Search is not available for this dataset
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<title>SL.P.10.R.23.SL062003-03</title>
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<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>police Pakistan terrorism Osama Bin Laden year attacks India
</a>
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| 207 | 19.8 | 100 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.23.SL062003-04.html | <html>
<head>
<title>SL.P.10.R.23.SL062003-04</title>
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<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>thousand one two India Osama Bin Laden earthquake Osama
</a>
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| 202 | 19.3 | 95 | html |
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<head>
<title>SL.P.10.R.23.SL062003-05</title>
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<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>team India Vajpayee (India's prime minister) Pakistan government police people people gathering, function
</a>
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| 251 | 24.2 | 144 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.23.SL062003-06.html | <html>
<head>
<title>SL.P.10.R.23.SL062003-06</title>
</head>
<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>people earthquake building India space Columbia police Kashmir team
</a>
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| 213 | 20.4 | 106 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.23.SL062003-07.html | <html>
<head>
<title>SL.P.10.R.23.SL062003-07</title>
</head>
<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>Vajpayee (India's prime minister) year war government police Prime Minister India team
</a>
</body>
</html>
| 232 | 22.3 | 125 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.23.SL062003-08.html | <html>
<head>
<title>SL.P.10.R.23.SL062003-08</title>
</head>
<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>point army rate police two weapon one Saddam Hussain
</a>
</body>
</html>
| 198 | 18.9 | 91 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.23.SL062003-09.html | <html>
<head>
<title>SL.P.10.R.23.SL062003-09</title>
</head>
<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>point rate nations one two earthquake Arab/Billion thousand five
</a>
</body>
</html>
| 210 | 20.1 | 103 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.23.SL062003-10.html | <html>
<head>
<title>SL.P.10.R.23.SL062003-10</title>
</head>
<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>court company thousand fame one Enron two program share_market
</a>
</body>
</html>
| 208 | 19.9 | 101 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.23.SL062003-11.html | <html>
<head>
<title>SL.P.10.R.23.SL062003-11</title>
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<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>election test, inspection commission test, exam, inspection missile World Bank ship, plane poll, election party
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| 257 | 24.8 | 150 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.23.SL062003-12.html | <html>
<head>
<title>SL.P.10.R.23.SL062003-12</title>
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<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>India atomic Pakistan North_Korea World Bank Korea north plane, aircraft
</a>
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| 218 | 20.9 | 111 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.23.SL062003-13.html | <html>
<head>
<title>SL.P.10.R.23.SL062003-13</title>
</head>
<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>Singh (common Indian last name) BJP (Bhartiya Janata Party - a political party in India) victory prize, award festival party election Congress political party in India, US Congress Modi (name)
</a... | 338 | 32.9 | 231 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.23.SL062003-14.html | <html>
<head>
<title>SL.P.10.R.23.SL062003-14</title>
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<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>World Bank India bank destroyed meeting/summit financial currency minister both countries
</a>
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| 235 | 22.6 | 128 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.23.SL062003-15.html | <html>
<head>
<title>SL.P.10.R.23.SL062003-15</title>
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<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>gathering, function nation, country violence people police army gas festival Dollar
</a>
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| 229 | 22 | 122 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.23.SL062003-16.html | <html>
<head>
<title>SL.P.10.R.23.SL062003-16</title>
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<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>minister government Jammu & Kashmir BJP (Bhartiya Janata Party - a political party in India) India party Singh (common Indian last name) mobile World Bank
</a>
</body>
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| 300 | 29.1 | 193 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.23.SL062003-17.html | <html>
<head>
<title>SL.P.10.R.23.SL062003-17</title>
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<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>Kashmir Vajpayee (India's prime minister) Pakistan Jammu & Kashmir Congress political party in India, US Congress Sayeed (name) states India
</a>
</body>
</html>
| 286 | 27.7 | 179 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.23.SL062003-18.html | <html>
<head>
<title>SL.P.10.R.23.SL062003-18</title>
