演算*\n",
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      "Company Name: 台灣美光(台灣美光晶圓科技股份有限公司/台灣美光記憶體股份有限公司/美商美光亞太科技股份有限公司台灣分公司)\n",
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      "Job Title: Senior Data Project Manager 資深資料專案經理  #Data & AI   #ACT台灣敏捷大賞獎2024   #政府專案\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 46\n",
      "---------------------------------------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Data Architect 資料架構師   #ACT台灣敏捷大賞獎2024   #Data & AI. #分散式系統\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 中國龍資訊科技有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: Super Micro Computer, Inc._美超微電腦股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: Google_美商科高國際有限公司\n",
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      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Size: 員工1800人\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 台灣積體電路製造股份有限公司(台積電)\n",
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      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 台灣美光(台灣美光晶圓科技股份有限公司/台灣美光記憶體股份有限公司/美商美光亞太科技股份有限公司台灣分公司)\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Size: Not specified\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 47\n",
      "---------------------------------------------------\n",
      "Job Title: 資深數據工程師 Senior Data Engineer -集團徵才-數據科技 (數數發中心, DDT)_I00015418\n",
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      "---------------------This is a separator---------------------\n",
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      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 國泰金控_國泰金融控股股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 台灣美光(台灣美光晶圓科技股份有限公司/台灣美光記憶體股份有限公司/美商美光亞太科技股份有限公司台灣分公司)\n",
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      "---------------------This is a separator---------------------\n",
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      "Salary: 待遇面議\n",
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      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "Payment Method: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Data Analyst - LINE Today\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Officer, Securities & Derivatives Analyst, Taiwan\n",
      "Job Link: https://www.104.com.tw/job/6of0r?jobsource=index_s\n",
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      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
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      "---------------------------------------------------\n",
      "Currently reading page 48\n",
      "---------------------------------------------------\n",
      "Job Title: C.顧問類(新竹/台中/台南/高雄)-顧問/資深顧問(電腦審計/數據分析/風險管理)\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 台新綜合證券股份有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 證券及期貨業\n",
      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 麟數據科技股份有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 電腦軟體服務業\n",
      "Salary: 月薪34,000~40,000元\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: RD20163 Data Scientist (資料科學家)\n",
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      "Company Size: Not specified\n",
      "Industry: 電腦及其週邊設備製造業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: RD20165 Senior Data Infrastructure Engineer (資深資料架構工程師)\n",
      "Job Link: https://www.104.com.tw/job/7bra8?jobsource=index_s\n",
      "Company Name: 華碩電腦股份有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 電腦及其週邊設備製造業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 華碩電腦股份有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 電腦及其週邊設備製造業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 華碩電腦股份有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 電腦及其週邊設備製造業\n",
      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 傑希生技股份有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 生化科技研發業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Officer, KYC Operations Analyst, Taiwan\n",
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      "Company Size: Not specified\n",
      "Industry: 銀行業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Shopee APP -  Category Management Analyst 品類管理分析\n",
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      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 台灣美光(台灣美光晶圓科技股份有限公司/台灣美光記憶體股份有限公司/美商美光亞太科技股份有限公司台灣分公司)\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 華碩電腦股份有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 電腦及其週邊設備製造業\n",
      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 台灣美光(台灣美光晶圓科技股份有限公司/台灣美光記憶體股份有限公司/美商美光亞太科技股份有限公司台灣分公司)\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Analyst, Primary Intelligence\n",
      "Job Link: https://www.104.com.tw/job/71swi?jobsource=index_s\n",
      "Company Name: 美商IQVIA _艾昆緯藥品資訊股份有限公司\n",
      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Officer, Customer Service Intmd Analyst, Taiwan\n",
      "Job Link: https://www.104.com.tw/job/5zr5t?jobsource=index_s\n",
      "Company Name: 花旗(台灣) 商業銀行股份有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 銀行業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Data Scientist 資料科學家\n",
      "Job Link: https://www.104.com.tw/job/6det4?jobsource=index_s\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: (LINE Bank) Data Scientist_資料科學家\n",
      "Job Link: https://www.104.com.tw/job/6ty7u?jobsource=index_s\n",
      "Company Name: LINE Bank_連線商業銀行股份有限公司\n",
      "Company Size: Not specified\n",
      "Industry: 銀行業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 49\n",
      "---------------------------------------------------\n",
      "Job Title: [MTM05] 系統分析師 System Analyst\n",
      "Job Link: https://www.104.com.tw/job/7hndh?jobsource=index_s\n",
      "Company Name: 美商美創資通股份有限公司台灣分公司\n",
      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 臻鼎科技股份有限公司\n",
      "Company Size: 員工46000人\n",
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      "Salary Upper Bound: N/A\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Campaign Analyst(EMEA) 04:00 PM -01:00 AM working hours\n",
      "Job Link: https://www.104.com.tw/job/7j3ie?jobsource=index_s\n",
      "Company Name: 沛星互動科技股份有限公司\n",
      "Company Size: 員工500人\n",
      "Industry: 多媒體相關業\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Data Protection Investigator\n",
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      "---------------------This is a separator---------------------\n",
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      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 50\n",
      "---------------------------------------------------\n",
      "Job Title: 儲能數據分析工程師\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------------------------------------\n",
      "Currently reading page 51\n",
      "---------------------------------------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 52\n",
      "---------------------------------------------------\n",
      "Job Title: Officer, Cash & Trade Process Intermediate Analyst, Taiwan\n",
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      "Company Name: 花旗(台灣) 商業銀行股份有限公司\n",
      "Company Size: Not specified\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 53\n",
      "---------------------------------------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: Client Data and Insight Manager - Luxury Fashion\n",
      "Job Link: https://www.104.com.tw/job/8fdc9?jobsource=index_s\n",
      "Company Name: 台灣米高蒲志國際股份有限公司\n",
      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 台灣美光(台灣美光晶圓科技股份有限公司/台灣美光記憶體股份有限公司/美商美光亞太科技股份有限公司台灣分公司)\n",
      "Company Size: 員工9000人\n",
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      "---------------------This is a separator---------------------\n",
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      "Job Link: https://www.104.com.tw/job/8fmx5?jobsource=index_s\n",
      "Company Name: 香港上海滙豐證券股份有限公司\n",
      "Company Size: Not specified\n",
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      "Salary: 待遇面議\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: (全遠端兼職機會)Media Search Analyst（香港職缺 / work from home)\n",
      "Job Link: https://www.104.com.tw/job/8f05t?jobsource=index_s\n",
      "Company Name: TELUS INTERNATIONAL AI INC.\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 54\n",
      "---------------------------------------------------\n",
