532 lines
21 KiB
Plaintext
532 lines
21 KiB
Plaintext
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"source": [
|
||
"## 使用 ConceptNet 的概念圖譜\n",
|
||
"\n",
|
||
"> **注意：** 原始的 [Microsoft Concept Graph](https://concept.research.microsoft.com/) API 已經不再可用。本筆記本已更新為使用 [ConceptNet](https://conceptnet.io/) 作為替代，它是一個免費開放的知識圖譜，具有類似的概念間 `is-a` 關係。\n",
|
||
"\n",
|
||
"[ConceptNet](https://conceptnet.io/) 是一個大型的語意概念網絡，具有如 `IsA`、`PartOf`、`UsedFor` 等關係。它提供：\n",
|
||
" * 一個可下載的資料檔案\n",
|
||
" * 一個 REST API（不需要 API 金鑰）\n",
|
||
"\n",
|
||
"ConceptNet 統計資料：\n",
|
||
" * 超過 800 萬個節點\n",
|
||
" * 在 83 種語言中有超過 2100 萬條邊緣連接\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 使用 ConceptNet 網路服務\n",
|
||
"\n",
|
||
"[ConceptNet](https://conceptnet.io/) 提供一個 REST API 來探索概念之間的 `is-a`（IsA）關係。無需 API 金鑰。\n",
|
||
"以下是調用的範例 URL：`https://api.conceptnet.io/query?start=/c/en/microsoft&rel=/r/IsA&limit=10`\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"trusted": true
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"import urllib\n",
|
||
"import json\n",
|
||
"\n",
|
||
"def http(x):\n",
|
||
" response = urllib.request.urlopen(x)\n",
|
||
" data = response.read()\n",
|
||
" return data.decode('utf-8')\n",
|
||
"\n",
|
||
"def query(x):\n",
|
||
" concept = x.lower().replace(' ', '_')\n",
|
||
" url = \"https://api.conceptnet.io/query?start=/c/en/{}&rel=/r/IsA&limit=10\".format(\n",
|
||
" urllib.parse.quote(concept))\n",
|
||
" try:\n",
|
||
" result = json.loads(http(url))\n",
|
||
" except Exception:\n",
|
||
" return {}\n",
|
||
" edges = result.get('edges', [])\n",
|
||
" if not edges:\n",
|
||
" return {}\n",
|
||
" total_weight = sum(edge['weight'] for edge in edges)\n",
|
||
" if total_weight == 0:\n",
|
||
" return {}\n",
|
||
" return {edge['end']['label']: edge['weight'] / total_weight for edge in edges}\n",
|
||
"\n",
|
||
"query('microsoft')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"讓我們嘗試使用父概念來分類新聞標題。要獲取新聞標題，我們將使用 [NewsApi.org](http://newsapi.org) 服務。您需要獲取自己的 API 密鑰才能使用該服務——請前往該網站並註冊免費的開發者方案。\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {
|
||
"trusted": true
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"newsapi_key = '<your API key here>'\n",
|
||
"def get_news(country='us'):\n",
|
||
" res = json.loads(http(\"https://newsapi.org/v2/top-headlines?country={0}&apiKey={1}\".format(country,newsapi_key)))\n",
|
||
" return res['articles']\n",
|
||
"\n",
|
||
"all_titles = [x['title'] for x in get_news('us')+get_news('gb')]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"['Covid-19 Live Updates: Vaccines and Boosters News - The New York Times',\n",
|
||
" 'Ukrainians Flee Mariupol as Russian Forces Push to Take Port City - The Wall Street Journal',\n",
|
||
" 'Bond Yields Jump, Stock Futures Rise After Powell Says Fed Is Ready to Be More Aggressive - The Wall Street Journal',\n",
|
||
" 'Putin critic Alexei Navalny found guilty by Russian court - New York Post ',\n",
|
||
" \"Supreme Court nominee Ketanji Brown Jackson will face questions at confirmation hearing's second day - CNN\",\n",
|
