native_book.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: beautifulsoup4 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (4.7.1)\n",
      "Requirement already satisfied: soupsieve>=1.2 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from beautifulsoup4) (1.9.2)\n",
      "\u001b[33mYou are using pip version 18.1, however version 19.1.1 is available.\n",
      "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install beautifulsoup4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: requests in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (2.22.0)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from requests) (2019.6.16)\n",
      "Requirement already satisfied: idna<2.9,>=2.5 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from requests) (2.8)\n",
      "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from requests) (3.0.4)\n",
      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from requests) (1.25.3)\n",
      "\u001b[33mYou are using pip version 18.1, however version 19.1.1 is available.\n",
      "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: Pandas in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (0.24.2)\n",
      "Requirement already satisfied: python-dateutil>=2.5.0 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from Pandas) (2.8.0)\n",
      "Requirement already satisfied: pytz>=2011k in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from Pandas) (2019.1)\n",
      "Requirement already satisfied: numpy>=1.12.0 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from Pandas) (1.16.4)\n",
      "Requirement already satisfied: six>=1.5 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from python-dateutil>=2.5.0->Pandas) (1.12.0)\n",
      "\u001b[33mYou are using pip version 18.1, however version 19.1.1 is available.\n",
      "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install Pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: lxml in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (4.3.4)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install lxml"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bs4 import BeautifulSoup as soup\n",
    "import requests\n",
    "# grabbing the page\n",
    "\n",
    "def getHTML(url_list):\n",
    "    res = requests.get(url, timeout=30)\n",
    "    return (soup(res.text,'lxml'))\n",
    "\n",
    "def grab(parsed_soup, header, className,): \n",
    "    soup = parsed_soup.findAll(header, {\"class\": className})\n",
    "    return(soup)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "log https://www.matataiwan.com/category/mata-%e9%81%b8%e6%9b%b8/\n",
      "log https://www.matataiwan.com/category/mata-%e9%81%b8%e6%9b%b8/page/2/\n",
      "log https://www.matataiwan.com/tag/culture/\n",
      "log https://www.matataiwan.com/tag/culture/page/2/\n",
      "log https://www.matataiwan.com/tag/culture/page/3/\n",
      "log https://www.matataiwan.com/tag/culture/page/4/\n",
      "log https://www.matataiwan.com/tag/culture/page/5/\n",
      "log https://www.matataiwan.com/tag/culture/page/6/\n",
      "log https://www.matataiwan.com/tag/culture/page/7/\n",
      "log https://www.matataiwan.com/tag/culture/page/8/\n",
      "log https://www.matataiwan.com/tag/culture/page/9/\n",
      "log https://www.matataiwan.com/tag/culture/page/10/\n",
      "log https://www.matataiwan.com/tag/culture/page/11/\n",
      "log https://www.matataiwan.com/tag/culture/page/12/\n",
      "log https://www.matataiwan.com/tag/culture/page/13/\n",
      "log https://www.matataiwan.com/tag/culture/page/14/\n",
      "log https://www.matataiwan.com/tag/culture/page/15/\n",
