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0609.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"SUMMARY: Dataset of references (urls) to news web pages\n",
"=======================================================\n",
"\n",
"DESCRIPTION: Dataset of references to news web pages collected from an online aggregator in the period from March 10 to August 10 of 2014. The resources are grouped into clusters that represent pages discussing the same news story. The dataset includes also references to web pages that point (has a link to) one of the news page in the collection.\n",
"\n",
"TAGS: web pages, news, aggregator, classification, clustering\n",
"\n",
"LICENSE: Public domain - Due to restrictions on content and use of the news sources, the corpus is limited to web references (urls) to web pages and does not include any text content. The references have been retrieved from the news aggregator through traditional web browsers. \n",
"\n",
"FILE ENCODING: UTF-8\n",
"\n",
"FORMAT: Tab delimited CSV files. \n",
"\n",
"DATA SHAPE AND STATS: 422937 news pages and divided up into:\n",
"\n",
"152746 \tnews of business category\n",
"108465 \tnews of science and technology category\n",
"115920 \tnews of business category\n",
" 45615 \tnews of health category\n",
"\n",
"2076 clusters of similar news for entertainment category\n",
"1789 clusters of similar news for science and technology category\n",
"2019 clusters of similar news for business category\n",
"1347 clusters of similar news for health category\n",
"\n",
"References to web pages containing a link to one news included in the collection are also included. They are represented as pairs of urls corresponding to 2-page browsing sessions. The collection includes 15516 2-page browsing sessions covering 946 distinct clusters divided up into:\n",
"\n",
"6091 2-page sessions for business category\n",
"9425 2-page sessions for entertainment category\n",
"\n",
" \n",
"\n",
"CONTENT\n",
"=======\n",
"\n",
"FILENAME #1: newsCorpora.csv (102.297.000 bytes)\n",
"DESCRIPTION: News pages\n",
"FORMAT: ID \\t TITLE \\t URL \\t PUBLISHER \\t CATEGORY \\t STORY \\t HOSTNAME \\t TIMESTAMP\n",
"\n",
"where:\n",
"ID\t\tNumeric ID\n",
"TITLE\t\tNews title \n",
"URL\t\tUrl\n",
"PUBLISHER\tPublisher name\n",
"CATEGORY\tNews category (b = business, t = science and technology, e = entertainment, m = health)\n",
"STORY\t\tAlphanumeric ID of the cluster that includes news about the same story\n",
"HOSTNAME\tUrl hostname\n",
"TIMESTAMP \tApproximate time the news was published, as the number of milliseconds since the epoch 00:00:00 GMT, January 1, 1970\n",
"\n",
"\n",
"FILENAME #2: 2pageSessions.csv (3.049.986 bytes)\n",
"DESCRIPTION: 2-page sessions\n",
"FORMAT: STORY \\t HOSTNAME \\t CATEGORY \\t URL\n",
"\n",
"where:\n",
"STORY\t\tAlphanumeric ID of the cluster that includes news about the same story\n",
"HOSTNAME\tUrl hostname\n",
"CATEGORY\tNews category (b = business, t = science and technology, e = entertainment, m = health)\n",
"URL\t\tTwo space-delimited urls representing a browsing session\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 50. データの入手・整形Permalink\n",
"News Aggregator Data Setをダウンロードし、以下の要領で学習データ（train.txt），検証データ（valid.txt），評価データ（test.txt）を作成せよ．\n",
"\n",
"1. ダウンロードしたzipファイルを解凍し，readme.txtの説明を読む．\n",
"2. 情報源（publisher）が”Reuters”, “Huffington Post”, “Businessweek”, “Contactmusic.com”, “Daily Mail”の事例（記事）のみを抽出する．\n",
"3. 抽出された事例をランダムに並び替える．\n",
"4. 抽出された事例の80%を学習データ，残りの10%ずつを検証データと評価データに分割し，それぞれtrain.txt，valid.txt，test.txtというファイル名で保存する．ファイルには，１行に１事例を書き出すこととし，カテゴリ名と記事見出しのタブ区切り形式とせよ（このファイルは後に問題70で再利用する）．\n",
"5. 学習データと評価データを作成したら，各カテゴリの事例数を確認せよ．"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"corpora = pd.read_csv('./NewsAggregatorDataset/newsCorpora.csv', delimiter='\\t', names=['ID', 'TITLE', 'URL', 'PUBLISHER', 'CATEGORY', 'STORY', 'HOSTNAME', 'TIMESTAMP'])"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" <th>ID</th>\n",
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" <th>URL</th>\n",
" <th>PUBLISHER</th>\n",
" <th>CATEGORY</th>\n",
" <th>STORY</th>\n",
" <th>HOSTNAME</th>\n",
" <th>TIMESTAMP</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>Fed official says weak data caused by weather,...</td>\n",
" <td>http://www.latimes.com/business/money/la-fi-mo...</td>\n",
" <td>Los Angeles Times</td>\n",
" <td>b</td>\n",
" <td>ddUyU0VZz0BRneMioxUPQVP6sIxvM</td>\n",
" <td>www.latimes.com</td>\n",
" <td>1394470370698</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>Fed's Charles Plosser sees high bar for change...</td>\n",
" <td>http://www.livemint.com/Politics/H2EvwJSK2VE6O...</td>\n",
" <td>Livemint</td>\n",
" <td>b</td>\n",
" <td>ddUyU0VZz0BRneMioxUPQVP6sIxvM</td>\n",
" <td>www.livemint.com</td>\n",
" <td>1394470371207</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>US open: Stocks fall after Fed official hints ...</td>\n",
" <td>http://www.ifamagazine.com/news/us-open-stocks...</td>\n",
" <td>IFA Magazine</td>\n",
" <td>b</td>\n",
" <td>ddUyU0VZz0BRneMioxUPQVP6sIxvM</td>\n",
" <td>www.ifamagazine.com</td>\n",
" <td>1394470371550</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>Fed risks falling 'behind the curve', Charles ...</td>\n",
" <td>http://www.ifamagazine.com/news/fed-risks-fall...</td>\n",
" <td>IFA Magazine</td>\n",
" <td>b</td>\n",
" <td>ddUyU0VZz0BRneMioxUPQVP6sIxvM</td>\n",
" <td>www.ifamagazine.com</td>\n",
" <td>1394470371793</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>Fed's Plosser: Nasty Weather Has Curbed Job Gr...</td>\n",
" <td>http://www.moneynews.com/Economy/federal-reser...</td>\n",
" <td>Moneynews</td>\n",
" <td>b</td>\n",
" <td>ddUyU0VZz0BRneMioxUPQVP6sIxvM</td>\n",
" <td>www.moneynews.com</td>\n",
" <td>1394470372027</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>6</td>\n",
" <td>Plosser: Fed May Have to Accelerate Tapering Pace</td>\n",
" <td>http://www.nasdaq.com/article/plosser-fed-may-...</td>\n",
" <td>NASDAQ</td>\n",
" <td>b</td>\n",
" <td>ddUyU0VZz0BRneMioxUPQVP6sIxvM</td>\n",
" <td>www.nasdaq.com</td>\n",
" <td>1394470372212</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>7</td>\n",
" <td>Fed's Plosser: Taper pace may be too slow</td>\n",
" <td>http://www.marketwatch.com/story/feds-plosser-...</td>\n",
" <td>MarketWatch</td>\n",
" <td>b</td>\n",
" <td>ddUyU0VZz0BRneMioxUPQVP6sIxvM</td>\n",
" <td>www.marketwatch.com</td>\n",
" <td>1394470372405</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>8</td>\n",
" <td>Fed's Plosser expects US unemployment to fall ...</td>\n",
" <td>http://www.fxstreet.com/news/forex-news/articl...</td>\n",
" <td>FXstreet.com</td>\n",
" <td>b</td>\n",
" <td>ddUyU0VZz0BRneMioxUPQVP6sIxvM</td>\n",
" <td>www.fxstreet.com</td>\n",
" <td>1394470372615</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>9</td>\n",
" <td>US jobs growth last month hit by weather:Fed P...</td>\n",
" <td>http://economictimes.indiatimes.com/news/inter...</td>\n",
" <td>Economic Times</td>\n",
" <td>b</td>\n",
" <td>ddUyU0VZz0BRneMioxUPQVP6sIxvM</td>\n",
" <td>economictimes.indiatimes.com</td>\n",
" <td>1394470372792</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>10</td>\n",
" <td>ECB unlikely to end sterilisation of SMP purch...</td>\n",
" <td>http://www.iii.co.uk/news-opinion/reuters/news...</td>\n",
" <td>Interactive Investor</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.iii.co.uk</td>\n",
" <td>1394470501265</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>11</td>\n",
" <td>ECB unlikely to end sterilization of SMP purch...</td>\n",
" <td>http://in.reuters.com/article/2014/03/10/us-ec...</td>\n",
" <td>Reuters India</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>in.reuters.com</td>\n",
" <td>1394470501410</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>12</td>\n",
" <td>EU's half-baked bank union could work</td>\n",
" <td>http://blogs.reuters.com/hugo-dixon/2014/03/10...</td>\n",
" <td>Reuters UK \\(blog\\)</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>blogs.reuters.com</td>\n",
" <td>1394470501587</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>13</td>\n",
" <td>Europe reaches crunch point on banking union</td>\n",
" <td>http://in.reuters.com/article/2014/03/10/eu-ba...</td>\n",
" <td>Reuters</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>in.reuters.com</td>\n",
" <td>1394470501755</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>14</td>\n",
" <td>ECB FOCUS-Stronger euro drowns out ECB's messa...</td>\n",
" <td>http://in.reuters.com/article/2014/03/10/ecb-p...</td>\n",
" <td>Reuters</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>in.reuters.com</td>\n",
" <td>1394470501948</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>15</td>\n",
" <td>EU aims for deal on tackling failing banks</td>\n",
" <td>http://main.omanobserver.om/\\?p=63376</td>\n",
" <td>Oman Daily Observer</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>main.omanobserver.om</td>\n",
" <td>1394470502141</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>16</td>\n",