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<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>ship space satellite China India flight Columbia ban water
</a>
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| 204 | 19.5 | 97 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.23.SL062003-19.html | <html>
<head>
<title>SL.P.10.R.23.SL062003-19</title>
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<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>army accident plane, aircraft rail fame one border share_market security
</a>
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| 218 | 20.9 | 111 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.23.SL062003-20.html | <html>
<head>
<title>SL.P.10.R.23.SL062003-20</title>
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<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>effort report number, count Me/In, Inside, within Tamil disease information, knowledge government Kashmir
</a>
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| 251 | 24.2 | 144 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.23.SL062003-21.html | <html>
<head>
<title>SL.P.10.R.23.SL062003-21</title>
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<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>police India talk use Kashmir more explosion two work
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| 199 | 19 | 92 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.23.SL062003-22.html | <html>
<head>
<title>SL.P.10.R.23.SL062003-22</title>
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<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>Pakistan police Vajpayee (India's prime minister) India government Prime Minister Qaeda ["Al-Qaeda"] cup European
</a>
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| 259 | 25 | 152 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.23.SL062003-23.html | <html>
<head>
<title>SL.P.10.R.23.SL062003-23</title>
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<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>Me/In, Inside, within President India ship nations space effort nineteen thousand
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| 227 | 21.8 | 120 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.23.SL062003-24.html | <html>
<head>
<title>SL.P.10.R.23.SL062003-24</title>
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<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>police accident ear poll, election nation, country Pakistan people people weapons
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| 227 | 21.8 | 120 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.23.SL062003-25.html | <html>
<head>
<title>SL.P.10.R.23.SL062003-25</title>
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<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>both countries Jammu & Kashmir population, people both Kashmir Pakistan Sayeed (name) Vajpayee (India's prime minister) India
</a>
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| 271 | 26.2 | 164 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-01.html | <html>
<head>
<title>SL.P.10.R.24.SL062003-01</title>
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<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>world countries is fact is that developed countries put pressure on that they should be
</a>
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| 233 | 22.4 | 126 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-02.html | <html>
<head>
<title>SL.P.10.R.24.SL062003-02</title>
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<a name="1">[1]</a> <a href="#1" id=1>indonesian city of bali in in bomb blast accused india began to be averted
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| 220 | 21.1 | 113 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-03.html | <html>
<head>
<title>SL.P.10.R.24.SL062003-03</title>
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<a name="1">[1]</a> <a href="#1" id=1>terrorist attack measures should be more effective policy american foreign minister everyone knows that indian parliament attack
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| 274 | 26.5 | 167 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-04.html | <html>
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<title>SL.P.10.R.24.SL062003-04</title>
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<a name="1">[1]</a> <a href="#1" id=1>india and rest of world for good and evil struggle because living
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| 211 | 20.2 | 104 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-05.html | <html>
<head>
<title>SL.P.10.R.24.SL062003-05</title>
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<a name="1">[1]</a> <a href="#1" id=1>agra remains of agra summit in general pervez musharraf was to chair idea
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| 219 | 21 | 112 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-06.html | <html>
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<title>SL.P.10.R.24.SL062003-06</title>
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<a name="1">[1]</a> <a href="#1" id=1>gujarat earthquake tremble raised land unsafe buildings were earth
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| 212 | 20.3 | 105 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-07.html | <html>
<head>
<title>SL.P.10.R.24.SL062003-07</title>
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<a name="1">[1]</a> <a href="#1" id=1>in past year in running affairs of vajpayee remain clear less to people
