2021年2月11日 星期四

Apple M1 Mac 安裝 python3 程式庫 

python3 -m pip install --upgrade pip

arch -x86_64 $(which python3) -m pip install numpy scipy matplotlib dbr
0 意見
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2019年11月10日 星期日

bash shell 批次更改圖片檔名範例 

#!/bin/bash

files="img-1*"
start=1
rename=1
echo $count

for i in `ls $files`
do
  echo $i
  rename=$(($start * 2 - 1))
  #rename=$(($start * 2))
  start=$(($start + 1))
  echo $rename
  refilename=`printf "%02u" $rename`
  mv $i $refilename.tif

done
0 意見
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Ubuntu Elasticsearch 使用 IK Analysis Plugin

下載新版的 IK Analysis Plugin (這裡以 Ver 7.4.2為例)，並且下載擴充中文字典檔案 
sudo mkdir /usr/share/elasticsearch/plugins/ik/
sudo cd /usr/share/elasticsearch/plugins/ik/
sudo wget https://github.com/medcl/elasticsearch-analysis-ik/releases/download/v7.4.2/elasticsearch-analysis-ik-7.4.2.zip
sudo unzip elasticsearch-analysis-ik-7.4.2.zip
sudo \rm elasticsearch-analysis-ik-7.4.2.zip
sudo cd /usr/share/elasticsearch/plugins/ik/config
sudo wget https://github.com/samejack/sc-dictionary/raw/master/main.txt
sudo mv main.dic main.dic.old
sudo mv main.txt main.dic

設定擴充字典，編輯 IKAnalyzer.cfg.xml 設定檔案 
cd /usr/share/elasticsearch/plugins/ik/config
sudo vi IKAnalyzer.cfg.xml
將 ext_dict 新增 main.dic 
 <entry key="ext_dict">main.dic</entry>
重新啟動ElasticSearch 
sudo service elasticsearch restart
沒問題的話，就來測試一下 IK 吧... 
curl -XGET http://localhost:9200/_analyze -H 'Content-Type:application/json' -d'
{
  "text":"後悔莫及的人家",
  "analyzer": "ik_smart"
}'
應該會得到這樣的結果: 
{
  "tokens" : [
    {
      "token" : "後悔莫及",
      "start_offset" : 0,
      "end_offset" : 4,
      "type" : "CN_WORD",
      "position" : 0
    },
    {
      "token" : "的",
      "start_offset" : 4,
      "end_offset" : 5,
      "type" : "CN_CHAR",
      "position" : 1
    },
    {
      "token" : "人家",
      "start_offset" : 5,
      "end_offset" : 7,
      "type" : "CN_WORD",
      "position" : 2
    }
  ]
}
接著來建立一個新的 index 就叫做 test 吧，順便進行一下IK分詞測試看看... 
curl -XPUT http://localhost:9200/test

curl -XPOST http://localhost:9200/test/_mapping -H 'Content-Type:application/json' -d'
{
        "properties": {
            "content": {
                "type": "text",
                "analyzer": "ik_max_word",
                "search_analyzer": "ik_smart"
            }
        }

}'

curl -XPOST http://localhost:9200/test/_create/1 -H 'Content-Type:application/json' -d'
{"content":"曾經有一份真摯的感情放在我面前.我沒有珍惜.等到失去的時候才後悔莫及，塵世間最痛苦的事莫過於此.你的劍在我的咽喉上割下去吧!不要再猶豫了!如果上天能夠給我一個再來一次的機會，我一定會對那個女孩子說三個字\"我愛你\",如果非要在這份愛上加一個期限的話，我希望是一萬年。"}'