||
" '2 teachers killed at Swedish high school, student arrested - ABC News',\n",
|
||
" 'Clues to Covid-19’s Next Moves Come From Sewers - The Wall Street Journal',\n",
|
||
" 'Republicans to roll dice by grilling Jackson over child-pornography sentencing decisions | TheHill - The Hill',\n",
|
||
" '‘Clear sign’ Putin considering using chemical weapons in Ukraine, claims President Biden - The Independent',\n",
|
||
" 'NASA confirms there are 5,000 planets outside our solar system - Daily Mail',\n",
|
||
" \"US stocks whipsawed overnight after Fed Chair Powell's remarks - Fox Business\",\n",
|
||
" \"'We've learned absolutely nothing': Tests could again be in short supply if Covid surges - POLITICO\",\n",
|
||
" \"Duchess of Cambridge swaps khaki jungle gear for Vampire's Wife dress on Belize trip - Daily Mail\",\n",
|
||
" 'China searches for victims, flight recorders after first plane crash in 12 years - Reuters',\n",
|
||
" 'Second superyacht linked to Russian oligarch Abramovich docks in Turkey - Reuters',\n",
|
||
" 'Live updates: Russia stops talks with Japan over sanctions - The Associated Press - en Español',\n",
|
||
" 'Powers Remain and Threats Lurk as Women’s Sweet 16 Is Set - The New York Times',\n",
|
||
" 'Webb Space Telescope Begins Multi-Instrument Alignment - SciTechDaily',\n",
|
||
" \"UConn vs UCF - NCAA women's tournament second-round highlights - March Madness\",\n",
|
||
" 'Bucking Republican Trend, Indiana Governor Vetoes Transgender Sports Bill - The New York Times',\n",
|
||
" \"Maggie Fox dead: Coronation Street and Shameless actress dies after 'sudden accident' - Mirror Online - The Mirror\",\n",
|
||
" 'China plane crash – live: Search for survivors continues as witness describes moment flight fell from sky - The Independent',\n",
|
||
" 'Daniel Morgan murder: damning report condemns Met police - The Guardian',\n",
|
||
" 'What to expect from Rishi Sunak’s Spring Statement - BBC.com',\n",
|
||
" 'UK and Republic of Ireland in line to host Euro 2028 after no one else bids - The Guardian',\n",
|
||
" \"Friends beg Vladimir Putin's 'lover' to persuade him to end Ukraine invasion - The Mirror\",\n",
|
||
" 'Brass Eye’s outtakes show the brutal TV comedy was the tip of an iceberg - The Guardian',\n",
|
||
" \"Vladimir Putin threatens civilians to break Mariupol's spirit - The Times\",\n",
|
||
" 'Shell U-turn on Cambo oilfield would threaten green targets, say campaigners - The Guardian',\n",
|
||
" 'St Helens dog attack: Girl aged 17 months killed at home - BBC',\n",
|
||
" \"PlayStation to buy 'Assassin's Creed' veteran Jade Raymond's Haven Studios - NME\",\n",
|
||
" '‘Clear sign’ Putin considering using chemical weapons in Ukraine, claims President Biden - The Independent',\n",
|
||
" 'NASA confirms there are 5,000 planets outside our solar system - Daily Mail',\n",
|
||
" 'Nintendo Switch finally has folders • Eurogamer.net - Eurogamer.net',\n",
|
||
" 'FA to “find a solution” as Liverpool fan group blasts “shambolic” Wembley travel - This Is Anfield',\n",
|
||