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| 217 | 20.8 | 110 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-08.html | <html>
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<title>SL.P.10.R.24.SL062003-08</title>
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<a name="1">[1]</a> <a href="#1" id=1>2.1 iraqi army 1 11:28 7.1 american forces around covered with offence to control he for iraqi army
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| 245 | 23.6 | 138 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-09.html | <html>
<head>
<title>SL.P.10.R.24.SL062003-09</title>
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<body bgcolor="white">
<a name="1">[1]</a> <a href="#1" id=1>UTC 16:35 4.1 in america indian companies to work not to be given to make proposal
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| 228 | 21.9 | 121 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-10.html | <html>
<head>
<title>SL.P.10.R.24.SL062003-10</title>
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<a name="1">[1]</a> <a href="#1" id=1>securities scam in harshad mehta and three others to 5 @-@ 5 years
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| 212 | 20.3 | 105 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-11.html | <html>
<head>
<title>SL.P.10.R.24.SL062003-11</title>
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<a name="1">[1]</a> <a href="#1" id=1>defense minister threat
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| 169 | 16 | 62 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-12.html | <html>
<head>
<title>SL.P.10.R.24.SL062003-12</title>
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<a name="1">[1]</a> <a href="#1" id=1>india from neighbouring countries to maintain friendly relations in favour
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| 220 | 21.1 | 113 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-13.html | <html>
<head>
<title>SL.P.10.R.24.SL062003-13</title>
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<a name="1">[1]</a> <a href="#1" id=1>manmohan not drums new delhi 31 august capital new delhi there was not @-@ revolution murdabad ' slogans and not
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| 258 | 24.9 | 151 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-14.html | <html>
<head>
<title>SL.P.10.R.24.SL062003-14</title>
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<a name="1">[1]</a> <a href="#1" id=1>world bank president james by india ' s economic development appreciation visit yashwant sinha accepted invitation
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| 260 | 25.1 | 153 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-15.html | <html>
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<title>SL.P.10.R.24.SL062003-15</title>
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<a name="1">[1]</a> <a href="#1" id=1>g @-@ 8 summit violence june 2 as leading countries 8 summit all over continued
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| 225 | 21.6 | 118 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-16.html | <html>
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<title>SL.P.10.R.24.SL062003-16</title>
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<a name="1">[1]</a> <a href="#1" id=1>professional lack will not be allowed to be june 2 central human resources minister said
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| 234 | 22.5 | 127 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-17.html | <html>
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<title>SL.P.10.R.24.SL062003-17</title>
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<a name="1">[1]</a> <a href="#1" id=1>vajpayee sonia s visit to new zeal in kashmir june is atmosphere
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| 210 | 20.1 | 103 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-18.html | <html>
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<title>SL.P.10.R.24.SL062003-18</title>
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<a name="1">[1]</a> <a href="#1" id=1>poll of india journey of right way june 2 indian space kasturirangan will be sent
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| 227 | 21.8 | 120 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-19.html | <html>
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<title>SL.P.10.R.24.SL062003-19</title>
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<a name="1">[1]</a> <a href="#1" id=1>military in to take stock june 2 rajasthan border jaisalmer district in stock yesterday began
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| 239 | 23 | 132 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-20.html | <html>
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<title>SL.P.10.R.24.SL062003-20</title>
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<a name="1">[1]</a> <a href="#1" id=1>government project ' tiger ' successful project june 2 environment and forests of ministry
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| 236 | 22.7 | 129 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-21.html | <html>
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<a name="1">[1]</a> <a href="#1" id=1>crime
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| 151 | 14.2 | 44 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-22.html | <html>
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<title>SL.P.10.R.24.SL062003-22</title>
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<a name="1">[1]</a> <a href="#1" id=1>india pakistan deeds to answer capable of
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| 187 | 17.8 | 80 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-23.html | <html>
