diff --git a/examples/Times World University Rankings 2011-16.csv b/examples/Times World University Rankings 2011-16.csv
new file mode 100644
index 0000000..7c251b9
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+++ b/examples/Times World University Rankings 2011-16.csv	
@@ -0,0 +1,2591 @@
+World_Rank,University_Name,Country,Teaching_Rating,Inter_Outlook_Rating,Research_Rating,Citations_Rating,Industry_Income_Rating,Num_Students,Student/Staff_Ratio,%_Inter_Students,%_Female_Students,Year
+1,Harvard University,United States of America,99.7,72.4,98.7,98.8,34.5,20152,8.9,25,,2011
+2,California Institute of Technology,United States of America,97.7,54.6,98,99.9,83.7,2243,6.9,27,33,2011
+3,Massachusetts Institute of Technology,United States of America,97.8,82.3,91.4,99.9,87.5,11074,9,33,37,2011
+4,Stanford University,United States of America,98.3,29.5,98.1,99.2,64.3,15596,7.8,22,42,2011
+5,Princeton University,United States of America,90.9,70.3,95.4,99.9,,7929,8.4,27,45,2011
+6,University of Cambridge,United Kingdom,90.5,77.7,94.1,94,57,18812,11.8,34,46,2011
+6,University of Oxford,United Kingdom,88.2,77.2,93.9,95.1,73.5,19919,11.6,34,46,2011
+8,"University of California, Berkeley",United States of America,84.2,39.6,99.3,97.8,,36186,16.4,15,50,2011
+9,Imperial College London,United Kingdom,89.2,90,94.5,88.3,92.9,15060,11.7,51,37,2011
+10,Yale University,United States of America,92.1,59.2,89.7,91.5,,11751,4.4,20,50,2011
+11,"University of California, Los Angeles",United States of America,83,48.1,92.9,93.2,,38206,10.3,15,52,2011
+12,University of Chicago,United States of America,79.1,62.8,87.9,96.9,,14221,6.9,21,42,2011
+13,Johns Hopkins University,United States of America,80.9,58.5,89.2,92.3,100,15128,3.6,23,50,2011
+14,Cornell University,United States of America,82.2,62.4,88.8,88.1,34.7,21424,10.2,19,48,2011
+15,ETH Zurich – Swiss Federal Institute of Technology Zurich,Switzerland,77.5,93.7,87.8,83.1,,18178,14.7,37,31,2011
+15,University of Michigan,United States of America,83.9,53.3,89.1,84.1,59.6,41786,9,16,48,2011
+17,University of Toronto,Canada,75.8,,87.9,82.2,,66198,19.5,15,,2011
+18,Columbia University,United States of America,73.8,90.9,73.8,92.6,,25055,5.9,28,,2011
+19,University of Pennsylvania,United States of America,71.8,32.9,82.7,93.6,43.7,20376,6.5,20,51,2011
+20,Carnegie Mellon University,United States of America,70.3,39.1,79.3,95.7,53.7,11885,13.1,35,39,2011
+21,University of Hong Kong,Hong Kong,68.4,91.4,71.4,96.1,56.5,19835,17.6,38,53,2011
+22,University College London,United Kingdom,74,90.8,81.6,80.6,39,26607,10.7,46,56,2011
+23,University of Washington,United States of America,68.2,49,77.1,95.9,32.8,44020,11.8,13,53,2011
+24,Duke University,United States of America,66.8,49.4,71.5,92.3,100,15172,4.8,17,49,2011
+25,Northwestern University,United States of America,64.5,60.5,68.8,95.3,,18334,13.8,15,48,2011
+26,University of Tokyo,Japan,87.7,18.4,91.9,58.1,,26199,5.7,10,,2011
+27,Georgia Institute of Technology,United States of America,67.9,73.2,72.6,83.2,95.1,19967,20.1,26,31,2011
+28,Pohang University of Science and Technology,South Korea,69.5,32.6,62.5,96.5,100,3055,10.1,4,20,2011
+29,"University of California, Santa Barbara",United States of America,56.6,64.3,68,98.8,89.8,22020,27.3,11,52,2011
+30,University of British Columbia,Canada,65.1,93.3,74.8,80.3,42.6,50152,17.6,25,54,2011
+30,University of North Carolina at Chapel Hill,United States of America,70.9,21.5,75.1,85,50.2,26518,7.3,8,58,2011
+32,"University of California, San Diego",United States of America,59.8,31.6,76.3,90.8,51.8,27233,6.5,11,48,2011
+33,University of Illinois at UrbanaChampaign,United States of America,68.1,55.9,80.9,72.9,,42727,18.7,20,47,2011
+34,National University of Singapore,Singapore,65.5,97.8,72.6,78.7,40.5,31592,15.5,34,49,2011
+35,McGill University,Canada,69,85.9,74.9,69,,31326,13.7,23,56,2011
+36,University of Melbourne,Australia,58.7,88,69.2,83.3,47.7,40128,23.7,35,55,2011
+37,Peking University,China,76.4,68.6,61.3,72.2,98.6,40148,8.3,14,,2011
+38,Washington University in St Louis,United States of America,58.9,56.4,63,88.6,,12528,5.7,17,,2011
+39,École Polytechnique,France,57.9,77.9,56.1,91.4,,2429,4.8,30,18,2011
+40,University of Edinburgh,United Kingdom,59.9,67.3,61.9,86.8,42.2,25774,14.1,36,58,2011
+41,Hong Kong University of Science and Technology,Hong Kong,50.4,97.4,51.8,98.2,64.1,11385,23.8,36,,2011
+42,École Normale Supérieure,France,66.8,44.9,48.2,95.7,30.7,2400,7.9,20,46,2011
+43,Australian National University,Australia,51.9,93.9,62.4,81,,14604,19.2,35,52,2011
+43,Karolinska Institute,Sweden,65.8,,72.7,62.3,73.3,7774,11.5,22,70,2011
+43,University of Göttingen,Germany,57.3,44.5,55.9,92.5,31.7,25581,25.6,12,51,2011
+47,Rice University,United States of America,57.4,31.2,50.6,99.1,29.2,6333,9,26,44,2011
+48,École Polytechnique Fédérale de Lausanne,Switzerland,55,100,56.1,83.8,38,9666,10.5,54,27,2011
+49,"University of California, Irvine",United States of America,49.4,66.3,54.7,91.6,,26614,16.1,16,52,2011
+49,University of Science and Technology of China,China,57.5,,48.6,92.7,30.3,14290,7.9,2,,2011
+51,Vanderbilt University,United States of America,64.9,22.1,59.5,78.1,84.2,12161,3.6,10,52,2011
+52,University of Minnesota,United States of America,57.6,23,69.1,76.4,,46825,18,13,52,2011
+53,Tufts University,United States of America,64.1,28.3,52.3,83.9,,10410,10,14,54,2011
+54,"University of California, Davis",United States of America,57.3,60.5,70.7,68.8,48,35364,13.9,13,54,2011
+55,Brown University,United States of America,59.7,60.5,57,77.7,,8653,10.1,19,,2011
+56,University of Massachusetts,United States of America,61.3,22.6,72.6,67.9,53.9,56959,13,11,49,2011
+57,Kyoto University,Japan,78.9,18.4,77.7,46.3,67.1,22809,5.6,7,,2011
+58,Tsinghua University,China,74.9,43,66.6,52.7,97.8,39763,13.7,10,32,2011
+59,Boston University,United States of America,53.6,38.1,51.9,91.4,29.6,24789,8.6,17,58,2011
+60,New York University,United States of America,62,31.8,50.7,82.9,,42056,6.8,19,55,2011
+61,Emory University,United States of America,63.4,52.3,48.4,77.8,,12338,4.5,18,56,2011
+61,LMU Munich,Germany,59.1,43.1,57.5,76.4,40.4,35691,15.5,13,62,2011
+63,University of Notre Dame,United States of America,56.4,35.6,45.1,89.1,,11829,13.8,10,44,2011
+64,University of Pittsburgh,United States of America,58.5,25.2,58.3,78.3,37.9,26485,5.8,10,51,2011
+65,Case Western Reserve University,United States of America,67.2,56.5,53.8,66,,9259,6.4,17,48,2011
+66,Ohio State University,United States of America,63.5,64,54.9,67.2,,51462,13.4,12,49,2011
+67,University of Colorado Boulder,United States of America,46.4,31.7,58.1,83.4,,29325,16.1,8,45,2011
+68,University of Bristol,United Kingdom,49.6,67.2,53.1,80.9,36.2,17906,14,25,53,2011
+68,"University of California, Santa Cruz",United States of America,38.3,16.7,50.4,99.6,,17404,22.7,1,53,2011
+68,Yeshiva University,United States of America,63.5,53.3,46.7,74.4,,6753,5.5,7,53,2011
+71,University of Sydney,Australia,49.8,89.6,61.9,64.3,90.8,41868,20.2,28,57,2011
+72,University of Virginia,United States of America,62,42.2,55.4,68.6,,23845,10.2,12,52,2011
+73,University of Adelaide,Australia,46.5,87.5,38.8,90.5,52.7,20771,30.1,26,48,2011
+73,University of Southern California,United States of America,65.4,31.2,48.7,71.9,,36534,12.9,20,52,2011
+75,William & Mary,United States of America,53.1,20.9,36.1,95.6,,7867,11.8,7,54,2011
+76,Trinity College Dublin,Republic of Ireland,47.7,84.2,45.3,84.4,31.6,15521,18,25,57,2011
+77,King’s College London,United Kingdom,48.5,85.9,54.5,72.1,44.1,21394,11.4,37,61,2011
+78,Stony Brook University,United States of America,48.5,52.2,43.6,85.8,,21908,10.9,24,50,2011
+79,Korea Advanced Institute of Science and Technology (KAIST),South Korea,71.3,36.7,63.4,45.5,100,9027,10,9,20,2011
+79,University of Sussex,United Kingdom,42.4,72.8,42.4,91.6,29.1,12001,17.4,35,54,2011
+81,The University of Queensland,Australia,51.8,74.2,53.4,69,57.1,34718,32.7,27,53,2011
+81,University of York,United Kingdom,47.9,66.6,46.2,81.9,36.2,,,,,2011
+83,Heidelberg University,Germany,59.2,63.4,47.5,70.3,39.1,28881,24.5,17,55,2011
+83,University of Utah,United States of America,55.8,22.5,54.2,72,,25674,16.9,9,45,2011
+85,Durham University,United Kingdom,39.8,65.7,44.1,91,33.9,15489,15.7,24,54,2011
+86,London School of Economics and Political Science,United Kingdom,62.4,99.5,56.2,51.6,38.4,,,,,2011
+87,University of Manchester,United Kingdom,56.5,79.1,56.2,59.2,39,34938,15.3,34,52,2011
+88,"Royal Holloway, University of London",United Kingdom,37.7,92.9,36.2,93.2,30.5,8747,15.9,37,57,2011
+89,Lund University,Sweden,46.3,56.8,60.8,67.6,33.2,28251,11.5,15,,2011
+90,University of Southampton,United Kingdom,50.8,69,47.8,72.9,37.7,20925,13.5,29,53,2011
+90,University of Zurich,Switzerland,56.6,87.9,47,65,43.8,26583,6.5,19,57,2011
+90,Wake Forest University,United States of America,54.6,24.4,42.9,79.2,,7326,4.6,5,51,2011
+93,McMaster University,Canada,44.7,,58.7,68.5,,23823,19.3,15,53,2011
+94,University College Dublin,Republic of Ireland,42.4,87,36.6,86.3,,22193,24.5,23,,2011
+95,George Washington University,United States of America,60.6,39.6,43.1,70.2,,20541,12,16,56,2011
+95,University of Arizona,United States of America,52.4,21.9,52.2,70.1,84.2,36429,12.7,8,52,2011
+95,University of Basel,Switzerland,50.2,91.3,37.1,78.3,45.8,12551,17.3,24,54,2011
+98,"University of Maryland, College Park",United States of America,45.4,35.4,48.6,79.2,,31331,8.4,9,48,2011
+99,Dartmouth College,United States of America,44.7,31,49.2,79.7,,6178,6.6,16,47,2011
+100,École Normale Supérieure de Lyon,France,51.1,37.6,34.4,88.8,26.1,2218,8,14,49,2011
+101,Technical University of Munich,Germany,50.4,85.3,43.2,71.2,,35565,31.5,20,33,2011
+102,University of Helsinki,Finland,49,24.2,51.4,75.4,30.2,23505,15.1,6,66,2011
+103,University of St Andrews,United Kingdom,44.8,85.7,47.7,72.9,32.6,8338,12.7,47,56,2011
+104,Rensselaer Polytechnic Institute,United States of America,50.5,48,54.6,64.9,,6671,15,16,30,2011
+105,"Rutgers, the State University of New Jersey",United States of America,53.4,26.8,64.7,55.7,,37032,17.3,8,51,2011
+106,Purdue University,United States of America,57,62.6,67.8,43.9,,39256,18.1,22,42,2011
+107,National Tsing Hua University,Taiwan,52.2,34.1,52.6,66.9,50.2,10221,13.5,5,33,2011
+107,University of Cape Town,South Africa,36.6,83.3,42.1,82.8,,20040,12.1,18,53,2011
+109,Pennsylvania State University,United States of America,46.3,19.9,49.2,77.6,44,44501,12.4,12,46,2011
+109,Seoul National University,South Korea,62.3,44.9,54.1,54.6,43,26389,13.9,10,,2011
+111,Hong Kong Baptist University,Hong Kong,32.9,71.8,32.5,97.6,26.7,10441,11,25,61,2011
+112,Bilkent University,Turkey,34.3,47.7,36.1,95.7,32.4,,,,,2011
+112,Tokyo Institute of Technology,Japan,62.9,24.8,63.4,45.5,60.5,9586,7.3,13,13,2011
+114,Eindhoven University of Technology,Netherlands,55.4,44.9,51.7,56.9,99.8,8176,16,14,19,2011
+115,National Taiwan University,Taiwan,50.3,29.2,59,61.6,35.7,31891,11.9,7,39,2011
+117,"University of California, Riverside",United States of America,38.6,63,47.4,78.3,30.5,20626,22,12,51,2011
+118,University of Geneva,Switzerland,46.6,95.7,49.7,63.1,32.7,15668,15,39,61,2011
+119,KU Leuven,Belgium,57.7,29.6,62.9,45.2,97.7,42503,41.9,18,54,2011
+120,Nanjing University,China,52.2,50.2,46.2,66,43.4,29743,13.3,10,46,2011
+120,Queen Mary University of London,United Kingdom,39.7,91,44.1,73.5,38.9,14260,14,40,52,2011
+122,Michigan State University,United States of America,50.4,30.4,52.7,63.7,,44750,15.7,15,51,2011
+122,Technical University of Denmark,Denmark,46.2,64,46.9,64.6,95.5,9990,5,18,27,2011
+124,Ghent University,Belgium,52.8,24.7,59.1,52.8,97.1,32166,34.1,9,57,2011
+124,Lancaster University,United Kingdom,43.5,73.8,41.9,74.9,28.8,11512,14.9,33,52,2011
+124,Leiden University,Netherlands,47.3,40,54.9,59.3,100,21222,17.1,10,59,2011
+127,University of Alberta,Canada,53.7,71.6,58,49.7,44.5,36299,21.6,23,55,2011
+128,University of Glasgow,United Kingdom,45.6,55.1,50.3,65.1,61,22616,16,29,57,2011
+129,Stockholm University,Sweden,36.9,,49.2,75.9,31.7,31715,23.7,8,62,2011
+130,Osaka University,Japan,61.7,20.1,63.4,40,73.4,23144,7.8,9,31,2011
+130,University of Victoria,Canada,32.9,,48.3,79.1,27.4,17581,21.5,11,56,2011
+132,Tohoku University,Japan,60.3,20.1,62.5,41.2,82.3,17200,5,7,25,2011
+132,University of Freiburg,Germany,52.4,46.2,41.4,64.3,79.8,26467,31.2,16,52,2011
+132,University of Iowa,United States of America,48.6,31.7,59.8,54.8,,27526,11.6,11,52,2011
+135,University of Bergen,Norway,39.9,66.6,42.1,73.1,41.5,11623,11.1,12,60,2011
+136,University of Lausanne,Switzerland,43.1,84.1,50.5,59.1,42.5,11964,13.1,22,,2011
+137,University of Sheffield,United Kingdom,48.9,62.7,49.2,58.4,40.3,23311,15.5,31,50,2011
+138,University of Montreal,Canada,56.1,,49.4,51.9,,38264,20.3,25,57,2011
+139,VU University Amsterdam,Netherlands,47.6,30.6,51.6,58.5,81.4,23280,16.3,6,56,2011
+140,Pierre and Marie Curie University,France,51.9,30.7,37.2,71.5,26.4,27862,8.7,18,48,2011
+140,University of Dundee,United Kingdom,34.1,54.4,41,79.3,49.3,11628,15.3,25,60,2011
+142,University of Barcelona,Spain,34.1,22.3,33.7,91.9,30,47491,12.2,10,62,2011
+143,Utrecht University,Netherlands,43.4,52.6,53,58.8,55.3,30779,15.4,7,59,2011
+144,Wageningen University and Research Center,Netherlands,58.5,24.3,48.8,53,,9248,17,21,56,2011
+145,University of Auckland,New Zealand,34.8,94.3,39.2,71.8,61.1,29787,18.9,28,54,2011
+145,University of Birmingham,United Kingdom,50.3,73.8,50.7,52.1,34.8,25295,16.4,23,54,2011
+147,Alexandria University,Egypt,29.5,19.3,28,99.8,36,127431,23.3,1,46,2011
+147,Uppsala University,Sweden,49.6,77.9,62.2,40.7,39.5,25266,18.2,12,57,2011
+149,Hong Kong Polytechnic University,Hong Kong,39.4,82.9,45.7,62.4,57.2,22064,25.9,26,51,2011
+149,University of Aberdeen,United Kingdom,37.8,86.1,45.2,64.6,47,12938,15.8,33,54,2011
+151,Delft University of Technology,Netherlands,55.5,47.4,67.7,29,99.4,15920,19.4,25,26,2011
+152,"Birkbeck, University of London",United Kingdom,41.2,88.5,35.8,70.6,27.4,9454,17.2,38,55,2011
+152,Newcastle University,United Kingdom,42.7,80.5,42.8,63.6,31.1,20174,15.2,29,50,2011
+152,University of New South Wales,Australia,49.5,70.7,48.9,51.2,60,38309,25.9,33,47,2011
+155,Pompeu Fabra University,Spain,35,44.1,33,84.7,40,10901,18.3,13,59,2011
+156,Indiana University,United States of America,48.5,37.7,42.5,63.2,,62468,13.6,13,53,2011
+156,Iowa State University,United States of America,49.3,23.2,49.6,58.2,49.6,29991,17.4,11,44,2011
+158,Georgia Health Sciences University,United States of America,67.3,16.3,41.7,48.9,50.1,,,,,2011
+159,Erasmus University Rotterdam,Netherlands,39.4,58.6,43.6,65.5,,20580,18.9,18,48,2011
+159,University of Delaware,United States of America,38.4,16.8,51.9,61.3,100,19262,15.9,10,56,2011
+161,Arizona State University,United States of America,43,24.1,44.1,66.9,,83236,29.9,9,50,2011
+161,Boston College,United States of America,40.1,31.6,33.6,78,,13216,17.4,19,54,2011
+163,National Sun YatSen University,Taiwan,46.1,21.3,50.6,58.9,37.5,9336,19.6,4,37,2011
+164,Georgetown University,United States of America,65.1,24.7,44.7,45,,15408,8.5,14,53,2011
+165,University of Amsterdam,Netherlands,42.5,38.2,49.2,60.2,38.8,24570,14.4,11,53,2011
+165,University of Liverpool,United Kingdom,40.8,59.8,47.8,59.6,40.6,18815,13.6,30,52,2011
+167,Aarhus University,Denmark,38.1,33.4,55.6,57.3,61.5,23895,13.6,14,54,2011
+168,University of Leeds,United Kingdom,46.2,50,48,55.6,38.3,27703,14.7,21,58,2011
+168,University of Würzburg,Germany,48.7,40.3,40.9,60.4,,26576,38.4,8,57,2011
+170,University of Groningen,Netherlands,41.7,35.5,56.4,54.1,34.2,24556,25.6,12,52,2011
+171,Sun Yatsen University,China,46.2,29.3,34.7,70.2,41.2,51351,16.6,8,51,2011
+172,Goethe University Frankfurt,Germany,39.2,56.1,37.3,69.5,41.6,31861,9.3,15,60,2011
+173,Bielefeld University,Germany,39.9,,35.7,70.4,,21428,67.8,8,57,2011
+174,Nanyang Technological University,Singapore,43.6,96.3,51.7,45,40,25028,16.2,33,48,2011
+174,University of East Anglia,United Kingdom,42.1,62.8,40.4,62.8,29.7,14992,14.7,28,58,2011
+174,University of Nottingham,United Kingdom,46.8,74.8,44.1,52.5,38.4,30144,15,27,54,2011
+177,University of Copenhagen,Denmark,44.1,45.8,45.7,58.3,26.1,27545,4.1,19,67,2011
+178,Humboldt University of Berlin,Germany,50.9,46.1,44.5,52,27.8,29987,52.5,16,,2011
+178,Monash University,Australia,39.4,87.1,38.8,60.5,40.8,50882,40.5,36,56,2011
+178,University of Bonn,Germany,46.8,46.8,33.8,65.3,29.4,32474,70.4,13,55,2011
+181,National Chiao Tung University,Taiwan,53.2,57.9,54.4,32.9,98.7,12646,16.6,5,27,2011
+182,RWTH Aachen University,Germany,50,63.8,42.5,48.9,56.6,37917,27.6,16,31,2011
+183,Middle East Technical University,Turkey,39.5,27.2,39.5,66.4,43.9,25779,22.2,7,44,2011
+184,University of Exeter,United Kingdom,40.4,62.8,42.5,57.9,32.2,17755,18.8,28,54,2011
+185,University of Twente,Netherlands,49.9,62.4,48.3,42,49.8,6631,12,26,37,2011
+186,University of Konstanz,Germany,42.7,93.6,40.1,51.3,,10930,59.1,12,54,2011
+187,Karlsruhe Institute of Technology,Germany,45,47.3,35.4,60.7,40,25294,24.6,16,26,2011
+187,University of Innsbruck,Austria,37.9,99.5,34.8,60.2,35,18209,16.9,39,54,2011
+189,University of Tübingen,Germany,45.9,57.8,36.3,57.3,32.3,28327,38.9,12,58,2011
+190,Drexel University,United States of America,45,60.6,35.9,58.2,27.4,20713,10.8,18,48,2011
+190,University of Cincinnati,United States of America,43.6,18.9,40.4,61.5,32.5,36108,15.7,6,54,2011
+190,Yonsei University,South Korea,43,28,48.7,52.2,40.4,24774,11.6,14,,2011
+193,Dalhousie University,Canada,41.6,44.9,50.2,48.8,,15064,14.4,18,55,2011
+193,KTH Royal Institute of Technology,Sweden,49.1,64.2,56.2,29.2,100,12062,14.6,21,30,2011
+195,University of Vienna,Austria,47.6,63.2,45.7,45.6,27,34651,20.5,25,67,2011
+196,Kent State University,United States of America,33.5,15.9,33.3,76.8,26.3,23122,19,8,58,2011
+197,University of Illinois at Chicago,United States of America,57.8,51.8,46.8,34.7,,24313,9.2,17,53,2011
+197,Zhejiang University,China,54.6,29.6,41.3,44.3,70.3,47508,15.9,5,41,2011