" 'Manchester United transfer news LIVE Erik ten Hag latest and Man Utd manager updates - Manchester Evening News',\n",
|
||
" 'Inflation raises cost of UK government borrowing in February; crude oil up again – business live - The Guardian',\n",
|
||
" 'Alexei Navalny: Kremlin critic found guilty of large-scale fraud and contempt of court by Russian court - Sky News',\n",
|
||
" \"UK prepares to nationalize Russia natural gas giant Gazprom's retail unit - Business Insider\",\n",
|
||
" 'Zaghari-Ratcliffe: Hunt calls for inquiry into delay over Iran debt payment - The Guardian']"
|
||
]
|
||
},
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"all_titles"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"首先，我們希望能夠從新聞標題中提取名詞。我們將使用 `TextBlob` 庫來完成這個任務，這個庫簡化了許多典型的自然語言處理任務。\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {
|
||
"trusted": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Requirement already satisfied: textblob in c:\\winapp\\miniconda3\\lib\\site-packages (0.17.1)\n",
|
||
"Requirement already satisfied: nltk>=3.1 in c:\\winapp\\miniconda3\\lib\\site-packages (from textblob) (3.5)\n",
|
||
"Requirement already satisfied: joblib in c:\\winapp\\miniconda3\\lib\\site-packages (from nltk>=3.1->textblob) (1.0.1)\n",
|
||
"Requirement already satisfied: regex in c:\\winapp\\miniconda3\\lib\\site-packages (from nltk>=3.1->textblob) (2021.11.10)\n",
|
||
"Requirement already satisfied: tqdm in c:\\winapp\\miniconda3\\lib\\site-packages (from nltk>=3.1->textblob) (4.61.2)\n",
|
||
"Requirement already satisfied: click in c:\\winapp\\miniconda3\\lib\\site-packages (from nltk>=3.1->textblob) (8.0.3)\n",
|
||
"Requirement already satisfied: colorama in c:\\winapp\\miniconda3\\lib\\site-packages (from click->nltk>=3.1->textblob) (0.4.4)\n",
|
||
"Finished.\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"[nltk_data] Downloading package brown to\n",
|
||
"[nltk_data] C:\\Users\\dmitryso\\AppData\\Roaming\\nltk_data...\n",
|
||
"[nltk_data] Package brown is already up-to-date!\n",
|
||
"[nltk_data] Downloading package punkt to\n",
|
||
"[nltk_data] C:\\Users\\dmitryso\\AppData\\Roaming\\nltk_data...\n",
|
||
"[nltk_data] Package punkt is already up-to-date!\n",
|
||
"[nltk_data] Downloading package wordnet to\n",
|
||
"[nltk_data] C:\\Users\\dmitryso\\AppData\\Roaming\\nltk_data...\n",
|
||
"[nltk_data] Package wordnet is already up-to-date!\n",
|
||
"[nltk_data] Downloading package averaged_perceptron_tagger to\n",
|
||
"[nltk_data] C:\\Users\\dmitryso\\AppData\\Roaming\\nltk_data...\n",
|
||
"[nltk_data] Package averaged_perceptron_tagger is already up-to-\n",
|
||
"[nltk_data] date!\n",
|
||
"[nltk_data] Downloading package conll2000 to\n",
|
||
"[nltk_data] C:\\Users\\dmitryso\\AppData\\Roaming\\nltk_data...\n",
|
||
"[nltk_data] Package conll2000 is already up-to-date!\n",
|
||
"[nltk_data] Downloading package movie_reviews to\n",
|
||
"[nltk_data] C:\\Users\\dmitryso\\AppData\\Roaming\\nltk_data...\n",
|
||
"[nltk_data] Package movie_reviews is already up-to-date!\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import sys\n",