curl -XPOST /test/_search -H 'Content-Type:application/json' -d'
{
  "query": {"match": {"content": "如果"}},
  "highlight" : {
    "pre_tags" : ["", ""],
    "post_tags" : ["", ""],
    "fields" : {
      "content" : {}
    }
  }
}'
結果應該會是如此 : 
{
  "took" : 292,
  "timed_out" : false,
  "_shards" : {
    "total" : 1,
    "successful" : 1,
    "skipped" : 0,
    "failed" : 0
  },
  "hits" : {
    "total" : {
      "value" : 1,
      "relation" : "eq"
    },
    "max_score" : 0.40037507,
    "hits" : [
      {
        "_index" : "test",
        "_type" : "_doc",
        "_id" : "1",
        "_score" : 0.40037507,
        "_source" : {
          "content" : """曾經有一份真摯的感情放在我面前.我沒有珍惜.等到失去的時候才後悔莫及，塵世間最痛苦的事莫過於此.你的劍在我的咽喉上割下去吧!不要再猶豫了!如果上天能夠給我一個再來一次的機會，我一定會對那個女孩子說三個字"我愛你",如果非要在這份愛上加一個期限的話，我希望是一萬年。"""
        },
        "highlight" : {
          "content" : [
            """<tag1>如果</tag1>上天能夠給我一個再來一次的機會，我一定會對那個女孩子說三個字"我愛你",<tag1>如果</tag1>非要在這份愛上加一個期限的話，我希望是一萬年。"""
          ]
        }
      }
    ]
  }
}
1 意見
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2019年10月22日 星期二

Ubuntu 18.04 安裝 Nginx+MySQL+PHP

安裝 Nginx, MySQL： 
sudo apt-get update
sudo apt-get install nginx
sudo apt-get install mysql-server

設定MySQL安全性設定： 
sudo mysql_secure_installation

安裝PHP： 
sudo apt-get install php-fpm php-mysql php-json php-gd

設定 php.ini，編輯 /etc/php/7.2/fpm/php.ini，將cgi.fix_pathinfo設為0 
;cgi.fix_pathinfo=1
cgi.fix_pathinfo=0

重新啟動PHP服務： 
sudo service php7.2-fpm restart
設定一個新的nginx網站，以adia.cc為例。編輯 /etc/nginx/sites-available/adia.cc檔案： 
server {
        listen 8080;
        root /var/www/adia.cc/html;
        index index.php index.html index.htm;
        access_log /var/log/nginx/adia.cc.access.log;
        error_log /var/log/nginx/adia.cc.error.log;
        server_name adia.cc www.adia.cc;
 
        location / {
                try_files $uri $uri/ =404;
        }
 
        location ~ \.php$ {
                include snippets/fastcgi-php.conf;
                fastcgi_pass unix:/var/run/php/php7.2-fpm.sock;
        }
 
        location ~ /\.ht {
                deny all;
        }
}

建立adia.cc網站設定檔連結，並測試設定檔是否正確： 
sudo ln -s /etc/nginx/sites-available/adia.cc /etc/nginx/sites-enabled/
sudo nginx -t

正確的話，應該會出現類似結果： 
nginx: the configuration file /etc/nginx/nginx.conf syntax is ok
nginx: configuration file /etc/nginx/nginx.conf test is successful

接著建立一個PHP測試網頁，編輯 /var/www/adia.cc/html/info.php： 
<?php
   phpinfo();
?>
重新啟動 Nginx 服務： 
sudo service nginx restart

接下來利用瀏覽器測試 http://YOUR_IP/ 和 http://YOUR_IP:8080/info.php是否正常~
phpinfo() 執行結果

#
0 意見
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Ubuntu 18.04 安裝 SSH Server , 設定為文字開機模式 (disable GUI boot mode)

確定一下 Ubuntu 版本是否為 18.04： 
lsb_release -a
執行結果： 
Distributor ID: Ubuntu
Description:    Ubuntu 18.04.3 LTS
Release:        18.04
Codename:       bionic

安裝 SSH Server ： 
sudo apt-get install openssh-server
sudo update-rc.d ssh defaults
sudo service ssh start

關閉GUI開機模式，並且重開機生效： 
sudo systemctl set-default multi-user.target
sudo sync;sync;sync;reboot

假若要再重新設定GUI開機模式： 
sudo systemctl set-default graphical.target
sudo sync;sync;sync;reboot

設定 NTP 時間同步主機為 clock.stdtime.gov.tw，編輯 /etc/systemd/timesyncd.conf 檔案 
sudo vi /etc/systemd/timesyncd.conf
將內容 #NTP= 前面註解符號(#)刪除，順便設定同步主機後存檔： 
#NTP=
NTP=clock.stdtime.gov.tw

重新啟動時間同步服務後，順便看一下執行狀態： 
sudo service systemd-timesyncd restart
sudo service systemd-timesyncd status