      "log https://www.matataiwan.com/tag/culture/page/16/\n",
      "log https://www.matataiwan.com/tag/culture/page/17/\n",
      "log https://www.matataiwan.com/tag/culture/page/18/\n",
      "log https://www.matataiwan.com/tag/culture/page/19/\n",
      "log https://www.matataiwan.com/tag/culture/page/20/\n",
      "log https://www.matataiwan.com/tag/culture/page/21/\n",
      "log https://www.matataiwan.com/tag/culture/page/22/\n",
      "log https://www.matataiwan.com/tag/culture/page/23/\n",
      "log https://www.matataiwan.com/tag/culture/page/24/\n",
      "log https://www.matataiwan.com/tag/culture/page/25/\n",
      "log https://www.matataiwan.com/tag/culture/page/26/\n",
      "log https://www.matataiwan.com/tag/culture/page/27/\n",
      "log https://www.matataiwan.com/tag/culture/page/28/\n",
      "log https://www.matataiwan.com/tag/culture/page/29/\n",
      "log https://www.matataiwan.com/tag/culture/page/30/\n",
      "log https://www.matataiwan.com/tag/culture/page/31/\n",
      "log https://www.matataiwan.com/tag/culture/page/32/\n",
      "log https://www.matataiwan.com/tag/culture/page/33/\n",
      "log https://www.matataiwan.com/tag/culture/page/34/\n",
      "log https://www.matataiwan.com/tag/culture/page/35/\n",
      "log https://www.matataiwan.com/tag/culture/page/36/\n",
      "log https://www.matataiwan.com/tag/culture/page/37/\n",
      "log https://www.matataiwan.com/tag/culture/page/38/\n",
      "log https://www.matataiwan.com/tag/culture/page/39/\n",
      "log https://www.matataiwan.com/tag/culture/page/40/\n",
      "log https://www.matataiwan.com/tag/culture/page/41/\n",
      "log https://www.matataiwan.com/tag/culture/page/42/\n",
      "log https://www.matataiwan.com/tag/culture/page/43/\n",
      "log https://www.matataiwan.com/tag/culture/page/44/\n",
      "log https://www.matataiwan.com/tag/culture/page/45/\n",
      "log https://www.matataiwan.com/tag/culture/page/46/\n",
      "log https://www.matataiwan.com/tag/culture/page/47/\n",
      "log https://www.matataiwan.com/tag/culture/page/48/\n",
      "log https://www.matataiwan.com/tag/culture/page/49/\n",
      "log https://www.matataiwan.com/tag/culture/page/50/\n",
      "log https://www.matataiwan.com/tag/culture/page/51/\n",
      "log https://www.matataiwan.com/tag/culture/page/52/\n",
      "log https://www.matataiwan.com/tag/culture/page/53/\n",
      "log https://www.matataiwan.com/tag/culture/page/54/\n",
      "log https://www.matataiwan.com/tag/culture/page/55/\n",
      "log https://www.matataiwan.com/tag/culture/page/56/\n",
      "log https://www.matataiwan.com/tag/culture/page/57/\n",
      "log https://www.matataiwan.com/tag/culture/page/58/\n",
      "log https://www.matataiwan.com/tag/culture/page/59/\n",
      "log https://www.matataiwan.com/tag/culture/page/60/\n",
      "log https://www.matataiwan.com/tag/culture/page/61/\n",
      "log https://www.matataiwan.com/tag/culture/page/62/\n",
      "log https://www.matataiwan.com/tag/culture/page/63/\n",
      "log https://www.matataiwan.com/tag/culture/page/64/\n",
      "log https://www.matataiwan.com/tag/culture/page/65/\n",
      "log https://www.matataiwan.com/tag/culture/page/66/\n",
      "log https://www.matataiwan.com/tag/culture/page/67/\n",
      "log https://www.matataiwan.com/tag/culture/page/68/\n",
      "log https://www.matataiwan.com/tag/culture/page/69/\n",
      "log https://www.matataiwan.com/tag/culture/page/70/\n",
      "log https://www.matataiwan.com/tag/culture/page/71/\n",
      "log https://www.matataiwan.com/tag/culture/page/72/\n",
      "log https://www.matataiwan.com/tag/culture/page/73/\n",
      "log https://www.matataiwan.com/tag/culture/page/74/\n",