      "Job Title: 資料科學分析師  (Data Science R&D) - 資料科學研發科 (數數發中心, DDT) _I00016151\n",
      "Job Link: https://www.104.com.tw/job/87kfy?jobsource=index_s\n",
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      "---------------------This is a separator---------------------\n",
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      "Company Name: 慧景科技股份有限公司\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------------------------------------\n",
      "Currently reading page 55\n",
      "---------------------------------------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 56\n",
      "---------------------------------------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
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      "---------------------This is a separator---------------------\n",
      "Job Title: 【TPD0803】Data Analyst\n",
      "Job Link: https://www.104.com.tw/job/8f73d?jobsource=index_s\n",
      "Company Name: SHOPLINE Technology Corp., Ltd._商線科技股份有限公司\n",
      "Company Size: 員工500人\n",
      "Industry: 網際網路相關業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 台北市松山區\n",
      "Work Experience: 2年以上\n",
      "Education: 大學\n",
      "Applicants Number: 大於30人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: NIKE直營 - Retail Data Analyst\n",
      "Job Link: https://www.104.com.tw/job/8f601?jobsource=index_s\n",
      "Company Name: 必爾斯藍基股份有限公司(BRS Nike Taiwan Inc.)\n",
      "Company Size: 員工200人\n",
      "Industry: 綜合商品批發代理業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 台北市信義區\n",
      "Work Experience: 經歷不拘\n",
      "Education: 大學\n",
      "Applicants Number: 大於30人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: 數據分析師\n",
      "Job Link: https://www.104.com.tw/job/89udf?jobsource=index_s\n",
      "Company Name: 鴻海集團_英屬開曼群島商鴻騰精密科技股份有限公司台灣分公司\n",
      "Company Size: 員工1000人\n",
      "Industry: 精密儀器相關製造業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 新北市土城區\n",
      "Work Experience: 經歷不拘\n",
      "Education: 大學\n",
      "Applicants Number: 大於30人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: 數據分析師(Data Analyst)\n",
      "Job Link: https://www.104.com.tw/job/8e7be?jobsource=index_s\n",
      "Company Name: 馬來西亞商思想科技有限公司台灣分公司\n",
      "Company Size: Not specified\n",
      "Industry: 消費性電子產品製造業\n",
      "Salary: 月薪40,000~70,000元\n",
      "Payment Method: 月薪\n",
      "Salary Lower Bound: 40000\n",
      "Salary Upper Bound: 70000\n",
      "Work Area: 台北市中山區\n",
      "Work Experience: 1年以上\n",
      "Education: 專科\n",
      "Applicants Number: 大於30人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: Data Analyst\n",
      "Job Link: https://www.104.com.tw/job/8ebty?jobsource=index_s\n",
      "Company Name: 宏碁股份有限公司\n",
      "Company Size: 員工7700人\n",
      "Industry: 電腦及其週邊設備製造業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 新北市汐止區\n",
      "Work Experience: 1年以上\n",
      "Education: 大學\n",
      "Applicants Number: 大於30人應徵\n",
      "---------------------This is a separator---------------------\n",
      "Job Title: Sales Operations Analyst(Data analysis related) (業務營運數據分析)\n",
      "Job Link: https://www.104.com.tw/job/7v1ur?jobsource=index_s\n",
      "Company Name: 台灣亞德諾半導體股份有限公司\n",
      "Company Size: 員工200人\n",
      "Industry: 半導體製造業\n",
      "Salary: 待遇面議\n",
      "Payment Method: 待遇面議\n",
      "Salary Lower Bound: N/A\n",
      "Salary Upper Bound: N/A\n",
      "Work Area: 台北市信義區\n",
      "Work Experience: 經歷不拘\n",
      "Education: 大學\n",
      "Applicants Number: 大於30人應徵\n",
      "---------------------This is a separator---------------------\n",
      "---------------------------------------------------\n",
      "Currently reading page 57\n",
      "---------------------------------------------------\n",
      "No more job listings found. Exiting the loop.\n",
      "Scraping complete.\n",
      "Total execution time: 99.41 seconds\n"
     ]
    }
   ],
   "source": [
    "# Start timing the script\n",
    "start_time = time.time()\n",
    "\n",
    "page = 1\n",
    "\n",
    "while True:\n",
    "    url = base_url.format(page=page)\n",
    "    response = requests.get(url)\n",
    "    soup = BeautifulSoup(response.text, 'html.parser')\n",
    "    \n",
    "    print('---------------------------------------------------')\n",
    "    print(f\"Currently reading page {page}\")\n",
    "    print('---------------------------------------------------')\n",
    "    \n",
    "    # Extract all job listings on the current page\n",
    "    jobs = soup.find_all(\"article\", class_=\"b-block--top-bord job-list-item b-clearfix js-job-item\")\n",
    "    \n",
    "    # If no jobs are found, break the loop\n",
    "    if not jobs:\n",
    "        print(\"No more job listings found. Exiting the loop.\")\n",
    "        break\n",
    "\n",
    "    for job in jobs:\n",
    "        job_title = job.a.text.strip()\n",
    "        print(f\"Job Title: {job_title}\")\n",
    "        \n",
    "        job_link = \"https:\" + job.a[\"href\"].strip()\n",
    "        print(f\"Job Link: {job_link}\")\n",
    "        \n",
    "        company_name = job.select(\"li\")[1].text.strip()\n",
    "        print(f\"Company Name: {company_name}\")\n",
    "\n",
    "        # Find all <a> tags with class 'b-tag--default' within the 'job-list-tag b-content' div\n",
    "        a_tags = job.find_all(\"a\", class_=\"b-tag--default\")\n",
    "        company_size = \"Not specified\"\n",
    "        for tag in a_tags:\n",
    "            if \"員工\" in tag.text:\n",
    "                company_size = tag.text.strip()\n",
    "                break\n",
    "        print(f\"Company Size: {company_size}\")\n",
    "        \n",
    "        industry_tag = job.find(\"div\", class_=\"b-divide\").find_next_sibling(\"li\")\n",
    "        industry = industry_tag.text.strip() if industry_tag else \"Not specified\"\n",
    "        print(f\"Industry: {industry}\")\n",
    "\n",
    "        # Locate the salary information container\n",
    "        salary_div = job.find('div', class_=\"job-list-tag b-content\")\n",
    "\n",
    "        # Initialize salary-related variables\n",
    "        salary = \"\"\n",
    "        payment_method = \"\"\n",
    "        salary_lower_bound = \"\"\n",
    "        salary_upper_bound = \"\"\n",
    "\n",
    "        if salary_div:\n",
    "            # Check for salary-related keywords in <a> tags (e.g., \"時薪\", \"月薪\", \"年薪\")\n",
    "            salary_details = salary_div.a\n",
    "            if salary_details and any(keyword in salary_details.text for keyword in [\"時薪\", \"月薪\", \"年薪\"]):\n",
    "                salary = salary_details.text.strip()\n",
    "                payment_method = salary[:2]\n",
    "                salary_numbers = ''.join([char for char in salary if char.isdigit() or char == \"~\"])\n",
    "                salary_lower_bound, salary_upper_bound = (salary_numbers.split('~') + [None, None])[:2]\n",
    "\n",
    "            # Check if \"面議\" (negotiable) is present in <span> tags\n",
    "            elif salary_div.span and \"面議\" in salary_div.span.text:\n",
    "                salary = \"待遇面議\"\n",
    "                payment_method = \"待遇面議\"\n",
    "                salary_lower_bound = \"N/A\"\n",
    "                salary_upper_bound = \"N/A\"\n",
    "\n",
    "        # Print the extracted information\n",
    "        print(f\"Salary: {salary}\")\n",
    "        print(f\"Payment Method: {payment_method}\")\n",
    "        print(f\"Salary Lower Bound: {salary_lower_bound}\")\n",
    "        print(f\"Salary Upper Bound: {salary_upper_bound}\")\n",
    "\n",
    "        ul_tag = job.find(\"ul\", class_=\"b-list-inline b-clearfix job-list-intro b-content\")\n",
    "        if ul_tag:\n",
    "            li_tags = ul_tag.find_all(\"li\")\n",
    "            work_area = li_tags[0].text.strip() if len(li_tags) > 0 and li_tags[0] is not None else \"Not specified\"\n",
    "            work_exp = li_tags[1].text.strip() if len(li_tags) > 1 and li_tags[1] is not None else \"Not specified\"\n",
    "            education = li_tags[2].text.strip() if len(li_tags) > 2 and li_tags[2] is not None else \"Not specified\"\n",
    "        else:\n",
    "            work_area = \"Not specified\"\n",
    "            work_exp = \"Not specified\"\n",
    "            education = \"Not specified\"\n",
    "        \n",
    "        print(f\"Work Area: {work_area}\")\n",