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<title>SL.P.10.R.24.SL062003-23</title>
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<a name="1">[1]</a> <a href="#1" id=1>sun enrich nation to make plan kanchipuram june 19
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| 196 | 18.7 | 89 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-24.html | <html>
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<title>SL.P.10.R.24.SL062003-24</title>
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<a name="1">[1]</a> <a href="#1" id=1>roadways bus and impact
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| 169 | 16 | 62 | html |
pyrouge | pyrouge-master/pyrouge/tests/data/systems/SL.P.10.R.24.SL062003-25.html | <html>
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<title>SL.P.10.R.24.SL062003-25</title>
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<a name="1">[1]</a> <a href="#1" id=1>india and pakistan in kashmir can become medium @-@ mooftee srinagar june 20
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| 222 | 21.3 | 115 | html |
pyrouge | pyrouge-master/pyrouge/utils/__init__.py | 0 | 0 | 0 | py | |
pyrouge | pyrouge-master/pyrouge/utils/argparsers.py | import argparse
io_parser = argparse.ArgumentParser(add_help=False)
io_parser.add_argument(
'-i', '--input-files-dir',
help="Path of the directory containing the files to be converted.",
type=str, action="store", dest="input_dir",
required=True
)
io_parser.add_argument(
'-o', '--output-files-di... | 2,832 | 31.94186 | 78 | py |
pyrouge | pyrouge-master/pyrouge/utils/file_utils.py | from __future__ import print_function, unicode_literals, division
import os
import re
import codecs
import xml.etree.ElementTree as et
from pyrouge.utils import log
class DirectoryProcessor:
@staticmethod
def process(input_dir, output_dir, function):
"""
Apply function to all files in input... | 2,644 | 29.056818 | 77 | py |
pyrouge | pyrouge-master/pyrouge/utils/log.py | import logging
def get_console_logger(name, level=logging.INFO):
logFormatter = logging.Formatter(
"%(asctime)s [%(threadName)-12.12s] [%(levelname)-5.5s] %(message)s")
logger = logging.getLogger(name)
if not logger.handlers:
logger.setLevel(level)
ch = logging.StreamHandler()
... | 503 | 27 | 78 | py |
pyrouge | pyrouge-master/pyrouge/utils/sentence_splitter.py | from __future__ import print_function, unicode_literals, division
from pyrouge.utils import log
from pyrouge.utils.string_utils import cleanup
from pyrouge.utils.file_utils import DirectoryProcessor
class PunktSentenceSplitter:
"""
Splits sentences using the NLTK Punkt sentence tokenizer. If installed,
P... | 2,062 | 37.924528 | 78 | py |
pyrouge | pyrouge-master/pyrouge/utils/string_utils.py | from __future__ import print_function, unicode_literals, division
import re
def remove_newlines(s):
p = re.compile("[\n|\r\n|\n\r]")
s = re.sub(p, " ", s)
s = remove_extraneous_whitespace(s)
return s
def remove_extraneous_whitespace(s):
p = re.compile("(\s+)")
s = re.sub(p, " ", s)
retu... | 373 | 16.809524 | 65 | py |
null | cmaes-main/README.md | # CMA-ES
[](./LICENSE) [](https://pypistats.org/packages/cmaes)
Lightweight Covariance Matrix Adaptation Evolution Strategy (CMA-ES) [1] implementation.
![visualize-... | 16,767 | 39.114833 | 451 | md |
null | cmaes-main/fuzzing.py | import sys
import atheris
import hypothesis.extra.numpy as npst
from hypothesis import given, strategies as st
from cmaes import CMA
@given(data=st.data())
def test_cma_tell(data):
dim = data.draw(st.integers(min_value=2, max_value=100))
mean = data.draw(npst.arrays(dtype=float, shape=dim))
sigma = data.... | 1,033 | 26.210526 | 76 | py |
null | cmaes-main/setup.py | from setuptools import setup
if __name__ == "__main__":
setup()
| 69 | 13 | 28 | py |
null | cmaes-main/.github/ISSUE_TEMPLATE/bug_report.md | ---
name: "Bug report"
about: Create a bug report to improve cmaes
title: ""
labels: bug
assignees: ''
---
# Bug reports
*Please file a bug report here.*
## Expected Behavior
*Please describe the behavior you are expecting*
## Current Behavior and Steps to Reproduce
*What is the current behavior? Please provide ... | 566 | 19.25 | 150 | md |
null | cmaes-main/.github/ISSUE_TEMPLATE/feature_request.md | ---
name: "Feature request"
about: Suggest an idea for new features in cmaes.
title: ""
labels: enhancement
assignees: ''
---
# Feature Request
*Please write your suggestion here.*
| 185 | 12.285714 | 49 | md |
null | cmaes-main/.github/workflows/examples.yml | name: Run examples
on:
pull_request:
paths:
- '.github/workflows/examples.yml'
- 'examples/**.py'
- 'cmaes/**.py'
jobs:
examples:
runs-on: ubuntu-latest
strategy:
matrix:
python-version: ["3.7", "3.8", "3.9", "3.10", "3.11"]
steps:
- uses: actions/checkout@v2
... | 1,624 | 30.25 | 61 | yml |
null | cmaes-main/.github/workflows/pypi-publish.yml | name: Publish distributions to TestPyPI and PyPI
on:
push:
tags:
- v*.*.*
jobs:
build-n-publish:
name: Build and publish Python distributions to TestPyPI and PyPI
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v2
- name: Set up Python
uses: actions/setup-python@v4
w... | 1,425 | 25.90566 | 95 | yml |
null | cmaes-main/.github/workflows/tests.yml | name: Run tests and linters
on:
pull_request:
paths:
- '.github/workflows/tests.yml'
- 'pyproject.toml'
- '**.py'
jobs:
lint:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v2
- name: Set up Python
uses: actions/setup-python@v4
with:
pyth... | 1,211 | 26.545455 | 79 | yml |
null | cmaes-main/benchmark/README.md | # Continuous benchmarking using kurobako and GitHub Actions
Benchmark scripts are built on [kurobako](https://github.com/sile/kurobako).