+199,Simon Fraser University,Canada,32.9,51.9,44.2,60.2,37.9,26640,28.3,19,55,2011
+199,Swedish University of Agricultural Sciences,Sweden,43.3,,49.5,41.7,99.9,3879,4.6,,67,2011
+1,California Institute of Technology,United States of America,95.7,56,98.2,99.9,97,2243,6.9,27,33,2012
+2,Harvard University,United States of America,95.8,67.5,97.4,99.8,35.9,20152,8.9,25,,2012
+2,Stanford University,United States of America,94.8,57.2,98.9,99.8,63.8,15596,7.8,22,42,2012
+4,University of Oxford,United Kingdom,89.5,91.9,96.6,97.9,62.1,19919,11.6,34,46,2012
+5,Princeton University,United States of America,91.5,49.6,99.1,100,81,7929,8.4,27,45,2012
+6,University of Cambridge,United Kingdom,90.5,85.3,94.2,97.3,55.5,18812,11.8,34,46,2012
+7,Massachusetts Institute of Technology,United States of America,92.7,79.2,87.4,100,94.4,11074,9,33,37,2012
+8,Imperial College London,United Kingdom,88.8,92.2,88.7,93.9,93.1,15060,11.7,51,37,2012
+9,University of Chicago,United States of America,89.4,58.8,90.8,99.4,,14221,6.9,21,42,2012
+10,"University of California, Berkeley",United States of America,82.8,50.4,99.4,99.4,62.5,36186,16.4,15,50,2012
+11,Yale University,United States of America,92.3,55.5,91.2,96.7,34.7,11751,4.4,20,50,2012
+12,Columbia University,United States of America,89.1,67.6,81.8,97.8,,25055,5.9,28,,2012
+13,"University of California, Los Angeles",United States of America,85.9,41,92.5,97.3,,38206,10.3,15,52,2012
+14,Johns Hopkins University,United States of America,78.9,59.9,86.5,97.3,100,15128,3.6,23,50,2012
+15,ETH Zurich – Swiss Federal Institute of Technology Zurich,Switzerland,79.1,97.5,85.8,87.2,,18178,14.7,37,31,2012
+16,University of Pennsylvania,United States of America,87,34.3,86.1,97.9,41.9,20376,6.5,20,51,2012
+17,University College London,United Kingdom,77.8,91.8,84.3,89,41.4,26607,10.7,46,56,2012
+18,University of Michigan,United States of America,75.4,47.2,90,94.3,53.3,41786,9,16,48,2012
+19,University of Toronto,Canada,76.9,69,87.4,86.5,44.9,66198,19.5,15,,2012
+20,Cornell University,United States of America,70.4,53.4,87.2,93.5,,21424,10.2,19,48,2012
+21,Carnegie Mellon University,United States of America,65.7,55,79.5,97.4,60.7,11885,13.1,35,39,2012
+22,Duke University,United States of America,62.6,46.9,77.9,97.4,100,15172,4.8,17,49,2012
+22,University of British Columbia,Canada,68.6,88.7,78.6,85.2,40.6,50152,17.6,25,54,2012
+24,Georgia Institute of Technology,United States of America,66.6,65,73.8,91.9,99.2,19967,20.1,26,31,2012
+25,University of Washington,United States of America,70.8,36.9,74,98.2,31.8,44020,11.8,13,53,2012
+26,Northwestern University,United States of America,66.3,35.3,75.5,98.6,56.6,18334,13.8,15,48,2012
+27,University of WisconsinMadison,United States of America,74.3,23.8,77.3,90.6,55.3,39655,10.8,11,51,2012
+28,McGill University,Canada,72.8,81.4,78.4,77.1,35.1,31326,13.7,23,56,2012
+29,University of Texas at Austin,United States of America,69.5,38.8,76.1,89.6,57.7,49427,17.4,9,51,2012
+30,University of Tokyo,Japan,86.1,23,80.3,69.1,76.6,26199,5.7,10,,2012
+31,University of Illinois at UrbanaChampaign,United States of America,67.9,50.7,81.3,81.5,,42727,18.7,20,47,2012
+32,Karolinska Institute,Sweden,69.9,82,73.8,73.1,78.5,7774,11.5,22,70,2012
+33,"University of California, San Diego",United States of America,61.4,31.5,72,97.8,51.8,27233,6.5,11,48,2012
+34,University of Hong Kong,Hong Kong,74,83.7,80.1,60.5,64.1,19835,17.6,38,53,2012
+35,"University of California, Santa Barbara",United States of America,55,52.6,65.3,99.9,85,22020,27.3,11,52,2012
+36,University of Edinburgh,United Kingdom,63,79.8,61.4,92.3,41.3,25774,14.1,36,58,2012
+37,University of Melbourne,Australia,62.2,82.5,72.4,80.7,44.4,40128,23.7,35,55,2012
+38,Australian National University,Australia,62.8,93.8,75.1,72.6,41.7,14604,19.2,35,52,2012
+38,"University of California, Davis",United States of America,68,51.4,68.7,83.4,52.5,35364,13.9,13,54,2012
+40,National University of Singapore,Singapore,65.7,93,79,63.4,60.7,31592,15.5,34,49,2012
+41,Washington University in St Louis,United States of America,64,45.7,58.9,96.1,,12528,5.7,17,,2012
+42,University of Minnesota,United States of America,66.1,25.6,72.5,85.4,,46825,18,13,52,2012
+43,University of North Carolina at Chapel Hill,United States of America,67.6,20.2,62.6,92.6,35.5,26518,7.3,8,58,2012
+44,New York University,United States of America,60.2,38.1,65.4,92.3,30.9,42056,6.8,19,55,2012
+45,LMU Munich,Germany,63.8,54.3,59.9,84.6,40.7,35691,15.5,13,62,2012
+46,École Polytechnique Fédérale de Lausanne,Switzerland,53.1,98.9,43.9,95.3,46.7,9666,10.5,54,27,2012
+47,London School of Economics and Political Science,United Kingdom,66.4,96,75.4,50.6,41.1,,,,,2012
+48,University of Manchester,United Kingdom,59,80.4,61.1,75.6,37.7,34938,15.3,34,52,2012
+49,Brown University,United States of America,59.8,33.4,53.6,93.9,34.9,8653,10.1,19,,2012
+49,Peking University,China,82.3,51.7,64.1,51,99.9,40148,8.3,14,,2012
+51,Pennsylvania State University,United States of America,53.5,29.5,66.7,83.4,61.6,44501,12.4,12,46,2012
+52,Kyoto University,Japan,76.4,21.1,72,56.3,71.7,22809,5.6,7,,2012
+53,Pohang University of Science and Technology,South Korea,56.4,25,51.9,92.3,100,3055,10.1,4,20,2012
+54,Boston University,United States of America,60.7,37.2,46.2,95.6,27.6,24789,8.6,17,58,2012
+55,University of Southern California,United States of America,65.8,41.1,48.7,80.2,99.3,36534,12.9,20,52,2012
+56,King’s College London,United Kingdom,49.8,90,54.2,80.9,40.8,21394,11.4,37,61,2012
+57,Ohio State University,United States of America,61.8,42.2,56.2,77.5,49.9,51462,13.4,12,49,2012
+58,University of Sydney,Australia,55.4,88.1,65.7,57.2,92.1,41868,20.2,28,57,2012
+59,University of Pittsburgh,United States of America,54.3,26.5,53.9,88.7,37.5,26485,5.8,10,51,2012
+59,École Normale Supérieure,France,56.6,66.2,33.5,96.4,44.7,2400,7.9,20,46,2012
+61,University of Zurich,Switzerland,56.7,87.4,45.9,78.4,43.5,26583,6.5,19,57,2012
+62,Hong Kong University of Science and Technology,Hong Kong,51,80.1,58.6,71,59,11385,23.8,36,,2012
+63,École Polytechnique,France,50.4,86.1,38.8,89.1,63,2429,4.8,30,18,2012
+64,University of Massachusetts,United States of America,54,27.3,58.3,80.1,53.2,56959,13,11,49,2012
+65,McMaster University,Canada,41.9,72,49.9,85.5,97.5,23823,19.3,15,53,2012
+66,University of Bristol,United Kingdom,44.2,73.7,47.7,89.9,34.8,17906,14,25,53,2012
+67,KU Leuven,Belgium,52.5,56.7,64.7,63,99.9,42503,41.9,18,54,2012
+68,Utrecht University,Netherlands,42.8,58.1,53.2,85.7,59.3,30779,15.4,7,59,2012
+69,University of Göttingen,Germany,51.4,48,50.9,84.1,32.7,25581,25.6,12,51,2012
+70,Vanderbilt University,United States of America,52.1,26.8,47.6,86.8,64.4,12161,3.6,10,52,2012
+71,Tsinghua University,China,74.1,33.4,70.1,37.4,99.8,39763,13.7,10,32,2012
+72,Rice University,United States of America,45.9,39.7,38,99.9,36.2,6333,9,26,44,2012
+73,Heidelberg University,Germany,57.1,62.3,41.5,78.5,37.6,28881,24.5,17,55,2012
+74,The University of Queensland,Australia,47.5,80.8,52.3,70.2,62.6,34718,32.7,27,53,2012
+75,Emory University,United States of America,48.4,37.3,39.8,90.9,34.4,12338,4.5,18,56,2012
+75,Wageningen University and Research Center,Netherlands,50.1,75.9,47.6,66.3,100,9248,17,21,56,2012
+77,Tufts University,United States of America,45.8,41.3,37.4,94.5,35.4,10410,10,14,54,2012
+77,University of Colorado Boulder,United States of America,39.5,30.8,42.6,98.2,,29325,16.1,8,45,2012
+79,Leiden University,Netherlands,45.4,54.4,55.3,71.7,48.6,21222,17.1,10,59,2012
+80,Lund University,Sweden,40.4,61.2,58.5,72.8,32.6,28251,11.5,15,,2012
+81,"Rutgers, the State University of New Jersey",United States of America,51.6,25.3,60,69,,37032,17.3,8,51,2012
+81,University of Rochester,United States of America,47,45.7,33.5,94.5,36.4,9390,4.5,26,49,2012
+83,Durham University,United Kingdom,32.5,75.8,37.9,96.2,30.5,15489,15.7,24,54,2012
+84,Pierre and Marie Curie University,France,56.3,66.7,30.5,81.1,26.2,27862,8.7,18,48,2012
+85,University of St Andrews,United Kingdom,37.1,89.1,40.2,83,34.1,8338,12.7,47,56,2012
+86,"University of California, Irvine",United States of America,36.2,36.3,42.3,93.5,45.6,26614,16.1,16,52,2012
+87,Uppsala University,Sweden,47.2,59.1,65.1,53.3,43.4,25266,18.2,12,57,2012
+88,Technical University of Munich,Germany,50,65.2,37.1,76.3,47.2,35565,31.5,20,33,2012
+89,University of Notre Dame,United States of America,42.6,33.1,36.2,94.1,27.3,11829,13.8,10,44,2012
+90,Dartmouth College,United States of America,44.8,30.6,38.7,89.9,,6178,6.6,16,47,2012
+91,University of Helsinki,Finland,39.3,46.8,54.2,75.1,28.9,23505,15.1,6,66,2012
+92,University of Amsterdam,Netherlands,41.7,56.4,54.7,68.3,42.5,24570,14.4,11,53,2012
+93,Case Western Reserve University,United States of America,54.2,29.9,40.2,78.4,,9259,6.4,17,48,2012
+94,Korea Advanced Institute of Science and Technology (KAIST),South Korea,64.2,29.3,54.6,47.1,100,9027,10,9,20,2012
+94,"University of Maryland, College Park",United States of America,41.1,35.3,43.6,85.8,28.5,31331,8.4,9,48,2012
+96,Michigan State University,United States of America,47.4,34,49.6,73.6,28,44750,15.7,15,51,2012
+97,University of Arizona,United States of America,45.1,28.4,43,78.3,86,36429,12.7,8,52,2012
+98,Purdue University,United States of America,56.6,52.6,49.4,57.8,,39256,18.1,22,42,2012
+99,University of Sussex,United Kingdom,30.6,79.8,34.8,92,28.1,12001,17.4,35,54,2012
+100,University of Alberta,Canada,50.6,71.9,54.4,51.7,53.7,36299,21.6,23,55,2012
+101,University of Sheffield,United Kingdom,44.6,68.2,46,67.5,40.2,23311,15.5,31,50,2012
+102,University of Glasgow,United Kingdom,37.5,68.1,41,77.5,61.4,22616,16,29,57,2012
+103,University of Cape Town,South Africa,34.3,73.9,41.1,75.3,97.5,20040,12.1,18,53,2012
+104,Delft University of Technology,Netherlands,53.5,71.3,66.1,31.2,100,15920,19.4,25,26,2012
+104,University of Montreal,Canada,54.5,79.5,47,48.7,81.3,38264,20.3,25,57,2012
+106,Ghent University,Belgium,41.1,47.3,52.2,63.4,97.8,32166,34.1,9,57,2012
+107,"Royal Holloway, University of London",United Kingdom,28.6,93.3,24.1,98.2,25.9,8747,15.9,37,57,2012
+108,Tokyo Institute of Technology,Japan,56,24.9,58.9,49.5,66.3,9586,7.3,13,13,2012
+109,Humboldt University of Berlin,Germany,51.3,64.5,54.5,50.1,,29987,52.5,16,,2012
+110,"University of California, Santa Cruz",United States of America,28.5,29.8,36.6,99.9,29.5,17404,22.7,1,53,2012
+111,University of Basel,Switzerland,38.9,92.4,21.9,86,48.6,12551,17.3,24,54,2012
+112,University of Bern,Switzerland,43,77.6,34.6,73.5,38.2,14708,22.5,14,54,2012
+113,University of Utah,United States of America,42.1,23.3,41,82.3,,25674,16.9,9,45,2012
+114,Stony Brook University,United States of America,37.7,56.5,28.7,88.3,29.2,21908,10.9,24,50,2012
+115,Eindhoven University of Technology,Netherlands,35.6,67.3,48,62.1,100,8176,16,14,19,2012
+116,University of Lausanne,Switzerland,27.5,86.7,40.4,77.8,40.3,11964,13.1,22,,2012
+117,Monash University,Australia,40.5,75.8,48.5,57.1,62.2,50882,40.5,36,56,2012
+117,Trinity College Dublin,Republic of Ireland,30.3,89.4,23.5,91.7,29.7,15521,18,25,57,2012
+119,Osaka University,Japan,61.8,21.1,56.5,40,75,23144,7.8,9,31,2012
+120,Tohoku University,Japan,57.7,25.6,55.7,42.9,78.9,17200,5,7,25,2012
+121,Hebrew University of Jerusalem,Israel,47.7,53,56.4,48.4,25,17612,10.7,5,55,2012
+121,University of York,United Kingdom,36.7,72.7,38.8,71.6,33.9,,,,,2012
+123,Indiana University,United States of America,46.8,37.7,34.5,73.7,,62468,13.6,13,53,2012
+124,Seoul National University,South Korea,64.6,16.3,50.8,44,42.6,26389,13.9,10,,2012
+125,Aarhus University,Denmark,30.7,69.3,49,64,67,23895,13.6,14,54,2012
+125,University of Florida,United States of America,46.7,25.9,59.9,50.9,,50095,18.7,9,54,2012
+127,Arizona State University,United States of America,38.2,26.1,39,80.3,28.7,83236,29.9,9,50,2012
+127,Queen Mary University of London,United Kingdom,29,88.8,28.6,83.7,36.6,14260,14,40,52,2012
+127,University of Southampton,United Kingdom,35.6,78.3,35.5,72.5,39.3,20925,13.5,29,53,2012
+130,University of Geneva,Switzerland,34.9,97.5,39,65.1,32.7,15668,15,39,61,2012
+131,Lancaster University,United Kingdom,32.6,78.6,35.7,75.4,27.5,11512,14.9,33,52,2012
+131,Stockholm University,Sweden,25,48.8,36,90.2,26.8,31715,23.7,8,62,2012
+133,University of Leeds,United Kingdom,44.6,64.8,43.9,57.1,36.4,27703,14.7,21,58,2012
+134,University of Groningen,Netherlands,32.4,47.3,52.4,62.4,59.9,24556,25.6,12,52,2012
+135,George Washington University,United States of America,44.2,38.3,33.6,73.2,,20541,12,16,56,2012
+135,University of Copenhagen,Denmark,37.8,74.8,31.6,72.1,37,27545,4.1,19,67,2012
+135,University of Virginia,United States of America,37,26.4,42.2,74.7,34.7,23845,10.2,12,52,2012
+138,Georgetown University,United States of America,52.5,29.1,40.4,57.7,,15408,8.5,14,53,2012
+139,University of Vienna,Austria,49.5,86.6,41.2,45.2,25.4,34651,20.5,25,67,2012
+140,University of Nottingham,United Kingdom,40.2,72.6,40,57.6,36.7,30144,15,27,54,2012
+141,University of Iowa,United States of America,47.7,21.9,42.1,61.3,,27526,11.6,11,52,2012
+141,École Normale Supérieure de Lyon,France,35.3,58.8,21.4,85.1,25.1,2218,8,14,49,2012
+143,"University of California, Riverside",United States of America,27.8,30,30.9,89.6,31,20626,22,12,51,2012
+144,Rensselaer Polytechnic Institute,United States of America,31.7,32.7,40.4,73.6,49,6671,15,16,30,2012
+145,University of East Anglia,United Kingdom,26.5,68.5,26.1,85.6,28,14992,14.7,28,58,2012
+146,Newcastle University,United Kingdom,34.2,76.2,28.4,72.2,32.3,20174,15.2,29,50,2012
+146,William & Mary,United States of America,40,19.7,18.9,90.7,27,7867,11.8,7,54,2012
+148,University of Birmingham,United Kingdom,42.6,70.3,42.6,50.6,36,25295,16.4,23,54,2012
+149,"Birkbeck, University of London",United Kingdom,25.9,85.3,25.8,80.8,25.1,9454,17.2,38,55,2012
+150,Brandeis University,United States of America,25.3,40.3,27.3,90.2,33.7,5495,12.6,22,55,2012
+151,Chinese University of Hong Kong,Hong Kong,47,69.5,50.2,37.8,36.4,17916,10.2,22,53,2012
+151,Free University of Berlin,Germany,46.3,62.1,48.5,42.5,30.6,33062,39.3,20,58,2012
+151,University of Aberdeen,United Kingdom,30.6,84.8,32.2,67.7,44.4,12938,15.8,33,54,2012
+154,National Taiwan University,Taiwan,47.8,20.7,58.5,39.2,40,31891,11.9,7,39,2012
+154,Yeshiva University,United States of America,43.6,26.4,27,75.3,,6753,5.5,7,53,2012
+156,University of Exeter,United Kingdom,31.3,73.4,33.3,67.8,35.4,17755,18.8,28,54,2012
+157,Erasmus University Rotterdam,Netherlands,28.8,65,27.2,77.4,45,20580,18.9,18,48,2012
+157,University of Warwick,United Kingdom,39.7,85.5,44.5,45,31.3,18529,16.6,37,48,2012
+159,Radboud University Nijmegen,Netherlands,27.7,52.3,43.8,65.5,33.1,17713,13,10,58,2012
+159,University College Dublin,Republic of Ireland,25.2,83.2,23.7,80.5,32.3,22193,24.5,23,,2012
+159,VU University Amsterdam,Netherlands,30.4,48,35.3,70.2,63.2,23280,16.3,6,56,2012
+162,Medical University of South Carolina,United States of America,43.9,23.9,38.9,56.6,87.8,,,,,2012
+162,Wake Forest University,United States of America,36.4,17.2,21.6,86.1,49.1,7326,4.6,5,51,2012
+164,Texas A&M University,United States of America,42.3,36,51.8,45.7,43.8,50657,21.4,9,47,2012
+164,University of Reading,United Kingdom,36.9,75.1,38.6,55.4,31.6,12050,14.8,28,55,2012
+166,Tel Aviv University,Israel,47.3,30.1,60.7,33,35,23977,24.4,4,,2012
+167,University of Illinois at Chicago,United States of America,53.3,27.2,43.9,43.3,38.6,24313,9.2,17,53,2012
+168,RWTH Aachen University,Germany,36.1,67.1,25.1,67.2,61.8,37917,27.6,16,31,2012
+169,Nanyang Technological University,Singapore,41.4,89.8,47.8,34.5,44.4,25028,16.2,33,48,2012
+169,Paris Diderot University – Paris 7,France,23.3,70.7,18.7,88.9,,27756,14.8,17,63,2012
+169,Université Catholique de Louvain,Belgium,29.2,72.5,34.7,65.5,30.8,28856,42,19,54,2012
+172,University of Miami,United States of America,45.7,30.3,23.3,70.3,,15286,5.7,14,50,2012
+173,Queen’s University,Canada,39.7,65,36.1,49.3,87.5,20488,22.1,10,58,2012
+173,University of Auckland,New Zealand,28.3,92.9,35,55.7,76.6,29787,18.9,28,54,2012
+173,University of New South Wales,Australia,36.1,85.1,40.2,46.8,53.1,38309,25.9,33,47,2012
+176,University of Dundee,United Kingdom,20.8,62.5,20.1,87.1,55.3,11628,15.3,25,60,2012
+177,University of Victoria,Canada,16.8,70.5,31.5,79.2,26.8,17581,21.5,11,56,2012
+178,Technical University of Denmark,Denmark,31.9,65.2,24.1,66.8,95.7,9990,5,18,27,2012
+178,University of São Paulo,Brazil,61.7,22.9,58,18.8,33.3,81402,14.6,4,48,2012
+180,University of Delaware,United States of America,26.4,29.8,37.2,66.7,98,19262,15.9,10,56,2012
+181,Goethe University Frankfurt,Germany,30.5,57.6,21.7,75.1,42.4,31861,9.3,15,60,2012
+181,University of Liverpool,United Kingdom,34.8,73.1,33.5,55.6,37.1,18815,13.6,30,52,2012
+181,University of Oslo,Norway,33.5,63.9,36.9,56.6,29,27139,18.8,18,,2012
+184,Iowa State University,United States of America,32.8,28.3,30.1,70.4,49.2,29991,17.4,11,44,2012
+185,University of Ottawa,Canada,38.9,49.6,34.8,54.8,36.9,36733,26.3,15,60,2012
+186,Pompeu Fabra University,Spain,23.4,54.3,16.1,87.6,37.6,10901,18.3,13,59,2012
+187,KTH Royal Institute of Technology,Sweden,40.9,82.1,39.5,34.1,100,12062,14.6,21,30,2012
+187,University of Tübingen,Germany,34.4,58.1,24.1,67.6,31,28327,38.9,12,58,2012
+189,University of Freiburg,Germany,35.7,55.6,18.7,67.8,81.8,26467,31.2,16,52,2012
+189,University of Western Australia,Australia,32.1,90,35.8,47.8,58.7,20851,20.7,27,50,2012
+191,University of Bergen,Norway,29,73.5,26.6,65.2,42.1,11623,11.1,12,60,2012
+192,University of Science and Technology of China,China,38.9,14.8,23.5,73.6,29.7,14290,7.9,2,,2012
+193,City University of Hong Kong,Hong Kong,30.2,61.6,35,57.4,50.1,10015,7.1,28,51,2012
+194,University of Konstanz,Germany,29,63.7,29.7,62.8,49.9,10930,59.1,12,54,2012
+195,Boston College,United States of America,26.5,41.4,18.9,83.5,24.2,13216,17.4,19,54,2012
+196,Karlsruhe Institute of Technology,Germany,34.6,64.9,19.6,65.5,35.6,25294,24.6,16,26,2012
+197,Georgia Health Sciences University,United States of America,49,32.1,14.2,63.5,40.7,,,,,2012