執行結果已經顯示同步 time server 從原來的 ntp.ubuntu.com 改為 clock.stdtime.gov.tw： 
● systemd-timesyncd.service - Network Time Synchronization
 (...略...)
   Status: "Synchronized to time server 211.22.103.158:123 (clock.stdtime.gov.tw)."
 (...略...)
#
0 意見
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2019年10月14日 星期一

第11屆iT邦幫忙鐵人賽-參考 Python 程式交易 30 天新手入門系列範例

可能需要預先安裝下列 Python Packages： 
pip install js2py
pip install loguru
pip install pandas
pip install plotly
pip install pyquery

參考「第11屆iT邦幫忙鐵人賽-參考 Python 程式交易 30 天新手入門系列」系列範例修改，並存成檔名 getTaxies.py：


import csv
import datetime
import fractions
import json
import os
import random
import re
import time
import urllib.parse
import argparse

from random import randint
from time import sleep

import js2py
import loguru
import pandas
import plotly.graph_objects
import pyquery
import requests
import requests.exceptions

now = datetime.datetime.now()
proxies = []

proxy = None

class Taiex:
    def __init__(self, date, openPrice, highestPrice, lowestPrice, closePrice):
        # 日期
        self.Date = date
        # 開盤價
        self.OpenPrice = openPrice
        # 最高價
        self.HighestPrice = highestPrice
        # 最低價
        self.LowestPrice = lowestPrice
        # 收盤價
        self.ClosePrice = closePrice
    # 物件表達式
    def __repr__(self):
        return f'class Taiex {{ Date={self.Date}, OpenPrice={self.OpenPrice}, HighestPrice={self.HighestPrice}, LowestPrice={self.LowestPrice}, ClosePrice={self.ClosePrice} }}'

def getProxy():
    global proxies
    if len(proxies) == 0:
        getProxies()
    proxy = random.choice(proxies)
    loguru.logger.debug(f'getProxy: {proxy}')
    proxies.remove(proxy)
    loguru.logger.debug(f'getProxy: {len(proxies)} proxies is unused.')
    return proxy

def reqProxies(hour):
    global proxies
    proxies = proxies + getProxiesFromProxyNova()
    proxies = proxies + getProxiesFromGatherProxy()
    proxies = proxies + getProxiesFromFreeProxyList()
    proxies = list(dict.fromkeys(proxies))
    loguru.logger.debug(f'reqProxies: {len(proxies)} proxies is found.')

def getProxies():
    global proxies
    hour = f'{now:%Y%m%d%H}'
    filename = f'proxies-{hour}.csv'
    filepath = f'{filename}'
    if os.path.isfile(filepath):
        loguru.logger.info(f'getProxies: {filename} exists.')
        loguru.logger.warning(f'getProxies: {filename} is loading...')
        with open(filepath, 'r', newline='', encoding='utf-8-sig') as f:
            reader = csv.DictReader(f)
            for row in reader:
                proxy = row['Proxy']
                proxies.append(proxy)
        loguru.logger.success(f'getProxies: {filename} is loaded.')
    else:
        loguru.logger.info(f'getProxies: {filename} does not exist.')
        reqProxies(hour)
        loguru.logger.warning(f'getProxies: {filename} is saving...')
        with open(filepath, 'w', newline='', encoding='utf-8-sig') as f:
            writer = csv.writer(f)
            writer.writerow([
                'Proxy'
            ])
            for proxy in proxies:
                writer.writerow([
                    proxy
                ])
        loguru.logger.success(f'getProxies: {filename} is saved.')