See [Introduction to Kurobako: A Benchmark Tool for Hyperparameter Optimization Algorithms](https://medium.com/optuna/kurobako-a2e3f7b760c7) for more details.
## How to run benchmar... | 1,578 | 35.72093 | 158 | md |
null | cmaes-main/benchmark/optuna_solver.py | import argparse
import optuna
import warnings
from kurobako import solver
from kurobako.solver.optuna import OptunaSolverFactory
warnings.filterwarnings(
"ignore",
category=optuna.exceptions.ExperimentalWarning,
module="optuna.samplers._cmaes",
)
parser = argparse.ArgumentParser()
parser.add_argument(
... | 5,019 | 31.597403 | 88 | py |
null | cmaes-main/benchmark/problem_himmelblau.py | from kurobako import problem
from kurobako.problem import Problem
from typing import List
from typing import Optional
class HimmelblauEvaluator(problem.Evaluator):
def __init__(self, params: List[Optional[float]]):
self._x1, self._x2 = params
self._current_step = 0
def evaluate(self, next_st... | 1,400 | 27.02 | 62 | py |
null | cmaes-main/benchmark/problem_rastrigin.py | import sys
import numpy as np
from kurobako import problem
from kurobako.problem import Problem
from typing import List
from typing import Optional
class RastriginEvaluator(problem.Evaluator):
def __init__(self, params: List[Optional[float]]):
self.n = len(params)
self.x = np.array(params, dtype... | 1,537 | 26.464286 | 81 | py |
null | cmaes-main/benchmark/problem_rosenbrock.py | from kurobako import problem
from kurobako.problem import Problem
from typing import List
from typing import Optional
class RosenbrockEvaluator(problem.Evaluator):
"""
See https://www.sfu.ca/~ssurjano/rosen.html
"""
def __init__(self, params: List[Optional[float]]):
self._x1, self._x2 = para... | 1,428 | 26.480769 | 73 | py |
null | cmaes-main/benchmark/problem_six_hump_camel.py | from kurobako import problem
from kurobako.problem import Problem
from typing import List
from typing import Optional
class SixHumpCamelEvaluator(problem.Evaluator):
"""
See https://www.sfu.ca/~ssurjano/camel6.html
"""
def __init__(self, params: List[Optional[float]]):
self._x1, self._x2 = p... | 1,564 | 26.946429 | 73 | py |
null | cmaes-main/benchmark/runner.sh | #!/bin/sh
set -e
KUROBAKO=${KUROBAKO:-kurobako}
DIR=$(cd $(dirname $0); pwd)
REPEATS=${REPEATS:-5}
BUDGET=${BUDGET:-300}
SEED=${SEED:-1}
DIM=${DIM:-2}
SURROGATE_ROOT=${SURROGATE_ROOT:-$(dirname $DIR)/tmp/surrogate-models}
WARM_START=${WARM_START:-0}
usage() {
cat <<EOF
$(basename ${0}) is an entrypoint to run be... | 3,429 | 34 | 137 | sh |
null | cmaes-main/cmaes/__init__.py | from ._cma import CMA # NOQA
from ._sepcma import SepCMA # NOQA
from ._warm_start import get_warm_start_mgd # NOQA
from ._cmawm import CMAwM # NOQA
from ._xnes import XNES # NOQA
from ._dxnesic import DXNESIC # NOQA
__version__ = "0.9.1"
| 245 | 26.333333 | 51 | py |
null | cmaes-main/cmaes/_cma.py | from __future__ import annotations
import math
import numpy as np
from typing import Any
from typing import cast
from typing import Optional
_EPS = 1e-8
_MEAN_MAX = 1e32
_SIGMA_MAX = 1e32
class CMA:
"""CMA-ES stochastic optimizer class with ask-and-tell interface.