    "        print(f\"Work Experience: {work_exp}\")\n",
    "        print(f\"Education: {education}\")\n",
    "\n",
    "        num_apply_tag = job.find('a', class_='b-link--gray gtm-list-apply')\n",
    "        num_apply = \"Not specified\"\n",
    "        for tag in num_apply_tag:\n",
    "            if \"人\" in tag.text:\n",
    "                num_apply = tag.text.strip()\n",
    "                break\n",
    "        print(f\"Applicants Number: {num_apply}\")\n",
    "        print(\"---------------------This is a separator---------------------\")\n",
    "\n",
    "        ws.append([job_title, job_link, company_name, industry, company_size, work_area, work_exp, education, num_apply, salary, payment_method, salary_lower_bound, salary_upper_bound])\n",
    "        \n",
    "    \n",
    "    page += 1\n",
    "    sleep(1)  # Pause between requests to be polite to the server\n",
    "\n",
    "print(\"Scraping complete.\")\n",
    "\n",
    "wb.save(\"data_analyst_job_vacancies.xlsx\")\n",
    "\n",
    "# Calculate and print the total execution time\n",
    "end_time = time.time()\n",
    "elapsed_time = end_time - start_time\n",
    "print(f\"Total execution time: {elapsed_time:.2f} seconds\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca08f37a-4a9e-45d2-9e9b-3aa0afd62fc7",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "### Data Cleaning\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e0ed8ac5-8a37-469c-a4af-2b25b07f57d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1ce5a4ce-ffaa-4f6b-90bb-b01c35a82875",
   "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>Job Title</th>\n",
       "      <th>Job Link</th>\n",
       "      <th>Company Name</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Company Size</th>\n",
       "      <th>Work Area</th>\n",
       "      <th>Required Work Experience</th>\n",
       "      <th>Educational Requirements</th>\n",
       "      <th>Number of Applicants</th>\n",
       "      <th>Salary</th>\n",
       "      <th>Payment Method</th>\n",
       "      <th>Salary Lower Bound</th>\n",
       "      <th>Salary Upper Bound</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Clinical Trial Data Analyst 臨床試驗數據分析師</td>\n",
       "      <td>https://www.104.com.tw/job/8gukx?jobsource=ind...</td>\n",
       "      <td>醫乘智慧有限公司</td>\n",
       "      <td>其它軟體及網路相關業</td>\n",
       "      <td>Not specified</td>\n",
       "      <td>台北市信義區</td>\n",
       "      <td>經歷不拘</td>\n",
       "      <td>大學</td>\n",
       "      <td>0~5人應徵</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Data Analyst 數據分析師(資訊處電腦組)</td>\n",
       "      <td>https://www.104.com.tw/job/6vdp2?jobsource=ind...</td>\n",
       "      <td>臺灣電視事業股份有限公司</td>\n",
       "      <td>電視業</td>\n",
       "      <td>員工525人</td>\n",
       "      <td>台北市松山區</td>\n",
       "      <td>經歷不拘</td>\n",
       "      <td>大學</td>\n",
       "      <td>6~10人應徵</td>\n",
       "      <td>月薪35,000元以上</td>\n",
       "      <td>月薪</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>【GenApe生成猿】產品企劃師、數據分析師（Product Plan &amp; Data Ana...</td>\n",
       "      <td>https://www.104.com.tw/job/7ga0s?jobsource=ind...</td>\n",
       "      <td>玩構網路科技有限公司</td>\n",
       "      <td>其它軟體及網路相關業</td>\n",
       "      <td>員工15人</td>\n",
       "      <td>高雄市楠梓區</td>\n",
       "      <td>經歷不拘</td>\n",
       "      <td>大學</td>\n",
       "      <td>0~5人應徵</td>\n",
       "      <td>月薪38,000~60,000元</td>\n",
       "      <td>月薪</td>\n",
       "      <td>38000.0</td>\n",
       "      <td>60000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Job Title  \\\n",
       "0              Clinical Trial Data Analyst 臨床試驗數據分析師   \n",
       "1                         Data Analyst 數據分析師(資訊處電腦組)   \n",
       "2  【GenApe生成猿】產品企劃師、數據分析師（Product Plan & Data Ana...   \n",
       "\n",
       "                                            Job Link  Company Name  \\\n",
       "0  https://www.104.com.tw/job/8gukx?jobsource=ind...      醫乘智慧有限公司   \n",
       "1  https://www.104.com.tw/job/6vdp2?jobsource=ind...  臺灣電視事業股份有限公司   \n",
       "2  https://www.104.com.tw/job/7ga0s?jobsource=ind...    玩構網路科技有限公司   \n",
       "\n",
       "     Industry   Company Size Work Area Required Work Experience  \\\n",
       "0  其它軟體及網路相關業  Not specified    台北市信義區                     經歷不拘   \n",
       "1         電視業         員工525人    台北市松山區                     經歷不拘   \n",
       "2  其它軟體及網路相關業          員工15人    高雄市楠梓區                     經歷不拘   \n",
       "\n",
       "  Educational Requirements Number of Applicants            Salary  \\\n",
       "0                       大學               0~5人應徵              待遇面議   \n",
       "1                       大學              6~10人應徵       月薪35,000元以上   \n",
       "2                       大學               0~5人應徵  月薪38,000~60,000元   \n",
       "\n",
       "  Payment Method  Salary Lower Bound  Salary Upper Bound  \n",
       "0           待遇面議                 NaN                 NaN  \n",
       "1             月薪             35000.0                 NaN  \n",
       "2             月薪             38000.0             60000.0  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job = pd.read_excel('data_analyst_job_vacancies.xlsx')\n",
    "df_job.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2805af75-3629-4571-8f96-fcecd4c01558",
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Convert the DataFrame to a CSV file\n",
    "# df_job.to_csv('data_analyst_job_vacancies.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "38c33e77-e76d-41dd-a1f2-b7c8bb52dac9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# df_job.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a6853dee-23ed-4120-adfc-1c26745fa37e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_job.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "96e33dc1-1a5c-45eb-968c-4d94c77ab5b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert relevant columns to string\n",
    "df_job['Job Title'] = df_job['Job Title'].astype('string')\n",
    "df_job['Job Link'] = df_job['Job Link'].astype('string')\n",
    "df_job['Company Name'] = df_job['Company Name'].astype('string')\n",
    "df_job['Industry'] = df_job['Industry'].astype('string')\n",
    "df_job['Work Area'] = df_job['Work Area'].astype('string')\n",
    "df_job['Required Work Experience'] = df_job['Required Work Experience'].astype('string')\n",
    "df_job['Educational Requirements'] = df_job['Educational Requirements'].astype('string')\n",
    "df_job['Payment Method'] = df_job['Payment Method'].astype('string')\n",
    "\n",
    "# Convert 'Company Size' and 'Number of Applicants' to int after cleaning (removing non-numeric symbols)\n",
    "df_job['Company Size'] = df_job['Company Size'].str.extract('(\\d+)').astype(float).astype('Int64')\n",
    "df_job['Number of Applicants'] = df_job['Number of Applicants'].str.extract('(\\d+)').astype(float).astype('Int64')\n",
    "\n",
    "# Convert 'Salary Lower Bound' and 'Salary Upper Bound' to integer\n",
    "df_job['Salary Lower Bound'] = df_job['Salary Lower Bound'].fillna(0).astype(int)\n",
    "df_job['Salary Upper Bound'] = df_job['Salary Upper Bound'].fillna(0).astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9fd76d88-3d6b-402a-805f-dd741512b99f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1111 entries, 0 to 1110\n",
      "Data columns (total 13 columns):\n",
      " #   Column                    Non-Null Count  Dtype \n",
      "---  ------                    --------------  ----- \n",
      " 0   Job Title                 1111 non-null   string\n",
      " 1   Job Link                  1111 non-null   string\n",
      " 2   Company Name              1111 non-null   string\n",
      " 3   Industry                  1111 non-null   string\n",
      " 4   Company Size              860 non-null    Int64 \n",
      " 5   Work Area                 1111 non-null   string\n",
      " 6   Required Work Experience  1111 non-null   string\n",
      " 7   Educational Requirements  1111 non-null   string\n",
      " 8   Number of Applicants      1111 non-null   Int64 \n",
      " 9   Salary                    1111 non-null   object\n",
      " 10  Payment Method            1111 non-null   string\n",
      " 11  Salary Lower Bound        1111 non-null   int32 \n",
      " 12  Salary Upper Bound        1111 non-null   int32 \n",
      "dtypes: Int64(2), int32(2), object(1), string(8)\n",