+197,Maastricht University,Netherlands,30.6,86.4,30.5,53.9,,15626,18.9,48,56,2012
+197,University of Leicester,United Kingdom,27.6,84.9,30.3,56.3,34.4,14541,13.4,35,54,2012
+200,University of Twente,Netherlands,32.9,56.2,30.4,54.4,76.8,6631,12,26,37,2012
+201225,Autonomous University of Barcelona,Spain,33.7,45.9,27.9,57.9,37,30538,12.3,10,59,2012
+201225,Bilkent University,Turkey,27.9,48.5,22.3,60.8,29.4,,,,,2012
+201225,Cardiff University,United Kingdom,28.9,67.8,34,51.7,35.5,23347,13.1,23,57,2012
+201225,Colorado School of Mines,United States of America,24.6,38.4,22.8,63.7,99.4,5287,18.2,12,26,2012
+201225,Nagoya University,Japan,45.5,21.2,39.2,43.8,33.1,15529,7.9,10,29,2012
+201225,National Tsing Hua University,Taiwan,42.7,17.7,44.5,39.7,46.8,10221,13.5,5,33,2012
+201225,Northeastern University,United States of America,30.4,38,18.9,70,31.1,18539,15.1,26,50,2012
+201225,Technion Israel Institute of Technology,Israel,38.7,48.9,45,34,33.6,13855,19.4,4,35,2012
+201225,Tulane University,United States of America,28,29.8,34.1,58.8,,11381,8.4,8,56,2012
+201225,Ulm University,Germany,40.8,50.8,18.8,46.7,69.8,9187,11.2,10,47,2012
+201225,Umeå University,Sweden,20.8,52,29.2,59.4,26.3,16667,11.9,7,60,2012
+201225,University at Buffalo,United States of America,44.3,49.2,35.6,42,40.9,25668,19,19,47,2012
+201225,University of Adelaide,Australia,32.2,81.7,33.4,43.8,50.7,20771,30.1,26,48,2012
+201225,University of Barcelona,Spain,24.5,44.1,22.2,71.9,29.5,47491,12.2,10,62,2012
+201225,University of Cincinnati,United States of America,29,20.6,24.9,69,32.9,36108,15.7,6,54,2012
+201225,University of Essex,United Kingdom,31.7,90.1,35.9,37,28.3,12695,19.8,39,55,2012
+201225,University of Georgia,United States of America,44.4,30.6,36.4,37.3,27.7,33119,19.9,7,57,2012
+201225,University of Gothenburg,Sweden,25.8,48.4,37.7,55.7,37.7,26420,16.4,12,,2012
+201225,University of Innsbruck,Austria,23.1,90.7,13.8,65.7,32.8,18209,16.9,39,54,2012
+201225,University of Medicine and Dentistry of New Jersey,United States of America,48.5,31,14.4,55.6,34.3,,,,,2012
+201225,University of Otago,New Zealand,24.5,88.8,28,48,27.8,18600,20.3,21,57,2012
+201225,University of South Carolina,United States of America,34.3,26,29.3,52.1,27.3,29336,16.3,1,55,2012
+201225,University of Strasbourg,France,26.7,70.4,17.3,70.3,32.1,46208,17.8,21,58,2012
+201225,University of Waterloo,Canada,35.8,62.1,44.2,32.5,32.7,30726,24.2,14,45,2012
+201225,University of Western Ontario,Canada,38.8,55.7,34.3,38.5,41.9,27387,20.7,16,54,2012
+201225,University of Würzburg,Germany,31.3,44,18,63,27.9,26576,38.4,8,57,2012
+201225,Université Libre de Bruxelles,Belgium,23.6,80.4,25.9,53.5,52.8,23819,26.1,32,54,2012
+226250,Carleton University,Canada,17,58.6,24.2,61.6,,25036,29.8,18,47,2012
+226250,Chalmers University of Technology,Sweden,25.9,66,37.2,36.3,79.3,8605,11.6,15,30,2012
+226250,Colorado State University,United States of America,26.9,25.5,32,51.2,,26769,19,5,52,2012
+226250,Creighton University,United States of America,43.6,25,10.5,55.7,24.2,7086,8.3,2,57,2012
+226250,Dalhousie University,Canada,25.5,64.8,30.7,43,72.5,15064,14.4,18,55,2012
+226250,Drexel University,United States of America,36.9,37.8,12.2,59.4,29.9,20713,10.8,18,48,2012
+226250,Fudan University,China,42.4,36.1,26.2,42.9,40.5,32175,12.2,11,50,2012
+226250,Korea University,South Korea,39.5,23.4,39.6,30.2,49.7,24043,15.8,14,,2012
+226250,Macquarie University,Australia,21.3,93,23.2,46.5,42.3,27930,20,44,55,2012
+226250,National Chiao Tung University,Taiwan,36.4,24.2,44.5,25.1,100,12646,16.6,5,27,2012
+226250,Simon Fraser University,Canada,19.6,56.8,30,53,37.6,26640,28.3,19,55,2012
+226250,State University of New York Albany,United States of America,25.7,25.9,30.8,53.5,92.9,15387,18.5,8,51,2012
+226250,Swedish University of Agricultural Sciences,Sweden,28.9,43.5,22.2,49.8,100,3879,4.6,,67,2012
+226250,Tokyo Metropolitan University,Japan,19,17.8,10.3,84.3,27.6,9303,9.9,4,35,2012
+226250,University of Bologna,Italy,32.7,34.9,22,52.1,32.2,85532,22.9,7,56,2012
+226250,University of Calgary,Canada,34,42.7,34.4,39.7,39.5,28341,16.5,17,53,2012
+226250,University of Hamburg,Germany,35.2,56.3,21.3,50,27.4,,,,,2012
+226250,University of Milan,Italy,37.1,34.3,24.3,51.3,35,58618,24.3,5,60,2012
+226250,University of MilanBicocca,Italy,22.5,33.2,12.3,78.3,35.6,33370,72.5,5,60,2012
+226250,University of Missouri,United States of America,38.5,26.9,33.7,37.7,26.5,29885,14.1,5,53,2012
+226250,University of Padua,Italy,24.2,34.3,26,56.2,31.1,62577,18.3,4,56,2012
+226250,University of Trieste,Italy,16.7,45.5,12.9,76.9,31.3,18135,25.8,9,56,2012
+226250,Yonsei University,South Korea,41.5,23.3,33.6,36.9,47.9,24774,11.6,14,,2012
+251275,Bangor University,United Kingdom,24.9,67.1,23.8,48,29,9567,19.5,22,55,2012
+251275,Bielefeld University,Germany,19.1,45.2,17,61.6,28.6,21428,67.8,8,57,2012
+251275,Brunel University London,United Kingdom,17.4,89.9,20.3,51.7,30,12613,17.6,38,46,2012
+251275,Hong Kong Polytechnic University,Hong Kong,30.1,62.5,37.3,22.2,72.8,22064,25.9,26,51,2012
+251275,Johannes Kepler University of Linz,Austria,18.4,56.6,11.1,62.8,73.4,19646,29.1,10,48,2012
+251275,Kyushu University,Japan,46.8,19.5,30.7,23.2,75.1,18925,6.7,8,28,2012
+251275,Nanjing University,China,40.9,25,24.2,42.3,42.9,29743,13.3,10,46,2012
+251275,National Sun YatSen University,Taiwan,24.9,16,30.4,48.5,42.1,9336,19.6,4,37,2012
+251275,Norwegian University of Science and Technology,Norway,26.9,57.7,26.9,41.5,49.7,17381,13.9,9,46,2012
+251275,Queen’s University Belfast,United Kingdom,26.5,89.5,21.3,42,41.9,17940,17.9,30,54,2012
+251275,Ruhr University Bochum,Germany,34.9,46.6,28.3,36,59.7,38675,46.3,13,48,2012
+251275,Stellenbosch University,South Africa,25.4,44.4,30,36.6,99.6,21849,23,8,53,2012
+251275,Tilburg University,Netherlands,22.6,69.1,49.4,23.6,36,7576,22.4,10,49,2012
+251275,TU Dresden,Germany,27.3,49.2,13.8,57.4,31.9,35487,37.4,12,42,2012
+251275,University of Bath,United Kingdom,25.2,80.6,23.2,39.9,38.9,12830,18.8,30,46,2012
+251275,University of Graz,Austria,24.9,63.8,14,55.1,25.5,20584,26.8,12,65,2012
+251275,University of Kiel,Germany,29.3,47.3,20.9,52.1,33.6,24444,23.8,8,53,2012
+251275,University of Southern Denmark,Denmark,19.7,73.7,12.4,58,67.9,22210,12.7,16,52,2012
+251275,University of Texas at Dallas,United States of America,23.6,35.9,36.7,44.2,31.1,16306,22.8,23,44,2012
+251275,University of the Witwatersrand,South Africa,25.6,71.7,32.4,32.7,100,23321,18.6,9,56,2012
+251275,University of Tsukuba,Japan,37.2,27.2,26.2,41.4,32,15930,12.6,16,38,2012
+251275,University of Wollongong,Australia,21.4,88.7,23,43.5,40.4,16489,25.4,24,50,2012
+251275,Victoria University of Wellington,New Zealand,16.5,89,21.5,51.1,25.8,17142,21.1,21,55,2012
+251275,Virginia Polytechnic Institute and State University,United States of America,36.9,25.1,40.4,30.3,24.2,30850,18.6,10,42,2012
+251275,Wayne State University,United States of America,34.7,24.6,16.4,55.2,,23065,10.7,7,57,2012
+276300,Aberystwyth University,United Kingdom,19.8,63.8,15.5,56.6,35.5,9252,19.2,18,48,2012
+276300,Autonomous University of Madrid,Spain,28.8,39.7,21.4,47.5,32.5,28296,13,15,56,2012
+276300,Hokkaido University,Japan,44.5,18.8,34.3,21.6,38.7,18162,8.2,9,29,2012
+276300,Hong Kong Baptist University,Hong Kong,20,58.9,11.2,59.7,25.3,10441,11,25,61,2012
+276300,Istanbul Technical University,Turkey,25.1,18.9,18.2,48.9,99.1,34550,16,5,34,2012
+276300,Lomonosov Moscow State University,Russian Federation,47.9,53.3,27.5,11,80,30822,7.7,20,43,2012
+276300,Middle East Technical University,Turkey,37,23.5,28.9,35.1,43.2,25779,22.2,7,44,2012
+276300,Montpellier University,France,24.3,52.9,8.7,62.3,24.9,36731,18.4,14,51,2012
+276300,Queensland University of Technology,Australia,21,76.7,26.7,35.5,62.5,33391,35.8,17,54,2012
+276300,State University of Campinas,Brazil,52.3,19.1,33.1,15.2,43.2,27095,15.3,3,48,2012
+276300,Sun Yatsen University,China,33.3,20.7,14.3,50.5,42.1,51351,16.6,8,51,2012
+276300,Technical University of Darmstadt,Germany,28,71,15.5,39.2,45.1,20300,53.6,18,28,2012
+276300,Tokyo Medical and Dental University (TMDU),Japan,42.8,18,22.6,36.7,40.8,2872,3.3,7,51,2012
+276300,UiT The Arctic University of Norway,Norway,24.4,63.5,14.4,53,32.8,10398,12.2,10,60,2012
+276300,University of Antwerp,Belgium,21.8,70.7,10.9,55.3,56.2,12346,30.3,16,56,2012
+276300,University of Crete,Greece,13.1,42.6,12.6,66.7,33.2,14650,26.9,5,63,2012
+276300,University of Guelph,Canada,24.2,33.3,31.4,38.6,48.9,21643,28.3,4,60,2012
+276300,University of Iceland,Iceland,10.7,56.9,17.3,62.4,75.4,13960,25.9,8,66,2012
+276300,University of Kansas,United States of America,33.2,23.5,20.1,43,27.6,,,,,2012
+276300,University of Münster,Germany,27.8,43.3,18.5,49.1,35.1,39838,46.1,8,53,2012
+276300,University of Newcastle,Australia,18.2,76.3,27.1,35.8,64.8,23508,21.9,18,56,2012
+276300,University of Texas at San Antonio,United States of America,14.1,22.6,15.4,70.3,25.3,27520,26.9,6,48,2012
+276300,University of Trento,Italy,21.9,49.7,20,51.5,51,16841,43.2,8,51,2012
+276300,York University,Canada,19.9,57.7,27.7,41.2,41.7,48007,39.4,9,59,2012
+301350,Aalborg University,Denmark,19,75.3,20,27.1,36.4,17422,15.9,15,48,2012
+301350,Aalto University,Finland,26.2,49,22.2,37.5,61.9,16099,24.2,17,32,2012
+301350,Alexandria University,Egypt,15.2,31.6,7.8,61.4,34.5,127431,23.3,1,46,2012
+301350,BarIlan University,Israel,27.9,47,32.2,15.7,28.5,17503,16,5,59,2012
+301350,"Binghamton University, State University of New York",United States of America,18.7,30.8,20.3,46.2,29.5,15799,23.3,14,48,2012
+301350,Boğaziçi University,Turkey,24.5,36.2,19.7,45.7,34.7,11506,25,7,50,2012
+301350,Charles Darwin University,Australia,16.4,46.7,19.4,52.6,31.3,5570,25.4,15,67,2012
+301350,Charles University in Prague,Czech Republic,32.3,51.4,24.6,31,24.5,51438,13,15,62,2012
+301350,George Mason University,United States of America,29.3,23.8,17.7,42.6,25.1,26622,17,7,54,2012
+301350,Indian Institute of Technology Bombay,India,43.8,14.3,15.7,38.8,24.2,8327,14.9,1,16,2012
+301350,Jagiellonian University,Poland,25.1,39.5,16,43.1,25.8,42835,11.5,5,67,2012
+301350,Keele University,United Kingdom,18,62.6,18.1,39.8,28.1,8397,15.7,20,55,2012
+301350,Keio University,Japan,32.3,18.3,21.9,26.1,40,33751,11.9,5,32,2012
+301350,Kent State University,United States of America,15.9,26.9,13.9,58.3,24.6,23122,19,8,58,2012
+301350,Lehigh University,United States of America,20.2,26.5,18.1,44.9,38.6,6300,11.3,15,44,2012
+301350,Linköping University,Sweden,19.6,48.6,18.9,42.8,31.8,17866,7.7,10,52,2012
+301350,National Taiwan University of Science and Technology (Taiwan Tech),Taiwan,24.3,15.6,37,19.4,42.9,7446,17.4,11,34,2012
+301350,Plymouth University,United Kingdom,12.9,49,13.7,58.1,25.8,24121,25.9,13,52,2012
+301350,Polytechnic University of Milan,Italy,24.1,33.6,17.6,33.9,69.8,30025,22.2,12,34,2012
+301350,Sapienza University of Rome,Italy,29.6,32.4,27.2,29.2,32.8,120986,32.3,7,59,2012
+301350,Shanghai Jiao Tong University,China,39.4,20.5,29.7,19.1,85.2,38191,12.8,6,37,2012
+301350,Sharif University of Technology,Iran,28.5,12.7,29.7,19.3,93.1,10977,18.7,0,27,2012
+301350,Sungkyunkwan University (SKKU),South Korea,31.4,26.6,32.1,23.9,99.4,24365,20.3,9,39,2012
+301350,University College Cork,Republic of Ireland,20.6,77,19.2,29.4,36.8,15805,22.3,15,55,2012
+301350,University of Aveiro,Portugal,17,48.4,15.9,40.9,34.7,10791,17.8,10,51,2012
+301350,University of Canterbury,New Zealand,17.3,76.3,24.3,30.5,26.6,12187,16.5,20,51,2012
+301350,University of Eastern Finland,Finland,23.2,33.5,16.1,51.1,30.2,10798,17.3,6,64,2012
+301350,University of Ferrara,Italy,15.8,37.1,14.1,59.3,34.3,18882,30.2,7,56,2012
+301350,University of Hertfordshire,United Kingdom,12.2,76.5,7.7,55.5,27.1,19665,19.4,27,54,2012
+301350,University of Houston,United States of America,36.5,27.7,23.6,23.6,31.2,40325,43.7,9,50,2012
+301350,University of Hull,United Kingdom,14.5,66.2,16.7,40.2,28.1,15141,18.7,20,52,2012
+301350,University of Liège,Belgium,23.5,68.7,16.4,38.9,64.8,20951,25.9,23,54,2012
+301350,University of Manitoba,Canada,29.5,40.2,31.7,27.7,40.7,28576,27.8,11,55,2012
+301350,"University of Maryland, Baltimore County",United States of America,17.6,18.6,14.5,52.8,29.9,13908,18.1,7,46,2012
+301350,University of Modena and Reggio Emilia,Italy,14.5,26.8,15.7,50.8,27.9,19693,25.3,6,54,2012
+301350,University of Oklahoma,United States of America,33.8,20.7,16.1,31.6,32.3,,,,,2012
+301350,University of Pisa,Italy,18.3,26.2,18.5,50.8,35.3,47247,18,4,52,2012
+301350,University of Porto,Portugal,17.7,42,13,43.9,33.7,32720,18.8,9,54,2012
+301350,University of South Florida,United States of America,22.1,15,30.1,36.6,94.4,31424,21.5,10,,2012
+301350,University of Stirling,United Kingdom,18.2,69.5,22.2,42,26.6,7828,15.9,22,61,2012
+301350,University of Surrey,United Kingdom,32.6,81.5,25.2,12.4,46.9,12063,16.6,38,55,2012
+301350,University of Tampere,Finland,22.5,38.3,22.1,44.4,55.1,10045,9.5,4,66,2012
+301350,University of Tasmania,Australia,18.5,70.5,15,34.9,42.1,18340,23.8,21,57,2012
+301350,University of Valencia,Spain,15.8,36.4,10.2,64.3,32.1,58413,15.4,9,60,2012
+301350,University of Waikato,New Zealand,13.3,87,13.9,47.8,24.5,10159,17,25,57,2012
+301350,University of Warsaw,Poland,21.6,35.8,15.7,44.3,,49292,14.1,7,67,2012
+301350,Vienna University of Technology,Austria,26.3,82.5,14.1,24.3,35.2,26419,52,27,27,2012
+301350,Vrije Universiteit Brussel,Belgium,23.4,49.4,21.1,36.7,66.2,9020,17.1,16,55,2012
+301350,Washington State University,United States of America,28.8,31,24.5,33.5,34.3,24550,18.3,7,50,2012
+301350,Zhejiang University,China,38.8,13.9,27.2,23,84.4,47508,15.9,5,41,2012
+350400,Aston University,United Kingdom,16.2,84.5,19.9,11.7,26.8,,,,,2012
+350400,Auburn University,United States of America,33.7,22.5,18.7,10.3,47.3,22386,17.6,4,51,2012
+350400,Clemson University,United States of America,20.8,28.5,17,25.5,30.8,19198,17.1,8,46,2012
+350400,Curtin University,Australia,17.1,91.4,12.3,28.7,31.3,30333,17.1,38,53,2012
+350400,Deakin University,Australia,17.7,56.3,16.8,26.2,27.9,32713,30.4,17,60,2012
+350400,Flinders University,Australia,18.2,59.9,19.1,20.3,36.2,15655,22.6,15,63,2012
+350400,Georgia State University,United States of America,19.6,27.9,20.2,34.4,39.1,28534,20.4,5,59,2012
+350400,Griffith University,Australia,15.7,79,16.2,20.3,30.7,30251,22,21,,2012
+350400,Harbin Institute of Technology,China,29,21,12.5,21,97.2,31658,10.8,7,29,2012
+350400,HeriotWatt University,United Kingdom,21.5,82.6,16.2,18.8,41.1,8773,17.8,43,41,2012
+350400,Hiroshima University,Japan,27.7,18.8,16.3,20.1,39.4,14686,8.2,5,36,2012
+350400,Kansas State University,United States of America,20.9,23.6,13.8,33.9,36,21379,15.1,10,50,2012
+350400,Kobe University,Japan,28.3,18.1,15.5,24.3,33.5,15885,8.4,6,33,2012
+350400,Kyung Hee University,South Korea,37.1,31.4,17.9,6.6,79.9,24356,17.4,14,,2012
+350400,La Trobe University,Australia,19,71.3,19.5,13.6,28.9,22037,29,27,63,2012
+350400,Leibniz University of Hanover,Germany,28.2,51.4,15.9,21.7,38.9,22401,62.7,12,41,2012
+350400,Liverpool John Moores University,United Kingdom,12.3,52.6,9.3,48.4,26.9,18513,19.8,13,52,2012
+350400,Loughborough University,United Kingdom,27.9,66.7,25.7,9.2,39.4,13951,15.9,22,38,2012
+350400,Mahidol University,Thailand,29.9,45,14.7,20.9,29,27402,7.5,3,63,2012
+350400,Massey University,New Zealand,17.4,77.8,17.2,24.5,,19101,16.8,15,62,2012
+350400,Michigan Technological University,United States of America,21.2,32.3,13.8,24.8,41.9,,,,,2012
+350400,National Central University,Taiwan,24.7,22.2,21.4,27.1,78.6,10915,9.8,6,31,2012
+350400,National Taiwan Ocean University,Taiwan,12.5,14.3,19.7,31,68,8240,20.9,5,30,2012
+350400,"National University of Ireland, Galway",Republic of Ireland,17.9,72.6,12.2,31.3,32.7,14067,26.8,14,56,2012
+350400,"National University of Ireland, Maynooth",Republic of Ireland,22.9,74.8,18.6,22.1,27.1,7653,28,11,55,2012
+350400,New Jersey Institute of Technology,United States of America,17.1,41.3,14.5,26.4,37.5,10646,26.2,17,25,2012
+350400,New University of Lisbon,Portugal,18,48.3,10.9,28.3,38.3,18867,17.9,7,49,2012
+350400,Polytechnic University of Catalonia,Spain,23,42,12.5,23.3,44.6,22893,11.7,28,12,2012
+350400,Polytechnic University of Turin,Italy,19.3,32.4,12.1,29.1,67.6,27709,19.6,16,29,2012
+350400,Polytechnic University of Valencia,Spain,19.6,23.6,9.8,45.3,36.6,33172,13.6,7,36,2012
+350400,Pontifical Catholic University of Chile,Chile,17.1,45.5,16.3,30.1,29.7,25075,15.3,7,,2012
+350400,Saint Petersburg State University,Russian Federation,37.6,38.1,19.7,3.1,26,20836,5.2,7,60,2012
+350400,Swansea University,United Kingdom,17.6,63.3,18.1,25.6,28.8,12801,17.1,20,49,2012
+350400,Swinburne University of Technology,Australia,15.5,64.6,11.3,35.6,40.3,20314,36.5,33,44,2012
+350400,Tokyo University of Agriculture and Technology,Japan,26.5,18,15.8,21.7,41.5,5865,14.4,5,27,2012
+350400,University of Bari Aldo Moro,Italy,23.1,30.5,17.4,35.1,30.6,51560,65.1,2,65,2012
+350400,University of Coimbra,Portugal,20.6,55.8,11.6,27.4,29.4,22795,19,11,55,2012
+350400,University of Idaho,United States of America,29.4,27.4,16.2,24,25.5,11641,21.5,6,47,2012
+350400,University of Kent,United Kingdom,15.6,82.5,18.5,19.1,26.5,17638,14.4,27,53,2012
+350400,University of Paris North – Paris 13,France,13.4,59.9,11.8,39.4,24.2,23026,23.4,22,60,2012
+350400,University of Salento,Italy,26.5,24.4,19.1,27.2,73.1,19959,58.4,1,64,2012
+350400,University of South Australia,Australia,20.6,81.8,18,19.4,87.7,18971,26.2,32,59,2012
+350400,University of Strathclyde,United Kingdom,24.4,63,17.7,19.3,33.1,15705,20.2,20,50,2012
+350400,University of Tartu,Estonia,17.8,42,17.8,34.4,26.3,10269,13,3,66,2012
+350400,University of Turku,Finland,20.4,41.4,21.5,28.9,32.3,12326,14.6,5,61,2012
+350400,University of Wyoming,United States of America,18.4,21.8,20.9,36.7,29.8,,,,,2012
+350400,University of Zaragoza,Spain,14.5,28.8,9.3,38.4,42.9,31046,11.8,5,55,2012
+350400,Waseda University,Japan,25.4,27.1,17.3,29.7,27.3,52316,16.9,8,35,2012