      "log https://www.matataiwan.com/tag/culture/page/75/\n",
      "log https://www.matataiwan.com/tag/culture/page/76/\n",
      "log https://www.matataiwan.com/tag/culture/page/77/\n",
      "log https://www.matataiwan.com/tag/culture/page/78/\n",
      "log https://www.matataiwan.com/tag/culture/page/79/\n",
      "log https://www.matataiwan.com/tag/culture/page/80/\n",
      "log https://www.matataiwan.com/tag/culture/page/81/\n",
      "log https://www.matataiwan.com/tag/culture/page/82/\n",
      "log https://www.matataiwan.com/tag/culture/page/83/\n",
      "log https://www.matataiwan.com/tag/culture/page/84/\n",
      "log https://www.matataiwan.com/tag/culture/page/85/\n",
      "log https://www.matataiwan.com/tag/culture/page/86/\n",
      "log https://www.matataiwan.com/tag/culture/page/87/\n",
      "log https://www.matataiwan.com/tag/culture/page/88/\n",
      "log https://www.matataiwan.com/tag/culture/page/89/\n",
      "log https://www.matataiwan.com/tag/culture/page/90/\n",
      "log https://www.matataiwan.com/tag/culture/page/91/\n",
      "log https://www.matataiwan.com/tag/culture/page/92/\n",
      "log https://www.matataiwan.com/tag/culture/page/93/\n",
      "log https://www.matataiwan.com/tag/culture/page/94/\n",
      "log https://www.matataiwan.com/tag/culture/page/95/\n",
      "log https://www.matataiwan.com/tag/culture/page/96/\n"
     ]
    }
   ],
   "source": [
    "url_list = ['https://www.matataiwan.com/category/mata-%e9%81%b8%e6%9b%b8/', 'https://www.matataiwan.com/category/mata-%e9%81%b8%e6%9b%b8/page/2/']\n",
    "for i in range(96):\n",
    "    if i ==0:\n",
    "        url_list.append('https://www.matataiwan.com/tag/culture/')\n",
    "    else:\n",
    "        url_list.append('https://www.matataiwan.com/tag/culture/page/' + str(i+1) + '/')\n",
    "links_list = []\n",
    "for url in url_list:\n",
    "    print('log', url)\n",
    "    read_html = getHTML(url)\n",
    "    links_list.append(grab(read_html, 'div', 'grid-header-box'))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "done\n"
     ]
    }
   ],
   "source": [
    "pact = []\n",
    "count = 1\n",
    "for i in links_list:\n",
    "#     print('new_page_start')\n",
    "    for index in range(len(i)):\n",
    "#         print(count)\n",
    "        count += 1\n",
    "        obj = {}\n",
    "        title = grab(i[index], 'h2', 'entry-title grid-title')\n",
    "        link = title[0].a.get('href')\n",
    "        author = grab(i[index], 'a', 'url fn n')\n",
    "        date = grab(i[index], 'time', 'entry-date published')\n",
    "#         print('title: ', title[0].text)\n",
    "#         print('author: ', author[0].text)\n",
    "#         print('link: ', link)\n",
    "#         if (date):\n",
    "#             print('date:', date[0].text)\n",
    "#         else:\n",
    "#             print('date not found')\n",
    "#         print('\\n')\n",
    "        obj['title'] = title[0].text\n",
    "        obj['link'] = link\n",
    "        obj['author'] = author[0].text\n",
    "        if (date):\n",
    "            obj['date'] = date[0].text\n",
    "        else:\n",
    "            obj['date'] = 'none'\n",
    "        pact.append(obj)\n",
    "    \n",
    "print('done')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          author        date  \\\n",
      "0      Mata 精選書摘  2019/04/19   \n",
      "1      Mata 精選書摘  2019/04/18   \n",
      "2      Mata 精選書摘  2018/02/02   \n",
      "3      Mata 精選書摘  2017/07/10   \n",
      "4      Mata 精選書摘  2017/07/04   \n",
      "5      Mata 精選書摘  2017/06/09   \n",
      "6      Mata 精選書摘  2017/05/09   \n",