" <td>Forex - Pound drops to one-month lows against ...</td>\n",
" <td>http://www.nasdaq.com/article/forex-pound-drop...</td>\n",
" <td>NASDAQ</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.nasdaq.com</td>\n",
" <td>1394470502316</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>17</td>\n",
" <td>Noyer Says Strong Euro Creates Unwarranted Eco...</td>\n",
" <td>http://www.sfgate.com/business/bloomberg/artic...</td>\n",
" <td>San Francisco Chronicle</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.sfgate.com</td>\n",
" <td>1394470502543</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>18</td>\n",
" <td>EU Week Ahead March 10-14: Bank Resolution, Tr...</td>\n",
" <td>http://blogs.wsj.com/brussels/2014/03/10/eu-we...</td>\n",
" <td>Wall Street Journal \\(blog\\)</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>blogs.wsj.com</td>\n",
" <td>1394470502744</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>19</td>\n",
" <td>ECB member Noyer is 'very open to all kinds of...</td>\n",
" <td>http://www.ifamagazine.com/news/ecb-member-noy...</td>\n",
" <td>IFA Magazine</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.ifamagazine.com</td>\n",
" <td>1394470502946</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>20</td>\n",
" <td>Euro Anxieties Wane as Bunds Top Treasuries, S...</td>\n",
" <td>http://www.businessweek.com/news/2014-03-10/ge...</td>\n",
" <td>Businessweek</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.businessweek.com</td>\n",
" <td>1394470503148</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>21</td>\n",
" <td>Noyer Says Strong Euro Creates Unwarranted Eco...</td>\n",
" <td>http://www.businessweek.com/news/2014-03-10/no...</td>\n",
" <td>Businessweek</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.businessweek.com</td>\n",
" <td>1394470503366</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>22</td>\n",
" <td>Noyer Says Stronger Euro Creates Unwarranted P...</td>\n",
" <td>http://www.sfgate.com/business/bloomberg/artic...</td>\n",
" <td>San Francisco Chronicle</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.sfgate.com</td>\n",
" <td>1394470503543</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>23</td>\n",
" <td>Bad loan triggers key feature in ECB bank test...</td>\n",
" <td>http://www.globalpost.com/dispatch/news/thomso...</td>\n",
" <td>GlobalPost</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.globalpost.com</td>\n",
" <td>1394470503726</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>24</td>\n",
" <td>China's trade deficit and structural worries i...</td>\n",
" <td>http://www.fxstreet.com/analysis/strategic-cur...</td>\n",
" <td>FXstreet.com</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.fxstreet.com</td>\n",
" <td>1394470503887</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>25</td>\n",
" <td>10 Things You Need To Know This Morning</td>\n",
" <td>http://www.businessinsider.com/opening-bell-mo...</td>\n",
" <td>Business Insider</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.businessinsider.com</td>\n",
" <td>1394470504080</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>26</td>\n",
" <td>ECB's Noyer not Happy With Euro Strength -- Up...</td>\n",
" <td>http://online.wsj.com/article/BT-CO-20140310-7...</td>\n",
" <td>Wall Street Journal</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>online.wsj.com</td>\n",
" <td>1394470504274</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>27</td>\n",
" <td>Eurozone banks' sovereign exposure hits new high</td>\n",
" <td>http://www.ekathimerini.com/4dcgi/_w_articles_...</td>\n",
" <td>Kathimerini</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.ekathimerini.com</td>\n",
" <td>1394470504506</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>28</td>\n",
" <td>ECB to reveal bad loan hurdles for euro zone b...</td>\n",
" <td>http://www.irishtimes.com/business/sectors/fin...</td>\n",
" <td>Irish Times</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.irishtimes.com</td>\n",
" <td>1394470504683</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>29</td>\n",
" <td>Forex Market: EUR/USD retreats from 2-1/2-year...</td>\n",
" <td>http://www.binarytribune.com/2014/03/10/forex-...</td>\n",
" <td>Binary Tribune</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.binarytribune.com</td>\n",
" <td>1394470504893</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>30</td>\n",
" <td>REFILE-Bad loan triggers key feature in ECB ba...</td>\n",
" <td>http://in.reuters.com/article/2014/03/10/euroz...</td>\n",
" <td>Reuters</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>in.reuters.com</td>\n",
" <td>1394470505070</td>\n",
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" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>422389</th>\n",
" <td>422908</td>\n",
" <td>CDC director says Liberia Ebola outbreak to ge...</td>\n",
" <td>http://www.dw.de/cdc-director-says-liberia-ebo...</td>\n",
" <td>Deutsche Welle</td>\n",
" <td>m</td>\n",
" <td>dhhnSHVoyA7ENBM3boDX_D_-3PV6M</td>\n",
" <td>www.dw.de</td>\n",
" <td>1409228452081</td>\n",
" </tr>\n",
" <tr>\n",
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"<p>422419 rows × 8 columns</p>\n",
"</div>"
],
"text/plain": [
" ID TITLE \\\n",
"0 1 Fed official says weak data caused by weather,... \n",
"1 2 Fed's Charles Plosser sees high bar for change... \n",
"2 3 US open: Stocks fall after Fed official hints ... \n",
"3 4 Fed risks falling 'behind the curve', Charles ... \n",
"4 5 Fed's Plosser: Nasty Weather Has Curbed Job Gr... \n",
"5 6 Plosser: Fed May Have to Accelerate Tapering Pace \n",
"6 7 Fed's Plosser: Taper pace may be too slow \n",
"7 8 Fed's Plosser expects US unemployment to fall ... \n",
"8 9 US jobs growth last month hit by weather:Fed P... \n",
"9 10 ECB unlikely to end sterilisation of SMP purch... \n",
"10 11 ECB unlikely to end sterilization of SMP purch... \n",
"11 12 EU's half-baked bank union could work \n",
"12 13 Europe reaches crunch point on banking union \n",
"13 14 ECB FOCUS-Stronger euro drowns out ECB's messa... \n",
"14 15 EU aims for deal on tackling failing banks \n",
"15 16 Forex - Pound drops to one-month lows against ... \n",
"16 17 Noyer Says Strong Euro Creates Unwarranted Eco... \n",
"17 18 EU Week Ahead March 10-14: Bank Resolution, Tr... \n",
"18 19 ECB member Noyer is 'very open to all kinds of... \n",
"19 20 Euro Anxieties Wane as Bunds Top Treasuries, S... \n",
"20 21 Noyer Says Strong Euro Creates Unwarranted Eco... \n",
"21 22 Noyer Says Stronger Euro Creates Unwarranted P... \n",
"22 23 Bad loan triggers key feature in ECB bank test... \n",
"23 24 China's trade deficit and structural worries i... \n",
"24 25 10 Things You Need To Know This Morning \n",
"25 26 ECB's Noyer not Happy With Euro Strength -- Up... \n",
"26 27 Eurozone banks' sovereign exposure hits new high \n",
"27 28 ECB to reveal bad loan hurdles for euro zone b... \n",
"28 29 Forex Market: EUR/USD retreats from 2-1/2-year... \n",
"29 30 REFILE-Bad loan triggers key feature in ECB ba... \n",
"... ... ... \n",
"422389 422908 CDC director says Liberia Ebola outbreak to ge... \n",
"422390 422909 France Asks Citizens to Avoid Liberia, Sierra ... \n",
"422391 422910 Ebola-infected doctor in Sierra Leone, Sahr Ro... \n",
"422392 422911 Ebola zone nations isolated as airlines stop f... \n",
"422393 422912 28/08/2014Ebola response 'dangerously inadequa... \n",
"422394 422913 Glaxo's Ebola vaccine may begin safety tests i... \n",
"422395 422914 Ebola causing huge damage to West African econ... \n",
"422396 422915 Ebola outbreak: 'It's even worse than I'd feared' \n",
"422397 422916 CDC: Ebola outbreak 'even worse than I'd feared' \n",
"422398 422917 Ebola Virus Disease in the Democratic Republic... \n",
"422399 422918 CDC Chief Warns Liberia Ebola Crisis 'Will Get... \n",
"422400 422919 UPDATE 3-Ebola causing huge damage to W.Africa... \n",
"422401 422920 WHO removes staff from Sierra Leone Ebola cent... \n",
"422402 422921 Ebola causing huge damage to W Africa economie... \n",
"422403 422922 Democratic Republic of Congo reports Ebola out... \n",
"422404 422923 British Ebola sufferer gets new drug \n",
"422405 422924 AFDB Boss Says Ebola Infected Countries May Lo... \n",
"422406 422925 Cincinnati Children's to rebuild boy's throat ... \n",
"422407 422926 Cincinnati doctors use child's rib to rebuild ... \n",
"422408 422927 Cincinnati Children's surgeons rebuild throat ... \n",
"422409 422928 Surgeons remove 4-year-old's rib to rebuild da... \n",
"422410 422929 Surgery update for boy who swallowed battery \n",
"422411 422930 Boy who swallowed battery headed for surgery \n",
"422412 422931 Ohio Boy's Throat Rebuilt After Being Burned B... \n",
"422413 422932 Cincinnati Children's surgeons to rebuild thro... \n",
"422414 422933 Surgeons to remove 4-year-old's rib to rebuild... \n",
"422415 422934 Boy to have surgery on esophagus after battery... \n",
"422416 422935 Child who swallowed battery to have reconstruc... \n",