+350400,Wuhan University,China,31.3,21.7,12.9,25.3,66.7,46227,14.4,7,,2012
+350400,Yuan Ze University,Taiwan,10.8,12.8,9.6,58.3,29.2,8663,20.6,4,43,2012
+1,California Institute of Technology,United States of America,96.3,59.8,99.4,99.7,95.6,2243,6.9,27,33,2013
+2,Stanford University,United States of America,95,56.6,98.8,99.3,62.4,15596,7.8,22,42,2013
+2,University of Oxford,United Kingdom,89.7,88.7,98.1,95.6,79.8,19919,11.6,34,46,2013
+4,Harvard University,United States of America,94.9,63.7,98.6,99.2,39.9,20152,8.9,25,,2013
+5,Massachusetts Institute of Technology,United States of America,92.9,81.6,89.2,99.9,92.9,11074,9,33,37,2013
+6,Princeton University,United States of America,89.5,54.5,99.4,99.8,79.5,7929,8.4,27,45,2013
+7,University of Cambridge,United Kingdom,91.2,83.6,95.6,96.2,59.1,18812,11.8,34,46,2013
+8,Imperial College London,United Kingdom,88,91.4,90.9,93,87.5,15060,11.7,51,37,2013
+9,"University of California, Berkeley",United States of America,85.1,49.7,99.3,99.3,65.4,36186,16.4,15,50,2013
+10,University of Chicago,United States of America,89.6,55.3,92.9,98.7,,14221,6.9,21,42,2013
+11,Yale University,United States of America,93.2,54.7,92.5,94.8,38.2,11751,4.4,20,50,2013
+12,ETH Zurich – Swiss Federal Institute of Technology Zurich,Switzerland,82.5,95.7,92.7,86.6,,18178,14.7,37,31,2013
+13,"University of California, Los Angeles",United States of America,87.3,42.3,93.8,95.9,,38206,10.3,15,52,2013
+14,Columbia University,United States of America,89.7,66.1,82,96.1,,25055,5.9,28,,2013
+15,University of Pennsylvania,United States of America,90,38.1,89.4,96.2,43.7,20376,6.5,20,51,2013
+16,Johns Hopkins University,United States of America,81.8,57.3,85.5,95.3,100,15128,3.6,23,50,2013
+17,University College London,United Kingdom,83.5,89,88.8,86.8,45.1,26607,10.7,46,56,2013
+18,Cornell University,United States of America,77,53.8,92.1,91.8,39.5,21424,10.2,19,48,2013
+19,Northwestern University,United States of America,77.6,33.8,87.3,98.2,64.4,18334,13.8,15,48,2013
+20,University of Michigan,United States of America,76.1,47.6,91.4,91.6,53.9,41786,9,16,48,2013
+21,University of Toronto,Canada,79.6,65.1,89.4,85.1,42.9,66198,19.5,15,,2013
+22,Carnegie Mellon University,United States of America,71.8,51.4,87,95.5,55.9,11885,13.1,35,39,2013
+23,Duke University,United States of America,72.3,45.8,81.5,97,100,15172,4.8,17,49,2013
+24,University of Washington,United States of America,74.7,39.1,81.3,97,41.3,44020,11.8,13,53,2013
+25,Georgia Institute of Technology,United States of America,70.2,66.3,79.5,90.3,74.9,19967,20.1,26,31,2013
+25,University of Texas at Austin,United States of America,75.5,42.1,80.7,91,57.9,49427,17.4,9,51,2013
+27,University of Tokyo,Japan,87.9,27.6,89.9,71.3,59,26199,5.7,10,,2013
+28,University of Melbourne,Australia,68.4,77.2,82.5,83.7,67.6,40128,23.7,35,55,2013
+29,National University of Singapore,Singapore,74.4,92.3,87.2,67.2,77.4,31592,15.5,34,49,2013
+30,University of British Columbia,Canada,69.1,82.1,80.4,84,42.4,50152,17.6,25,54,2013
+31,University of WisconsinMadison,United States of America,76.1,29.8,80.1,88.2,54.8,39655,10.8,11,51,2013
+32,University of Edinburgh,United Kingdom,68.4,78.9,71.3,90.8,43.8,25774,14.1,36,58,2013
+33,University of Illinois at UrbanaChampaign,United States of America,74.2,36,84.9,80.8,,42727,18.7,20,47,2013
+34,McGill University,Canada,74.4,75.9,80.4,75.2,40.3,31326,13.7,23,56,2013
+35,"University of California, Santa Barbara",United States of America,56.1,58.3,73.5,99.4,100,22020,27.3,11,52,2013
+35,University of Hong Kong,Hong Kong,78.4,81.7,85.9,62.1,62.5,19835,17.6,38,53,2013
+37,Australian National University,Australia,68.6,90,83.5,73.5,39.6,14604,19.2,35,52,2013
+38,"University of California, San Diego",United States of America,63.4,34.2,79,96.2,43.9,27233,6.5,11,48,2013
+39,London School of Economics and Political Science,United Kingdom,70.8,87.2,80.8,66.5,42.9,,,,,2013
+40,École Polytechnique Fédérale de Lausanne,Switzerland,62.4,98.8,57,95,49.8,9666,10.5,54,27,2013
+41,New York University,United States of America,73.8,38.7,67.4,89.2,29.5,42056,6.8,19,55,2013
+42,Karolinska Institute,Sweden,66.3,64.5,75.7,77.3,71.4,7774,11.5,22,70,2013
+42,University of North Carolina at Chapel Hill,United States of America,70.4,32.9,69.3,90.1,40,26518,7.3,8,58,2013
+44,"University of California, Davis",United States of America,67.9,51.7,71.6,82.7,52.5,35364,13.9,13,54,2013
+44,Washington University in St Louis,United States of America,66,44.3,62.8,95.2,,12528,5.7,17,,2013
+46,Peking University,China,81.5,54.1,67.9,64.3,99.9,40148,8.3,14,,2013
+47,University of Minnesota,United States of America,66.1,28.7,74,84.7,,46825,18,13,52,2013
+48,LMU Munich,Germany,65.4,54.7,66.5,85.5,42,35691,15.5,13,62,2013
+49,University of Manchester,United Kingdom,65.9,77.9,67.7,76.9,43.2,34938,15.3,34,52,2013
+50,Pohang University of Science and Technology,South Korea,63.9,28.8,63.9,88.2,100,3055,10.1,4,20,2013
+51,Brown University,United States of America,63.7,36.9,60.3,94.1,29.9,8653,10.1,19,,2013
+52,Tsinghua University,China,74.5,37.2,76.4,55.2,99.2,39763,13.7,10,32,2013
+53,Ohio State University,United States of America,66.7,46.3,60.9,80.1,49.5,51462,13.4,12,49,2013
+54,Boston University,United States of America,65.4,39.2,50.9,94.2,30.6,24789,8.6,17,58,2013
+54,Kyoto University,Japan,77.1,26.3,74.8,57.8,76.4,22809,5.6,7,,2013
+56,University of Southern California,United States of America,68.4,43.4,57.1,81.9,33.5,36534,12.9,20,52,2013
+57,King’s College London,United Kingdom,53.5,86,59.3,82.8,42.4,21394,11.4,37,61,2013
+58,KU Leuven,Belgium,59.7,56.6,71,67.2,99.7,42503,41.9,18,54,2013
+59,Seoul National University,South Korea,76.7,27,81.4,48,81.7,26389,13.9,10,,2013
+59,École Normale Supérieure,France,61.6,67.3,46.9,90.3,47.2,2400,7.9,20,46,2013
+61,Pennsylvania State University,United States of America,55,34.9,69.2,81.4,59.7,44501,12.4,12,46,2013
+62,University of Sydney,Australia,59.5,83,70.1,62.9,69.2,41868,20.2,28,57,2013
+62,École Polytechnique,France,56.5,83,54.7,80.7,75.8,2429,4.8,30,18,2013
+64,Leiden University,Netherlands,54,54.8,67.1,78.4,46.1,21222,17.1,10,59,2013
+65,Hong Kong University of Science and Technology,Hong Kong,56.9,78.1,64.6,68.9,55.6,11385,23.8,36,,2013
+65,The University of Queensland,Australia,54.4,77.8,66.1,69.6,64,34718,32.7,27,53,2013
+67,Utrecht University,Netherlands,48,47.3,64.7,82.4,82.6,30779,15.4,7,59,2013
+68,Korea Advanced Institute of Science and Technology (KAIST),South Korea,69.9,31.1,68.9,58.4,100,9027,10,9,20,2013
+69,Purdue University,United States of America,59.8,54.8,71.9,63.1,,39256,18.1,22,42,2013
+70,University of Göttingen,Germany,50,51,52.5,92.5,34.4,25581,25.6,12,51,2013
+70,Wageningen University and Research Center,Netherlands,54.9,79.2,53.7,73.8,100,9248,17,21,56,2013
+72,Erasmus University Rotterdam,Netherlands,44.5,62.8,64.1,80.2,62,20580,18.9,18,48,2013
+72,University of Massachusetts,United States of America,57.1,31.7,62.6,77.8,52.8,56959,13,11,49,2013
+74,University of Bristol,United Kingdom,50.1,71.9,51.7,85.4,38.7,17906,14,25,53,2013
+75,Rice University,United States of America,49.5,59,39.3,100,36.5,6333,9,26,44,2013
+76,University of Pittsburgh,United States of America,54.6,29.4,55.1,85.2,39.3,26485,5.8,10,51,2013
+77,Delft University of Technology,Netherlands,59.9,67.7,75.1,45.1,99.9,15920,19.4,25,26,2013
+78,Heidelberg University,Germany,61.4,61.3,49,75.5,40.7,28881,24.5,17,55,2013
+79,Emory University,United States of America,56.7,36.6,44.4,90.9,38.3,12338,4.5,18,56,2013
+80,Durham University,United Kingdom,42.3,77.7,44.5,93.3,34.3,15489,15.7,24,54,2013
+81,Pierre and Marie Curie University,France,59.2,64.4,43.5,80.6,28.6,27862,8.7,18,48,2013
+82,Lund University,Sweden,43.6,64.4,61.3,77.1,34.2,28251,11.5,15,,2013
+83,University of Amsterdam,Netherlands,45.6,57,61.3,75.1,49,24570,14.4,11,53,2013
+84,University of Montreal,Canada,54,74.6,57.9,60.9,95,38264,20.3,25,57,2013
+85,University of New South Wales,Australia,52.6,84.8,63.8,56.7,50.5,38309,25.9,33,47,2013
+86,Nanyang Technological University,Singapore,45.7,90.5,66.9,54.5,99.5,25028,16.2,33,48,2013
+87,Tufts University,United States of America,52.6,39.6,36.4,94.8,39.4,10410,10,14,54,2013
+88,McMaster University,Canada,42.3,66.9,47.9,81.7,98,23823,19.3,15,53,2013
+89,University of Groningen,Netherlands,43.8,49.8,61,71.6,85.2,24556,25.6,12,52,2013
+89,University of Zurich,Switzerland,50,84.1,41.6,80,38.3,26583,6.5,19,57,2013
+91,University of Colorado Boulder,United States of America,42.3,34.7,44.4,97.1,,29325,16.1,8,45,2013
+92,ParisSud University,France,48,63.9,45.9,82.9,28.4,27603,15,17,,2013
+93,Ghent University,Belgium,46.4,49.1,56.7,71.3,95.9,32166,34.1,9,57,2013
+94,Michigan State University,United States of America,51.8,36.8,56.8,73.8,32.6,44750,15.7,15,51,2013
+94,University of Notre Dame,United States of America,48.3,41.6,39.6,93.5,29.8,11829,13.8,10,44,2013
+96,"University of California, Irvine",United States of America,44,35.2,47.2,90.3,42.1,26614,16.1,16,52,2013
+97,"University of Maryland, College Park",United States of America,44.9,40.4,51.4,83.9,32.1,31331,8.4,9,48,2013
+98,University of Arizona,United States of America,47,31.3,53.7,76.9,83.9,36429,12.7,8,52,2013
+99,Humboldt University of Berlin,Germany,55.4,57.5,58.7,59.5,,29987,52.5,16,,2013
+99,Monash University,Australia,47.8,66.4,60.6,60.9,70,50882,40.5,36,56,2013
+99,"Rutgers, the State University of New Jersey",United States of America,50.9,27.9,61.3,69.5,35.8,37032,17.3,8,51,2013
+102,University of Rochester,United States of America,46,45.9,37.8,92.3,39.6,9390,4.5,26,49,2013
+103,University of York,United Kingdom,41.9,71.9,43.9,83.4,38.4,,,,,2013
+104,Case Western Reserve University,United States of America,56.5,34.2,42,80.4,,9259,6.4,17,48,2013
+105,Technical University of Munich,Germany,51.2,61.5,42.4,76.5,49.7,35565,31.5,20,33,2013
+106,Uppsala University,Sweden,48.6,56.3,63.9,58.2,44.1,25266,18.2,12,57,2013
+106,Vanderbilt University,United States of America,51.5,27.5,40.9,85,53,12161,3.6,10,52,2013
+108,University of St Andrews,United Kingdom,43.2,86.3,43.8,76.6,38.9,8338,12.7,47,56,2013
+109,University of Helsinki,Finland,42.8,48.3,53,77.7,31.1,23505,15.1,6,66,2013
+110,Trinity College Dublin,Republic of Ireland,41.9,84.5,33.5,88.1,32.8,15521,18,25,57,2013
+110,University of Sheffield,United Kingdom,49.5,68.1,46.2,71,41.5,23311,15.5,31,50,2013
+110,University of Sussex,United Kingdom,34.9,76.7,39.5,91.1,32.1,12001,17.4,35,54,2013
+113,University of Cape Town,South Africa,34.7,75.1,45.5,79.7,87.3,20040,12.1,18,53,2013
+114,Eindhoven University of Technology,Netherlands,44.1,69.8,51.8,63.8,100,8176,16,14,19,2013
+115,Maastricht University,Netherlands,39.7,85.2,53.2,62.5,99.1,15626,18.9,48,56,2013
+116,Aarhus University,Denmark,35.7,66.4,54.6,71.6,69.7,23895,13.6,14,54,2013
+117,Stockholm University,Sweden,31.3,52.2,43.8,93,32,31715,23.7,8,62,2013
+118,University of Virginia,United States of America,55.9,27.9,43,73.5,48.6,23845,10.2,12,52,2013
+119,"Royal Holloway, University of London",United Kingdom,30.5,92.5,27.7,99,31.9,8747,15.9,37,57,2013
+120,University of Nottingham,United Kingdom,48.1,70.1,50.8,62.8,38.3,30144,15,27,54,2013
+121,University of Alberta,Canada,50.9,67.6,53.9,56.6,50.6,36299,21.6,23,55,2013
+122,"University of California, Santa Cruz",United States of America,32.1,32.5,39.6,99.9,,17404,22.7,1,53,2013
+122,University of Florida,United States of America,52,31.2,62.9,56,,50095,18.7,9,54,2013
+124,Chinese University of Hong Kong,Hong Kong,53.7,62.6,63.1,45.1,44.5,17916,10.2,22,53,2013
+124,Dartmouth College,United States of America,47.5,31.5,35.9,87,38.6,6178,6.6,16,47,2013
+124,University of Warwick,United Kingdom,48.9,80.9,50.5,58.8,35.3,18529,16.6,37,48,2013
+127,Radboud University Nijmegen,Netherlands,35.7,53.4,54.3,73.3,41.7,17713,13,10,58,2013
+128,Free University of Berlin,Germany,53.1,60.9,56.5,51.5,32.8,33062,39.3,20,58,2013
+128,Tokyo Institute of Technology,Japan,58,29.6,56.1,52,65.3,9586,7.3,13,13,2013
+130,University of Copenhagen,Denmark,42.2,73.5,40.4,74.3,39.7,27545,4.1,19,67,2013
+130,University of Lausanne,Switzerland,33,82.7,44.8,76.2,45.8,11964,13.1,22,,2013
+130,University of Southampton,United Kingdom,37.9,77.4,38.9,79.2,41.8,20925,13.5,29,53,2013
+133,University of Geneva,Switzerland,36.2,95.3,42.5,73.1,32.4,15668,15,39,61,2013
+134,Indiana University,United States of America,48.3,36,44.2,72.5,,62468,13.6,13,53,2013
+134,National Taiwan University,Taiwan,56.4,24.6,65.7,45.5,44,31891,11.9,7,39,2013
+134,University of Utah,United States of America,43.3,25.2,41.3,81,63.3,25674,16.9,9,45,2013
+137,Hebrew University of Jerusalem,Israel,48.8,50.3,55.8,57,33.6,17612,10.7,5,55,2013
+137,Tohoku University,Japan,57.7,32,55.6,48.9,80.7,17200,5,7,25,2013
+139,University of Glasgow,United Kingdom,37.3,69.7,40.2,78.1,44.1,22616,16,29,57,2013
+140,KTH Royal Institute of Technology,Sweden,47.5,86.1,49.7,49.1,100,12062,14.6,21,30,2013
+140,VU University Amsterdam,Netherlands,40.5,47.1,45.1,74.2,58.5,23280,16.3,6,56,2013
+142,University of Basel,Switzerland,37.1,89.8,23.2,87.8,64.2,12551,17.3,24,54,2013
+142,University of Leeds,United Kingdom,41.5,66.6,48.6,65.8,41.3,27703,14.7,21,58,2013
+144,University of Freiburg,Germany,48.3,54.9,33,72.4,81.1,26467,31.2,16,52,2013
+145,Lancaster University,United Kingdom,37.7,76.2,40.9,73.2,31.8,11512,14.9,33,52,2013
+145,Queen Mary University of London,United Kingdom,33.1,87,30,85.4,42.7,14260,14,40,52,2013
+147,Osaka University,Japan,59.5,23.6,55.7,46.4,69.6,23144,7.8,9,31,2013
+148,Arizona State University,United States of America,38.4,27.4,45.2,79.9,31.8,83236,29.9,9,50,2013
+149,Technical University of Denmark,Denmark,37.9,77,30,76.9,98.7,9990,5,18,27,2013
+150,Boston College,United States of America,34.5,52.4,33.2,88.7,,13216,17.4,19,54,2013
+151,Karlsruhe Institute of Technology,Germany,46.3,64.5,38.9,63.4,82.9,25294,24.6,16,26,2013
+151,University of Bern,Switzerland,43,77.3,36,69.7,42,14708,22.5,14,54,2013
+153,University of Exeter,United Kingdom,33.2,74.1,38.1,78.1,37.1,17755,18.8,28,54,2013
+154,RWTH Aachen University,Germany,45.3,53.9,32.4,73.8,63.1,37917,27.6,16,31,2013
+154,"University of California, Riverside",United States of America,29.1,62.8,32.5,90.3,33.5,20626,22,12,51,2013
+156,Texas A&M University,United States of America,46.4,47.2,58.3,49.3,45.5,50657,21.4,9,47,2013
+156,Yeshiva University,United States of America,51.7,28.4,30.1,78.8,,6753,5.5,7,53,2013
+158,Tel Aviv University,Israel,50.7,39.5,59.8,43.7,49.2,23977,24.4,4,,2013
+158,University of Birmingham,United Kingdom,44.8,69.7,46.7,56.3,38.4,25295,16.4,23,54,2013
+158,University of São Paulo,Brazil,63,24.5,65.7,30.2,40,81402,14.6,4,48,2013
+161,University of Auckland,New Zealand,34,88,40.9,64.2,76.6,29787,18.9,28,54,2013
+162,Stony Brook University,United States of America,38.8,52.8,29.9,82.9,31.6,21908,10.9,24,50,2013
+162,University of Vienna,Austria,44.3,86.3,46.7,52.4,29.1,34651,20.5,25,67,2013
+164,Université Catholique de Louvain,Belgium,38.6,64.3,40.5,68.8,34.5,28856,42,19,54,2013
+165,University of Delaware,United States of America,30,37.3,41.6,76.6,97.7,19262,15.9,10,56,2013
+166,Paris Diderot University – Paris 7,France,31.9,66.8,27.1,87.9,,27756,14.8,17,63,2013
+167,University of Texas at Dallas,United States of America,32.6,46.8,32.2,85.2,40,16306,22.8,23,44,2013
+168,George Washington University,United States of America,48.1,36.6,28,77.1,30,20541,12,16,56,2013
+169,University of Iowa,United States of America,49,26.4,40.9,65.7,,27526,11.6,11,52,2013
+170,École Normale Supérieure de Lyon,France,40.8,61,25.9,79.6,28.9,2218,8,14,49,2013
+171,University of Bonn,Germany,40.9,54,26.1,80.4,,32474,70.4,13,55,2013
+171,University of Liverpool,United Kingdom,38.7,73.7,37.5,64.8,46.4,18815,13.6,30,52,2013
+171,University of Ottawa,Canada,40.8,58.1,41.4,63.1,43,36733,26.3,15,60,2013
+174,Georgetown University,United States of America,56.4,32.9,35.6,59.8,,15408,8.5,14,53,2013
+174,Rensselaer Polytechnic Institute,United States of America,36.2,32.9,40.2,73,66.8,6671,15,16,30,2013
+176,University of Aberdeen,United Kingdom,31.9,84.1,34.3,71.5,48.9,12938,15.8,33,54,2013
+176,University of Adelaide,Australia,37.3,82.2,43.7,55.9,63.2,20771,30.1,26,48,2013
+176,University of East Anglia,United Kingdom,29.6,68.9,27.7,85.5,30.7,14992,14.7,28,58,2013
+176,University of Reading,United Kingdom,39.3,72.4,41.1,61.3,35.2,12050,14.8,28,55,2013
+180,Joseph Fourier University,France,36.6,56.3,26.5,81.8,36.3,16130,12.1,13,,2013
+180,Newcastle University,United Kingdom,37.9,74.4,30.5,72.1,37.4,20174,15.2,29,50,2013
+182,City University of Hong Kong,Hong Kong,35.2,64,41.8,64.1,53.6,10015,7.1,28,51,2013
+183,Yonsei University,South Korea,48.3,33.4,50.6,48.6,56.1,24774,11.6,14,,2013
+184,Colorado School of Mines,United States of America,24.9,51.2,22.5,94.3,66,5287,18.2,12,26,2013
+184,University of Illinois at Chicago,United States of America,53.9,29.1,42.6,52.9,40.4,24313,9.2,17,53,2013
+184,William & Mary,United States of America,41.3,25.8,22.6,87.1,29.9,7867,11.8,7,54,2013
+187,University College Dublin,Republic of Ireland,31.1,76.5,31.8,74.9,35.3,22193,24.5,23,,2013
+187,University of Twente,Netherlands,35.8,61.5,46.4,55.6,79.7,6631,12,26,37,2013
+189,Medical University of South Carolina,United States of America,46.2,27.7,39.6,59.7,77.1,,,,,2013
+190,University of Western Australia,Australia,35,88.4,39.9,55.7,60,20851,20.7,27,50,2013
+190,Wake Forest University,United States of America,37.5,19,22.4,89.1,48,7326,4.6,5,51,2013
+192,University of Antwerp,Belgium,33.8,58.5,35.5,64.8,100,12346,30.3,16,56,2013
+193,Iowa State University,United States of America,35.7,30.5,34.3,74.9,44,29991,17.4,11,44,2013
+193,Technion Israel Institute of Technology,Israel,44.8,55.9,50.2,44,40.8,13855,19.4,4,35,2013
+193,University of Miami,United States of America,48.7,33.1,27,69.7,,15286,5.7,14,50,2013
+196,University of Leicester,United Kingdom,33,83.7,32.5,66.5,34.9,14541,13.4,35,54,2013