def getProxiesFromProxyNova():
    proxies = []
    countries = [
        'tw',
        'jp',
        'kr',
        'id',
        'my',
        'th',
        'vn',
        'ph',
        'hk',
        'uk',
        'us'
    ]
    for country in countries:
        url = f'https://www.proxynova.com/proxy-server-list/country-{country}/'
        loguru.logger.debug(f'getProxiesFromProxyNova: {url}')
        loguru.logger.warning(f'getProxiesFromProxyNova: downloading...')
        response = requests.get(url)
        if response.status_code != 200:
            loguru.logger.debug(f'getProxiesFromProxyNova: status code is not 200')
            continue
        loguru.logger.success(f'getProxiesFromProxyNova: downloaded.')
        d = pyquery.PyQuery(response.text)
        table = d('table#tbl_proxy_list')
        rows = list(table('tbody:first > tr').items())
        loguru.logger.warning(f'getProxiesFromProxyNova: scanning...')
        for row in rows:
            tds = list(row('td').items())
            if len(tds) == 1:
                continue
            js = row('td:nth-child(1) > abbr').text()
            js = 'let x = %s; x' % (js[15:-2])
            ip = js2py.eval_js(js).strip()
            port = row('td:nth-child(2)').text().strip()
            proxy = f'{ip}:{port}'
            proxies.append(proxy)
        loguru.logger.success(f'getProxiesFromProxyNova: scanned.')
        loguru.logger.debug(f'getProxiesFromProxyNova: {len(proxies)} proxies is found.')
        time.sleep(1)
    return proxies

def getProxiesFromGatherProxy():
    proxies = []
    countries = [
        'Taiwan',
        'Japan',
        'United States',
        'Thailand',
        'Vietnam',
        'Indonesia',
        'Singapore',
        'Philippines',
        'Malaysia',
        'Hong Kong'
    ]
    for country in countries:
        url = f'http://www.gatherproxy.com/proxylist/country/?c={urllib.parse.quote(country)}'
        loguru.logger.debug(f'getProxiesFromGatherProxy: {url}')
        loguru.logger.warning(f'getProxiesFromGatherProxy: downloading...')
        response = requests.get(url)
        if response.status_code != 200:
            loguru.logger.debug(f'getProxiesFromGatherProxy: status code is not 200')
            continue
        loguru.logger.success(f'getProxiesFromGatherProxy: downloaded.')
        d = pyquery.PyQuery(response.text)
        scripts = list(d('table#tblproxy > script').items())
        loguru.logger.warning(f'getProxiesFromGatherProxy: scanning...')
        for script in scripts:
            script = script.text().strip()
            script = re.sub(r'^gp\.insertPrx\(', '', script)
            script = re.sub(r'\);$', '', script)
            script = json.loads(script)
            ip = script['PROXY_IP'].strip()
            port = int(script['PROXY_PORT'].strip(), 16)
            proxy = f'{ip}:{port}'
            proxies.append(proxy)
        loguru.logger.success(f'getProxiesFromGatherProxy: scanned.')
        loguru.logger.debug(f'getProxiesFromGatherProxy: {len(proxies)} proxies is found.')
        time.sleep(1)
    return proxies

def getProxiesFromFreeProxyList():
    proxies = []
    url = 'https://free-proxy-list.net/'
    loguru.logger.debug(f'getProxiesFromFreeProxyList: {url}')
    loguru.logger.warning(f'getProxiesFromFreeProxyList: downloading...')
    response = requests.get(url)
    if response.status_code != 200:
        loguru.logger.debug(f'getProxiesFromFreeProxyList: status code is not 200')
        return
    loguru.logger.success(f'getProxiesFromFreeProxyList: downloaded.')
    d = pyquery.PyQuery(response.text)
    trs = list(d('table#proxylisttable > tbody > tr').items())
    loguru.logger.warning(f'getProxiesFromFreeProxyList: scanning...')
    for tr in trs:
        tds = list(tr('td').items())
        ip = tds[0].text().strip()
        port = tds[1].text().strip()
        proxy = f'{ip}:{port}'
        proxies.append(proxy)
    loguru.logger.success(f'getProxiesFromFreeProxyList: scanned.')
    loguru.logger.debug(f'getProxiesFromFreeProxyList: {len(proxies)} proxies is found.')
    return proxies