"422417 422936 Phoenix boy undergoes surgery to repair throat... \n",
"422418 422937 Phoenix boy undergoes surgery to repair throat... \n",
"\n",
" URL \\\n",
"0 http://www.latimes.com/business/money/la-fi-mo... \n",
"1 http://www.livemint.com/Politics/H2EvwJSK2VE6O... \n",
"2 http://www.ifamagazine.com/news/us-open-stocks... \n",
"3 http://www.ifamagazine.com/news/fed-risks-fall... \n",
"4 http://www.moneynews.com/Economy/federal-reser... \n",
"5 http://www.nasdaq.com/article/plosser-fed-may-... \n",
"6 http://www.marketwatch.com/story/feds-plosser-... \n",
"7 http://www.fxstreet.com/news/forex-news/articl... \n",
"8 http://economictimes.indiatimes.com/news/inter... \n",
"9 http://www.iii.co.uk/news-opinion/reuters/news... \n",
"10 http://in.reuters.com/article/2014/03/10/us-ec... \n",
"11 http://blogs.reuters.com/hugo-dixon/2014/03/10... \n",
"12 http://in.reuters.com/article/2014/03/10/eu-ba... \n",
"13 http://in.reuters.com/article/2014/03/10/ecb-p... \n",
"14 http://main.omanobserver.om/\\?p=63376 \n",
"15 http://www.nasdaq.com/article/forex-pound-drop... \n",
"16 http://www.sfgate.com/business/bloomberg/artic... \n",
"17 http://blogs.wsj.com/brussels/2014/03/10/eu-we... \n",
"18 http://www.ifamagazine.com/news/ecb-member-noy... \n",
"19 http://www.businessweek.com/news/2014-03-10/ge... \n",
"20 http://www.businessweek.com/news/2014-03-10/no... \n",
"21 http://www.sfgate.com/business/bloomberg/artic... \n",
"22 http://www.globalpost.com/dispatch/news/thomso... \n",
"23 http://www.fxstreet.com/analysis/strategic-cur... \n",
"24 http://www.businessinsider.com/opening-bell-mo... \n",
"25 http://online.wsj.com/article/BT-CO-20140310-7... \n",
"26 http://www.ekathimerini.com/4dcgi/_w_articles_... \n",
"27 http://www.irishtimes.com/business/sectors/fin... \n",
"28 http://www.binarytribune.com/2014/03/10/forex-... \n",
"29 http://in.reuters.com/article/2014/03/10/euroz... \n",
"... ... \n",
"422389 http://www.dw.de/cdc-director-says-liberia-ebo... \n",
"422390 http://english.chosun.com/site/data/html_dir/2... \n",
"422391 http://www.cbc.ca/news/health/ebola-infected-d... \n",
"422392 http://www.brecorder.com/general-news/172/1218... \n",
"422393 http://www.expatica.com/be/news/belgian-news/e... \n",
"422394 http://www.panews.com/cnhi_network/article_e92... \n",
"422395 http://www.moneyweb.co.za/moneyweb-internation... \n",
"422396 http://q13fox.com/2014/08/27/ebola-outbreak-it... \n",
"422397 http://kfor.com/2014/08/27/cdc-ebola-outbreak-... \n",
"422398 http://www.infectioncontroltoday.com/news/2014... \n",
"422399 http://www.newsmax.com/Newsfront/Health-Ebola-... \n",
"422400 http://af.reuters.com/article/guineaNews/idAFL... \n",
"422401 http://www.bignewsnetwork.com/index.php/sid/22... \n",
"422402 http://economictimes.indiatimes.com/news/inter... \n",
"422403 http://news.xinhuanet.com/english/health/2014-... \n",
"422404 http://www.echo.net.au/2014/08/british-ebola-s... \n",
"422405 http://leadership.ng/business/382219/afdb-boss... \n",
"422406 http://www.bizjournals.com/cincinnati/news/201... \n",
"422407 http://www.jrn.com/kgun9/now-trending/Cincinna... \n",
"422408 http://www.kptv.com/story/26378648/surgeons-re... \n",
"422409 http://www.wnem.com/story/26378648/surgeons-re... \n",
"422410 http://www.local12.com/news/features/top-stori... \n",
"422411 http://www.kgns.tv/health/headlines/Boy-who-sw... \n",
"422412 http://www.keyetv.com/news/features/top-storie... \n",
"422413 http://www.wsmv.com/story/26378648/surgeons-re... \n",
"422414 http://www.cbs3springfield.com/story/26378648/... \n",
"422415 http://www.wlwt.com/news/boy-to-have-surgery-o... \n",
"422416 http://www.newsnet5.com/news/local-news/child-... \n",
"422417 http://www.wfsb.com/story/26368078/phoenix-boy... \n",
"422418 http://www.cbs3springfield.com/story/26368078/... \n",
"\n",
" PUBLISHER CATEGORY STORY \\\n",
"0 Los Angeles Times b ddUyU0VZz0BRneMioxUPQVP6sIxvM \n",
"1 Livemint b ddUyU0VZz0BRneMioxUPQVP6sIxvM \n",
"2 IFA Magazine b ddUyU0VZz0BRneMioxUPQVP6sIxvM \n",
"3 IFA Magazine b ddUyU0VZz0BRneMioxUPQVP6sIxvM \n",
"4 Moneynews b ddUyU0VZz0BRneMioxUPQVP6sIxvM \n",
"5 NASDAQ b ddUyU0VZz0BRneMioxUPQVP6sIxvM \n",
"6 MarketWatch b ddUyU0VZz0BRneMioxUPQVP6sIxvM \n",
"7 FXstreet.com b ddUyU0VZz0BRneMioxUPQVP6sIxvM \n",
"8 Economic Times b ddUyU0VZz0BRneMioxUPQVP6sIxvM \n",
"9 Interactive Investor b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
"10 Reuters India b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
"11 Reuters UK \\(blog\\) b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
"12 Reuters b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
"13 Reuters b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
"14 Oman Daily Observer b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
"15 NASDAQ b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
"16 San Francisco Chronicle b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
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"19 Businessweek b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
"20 Businessweek b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
"21 San Francisco Chronicle b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
"22 GlobalPost b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
"23 FXstreet.com b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
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"25 Wall Street Journal b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
"26 Kathimerini b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
"27 Irish Times b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
"28 Binary Tribune b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
"29 Reuters b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
"... ... ... ... \n",
"422389 Deutsche Welle m dhhnSHVoyA7ENBM3boDX_D_-3PV6M \n",
"422390 The Chosun Ilbo m dhhnSHVoyA7ENBM3boDX_D_-3PV6M \n",
"422391 CBC.ca m dhhnSHVoyA7ENBM3boDX_D_-3PV6M \n",
"422392 Business Recorder m dhhnSHVoyA7ENBM3boDX_D_-3PV6M \n",
"422393 Expatica Belguim m dhhnSHVoyA7ENBM3boDX_D_-3PV6M \n",
"422394 The Port Arthur News m dhhnSHVoyA7ENBM3boDX_D_-3PV6M \n",
"422395 Moneyweb.co.za m dhhnSHVoyA7ENBM3boDX_D_-3PV6M \n",
"422396 Q13 FOX m dhhnSHVoyA7ENBM3boDX_D_-3PV6M \n",
"422397 kfor.com m dhhnSHVoyA7ENBM3boDX_D_-3PV6M \n",
"422398 Infection Control Today m dhhnSHVoyA7ENBM3boDX_D_-3PV6M \n",
"422399 Newsmax.com m dhhnSHVoyA7ENBM3boDX_D_-3PV6M \n",
"422400 Reuters Africa m dhhnSHVoyA7ENBM3boDX_D_-3PV6M \n",
"422401 Big News Network.com m dhhnSHVoyA7ENBM3boDX_D_-3PV6M \n",
"422402 Economic Times m dhhnSHVoyA7ENBM3boDX_D_-3PV6M \n",
"422403 Xinhua m dhhnSHVoyA7ENBM3boDX_D_-3PV6M \n",
"422404 Echonetdaily m dhhnSHVoyA7ENBM3boDX_D_-3PV6M \n",
"422405 Leadership Newspapers m dhhnSHVoyA7ENBM3boDX_D_-3PV6M \n",
"422406 Cincinnati Business Courier m dpcLMoJD69UYMXMxaoEFnWql9YjQM \n",
"422407 KGUN 9 m dpcLMoJD69UYMXMxaoEFnWql9YjQM \n",
"422408 KPTV.com m dpcLMoJD69UYMXMxaoEFnWql9YjQM \n",
"422409 WNEM Saginaw m dpcLMoJD69UYMXMxaoEFnWql9YjQM \n",
"422410 WKRC TV Cincinnati m dpcLMoJD69UYMXMxaoEFnWql9YjQM \n",
"422411 KGNS.tv m dpcLMoJD69UYMXMxaoEFnWql9YjQM \n",
"422412 KEYE TV m dpcLMoJD69UYMXMxaoEFnWql9YjQM \n",
"422413 WSMV Nashville m dpcLMoJD69UYMXMxaoEFnWql9YjQM \n",
"422414 WSHM-TV m dpcLMoJD69UYMXMxaoEFnWql9YjQM \n",
"422415 WLWT Cincinnati m dpcLMoJD69UYMXMxaoEFnWql9YjQM \n",
"422416 NewsNet5.com m dpcLMoJD69UYMXMxaoEFnWql9YjQM \n",
"422417 WFSB m dpcLMoJD69UYMXMxaoEFnWql9YjQM \n",
"422418 WSHM-TV m dpcLMoJD69UYMXMxaoEFnWql9YjQM \n",
"\n",
" HOSTNAME TIMESTAMP \n",
"0 www.latimes.com 1394470370698 \n",
"1 www.livemint.com 1394470371207 \n",
"2 www.ifamagazine.com 1394470371550 \n",
"3 www.ifamagazine.com 1394470371793 \n",
"4 www.moneynews.com 1394470372027 \n",
"5 www.nasdaq.com 1394470372212 \n",
"6 www.marketwatch.com 1394470372405 \n",
"7 www.fxstreet.com 1394470372615 \n",
"8 economictimes.indiatimes.com 1394470372792 \n",
"9 www.iii.co.uk 1394470501265 \n",
"10 in.reuters.com 1394470501410 \n",
"11 blogs.reuters.com 1394470501587 \n",
"12 in.reuters.com 1394470501755 \n",
"13 in.reuters.com 1394470501948 \n",
"14 main.omanobserver.om 1394470502141 \n",
"15 www.nasdaq.com 1394470502316 \n",
"16 www.sfgate.com 1394470502543 \n",
"17 blogs.wsj.com 1394470502744 \n",
"18 www.ifamagazine.com 1394470502946 \n",
"19 www.businessweek.com 1394470503148 \n",
"20 www.businessweek.com 1394470503366 \n",
"21 www.sfgate.com 1394470503543 \n",
"22 www.globalpost.com 1394470503726 \n",
"23 www.fxstreet.com 1394470503887 \n",
"24 www.businessinsider.com 1394470504080 \n",
"25 online.wsj.com 1394470504274 \n",
"26 www.ekathimerini.com 1394470504506 \n",
"27 www.irishtimes.com 1394470504683 \n",
"28 www.binarytribune.com 1394470504893 \n",
"29 in.reuters.com 1394470505070 \n",
"... ... ... \n",
"422389 www.dw.de 1409228452081 \n",
"422390 english.chosun.com 1409228452319 \n",
"422391 www.cbc.ca 1409228452728 \n",
"422392 www.brecorder.com 1409228453085 \n",
"422393 www.expatica.com 1409228453432 \n",