      "memory usage: 106.5+ KB\n"
     ]
    }
   ],
   "source": [
    "df_job.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cff3209d-6115-4a43-839d-3bd16dc43120",
   "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>Job Title</th>\n",
       "      <th>Job Link</th>\n",
       "      <th>Company Name</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Company Size</th>\n",
       "      <th>Work Area</th>\n",
       "      <th>Required Work Experience</th>\n",
       "      <th>Educational Requirements</th>\n",
       "      <th>Number of Applicants</th>\n",
       "      <th>Salary</th>\n",
       "      <th>Payment Method</th>\n",
       "      <th>Salary Lower Bound</th>\n",
       "      <th>Salary Upper Bound</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Clinical Trial Data Analyst 臨床試驗數據分析師</td>\n",
       "      <td>https://www.104.com.tw/job/8gukx?jobsource=ind...</td>\n",
       "      <td>醫乘智慧有限公司</td>\n",
       "      <td>其它軟體及網路相關業</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>台北市信義區</td>\n",
       "      <td>經歷不拘</td>\n",
       "      <td>大學</td>\n",
       "      <td>0</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Data Analyst 數據分析師(資訊處電腦組)</td>\n",
       "      <td>https://www.104.com.tw/job/6vdp2?jobsource=ind...</td>\n",
       "      <td>臺灣電視事業股份有限公司</td>\n",
       "      <td>電視業</td>\n",
       "      <td>525</td>\n",
       "      <td>台北市松山區</td>\n",
       "      <td>經歷不拘</td>\n",
       "      <td>大學</td>\n",
       "      <td>6</td>\n",
       "      <td>月薪35,000元以上</td>\n",
       "      <td>月薪</td>\n",
       "      <td>35000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>【GenApe生成猿】產品企劃師、數據分析師（Product Plan &amp; Data Ana...</td>\n",
       "      <td>https://www.104.com.tw/job/7ga0s?jobsource=ind...</td>\n",
       "      <td>玩構網路科技有限公司</td>\n",
       "      <td>其它軟體及網路相關業</td>\n",
       "      <td>15</td>\n",
       "      <td>高雄市楠梓區</td>\n",
       "      <td>經歷不拘</td>\n",
       "      <td>大學</td>\n",
       "      <td>0</td>\n",
       "      <td>月薪38,000~60,000元</td>\n",
       "      <td>月薪</td>\n",
       "      <td>38000</td>\n",
       "      <td>60000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>採購數據分析師 Procurement Data Analyst</td>\n",
       "      <td>https://www.104.com.tw/job/7rppv?jobsource=ind...</td>\n",
       "      <td>美時化學製藥股份有限公司</td>\n",
       "      <td>藥品製造業</td>\n",
       "      <td>750</td>\n",
       "      <td>台中市西屯區</td>\n",
       "      <td>1年以上</td>\n",
       "      <td>專科</td>\n",
       "      <td>6</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>金融數據分析師 Data Analyst</td>\n",
       "      <td>https://www.104.com.tw/job/7pxqm?jobsource=ind...</td>\n",
       "      <td>烽泰科技有限公司</td>\n",
       "      <td>其他金融及輔助業</td>\n",
       "      <td>140</td>\n",
       "      <td>台北市大同區</td>\n",
       "      <td>1年以上</td>\n",
       "      <td>大學</td>\n",
       "      <td>11</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>數據分析工程師 Data Analysis Engineer</td>\n",
       "      <td>https://www.104.com.tw/job/8bdtc?jobsource=ind...</td>\n",
       "      <td>浩騰媒體股份有限公司</td>\n",
       "      <td>廣告行銷公關業</td>\n",
       "      <td>200</td>\n",
       "      <td>台北市中山區</td>\n",
       "      <td>3年以上</td>\n",
       "      <td>大學</td>\n",
       "      <td>0</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Data Analyst 數據分析師</td>\n",
       "      <td>https://www.104.com.tw/job/7t7ba?jobsource=ind...</td>\n",
       "      <td>欒軒管理顧問有限公司</td>\n",
       "      <td>工商顧問服務業</td>\n",
       "      <td>30</td>\n",
       "      <td>台北市松山區</td>\n",
       "      <td>3年以上</td>\n",
       "      <td>大學</td>\n",
       "      <td>11</td>\n",
       "      <td>月薪50,000元以上</td>\n",
       "      <td>月薪</td>\n",
       "      <td>50000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Investment Data Assistant 投資數據分析助理</td>\n",
       "      <td>https://www.104.com.tw/job/8cup5?jobsource=ind...</td>\n",
       "      <td>大拇哥證券投資顧問股份有限公司</td>\n",
       "      <td>證券及期貨業</td>\n",
       "      <td>50</td>\n",
       "      <td>台北市大安區</td>\n",
       "      <td>1年以上</td>\n",
       "      <td>大學</td>\n",
       "      <td>6</td>\n",
       "      <td>月薪40,000~55,000元</td>\n",
       "      <td>月薪</td>\n",
       "      <td>40000</td>\n",
       "      <td>55000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>商業數據分析師(BUSINESS ANALYST)</td>\n",
       "      <td>https://www.104.com.tw/job/6i8ue?jobsource=ind...</td>\n",
       "      <td>艾思網絡股份有限公司</td>\n",
       "      <td>網際網路相關業</td>\n",
       "      <td>30</td>\n",
       "      <td>台北市中正區</td>\n",
       "      <td>2年以上</td>\n",
       "      <td>碩士</td>\n",
       "      <td>6</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>【海外通路】(外派)數據分析師 Data Analyst_I00015658</td>\n",
       "      <td>https://www.104.com.tw/job/8a63d?jobsource=ind...</td>\n",
       "      <td>國泰世華商業銀行股份有限公司_人力資源部</td>\n",
       "      <td>銀行業</td>\n",
       "      <td>10000</td>\n",
       "      <td>越南</td>\n",
       "      <td>2年以上</td>\n",
       "      <td>學歷不拘</td>\n",
       "      <td>6</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Job Title  \\\n",
       "0              Clinical Trial Data Analyst 臨床試驗數據分析師   \n",
       "1                         Data Analyst 數據分析師(資訊處電腦組)   \n",
       "2  【GenApe生成猿】產品企劃師、數據分析師（Product Plan & Data Ana...   \n",
       "3                   採購數據分析師 Procurement Data Analyst   \n",
       "4                               金融數據分析師 Data Analyst   \n",
       "5                     數據分析工程師 Data Analysis Engineer   \n",
       "6                                 Data Analyst 數據分析師   \n",
       "7                 Investment Data Assistant 投資數據分析助理   \n",
       "8                          商業數據分析師(BUSINESS ANALYST)   \n",
       "9             【海外通路】(外派)數據分析師 Data Analyst_I00015658   \n",
       "\n",
       "                                            Job Link          Company Name  \\\n",
       "0  https://www.104.com.tw/job/8gukx?jobsource=ind...              醫乘智慧有限公司   \n",
       "1  https://www.104.com.tw/job/6vdp2?jobsource=ind...          臺灣電視事業股份有限公司   \n",
       "2  https://www.104.com.tw/job/7ga0s?jobsource=ind...            玩構網路科技有限公司   \n",
       "3  https://www.104.com.tw/job/7rppv?jobsource=ind...          美時化學製藥股份有限公司   \n",
       "4  https://www.104.com.tw/job/7pxqm?jobsource=ind...              烽泰科技有限公司   \n",
       "5  https://www.104.com.tw/job/8bdtc?jobsource=ind...            浩騰媒體股份有限公司   \n",
       "6  https://www.104.com.tw/job/7t7ba?jobsource=ind...            欒軒管理顧問有限公司   \n",
       "7  https://www.104.com.tw/job/8cup5?jobsource=ind...       大拇哥證券投資顧問股份有限公司   \n",
       "8  https://www.104.com.tw/job/6i8ue?jobsource=ind...            艾思網絡股份有限公司   \n",
       "9  https://www.104.com.tw/job/8a63d?jobsource=ind...  國泰世華商業銀行股份有限公司_人力資源部   \n",
       "\n",
       "     Industry  Company Size Work Area Required Work Experience  \\\n",
       "0  其它軟體及網路相關業          <NA>    台北市信義區                     經歷不拘   \n",
       "1         電視業           525    台北市松山區                     經歷不拘   \n",
       "2  其它軟體及網路相關業            15    高雄市楠梓區                     經歷不拘   \n",
       "3       藥品製造業           750    台中市西屯區                     1年以上   \n",
       "4    其他金融及輔助業           140    台北市大同區                     1年以上   \n",
       "5     廣告行銷公關業           200    台北市中山區                     3年以上   \n",
       "6     工商顧問服務業            30    台北市松山區                     3年以上   \n",
       "7      證券及期貨業            50    台北市大安區                     1年以上   \n",
       "8     網際網路相關業            30    台北市中正區                     2年以上   \n",
       "9         銀行業         10000        越南                     2年以上   \n",
       "\n",
       "  Educational Requirements  Number of Applicants            Salary  \\\n",
       "0                       大學                     0              待遇面議   \n",
       "1                       大學                     6       月薪35,000元以上   \n",
       "2                       大學                     0  月薪38,000~60,000元   \n",
       "3                       專科                     6              待遇面議   \n",
       "4                       大學                    11              待遇面議   \n",
       "5                       大學                     0              待遇面議   \n",
       "6                       大學                    11       月薪50,000元以上   \n",