|
||
"!{sys.executable} -m pip install textblob\n",
|
||
"!{sys.executable} -m textblob.download_corpora\n",
|
||
"from textblob import TextBlob"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"metadata": {
|
||
"trusted": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"{'covid-19 live updates': 1,\n",
|
||
" 'vaccines': 1,\n",
|
||
" 'boosters': 1,\n",
|
||
" 'york': 4,\n",
|
||
" 'ukrainians flee mariupol': 1,\n",
|
||
" 'forces push': 1,\n",
|
||
" 'port city': 1,\n",
|
||
" 'wall street journal': 3,\n",
|
||
" 'bond yields': 1,\n",
|
||
" 'futures rise': 1,\n",
|
||
" 'powell says fed': 1,\n",
|
||
" 'ready': 1,\n",
|
||
" 'be': 1,\n",
|
||
" 'aggressive': 1,\n",
|
||
" 'putin': 3,\n",
|
||
" 'alexei navalny': 2,\n",
|
||
" 'russian': 2,\n",
|
||
" 'supreme court nominee': 1,\n",
|
||
" 'ketanji brown jackson': 1,\n",
|
||
" \"confirmation hearing 's\": 1,\n",
|
||
" 'cnn': 1,\n",
|
||
" 'swedish': 1,\n",
|
||
" 'high school': 1,\n",
|
||
" 'abc': 1,\n",
|
||
" 'clues': 1,\n",
|
||
" 'covid-19': 1,\n",
|
||
" '’ s': 2,\n",
|
||
" 'moves': 1,\n",
|
||
" 'sewers': 1,\n",
|
||
" 'roll dice': 1,\n",
|
||
" 'jackson': 1,\n",
|
||
" 'decisions |': 1,\n",
|
||
" 'thehill': 1,\n",
|
||
" 'clear': 2,\n",
|
||
" 'chemical weapons': 2,\n",
|
||
" 'ukraine': 3,\n",
|
||
" 'claims president': 2,\n",
|
||
" 'biden': 2,\n",
|
||
" 'nasa': 2,\n",
|
||
" 'solar system': 2,\n",
|
||
" 'daily mail': 3,\n",
|
||
" 'us stocks': 1,\n",
|
||
" 'fed chair powell': 1,\n",
|
||
" \"'s remarks\": 1,\n",
|
||
" 'fox': 1,\n",
|
||
" \"'we 've\": 1,\n",
|
||
" 'tests': 1,\n",
|
||
" 'covid': 1,\n",
|
||
" 'politico': 1,\n",
|
||
" 'duchess': 1,\n",
|
||
" 'cambridge': 1,\n",
|
||
" 'swaps khaki jungle gear': 1,\n",
|
||
" 'vampire': 1,\n",
|
||
" 'wife': 1,\n",
|
||
" 'belize': 1,\n",
|
||
" 'china': 2,\n",
|
||
" 'flight recorders': 1,\n",
|
||
" 'plane crash': 1,\n",
|
||
" 'reuters': 2,\n",
|
||
" 'russian oligarch': 1,\n",
|
||
" 'abramovich': 1,\n",
|
||
" 'live': 1,\n",
|
||
" 'russia': 2,\n",
|
||
" 'stops talks': 1,\n",
|
||
" 'japan': 1,\n",
|
||
" 'español': 1,\n",
|
||
" 'powers remain': 1,\n",
|
||
" 'threats lurk': 1,\n",
|
||
" 'set': 1,\n",
|
||
" 'webb': 1,\n",
|
||
" 'telescope begins multi-instrument alignment': 1,\n",
|
||
" 'scitechdaily': 1,\n",
|
||
" 'uconn': 1,\n",
|
||
" 'ucf': 1,\n",
|
||
" 'ncaa': 1,\n",
|
||
" \"women 's tournament second-round highlights\": 1,\n",
|
||
" 'march madness': 1,\n",
|
||
" 'bucking republican trend': 1,\n",
|
||
" 'indiana': 1,\n",
|
||
" 'vetoes transgender': 1,\n",
|
||
" 'bill': 1,\n",
|
||
" 'maggie fox': 1,\n",
|
||
" 'coronation': 1,\n",
|
||
" 'shameless': 1,\n",
|
||
" \"'sudden accident\": 1,\n",
|
||
" 'mirror online': 1,\n",
|
||
" 'mirror': 2,\n",
|
||
" 'plane crash –': 1,\n",
|
||
" 'search': 1,\n",
|
||
" 'moment flight': 1,\n",
|
||
" 'daniel morgan': 1,\n",
|
||
" 'report condemns': 1,\n",
|
||
" 'met': 1,\n",
|
||
" 'guardian': 6,\n",
|
||
" 'rishi sunak': 1,\n",
|
||
" '’ s spring': 1,\n",
|
||
" 'statement': 1,\n",
|
||
" 'bbc.com': 1,\n",
|
||
" 'uk': 3,\n",