      "7    Vanessa Lai  2016/03/29   \n",
      "8           李 建霖  2018/08/07   \n",
      "9           讀者投書  2018/05/06   \n",
      "10     Aitu Awan  2018/04/26   \n",
      "11          讀者投書  2018/03/19   \n",
      "12          讀者投書  2018/03/19   \n",
      "13     Evoked 承誌  2018/02/03   \n",
      "14     Mata 精選書摘  2018/02/02   \n",
      "15          讀者投書  2018/01/30   \n",
      "16     Evoked 承誌  2018/01/28   \n",
      "17   Vanessa Lai  2017/12/28   \n",
      "18   Vanessa Lai  2017/12/23   \n",
      "19   Vanessa Lai  2017/12/16   \n",
      "20         部落好朋友  2017/12/14   \n",
      "21   Vanessa Lai  2017/12/07   \n",
      "22         部落好朋友  2017/11/29   \n",
      "23          讀者投書  2017/11/28   \n",
      "24     Mata 精選書摘  2017/11/27   \n",
      "25            寒波  2017/11/20   \n",
      "26          讀者投書  2017/11/17   \n",
      "27          讀者投書  2017/11/16   \n",
      "28   Vanessa Lai  2017/11/03   \n",
      "29          讀者投書  2017/10/13   \n",
      "..           ...         ...   \n",
      "551         我是小編  2013/09/08   \n",
      "552         我是小編  2013/09/08   \n",
      "553         讀者投書  2013/09/07   \n",
      "554         我是小編  2013/08/29   \n",
      "555         我是小編  2013/08/28   \n",
      "556        部落好朋友  2013/08/26   \n",
      "557         我是小編  2013/08/26   \n",
      "558         我是小編  2013/08/26   \n",
      "559         我是小編  2013/08/24   \n",
      "560         我是小編  2013/08/22   \n",
      "561         我是小編  2013/08/21   \n",
      "562        部落好朋友  2013/08/20   \n",
      "563         我是小編  2013/08/20   \n",
      "564         我是小編  2013/08/20   \n",
      "565         我是小編  2013/08/20   \n",
      "566         我是小編  2013/08/20   \n",
      "567         我是小編  2013/08/17   \n",
      "568         我是小編  2013/08/17   \n",
      "569         我是小編  2013/08/17   \n",
      "570         我是小編  2013/08/16   \n",
      "571         我是小編  2013/08/16   \n",
      "572         我是小編  2013/08/16   \n",
      "573         我是小編  2013/08/16   \n",
      "574         我是小編  2013/08/15   \n",
      "575         我是小編  2013/08/15   \n",
      "576         我是小編  2013/08/15   \n",
      "577         我是小編  2013/08/15   \n",
      "578         我是小編  2013/08/15   \n",
      "579         我是小編  2013/08/15   \n",
      "580         我是小編  2013/08/07   \n",
      "\n",
      "                                                  link  \\\n",
      "0    https://www.matataiwan.com/2019/04/19/tayal-he...   \n",
      "1    https://www.matataiwan.com/2019/04/18/the-stor...   \n",
      "2    https://www.matataiwan.com/2018/02/02/history-...   \n",
      "3    https://www.matataiwan.com/2017/07/10/laipunuk...   \n",
      "4    https://www.matataiwan.com/2017/07/04/indigeno...   \n",
      "5    https://www.matataiwan.com/2017/06/09/kulumah-...   \n",
      "6    https://www.matataiwan.com/2017/05/09/food-in-...   \n",
      "7    https://www.matataiwan.com/2016/03/29/can-indi...   \n",
      "8    https://www.matataiwan.com/2018/08/07/tibetan-...   \n",
      "9    https://www.matataiwan.com/2018/05/06/lin-jie-...   \n",
      "10   https://www.matataiwan.com/2018/04/26/pepo-rec...   \n",
      "11   https://www.matataiwan.com/2018/03/19/indigeno...   \n",
      "12   https://www.matataiwan.com/2018/03/19/indigeno...   \n",
      "13   https://www.matataiwan.com/2018/02/03/tastu-ba...   \n",
      "14   https://www.matataiwan.com/2018/02/02/history-...   \n",
      "15   https://www.matataiwan.com/2018/01/30/indigeno...   \n",
      "16   https://www.matataiwan.com/2018/01/28/evoked-a...   \n",
      "17   https://www.matataiwan.com/2017/12/28/tribal-t...   \n",
      "18   https://www.matataiwan.com/2017/12/23/taiwan-t...   \n",