       "7                       大學                     6  月薪40,000~55,000元   \n",
       "8                       碩士                     6              待遇面議   \n",
       "9                     學歷不拘                     6              待遇面議   \n",
       "\n",
       "  Payment Method  Salary Lower Bound  Salary Upper Bound  \n",
       "0           待遇面議                   0                   0  \n",
       "1             月薪               35000                   0  \n",
       "2             月薪               38000               60000  \n",
       "3           待遇面議                   0                   0  \n",
       "4           待遇面議                   0                   0  \n",
       "5           待遇面議                   0                   0  \n",
       "6             月薪               50000                   0  \n",
       "7             月薪               40000               55000  \n",
       "8           待遇面議                   0                   0  \n",
       "9           待遇面議                   0                   0  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "142e8f16-f29b-4957-a979-ec0f2ae22a75",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fill 'Salary Lower Bound' with 40000 where 'Salary' is '待遇面議'\n",
    "df_job.loc[df_job['Salary'] == '待遇面議', 'Salary Lower Bound'] = 40000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "18464bd8-1d7f-40be-8335-26664a4ab293",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Job Title</th>\n",
       "      <th>Job Link</th>\n",
       "      <th>Company Name</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Company Size</th>\n",
       "      <th>Work Area</th>\n",
       "      <th>Required Work Experience</th>\n",
       "      <th>Educational Requirements</th>\n",
       "      <th>Number of Applicants</th>\n",
       "      <th>Salary</th>\n",
       "      <th>Payment Method</th>\n",
       "      <th>Salary Lower Bound</th>\n",
       "      <th>Salary Upper Bound</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Clinical Trial Data Analyst 臨床試驗數據分析師</td>\n",
       "      <td>https://www.104.com.tw/job/8gukx?jobsource=ind...</td>\n",
       "      <td>醫乘智慧有限公司</td>\n",
       "      <td>其它軟體及網路相關業</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>台北市信義區</td>\n",
       "      <td>經歷不拘</td>\n",
       "      <td>大學</td>\n",
       "      <td>0</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>40000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Data Analyst 數據分析師(資訊處電腦組)</td>\n",
       "      <td>https://www.104.com.tw/job/6vdp2?jobsource=ind...</td>\n",
       "      <td>臺灣電視事業股份有限公司</td>\n",
       "      <td>電視業</td>\n",
       "      <td>525</td>\n",
       "      <td>台北市松山區</td>\n",
       "      <td>經歷不拘</td>\n",
       "      <td>大學</td>\n",
       "      <td>6</td>\n",
       "      <td>月薪35,000元以上</td>\n",
       "      <td>月薪</td>\n",
       "      <td>35000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>【GenApe生成猿】產品企劃師、數據分析師（Product Plan &amp; Data Ana...</td>\n",
       "      <td>https://www.104.com.tw/job/7ga0s?jobsource=ind...</td>\n",
       "      <td>玩構網路科技有限公司</td>\n",
       "      <td>其它軟體及網路相關業</td>\n",
       "      <td>15</td>\n",
       "      <td>高雄市楠梓區</td>\n",
       "      <td>經歷不拘</td>\n",
       "      <td>大學</td>\n",
       "      <td>0</td>\n",
       "      <td>月薪38,000~60,000元</td>\n",
       "      <td>月薪</td>\n",
       "      <td>38000</td>\n",
       "      <td>60000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Job Title  \\\n",
       "0              Clinical Trial Data Analyst 臨床試驗數據分析師   \n",
       "1                         Data Analyst 數據分析師(資訊處電腦組)   \n",
       "2  【GenApe生成猿】產品企劃師、數據分析師（Product Plan & Data Ana...   \n",
       "\n",
       "                                            Job Link  Company Name  \\\n",
       "0  https://www.104.com.tw/job/8gukx?jobsource=ind...      醫乘智慧有限公司   \n",
       "1  https://www.104.com.tw/job/6vdp2?jobsource=ind...  臺灣電視事業股份有限公司   \n",
       "2  https://www.104.com.tw/job/7ga0s?jobsource=ind...    玩構網路科技有限公司   \n",
       "\n",
       "     Industry  Company Size Work Area Required Work Experience  \\\n",
       "0  其它軟體及網路相關業          <NA>    台北市信義區                     經歷不拘   \n",
       "1         電視業           525    台北市松山區                     經歷不拘   \n",
       "2  其它軟體及網路相關業            15    高雄市楠梓區                     經歷不拘   \n",
       "\n",
       "  Educational Requirements  Number of Applicants            Salary  \\\n",
       "0                       大學                     0              待遇面議   \n",
       "1                       大學                     6       月薪35,000元以上   \n",
       "2                       大學                     0  月薪38,000~60,000元   \n",
       "\n",
       "  Payment Method  Salary Lower Bound  Salary Upper Bound  \n",
       "0           待遇面議               40000                   0  \n",
       "1             月薪               35000                   0  \n",
       "2             月薪               38000               60000  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3930da1b-e5b6-409e-a5d3-d1b8b1ae5459",
   "metadata": {},
   "outputs": [],
   "source": [
    "def convert_salary_to_monthly(row):\n",
    "    if row['Payment Method'] == '月薪':\n",
    "        return row['Salary Lower Bound']\n",
    "    elif row['Payment Method'] == '年薪':\n",
    "        return row['Salary Lower Bound'] / 12\n",
    "    else:\n",
    "        return None\n",
    "\n",
    "df_job['Monthly Salary'] = df_job.apply(convert_salary_to_monthly, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "056adb8f-5457-441f-876b-f15fdb5a1aa4",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        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>Job Title</th>\n",
       "      <th>Job Link</th>\n",
       "      <th>Company Name</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Company Size</th>\n",
       "      <th>Work Area</th>\n",
       "      <th>Required Work Experience</th>\n",
       "      <th>Educational Requirements</th>\n",
       "      <th>Number of Applicants</th>\n",
       "      <th>Salary</th>\n",
       "      <th>Payment Method</th>\n",
       "      <th>Salary Lower Bound</th>\n",
       "      <th>Salary Upper Bound</th>\n",
       "      <th>Monthly Salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Clinical Trial Data Analyst 臨床試驗數據分析師</td>\n",
       "      <td>https://www.104.com.tw/job/8gukx?jobsource=ind...</td>\n",
       "      <td>醫乘智慧有限公司</td>\n",
       "      <td>其它軟體及網路相關業</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>台北市信義區</td>\n",
       "      <td>經歷不拘</td>\n",
       "      <td>大學</td>\n",
       "      <td>0</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>40000</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Data Analyst 數據分析師(資訊處電腦組)</td>\n",
       "      <td>https://www.104.com.tw/job/6vdp2?jobsource=ind...</td>\n",
       "      <td>臺灣電視事業股份有限公司</td>\n",
       "      <td>電視業</td>\n",
       "      <td>525</td>\n",
       "      <td>台北市松山區</td>\n",
       "      <td>經歷不拘</td>\n",
       "      <td>大學</td>\n",
       "      <td>6</td>\n",
       "      <td>月薪35,000元以上</td>\n",
       "      <td>月薪</td>\n",
       "      <td>35000</td>\n",
       "      <td>0</td>\n",
       "      <td>35000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>【GenApe生成猿】產品企劃師、數據分析師（Product Plan &amp; Data Ana...</td>\n",
       "      <td>https://www.104.com.tw/job/7ga0s?jobsource=ind...</td>\n",
       "      <td>玩構網路科技有限公司</td>\n",
       "      <td>其它軟體及網路相關業</td>\n",
       "      <td>15</td>\n",
       "      <td>高雄市楠梓區</td>\n",
       "      <td>經歷不拘</td>\n",
       "      <td>大學</td>\n",
       "      <td>0</td>\n",
       "      <td>月薪38,000~60,000元</td>\n",
       "      <td>月薪</td>\n",
       "      <td>38000</td>\n",
       "      <td>60000</td>\n",
       "      <td>38000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Job Title  \\\n",
       "0              Clinical Trial Data Analyst 臨床試驗數據分析師   \n",
       "1                         Data Analyst 數據分析師(資訊處電腦組)   \n",
       "2  【GenApe生成猿】產品企劃師、數據分析師（Product Plan & Data Ana...   \n",
       "\n",
       "                                            Job Link  Company Name  \\\n",
       "0  https://www.104.com.tw/job/8gukx?jobsource=ind...      醫乘智慧有限公司   \n",
       "1  https://www.104.com.tw/job/6vdp2?jobsource=ind...  臺灣電視事業股份有限公司   \n",
       "2  https://www.104.com.tw/job/7ga0s?jobsource=ind...    玩構網路科技有限公司   \n",