+196,University of Victoria,Canada,20.2,65.9,33.7,82.7,30.6,17581,21.5,11,56,2013
+198,University at Buffalo,United States of America,46.3,50.7,40.6,52.1,42.4,25668,19,19,47,2013
+199,Goethe University Frankfurt,Germany,33.3,57.6,29.7,73.9,41.4,31861,9.3,15,60,2013
+200,"Birkbeck, University of London",United Kingdom,27.6,83.2,30.5,72.8,29.4,9454,17.2,38,55,2013
+201225,Autonomous University of Barcelona,Spain,39,47.1,35.7,62.8,37.3,30538,12.3,10,59,2013
+201225,Brandeis University,United States of America,27.3,45.3,27.9,83.1,37.4,5495,12.6,22,55,2013
+201225,Cardiff University,United Kingdom,32.5,68.1,38.2,60.2,39.8,23347,13.1,23,57,2013
+201225,Fudan University,China,45.3,38.6,39.5,51.3,46.3,32175,12.2,11,50,2013
+201225,Johannes Gutenberg University of Mainz,Germany,33.5,57,18.4,85.2,,35609,32.6,10,58,2013
+201225,Lomonosov Moscow State University,Russian Federation,63.5,50.3,48.1,19.7,70.1,30822,7.7,20,43,2013
+201225,Middle East Technical University,Turkey,50.8,28,46,44.6,50.6,25779,22.2,7,44,2013
+201225,Nagoya University,Japan,44.2,25.3,39.2,53.3,35.5,15529,7.9,10,29,2013
+201225,Northeastern University,United States of America,40.1,41,21.2,76.4,33.8,18539,15.1,26,50,2013
+201225,Pompeu Fabra University,Spain,27.3,49.9,23.2,77.5,34.2,10901,18.3,13,59,2013
+201225,Queen’s University,Canada,39.5,58,35.4,51.2,77.3,20488,22.1,10,58,2013
+201225,"St George’s, University of London",United Kingdom,20,57.9,22.6,89.7,44.1,2958,13.4,17,61,2013
+201225,Sungkyunkwan University (SKKU),South Korea,47.1,30.9,48.7,39.3,98.7,24365,20.3,9,39,2013
+201225,Tilburg University,Netherlands,38.2,56.6,54.5,33.7,54.8,7576,22.4,10,49,2013
+201225,University of Barcelona,Spain,32.5,46,33.4,71.4,30.9,47491,12.2,10,62,2013
+201225,University of Dundee,United Kingdom,24.8,66.6,23.2,81.1,49.9,11628,15.3,25,60,2013
+201225,University of ErlangenNuremberg,Germany,35,49,18.7,74.6,45.2,36146,53.9,9,49,2013
+201225,University of Georgia,United States of America,45.4,36.2,40.1,46.8,31.3,33119,19.9,7,57,2013
+201225,University of Gothenburg,Sweden,28.3,48.4,41.9,63.8,38.6,26420,16.4,12,,2013
+201225,University of Innsbruck,Austria,36.6,88.7,17.9,71.6,38.2,18209,16.9,39,54,2013
+201225,University of Konstanz,Germany,32.6,58.5,35.6,64.5,51.9,10930,59.1,12,54,2013
+201225,University of Oslo,Norway,33.5,59,39.8,62.3,31.4,27139,18.8,18,,2013
+201225,University of Science and Technology of China,China,39.2,22,27.7,72.7,50.1,14290,7.9,2,,2013
+201225,University of Strasbourg,France,29.7,68.3,29.2,72,34.8,46208,17.8,21,58,2013
+201225,University of Tübingen,Germany,36.3,56.3,25.1,73.8,31.6,28327,38.9,12,58,2013
+226250,Bilkent University,Turkey,34.7,42,30.5,60.1,39.9,,,,,2013
+226250,Carleton University,Canada,18.3,56.8,26.7,75.1,,25036,29.8,18,47,2013
+226250,Chalmers University of Technology,Sweden,29.9,65.3,41.5,47.7,78.5,8605,11.6,15,30,2013
+226250,Florida Institute of Technology,United States of America,16.2,58.4,11.9,92.5,28.7,4408,13.7,26,34,2013
+226250,Georgia Health Sciences University,United States of America,49.4,32.6,17.5,62,43.6,,,,,2013
+226250,Indian Institute of Technology Kharagpur,India,44.2,16.1,45.3,39,72.4,9928,17.5,0,15,2013
+226250,Korea University,South Korea,44.7,27.3,43.7,39.4,52.1,24043,15.8,14,,2013
+226250,Koç University,Turkey,20.4,52.8,22.3,79.2,37.9,4488,14.6,8,52,2013
+226250,Laval University,Canada,36.4,54.4,27.3,57.5,56.6,27227,16.2,12,,2013
+226250,Mines ParisTech,France,39.5,62.4,25.6,51.7,99.4,1283,5.6,22,28,2013
+226250,National Research Nuclear University MePhI,Russian Federation,20.9,18.8,10.6,100,59.6,7801,7.3,7,29,2013
+226250,National Tsing Hua University,Taiwan,45.5,20.1,44.1,44.4,44,10221,13.5,5,33,2013
+226250,Simon Fraser University,Canada,24,55.6,35.3,61,41.6,26640,28.3,19,55,2013
+226250,Technical University of Darmstadt,Germany,37.8,64.4,31.8,44.4,84.4,20300,53.6,18,28,2013
+226250,Tulane University,United States of America,42.8,31.2,22.6,66.8,,11381,8.4,8,56,2013
+226250,University of Bergen,Norway,28.3,71,26.8,66.2,41.1,11623,11.1,12,60,2013
+226250,University of Calgary,Canada,37.3,62.2,35.8,47.1,42.8,28341,16.5,17,53,2013
+226250,University of Cincinnati,United States of America,34.9,23.9,26.5,69.5,35.8,36108,15.7,6,54,2013
+226250,University of Missouri,United States of America,40.4,30.8,45.8,45.2,31.1,29885,14.1,5,53,2013
+226250,University of Otago,New Zealand,28.8,85.4,30.9,54.8,37.2,18600,20.3,21,57,2013
+226250,University of South Florida,United States of America,32.6,19.7,42,48.4,98.9,31424,21.5,10,,2013
+226250,University of the Witwatersrand,South Africa,28.6,65.1,38.3,49.8,98.4,23321,18.6,9,56,2013
+226250,University of Waterloo,Canada,34.7,58.3,42.1,41.8,39.4,30726,24.2,14,45,2013
+226250,University of Western Ontario,Canada,39.4,51.3,37.2,44.8,44.6,27387,20.7,16,54,2013
+226250,University of Würzburg,Germany,33,44.8,19.4,70.9,30.4,26576,38.4,8,57,2013
+226250,Université Libre de Bruxelles,Belgium,25.6,78.2,30.6,59.3,54.9,23819,26.1,32,54,2013
+251275,Aalto University,Finland,34.4,52,26.8,50.1,73.7,16099,24.2,17,32,2013
+251275,Dalhousie University,Canada,30.2,59.1,29.8,54.3,65,15064,14.4,18,55,2013
+251275,Hong Kong Polytechnic University,Hong Kong,34.6,65.4,41.2,39.8,42.2,22064,25.9,26,51,2013
+251275,Indian Institute of Technology Bombay,India,47.3,19.9,33.1,45.6,52.7,8327,14.9,1,16,2013
+251275,Macquarie University,Australia,22,86.8,29.6,54.8,37.2,27930,20,44,55,2013
+251275,Nanjing University,China,41.3,48.4,25.3,52.1,47.7,29743,13.3,10,46,2013
+251275,National Chiao Tung University,Taiwan,39.6,27.2,49.6,31.5,99,12646,16.6,5,27,2013
+251275,Norwegian University of Science and Technology,Norway,34.2,57.5,27.7,50.8,45.2,17381,13.9,9,46,2013
+251275,Queensland University of Technology,Australia,27.6,69.2,37,47,58.9,33391,35.8,17,54,2013
+251275,State University of Campinas,Brazil,51.7,20.9,46.8,26.5,44.9,27095,15.3,3,48,2013
+251275,Stellenbosch University,South Africa,31.5,47.8,35,48.9,96.6,21849,23,8,53,2013
+251275,Tokyo Metropolitan University,Japan,19,19.6,9.8,97.1,31.1,9303,9.9,4,35,2013
+251275,Umeå University,Sweden,23.5,52.4,34.5,59.6,29.7,16667,11.9,7,60,2013
+251275,University of Connecticut,United States of America,42.5,40.5,29.7,50,32.6,25742,13,11,51,2013
+251275,University of Essex,United Kingdom,33.7,86.4,34.6,39.6,31,12695,19.8,39,55,2013
+251275,University of Iceland,Iceland,11.4,59.9,28,71,74.4,13960,25.9,8,66,2013
+251275,University of Kiel,Germany,32.1,44.6,27,62.5,35.6,24444,23.8,8,53,2013
+251275,University of Milan,Italy,36.3,35.7,24.2,61,38.2,58618,24.3,5,60,2013
+251275,University of MilanBicocca,Italy,26.1,36.2,21.1,76,39,33370,72.5,5,60,2013
+251275,University of Münster,Germany,35.9,43.2,20.4,63.6,38.2,39838,46.1,8,53,2013
+251275,University of Oregon,United States of America,31.5,30.2,21.7,70.4,,24418,20.2,11,52,2013
+251275,University of Trieste,Italy,19.6,48.5,14.3,82.2,33.6,18135,25.8,9,56,2013
+251275,Victoria University of Wellington,New Zealand,22.3,84.8,29.1,55.6,43,17142,21.1,21,55,2013
+251275,Vienna University of Technology,Austria,44.8,71.4,32.4,34.2,65.5,26419,52,27,27,2013
+276300,Aberystwyth University,United Kingdom,23.8,63.1,21.7,64.3,34.9,9252,19.2,18,48,2013
+276300,Bangor University,United Kingdom,27.6,70.3,25.7,53.8,31.6,9567,19.5,22,55,2013
+276300,Bayreuth University,Germany,25.6,50.4,14.9,72.1,35.4,12520,35.5,8,46,2013
+276300,Bielefeld University,Germany,27.4,47.5,20.3,63.5,35.1,21428,67.8,8,57,2013
+276300,Boğaziçi University,Turkey,35.4,36.7,33.9,48.1,38.4,11506,25,7,50,2013
+276300,Colorado State University,United States of America,30.8,29.8,32,55.8,,26769,19,5,52,2013
+276300,Drexel University,United States of America,34.7,36.6,14.9,65.1,34.7,20713,10.8,18,48,2013
+276300,Istanbul Technical University,Turkey,34.9,20.8,25.5,52.9,98,34550,16,5,34,2013
+276300,Montpellier University,France,22.2,54.2,25.8,64.4,32.8,36731,18.4,14,51,2013
+276300,Oregon State University,United States of America,27.1,34.2,24.2,64.1,31,22578,16.8,9,47,2013
+276300,Queen’s University Belfast,United Kingdom,28,87.1,23.8,52.2,48.1,17940,17.9,30,54,2013
+276300,Ruhr University Bochum,Germany,36.7,48.3,32.9,42.4,54.3,38675,46.3,13,48,2013
+276300,Shanghai Jiao Tong University,China,43.4,20.7,37.9,31.3,76.1,38191,12.8,6,37,2013
+276300,Swedish University of Agricultural Sciences,Sweden,28.4,46.8,25.3,54.6,99.8,3879,4.6,,67,2013
+276300,Tokyo Medical and Dental University (TMDU),Japan,47.5,21.9,21.6,47.1,45.4,2872,3.3,7,51,2013
+276300,TU Dresden,Germany,29.7,48.9,15.6,63.9,36.1,35487,37.4,12,42,2013
+276300,University of Bath,United Kingdom,28,75.9,28.8,50.2,42.8,12830,18.8,30,46,2013
+276300,University of Bologna,Italy,34.4,37.6,27.4,53.9,35.1,85532,22.9,7,56,2013
+276300,University of Kansas,United States of America,36.1,28.1,20.5,57.2,34.5,,,,,2013
+276300,University of Montana,United States of America,28.9,24.9,14.9,72.1,34.1,12470,15.2,3,54,2013
+276300,University of Newcastle,Australia,21.1,70.5,29,49.8,72.9,23508,21.9,18,56,2013
+276300,University of South Carolina,United States of America,37.5,31.3,28,53.2,30.8,29336,16.3,1,55,2013
+276300,University of Southern Denmark,Denmark,18.6,67.3,19.6,67.3,75.5,22210,12.7,16,52,2013
+276300,University of Trento,Italy,28.7,51.2,21.9,62.1,45.3,16841,43.2,8,51,2013
+276300,University of Turin,Italy,22.6,36.3,23.4,66.2,40.4,67552,66,6,62,2013
+276300,Virginia Polytechnic Institute and State University,United States of America,38.5,27.8,44.4,37.2,27.9,30850,18.6,10,42,2013
+301350,Autonomous University of Madrid,Spain,32,45.7,24,51.9,34.7,28296,13,15,56,2013
+301350,Brunel University London,United Kingdom,19.3,89.4,20.1,58.2,33.4,12613,17.6,38,46,2013
+301350,Charles University in Prague,Czech Republic,34.7,50.3,26.2,42,28.1,51438,13,15,62,2013
+301350,Claude Bernard University Lyon 1,France,23.6,50,17.1,62.6,,35308,16.1,11,50,2013
+301350,Creighton University,United States of America,42.4,26,9.3,61,,7086,8.3,2,57,2013
+301350,Hokkaido University,Japan,45.1,24.9,34.2,32.3,41.3,18162,8.2,9,29,2013
+301350,Hong Kong Baptist University,Hong Kong,22.9,62,15.1,57.6,29.6,10441,11,25,61,2013
+301350,Johannes Kepler University of Linz,Austria,22,59,13.8,59.3,,19646,29.1,10,48,2013
+301350,King Abdulaziz University,Saudi Arabia,19.7,71,10.3,63.4,40.2,35889,8.4,21,57,2013
+301350,Kyushu University,Japan,44,21.7,28.8,30.7,73.1,18925,6.7,8,28,2013
+301350,Linköping University,Sweden,21.1,47.7,27,53.3,38,17866,7.7,10,52,2013
+301350,Medical University of Vienna,Austria,23.7,66.2,13.4,66,33.2,7426,2.9,28,50,2013
+301350,Murdoch University,Australia,19.4,83.3,18.9,49.6,44.2,16606,32.8,43,59,2013
+301350,National Cheng Kung University,Taiwan,33.1,22.9,40.3,30.4,99.9,21234,14.4,11,36,2013
+301350,National Sun YatSen University,Taiwan,27.9,23.9,32.5,48.5,43.9,9336,19.6,4,37,2013
+301350,"National University of Ireland, Galway",Republic of Ireland,22.6,69.3,19.8,51.9,41.1,14067,26.8,14,56,2013
+301350,North Carolina State University,United States of America,34.8,29.2,28.8,47.6,35.7,30533,13.6,11,44,2013
+301350,Polytechnic University of Milan,Italy,27.2,38.1,23.8,47.7,68.1,30025,22.2,12,34,2013
+301350,Renmin University of China,China,36.1,45.8,12,59.6,44,24954,12.7,6,,2013
+301350,Sapienza University of Rome,Italy,35.3,33.2,30.6,39.1,36,120986,32.3,7,59,2013
+301350,Sharif University of Technology,Iran,32.9,16.7,42.8,34.2,93,10977,18.7,0,27,2013
+301350,State University of New York Albany,United States of America,30.2,27.8,30,52.9,,15387,18.5,8,51,2013
+301350,Sun Yatsen University,China,33.1,24.2,17.8,52.2,43.5,51351,16.6,8,51,2013
+301350,UiT The Arctic University of Norway,Norway,21.7,61.8,19.4,56.4,29.1,10398,12.2,10,60,2013
+301350,University College Cork,Republic of Ireland,25.3,71.5,19.5,47.4,38.8,15805,22.3,15,55,2013
+301350,University of Canterbury,New Zealand,19.9,88,24,48.4,49.8,12187,16.5,20,51,2013
+301350,University of Crete,Greece,17.1,44.4,16.3,68.6,34.1,14650,26.9,5,63,2013
+301350,University of Eastern Finland,Finland,22.4,39.5,19.1,58.1,36.7,10798,17.3,6,64,2013
+301350,University of Fribourg,Switzerland,20.8,59.5,11,69.4,,10416,46.9,19,58,2013
+301350,University of Graz,Austria,26.9,59.7,17.6,57.4,29.5,20584,26.8,12,65,2013
+301350,University of Guelph,Canada,24.4,39,31.3,48.2,48.1,21643,28.3,4,60,2013
+301350,University of Manitoba,Canada,31.6,38.6,32.4,44.4,43.5,28576,27.8,11,55,2013
+301350,"University of Maryland, Baltimore County",United States of America,19.4,32.6,16.4,65.2,32.6,13908,18.1,7,46,2013
+301350,University of Padua,Italy,21,37,21.4,64.5,31.7,62577,18.3,4,56,2013
+301350,University of Pavia,Italy,25.6,34.4,18.3,56.3,60.6,22958,40.6,6,56,2013
+301350,University of Pisa,Italy,22.6,29.6,23.2,63.8,39.4,47247,18,4,52,2013
+301350,University of Portsmouth,United Kingdom,12.8,70.2,10.5,72.3,29.2,20161,19.1,23,45,2013
+301350,University of South Australia,Australia,28.4,81,25,34.1,83.7,18971,26.2,32,59,2013
+301350,University of Tampere,Finland,25.6,35,23.9,51.2,49.3,10045,9.5,4,66,2013
+301350,University of Tsukuba,Japan,39.9,30.7,26.2,45.3,33,15930,12.6,16,38,2013
+301350,University of Waikato,New Zealand,17.7,85.6,19.9,61.9,28.2,10159,17,25,57,2013
+301350,University of Wollongong,Australia,22.5,83.7,27.3,47.4,54,16489,25.4,24,50,2013
+301350,Vrije Universiteit Brussel,Belgium,26.7,48.4,26.8,53.8,37.5,9020,17.1,16,55,2013
+301350,Washington State University,United States of America,29.9,33.9,30.6,47.1,55.8,24550,18.3,7,50,2013
+301350,Wayne State University,United States of America,34.3,28.1,16.2,58.4,,23065,10.7,7,57,2013
+301350,York University,Canada,20.9,50.7,30.1,50.5,41.9,48007,39.4,9,59,2013
+301350,Zhejiang University,China,40.3,20.1,34.5,32.6,89,47508,15.9,5,41,2013
+351400,Aalborg University,Denmark,21.7,67.2,24.9,41,39,17422,15.9,15,48,2013
+351400,"Binghamton University, State University of New York",United States of America,23.3,30.7,21.9,51.1,33.4,15799,23.3,14,48,2013
+351400,Charles Darwin University,Australia,17.2,44.3,15.3,53.3,32.5,5570,25.4,15,67,2013
+351400,Deakin University,Australia,20,68.4,22,47.1,30.1,32713,30.4,17,60,2013
+351400,Flinders University,Australia,22.4,59.8,24.2,38.4,39.1,15655,22.6,15,63,2013
+351400,George Mason University,United States of America,27.2,34.9,19.7,53,28.2,26622,17,7,54,2013
+351400,HeriotWatt University,United Kingdom,20.7,84.2,21.4,42.1,48.4,8773,17.8,43,41,2013
+351400,Indian Institute of Technology Roorkee,India,30.4,15.6,13.7,45.8,70.4,8061,18.7,1,17,2013
+351400,Jagiellonian University,Poland,22.7,41.7,13.8,48.2,29.5,42835,11.5,5,67,2013
+351400,Keele University,United Kingdom,16.3,64.2,18.8,55.1,31.7,8397,15.7,20,55,2013
+351400,Keio University,Japan,32.5,22.2,28,39.7,43.1,33751,11.9,5,32,2013
+351400,King Mongkut’s University of Technology Thonburi,Thailand,11.3,23.8,10.2,68.4,60.2,17791,23.7,1,42,2013
+351400,Lehigh University,United States of America,26,30.4,19.7,50.6,40.1,6300,11.3,15,44,2013
+351400,Leibniz University of Hanover,Germany,36.6,48.2,19.1,35.1,40.3,22401,62.7,12,41,2013
+351400,Loughborough University,United Kingdom,33.4,63.9,32.7,24.7,40.7,13951,15.9,22,38,2013
+351400,Massey University,New Zealand,19.2,73.3,19.2,37.6,66,19101,16.8,15,62,2013
+351400,National Autonomous University of Mexico,Mexico,31,33.2,31.6,24.6,36,137378,11.6,5,51,2013
+351400,National Central University,Taiwan,25.2,27.9,26.5,38.3,84.8,10915,9.8,6,31,2013
+351400,National Taiwan University of Science and Technology (Taiwan Tech),Taiwan,26.8,18.8,42.5,33.1,46.8,7446,17.4,11,34,2013
+351400,"National University of Ireland, Maynooth",Republic of Ireland,25.7,69.2,23.9,28.1,30.8,7653,28,11,55,2013
+351400,Paris Dauphine University,France,22,57.6,12.7,50.6,29.4,9565,15.4,28,53,2013
+351400,Polytechnic University of Valencia,Spain,21,26.1,12.1,59.4,39.3,33172,13.6,7,36,2013
+351400,Temple University,United States of America,37.2,20.1,18.8,43.3,,33268,13.3,5,51,2013
+351400,University of Aveiro,Portugal,21,48.7,21.1,49,39.9,10791,17.8,10,51,2013
+351400,University of DuisburgEssen,Germany,24.4,50.2,14.7,54.7,41.1,36051,46.6,11,49,2013
+351400,University of Ferrara,Italy,19.2,41.4,13,58.5,37.7,18882,30.2,7,56,2013
+351400,University of Hertfordshire,United Kingdom,13.4,77.2,9.1,63.1,28.9,19665,19.4,27,54,2013
+351400,University of Houston,United States of America,37.5,32.6,25,35,35.7,40325,43.7,9,50,2013
+351400,University of Jyväskylä,Finland,24.3,49.7,15.8,44.6,71.2,9703,15.2,5,62,2013
+351400,University of KwaZuluNatal,South Africa,21.9,56.2,20.2,40,28.5,30572,24.9,6,58,2013
+351400,University of Liège,Belgium,21.9,67.8,16.9,48.4,55.9,20951,25.9,23,54,2013
+351400,University of Minho,Portugal,17.6,44.1,19.7,51.2,32.2,19090,18.8,9,52,2013
+351400,University of Modena and Reggio Emilia,Italy,17.3,30,16.6,58.5,32.3,19693,25.3,6,54,2013
+351400,University of Oklahoma,United States of America,36.8,24.2,17.8,42.9,33.9,,,,,2013
+351400,University of Porto,Portugal,26.2,43.2,21.1,50.2,36.2,32720,18.8,9,54,2013
+351400,University of Salento,Italy,29.1,28.4,21.3,40.6,51.3,19959,58.4,1,64,2013
+351400,University of Stirling,United Kingdom,18.2,63.7,23.7,50.3,29.8,7828,15.9,22,61,2013
+351400,University of Strathclyde,United Kingdom,26.3,63,21.6,33,35.8,15705,20.2,20,50,2013
+351400,University of Surrey,United Kingdom,31.1,80.4,25,21.6,45.4,12063,16.6,38,55,2013
+351400,University of Tartu,Estonia,18.6,42.4,27.4,52.4,30.1,10269,13,3,66,2013
+351400,University of Tasmania,Australia,19.5,68.4,17.5,47.2,44.8,18340,23.8,21,57,2013
+351400,University of Technology Sydney,Australia,20.7,74.7,21.5,34.7,33.9,24519,44.1,31,53,2013
+351400,University of Texas at San Antonio,United States of America,17.3,28.6,17.6,66.2,32.2,27520,26.9,6,48,2013
+351400,"University of the Andes, Colombia",Colombia,15.5,53,11.4,68.2,28.4,15773,16.9,2,44,2013
+351400,University of Valencia,Spain,17.2,40.8,14.5,62.8,32.5,58413,15.4,9,60,2013
+351400,University of Vigo,Spain,19.4,26.9,9.5,63.7,36.6,22793,19,3,51,2013
+351400,University of Warsaw,Poland,23.2,39.8,18.4,54,27.9,49292,14.1,7,67,2013
+351400,University of Wyoming,United States of America,18.6,28.1,24.2,47.5,30.9,,,,,2013