      "19   https://www.matataiwan.com/2017/12/16/lau-djub...   \n",
      "20   https://www.matataiwan.com/2017/12/14/laha-meb...   \n",
      "21   https://www.matataiwan.com/2017/12/07/amis-mus...   \n",
      "22   https://www.matataiwan.com/2017/11/29/taika-wa...   \n",
      "23   https://www.matataiwan.com/2017/11/28/luluwan-...   \n",
      "24   https://www.matataiwan.com/2017/11/27/through-...   \n",
      "25   https://www.matataiwan.com/2017/11/20/health-i...   \n",
      "26   https://www.matataiwan.com/2017/11/17/truku-tr...   \n",
      "27   https://www.matataiwan.com/2017/11/16/learning...   \n",
      "28   https://www.matataiwan.com/2017/11/03/alifu-pa...   \n",
      "29   https://www.matataiwan.com/2017/10/13/we-can-b...   \n",
      "..                                                 ...   \n",
      "551  https://www.matataiwan.com/2013/09/08/papora-r...   \n",
      "552  https://www.matataiwan.com/2013/09/08/thao-new...   \n",
      "553  https://www.matataiwan.com/2013/09/07/extincti...   \n",
      "554  https://www.matataiwan.com/2013/08/29/bunun-um...   \n",
      "555  https://www.matataiwan.com/2013/08/28/paiwan-s...   \n",
      "556  https://www.matataiwan.com/2013/08/26/indigeno...   \n",
      "557  https://www.matataiwan.com/2013/08/26/tayal-be...   \n",
      "558  https://www.matataiwan.com/2013/08/26/amis-pan...   \n",
      "559  https://www.matataiwan.com/2013/08/24/tayal-ce...   \n",
      "560  https://www.matataiwan.com/2013/08/22/cou-life...   \n",
      "561  https://www.matataiwan.com/2013/08/21/tao-pebb...   \n",
      "562  https://www.matataiwan.com/2013/08/20/we-are-p...   \n",
      "563  https://www.matataiwan.com/2013/08/20/silk-wor...   \n",
      "564  https://www.matataiwan.com/2013/08/20/sakizaya...   \n",
      "565  https://www.matataiwan.com/2013/08/20/sakizaya...   \n",
      "566  https://www.matataiwan.com/2013/08/20/sakizaya...   \n",
      "567  https://www.matataiwan.com/2013/08/17/taiwan-i...   \n",
      "568  https://www.matataiwan.com/2013/08/17/we-want-...   \n",
      "569  https://www.matataiwan.com/2013/08/17/walis-bu...   \n",
      "570  https://www.matataiwan.com/2013/08/16/indigeno...   \n",
      "571  https://www.matataiwan.com/2013/08/16/kanakana...   \n",
      "572  https://www.matataiwan.com/2013/08/16/pyramid-...   \n",
      "573  https://www.matataiwan.com/2013/08/16/taiwanes...   \n",
      "574  https://www.matataiwan.com/2013/08/15/hundred-...   \n",
      "575  https://www.matataiwan.com/2013/08/15/two-chin...   \n",
      "576  https://www.matataiwan.com/2013/08/15/indigeno...   \n",
      "577  https://www.matataiwan.com/2013/08/15/pavillio...   \n",
      "578  https://www.matataiwan.com/2013/08/15/pinuyuma...   \n",
      "579  https://www.matataiwan.com/2013/08/15/alofo-ma...   \n",
      "580  https://www.matataiwan.com/2013/08/07/mata-ti-...   \n",
      "\n",
      "                                                 title  \n",
      "0                                關於那些獵來頭顱的作用｜福爾摩沙．美麗之島  \n",
      "1                   拒絕回到部落的原住民—「所以你又變回原住民了？」｜福爾摩沙．美麗之島  \n",
      "2                       「缺糧時可以食用蕃人的肉」── 大豹社，台北城一旁的空白歷史  \n",
      "3                 為何我們成立了內本鹿 Pasnanavan，一個真正屬於台灣的追蹤師學校  \n",
      "4                   獨尊中英文只會讓孩子思考更單一！——這是我做原住民父母的第一百種方式  \n",
      "5                 「別因為吃了漢堡，就忘了吃山肉的味道」內本鹿布農人一甲子的尋根踏水回家路  \n",
      "6                       食物是認同，更是鄉愁——全台知名，它們其實都是原住民的野菜！  \n",
      "7       她以「換工」讓都市弱勢孩童也能上學，這堅持卻換來政府頻頻罰單──都市原住民為何不能照顧自己？  \n",
      "8                     海拔4千公尺高的淘金潮 — 將希望寄予冬蟲夏草與信仰的藏族採藥人  \n",
      "9              「母職」是女人專屬的喃喃自語——成為母親前後，太魯閣藝術家林介文創作的兩個角色  \n",