# 取得指定年月內每交易日的盤後資訊
def getTaiexs(year, month):
    global proxy
    taiexs = []
    while True:
        if proxy is None:
            proxy = getProxy()
        url = f'https://www.twse.com.tw/indicesReport/MI_5MINS_HIST?response=json&date={year}{month:02}01'
        loguru.logger.info(f'getTaiexs: month {month} url is {url}')
        loguru.logger.warning(f'getTaiexs: month {month} is downloading...')
        try:
            response = requests.get(
                url,
                proxies={
                    'https': f'https://{proxy}'
                },
                timeout=3
            )
            if response.status_code != 200:
                loguru.logger.success(f'getTaiexs: month {month} status code is not 200.')
                proxy = None
                break
            loguru.logger.success(f'getTaiexs: month {month} is downloaded.')
            body = response.json()
            stat = body['stat']
            if stat != 'OK':
                loguru.logger.error(f'getTaiexs: month {month} responses with error({stat}).')
                break
            records = body['data']
            if len(records) == 0:
                loguru.logger.success(f'getTaiexs: month {month} has no data.')
                break
            for record in records:
                date = record[0].strip()
                parts = date.split('/')
                y = int(parts[0]) + 1911
                m = int(parts[1])
                d = int(parts[2])
                date = f'{y}{m:02d}{d:02d}'
                openPrice = record[1].replace(',', '').strip()
                highestPrice = record[2].replace(',', '').strip()
                lowestPrice = record[3].replace(',', '').strip()
                closePrice = record[4].replace(',', '').strip()
                taiex = Taiex(
                    date=date,
                    openPrice=openPrice,
                    highestPrice=highestPrice,
                    lowestPrice=lowestPrice,
                    closePrice=closePrice
                )
                taiexs.append(taiex)
        except requests.exceptions.ConnectionError:
            loguru.logger.error(f'getTaiexs: proxy({proxy}) is not working (connection error).')
            proxy = None
            continue
        except requests.exceptions.ConnectTimeout:
            loguru.logger.error(f'getTaiexs: proxy({proxy}) is not working (connect timeout).')
            proxy = None
            continue
        except requests.exceptions.ProxyError:
            loguru.logger.error(f'getTaiexs: proxy({proxy}) is not working (proxy error).')
            proxy = None
            continue
        except requests.exceptions.SSLError:
            loguru.logger.error(f'getTaiexs: proxy({proxy}) is not working (ssl error).')
            proxy = None
            continue
        except Exception as e:
            loguru.logger.error(f'getTaiexs: proxy({proxy}) is not working.')
            loguru.logger.error(e)
            proxy = None
            continue
        break
    return taiexs

# 儲存傳入的盤後資訊
def saveTaiexs(filepath, taiexs):
    loguru.logger.info(f'saveTaiexs: {len(taiexs)} taiexs.')
    loguru.logger.warning(f'saveTaiexs: {filepath} is saving...')
    with open(filepath, mode='w', newline='', encoding='utf-8-sig') as f:
        writer = csv.writer(f)
        writer.writerow([
            'Date',
            'OpenPrice',
            'HighestPrice',
            'LowestPrice',
            'ClosePrice'
        ])
        for taiex in taiexs:
            writer.writerow([
                taiex.Date,
                taiex.OpenPrice,
                taiex.HighestPrice,
                taiex.LowestPrice,
                taiex.ClosePrice
            ])
    loguru.logger.success(f'main: {filepath} is saved.')

def main(args):
    taiexs = []
    thisYear = 2019
    if args.year:
        loguru.logger.info(f'[-y|--year] [value:{args.year}]')
        thisYear = int(args.year)
    else:
        loguru.logger.info(f'[-y|--year] is not used, set year in '+str(thisYear))
    # 取得從 2019.01 至 2019.12 的盤後資訊
    for month in range(1, 13):
        # 程式暫停 3~15 秒
        sleep(randint(3, 15))
        taiexs = taiexs + getTaiexs(thisYear, month)
    filepath = f'taiexs-'+str(thisYear)+'.csv'
    saveTaiexs(filepath, taiexs)

    # 使用 Pandas 讀取下載回來的紀錄檔
    df = pandas.read_csv(filepath)
    # 將 Date 欄位按照格式轉換為 datetime 資料
    df['Date'] = pandas.to_datetime(df['Date'], format='%Y%m%d')
    