Example:
.. code::
... | 18,928 | 33.106306 | 96 | py |
null | cmaes-main/cmaes/_cmawm.py | from __future__ import annotations
import functools
import numpy as np
from typing import cast
from typing import Optional
from cmaes import CMA
from cmaes._cma import _is_valid_bounds
try:
from scipy import stats
chi2_ppf = functools.partial(stats.chi2.ppf, df=1)
norm_cdf = stats.norm.cdf
except Impo... | 13,077 | 35.530726 | 98 | py |
null | cmaes-main/cmaes/_dxnesic.py | from __future__ import annotations
import math
import sys
import numpy as np
from typing import cast
from typing import Optional
_EPS = 1e-8
_MEAN_MAX = 1e32
_SIGMA_MAX = 1e32
class DXNESIC:
"""DX-NES-IC stochastic optimizer class with ask-and-tell interface.
Example:
.. code::
impo... | 14,612 | 31.187225 | 96 | py |
null | cmaes-main/cmaes/_sepcma.py | from __future__ import annotations
import math
import numpy as np
from typing import Any
from typing import cast
from typing import Optional
_EPS = 1e-8
_MEAN_MAX = 1e32
_SIGMA_MAX = 1e32
class SepCMA:
"""Separable CMA-ES stochastic optimizer class with ask-and-tell interface.
Example:
.. code::... | 12,013 | 31.646739 | 96 | py |
null | cmaes-main/cmaes/_stats.py | import math
import numpy as np
@np.vectorize
def norm_cdf(x: float, loc: float = 0.0, scale: float = 1.0) -> float:
x = (x - loc) / scale
x = x / 2**0.5
z = abs(x)
if z < 1 / 2**0.5:
y = 0.5 + 0.5 * math.erf(x)
else:
y = 0.5 * math.erfc(z)
if x > 0:
y = 1.0 - y... | 1,001 | 20.319149 | 70 | py |
null | cmaes-main/cmaes/_warm_start.py | from __future__ import annotations
import math
import numpy as np
def get_warm_start_mgd(
source_solutions: list[tuple[np.ndarray, float]],
gamma: float = 0.1,
alpha: float = 0.1,
) -> tuple[np.ndarray, float, np.ndarray]:
"""Estimates a promising distribution of the source task, then
returns a m... | 2,483 | 30.05 | 84 | py |
null | cmaes-main/cmaes/_xnes.py | from __future__ import annotations
import math
import numpy as np
from typing import cast
from typing import Optional
_EPS = 1e-8
_MEAN_MAX = 1e32
_SIGMA_MAX = 1e32
class XNES:
"""xNES stochastic optimizer class with ask-and-tell interface.
Example:
.. code::
import numpy as np
... | 9,031 | 30.58042 | 96 | py |
null | cmaes-main/cmaes/cma.py | import warnings
from ._cma import CMA
__all__ = ["CMA"]
warnings.warn(
"This module is deprecated. Please import CMA class from the "
"package root (ex: from cmaes import CMA).",
FutureWarning,
)
| 211 | 16.666667 | 66 | py |
null | cmaes-main/examples/bipop_cmaes.py | import math
import numpy as np
from cmaes import CMA
def ackley(x1, x2):
return (
-20 * math.exp(-0.2 * math.sqrt(0.5 * (x1**2 + x2**2)))
- math.exp(0.5 * (math.cos(2 * math.pi * x1) + math.cos(2 * math.pi * x2)))
+ math.e
+ 20
)
def main():
seed = 0
rng = np.random.R... | 2,457 | 30.922078 | 83 | py |
null | cmaes-main/examples/cmaes_with_margin_binary.py | import numpy as np
from cmaes import CMAwM
def ellipsoid_onemax(x, n_zdim):
n = len(x)
n_rdim = n - n_zdim
r = 10
if len(x) < 2:
raise ValueError("dimension must be greater one")
ellipsoid = sum([(1000 ** (i / (n_rdim - 1)) * x[i]) ** 2 for i in range(n_rdim)])
onemax = n_zdim - (0.0 <... | 1,357 | 27.291667 | 86 | py |
null | cmaes-main/examples/cmaes_with_margin_integer.py | import numpy as np
from cmaes import CMAwM
def ellipsoid_int(x, _):
n = len(x)
if len(x) < 2:
raise ValueError("dimension must be greater one")
return sum([(1000 ** (i / (n - 1)) * x[i]) ** 2 for i in range(n)])