       "\n",
       "     Industry  Company Size Work Area Required Work Experience  \\\n",
       "0  其它軟體及網路相關業          <NA>    台北市信義區                     經歷不拘   \n",
       "1         電視業           525    台北市松山區                     經歷不拘   \n",
       "2  其它軟體及網路相關業            15    高雄市楠梓區                     經歷不拘   \n",
       "\n",
       "  Educational Requirements  Number of Applicants            Salary  \\\n",
       "0                       大學                     0              待遇面議   \n",
       "1                       大學                     6       月薪35,000元以上   \n",
       "2                       大學                     0  月薪38,000~60,000元   \n",
       "\n",
       "  Payment Method  Salary Lower Bound  Salary Upper Bound  Monthly Salary  \n",
       "0           待遇面議               40000                   0             NaN  \n",
       "1             月薪               35000                   0         35000.0  \n",
       "2             月薪               38000               60000         38000.0  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a4c6d99b-67f2-4702-92b4-9984371ab4f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_job.to_excel('data_analyst_job_vacancies_cleaned.xlsx', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22ec427f-1c47-4288-8b15-62bf3a9b349a",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36c5a8cf-110e-4b8c-8265-6c2048fcca37",
   "metadata": {},
   "source": [
    "### Postal Coordinate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8a739abc-a223-48b3-b4eb-3554c734ba2c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>行政區名</th>\n",
       "      <th>_x0033_碼郵遞區號</th>\n",
       "      <th>中心點經度</th>\n",
       "      <th>中心點緯度</th>\n",
       "      <th>TGOS_URL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>臺北市中正區</td>\n",
       "      <td>100</td>\n",
       "      <td>121.519884</td>\n",
       "      <td>25.032405</td>\n",
       "      <td>http://tgos.nat.gov.tw/tgos/Web/MetaData/TGOS_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>臺北市大同區</td>\n",
       "      <td>103</td>\n",
       "      <td>121.513042</td>\n",
       "      <td>25.063424</td>\n",
       "      <td>http://tgos.nat.gov.tw/tgos/Web/MetaData/TGOS_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>臺北市中山區</td>\n",
       "      <td>104</td>\n",
       "      <td>121.538160</td>\n",
       "      <td>25.069699</td>\n",
       "      <td>http://tgos.nat.gov.tw/tgos/Web/MetaData/TGOS_...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     行政區名  _x0033_碼郵遞區號       中心點經度      中心點緯度  \\\n",
       "0  臺北市中正區           100  121.519884  25.032405   \n",
       "1  臺北市大同區           103  121.513042  25.063424   \n",
       "2  臺北市中山區           104  121.538160  25.069699   \n",
       "\n",
       "                                            TGOS_URL  \n",
       "0  http://tgos.nat.gov.tw/tgos/Web/MetaData/TGOS_...  \n",
       "1  http://tgos.nat.gov.tw/tgos/Web/MetaData/TGOS_...  \n",
       "2  http://tgos.nat.gov.tw/tgos/Web/MetaData/TGOS_...  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_postal_codes = pd.read_excel('3碼郵遞區號與行政區中心點經緯度對照表.xlsx')\n",
    "df_postal_codes.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b84621b7-4c37-4f37-bec4-abe1f2e8fbb8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\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>行政區名</th>\n",
       "      <th>_x0033_碼郵遞區號</th>\n",
       "      <th>中心點經度</th>\n",
       "      <th>中心點緯度</th>\n",
       "      <th>TGOS_URL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>台北市中正區</td>\n",
       "      <td>100</td>\n",
       "      <td>121.519884</td>\n",
       "      <td>25.032405</td>\n",
       "      <td>http://tgos.nat.gov.tw/tgos/Web/MetaData/TGOS_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>台北市大同區</td>\n",
       "      <td>103</td>\n",
       "      <td>121.513042</td>\n",
       "      <td>25.063424</td>\n",
       "      <td>http://tgos.nat.gov.tw/tgos/Web/MetaData/TGOS_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>台北市中山區</td>\n",
       "      <td>104</td>\n",
       "      <td>121.538160</td>\n",
       "      <td>25.069699</td>\n",
       "      <td>http://tgos.nat.gov.tw/tgos/Web/MetaData/TGOS_...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     行政區名  _x0033_碼郵遞區號       中心點經度      中心點緯度  \\\n",
       "0  台北市中正區           100  121.519884  25.032405   \n",
       "1  台北市大同區           103  121.513042  25.063424   \n",
       "2  台北市中山區           104  121.538160  25.069699   \n",
       "\n",
       "                                            TGOS_URL  \n",
       "0  http://tgos.nat.gov.tw/tgos/Web/MetaData/TGOS_...  \n",
       "1  http://tgos.nat.gov.tw/tgos/Web/MetaData/TGOS_...  \n",
       "2  http://tgos.nat.gov.tw/tgos/Web/MetaData/TGOS_...  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_postal_codes['行政區名'] = df_postal_codes['行政區名'].str.replace('臺', '台')\n",
    "df_postal_codes.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "36d3b5ba-8124-4e5a-bf4e-70ba4b185818",
   "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>Job Title</th>\n",
       "      <th>Job Link</th>\n",
       "      <th>Company Name</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Company Size</th>\n",
       "      <th>Work Area</th>\n",
       "      <th>Required Work Experience</th>\n",
       "      <th>Educational Requirements</th>\n",
       "      <th>Number of Applicants</th>\n",
       "      <th>Salary</th>\n",
       "      <th>Payment Method</th>\n",
       "      <th>Salary Lower Bound</th>\n",
       "      <th>Salary Upper Bound</th>\n",
       "      <th>Monthly Salary</th>\n",
       "      <th>行政區名</th>\n",
       "      <th>_x0033_碼郵遞區號</th>\n",
       "      <th>中心點經度</th>\n",
       "      <th>中心點緯度</th>\n",
       "      <th>TGOS_URL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Clinical Trial Data Analyst 臨床試驗數據分析師</td>\n",
       "      <td>https://www.104.com.tw/job/8gukx?jobsource=ind...</td>\n",
       "      <td>醫乘智慧有限公司</td>\n",
       "      <td>其它軟體及網路相關業</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>台北市信義區</td>\n",
       "      <td>經歷不拘</td>\n",
       "      <td>大學</td>\n",
       "      <td>0</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>40000</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>台北市信義區</td>\n",
       "      <td>110.0</td>\n",
       "      <td>121.571670</td>\n",
       "      <td>25.030621</td>\n",
       "      <td>http://tgos.nat.gov.tw/tgos/Web/MetaData/TGOS_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Data Analyst 數據分析師(資訊處電腦組)</td>\n",
       "      <td>https://www.104.com.tw/job/6vdp2?jobsource=ind...</td>\n",
       "      <td>臺灣電視事業股份有限公司</td>\n",
       "      <td>電視業</td>\n",
       "      <td>525</td>\n",
       "      <td>台北市松山區</td>\n",
       "      <td>經歷不拘</td>\n",
       "      <td>大學</td>\n",
       "      <td>6</td>\n",
       "      <td>月薪35,000元以上</td>\n",
       "      <td>月薪</td>\n",
       "      <td>35000</td>\n",
       "      <td>0</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>台北市松山區</td>\n",
       "      <td>105.0</td>\n",
       "      <td>121.557588</td>\n",
       "      <td>25.059991</td>\n",
       "      <td>http://tgos.nat.gov.tw/tgos/Web/MetaData/TGOS_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>【GenApe生成猿】產品企劃師、數據分析師（Product Plan &amp; Data Ana...</td>\n",
       "      <td>https://www.104.com.tw/job/7ga0s?jobsource=ind...</td>\n",
       "      <td>玩構網路科技有限公司</td>\n",
       "      <td>其它軟體及網路相關業</td>\n",
       "      <td>15</td>\n",
       "      <td>高雄市楠梓區</td>\n",
       "      <td>經歷不拘</td>\n",
       "      <td>大學</td>\n",
       "      <td>0</td>\n",
       "      <td>月薪38,000~60,000元</td>\n",
       "      <td>月薪</td>\n",
       "      <td>38000</td>\n",
       "      <td>60000</td>\n",
       "      <td>38000.0</td>\n",
       "      <td>高雄市楠梓區</td>\n",
       "      <td>811.0</td>\n",
       "      <td>120.300758</td>\n",
       "      <td>22.721100</td>\n",
       "      <td>http://tgos.nat.gov.tw/tgos/Web/MetaData/TGOS_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>採購數據分析師 Procurement Data Analyst</td>\n",
       "      <td>https://www.104.com.tw/job/7rppv?jobsource=ind...</td>\n",
       "      <td>美時化學製藥股份有限公司</td>\n",
       "      <td>藥品製造業</td>\n",
       "      <td>750</td>\n",
       "      <td>台中市西屯區</td>\n",
       "      <td>1年以上</td>\n",