+351400,Waseda University,Japan,28.9,32.8,21.3,37.8,30.8,52316,16.9,8,35,2013
+1,California Institute of Technology,United States of America,94.4,65.8,98.2,99.8,91.2,2243,6.9,27,33,2014
+2,Harvard University,United States of America,95.3,66.2,98.5,99.1,40.6,20152,8.9,25,,2014
+2,University of Oxford,United Kingdom,89,90.2,98.5,95.4,90.3,19919,11.6,34,46,2014
+4,Stanford University,United States of America,94.7,68,96.8,99.1,61.3,15596,7.8,22,42,2014
+5,Massachusetts Institute of Technology,United States of America,92.9,82,89,100,94.3,11074,9,33,37,2014
+6,Princeton University,United States of America,89.9,59.6,97.6,99.7,80.5,7929,8.4,27,45,2014
+7,University of Cambridge,United Kingdom,90.6,86.7,95.3,95.7,52.8,18812,11.8,34,46,2014
+8,"University of California, Berkeley",United States of America,83.2,57.3,97.5,99.3,59.5,36186,16.4,15,50,2014
+9,University of Chicago,United States of America,85.6,58.6,88.2,98,,14221,6.9,21,42,2014
+10,Imperial College London,United Kingdom,84.5,91.8,88.1,90,72.3,15060,11.7,51,37,2014
+11,Yale University,United States of America,89.5,57.6,90.5,93.5,38.7,11751,4.4,20,50,2014
+12,"University of California, Los Angeles",United States of America,84.8,46.4,91,95.6,,38206,10.3,15,52,2014
+13,Columbia University,United States of America,86.6,68,79.1,95.6,,25055,5.9,28,,2014
+14,ETH Zurich – Swiss Federal Institute of Technology Zurich,Switzerland,77.6,96.7,88.2,85,78.8,18178,14.7,37,31,2014
+15,Johns Hopkins University,United States of America,75.7,59.3,85.1,95,100,15128,3.6,23,50,2014
+16,University of Pennsylvania,United States of America,79.8,40.6,81.2,95,45.2,20376,6.5,20,51,2014
+17,Duke University,United States of America,73.9,50,73,96.7,100,15172,4.8,17,49,2014
+18,University of Michigan,United States of America,70,49.5,86.2,90.8,53.5,41786,9,16,48,2014
+19,Cornell University,United States of America,72.1,55.6,83.8,90.8,35.8,21424,10.2,19,48,2014
+20,University of Toronto,Canada,73.6,70,81.5,84.5,45.8,66198,19.5,15,,2014
+21,University College London,United Kingdom,70.5,90.2,77.5,84.1,46.8,26607,10.7,46,56,2014
+22,Northwestern University,United States of America,70.2,34.4,76,97.1,61.9,18334,13.8,15,48,2014
+23,University of Tokyo,Japan,84.7,29.6,88,69.8,56.7,26199,5.7,10,,2014
+24,Carnegie Mellon University,United States of America,63.1,58.1,77.4,93.9,52.5,11885,13.1,35,39,2014
+25,University of Washington,United States of America,65.6,43.2,69.2,95.6,43.1,44020,11.8,13,53,2014
+26,National University of Singapore,Singapore,68,94.3,77.8,66.4,64.3,31592,15.5,34,49,2014
+27,University of Texas at Austin,United States of America,64.7,42.4,69,91.3,59.6,49427,17.4,9,51,2014
+28,Georgia Institute of Technology,United States of America,59.4,67.8,68.6,87.9,71.3,19967,20.1,26,31,2014
+29,University of Illinois at UrbanaChampaign,United States of America,66,41.1,78.9,79.4,,42727,18.7,20,47,2014
+30,University of WisconsinMadison,United States of America,69.8,32.3,67.7,87.2,51.2,39655,10.8,11,51,2014
+31,University of British Columbia,Canada,59.9,84.2,67.9,83.7,43.1,50152,17.6,25,54,2014
+32,London School of Economics and Political Science,United Kingdom,65.2,81.7,74.2,69.2,43.6,,,,,2014
+33,"University of California, Santa Barbara",United States of America,47.8,61.8,58.2,99.4,86.7,22020,27.3,11,52,2014
+34,University of Melbourne,Australia,57.1,81.3,64.2,80.2,65.1,40128,23.7,35,55,2014
+35,McGill University,Canada,61.5,77.8,68.1,74.5,40.8,31326,13.7,23,56,2014
+36,Karolinska Institute,Sweden,58.1,73.2,67.7,76,68.7,7774,11.5,22,70,2014
+37,École Polytechnique Fédérale de Lausanne,Switzerland,52.9,98.2,48.3,95.9,49.2,9666,10.5,54,27,2014
+38,King’s College London,United Kingdom,56.2,86,56.8,87.6,38.3,21394,11.4,37,61,2014
+39,University of Edinburgh,United Kingdom,56.6,81.5,56.9,87.6,42.5,25774,14.1,36,58,2014
+40,New York University,United States of America,65.4,41.8,58.4,87.9,29.9,42056,6.8,19,55,2014
+40,"University of California, San Diego",United States of America,52,35.6,63,96.7,48.4,27233,6.5,11,48,2014
+42,Washington University in St Louis,United States of America,59.5,44.6,52.9,96.4,,12528,5.7,17,,2014
+43,University of Hong Kong,Hong Kong,61.6,80.3,69.9,61.5,56.9,19835,17.6,38,53,2014
+44,Seoul National University,South Korea,76.4,29.4,79.2,47.3,86,26389,13.9,10,,2014
+45,Peking University,China,72.3,60.6,58.1,62.8,99.9,40148,8.3,14,,2014
+46,University of Minnesota,United States of America,61.4,31.7,62.7,81.2,,46825,18,13,52,2014
+47,University of North Carolina at Chapel Hill,United States of America,57.6,35,55.3,90.2,39.1,26518,7.3,8,58,2014
+48,Australian National University,Australia,51.8,91.4,65.1,71.2,44.8,14604,19.2,35,52,2014
+49,Pennsylvania State University,United States of America,55.3,33.7,65.9,79.4,60,44501,12.4,12,46,2014
+50,Boston University,United States of America,56.5,44.2,46.1,95.3,31.1,24789,8.6,17,58,2014
+50,Tsinghua University,China,66.8,42.6,65.9,59.9,99.9,39763,13.7,10,32,2014
+52,Brown University,United States of America,55.4,37.7,52,91.3,33.5,8653,10.1,19,,2014
+52,Kyoto University,Japan,69.5,27.5,69.5,58.2,78.7,22809,5.6,7,,2014
+52,"University of California, Davis",United States of America,55.5,53.7,56.4,81.2,51.3,35364,13.9,13,54,2014
+55,LMU Munich,Germany,55.4,56.3,54.1,83.3,41.4,35691,15.5,13,62,2014
+56,Korea Advanced Institute of Science and Technology (KAIST),South Korea,65.6,34.3,60,67,100,9027,10,9,20,2014
+57,Hong Kong University of Science and Technology,Hong Kong,52.4,77,59.7,72.3,58.5,11385,23.8,36,,2014
+58,University of Manchester,United Kingdom,54.5,80.9,52.2,77.3,40.8,34938,15.3,34,52,2014
+59,Ohio State University,United States of America,58.3,48.1,52.9,79.4,47.7,51462,13.4,12,49,2014
+60,Pohang University of Science and Technology,South Korea,54.2,33.8,49,85.7,100,3055,10.1,4,20,2014
+61,KU Leuven,Belgium,48.6,58.6,59.9,72.9,99.9,42503,41.9,18,54,2014
+62,Purdue University,United States of America,53.7,60.6,62.5,67,,39256,18.1,22,42,2014
+63,The University of Queensland,Australia,43.4,79.7,58,73.3,61,34718,32.7,27,53,2014
+63,University of Göttingen,Germany,45.1,51.5,48.8,89.6,41.2,25581,25.6,12,51,2014
+65,Rice University,United States of America,44.1,67.7,35.5,99.9,35.2,6333,9,26,44,2014
+65,École Normale Supérieure,France,54.6,67.1,37.1,87,44.7,2400,7.9,20,46,2014
+67,Leiden University,Netherlands,41.9,58.5,53.2,84.2,49.8,21222,17.1,10,59,2014
+68,Heidelberg University,Germany,57.8,61.3,44.8,76,42.1,28881,24.5,17,55,2014
+69,Delft University of Technology,Netherlands,55.8,74.2,67.3,47.2,100,15920,19.4,25,26,2014
+70,University of Southern California,United States of America,58.7,43.4,43.2,81.2,34.6,36534,12.9,20,52,2014
+70,École Polytechnique,France,46.3,86.1,40.5,82.3,74,2429,4.8,30,18,2014
+72,University of Sydney,Australia,47.4,84.8,55.4,66.6,66.3,41868,20.2,28,57,2014
+73,Erasmus University Rotterdam,Netherlands,37.8,66.6,53.3,81.2,56,20580,18.9,18,48,2014
+74,University of Basel,Switzerland,39.1,91.1,41,81.4,98.5,12551,17.3,24,54,2014
+74,Utrecht University,Netherlands,36.3,49.2,54.7,82,85.6,30779,15.4,7,59,2014
+76,Nanyang Technological University,Singapore,37.7,91,54.3,67.5,100,25028,16.2,33,48,2014
+77,Wageningen University and Research Center,Netherlands,43.1,78.3,44.3,74.1,100,9248,17,21,56,2014
+78,University of Pittsburgh,United States of America,48.6,29.4,45.4,84.4,39.4,26485,5.8,10,51,2014
+79,University of Bristol,United Kingdom,39.6,75,41.2,84.9,38,17906,14,25,53,2014
+80,Durham University,United Kingdom,38.3,76.8,38.3,88.2,35.3,15489,15.7,24,54,2014
+80,Emory University,United States of America,50.4,42.4,31.6,90.8,43.2,12338,4.5,18,56,2014
+80,Tufts University,United States of America,46.7,43.4,32.1,93.9,39.1,10410,10,14,54,2014
+83,Michigan State University,United States of America,50,52.6,49.1,71.5,32,44750,15.7,15,51,2014
+83,University of Amsterdam,Netherlands,38.3,58.3,54.1,75,50.2,24570,14.4,11,53,2014
+85,Ghent University,Belgium,41,49.5,48.9,74.9,94.6,32166,34.1,9,57,2014
+86,Free University of Berlin,Germany,43.8,58.7,58,64.8,34.4,33062,39.3,20,58,2014
+87,Technical University of Munich,Germany,48.2,63.1,35.2,80.7,50.1,35565,31.5,20,33,2014
+88,Case Western Reserve University,United States of America,51,35.4,38.6,82.8,,9259,6.4,17,48,2014
+88,Vanderbilt University,United States of America,46.8,28.6,38.7,86.5,51,12161,3.6,10,52,2014
+90,University of Notre Dame,United States of America,41.2,47.5,34.7,91.8,31.2,11829,13.8,10,44,2014
+91,Monash University,Australia,42.5,78.3,48.9,65.4,67,50882,40.5,36,56,2014
+92,McMaster University,Canada,35.3,68,42.7,79.4,86.9,23823,19.3,15,53,2014
+93,"University of California, Irvine",United States of America,37.1,36.4,40.8,89.7,44.9,26614,16.1,16,52,2014
+94,Humboldt University of Berlin,Germany,45.6,54.4,48.7,68.4,,29987,52.5,16,,2014
+95,University of Rochester,United States of America,42.8,50.7,29.9,89.7,41.4,9390,4.5,26,49,2014
+96,Pierre and Marie Curie University,France,50.2,65.5,26.7,82.3,34.4,27862,8.7,18,48,2014
+97,University of Colorado Boulder,United States of America,34.2,40.5,33.3,97.3,,29325,16.1,8,45,2014
+98,Maastricht University,Netherlands,33.1,89.1,47.1,65.8,98.2,15626,18.9,48,56,2014
+98,University of Groningen,Netherlands,36,53,48.6,71.1,87.6,24556,25.6,12,52,2014
+100,University of Helsinki,Finland,35.5,51.3,46.5,77.8,30.7,23505,15.1,6,66,2014
+100,University of York,United Kingdom,31.7,73.6,33.2,89.4,33.3,,,,,2014
+102,"Royal Holloway, University of London",United Kingdom,30.4,92.6,21.2,97.5,33.1,8747,15.9,37,57,2014
+103,"Rutgers, the State University of New Jersey",United States of America,43.4,31.4,50.1,70.4,35.4,37032,17.3,8,51,2014
+103,Stockholm University,Sweden,28.6,53.4,41.4,88.7,31.5,31715,23.7,8,62,2014
+103,University of Arizona,United States of America,39.4,38,44.4,74.6,82.3,36429,12.7,8,52,2014
+106,Eindhoven University of Technology,Netherlands,37.3,68.7,47.9,63.6,100,8176,16,14,19,2014
+106,University of Montreal,Canada,45.7,75.6,42.9,59.3,90.9,38264,20.3,25,57,2014
+108,"University of Maryland, College Park",United States of America,39,42.4,37.2,84.4,32.1,31331,8.4,9,48,2014
+109,Chinese University of Hong Kong,Hong Kong,45.5,66.9,54.7,52.4,46.4,17916,10.2,22,53,2014
+109,University of Alberta,Canada,44.6,70.1,47.8,59.3,46.8,36299,21.6,23,55,2014
+111,Uppsala University,Sweden,38.9,57.8,49.7,66.4,40.5,25266,18.2,12,57,2014
+112,University of Sheffield,United Kingdom,40.6,71.6,38.1,72.4,42.7,23311,15.5,31,50,2014
+112,University of Virginia,United States of America,49.7,30.2,33.9,77.5,49.4,23845,10.2,12,52,2014
+114,ParisSud University,France,35.9,62,32.1,86.3,28.8,27603,15,17,,2014
+114,Queen Mary University of London,United Kingdom,31,88,29.2,87,37.7,14260,14,40,52,2014
+114,University of New South Wales,Australia,38.8,83.5,50.1,58,52.6,38309,25.9,33,47,2014
+117,KTH Royal Institute of Technology,Sweden,45,86.2,41.6,55.6,100,12062,14.6,21,30,2014
+117,Technical University of Denmark,Denmark,38.9,77.4,26.9,78.7,98.7,9990,5,18,27,2014
+117,University of Glasgow,United Kingdom,34.5,73.7,36.6,79.2,40.8,22616,16,29,57,2014
+117,University of St Andrews,United Kingdom,36.9,88.8,32.2,77.3,40.3,8338,12.7,47,56,2014
+121,University of Sussex,United Kingdom,29.5,80.1,32.2,86.3,31.3,12001,17.4,35,54,2014
+121,University of Zurich,Switzerland,38,85.5,29.8,78.1,39.2,26583,6.5,19,57,2014
+123,Lund University,Sweden,30.1,67.4,48.6,72,33.5,28251,11.5,15,,2014
+124,University of Geneva,Switzerland,31.4,96.7,33.9,77.2,38.3,15668,15,39,61,2014
+125,Tokyo Institute of Technology,Japan,52.4,32.1,51.4,52,67.5,9586,7.3,13,13,2014
+126,Dartmouth College,United States of America,38.5,32.7,34.5,83.6,42.3,6178,6.6,16,47,2014
+126,University of Cape Town,South Africa,26.3,77.2,31,84.6,85.6,20040,12.1,18,53,2014
+128,University of Florida,United States of America,48,30.9,49.9,59.9,,50095,18.7,9,54,2014
+129,RWTH Aachen University,Germany,40.4,55.5,31.3,76,73.9,37917,27.6,16,31,2014
+129,Trinity College Dublin,Republic of Ireland,33.1,85.9,25.2,85.4,30.8,15521,18,25,57,2014
+131,Radboud University Nijmegen,Netherlands,29.7,58.6,46.1,73.1,42.5,17713,13,10,58,2014
+132,Indiana University,United States of America,45.8,38.3,37,71.5,,62468,13.6,13,53,2014
+132,University of Lausanne,Switzerland,27.3,84.5,39.7,74.5,52.7,11964,13.1,22,,2014
+132,University of Massachusetts,United States of America,40.7,33.1,38.9,74.6,52,56959,13,11,49,2014
+135,Boston College,United States of America,26.3,54.4,26.4,96.2,49.4,13216,17.4,19,54,2014
+136,"University of California, Santa Cruz",United States of America,25.9,39.4,29.1,99.9,,17404,22.7,1,53,2014
+137,Lancaster University,United Kingdom,34.8,81.2,32.6,75.4,32.2,11512,14.9,33,52,2014
+138,Aarhus University,Denmark,30.7,67.2,46.4,65.8,67.5,23895,13.6,14,54,2014
+139,Colorado School of Mines,United States of America,22.7,47.3,27.2,97.1,74.8,5287,18.2,12,26,2014
+139,University of Leeds,United Kingdom,34.9,68.5,38.2,71.3,42.1,27703,14.7,21,58,2014
+141,University of Warwick,United Kingdom,39.8,82.9,42.4,58.7,34.6,18529,16.6,37,48,2014
+142,National Taiwan University,Taiwan,47.1,27.3,58.3,47.8,47.1,31891,11.9,7,39,2014
+143,University of Utah,United States of America,39.4,25.5,36.1,76.6,61.3,25674,16.9,9,45,2014
+144,Osaka University,Japan,52.5,27.6,47.6,50.4,71.2,23144,7.8,9,31,2014
+144,VU University Amsterdam,Netherlands,33.1,49.2,38.8,74.1,59.8,23280,16.3,6,56,2014
+146,Arizona State University,United States of America,33.8,28.6,35.9,83.6,31.4,83236,29.9,9,50,2014
+146,University of Southampton,United Kingdom,33.2,79.1,31.4,75.4,38.6,20925,13.5,29,53,2014
+148,"University of California, Riverside",United States of America,25.9,62.2,25.8,91.8,37.6,20626,22,12,51,2014
+148,University of Exeter,United Kingdom,29.2,76.7,32.8,78.3,37.2,17755,18.8,28,54,2014
+150,Tohoku University,Japan,51.8,29.3,48.1,47.3,85.9,17200,5,7,25,2014
+150,University of Copenhagen,Denmark,33.9,76,32,73.1,43,27545,4.1,19,67,2014
+152,University of Freiburg,Germany,40.1,55.9,28.4,71.8,86.6,26467,31.2,16,52,2014
+153,University of Birmingham,United Kingdom,42.8,72.2,39.6,57.5,36.7,25295,16.4,23,54,2014
+154,Karlsruhe Institute of Technology,Germany,39,61.9,33.6,64.8,83,25294,24.6,16,26,2014
+155,Joseph Fourier University,France,39.1,57.1,27.6,75.6,36.1,16130,12.1,13,,2014
+156,École Normale Supérieure de Lyon,France,37.1,63.3,35.2,67.7,30,2218,8,14,49,2014
+157,University of Bern,Switzerland,38.9,78.5,31.4,64.3,45.1,14708,22.5,14,54,2014
+157,University of Nottingham,United Kingdom,38.4,70.3,36.3,62.3,39.2,30144,15,27,54,2014
+159,Texas A&M University,United States of America,43,46.8,50.2,48.6,47.5,50657,21.4,9,47,2014
+160,Georgetown University,United States of America,51.9,43.6,25.6,62.3,71.9,15408,8.5,14,53,2014
+161,University College Dublin,Republic of Ireland,27.1,79.6,29,77,33.1,22193,24.5,23,,2014
+161,University of Iowa,United States of America,44.2,29.3,31.6,70.4,,27526,11.6,11,52,2014
+161,University of Leicester,United Kingdom,32.5,81.6,32.9,66.9,33.7,14541,13.4,35,54,2014
+164,Brandeis University,United States of America,28.8,50.6,24.3,86.5,36.8,5495,12.6,22,55,2014
+164,Pompeu Fabra University,Spain,27,51.7,27.1,85.2,37.3,10901,18.3,13,59,2014
+164,University of Antwerp,Belgium,34.5,61.1,33.2,64.1,100,12346,30.3,16,56,2014
+164,University of Auckland,New Zealand,26.7,88,33.5,67,74.5,29787,18.9,28,54,2014
+168,University of Western Australia,Australia,34.6,88.6,34.7,58,63.3,20851,20.7,27,50,2014
+169,University of Liverpool,United Kingdom,31.1,75,31.2,70.3,37.7,18815,13.6,30,52,2014
+170,University of Twente,Netherlands,32.7,65.5,43.8,54.3,81.8,6631,12,26,37,2014
+170,University of Vienna,Austria,35.8,89.5,36.1,57.4,29.3,34651,20.5,25,67,2014
+172,Université Catholique de Louvain,Belgium,30.1,63.4,35.3,67.5,57.8,28856,42,19,54,2014
+172,Yeshiva University,United States of America,47.3,25.6,20.6,77.5,,6753,5.5,7,53,2014
+174,University of Delaware,United States of America,27,37.1,35.5,73.6,98.1,19262,15.9,10,56,2014
+174,University of East Anglia,United Kingdom,27.2,72.3,24,81.7,29.5,14992,14.7,28,58,2014
+176,University at Buffalo,United States of America,40.2,55.4,39.3,56.2,39.4,25668,19,19,47,2014
+176,Université Libre de Bruxelles,Belgium,22.7,77.5,30.4,77.8,,23819,26.1,32,54,2014
+178,Paris Diderot University – Paris 7,France,24,67,19.1,90.2,29.1,27756,14.8,17,63,2014
+178,Stony Brook University,United States of America,32.5,57.8,22.9,80.3,32.3,21908,10.9,24,50,2014
+180,Wake Forest University,United States of America,36.1,23.7,21.8,85.1,38.8,7326,4.6,5,51,2014
+181,Rensselaer Polytechnic Institute,United States of America,30.7,35.6,35.5,71.5,65.6,6671,15,16,30,2014
+181,University of Bonn,Germany,35.8,54.2,20.4,80.7,,32474,70.4,13,55,2014
+183,Iowa State University,United States of America,35.6,38.8,32.4,71.5,28.2,29991,17.4,11,44,2014
+184,Northeastern University,United States of America,34.5,48.5,19.8,82,34.5,18539,15.1,26,50,2014
+185,University of Miami,United States of America,43.2,32.9,25.8,71.5,,15286,5.7,14,50,2014
+185,University of Oslo,Norway,32.4,70.3,33,65.4,32.5,27139,18.8,18,,2014
+185,University of Ottawa,Canada,36.5,62.4,34.8,60.6,41.6,36733,26.3,15,60,2014
+188,University of Aberdeen,United Kingdom,27.9,83.6,26.8,71.3,45.1,12938,15.8,33,54,2014
+188,University of Texas at Dallas,United States of America,25.5,46.8,28.6,81.2,44.4,16306,22.8,23,44,2014
+190,Yonsei University,South Korea,44.5,35,47,44.2,70.1,24774,11.6,14,,2014
+191,Hebrew University of Jerusalem,Israel,42.8,52.9,37,54.3,33.3,17612,10.7,5,55,2014
+191,University of Illinois at Chicago,United States of America,45.5,43.3,34.9,56.2,31.1,24313,9.2,17,53,2014
+193,Mines ParisTech,France,41.6,58.7,22.5,62.7,99.1,1283,5.6,22,28,2014
+194,George Washington University,United States of America,45.6,36,26.3,65.9,30,20541,12,16,56,2014
+194,University of Reading,United Kingdom,36,70.6,34.1,58.7,34.4,12050,14.8,28,55,2014
+196,University of Dundee,United Kingdom,22.5,65.7,21.4,84.9,46.5,11628,15.3,25,60,2014
+197,Florida Institute of Technology,United States of America,15.9,61.5,14.5,99,44.7,4408,13.7,26,34,2014