def main():
integer_dim, continuous_dim = 10, 10
dim = integer_dim + continu... | 1,219 | 26.727273 | 83 | py |
null | cmaes-main/examples/ellipsoid_function.py | import numpy as np
from cmaes import CMA
def ellipsoid(x):
n = len(x)
if len(x) < 2:
raise ValueError("dimension must be greater one")
return sum([(1000 ** (i / (n - 1)) * x[i]) ** 2 for i in range(n)])
def main():
dim = 40
optimizer = CMA(mean=3 * np.ones(dim), sigma=2.0)
print(" ev... | 815 | 21.666667 | 71 | py |
null | cmaes-main/examples/ipop_cmaes.py | import math
import numpy as np
from cmaes import CMA
def ackley(x1, x2):
return (
-20 * math.exp(-0.2 * math.sqrt(0.5 * (x1**2 + x2**2)))
- math.exp(0.5 * (math.cos(2 * math.pi * x1) + math.cos(2 * math.pi * x2)))
+ math.e
+ 20
)
def main():
seed = 0
rng = np.random.R... | 1,672 | 28.875 | 83 | py |
null | cmaes-main/examples/optuna_sampler.py | import optuna
def objective(trial: optuna.Trial):
x1 = trial.suggest_float("x1", -4, 4)
x2 = trial.suggest_float("x2", -4, 4)
return (x1 - 3) ** 2 + (10 * (x2 + 2)) ** 2
def main():
optuna.logging.set_verbosity(optuna.logging.INFO)
study = optuna.create_study(sampler=optuna.samplers.CmaEsSampler... | 430 | 22.944444 | 71 | py |
null | cmaes-main/examples/quadratic_function.py | import numpy as np
from cmaes import CMA
def quadratic(x1, x2):
return (x1 - 3) ** 2 + (10 * (x2 + 2)) ** 2
def main():
optimizer = CMA(mean=np.zeros(2), sigma=1.3)
print(" g f(x1,x2) x1 x2 ")
print("=== ========== ====== ======")
while True:
solutions = []
for _... | 741 | 22.1875 | 59 | py |
null | cmaes-main/examples/sepcma_ellipsoid_function.py | import numpy as np
from cmaes import SepCMA
def ellipsoid(x):
n = len(x)
if len(x) < 2:
raise ValueError("dimension must be greater one")
return sum([(1000 ** (i / (n - 1)) * x[i]) ** 2 for i in range(n)])
def main():
dim = 40
optimizer = SepCMA(mean=3 * np.ones(dim), sigma=2.0)
prin... | 821 | 21.833333 | 71 | py |
null | cmaes-main/examples/ws_cma_es.py | import numpy as np
from cmaes import CMA, get_warm_start_mgd
def source_task(x1: float, x2: float) -> float:
b = 0.4
return (x1 - b) ** 2 + (x2 - b) ** 2
def target_task(x1: float, x2: float) -> float:
b = 0.6
return (x1 - b) ** 2 + (x2 - b) ** 2
def main() -> None:
# Generate solutions from a... | 1,314 | 25.3 | 61 | py |
null | cmaes-main/tests/__init__.py | 0 | 0 | 0 | py | |
null | cmaes-main/tests/test_boundary.py | import numpy as np
from unittest import TestCase
from cmaes import CMA, SepCMA
CMA_CLASSES = [CMA, SepCMA]
class TestCMABoundary(TestCase):
def test_valid_dimension(self):
for CmaClass in CMA_CLASSES:
with self.subTest(f"Class: {CmaClass.__name__}"):
CmaClass(
... | 2,117 | 38.962264 | 88 | py |
null | cmaes-main/tests/test_cmawm.py | import warnings
import numpy as np
from numpy.testing import assert_almost_equal
from unittest import TestCase
from cmaes import CMA, CMAwM
class TestCMAwM(TestCase):
def test_no_discrete_spaces(self):
mean = np.zeros(2)
bounds = np.array([[-10, 10], [-10, 10]])
steps = np.array([0, 0])
... | 1,229 | 33.166667 | 77 | py |
null | cmaes-main/tests/test_compress_symmetric.py | import numpy as np
from unittest import TestCase
from cmaes._cma import _decompress_symmetric, _compress_symmetric
class TestCompressSymmetric(TestCase):
def test_compress_symmetric_odd(self):
sym2d = np.array([[1, 2], [2, 3]])
actual = _compress_symmetric(sym2d)
expected = np.array([1, 2,... | 1,137 | 36.933333 | 65 | py |