|
||
" 'ireland': 1,\n",
|
||
" 'euro': 1,\n",
|
||
" 'vladimir putin': 2,\n",
|
||
" \"'s 'lover\": 1,\n",
|
||
" 'brass eye': 1,\n",
|
||
" '’ s outtakes': 1,\n",
|
||
" 'brutal tv comedy': 1,\n",
|
||
" 'threatens civilians': 1,\n",
|
||
" 'mariupol': 1,\n",
|
||
" \"'s spirit\": 1,\n",
|
||
" 'shell u-turn': 1,\n",
|
||
" 'cambo': 1,\n",
|
||
" 'green targets': 1,\n",
|
||
" 'st helens': 1,\n",
|
||
" 'dog attack': 1,\n",
|
||
" 'girl': 1,\n",
|
||
" 'bbc': 1,\n",
|
||
" 'playstation': 1,\n",
|
||
" \"'assassin 's\": 1,\n",
|
||
" 'creed': 1,\n",
|
||
" 'jade raymond': 1,\n",
|
||
" 'haven studios': 1,\n",
|
||
" 'nme': 1,\n",
|
||
" 'nintendo switch': 1,\n",
|
||
" 'folders •': 1,\n",
|
||
" 'eurogamer.net': 2,\n",
|
||
" 'fa': 1,\n",
|
||
" 'solution ”': 1,\n",
|
||
" 'liverpool': 1,\n",
|
||
" 'fan group blasts “ shambolic ”': 1,\n",
|
||
" 'wembley': 1,\n",
|
||
" 'anfield': 1,\n",
|
||
" 'manchester': 1,\n",
|
||
" 'live erik': 1,\n",
|
||
" 'hag': 1,\n",
|
||
" 'utd': 1,\n",
|
||
" 'manager updates': 1,\n",
|
||
" 'manchester evening': 1,\n",
|
||
" 'inflation': 1,\n",
|
||
" 'government borrowing': 1,\n",
|
||
" 'february': 1,\n",
|
||
" 'crude oil': 1,\n",
|
||
" '– business': 1,\n",
|
||
" 'kremlin': 1,\n",
|
||
" 'large-scale fraud': 1,\n",
|
||
" 'sky': 1,\n",
|
||
" 'natural gas': 1,\n",
|
||
" 'gazprom': 1,\n",
|
||
" 'retail unit': 1,\n",
|
||
" 'insider': 1,\n",
|
||
" 'zaghari-ratcliffe': 1,\n",
|
||
" 'hunt': 1,\n",
|
||
" 'iran': 1,\n",
|
||
" 'debt payment': 1}"
|
||
]
|
||
},
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"w = {}\n",
|
||
"for x in all_titles:\n",
|
||
" for n in TextBlob(x).noun_phrases:\n",
|
||
" if n in w:\n",
|
||
" w[n].append(x)\n",
|
||
" else:\n",
|
||
" w[n]=[x]\n",
|
||
"{ x:len(w[x]) for x in w.keys()}"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"我們可以看到名詞並沒有給我們帶來大型的主題群組。讓我們用從概念圖中獲得的更一般性的術語替換名詞。這將花費一些時間，因為我們為每個名詞短語都進行了 REST 呼叫。\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"metadata": {
|
||
"trusted": true
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"w = {}\n",
|
||
"for x in all_titles:\n",
|
||
" for noun in TextBlob(x).noun_phrases:\n",
|
||
" terms = query(noun)\n",
|
||
" for term in [u for u in terms.keys() if terms[u]>0.1]:\n",
|
||
" if term in w:\n",
|
||
" w[term].append(x)\n",
|
||
" else:\n",
|
||
" w[term]=[x]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"metadata": {
|
||
"trusted": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"{'city': 9,\n",
|
||
" 'brand': 4,\n",
|
||
" 'place': 9,\n",
|
||
" 'town': 4,\n",
|
||
" 'factor': 4,\n",
|
||
" 'film': 4,\n",
|
||
" 'nation': 11,\n",
|
||
" 'state': 5,\n",
|
||
" 'person': 4,\n",
|
||
" 'organization': 5,\n",
|
||
" 'publication': 10,\n",
|
||
" 'market': 5,\n",
|
||
" 'economy': 4,\n",
|
||
" 'company': 6,\n",
|
||
" 'newspaper': 6,\n",
|
||
" 'relationship': 6}"
|
||
]
|
||
},
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"{ x:len(w[x]) for x in w.keys() if len(w[x])>3}"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"metadata": {
|
||