+198,Newcastle University,United Kingdom,29.7,76.3,28.3,68.1,36.9,20174,15.2,29,50,2014
+199,Boğaziçi University,Turkey,20.5,49.8,22.8,88.2,45.9,11506,25,7,50,2014
+199,Tel Aviv University,Israel,39.9,43.3,48.3,44.8,44.7,23977,24.4,4,,2014
+201225,"Birkbeck, University of London",United Kingdom,31.3,83.5,27.4,59.9,29,9454,17.2,38,55,2014
+201225,Cardiff University,United Kingdom,28,70.6,30.9,64.6,34.4,23347,13.1,23,57,2014
+201225,City University of Hong Kong,Hong Kong,30.9,65.9,33.5,60.2,55.7,10015,7.1,28,51,2014
+201225,Fudan University,China,41.6,37.9,31.9,54.1,46.7,32175,12.2,11,50,2014
+201225,Goethe University Frankfurt,Germany,28.9,56.4,20.4,80.7,39.8,31861,9.3,15,60,2014
+201225,Istanbul Technical University,Turkey,26.2,35.7,19.2,82.3,68.2,34550,16,5,34,2014
+201225,Korea University,South Korea,46.2,35.5,42.2,41.1,70.3,24043,15.8,14,,2014
+201225,Laval University,Canada,37.7,54,29.1,59.3,68.5,27227,16.2,12,,2014
+201225,Middle East Technical University,Turkey,39.2,31.2,30,56.4,57,25779,22.2,7,44,2014
+201225,Nagoya University,Japan,37.4,28,32.1,55.1,80.6,15529,7.9,10,29,2014
+201225,"St George’s, University of London",United Kingdom,20.5,57.3,22.9,84.1,30.6,2958,13.4,17,61,2014
+201225,Sungkyunkwan University (SKKU),South Korea,37.6,33.7,38.8,45.8,98.6,24365,20.3,9,39,2014
+201225,Technion Israel Institute of Technology,Israel,35.1,59.7,37.2,48.9,36.2,13855,19.4,4,35,2014
+201225,Tokyo Metropolitan University,Japan,19.3,29.4,9.6,100,31,9303,9.9,4,35,2014
+201225,Ulm University,Germany,38.6,54.6,20.6,68.4,51.1,9187,11.2,10,47,2014
+201225,University of Adelaide,Australia,28.7,78.2,34.3,56.8,54.1,20771,30.1,26,48,2014
+201225,University of Bergen,Norway,30.8,62.9,28.2,66.6,34.7,11623,11.1,12,60,2014
+201225,University of Calgary,Canada,32.8,62.9,30.2,56.8,45.4,28341,16.5,17,53,2014
+201225,University of Gothenburg,Sweden,23.4,47.1,35.8,64.1,38,26420,16.4,12,,2014
+201225,University of Innsbruck,Austria,25.2,91.4,17.2,70.6,40.2,18209,16.9,39,54,2014
+201225,University of Science and Technology of China,China,38.7,25.8,26.1,69.6,69.4,14290,7.9,2,,2014
+201225,University of Strasbourg,France,25.2,69.2,21.1,76.6,32,46208,17.8,21,58,2014
+201225,University of Trento,Italy,27.2,54.7,22.9,71.5,42.8,16841,43.2,8,51,2014
+201225,University of Tübingen,Germany,31.1,56.6,21.6,71.8,32.3,28327,38.9,12,58,2014
+201225,University of Victoria,Canada,18.1,67,28.5,75.5,30.1,17581,21.5,11,56,2014
+201225,William & Mary,United States of America,37.2,26,18.5,73.6,31.9,7867,11.8,7,54,2014
+226250,Autonomous University of Barcelona,Spain,30.6,48.3,28,64.2,39.1,30538,12.3,10,59,2014
+226250,Bilkent University,Turkey,24.4,43.7,26,69.2,46.6,,,,,2014
+226250,Lomonosov Moscow State University,Russian Federation,54.4,55.7,36.6,27,72.2,30822,7.7,20,43,2014
+226250,Panjab University,India,25.8,29.3,14,84.7,28.4,16691,23.9,1,46,2014
+226250,Queen’s University,Canada,36.2,59.8,29.5,51.6,63.5,20488,22.1,10,58,2014
+226250,Renmin University of China,China,35.5,48.4,13.4,69.6,40.4,24954,12.7,6,,2014
+226250,Simon Fraser University,Canada,22,58.4,27.9,66.7,41.8,26640,28.3,19,55,2014
+226250,Technical University of Darmstadt,Germany,37.6,66.3,30.7,43.3,88,20300,53.6,18,28,2014
+226250,Tilburg University,Netherlands,32,57.6,45.7,39,55.5,7576,22.4,10,49,2014
+226250,Tulane University,United States of America,43,29,20.6,61.1,,11381,8.4,8,56,2014
+226250,University of Barcelona,Spain,24.5,45,24.7,74.9,30.3,47491,12.2,10,62,2014
+226250,University of Cincinnati,United States of America,31.8,25.4,22.3,69.3,36.5,36108,15.7,6,54,2014
+226250,University of ErlangenNuremberg,Germany,32.7,49.6,16.5,71.8,47.5,36146,53.9,9,49,2014
+226250,University of Kiel,Germany,29.7,44.2,22.7,69.5,39.8,24444,23.8,8,53,2014
+226250,University of Konstanz,Germany,27,58.9,30.7,59.9,59.5,10930,59.1,12,54,2014
+226250,University of MilanBicocca,Italy,25.2,42.8,23.3,76,35.3,33370,72.5,5,60,2014
+226250,University of Münster,Germany,30,45.1,18.2,70.7,39.5,39838,46.1,8,53,2014
+226250,University of Otago,New Zealand,24.6,84.8,26.9,56.9,37.6,18600,20.3,21,57,2014
+226250,University of São Paulo,Brazil,47.2,24.9,50.8,29.4,40.1,81402,14.6,4,48,2014
+226250,University of the Witwatersrand,South Africa,22.4,68.2,29.3,55.8,99,23321,18.6,9,56,2014
+226250,University of Trieste,Italy,19.1,49.8,15,86.7,32.9,18135,25.8,9,56,2014
+226250,University of Turin,Italy,26.1,39.7,20.9,72.7,41.9,67552,66,6,62,2014
+226250,University of Waterloo,Canada,28.9,62,37.4,47.7,38.5,30726,24.2,14,45,2014
+226250,University of Western Ontario,Canada,37.3,62.7,33.7,45.1,52.3,27387,20.7,16,54,2014
+226250,University of Würzburg,Germany,27.1,47.4,16,77,30.4,26576,38.4,8,57,2014
+226250,Vienna University of Technology,Austria,39.2,72.4,30.8,40.9,66.6,26419,52,27,27,2014
+251275,Brunel University London,United Kingdom,21.6,89.1,19.1,64.6,34.1,12613,17.6,38,46,2014
+251275,Dalhousie University,Canada,32.6,59.1,28.8,50.3,67.1,15064,14.4,18,55,2014
+251275,Hong Kong Polytechnic University,Hong Kong,28.4,62.6,35.7,48.4,40.3,22064,25.9,26,51,2014
+251275,Medical University of Vienna,Austria,25.9,69.4,15.9,68.3,33.7,7426,2.9,28,50,2014
+251275,Montpellier University,France,23.4,54.2,24.7,67.7,33.4,36731,18.4,14,51,2014
+251275,Nanjing University,China,36.8,50.8,23.2,52.6,51.8,29743,13.3,10,46,2014
+251275,National Chiao Tung University,Taiwan,37.3,28.9,42.1,37.3,99.5,12646,16.6,5,27,2014
+251275,National Tsing Hua University,Taiwan,39.5,21.5,35.4,44.7,43.4,10221,13.5,5,33,2014
+251275,Norwegian University of Science and Technology,Norway,32.2,54.2,26.7,52.9,46.2,17381,13.9,9,46,2014
+251275,Queen’s University Belfast,United Kingdom,26.9,87.5,22.8,53.8,48.5,17940,17.9,30,54,2014
+251275,Sharif University of Technology,Iran,29.7,20.7,37.2,49,98.3,10977,18.7,0,27,2014
+251275,Swedish University of Agricultural Sciences,Sweden,29,45.2,23.9,59.3,99.8,3879,4.6,,67,2014
+251275,TU Dresden,Germany,28.7,49.5,15,71.8,38.4,35487,37.4,12,42,2014
+251275,University of Cologne,Germany,29.7,53.4,18.7,63.6,,43280,43.4,11,60,2014
+251275,University of Essex,United Kingdom,30.6,82.4,30.5,47.6,32.7,12695,19.8,39,55,2014
+251275,University of Iceland,Iceland,12.5,59.9,24.3,71.1,78.5,13960,25.9,8,66,2014
+251275,University of NebraskaLincoln,United States of America,32.6,42,30,52.4,34.2,21789,16.4,9,46,2014
+251275,University of Newcastle,Australia,21.2,70.5,28.2,58,74.2,23508,21.9,18,56,2014
+251275,University of Pavia,Italy,27.9,40.5,20,66.7,63.3,22958,40.6,6,56,2014
+251275,University of South Carolina,United States of America,34.6,34.4,27.9,56.2,31.5,29336,16.3,1,55,2014
+251275,"University of the Andes, Colombia",Colombia,14.5,55.7,10.5,89.3,30.6,15773,16.9,2,44,2014
+251275,Vrije Universiteit Brussel,Belgium,30,54.4,24.9,59.3,44.7,9020,17.1,16,55,2014
+276300,Carleton University,Canada,19.4,57.5,24.1,66.7,,25036,29.8,18,47,2014
+276300,Chalmers University of Technology,Sweden,26.2,61.5,34.8,44.3,77.3,8605,11.6,15,30,2014
+276300,Colorado State University,United States of America,28.6,31.4,29.8,57.4,38.5,26769,19,5,52,2014
+276300,Creighton University,United States of America,41.3,21.7,10.9,68.2,,7086,8.3,2,57,2014
+276300,Koç University,Turkey,16.6,57.8,17.1,72.1,41.1,4488,14.6,8,52,2014
+276300,Macquarie University,Australia,20.9,91.1,23.8,54.2,37.9,27930,20,44,55,2014
+276300,Plymouth University,United Kingdom,16.4,48.3,16,75.4,28.9,24121,25.9,13,52,2014
+276300,Polytechnic University of Milan,Italy,28.6,36.4,25,56.3,75.9,30025,22.2,12,34,2014
+276300,Queensland University of Technology,Australia,26.6,67.9,32.3,44,65.3,33391,35.8,17,54,2014
+276300,Tokyo Medical and Dental University (TMDU),Japan,43.3,22,21.1,52,46.6,2872,3.3,7,51,2014
+276300,University College Cork,Republic of Ireland,27.2,67.1,20.1,56.8,50,15805,22.3,15,55,2014
+276300,University of Alaska Fairbanks,United States of America,26.1,38.2,25.5,57.4,52.5,3837,8.2,7,53,2014
+276300,University of Bath,United Kingdom,26.7,77.4,25.2,50.1,35,12830,18.8,30,46,2014
+276300,University of Bologna,Italy,30.7,40.7,18.6,64.2,33.5,85532,22.9,7,56,2014
+276300,University of Fribourg,Switzerland,25.9,84.5,16.3,57.6,30.6,10416,46.9,19,58,2014
+276300,University of Georgia,United States of America,39.6,35,28.9,46.1,30.7,33119,19.9,7,57,2014
+276300,University of Kansas,United States of America,33.9,33.6,19.8,59.9,35.9,,,,,2014
+276300,University of Milan,Italy,25.7,35.6,19.8,65.5,39,58618,24.3,5,60,2014
+276300,University of Montana,United States of America,29.5,22.6,15,74.6,34.5,12470,15.2,3,54,2014
+276300,University of South Florida,United States of America,24.1,38.5,31.1,52.4,95,31424,21.5,10,,2014
+276300,University of Southern Denmark,Denmark,18.5,66.4,18.3,64.7,70.9,22210,12.7,16,52,2014
+276300,University of Wollongong,Australia,22.8,83.9,25.2,49.1,59.6,16489,25.4,24,50,2014
+276300,Victoria University of Wellington,New Zealand,19.7,82.9,27.7,52.9,46.4,17142,21.1,21,55,2014
+276300,Virginia Polytechnic Institute and State University,United States of America,33.7,27.5,40.4,38.7,42,30850,18.6,10,42,2014
+276300,York University,Canada,24.2,55.3,28.1,55.5,36.2,48007,39.4,9,59,2014
+301350,Aalborg University,Denmark,20,70.8,24.5,46,39.8,17422,15.9,15,48,2014
+301350,Aalto University,Finland,26.9,64.3,17,57.4,39.4,16099,24.2,17,32,2014
+301350,Aberystwyth University,United Kingdom,19.3,65.5,17.6,57.5,32.8,9252,19.2,18,48,2014
+301350,Autonomous University of Madrid,Spain,24.5,46,19.4,55,33.4,28296,13,15,56,2014
+301350,Bangor University,United Kingdom,20.6,68.8,23.2,50.1,30.7,9567,19.5,22,55,2014
+301350,Bayreuth University,Germany,22.8,54.1,12.7,66,,12520,35.5,8,46,2014
+301350,Bielefeld University,Germany,22.8,46.9,17.9,59.9,35.8,21428,67.8,8,57,2014
+301350,Claude Bernard University Lyon 1,France,21.2,50.6,16.3,61.4,33.3,35308,16.1,11,50,2014
+301350,Deakin University,Australia,16.6,73.4,18.7,54.2,31.1,32713,30.4,17,60,2014
+301350,Drexel University,United States of America,33.9,38.2,15,56.2,32.5,20713,10.8,18,48,2014
+301350,HeriotWatt University,United Kingdom,24.7,87.8,20.8,39,44.3,8773,17.8,43,41,2014
+301350,Hokkaido University,Japan,41,24.6,28.3,32.3,44.2,18162,8.2,9,29,2014
+301350,Hong Kong Baptist University,Hong Kong,20.7,59.5,13.9,65.3,30.2,10441,11,25,61,2014
+301350,Kansas State University,United States of America,26.1,34.1,15.5,57.4,38.7,21379,15.1,10,50,2014
+301350,Keele University,United Kingdom,19.4,71.2,19.4,58.7,30.4,8397,15.7,20,55,2014
+301350,King Mongkut’s University of Technology Thonburi,Thailand,13,24.4,10.5,75.4,62.2,17791,23.7,1,42,2014
+301350,Kyushu University,Japan,38.6,24.5,28,30.9,75,18925,6.7,8,28,2014
+301350,Lehigh University,United States of America,28.9,35.7,16,53.7,39.7,6300,11.3,15,44,2014
+301350,Linköping University,Sweden,20.6,50.2,26,55.6,,17866,7.7,10,52,2014
+301350,Murdoch University,Australia,16.7,86.4,16,51.7,49.9,16606,32.8,43,59,2014
+301350,National Cheng Kung University,Taiwan,31.5,24.9,40.7,27.6,100,21234,14.4,11,36,2014
+301350,National Sun YatSen University,Taiwan,27.3,22.1,32.6,43.2,45,9336,19.6,4,37,2014
+301350,"National University of Ireland, Galway",Republic of Ireland,24.5,69.5,21,50.6,45.7,14067,26.8,14,56,2014
+301350,Oregon State University,United States of America,25.7,35.4,19.7,63.5,31.6,22578,16.8,9,47,2014
+301350,Sapienza University of Rome,Italy,27,36.3,25.2,48.2,36.3,120986,32.3,7,59,2014
+301350,Shanghai Jiao Tong University,China,35.7,22.8,31.8,32.3,79.2,38191,12.8,6,37,2014
+301350,State University of Campinas,Brazil,41.3,19,37.5,27.9,49,27095,15.3,3,48,2014
+301350,State University of New York Albany,United States of America,23.8,33.9,26.2,58.7,,15387,18.5,8,51,2014
+301350,Stellenbosch University,South Africa,24.7,46.7,29.3,47.1,95.9,21849,23,8,53,2014
+301350,Umeå University,Sweden,19.8,50.1,29.6,53.1,30.5,16667,11.9,7,60,2014
+301350,University of Canterbury,New Zealand,18.2,88,24.4,51.6,52.3,12187,16.5,20,51,2014
+301350,University of Connecticut,United States of America,36.1,38.7,22.8,49.9,31.7,25742,13,11,51,2014
+301350,University of Crete,Greece,18.2,47.1,16.6,65.6,35,14650,26.9,5,63,2014
+301350,University of Eastern Finland,Finland,23.8,39.7,18.6,56.1,33.4,10798,17.3,6,64,2014
+301350,University of Hertfordshire,United Kingdom,14.1,81.1,10.2,66.9,30.3,19665,19.4,27,54,2014
+301350,University of Houston,United States of America,37,31.5,23.8,42.4,36.9,40325,43.7,9,50,2014
+301350,University of Liège,Belgium,25.1,67.1,16.4,47,60.7,20951,25.9,23,54,2014
+301350,University of Manitoba,Canada,30.8,40,29.3,45.1,52.8,28576,27.8,11,55,2014
+301350,University of Missouri,United States of America,32.6,28.9,31.4,44.9,31.1,29885,14.1,5,53,2014
+301350,University of Padua,Italy,19.3,38.9,17.3,70.4,32,62577,18.3,4,56,2014
+301350,University of Pisa,Italy,20.3,35,18.1,64.2,41.7,47247,18,4,52,2014
+301350,University of Salento,Italy,31,37.4,20.4,48.2,51.2,19959,58.4,1,64,2014
+301350,University of South Australia,Australia,22.5,80,21.8,40.2,83.2,18971,26.2,32,59,2014
+301350,University of Tampere,Finland,23.1,33.9,22.2,52.3,45.6,10045,9.5,4,66,2014
+301350,University of Technology Sydney,Australia,22.1,87.3,22,47.8,36.4,24519,44.1,31,53,2014
+301350,University of Tsukuba,Japan,36.6,32.6,20.9,48.9,35.3,15930,12.6,16,38,2014
+301350,University of Waikato,New Zealand,18.4,82.4,18.1,56.9,46.3,10159,17,25,57,2014
+301350,University of Warsaw,Poland,18.7,42.8,14.3,71.1,28.3,49292,14.1,7,67,2014
+301350,Washington State University,United States of America,28.4,35.2,26.5,46.1,55.6,24550,18.3,7,50,2014
+301350,Wayne State University,United States of America,35.3,28.2,15.7,59.9,,23065,10.7,7,57,2014
+301350,Wuhan University of Technology,China,14.8,18.9,7.8,78.1,58.7,50260,14.9,2,31,2014
+301350,Zhejiang University,China,35.9,21,32.1,36.5,94.5,47508,15.9,5,41,2014
+351400,Charles Darwin University,Australia,17.9,58.9,18.6,49.1,35.5,5570,25.4,15,67,2014
+351400,Charles University in Prague,Czech Republic,29.1,53.2,19.9,43.6,29,51438,13,15,62,2014
+351400,"China Medical University, Taiwan",Taiwan,18.9,20.5,28.1,46.2,60.8,7983,15.4,8,53,2014
+351400,George Mason University,United States of America,24.5,37.3,18,54.9,28.8,26622,17,7,54,2014
+351400,Hanyang University,South Korea,30.4,42.9,27.7,26.9,55.3,16729,10.4,19,,2014
+351400,Indian Institute of Technology Delhi,India,33.8,15.3,23,38.5,,8371,17.3,1,18,2014
+351400,Indian Institute of Technology Kanpur,India,31.3,17.3,25.2,41.8,42.4,6167,12.2,0,13,2014
+351400,Indian Institute of Technology Kharagpur,India,39.3,14.7,30,35.3,,9928,17.5,0,15,2014
+351400,Indian Institute of Technology Roorkee,India,25.1,15.6,12.3,53.6,64.8,8061,18.7,1,17,2014
+351400,Johannes Kepler University of Linz,Austria,20,57.7,15.3,51,41.9,19646,29.1,10,48,2014
+351400,King Abdulaziz University,Saudi Arabia,18.2,74.3,9.4,58.2,39.7,35889,8.4,21,57,2014
+351400,King Saud University,Saudi Arabia,21.4,72.2,21.1,32.3,93.9,40666,13.4,7,,2014
+351400,Leibniz University of Hanover,Germany,30.9,47.2,15.4,39.5,42.7,22401,62.7,12,41,2014
+351400,Liverpool John Moores University,United Kingdom,14.9,58.1,12.5,57.5,28.8,18513,19.8,13,52,2014
+351400,Loughborough University,United Kingdom,30.5,65.4,27.9,22.8,42.6,13951,15.9,22,38,2014
+351400,National Central University,Taiwan,22.6,34.5,22.1,46.2,83.9,10915,9.8,6,31,2014
+351400,National Taiwan University of Science and Technology (Taiwan Tech),Taiwan,25.5,21.6,40.4,33,47.9,7446,17.4,11,34,2014
+351400,"National University of Ireland, Maynooth",Republic of Ireland,24.9,70.3,20.9,34.6,33,7653,28,11,55,2014
+351400,Polytechnic University of Valencia,Spain,20.9,28.2,13.1,59,39.8,33172,13.6,7,36,2014
+351400,Ruhr University Bochum,Germany,27.8,50.9,20.9,42,45.2,38675,46.3,13,48,2014
+351400,San Diego State University,United States of America,15,22.2,23.1,61.1,29.2,27420,31.7,5,57,2014
+351400,Sun Yatsen University,China,29.4,25.5,18.2,48.1,43.4,51351,16.6,8,51,2014
+351400,Swinburne University of Technology,Australia,17,68.5,19.4,49.1,46.7,20314,36.5,33,44,2014
+351400,Temple University,United States of America,35.4,22.4,15,42.4,,33268,13.3,5,51,2014
+351400,UiT The Arctic University of Norway,Norway,20.3,59.6,15.8,54.2,39.2,10398,12.2,10,60,2014
+351400,University of Bari Aldo Moro,Italy,26.8,34.7,21.1,48.2,34.9,51560,65.1,2,65,2014
+351400,University of DuisburgEssen,Germany,20.4,47.7,12,59.9,41.7,36051,46.6,11,49,2014
+351400,University of Ferrara,Italy,15.4,38.6,14.4,64.2,38.5,18882,30.2,7,56,2014
+351400,University of Florence,Italy,17.7,37.3,13.2,57.7,34.2,54290,17.2,7,59,2014
+351400,University of Graz,Austria,24.6,59.9,14.4,51,29.5,20584,26.8,12,65,2014
+351400,University of Guelph,Canada,20.6,39.1,22.6,45.1,47.8,21643,28.3,4,60,2014
+351400,University of Jyväskylä,Finland,27.5,42.8,16.3,47.2,,9703,15.2,5,62,2014
+351400,"University of Maryland, Baltimore County",United States of America,16.9,34.4,15,65.9,32.6,13908,18.1,7,46,2014
+351400,University of Minho,Portugal,17.2,46.9,18.6,50.3,37.4,19090,18.8,9,52,2014
+351400,University of Navarra,Spain,27.3,45.7,23.4,33.7,86.2,11259,10.6,16,52,2014
+351400,University of Oklahoma,United States of America,34.1,26.7,14.7,46.1,35.2,,,,,2014
+351400,University of Porto,Portugal,20.5,43.9,17.8,47.6,36.7,32720,18.8,9,54,2014
+351400,University of Portsmouth,United Kingdom,13.7,73.3,11.8,56.3,29.1,20161,19.1,23,45,2014
+351400,University of Rovira i Virgili,Spain,19,34.3,13.6,64.2,30.6,12533,12.8,9,61,2014
+351400,University of Stirling,United Kingdom,19,62.8,22.6,50.1,30.3,7828,15.9,22,61,2014
+351400,University of Surrey,United Kingdom,31.1,83.5,22.7,25.7,40.3,12063,16.6,38,55,2014
+351400,University of Tartu,Estonia,20.3,43.7,21.2,46.2,30.3,10269,13,3,66,2014
+351400,University of Tasmania,Australia,18.7,69.9,16.7,49.1,36.9,18340,23.8,21,57,2014
+351400,University of Valencia,Spain,16.6,39.3,12.4,59,31.7,58413,15.4,9,60,2014
+351400,University of Vigo,Spain,19.7,25.9,10.7,62.9,38.2,22793,19,3,51,2014
+351400,University of Wyoming,United States of America,18.9,29.7,28.6,46.1,29.6,,,,,2014
+1,California Institute of Technology,United States of America,92.2,67,98.1,99.7,89.1,2243,6.9,27,33,2015