null | cmaes-main/tests/test_fuzzing.py | import hypothesis.extra.numpy as npst
import unittest
from hypothesis import given, strategies as st
from cmaes import CMA, SepCMA
class TestFuzzing(unittest.TestCase):
@given(
data=st.data(),
)
def test_cma_tell(self, data):
dim = data.draw(st.integers(min_value=2, max_value=100))
... | 2,051 | 31.0625 | 80 | py |
null | cmaes-main/tests/test_stats.py | import math
from unittest import TestCase
from cmaes import _stats
# Test Cases in this file is generated by SciPy v1.9.3
class TestNormCDF(TestCase):
def test_standard_normal_distribution(self):
self.assertAlmostEqual(_stats.norm_cdf(-30), 4.906713927147907e-198, places=205)
self.assertAlmostEqu... | 1,486 | 38.131579 | 88 | py |
null | cmaes-main/tests/test_termination_criterion.py | import numpy as np
from unittest import TestCase
from cmaes import CMA
class TestTerminationCriterion(TestCase):
def test_stop_if_objective_values_are_not_changed(self):
optimizer = CMA(mean=np.zeros(2), sigma=1.3)
popsize = optimizer.population_size
rng = np.random.RandomState(seed=1)
... | 906 | 32.592593 | 75 | py |
null | cmaes-main/tests/test_warm_start.py | import numpy as np
from unittest import TestCase
from cmaes import CMA, get_warm_start_mgd
class TestWarmStartCMA(TestCase):
def test_dimension(self):
optimizer = CMA(mean=np.zeros(10), sigma=1.3)
source_solutions = [(optimizer.ask(), 0.0) for _ in range(100)]
ws_mean, ws_sigma, ws_cov = g... | 400 | 29.846154 | 72 | py |
null | cmaes-main/tools/cmaes_visualizer.py | """
Usage:
cmaes_visualizer.py OPTIONS
Optional arguments:
-h, --help show this help message and exit
--function {quadratic,himmelblau,rosenbrock,six-hump-camel}
--seed SEED
--frames FRAMES
--interval INTERVAL
--pop-per-frame POP_PER_FRAME
--restart-strategy {ipop,bipop}
Example:
python3 ... | 8,221 | 26.315615 | 88 | py |
null | cmaes-main/tools/optuna_profile.py | import argparse
import cProfile
import logging
import pstats
import optuna
parser = argparse.ArgumentParser()
parser.add_argument("--storage", choices=["memory", "sqlite"], default="memory")
parser.add_argument("--params", type=int, default=100)
parser.add_argument("--trials", type=int, default=1000)
args = parser.par... | 1,103 | 25.285714 | 80 | py |
null | cmaes-main/tools/ws_cmaes_visualizer.py | """
Usage:
python3 tools/ws_cmaes_visualizer.py OPTIONS
Optional arguments:
-h, --help show this help message and exit
--function {quadratic,himmelblau,rosenbrock,six-hump-camel,sphere,rot-ellipsoid}
--seed SEED
--alpha ALPHA
--gamma GAMMA
--frames FRAMES
--interval INTERVAL
--pop-per-fram... | 7,172 | 23.233108 | 99 | py |
OLED | OLED-master/README.md | # OLED: Online Learning of Event Definitions
``OLED`` is an online ('single-pass') Inductive Logic Programming system for learning logical theories from data streams. It has been designed having in mind the construction of knowledge bases for event recognition applications, in the form of domain-specific axioms in th... | 5,667 | 59.946237 | 603 | md |
OLED | OLED-master/install-scripts/install.sh | #!/usr/bin/env bash
# Link logger
source logger.sh
# Installing useful packages
log_info "Installing various packages."
sudo apt-get install bison re2c scons gcc libtbb-dev python2.7-dev lua5.2-dev wget
# Check if external dependencies directory exists
if [ ! -d ../external_dependencies ]; then
# Create install... | 2,420 | 33.098592 | 162 | sh |