       "      <td>專科</td>\n",
       "      <td>6</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>40000</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>台中市西屯區</td>\n",
       "      <td>407.0</td>\n",
       "      <td>120.627013</td>\n",
       "      <td>24.183089</td>\n",
       "      <td>http://tgos.nat.gov.tw/tgos/Web/MetaData/TGOS_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>金融數據分析師 Data Analyst</td>\n",
       "      <td>https://www.104.com.tw/job/7pxqm?jobsource=ind...</td>\n",
       "      <td>烽泰科技有限公司</td>\n",
       "      <td>其他金融及輔助業</td>\n",
       "      <td>140</td>\n",
       "      <td>台北市大同區</td>\n",
       "      <td>1年以上</td>\n",
       "      <td>大學</td>\n",
       "      <td>11</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>40000</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>台北市大同區</td>\n",
       "      <td>103.0</td>\n",
       "      <td>121.513042</td>\n",
       "      <td>25.063424</td>\n",
       "      <td>http://tgos.nat.gov.tw/tgos/Web/MetaData/TGOS_...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Job Title  \\\n",
       "0              Clinical Trial Data Analyst 臨床試驗數據分析師   \n",
       "1                         Data Analyst 數據分析師(資訊處電腦組)   \n",
       "2  【GenApe生成猿】產品企劃師、數據分析師（Product Plan & Data Ana...   \n",
       "3                   採購數據分析師 Procurement Data Analyst   \n",
       "4                               金融數據分析師 Data Analyst   \n",
       "\n",
       "                                            Job Link  Company Name  \\\n",
       "0  https://www.104.com.tw/job/8gukx?jobsource=ind...      醫乘智慧有限公司   \n",
       "1  https://www.104.com.tw/job/6vdp2?jobsource=ind...  臺灣電視事業股份有限公司   \n",
       "2  https://www.104.com.tw/job/7ga0s?jobsource=ind...    玩構網路科技有限公司   \n",
       "3  https://www.104.com.tw/job/7rppv?jobsource=ind...  美時化學製藥股份有限公司   \n",
       "4  https://www.104.com.tw/job/7pxqm?jobsource=ind...      烽泰科技有限公司   \n",
       "\n",
       "     Industry  Company Size Work Area Required Work Experience  \\\n",
       "0  其它軟體及網路相關業          <NA>    台北市信義區                     經歷不拘   \n",
       "1         電視業           525    台北市松山區                     經歷不拘   \n",
       "2  其它軟體及網路相關業            15    高雄市楠梓區                     經歷不拘   \n",
       "3       藥品製造業           750    台中市西屯區                     1年以上   \n",
       "4    其他金融及輔助業           140    台北市大同區                     1年以上   \n",
       "\n",
       "  Educational Requirements  Number of Applicants            Salary  \\\n",
       "0                       大學                     0              待遇面議   \n",
       "1                       大學                     6       月薪35,000元以上   \n",
       "2                       大學                     0  月薪38,000~60,000元   \n",
       "3                       專科                     6              待遇面議   \n",
       "4                       大學                    11              待遇面議   \n",
       "\n",
       "  Payment Method  Salary Lower Bound  Salary Upper Bound  Monthly Salary  \\\n",
       "0           待遇面議               40000                   0             NaN   \n",
       "1             月薪               35000                   0         35000.0   \n",
       "2             月薪               38000               60000         38000.0   \n",
       "3           待遇面議               40000                   0             NaN   \n",
       "4           待遇面議               40000                   0             NaN   \n",
       "\n",
       "     行政區名  _x0033_碼郵遞區號       中心點經度      中心點緯度  \\\n",
       "0  台北市信義區         110.0  121.571670  25.030621   \n",
       "1  台北市松山區         105.0  121.557588  25.059991   \n",
       "2  高雄市楠梓區         811.0  120.300758  22.721100   \n",
       "3  台中市西屯區         407.0  120.627013  24.183089   \n",
       "4  台北市大同區         103.0  121.513042  25.063424   \n",
       "\n",
       "                                            TGOS_URL  \n",
       "0  http://tgos.nat.gov.tw/tgos/Web/MetaData/TGOS_...  \n",
       "1  http://tgos.nat.gov.tw/tgos/Web/MetaData/TGOS_...  \n",
       "2  http://tgos.nat.gov.tw/tgos/Web/MetaData/TGOS_...  \n",
       "3  http://tgos.nat.gov.tw/tgos/Web/MetaData/TGOS_...  \n",
       "4  http://tgos.nat.gov.tw/tgos/Web/MetaData/TGOS_...  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_latlon = pd.merge(df_job, df_postal_codes, left_on='Work Area', right_on='行政區名', how='left')\n",
    "\n",
    "df_job_latlon.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "f12dafb7-ddc7-410e-a21d-8d4b3abbabf2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Job Title', 'Job Link', 'Company Name', 'Industry', 'Company Size',\n",
       "       'Work Area', 'Required Work Experience', 'Educational Requirements',\n",
       "       'Number of Applicants', 'Salary', 'Payment Method',\n",
       "       'Salary Lower Bound', 'Salary Upper Bound', 'Monthly Salary', '行政區名',\n",
       "       '_x0033_碼郵遞區號', '中心點經度', '中心點緯度', 'TGOS_URL'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_latlon.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "0e944936-95ac-49b6-b9e0-e2ed6e4d1525",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_job_latlon = df_job_latlon[['Job Title', 'Job Link', 'Company Name', 'Industry', 'Company Size',\n",
    "                               'Work Area', 'Required Work Experience', 'Educational Requirements', 'Number of Applicants',\n",
    "                               'Salary', 'Payment Method', 'Salary Lower Bound', 'Salary Upper Bound', 'Monthly Salary',\n",
    "                               '中心點經度', '中心點緯度']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "d912fcab-bab0-4a49-96ed-7187b26cfbe1",
   "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>Job Title</th>\n",
       "      <th>Job Link</th>\n",
       "      <th>Company Name</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Company Size</th>\n",
       "      <th>Work Area</th>\n",
       "      <th>Required Work Experience</th>\n",
       "      <th>Educational Requirements</th>\n",
       "      <th>Number of Applicants</th>\n",
       "      <th>Salary</th>\n",
       "      <th>Payment Method</th>\n",
       "      <th>Salary Lower Bound</th>\n",
       "      <th>Salary Upper Bound</th>\n",
       "      <th>Monthly Salary</th>\n",
       "      <th>中心點經度</th>\n",
       "      <th>中心點緯度</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Clinical Trial Data Analyst 臨床試驗數據分析師</td>\n",
       "      <td>https://www.104.com.tw/job/8gukx?jobsource=ind...</td>\n",
       "      <td>醫乘智慧有限公司</td>\n",
       "      <td>其它軟體及網路相關業</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>台北市信義區</td>\n",
       "      <td>經歷不拘</td>\n",
       "      <td>大學</td>\n",
       "      <td>0</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>40000</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>121.571670</td>\n",
       "      <td>25.030621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Data Analyst 數據分析師(資訊處電腦組)</td>\n",
       "      <td>https://www.104.com.tw/job/6vdp2?jobsource=ind...</td>\n",
       "      <td>臺灣電視事業股份有限公司</td>\n",
       "      <td>電視業</td>\n",
       "      <td>525</td>\n",
       "      <td>台北市松山區</td>\n",
       "      <td>經歷不拘</td>\n",
       "      <td>大學</td>\n",
       "      <td>6</td>\n",
       "      <td>月薪35,000元以上</td>\n",
       "      <td>月薪</td>\n",
       "      <td>35000</td>\n",
       "      <td>0</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>121.557588</td>\n",
       "      <td>25.059991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>【GenApe生成猿】產品企劃師、數據分析師（Product Plan &amp; Data Ana...</td>\n",
       "      <td>https://www.104.com.tw/job/7ga0s?jobsource=ind...</td>\n",
       "      <td>玩構網路科技有限公司</td>\n",
       "      <td>其它軟體及網路相關業</td>\n",
       "      <td>15</td>\n",
       "      <td>高雄市楠梓區</td>\n",
       "      <td>經歷不拘</td>\n",
       "      <td>大學</td>\n",
       "      <td>0</td>\n",
       "      <td>月薪38,000~60,000元</td>\n",
       "      <td>月薪</td>\n",
       "      <td>38000</td>\n",
       "      <td>60000</td>\n",
       "      <td>38000.0</td>\n",
       "      <td>120.300758</td>\n",
       "      <td>22.721100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>採購數據分析師 Procurement Data Analyst</td>\n",
       "      <td>https://www.104.com.tw/job/7rppv?jobsource=ind...</td>\n",
       "      <td>美時化學製藥股份有限公司</td>\n",
       "      <td>藥品製造業</td>\n",
       "      <td>750</td>\n",