"422394 www.panews.com 1409228453652 \n",
"422395 www.moneyweb.co.za 1409228453918 \n",
"422396 q13fox.com 1409228454366 \n",
"422397 kfor.com 1409228454637 \n",
"422398 www.infectioncontroltoday.com 1409228454932 \n",
"422399 www.newsmax.com 1409228455249 \n",
"422400 af.reuters.com 1409228455497 \n",
"422401 www.bignewsnetwork.com 1409228455693 \n",
"422402 economictimes.indiatimes.com 1409228455934 \n",
"422403 news.xinhuanet.com 1409228456566 \n",
"422404 www.echo.net.au 1409228456773 \n",
"422405 leadership.ng 1409228457129 \n",
"422406 www.bizjournals.com 1409229187092 \n",
"422407 www.jrn.com 1409229187393 \n",
"422408 www.kptv.com 1409229187741 \n",
"422409 www.wnem.com 1409229188173 \n",
"422410 www.local12.com 1409229188577 \n",
"422411 www.kgns.tv 1409229188921 \n",
"422412 www.keyetv.com 1409229189229 \n",
"422413 www.wsmv.com 1409229189743 \n",
"422414 www.cbs3springfield.com 1409229190251 \n",
"422415 www.wlwt.com 1409229190508 \n",
"422416 www.newsnet5.com 1409229190771 \n",
"422417 www.wfsb.com 1409229191071 \n",
"422418 www.cbs3springfield.com 1409229191565 \n",
"\n",
"[422419 rows x 8 columns]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"corpora"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"#2 \n",
"def isIn(x):\n",
" return (x in ['Reuters', 'Huffington Post', 'Businessweek', 'Contactmusic.com', 'Daily Mail'])\n",
"corpora2 = corpora[[isIn(x) for x in corpora.PUBLISHER]]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"#3 \n",
"corpora2 = np.array(corpora2)\n",
"np.random.shuffle(corpora2)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"#4\n",
"lenc = len(corpora2)\n",
"train = corpora2[:int(lenc * 0.8)]\n",
"valid = corpora2[int(lenc*0.8):-int(lenc*0.1)]\n",
"test = corpora2[-int(lenc*0.1):]"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"13340"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(train)+len(valid)+len(test)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"13340"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(corpora2)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array(['b', 'e', 'm', 't'], dtype=object), array([5627, 5279, 910, 1524]))"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.unique(corpora2[:, 4], return_counts=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 51. 特徴量抽出\n",
"学習データ，検証データ，評価データから特徴量を抽出し，それぞれtrain.feature.txt，valid.feature.txt，test.feature.txtというファイル名で保存せよ． \n",
"なお，カテゴリ分類に有用そうな特徴量は各自で自由に設計せよ．記事の見出しを単語列に変換したものが最低限のベースラインとなるであろう．"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"import sklearn.preprocessing as sp"
]
},
{
"cell_type": "code",
"execution_count": 20,
"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>ID</th>\n",
" <th>TITLE</th>\n",
" <th>URL</th>\n",
" <th>PUBLISHER</th>\n",
" <th>CATEGORY</th>\n",
" <th>STORY</th>\n",
" <th>HOSTNAME</th>\n",
" <th>TIMESTAMP</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>Fed official says weak data caused by weather,...</td>\n",
" <td>http://www.latimes.com/business/money/la-fi-mo...</td>\n",
" <td>Los Angeles Times</td>\n",
" <td>b</td>\n",
" <td>ddUyU0VZz0BRneMioxUPQVP6sIxvM</td>\n",
" <td>www.latimes.com</td>\n",
" <td>1394470370698</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>Fed's Charles Plosser sees high bar for change...</td>\n",
" <td>http://www.livemint.com/Politics/H2EvwJSK2VE6O...</td>\n",
" <td>Livemint</td>\n",
" <td>b</td>\n",
" <td>ddUyU0VZz0BRneMioxUPQVP6sIxvM</td>\n",
" <td>www.livemint.com</td>\n",
" <td>1394470371207</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>US open: Stocks fall after Fed official hints ...</td>\n",
" <td>http://www.ifamagazine.com/news/us-open-stocks...</td>\n",
" <td>IFA Magazine</td>\n",
" <td>b</td>\n",
" <td>ddUyU0VZz0BRneMioxUPQVP6sIxvM</td>\n",
" <td>www.ifamagazine.com</td>\n",
" <td>1394470371550</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>Fed risks falling 'behind the curve', Charles ...</td>\n",
" <td>http://www.ifamagazine.com/news/fed-risks-fall...</td>\n",
" <td>IFA Magazine</td>\n",
" <td>b</td>\n",
" <td>ddUyU0VZz0BRneMioxUPQVP6sIxvM</td>\n",
" <td>www.ifamagazine.com</td>\n",
" <td>1394470371793</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>Fed's Plosser: Nasty Weather Has Curbed Job Gr...</td>\n",
" <td>http://www.moneynews.com/Economy/federal-reser...</td>\n",
" <td>Moneynews</td>\n",
" <td>b</td>\n",
" <td>ddUyU0VZz0BRneMioxUPQVP6sIxvM</td>\n",
" <td>www.moneynews.com</td>\n",
" <td>1394470372027</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>6</td>\n",
" <td>Plosser: Fed May Have to Accelerate Tapering Pace</td>\n",
" <td>http://www.nasdaq.com/article/plosser-fed-may-...</td>\n",
" <td>NASDAQ</td>\n",
" <td>b</td>\n",
" <td>ddUyU0VZz0BRneMioxUPQVP6sIxvM</td>\n",
" <td>www.nasdaq.com</td>\n",
" <td>1394470372212</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>7</td>\n",
" <td>Fed's Plosser: Taper pace may be too slow</td>\n",
" <td>http://www.marketwatch.com/story/feds-plosser-...</td>\n",
" <td>MarketWatch</td>\n",
" <td>b</td>\n",
" <td>ddUyU0VZz0BRneMioxUPQVP6sIxvM</td>\n",
" <td>www.marketwatch.com</td>\n",
" <td>1394470372405</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>8</td>\n",
" <td>Fed's Plosser expects US unemployment to fall ...</td>\n",
" <td>http://www.fxstreet.com/news/forex-news/articl...</td>\n",
" <td>FXstreet.com</td>\n",
" <td>b</td>\n",
" <td>ddUyU0VZz0BRneMioxUPQVP6sIxvM</td>\n",
" <td>www.fxstreet.com</td>\n",
" <td>1394470372615</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>9</td>\n",
" <td>US jobs growth last month hit by weather:Fed P...</td>\n",
" <td>http://economictimes.indiatimes.com/news/inter...</td>\n",
" <td>Economic Times</td>\n",
" <td>b</td>\n",
" <td>ddUyU0VZz0BRneMioxUPQVP6sIxvM</td>\n",
" <td>economictimes.indiatimes.com</td>\n",
" <td>1394470372792</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>10</td>\n",
" <td>ECB unlikely to end sterilisation of SMP purch...</td>\n",
" <td>http://www.iii.co.uk/news-opinion/reuters/news...</td>\n",
" <td>Interactive Investor</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.iii.co.uk</td>\n",
" <td>1394470501265</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>11</td>\n",
" <td>ECB unlikely to end sterilization of SMP purch...</td>\n",
" <td>http://in.reuters.com/article/2014/03/10/us-ec...</td>\n",
" <td>Reuters India</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>in.reuters.com</td>\n",
" <td>1394470501410</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>12</td>\n",
" <td>EU's half-baked bank union could work</td>\n",
" <td>http://blogs.reuters.com/hugo-dixon/2014/03/10...</td>\n",
" <td>Reuters UK \\(blog\\)</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>blogs.reuters.com</td>\n",
" <td>1394470501587</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>13</td>\n",
" <td>Europe reaches crunch point on banking union</td>\n",
" <td>http://in.reuters.com/article/2014/03/10/eu-ba...</td>\n",
" <td>Reuters</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>in.reuters.com</td>\n",
" <td>1394470501755</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>14</td>\n",
" <td>ECB FOCUS-Stronger euro drowns out ECB's messa...</td>\n",
" <td>http://in.reuters.com/article/2014/03/10/ecb-p...</td>\n",
" <td>Reuters</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>in.reuters.com</td>\n",
" <td>1394470501948</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>15</td>\n",
" <td>EU aims for deal on tackling failing banks</td>\n",
" <td>http://main.omanobserver.om/\\?p=63376</td>\n",
" <td>Oman Daily Observer</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>main.omanobserver.om</td>\n",
" <td>1394470502141</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>16</td>\n",
" <td>Forex - Pound drops to one-month lows against ...</td>\n",
" <td>http://www.nasdaq.com/article/forex-pound-drop...</td>\n",
" <td>NASDAQ</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.nasdaq.com</td>\n",
" <td>1394470502316</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>17</td>\n",
" <td>Noyer Says Strong Euro Creates Unwarranted Eco...</td>\n",
" <td>http://www.sfgate.com/business/bloomberg/artic...</td>\n",
" <td>San Francisco Chronicle</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.sfgate.com</td>\n",
" <td>1394470502543</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>18</td>\n",
" <td>EU Week Ahead March 10-14: Bank Resolution, Tr...</td>\n",
" <td>http://blogs.wsj.com/brussels/2014/03/10/eu-we...</td>\n",
" <td>Wall Street Journal \\(blog\\)</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>blogs.wsj.com</td>\n",
" <td>1394470502744</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>19</td>\n",
" <td>ECB member Noyer is 'very open to all kinds of...</td>\n",
" <td>http://www.ifamagazine.com/news/ecb-member-noy...</td>\n",
" <td>IFA Magazine</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.ifamagazine.com</td>\n",
" <td>1394470502946</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>20</td>\n",