"trusted": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"ECONOMY:\n",
|
||
"China searches for victims, flight recorders after first plane crash in 12 years - Reuters\n",
|
||
"Live updates: Russia stops talks with Japan over sanctions - The Associated Press - en Español\n",
|
||
"China plane crash – live: Search for survivors continues as witness describes moment flight fell from sky - The Independent\n",
|
||
"UK prepares to nationalize Russia natural gas giant Gazprom's retail unit - Business Insider\n",
|
||
"\n",
|
||
"NATION:\n",
|
||
"‘Clear sign’ Putin considering using chemical weapons in Ukraine, claims President Biden - The Independent\n",
|
||
"Duchess of Cambridge swaps khaki jungle gear for Vampire's Wife dress on Belize trip - Daily Mail\n",
|
||
"China searches for victims, flight recorders after first plane crash in 12 years - Reuters\n",
|
||
"Live updates: Russia stops talks with Japan over sanctions - The Associated Press - en Español\n",
|
||
"Live updates: Russia stops talks with Japan over sanctions - The Associated Press - en Español\n",
|
||
"China plane crash – live: Search for survivors continues as witness describes moment flight fell from sky - The Independent\n",
|
||
"UK and Republic of Ireland in line to host Euro 2028 after no one else bids - The Guardian\n",
|
||
"Friends beg Vladimir Putin's 'lover' to persuade him to end Ukraine invasion - The Mirror\n",
|
||
"‘Clear sign’ Putin considering using chemical weapons in Ukraine, claims President Biden - The Independent\n",
|
||
"UK prepares to nationalize Russia natural gas giant Gazprom's retail unit - Business Insider\n",
|
||
"Zaghari-Ratcliffe: Hunt calls for inquiry into delay over Iran debt payment - The Guardian\n",
|
||
"\n",
|
||
"PERSON:\n",
|
||
"‘Clear sign’ Putin considering using chemical weapons in Ukraine, claims President Biden - The Independent\n",
|
||
"Duchess of Cambridge swaps khaki jungle gear for Vampire's Wife dress on Belize trip - Daily Mail\n",
|
||
"Second superyacht linked to Russian oligarch Abramovich docks in Turkey - Reuters\n",
|
||
"‘Clear sign’ Putin considering using chemical weapons in Ukraine, claims President Biden - The Independent\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print('\\nECONOMY:\\n'+'\\n'.join(w['economy']))\n",
|
||
"print('\\nNATION:\\n'+'\\n'.join(w['nation']))\n",
|
||
"print('\\nPERSON:\\n'+'\\n'.join(w['person']))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"---\n\n<!-- CO-OP TRANSLATOR DISCLAIMER START -->\n**免責聲明**： \n本文件係使用 AI 翻譯服務 [Co-op Translator](https://github.com/Azure/co-op-translator) 進行翻譯。雖然我們致力於準確性，但請注意，自動翻譯可能包含錯誤或不準確之處。原始文件的母語版本應視為權威來源。對於重要資訊，建議採用專業人工翻譯。我們不對因使用本翻譯內容所產生的任何誤解或誤讀承擔任何責任。\n<!-- CO-OP TRANSLATOR DISCLAIMER END -->\n"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3.7.4 64-bit (conda)",
|
||
"metadata": {
|
||
"interpreter": {
|
||
"hash": "86193a1ab0ba47eac1c69c1756090baa3b420b3eea7d4aafab8b85f8b312f0c5"
|
||
}
|
||
},
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.9.5"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
} |