      "10                 「我們不一樣，你們選擇被同化」？李芳儒這把鹽，也重重撒在自己族人傷口上  \n",
      "11                  如果我不在，我的孩子可以到任何一家去睡覺／在部落長大的變與不變（下）  \n",
      "12                  老師，你們以前怎麼玩得這麼難、那麼聰明？／在部落長大的變與不變（上）  \n",
      "13            同吃一鍋飯，找回「人」的緊密關係！——Min Bunun，東布青「成為人」的道路  \n",
      "14                      「缺糧時可以食用蕃人的肉」── 大豹社，台北城一旁的空白歷史  \n",
      "15                    台灣若成立原住民族大學，那就讀的原民生還會是「特殊身份學生」嗎？  \n",
      "16   原住民文化就像Apple iOS，應該用自己的方式詮釋——專訪《部落書寫體-針路》出版人林秀...  \n",
      "17                        想讓人一去再去部落，就先自問台灣人為何熱愛去日本旅遊吧！  \n",
      "18                    咖啡品質好卻做不出品牌？屏東德文部落青年期待在地投入咖啡產業整合  \n",
      "19            出生的地方必然就是「家」嗎？——血緣不再重要的年代，原青如何「烙」出一條回家的路  \n",
      "20            文化的相遇不等於單向同化——《漂流遇見你》之後，如何在未來擺上我們的傳統與文化？  \n",
      "21                   用阿美族文化做外交！阿米斯音樂節邁入第四年，不想成為舒米恩的音樂節  \n",
      "22                     《雷神索爾3》的毛利人導演，究竟在電影藏了多少大洋洲文化彩蛋？  \n",
      "23         魯凱芋頭乾也能做成冰炫風！禮納里魯魯灣無菜單料理的文化超譯，如何翻轉風味餐的刻板想像？  \n",
      "24         1921英人在台灣第一手觀察：原住民砍人，但中國人吃人，日人在台唯一無解的是原住民問題  \n",
      "25                           從芋頭到罐頭：美國對馬歇爾人在核試爆以外的健康影響  \n",
      "26               太魯閣巫醫後裔看傳統文化的式微：為何基因快速解碼，人類的文化密碼卻快速流失  \n",
      "27                           今天上課不穿高跟鞋——作部落的老師前，先作部落的人  \n",
      "28                        評《阿莉芙》：劇情未到位，卻仍是值得一看的當代議題敲門磚  \n",
      "29              原民文化歧視女性？讀者投書：不只有拼板舟比基尼辣妹事件，各族群文化都該被尊重  \n",
      "..                                                 ...  \n",
      "551       Color Run、太白粉路跑…… 路跑「現在」正流行？原住民 300 年前就在辦了啦！  \n",
      "552  跟原住民當好朋友，每個月都可以過年！Have a Happy New Year with I...  \n",
      "553                          誰是劊子手，讓比黑面琵鷺數量還少的邵族人瀕臨絕種！  \n",
      "554  What are the common points between an umbrella...  \n",
      "555  Let's sing loudly whether it's bitter or sweet...  \n",
      "556                                 蕃仔、外勞與阿兜仔：種族主義的社會學  \n",
      "557  How to Tell Whether A Tayal Girl Is Beautiful ...  \n",
      "558                       問題：怎樣可以不用看到阿美族男生本人，就能知道他帥不帥？  \n",
      "559  Tayal: Small is Big, We Prefer Small Feasts to...  \n",
      "560                甄嬛和華妃應該要去參加生命豆節，這樣才可以綿延子嗣……… (￣▽￣)/  \n",
      "561                           蘭嶼達悟族幾百年來的防颱法寶：石頭＋地底屋！！！  \n",
      "562                           本來我們就是平埔人，有什麼不好意思，有什麼見笑？  \n",
      "563               也許你有聽過「蝴蝶效應」，但你絕對沒看過布農族的「蠶寶寶效應」=口=……  \n",
      "564                          超神祕植物，可以治香港腳，還可以拿來當鑰匙……？！  \n",
      "565                                 祝禱司們，趕快背書喔，祖靈會抽考喔！  \n",
      "566                         香港人有邪氣的火雲邪神，撒奇萊雅人有正氣的火神之子！  \n",
      "567                                       台灣比我們想像的還要大！  \n",
      "568                                          我們也想好好過個年  \n",
      "569              另一位賽德克 ‧ 巴萊：靠著外交手段救了 500 多位族人的瓦歷斯‧布尼！  \n",
      "570                          原住民的 LV 包，金光閃閃 ～～～ 售價：無價！  \n",
      "571                     「我離開部落之後才知道，原來卡那卡那富這個族群是不存在的。」  \n",
      "572                                   大哉問：什麼，臺灣也有金字塔？！  \n",
      "573                                   「偕」，一個代表懷念與感恩的姓氏  \n",
      "574                                    男人跳舞，就是要跟百步蛇一樣！  \n",
      "575                               一支漢人的信仰，和一串原住民族的遷徙歷史  \n",
      "576                        「遇怪悲號猶可，遇番悲號……」走山路，小心碰到原住民！  \n",
      "577                            66 個涼亭，是茶山部落數也數不清的熱情與分享  \n",
      "578                                      卑南族的花環，一點也不簡單  \n",
      "579                            七夕情人，情人袋要怎麼戴，才會帥氣又馬嘎吧嗨？  \n",
      "580                                Mata ti Ama ‧ 爸爸的眼睛  \n",
      "\n",
      "[581 rows x 4 columns]\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.DataFrame(pact)\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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