" <td>Euro Anxieties Wane as Bunds Top Treasuries, S...</td>\n",
" <td>http://www.businessweek.com/news/2014-03-10/ge...</td>\n",
" <td>Businessweek</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.businessweek.com</td>\n",
" <td>1394470503148</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>21</td>\n",
" <td>Noyer Says Strong Euro Creates Unwarranted Eco...</td>\n",
" <td>http://www.businessweek.com/news/2014-03-10/no...</td>\n",
" <td>Businessweek</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.businessweek.com</td>\n",
" <td>1394470503366</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>22</td>\n",
" <td>Noyer Says Stronger Euro Creates Unwarranted P...</td>\n",
" <td>http://www.sfgate.com/business/bloomberg/artic...</td>\n",
" <td>San Francisco Chronicle</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.sfgate.com</td>\n",
" <td>1394470503543</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>23</td>\n",
" <td>Bad loan triggers key feature in ECB bank test...</td>\n",
" <td>http://www.globalpost.com/dispatch/news/thomso...</td>\n",
" <td>GlobalPost</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.globalpost.com</td>\n",
" <td>1394470503726</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>24</td>\n",
" <td>China's trade deficit and structural worries i...</td>\n",
" <td>http://www.fxstreet.com/analysis/strategic-cur...</td>\n",
" <td>FXstreet.com</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.fxstreet.com</td>\n",
" <td>1394470503887</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>25</td>\n",
" <td>10 Things You Need To Know This Morning</td>\n",
" <td>http://www.businessinsider.com/opening-bell-mo...</td>\n",
" <td>Business Insider</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.businessinsider.com</td>\n",
" <td>1394470504080</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>26</td>\n",
" <td>ECB's Noyer not Happy With Euro Strength -- Up...</td>\n",
" <td>http://online.wsj.com/article/BT-CO-20140310-7...</td>\n",
" <td>Wall Street Journal</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>online.wsj.com</td>\n",
" <td>1394470504274</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>27</td>\n",
" <td>Eurozone banks' sovereign exposure hits new high</td>\n",
" <td>http://www.ekathimerini.com/4dcgi/_w_articles_...</td>\n",
" <td>Kathimerini</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.ekathimerini.com</td>\n",
" <td>1394470504506</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>28</td>\n",
" <td>ECB to reveal bad loan hurdles for euro zone b...</td>\n",
" <td>http://www.irishtimes.com/business/sectors/fin...</td>\n",
" <td>Irish Times</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.irishtimes.com</td>\n",
" <td>1394470504683</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>29</td>\n",
" <td>Forex Market: EUR/USD retreats from 2-1/2-year...</td>\n",
" <td>http://www.binarytribune.com/2014/03/10/forex-...</td>\n",
" <td>Binary Tribune</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>www.binarytribune.com</td>\n",
" <td>1394470504893</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>30</td>\n",
" <td>REFILE-Bad loan triggers key feature in ECB ba...</td>\n",
" <td>http://in.reuters.com/article/2014/03/10/euroz...</td>\n",
" <td>Reuters</td>\n",
" <td>b</td>\n",
" <td>dPhGU51DcrolUIMxbRm0InaHGA2XM</td>\n",
" <td>in.reuters.com</td>\n",
" <td>1394470505070</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>422389</th>\n",
" <td>422908</td>\n",
" <td>CDC director says Liberia Ebola outbreak to ge...</td>\n",
" <td>http://www.dw.de/cdc-director-says-liberia-ebo...</td>\n",
" <td>Deutsche Welle</td>\n",
" <td>m</td>\n",
" <td>dhhnSHVoyA7ENBM3boDX_D_-3PV6M</td>\n",
" <td>www.dw.de</td>\n",
" <td>1409228452081</td>\n",
" </tr>\n",
" <tr>\n",
" <th>422390</th>\n",
" <td>422909</td>\n",
" <td>France Asks Citizens to Avoid Liberia, Sierra ...</td>\n",
" <td>http://english.chosun.com/site/data/html_dir/2...</td>\n",
" <td>The Chosun Ilbo</td>\n",
" <td>m</td>\n",
" <td>dhhnSHVoyA7ENBM3boDX_D_-3PV6M</td>\n",
" <td>english.chosun.com</td>\n",
" <td>1409228452319</td>\n",
" </tr>\n",
" <tr>\n",
" <th>422391</th>\n",
" <td>422910</td>\n",
" <td>Ebola-infected doctor in Sierra Leone, Sahr Ro...</td>\n",
" <td>http://www.cbc.ca/news/health/ebola-infected-d...</td>\n",
" <td>CBC.ca</td>\n",
" <td>m</td>\n",
" <td>dhhnSHVoyA7ENBM3boDX_D_-3PV6M</td>\n",
" <td>www.cbc.ca</td>\n",
" <td>1409228452728</td>\n",
" </tr>\n",
" <tr>\n",
" <th>422392</th>\n",
" <td>422911</td>\n",
" <td>Ebola zone nations isolated as airlines stop f...</td>\n",
" <td>http://www.brecorder.com/general-news/172/1218...</td>\n",
" <td>Business Recorder</td>\n",
" <td>m</td>\n",
" <td>dhhnSHVoyA7ENBM3boDX_D_-3PV6M</td>\n",
" <td>www.brecorder.com</td>\n",
" <td>1409228453085</td>\n",
" </tr>\n",
" <tr>\n",
" <th>422393</th>\n",
" <td>422912</td>\n",
" <td>28/08/2014Ebola response 'dangerously inadequa...</td>\n",
" <td>http://www.expatica.com/be/news/belgian-news/e...</td>\n",
" <td>Expatica Belguim</td>\n",
" <td>m</td>\n",
" <td>dhhnSHVoyA7ENBM3boDX_D_-3PV6M</td>\n",
" <td>www.expatica.com</td>\n",
" <td>1409228453432</td>\n",
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" <tr>\n",
" <th>422394</th>\n",
" <td>422913</td>\n",
" <td>Glaxo's Ebola vaccine may begin safety tests i...</td>\n",
" <td>http://www.panews.com/cnhi_network/article_e92...</td>\n",
" <td>The Port Arthur News</td>\n",
" <td>m</td>\n",
" <td>dhhnSHVoyA7ENBM3boDX_D_-3PV6M</td>\n",
" <td>www.panews.com</td>\n",
" <td>1409228453652</td>\n",
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" <tr>\n",
" <th>422395</th>\n",
" <td>422914</td>\n",
" <td>Ebola causing huge damage to West African econ...</td>\n",
" <td>http://www.moneyweb.co.za/moneyweb-internation...</td>\n",
" <td>Moneyweb.co.za</td>\n",
" <td>m</td>\n",
" <td>dhhnSHVoyA7ENBM3boDX_D_-3PV6M</td>\n",
" <td>www.moneyweb.co.za</td>\n",
" <td>1409228453918</td>\n",
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" <tr>\n",
" <th>422396</th>\n",
" <td>422915</td>\n",
" <td>Ebola outbreak: 'It's even worse than I'd feared'</td>\n",
" <td>http://q13fox.com/2014/08/27/ebola-outbreak-it...</td>\n",
" <td>Q13 FOX</td>\n",
" <td>m</td>\n",
" <td>dhhnSHVoyA7ENBM3boDX_D_-3PV6M</td>\n",
" <td>q13fox.com</td>\n",
" <td>1409228454366</td>\n",
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" <tr>\n",
" <th>422397</th>\n",
" <td>422916</td>\n",
" <td>CDC: Ebola outbreak 'even worse than I'd feared'</td>\n",
" <td>http://kfor.com/2014/08/27/cdc-ebola-outbreak-...</td>\n",
" <td>kfor.com</td>\n",
" <td>m</td>\n",
" <td>dhhnSHVoyA7ENBM3boDX_D_-3PV6M</td>\n",
" <td>kfor.com</td>\n",
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" <tr>\n",
" <th>422398</th>\n",
" <td>422917</td>\n",
" <td>Ebola Virus Disease in the Democratic Republic...</td>\n",
" <td>http://www.infectioncontroltoday.com/news/2014...</td>\n",
" <td>Infection Control Today</td>\n",
" <td>m</td>\n",
" <td>dhhnSHVoyA7ENBM3boDX_D_-3PV6M</td>\n",
" <td>www.infectioncontroltoday.com</td>\n",
" <td>1409228454932</td>\n",
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" <tr>\n",
" <th>422399</th>\n",
" <td>422918</td>\n",
" <td>CDC Chief Warns Liberia Ebola Crisis 'Will Get...</td>\n",
" <td>http://www.newsmax.com/Newsfront/Health-Ebola-...</td>\n",
" <td>Newsmax.com</td>\n",
" <td>m</td>\n",
" <td>dhhnSHVoyA7ENBM3boDX_D_-3PV6M</td>\n",
" <td>www.newsmax.com</td>\n",
" <td>1409228455249</td>\n",
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" <tr>\n",
" <th>422400</th>\n",
" <td>422919</td>\n",
" <td>UPDATE 3-Ebola causing huge damage to W.Africa...</td>\n",
" <td>http://af.reuters.com/article/guineaNews/idAFL...</td>\n",
" <td>Reuters Africa</td>\n",
" <td>m</td>\n",
" <td>dhhnSHVoyA7ENBM3boDX_D_-3PV6M</td>\n",
" <td>af.reuters.com</td>\n",
" <td>1409228455497</td>\n",
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" <tr>\n",
" <th>422401</th>\n",
" <td>422920</td>\n",
" <td>WHO removes staff from Sierra Leone Ebola cent...</td>\n",
" <td>http://www.bignewsnetwork.com/index.php/sid/22...</td>\n",
" <td>Big News Network.com</td>\n",
" <td>m</td>\n",
" <td>dhhnSHVoyA7ENBM3boDX_D_-3PV6M</td>\n",
" <td>www.bignewsnetwork.com</td>\n",
" <td>1409228455693</td>\n",
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" <tr>\n",
" <th>422402</th>\n",
" <td>422921</td>\n",
" <td>Ebola causing huge damage to W Africa economie...</td>\n",
" <td>http://economictimes.indiatimes.com/news/inter...</td>\n",
" <td>Economic Times</td>\n",
" <td>m</td>\n",
" <td>dhhnSHVoyA7ENBM3boDX_D_-3PV6M</td>\n",
" <td>economictimes.indiatimes.com</td>\n",
" <td>1409228455934</td>\n",
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" <tr>\n",
" <th>422403</th>\n",
" <td>422922</td>\n",
" <td>Democratic Republic of Congo reports Ebola out...</td>\n",
" <td>http://news.xinhuanet.com/english/health/2014-...</td>\n",
" <td>Xinhua</td>\n",
" <td>m</td>\n",
" <td>dhhnSHVoyA7ENBM3boDX_D_-3PV6M</td>\n",