       "      <td>台中市西屯區</td>\n",
       "      <td>1年以上</td>\n",
       "      <td>專科</td>\n",
       "      <td>6</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>40000</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.627013</td>\n",
       "      <td>24.183089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>金融數據分析師 Data Analyst</td>\n",
       "      <td>https://www.104.com.tw/job/7pxqm?jobsource=ind...</td>\n",
       "      <td>烽泰科技有限公司</td>\n",
       "      <td>其他金融及輔助業</td>\n",
       "      <td>140</td>\n",
       "      <td>台北市大同區</td>\n",
       "      <td>1年以上</td>\n",
       "      <td>大學</td>\n",
       "      <td>11</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>待遇面議</td>\n",
       "      <td>40000</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>121.513042</td>\n",
       "      <td>25.063424</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Job Title  \\\n",
       "0              Clinical Trial Data Analyst 臨床試驗數據分析師   \n",
       "1                         Data Analyst 數據分析師(資訊處電腦組)   \n",
       "2  【GenApe生成猿】產品企劃師、數據分析師（Product Plan & Data Ana...   \n",
       "3                   採購數據分析師 Procurement Data Analyst   \n",
       "4                               金融數據分析師 Data Analyst   \n",
       "\n",
       "                                            Job Link  Company Name  \\\n",
       "0  https://www.104.com.tw/job/8gukx?jobsource=ind...      醫乘智慧有限公司   \n",
       "1  https://www.104.com.tw/job/6vdp2?jobsource=ind...  臺灣電視事業股份有限公司   \n",
       "2  https://www.104.com.tw/job/7ga0s?jobsource=ind...    玩構網路科技有限公司   \n",
       "3  https://www.104.com.tw/job/7rppv?jobsource=ind...  美時化學製藥股份有限公司   \n",
       "4  https://www.104.com.tw/job/7pxqm?jobsource=ind...      烽泰科技有限公司   \n",
       "\n",
       "     Industry  Company Size Work Area Required Work Experience  \\\n",
       "0  其它軟體及網路相關業          <NA>    台北市信義區                     經歷不拘   \n",
       "1         電視業           525    台北市松山區                     經歷不拘   \n",
       "2  其它軟體及網路相關業            15    高雄市楠梓區                     經歷不拘   \n",
       "3       藥品製造業           750    台中市西屯區                     1年以上   \n",
       "4    其他金融及輔助業           140    台北市大同區                     1年以上   \n",
       "\n",
       "  Educational Requirements  Number of Applicants            Salary  \\\n",
       "0                       大學                     0              待遇面議   \n",
       "1                       大學                     6       月薪35,000元以上   \n",
       "2                       大學                     0  月薪38,000~60,000元   \n",
       "3                       專科                     6              待遇面議   \n",
       "4                       大學                    11              待遇面議   \n",
       "\n",
       "  Payment Method  Salary Lower Bound  Salary Upper Bound  Monthly Salary  \\\n",
       "0           待遇面議               40000                   0             NaN   \n",
       "1             月薪               35000                   0         35000.0   \n",
       "2             月薪               38000               60000         38000.0   \n",
       "3           待遇面議               40000                   0             NaN   \n",
       "4           待遇面議               40000                   0             NaN   \n",
       "\n",
       "        中心點經度      中心點緯度  \n",
       "0  121.571670  25.030621  \n",
       "1  121.557588  25.059991  \n",
       "2  120.300758  22.721100  \n",
       "3  120.627013  24.183089  \n",
       "4  121.513042  25.063424  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_latlon.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "4d22fff4-dfc4-4635-a13c-fcb66075613e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Work Area\n",
       "台北市信義區    195\n",
       "台北市內湖區    130\n",
       "台北市松山區    110\n",
       "台北市中山區     93\n",
       "台北市大安區     84\n",
       "         ... \n",
       "台中市中區       1\n",
       "高雄市岡山區      1\n",
       "台中市北屯區      1\n",
       "高雄市大寮區      1\n",
       "屏東縣枋寮鄉      1\n",
       "Name: count, Length: 85, dtype: int64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_latlon['Work Area'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "bfcb82da-323a-42bc-bbfb-1f50b23dd584",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to split Work Area based on different patterns\n",
    "def split_work_area(work_area):\n",
    "    # Special case for \"新竹市\" being incorrectly labeled when it should be \"新竹縣\"\n",
    "    if work_area == \"新竹市\":\n",
    "        city = \"新竹縣\"\n",
    "        district = \"新竹市\"\n",
    "    elif '市' in work_area and '區' in work_area:\n",
    "        # Case: City and District\n",
    "        city_district = work_area.split('市', 1)\n",
    "        city = city_district[0] + '市'\n",
    "        district = city_district[1]  # District already contains \"區\"\n",
    "    elif '縣' in work_area and ('鎮' in work_area or '鄉' in work_area):\n",
    "        # Case: County and Town/Township\n",
    "        city_district = work_area.split('縣', 1)\n",
    "        city = city_district[0] + '縣'\n",
    "        district = city_district[1]  # District is either \"鎮\" or \"鄉\"\n",
    "    elif '縣' in work_area and '市' in work_area:\n",
    "        # Case: County and City (e.g., 宜蘭縣宜蘭市)\n",
    "        city_district = work_area.split('縣', 1)\n",
    "        city = city_district[0] + '縣'\n",
    "        district = city_district[1]  # District is \"市\"\n",
    "    elif '市' in work_area:\n",
    "        # Case: Only City (without District)\n",
    "        city = work_area  # The entire work_area is the city\n",
    "        district = None\n",
    "    else:\n",
    "        # Default case: No recognizable pattern\n",
    "        city = work_area\n",
    "        district = None\n",
    "    return pd.Series([city, district])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "f87640b9-c934-4207-a5fd-aab9e2400a37",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_23648\\720390603.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_job_latlon[['City', 'District']] = df_job_latlon['Work Area'].apply(split_work_area)\n"
     ]
    }
   ],
   "source": [
    "df_job_latlon[['City', 'District']] = df_job_latlon['Work Area'].apply(split_work_area)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "57465633-967d-4913-a5ec-8098ffd04405",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Work Area City District\n",
      "0     台北市信義區  台北市      信義區\n",
      "1     台北市松山區  台北市      松山區\n",
      "2     高雄市楠梓區  高雄市      楠梓區\n",
      "3     台中市西屯區  台中市      西屯區\n",
      "4     台北市大同區  台北市      大同區\n",
      "5     台北市中山區  台北市      中山區\n",
      "6     台北市松山區  台北市      松山區\n",
      "7     台北市大安區  台北市      大安區\n",
      "8     台北市中正區  台北市      中正區\n",
      "9         越南   越南     None\n",
      "10    台北市中正區  台北市      中正區\n",
      "11    台北市松山區  台北市      松山區\n",
      "12    台北市信義區  台北市      信義區\n",
      "13    台北市中山區  台北市      中山區\n",
      "14    台北市中山區  台北市      中山區\n",
      "15    台北市信義區  台北市      信義區\n",
      "16    台北市大安區  台北市      大安區\n",
      "17    台北市南港區  台北市      南港區\n",
      "18    台北市中山區  台北市      中山區\n",
      "19    台北市信義區  台北市      信義區\n"
     ]
    }
   ],
   "source": [
    "# Display the updated DataFrame to verify the changes\n",
    "print(df_job_latlon[['Work Area', 'City', 'District']].head(20))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "b1e586c4-e817-4605-953b-5b92609adb7b",
   "metadata": {},
   "outputs": [],
   "source": [
    "taiwan_cities_counties = [\n",
    "    \"台北市\", \"新北市\", \"桃園市\", \"台中市\", \"台南市\", \"高雄市\", \n",
    "    \"基隆市\", \"新竹市\", \"嘉義市\", \"新竹縣\", \"苗栗縣\", \"彰化縣\", \n",
    "    \"南投縣\", \"雲林縣\", \"嘉義縣\", \"屏東縣\", \"宜蘭縣\", \"花蓮縣\", \n",
    "    \"台東縣\", \"澎湖縣\", \"金門縣\", \"連江縣\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "87a9f94d-db8a-41c5-95ee-d93f30e21405",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1111\n",
      "1097\n"
     ]
    }
   ],
   "source": [
    "print(len(df_job_latlon))\n",
    "df_job_latlon = df_job_latlon[df_job_latlon['City'].isin(taiwan_cities_counties)]\n",
    "print(len(df_job_latlon))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "fb178080-68a9-4188-8bb8-0686df56c998",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_job_latlon.to_excel('data_analyst_job_vacancies_cleaned_with_latlon.xlsx', index=False)"
   ]
  }
 ],
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