    # 建立圖表
    figure = plotly.graph_objects.Figure(
        data=[
            # Line Chart
            # 收盤價
            plotly.graph_objects.Scatter(
                x=df['Date'],
                y=df['ClosePrice'],
                name='收盤價',
                mode='lines',
                line=plotly.graph_objects.scatter.Line(
                    color='#6B99E5'
                )
            ),
            # Candlestick Chart
            # K 棒
            plotly.graph_objects.Candlestick(
                x=df['Date'],
                open=df['OpenPrice'],
                high=df['HighestPrice'],
                low=df['LowestPrice'],
                close=df['ClosePrice'],
                name='盤後資訊',
            )
        ],
        # 設定 XY 顯示格式
        layout=plotly.graph_objects.Layout(
            xaxis=plotly.graph_objects.layout.XAxis(
                tickformat='%Y-%m'
            ),
            yaxis=plotly.graph_objects.layout.YAxis(
                tickformat='.2f'
            )
        )
    )
    figure.show()

if __name__ == '__main__':
    parser = argparse.ArgumentParser()

    # -y [value:yyyy]
    # -- year [value:yyyy]
    parser.add_argument(
        '-y',
        '--year',
        help='set year in yyyy format',
        type=int
    )

    args = parser.parse_args()

    loguru.logger.add(
        f'{datetime.date.today():%Y%m%d}.log',
        rotation='1 day',
        retention='7 days',
        level='DEBUG'
    )
    main(args)
範例以2007年為例，執行下列： 
python getTaxies.py -y 2007
執行結果： 
python getTaixes.py -y 2007
2019-10-14 03:34:40.292 | INFO     | __main__:main:300 - [-y|--year] [value:2007]
2019-10-14 03:34:44.294 | INFO     | __main__:getProxies:69 - getProxies: proxies-2019101403.csv exists.
2019-10-14 03:34:44.298 | WARNING  | __main__:getProxies:70 - getProxies: proxies-2019101403.csv is loading...
2019-10-14 03:34:44.308 | SUCCESS  | __main__:getProxies:76 - getProxies: proxies-2019101403.csv is loaded.
2019-10-14 03:34:44.313 | DEBUG    | __main__:getProxy:50 - getProxy: 180.250.216.242:3128
2019-10-14 03:34:44.317 | DEBUG    | __main__:getProxy:52 - getProxy: 724 proxies is unused.
2019-10-14 03:34:44.322 | INFO     | __main__:getTaiexs:206 - getTaiexs: month 1 url is https://www.twse.com.tw/indicesReport/MI_5MINS_HIST?response=json&date=20070101
...(略)...
2019-10-14 03:36:58.484 | INFO     | __main__:getTaiexs:206 - getTaiexs: month 12 url is https://www.twse.com.tw/indicesReport/MI_5MINS_HIST?response=json&date=20071201
2019-10-14 03:36:58.489 | WARNING  | __main__:getTaiexs:207 - getTaiexs: month 12 is downloading...
2019-10-14 03:36:58.846 | SUCCESS  | __main__:getTaiexs:220 - getTaiexs: month 12 is downloaded.
2019-10-14 03:36:58.850 | INFO     | __main__:saveTaiexs:275 - saveTaiexs: 247 taiexs.
2019-10-14 03:36:58.853 | WARNING  | __main__:saveTaiexs:276 - saveTaiexs: taiexs-2007.csv is saving...
2019-10-14 03:36:58.864 | SUCCESS  | __main__:saveTaiexs:294 - main: taiexs-2007.csv is saved.

2007年大盤指數

#
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2019年7月27日 星期六

Python 3 + Google 新聞爬蟲 + 罔拍 MONPA 中文正體分詞 

import requests
from bs4 import BeautifulSoup
import monpa

res = requests.get("https://news.google.com.tw")
soup = BeautifulSoup(res.text)