" <td>news.xinhuanet.com</td>\n",
" <td>1409228456566</td>\n",
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" <tr>\n",
" <th>422404</th>\n",
" <td>422923</td>\n",
" <td>British Ebola sufferer gets new drug</td>\n",
" <td>http://www.echo.net.au/2014/08/british-ebola-s...</td>\n",
" <td>Echonetdaily</td>\n",
" <td>m</td>\n",
" <td>dhhnSHVoyA7ENBM3boDX_D_-3PV6M</td>\n",
" <td>www.echo.net.au</td>\n",
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" <tr>\n",
" <th>422405</th>\n",
" <td>422924</td>\n",
" <td>AFDB Boss Says Ebola Infected Countries May Lo...</td>\n",
" <td>http://leadership.ng/business/382219/afdb-boss...</td>\n",
" <td>Leadership Newspapers</td>\n",
" <td>m</td>\n",
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" <td>leadership.ng</td>\n",
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" <tr>\n",
" <th>422406</th>\n",
" <td>422925</td>\n",
" <td>Cincinnati Children's to rebuild boy's throat ...</td>\n",
" <td>http://www.bizjournals.com/cincinnati/news/201...</td>\n",
" <td>Cincinnati Business Courier</td>\n",
" <td>m</td>\n",
" <td>dpcLMoJD69UYMXMxaoEFnWql9YjQM</td>\n",
" <td>www.bizjournals.com</td>\n",
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" <tr>\n",
" <th>422407</th>\n",
" <td>422926</td>\n",
" <td>Cincinnati doctors use child's rib to rebuild ...</td>\n",
" <td>http://www.jrn.com/kgun9/now-trending/Cincinna...</td>\n",
" <td>KGUN 9</td>\n",
" <td>m</td>\n",
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" <tr>\n",
" <th>422408</th>\n",
" <td>422927</td>\n",
" <td>Cincinnati Children's surgeons rebuild throat ...</td>\n",
" <td>http://www.kptv.com/story/26378648/surgeons-re...</td>\n",
" <td>KPTV.com</td>\n",
" <td>m</td>\n",
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" <tr>\n",
" <th>422409</th>\n",
" <td>422928</td>\n",
" <td>Surgeons remove 4-year-old's rib to rebuild da...</td>\n",
" <td>http://www.wnem.com/story/26378648/surgeons-re...</td>\n",
" <td>WNEM Saginaw</td>\n",
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" <tr>\n",
" <th>422410</th>\n",
" <td>422929</td>\n",
" <td>Surgery update for boy who swallowed battery</td>\n",
" <td>http://www.local12.com/news/features/top-stori...</td>\n",
" <td>WKRC TV Cincinnati</td>\n",
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" <tr>\n",
" <th>422411</th>\n",
" <td>422930</td>\n",
" <td>Boy who swallowed battery headed for surgery</td>\n",
" <td>http://www.kgns.tv/health/headlines/Boy-who-sw...</td>\n",
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" <tr>\n",
" <th>422412</th>\n",
" <td>422931</td>\n",
" <td>Ohio Boy's Throat Rebuilt After Being Burned B...</td>\n",
" <td>http://www.keyetv.com/news/features/top-storie...</td>\n",
" <td>KEYE TV</td>\n",
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" <tr>\n",
" <th>422413</th>\n",
" <td>422932</td>\n",
" <td>Cincinnati Children's surgeons to rebuild thro...</td>\n",
" <td>http://www.wsmv.com/story/26378648/surgeons-re...</td>\n",
" <td>WSMV Nashville</td>\n",
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" <th>422414</th>\n",
" <td>422933</td>\n",
" <td>Surgeons to remove 4-year-old's rib to rebuild...</td>\n",
" <td>http://www.cbs3springfield.com/story/26378648/...</td>\n",
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" <tr>\n",
" <th>422415</th>\n",
" <td>422934</td>\n",
" <td>Boy to have surgery on esophagus after battery...</td>\n",
" <td>http://www.wlwt.com/news/boy-to-have-surgery-o...</td>\n",
" <td>WLWT Cincinnati</td>\n",
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" <tr>\n",
" <th>422416</th>\n",
" <td>422935</td>\n",
" <td>Child who swallowed battery to have reconstruc...</td>\n",
" <td>http://www.newsnet5.com/news/local-news/child-...</td>\n",
" <td>NewsNet5.com</td>\n",
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" <tr>\n",
" <th>422417</th>\n",
" <td>422936</td>\n",
" <td>Phoenix boy undergoes surgery to repair throat...</td>\n",
" <td>http://www.wfsb.com/story/26368078/phoenix-boy...</td>\n",
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" <tr>\n",
" <th>422418</th>\n",
" <td>422937</td>\n",
" <td>Phoenix boy undergoes surgery to repair throat...</td>\n",
" <td>http://www.cbs3springfield.com/story/26368078/...</td>\n",
" <td>WSHM-TV</td>\n",
" <td>m</td>\n",
" <td>dpcLMoJD69UYMXMxaoEFnWql9YjQM</td>\n",
" <td>www.cbs3springfield.com</td>\n",
" <td>1409229191565</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>422419 rows × 8 columns</p>\n",
"</div>"
],
"text/plain": [
" ID TITLE \\\n",
"0 1 Fed official says weak data caused by weather,... \n",
"1 2 Fed's Charles Plosser sees high bar for change... \n",
"2 3 US open: Stocks fall after Fed official hints ... \n",
"3 4 Fed risks falling 'behind the curve', Charles ... \n",
"4 5 Fed's Plosser: Nasty Weather Has Curbed Job Gr... \n",
"5 6 Plosser: Fed May Have to Accelerate Tapering Pace \n",
"6 7 Fed's Plosser: Taper pace may be too slow \n",
"7 8 Fed's Plosser expects US unemployment to fall ... \n",
"8 9 US jobs growth last month hit by weather:Fed P... \n",
"9 10 ECB unlikely to end sterilisation of SMP purch... \n",
"10 11 ECB unlikely to end sterilization of SMP purch... \n",
"11 12 EU's half-baked bank union could work \n",
"12 13 Europe reaches crunch point on banking union \n",
"13 14 ECB FOCUS-Stronger euro drowns out ECB's messa... \n",
"14 15 EU aims for deal on tackling failing banks \n",
"15 16 Forex - Pound drops to one-month lows against ... \n",
"16 17 Noyer Says Strong Euro Creates Unwarranted Eco... \n",
"17 18 EU Week Ahead March 10-14: Bank Resolution, Tr... \n",
"18 19 ECB member Noyer is 'very open to all kinds of... \n",
"19 20 Euro Anxieties Wane as Bunds Top Treasuries, S... \n",
"20 21 Noyer Says Strong Euro Creates Unwarranted Eco... \n",
"21 22 Noyer Says Stronger Euro Creates Unwarranted P... \n",
"22 23 Bad loan triggers key feature in ECB bank test... \n",
"23 24 China's trade deficit and structural worries i... \n",
"24 25 10 Things You Need To Know This Morning \n",
"25 26 ECB's Noyer not Happy With Euro Strength -- Up... \n",
"26 27 Eurozone banks' sovereign exposure hits new high \n",
"27 28 ECB to reveal bad loan hurdles for euro zone b... \n",
"28 29 Forex Market: EUR/USD retreats from 2-1/2-year... \n",
"29 30 REFILE-Bad loan triggers key feature in ECB ba... \n",
"... ... ... \n",
"422389 422908 CDC director says Liberia Ebola outbreak to ge... \n",
"422390 422909 France Asks Citizens to Avoid Liberia, Sierra ... \n",
"422391 422910 Ebola-infected doctor in Sierra Leone, Sahr Ro... \n",
"422392 422911 Ebola zone nations isolated as airlines stop f... \n",
"422393 422912 28/08/2014Ebola response 'dangerously inadequa... \n",
"422394 422913 Glaxo's Ebola vaccine may begin safety tests i... \n",
"422395 422914 Ebola causing huge damage to West African econ... \n",
"422396 422915 Ebola outbreak: 'It's even worse than I'd feared' \n",
"422397 422916 CDC: Ebola outbreak 'even worse than I'd feared' \n",
"422398 422917 Ebola Virus Disease in the Democratic Republic... \n",
"422399 422918 CDC Chief Warns Liberia Ebola Crisis 'Will Get... \n",
"422400 422919 UPDATE 3-Ebola causing huge damage to W.Africa... \n",
"422401 422920 WHO removes staff from Sierra Leone Ebola cent... \n",
"422402 422921 Ebola causing huge damage to W Africa economie... \n",
"422403 422922 Democratic Republic of Congo reports Ebola out... \n",
"422404 422923 British Ebola sufferer gets new drug \n",
"422405 422924 AFDB Boss Says Ebola Infected Countries May Lo... \n",
"422406 422925 Cincinnati Children's to rebuild boy's throat ... \n",
"422407 422926 Cincinnati doctors use child's rib to rebuild ... \n",
"422408 422927 Cincinnati Children's surgeons rebuild throat ... \n",
"422409 422928 Surgeons remove 4-year-old's rib to rebuild da... \n",
"422410 422929 Surgery update for boy who swallowed battery \n",
"422411 422930 Boy who swallowed battery headed for surgery \n",
"422412 422931 Ohio Boy's Throat Rebuilt After Being Burned B... \n",
"422413 422932 Cincinnati Children's surgeons to rebuild thro... \n",
"422414 422933 Surgeons to remove 4-year-old's rib to rebuild... \n",
"422415 422934 Boy to have surgery on esophagus after battery... \n",
"422416 422935 Child who swallowed battery to have reconstruc... \n",
"422417 422936 Phoenix boy undergoes surgery to repair throat... \n",
"422418 422937 Phoenix boy undergoes surgery to repair throat... \n",
"\n",
" URL \\\n",
"0 http://www.latimes.com/business/money/la-fi-mo... \n",
"1 http://www.livemint.com/Politics/H2EvwJSK2VE6O... \n",
"2 http://www.ifamagazine.com/news/us-open-stocks... \n",
"3 http://www.ifamagazine.com/news/fed-risks-fall... \n",
"4 http://www.moneynews.com/Economy/federal-reser... \n",
"5 http://www.nasdaq.com/article/plosser-fed-may-... \n",
"6 http://www.marketwatch.com/story/feds-plosser-... \n",
"7 http://www.fxstreet.com/news/forex-news/articl... \n",
"8 http://economictimes.indiatimes.com/news/inter... \n",
"9 http://www.iii.co.uk/news-opinion/reuters/news... \n",
"10 http://in.reuters.com/article/2014/03/10/us-ec... \n",
"11 http://blogs.reuters.com/hugo-dixon/2014/03/10... \n",
"12 http://in.reuters.com/article/2014/03/10/eu-ba... \n",
"13 http://in.reuters.com/article/2014/03/10/ecb-p... \n",
"14 http://main.omanobserver.om/\\?p=63376 \n",
"15 http://www.nasdaq.com/article/forex-pound-drop... \n",
"16 http://www.sfgate.com/business/bloomberg/artic... \n",
"17 http://blogs.wsj.com/brussels/2014/03/10/eu-we... \n",
"18 http://www.ifamagazine.com/news/ecb-member-noy... \n",
"19 http://www.businessweek.com/news/2014-03-10/ge... \n",
"20 http://www.businessweek.com/news/2014-03-10/no... \n",
"21 http://www.sfgate.com/business/bloomberg/artic... \n",
"22 http://www.globalpost.com/dispatch/news/thomso... \n",
"23 http://www.fxstreet.com/analysis/strategic-cur... \n",
"24 http://www.businessinsider.com/opening-bell-mo... \n",
"25 http://online.wsj.com/article/BT-CO-20140310-7... \n",
"26 http://www.ekathimerini.com/4dcgi/_w_articles_... \n",
"27 http://www.irishtimes.com/business/sectors/fin... \n",
"28 http://www.binarytribune.com/2014/03/10/forex-... \n",
"29 http://in.reuters.com/article/2014/03/10/euroz... \n",
"... ... \n",
"422389 http://www.dw.de/cdc-director-says-liberia-ebo... \n",
"422390 http://english.chosun.com/site/data/html_dir/2... \n",
"422391 http://www.cbc.ca/news/health/ebola-infected-d... \n",
"422392 http://www.brecorder.com/general-news/172/1218... \n",
"422393 http://www.expatica.com/be/news/belgian-news/e... \n",
"422394 http://www.panews.com/cnhi_network/article_e92... \n",
"422395 http://www.moneyweb.co.za/moneyweb-internation... \n",
"422396 http://q13fox.com/2014/08/27/ebola-outbreak-it... \n",
"422397 http://kfor.com/2014/08/27/cdc-ebola-outbreak-... \n",
"422398 http://www.infectioncontroltoday.com/news/2014... \n",
"422399 http://www.newsmax.com/Newsfront/Health-Ebola-... \n",
"422400 http://af.reuters.com/article/guineaNews/idAFL... \n",
"422401 http://www.bignewsnetwork.com/index.php/sid/22... \n",
"422402 http://economictimes.indiatimes.com/news/inter... \n",
"422403 http://news.xinhuanet.com/english/health/2014-... \n",
"422404 http://www.echo.net.au/2014/08/british-ebola-s... \n",
"422405 http://leadership.ng/business/382219/afdb-boss... \n",
"422406 http://www.bizjournals.com/cincinnati/news/201... \n",
"422407 http://www.jrn.com/kgun9/now-trending/Cincinna... \n",
"422408 http://www.kptv.com/story/26378648/surgeons-re... \n",
"422409 http://www.wnem.com/story/26378648/surgeons-re... \n",
"422410 http://www.local12.com/news/features/top-stori... \n",
"422411 http://www.kgns.tv/health/headlines/Boy-who-sw... \n",
"422412 http://www.keyetv.com/news/features/top-storie... \n",
"422413 http://www.wsmv.com/story/26378648/surgeons-re... \n",
"422414 http://www.cbs3springfield.com/story/26378648/... \n",
"422415 http://www.wlwt.com/news/boy-to-have-surgery-o... \n",
"422416 http://www.newsnet5.com/news/local-news/child-... \n",
"422417 http://www.wfsb.com/story/26368078/phoenix-boy... \n",
"422418 http://www.cbs3springfield.com/story/26368078/... \n",
"\n",
" PUBLISHER CATEGORY STORY \\\n",
"0 Los Angeles Times b ddUyU0VZz0BRneMioxUPQVP6sIxvM \n",
"1 Livemint b ddUyU0VZz0BRneMioxUPQVP6sIxvM \n",
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"3 IFA Magazine b ddUyU0VZz0BRneMioxUPQVP6sIxvM \n",
"4 Moneynews b ddUyU0VZz0BRneMioxUPQVP6sIxvM \n",
"5 NASDAQ b ddUyU0VZz0BRneMioxUPQVP6sIxvM \n",
"6 MarketWatch b ddUyU0VZz0BRneMioxUPQVP6sIxvM \n",
"7 FXstreet.com b ddUyU0VZz0BRneMioxUPQVP6sIxvM \n",
"8 Economic Times b ddUyU0VZz0BRneMioxUPQVP6sIxvM \n",
"9 Interactive Investor b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
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"11 Reuters UK \\(blog\\) b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
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"13 Reuters b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
"14 Oman Daily Observer b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
"15 NASDAQ b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
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"25 Wall Street Journal b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
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"29 Reuters b dPhGU51DcrolUIMxbRm0InaHGA2XM \n",
"... ... ... ... \n",
"422389 Deutsche Welle m dhhnSHVoyA7ENBM3boDX_D_-3PV6M \n",
"422390 The Chosun Ilbo m dhhnSHVoyA7ENBM3boDX_D_-3PV6M \n",
"422391 CBC.ca m dhhnSHVoyA7ENBM3boDX_D_-3PV6M \n",
"422392 Business Recorder m dhhnSHVoyA7ENBM3boDX_D_-3PV6M \n",
"422393 Expatica Belguim m dhhnSHVoyA7ENBM3boDX_D_-3PV6M \n",
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"422398 Infection Control Today m dhhnSHVoyA7ENBM3boDX_D_-3PV6M \n",
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"422412 KEYE TV m dpcLMoJD69UYMXMxaoEFnWql9YjQM \n",
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"\n",
" HOSTNAME TIMESTAMP \n",
"0 www.latimes.com 1394470370698 \n",
"1 www.livemint.com 1394470371207 \n",
"2 www.ifamagazine.com 1394470371550 \n",
"3 www.ifamagazine.com 1394470371793 \n",
"4 www.moneynews.com 1394470372027 \n",
"5 www.nasdaq.com 1394470372212 \n",
"6 www.marketwatch.com 1394470372405 \n",
"7 www.fxstreet.com 1394470372615 \n",
"8 economictimes.indiatimes.com 1394470372792 \n",
"9 www.iii.co.uk 1394470501265 \n",
"10 in.reuters.com 1394470501410 \n",
"11 blogs.reuters.com 1394470501587 \n",
"12 in.reuters.com 1394470501755 \n",
"13 in.reuters.com 1394470501948 \n",
"14 main.omanobserver.om 1394470502141 \n",
"15 www.nasdaq.com 1394470502316 \n",
"16 www.sfgate.com 1394470502543 \n",
"17 blogs.wsj.com 1394470502744 \n",
"18 www.ifamagazine.com 1394470502946 \n",
"19 www.businessweek.com 1394470503148 \n",
"20 www.businessweek.com 1394470503366 \n",
"21 www.sfgate.com 1394470503543 \n",
"22 www.globalpost.com 1394470503726 \n",
"23 www.fxstreet.com 1394470503887 \n",
"24 www.businessinsider.com 1394470504080 \n",
"25 online.wsj.com 1394470504274 \n",
"26 www.ekathimerini.com 1394470504506 \n",
"27 www.irishtimes.com 1394470504683 \n",
"28 www.binarytribune.com 1394470504893 \n",
"29 in.reuters.com 1394470505070 \n",
"... ... ... \n",
"422389 www.dw.de 1409228452081 \n",
"422390 english.chosun.com 1409228452319 \n",
"422391 www.cbc.ca 1409228452728 \n",
"422392 www.brecorder.com 1409228453085 \n",
"422393 www.expatica.com 1409228453432 \n",
"422394 www.panews.com 1409228453652 \n",
"422395 www.moneyweb.co.za 1409228453918 \n",
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"422398 www.infectioncontroltoday.com 1409228454932 \n",
"422399 www.newsmax.com 1409228455249 \n",
"422400 af.reuters.com 1409228455497 \n",
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"422403 news.xinhuanet.com 1409228456566 \n",
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"422406 www.bizjournals.com 1409229187092 \n",
"422407 www.jrn.com 1409229187393 \n",
"422408 www.kptv.com 1409229187741 \n",
"422409 www.wnem.com 1409229188173 \n",
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"422411 www.kgns.tv 1409229188921 \n",
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"422418 www.cbs3springfield.com 1409229191565 \n",
"\n",
"[422419 rows x 8 columns]"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"corpora"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"def oh_encoder(data):\n",
" enc = sp.OneHotEncoder(sparse=False, handle_unknown='ignore')\n",
" oe_vec = enc.fit_transform(data.reshape(-1, 1))\n",
" return enc, oe_vec"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"# make BoW dictionary\n",
"title_words = np.array([t.split(' ') for t in train[:, 1]])\n",
"train_vocab = np.unique(np.hstack(title_words))\n",
"w2idx = {w:idx for idx, w in enumerate(train_vocab)}\n",
"N_VOCAB = len(train_vocab)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"def bow(title):\n",
" words = title.split(' ')\n",
" idx = []\n",
" for w in words:\n",
" try:\n",
" idx.append(w2idx[w])\n",
" except:\n",
" pass\n",
" bow = np.zeros(N_VOCAB)\n",
" bow[idx] = 1.0\n",
" return bow"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"title_bow = np.array([bow(t) for t in train[:, 1]])\n",
"pub_enc, publisher = oh_encoder(train[:, 3])\n",
"# print(publisher.shape)\n",
"str_enc, story_id = oh_encoder(train[:, 5])\n",
"# print(story_id.shape)\n",
"hst_enc, host_name = oh_encoder(train[:, 6])\n",
"# print(host_name.shape)\n",
"train_feature = np.hstack([publisher, story_id, host_name, title_bow])"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[1., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" ...,\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.]])"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"title_bow"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"def extract_feature(data):\n",
" title_bow = np.array([bow(t) for t in data[:, 1]])\n",
"# print(title_bow.shape)\n",
" publisher = pub_enc.transform(data[:, 3].reshape(-1, 1))\n",
"# print(publisher.shape)\n",
" story_id = str_enc.transform(data[:, 5].reshape(-1, 1))\n",