count = 1
for item in soup.select(".MQsxIb"):
    print('=====[',count,']=====')
    news_title = item.select(".ipQwMb")[0].text
    news_url = item.select(".ipQwMb")[0].find('a')['href']
    print(news_title)
    result = monpa.pseg(news_title)
    for t in result:
        print(t)
    count+=1
    #print(news_url)
執行結果： 
=====[ 1 ]=====
國安私菸案》檢調大搜索華航總部 歷時9小時公關室也沒放過
['國安', 'ORG']
['私菸案', 'Na']
['》', 'PARENTHESISCATEGORY']
['檢調', 'Na']
['大', 'VH']
['搜索', 'VC']
['華航', 'ORG']
['總部', 'Nc']
[' ', 'D']
['歷時', 'VJ']
['9', 'Neu']
['小時', 'Nf']
['公關室', 'Nc']
['也', 'D']
['沒', 'D']
['放過', 'VC']
=====[ 2 ]=====
快訊／國安局私菸事件華航首波懲處拔官名單出爐| 交通氣象
['快訊', 'Na']
['／', 'PERIODCATEGORY']
['國安局', 'ORG']
['私菸', 'VA']
['事件', 'Na']
['華航', 'ORG']
['首', 'Nes']
['波', 'Nf']
['懲處', 'Nv']
['拔官', 'Na']
['名單', 'Na']
['出爐', 'VH']
['|', 'FW']
[' ', 'VC']
['交通', 'Na']
['氣象', 'Na']
=====[ 3 ]=====
國安私菸案》吳宗憲傳致電黃川禎：我訂那麼多 華航高層知道嗎
['國安', 'Nb']
['私菸案', 'Na']
['》', 'PARENTHESISCATEGORY']
['吳宗憲', 'PER']
['傳', 'VD']
['致電', 'VC']
['黃川禎', 'PER']
['：', 'COLONCATEGORY']
['我', 'Nh']
['訂', 'VC']
['那麼多', 'Neqa']
[' 華航', 'PER']
['高層', 'Na']
['知道', 'VK']
['嗎', 'T']
=====[ 4 ]=====
華航公布14次專機負責人！開鍘羅雅美、邱彰信
['華航', 'PER']
['公布', 'VE']
['14', 'Neu']
['次', 'Nf']
['專機', 'Na']
['負責人', 'Na']
['！', 'EXCLAMATIONCATEGORY']
['開', 'VC']
['鍘羅雅美', 'PER']
['、', 'PAUSECATEGORY']
['邱彰信', 'PER']
=====[ 5 ]=====
華航開鍘！公布14次專機負責人羅雅美邱彰信調非主管職| 政治
['華航', 'PER']
['開鍘', 'Na']
['！', 'EXCLAMATIONCATEGORY']
['公布', 'VE']
['14', 'Neu']
['次', 'Nf']
['專機', 'Na']
['負責人', 'Na']
['羅雅美', 'PER']
['邱彰信調', 'PER']
['非', 'VG']
['主管', 'Na']
['職', 'Na']
['|', 'FW']
[' 政治', 'PER']
=====[ 6 ]=====
只是賣太多菸？他揭華航最大漏洞
['只是', 'D']
['賣', 'VD']
['太多', 'Neqa']
['菸', 'Na']
['？', 'QUESTIONCATEGORY']
['他', 'Nh']
['揭', 'VC']
['華航', 'ORG']
['最', 'Dfa']
['大', 'VH']
['漏洞', 'Na']
=====[ 7 ]=====
黃國昌揭私菸案 洪慈庸：綠支持者問「這樣好嗎？」
['黃國昌', 'PER']
['揭', 'VC']
['私菸案', 'Na']
[' 洪慈庸', 'PER']
['：', 'COLONCATEGORY']
['綠', 'VH']
['支持', 'VC']
['者', 'Na']
['問', 'VE']
['「', 'PARENTHESISCATEGORY']
['這樣', 'VH']
['好', 'VH']
['嗎', 'T']
['？', 'QUESTIONCATEGORY']
['」', 'PARENTHESISCATEGORY']
=====[ 8 ]=====
時力分裂？黨內同志要約黃國昌見面 結果是......
['時力', 'Na']
['分裂', 'VHC']
['？', 'QUESTIONCATEGORY']
['黨內', 'Nc']
['同志', 'Na']
['要', 'D']
['約', 'VC']
['黃國昌', 'PER']
['見面 ', 'Na']
['結果', 'Na']
['是', 'SHI']
['......', 'ETCCATEGORY']
=====[ 9 ]=====
內鬨？洪慈庸：綠基層焦慮黃國昌：追弊案不可看顏色
['內鬨', 'Na']
['？', 'QUESTIONCATEGORY']
['洪慈庸', 'PER']
['：', 'COLONCATEGORY']
['綠', 'VH']
['基層', 'A']
['焦慮', 'Nv']
['黃國昌', 'PER']
['：', 'COLONCATEGORY']
['追', 'VC']
['弊案', 'Na']
['不可', 'D']
['看', 'VC']
['顏色', 'Na']
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