"# print(story_id.shape)\n",
" host_name = hst_enc.transform(data[:, 6].reshape(-1, 1))\n",
"# print(host_name.shape)\n",
" return np.hstack([publisher, story_id, host_name, title_bow])"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"valid_feature = extract_feature(valid)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"test_feature = extract_feature(test)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((10672, 27776), (1334, 27776), (1334, 27776))"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_feature.shape, valid_feature.shape, test_feature.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 52. 学習\n",
"51で構築した学習データを用いて，ロジスティック回帰モデルを学習せよ．\n",
"\n",
"### 53. 予測\n",
"52で学習したロジスティック回帰モデルを用い，与えられた記事見出しからカテゴリとその予測確率を計算するプログラムを実装せよ．"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"from sklearn import linear_model"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:469: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.\n",
" \"this warning.\", FutureWarning)\n"
]
},
{
"data": {
"text/plain": [
"LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
" intercept_scaling=1, l1_ratio=None, max_iter=100,\n",
" multi_class='warn', n_jobs=None, penalty='l2',\n",
" random_state=0, solver='warn', tol=0.0001, verbose=0,\n",
" warm_start=False)"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clf = linear_model.LogisticRegression(random_state=0)\n",
"clf.fit(train_feature, train[:, 4])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 54. 正解率の計測\n",
"52で学習したロジスティック回帰モデルの正解率を，学習データおよび評価データ上で計測せよ．"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"train score: 0.9972826086956522\n",
"valid score: 0.8973013493253373\n"
]
}
],
"source": [
"# train score\n",
"train_pred = clf.predict(train_feature)\n",
"train_label = train[:, 4]\n",
"print(f'train score: {sum(train_pred==train_label) / len(train_pred)}')\n",
"\n",
"# valid score\n",
"test_pred = clf.predict(test_feature)\n",
"test_label = test[:, 4]\n",
"print(f'valid score: {sum(test_pred==test_label) / len(test_pred)}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 55. 混同行列の作成\n",
"52で学習したロジスティック回帰モデルの混同行列（confusion matrix）を，学習データおよび評価データ上で作成せよ"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.metrics import confusion_matrix"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[4482 1 0 3]\n",
" [ 4 4215 0 0]\n",
" [ 1 5 729 0]\n",
" [ 9 6 0 1217]]\n"
]
}
],
"source": [
"train_cm = confusion_matrix(train_label, train_pred)\n",
"print(train_cm)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[532 23 4 3]\n",
" [ 15 516 1 3]\n",
" [ 20 19 60 0]\n",
" [ 24 23 2 89]]\n"
]
}
],
"source": [
"test_cm = confusion_matrix(test_label, test_pred)\n",
"print(test_cm)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 56. 適合率，再現率，F1スコアの計測\n",
"52で学習したロジスティック回帰モデルの適合率，再現率，F1スコアを，評価データ上で計測せよ．カテゴリごとに適合率，再現率，F1スコアを求め，カテゴリごとの性能をマイクロ平均（micro-average）とマクロ平均（macro-average）で統合せよ"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score\n",
"from sklearn.metrics import classification_report"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" b 1.00 1.00 1.00 4486\n",
" e 1.00 1.00 1.00 4219\n",
" m 1.00 0.99 1.00 735\n",
" t 1.00 0.99 0.99 1232\n",
"\n",
" accuracy 1.00 10672\n",
" macro avg 1.00 0.99 1.00 10672\n",
"weighted avg 1.00 1.00 1.00 10672\n",
"\n"
]
}
],
"source": [
"# print(f'acc:{accuracy_score(train_label, train_pred)}, prec:{precision_score(train_label, train_pred)}, rec:{recall_score(train_label, train_pred)}, f1:{f1_score(train_label, train_pred)}')\n",
"print(classification_report(train_label, train_pred))"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" b 0.90 0.95 0.92 562\n",
" e 0.89 0.96 0.92 535\n",
" m 0.90 0.61 0.72 99\n",
" t 0.94 0.64 0.76 138\n",
"\n",
" accuracy 0.90 1334\n",
" macro avg 0.91 0.79 0.83 1334\n",
"weighted avg 0.90 0.90 0.89 1334\n",
"\n"
]
}
],
"source": [
"print(classification_report(test_label, test_pred))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 57. 特徴量の重みの確認\n",
"52で学習したロジスティック回帰モデルの中で，重みの高い特徴量トップ10と，重みの低い特徴量トップ10を確認せよ．"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 0.72627668, -2.11829556, -0.62240118, ..., -0.00254634,\n",
" -0.05719666, 0.31346039],\n",
" [-1.26991996, 2.05486343, 0.37570655, ..., 0.0227848 ,\n",
" 0.2417544 , -0.01521205],\n",
" [-0.37369014, -1.39631285, -0.06576252, ..., -0.00561994,\n",
" -0.06732374, -0.14869632],\n",
" [-0.06307652, -1.43588582, -0.20970065, ..., -0.04799346,\n",
" -0.12807321, -0.26227415]])"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clf.coef_"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 58. 正則化パラメータの変更\n",
"ロジスティック回帰モデルを学習するとき，正則化パラメータを調整することで，学習時の過学習（overfitting）の度合いを制御できる．異なる正則化パラメータでロジスティック回帰モデルを学習し，学習データ，検証データ，および評価データ上の正解率を求めよ．実験の結果は，正則化パラメータを横軸，正解率を縦軸としたグラフにまとめよ．"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"valid_label = valid[:, 4]\n",
"\n",
"def learn_pred_out(reg):\n",
" clf = linear_model.LogisticRegression(random_state=0, C=reg)\n",
" clf.fit(train_feature, train[:, 4])\n",
" \n",
" train_pred = clf.predict(train_feature)\n",
" valid_pred = clf.predict(valid_feature)\n",
" test_pred = clf.predict(test_feature)\n",
" \n",
" return [accuracy_score(train_label, train_pred), accuracy_score(valid_label, valid_pred), accuracy_score(test_label, test_pred)]"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:469: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.\n",
" \"this warning.\", FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:469: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.\n",
" \"this warning.\", FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:469: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.\n",
" \"this warning.\", FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:469: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.\n",
" \"this warning.\", FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:469: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.\n",
" \"this warning.\", FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:469: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.\n",
" \"this warning.\", FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:469: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.\n",
" \"this warning.\", FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:469: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.\n",
" \"this warning.\", FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:469: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.\n",
" \"this warning.\", FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:469: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.\n",
" \"this warning.\", FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:469: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.\n",
" \"this warning.\", FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:469: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.\n",
" \"this warning.\", FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:469: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.\n",
" \"this warning.\", FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:469: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.\n",
" \"this warning.\", FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:469: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.\n",
" \"this warning.\", FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:469: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.\n",
" \"this warning.\", FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:469: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.\n",
" \"this warning.\", FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:469: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.\n",
" \"this warning.\", FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:469: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.\n",
" \"this warning.\", FutureWarning)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:469: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.\n",
" \"this warning.\", FutureWarning)\n"
]
}
],
"source": [
"res = [[reg, learn_pred_out(reg)] for reg in np.arange(0.01, 1.0, 0.05)]"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"from matplotlib import pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x12894c950>]"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"res2 = np.array(res)\n",
"res2 = np.vstack(res2[:, 1])\n",
"x = np.arange(0.01, 1.0, 0.05)\n",
"tr_res = res2[:, 0]\n",
"vl_res = res2[:, 1]\n",
"ts_res = res2[:, 2]\n",
"plt.plot(x, tr_res)\n",
"plt.plot(x, vl_res)\n",
"plt.plot(x, ts_res)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.8973013493253373"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ts_res.max()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.7.4 64-bit",
"language": "python",
"name": "python37464bita035101807a046a0bf85be8625188e90"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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