+2,Harvard University,United States of America,92.9,67.6,98.6,98.9,44,20152,8.9,25,,2015
+3,University of Oxford,United Kingdom,88.6,90.7,97.7,95.5,72.9,19919,11.6,34,46,2015
+4,Stanford University,United States of America,91.5,69,96.7,99.1,63.1,15596,7.8,22,42,2015
+5,University of Cambridge,United Kingdom,89.7,87.8,95.6,95.2,51.1,18812,11.8,34,46,2015
+6,Massachusetts Institute of Technology,United States of America,89.1,84.3,88.2,100,95.7,11074,9,33,37,2015
+7,Princeton University,United States of America,86.6,61.2,94.7,99.6,82.7,7929,8.4,27,45,2015
+8,"University of California, Berkeley",United States of America,84.2,58.5,96.7,99.1,44.8,36186,16.4,15,50,2015
+9,Imperial College London,United Kingdom,84.6,92.7,88.3,89.4,72.7,15060,11.7,51,37,2015
+9,Yale University,United States of America,88.5,59.8,90.8,94,42,11751,4.4,20,50,2015
+11,University of Chicago,United States of America,83.9,65.2,89.9,97.3,36.8,14221,6.9,21,42,2015
+12,"University of California, Los Angeles",United States of America,82.4,49.2,90.5,95.3,,38206,10.3,15,52,2015
+13,ETH Zurich – Swiss Federal Institute of Technology Zurich,Switzerland,78.2,96.6,90.2,83.5,73.2,18178,14.7,37,31,2015
+14,Columbia University,United States of America,83.9,68.3,79.4,95.3,,25055,5.9,28,,2015
+15,Johns Hopkins University,United States of America,75.6,59.7,84.2,93.6,100,15128,3.6,23,50,2015
+16,University of Pennsylvania,United States of America,79,43.8,82,94.4,43,20376,6.5,20,51,2015
+17,University of Michigan,United States of America,77,49.8,86.5,88.9,55.7,41786,9,16,48,2015
+18,Duke University,United States of America,73.5,50.5,75.2,96.6,100,15172,4.8,17,49,2015
+19,Cornell University,United States of America,71.6,59,83.8,91.5,33.7,21424,10.2,19,48,2015
+20,University of Toronto,Canada,74.4,71.2,85.1,83,46.1,66198,19.5,15,,2015
+21,Northwestern University,United States of America,72.7,36.7,78.9,96.9,77,18334,13.8,15,48,2015
+22,University College London,United Kingdom,70.4,90.6,80.4,85.1,46.2,26607,10.7,46,56,2015
+23,University of Tokyo,Japan,81.4,32.4,85.1,74.7,51.2,26199,5.7,10,,2015
+24,Carnegie Mellon University,United States of America,61.6,59.3,74.9,92,53,11885,13.1,35,39,2015
+25,National University of Singapore,Singapore,72,94.9,78.1,66,53.4,31592,15.5,34,49,2015
+26,University of Washington,United States of America,64.5,47.9,68.9,95,44.7,44020,11.8,13,53,2015
+27,Georgia Institute of Technology,United States of America,62.5,68.9,71.2,85.8,72.3,19967,20.1,26,31,2015
+28,University of Texas at Austin,United States of America,64.3,33.1,72,91.5,58.1,49427,17.4,9,51,2015
+29,LMU Munich,Germany,65.1,56.4,69.1,83,100,35691,15.5,13,62,2015
+29,University of Illinois at UrbanaChampaign,United States of America,67.7,43.9,79,77.8,51.7,42727,18.7,20,47,2015
+29,University of WisconsinMadison,United States of America,67.7,33.6,71.3,87.7,53.3,39655,10.8,11,51,2015
+32,University of British Columbia,Canada,60.5,84.8,69,85.3,40.1,50152,17.6,25,54,2015
+33,University of Melbourne,Australia,60.4,81.3,70.9,80.6,61.2,40128,23.7,35,55,2015
+34,London School of Economics and Political Science,United Kingdom,65.4,87.4,74.2,71.3,40.6,,,,,2015
+34,École Polytechnique Fédérale de Lausanne,Switzerland,54.7,98.8,56.9,95,61.9,9666,10.5,54,27,2015
+36,University of Edinburgh,United Kingdom,58.9,84.3,62.9,88.3,41.2,25774,14.1,36,58,2015
+37,"University of California, Santa Barbara",United States of America,49.4,64.3,61.4,99.2,87.1,22020,27.3,11,52,2015
+38,New York University,United States of America,68.3,41.2,62.4,89.5,30.2,42056,6.8,19,55,2015
+39,McGill University,Canada,63.3,79,69.9,76,38.6,31326,13.7,23,56,2015
+40,King’s College London,United Kingdom,55.6,87,62.3,88.3,39,21394,11.4,37,61,2015
+41,"University of California, San Diego",United States of America,52,37,66.6,96.4,54.2,27233,6.5,11,48,2015
+42,Washington University in St Louis,United States of America,57.6,46.5,55.2,97.1,,12528,5.7,17,,2015
+43,University of Hong Kong,Hong Kong,62.1,81.9,72.6,65.1,56,19835,17.6,38,53,2015
+44,Karolinska Institute,Sweden,57.1,60.6,68,76.8,65.5,7774,11.5,22,70,2015
+45,Australian National University,Australia,53.7,91.3,70.9,71.1,38.9,14604,19.2,35,52,2015
+46,University of Minnesota,United States of America,59.9,33.8,64.7,82.9,,46825,18,13,52,2015
+46,University of North Carolina at Chapel Hill,United States of America,57.9,35.3,58.6,91,40.5,26518,7.3,8,58,2015
+48,Peking University,China,70,53.7,61.9,63.7,100,40148,8.3,14,,2015
+49,Tsinghua University,China,64.1,44.6,68.3,65,99.7,39763,13.7,10,32,2015
+50,Seoul National University,South Korea,75.5,30.3,77.1,48.7,86.3,26389,13.9,10,,2015
+51,Hong Kong University of Science and Technology,Hong Kong,51.8,77.8,66.8,72.9,57.6,11385,23.8,36,,2015
+52,Korea Advanced Institute of Science and Technology (KAIST),South Korea,63.5,34.9,63.2,71.4,100,9027,10,9,20,2015
+52,University of Manchester,United Kingdom,58.1,82,58.7,74.3,39.4,34938,15.3,34,52,2015
+54,Brown University,United States of America,55.5,37,54.2,92,32.7,8653,10.1,19,,2015
+55,KU Leuven,Belgium,53,62.3,63.6,71.8,99.9,42503,41.9,18,54,2015
+55,"University of California, Davis",United States of America,54.4,52.9,59.7,80.4,55.4,35364,13.9,13,54,2015
+57,Boston University,United States of America,56.4,47.8,46.7,94.4,30.3,24789,8.6,17,58,2015
+58,Pennsylvania State University,United States of America,54.6,37.4,64.8,76,60.4,44501,12.4,12,46,2015
+59,Kyoto University,Japan,70.4,29,68.4,57,73.3,22809,5.6,7,,2015
+60,University of Sydney,Australia,52.8,83.6,60.8,69,67.3,41868,20.2,28,57,2015
+61,Nanyang Technological University,Singapore,43.9,92.5,55.9,75.9,100,25028,16.2,33,48,2015
+61,École Polytechnique,France,50.5,94.5,47.1,79.9,76.8,2429,4.8,30,18,2015
+63,Scuola Normale Superiore di Pisa,Italy,48.2,50.1,46,96.4,40.1,462,16.5,5,28,2015
+64,Leiden University,Netherlands,45,59.5,58.2,82.3,47.3,21222,17.1,10,59,2015
+65,The University of Queensland,Australia,45.8,80.4,58.4,74.2,66.2,34718,32.7,27,53,2015
+66,Pohang University of Science and Technology,South Korea,52.7,36,49.3,84.4,100,3055,10.1,4,20,2015
+67,University of Göttingen,Germany,46.9,53.9,48,92.3,32.8,25581,25.6,12,51,2015
+68,Ohio State University,United States of America,54,51.5,51.1,80.4,46.8,51462,13.4,12,49,2015
+69,Rice University,United States of America,41.7,70.8,37.1,99.9,34.6,6333,9,26,44,2015
+70,Heidelberg University,Germany,52.6,63.1,45.4,81.4,41.6,28881,24.5,17,55,2015
+71,Delft University of Technology,Netherlands,55.5,77.9,71.4,42.6,100,15920,19.4,25,26,2015
+72,Erasmus University Rotterdam,Netherlands,39.8,66.2,53.7,82.3,54.4,20580,18.9,18,48,2015
+73,Wageningen University and Research Center,Netherlands,44.3,78.7,46.8,77.5,100,9248,17,21,56,2015
+74,University of Bristol,United Kingdom,43.7,76.6,44.7,85.1,42.1,17906,14,25,53,2015
+75,University of Basel,Switzerland,41.2,91.2,41.1,81.4,97.7,12551,17.3,24,54,2015
+75,University of Southern California,United States of America,55.2,42.7,44.6,81.3,34.4,36534,12.9,20,52,2015
+77,University of Amsterdam,Netherlands,42,60.5,55.4,76.6,56.7,24570,14.4,11,53,2015
+78,École Normale Supérieure,France,48.7,81.9,36.2,84.8,39.4,2400,7.9,20,46,2015
+79,Utrecht University,Netherlands,38.2,52.9,54.8,80,84.1,30779,15.4,7,59,2015
+80,Humboldt University of Berlin,Germany,51.9,55.7,52.6,71.9,31.9,29987,52.5,16,,2015
+81,Free University of Berlin,Germany,49.4,56.6,58,67.6,33.5,33062,39.3,20,58,2015
+82,Michigan State University,United States of America,51.1,55,49.4,74,31.7,44750,15.7,15,51,2015
+83,Durham University,United Kingdom,37.2,80.4,40.7,88.9,34.8,15489,15.7,24,54,2015
+83,Monash University,Australia,43.7,79.6,54.4,65.7,73.4,50882,40.5,36,56,2015
+85,Middle East Technical University,Turkey,45.5,38.7,36.9,92,55.2,25779,22.2,7,44,2015
+86,University of Arizona,United States of America,44.9,38.8,51.4,74,99.6,36429,12.7,8,52,2015
+86,University of Notre Dame,United States of America,43.3,51.4,38.5,90,,11829,13.8,10,44,2015
+88,Tufts University,United States of America,43.6,51.1,33.9,92.9,58.7,10410,10,14,54,2015
+88,"University of California, Irvine",United States of America,39.5,56.1,41.7,89.5,40,26614,16.1,16,52,2015
+90,Ghent University,Belgium,42.5,49.1,51.6,73.8,85.3,32166,34.1,9,57,2015
+91,University of Massachusetts,United States of America,44.8,40.3,49.1,78.7,52.8,56959,13,11,49,2015
+91,University of Pittsburgh,United States of America,45.2,32.2,46.3,84.4,38.5,26485,5.8,10,51,2015
+93,Emory University,United States of America,49,42.9,32.4,89.5,42.3,12338,4.5,18,56,2015
+94,McMaster University,Canada,38.1,69.4,43.2,78.8,85,23823,19.3,15,53,2015
+94,University of Glasgow,United Kingdom,37,78.8,40.5,83.7,39.9,22616,16,29,57,2015
+96,Vanderbilt University,United States of America,46,28.3,38.2,87.7,59.4,12161,3.6,10,52,2015
+97,University of Colorado Boulder,United States of America,35,39.1,38.3,97.4,,29325,16.1,8,45,2015
+98,Stockholm University,Sweden,30.1,53.2,45,90.9,32.4,31715,23.7,8,62,2015
+98,Technical University of Munich,Germany,45.6,64,37.4,78.8,49,35565,31.5,20,33,2015
+98,Uppsala University,Sweden,40.2,57.5,53,70.9,39.6,25266,18.2,12,57,2015
+101,Maastricht University,Netherlands,32.4,89.7,48.1,70.1,96.1,15626,18.9,48,56,2015
+102,Purdue University,United States of America,47.8,64.3,50.5,62.2,,39256,18.1,22,42,2015
+103,Pierre and Marie Curie University,France,47.3,64.7,30,83.3,33.4,27862,8.7,18,48,2015
+103,University of Helsinki,Finland,37.5,49.7,48.1,79,31.5,23505,15.1,6,66,2015
+103,University of Warwick,United Kingdom,41.1,85.7,45.8,68.2,35.6,18529,16.6,37,48,2015
+103,University of Zurich,Switzerland,40.2,86.9,33.1,81.4,40.1,26583,6.5,19,57,2015
+107,Queen Mary University of London,United Kingdom,32.4,88.6,32.9,88.9,37.1,14260,14,40,52,2015
+107,University of Geneva,Switzerland,34.5,96.8,37.2,78.2,65.1,15668,15,39,61,2015
+109,"University of California, Santa Cruz",United States of America,30.6,54.6,31.9,100,33.8,17404,22.7,1,53,2015
+109,University of New South Wales,Australia,41.1,83.5,51.9,61.1,47.8,38309,25.9,33,47,2015
+111,University of St Andrews,United Kingdom,35.7,90.5,35.9,81.4,39.8,8338,12.7,47,56,2015
+111,University of Sussex,United Kingdom,31.9,83.6,30.4,92.8,31.2,12001,17.4,35,54,2015
+113,University of Montreal,Canada,43.8,76.7,44.4,62.9,91.8,38264,20.3,25,57,2015
+113,University of Tübingen,Germany,41.5,53,44.7,74,54.7,28327,38.9,12,58,2015
+113,University of York,United Kingdom,32.2,75,33.8,90.5,32.2,,,,,2015
+116,Case Western Reserve University,United States of America,46.5,34.4,37.4,82.9,,9259,6.4,17,48,2015
+117,University of Groningen,Netherlands,36.9,56.1,50.8,68.1,88.9,24556,25.6,12,52,2015
+118,"Royal Holloway, University of London",United Kingdom,29.1,94.4,22.4,98.9,32.8,8747,15.9,37,57,2015
+119,Lund University,Sweden,32.6,70.1,48.5,74.9,32.6,28251,11.5,15,,2015
+120,ParisSud University,France,37.3,62.7,33.1,87.7,28.9,27603,15,17,,2015
+121,Technical University of Denmark,Denmark,39.9,79.7,28.2,79.6,98.6,9990,5,18,27,2015
+121,University of Rochester,United States of America,41.9,55.5,29.2,87.7,36.4,9390,4.5,26,49,2015
+121,University of Sheffield,United Kingdom,40,74.8,39.1,74.3,43.8,23311,15.5,31,50,2015
+124,University of Alberta,Canada,43.8,73.4,47.1,61.8,51.8,36299,21.6,23,55,2015
+124,University of Cape Town,South Africa,26.8,76.7,35.3,86.6,88,20040,12.1,18,53,2015
+126,Boston College,United States of America,32.4,54.6,29.1,95.9,46.5,13216,17.4,19,54,2015
+126,KTH Royal Institute of Technology,Sweden,45.7,84,44.8,55.1,100,12062,14.6,21,30,2015
+126,University of Florida,United States of America,49.8,32.2,52.1,62.2,,50095,18.7,9,54,2015
+129,Chinese University of Hong Kong,Hong Kong,43.9,64,53.5,57.8,42.8,17916,10.2,22,53,2015
+130,University of Virginia,United States of America,48.7,31.8,35.9,76.9,49.8,23845,10.2,12,52,2015
+131,Lancaster University,United Kingdom,35.4,84.7,36.1,78,34.1,11512,14.9,33,52,2015
+132,University of Bern,Switzerland,42,80.7,36.9,70.1,47.4,14708,22.5,14,54,2015
+132,"University of Maryland, College Park",United States of America,36.5,44.8,39.1,83.6,33.2,31331,8.4,9,48,2015
+132,University of Southampton,United Kingdom,35.2,82.4,34.1,79.7,38.9,20925,13.5,29,53,2015
+135,TU Dresden,Germany,39.8,44.7,42,70.8,99.5,35487,37.4,12,42,2015
+136,University of Lausanne,Switzerland,29.4,85.1,39.9,76.5,50.9,11964,13.1,22,,2015
+136,VU University Amsterdam,Netherlands,35.5,50.6,43.2,74.9,60,23280,16.3,6,56,2015
+138,Trinity College Dublin,Republic of Ireland,39.4,83.9,30.3,77.6,30.6,15521,18,25,57,2015
+139,Boğaziçi University,Turkey,28.5,54.1,27.6,96.8,47.7,11506,25,7,50,2015
+140,Radboud University Nijmegen,Netherlands,30.5,61.6,46.7,73.9,42.8,17713,13,10,58,2015
+141,Colorado School of Mines,United States of America,26.1,52.6,26.7,97.1,79.4,5287,18.2,12,26,2015
+141,Texas A&M University,United States of America,46.2,49.1,51.9,55.1,49.6,50657,21.4,9,47,2015
+141,Tokyo Institute of Technology,Japan,53.5,37,52.9,48.1,69.4,9586,7.3,13,13,2015
+144,Eindhoven University of Technology,Netherlands,38.3,69,47.1,57.3,99.9,8176,16,14,19,2015
+144,"Rutgers, the State University of New Jersey",United States of America,40.5,34.3,45.3,71,35.2,37032,17.3,8,51,2015
+146,University of Leeds,United Kingdom,39.4,67.6,39.1,69.3,39.4,27703,14.7,21,58,2015
+147,Brandeis University,United States of America,25.8,54.7,29.1,95.3,43.9,5495,12.6,22,55,2015
+148,Sungkyunkwan University (SKKU),South Korea,48.1,35.8,50.2,51.7,98.5,24365,20.3,9,39,2015
+148,University of Birmingham,United Kingdom,42.8,75.8,39.8,62.7,36,25295,16.4,23,54,2015
+150,Indiana University,United States of America,46.5,37.1,35.1,73.1,,62468,13.6,13,53,2015
+150,"University of California, Riverside",United States of America,29.4,61.6,27.5,91.5,39.5,20626,22,12,51,2015
+152,Dartmouth College,United States of America,38.3,33.1,35.4,80.4,49.1,6178,6.6,16,47,2015
+153,Aarhus University,Denmark,30.9,66.3,47.5,66.5,59.8,23895,13.6,14,54,2015
+154,University of Exeter,United Kingdom,32,79.8,32.7,78,35.8,17755,18.8,28,54,2015
+155,National Taiwan University,Taiwan,48.8,27.5,57.3,47.7,43.8,31891,11.9,7,39,2015
+156,RWTH Aachen University,Germany,39,56.8,29.9,75,69.8,37917,27.6,16,31,2015
+157,Osaka University,Japan,51.3,29.1,48,51.1,73.6,23144,7.8,9,31,2015
+157,University of Liverpool,United Kingdom,31.3,79.5,33.2,76.2,40,18815,13.6,30,52,2015
+157,University of Western Australia,Australia,36.3,87.3,38.1,62.2,63.3,20851,20.7,27,50,2015
+160,University of Copenhagen,Denmark,34,71.8,34.4,73.5,44.4,27545,4.1,19,67,2015
+160,École Normale Supérieure de Lyon,France,38.1,64.4,33.8,73,29.3,2218,8,14,49,2015
+162,University of Utah,United States of America,38.8,27.5,36.5,75,58.1,25674,16.9,9,45,2015
+163,University of Freiburg,Germany,38,56.7,28.1,74,81.4,26467,31.2,16,52,2015
+164,University of Adelaide,Australia,33.8,79.3,40.4,61.1,65.3,20771,30.1,26,48,2015
+165,Istanbul Technical University,Turkey,30.2,37.3,36.9,79.7,51.1,34550,16,5,34,2015
+165,Karlsruhe Institute of Technology,Germany,40.5,60.1,34.9,62.9,82.7,25294,24.6,16,26,2015
+165,Pompeu Fabra University,Spain,25.1,63.2,28.3,88.3,35.9,10901,18.3,13,59,2015
+165,Tohoku University,Japan,49.7,29.7,47.3,49.6,76.8,17200,5,7,25,2015
+169,University of Miami,United States of America,42.7,56.7,27.2,73.1,,15286,5.7,14,50,2015
+170,University of Antwerp,Belgium,34.6,61,33.6,67.7,100,12346,30.3,16,56,2015
+171,University of Nottingham,United Kingdom,39.9,70.6,35.8,62.7,39.6,30144,15,27,54,2015
+171,Université Catholique de Louvain,Belgium,37.9,59.7,34.9,67.7,46.1,28856,42,19,54,2015
+173,Georgetown University,United States of America,51.1,43.3,28.2,62.2,80,15408,8.5,14,53,2015
+173,University of Victoria,Canada,21.6,70.1,30.6,86.7,31.6,17581,21.5,11,56,2015
+175,University of Auckland,New Zealand,28.6,87.3,33.4,68.4,74.2,29787,18.9,28,54,2015
+175,University of Iowa,United States of America,41.9,31.7,33.5,71,49.3,27526,11.6,11,52,2015
+177,Syracuse University,United States of America,32.4,41.2,24.4,87.1,40.6,19660,15.9,15,55,2015
+178,Joseph Fourier University,France,38,57.3,29.3,73,31.3,16130,12.1,13,,2015
+178,University of Aberdeen,United Kingdom,28,84.1,30.2,74.3,42.1,12938,15.8,33,54,2015
+180,Paris Diderot University – Paris 7,France,25.6,67.4,19.7,92.2,29.1,27756,14.8,17,63,2015
+180,University of Delaware,United States of America,29,40.6,36.3,73.1,99.3,19262,15.9,10,56,2015
+182,Arizona State University,United States of America,35.7,29.5,37.5,73.1,32.6,83236,29.9,9,50,2015
+182,Sabancı University,Turkey,26,44.6,27.1,88.5,42.9,2739,15.9,6,39,2015
+182,University of Vienna,Austria,35.2,91,39.7,56.3,29.4,34651,20.5,25,67,2015
+185,Northeastern University,United States of America,36.4,54.7,21.9,81.3,34,18539,15.1,26,50,2015
+186,University of Oslo,Norway,36.1,60.3,35.2,66.3,36.6,27139,18.8,18,,2015
+186,Yeshiva University,United States of America,45.2,27.6,23.9,77.8,,6753,5.5,7,53,2015
+188,Stony Brook University,United States of America,32.8,60.5,24.4,80.4,31.3,21908,10.9,24,50,2015
+188,Tel Aviv University,Israel,43.5,46.1,51.1,45.5,42.6,23977,24.4,4,,2015
+188,University of Ottawa,Canada,37.9,63.2,34.7,62.9,45.9,36733,26.3,15,60,2015
+191,University at Buffalo,United States of America,40.1,57,39.8,57.5,39.6,25668,19,19,47,2015
+192,City University of Hong Kong,Hong Kong,31,71.3,32.9,68.6,49.8,10015,7.1,28,51,2015
+193,Fudan University,China,45.6,37.4,34,61,49.4,32175,12.2,11,50,2015
+193,Iowa State University,United States of America,36.4,40.6,30.9,72,54.4,29991,17.4,11,44,2015
+195,University of Bonn,Germany,32.2,54.8,22.2,83.8,,32474,70.4,13,55,2015
+196,Lomonosov Moscow State University,Russian Federation,55.9,60.4,42.1,33.8,78.5,30822,7.7,20,43,2015
+196,"St George’s, University of London",United Kingdom,23.1,55.8,27.3,86.4,32.4,2958,13.4,17,61,2015
+198,University of East Anglia,United Kingdom,25.2,76.5,22.6,83.7,29.2,14992,14.7,28,58,2015
+199,University of Leicester,United Kingdom,29.8,83.9,31.6,67.1,34.8,14541,13.4,35,54,2015
+200,Florida Institute of Technology,United States of America,19.7,63,13.1,99.2,53.7,4408,13.7,26,34,2015
+200,George Washington University,United States of America,44.6,39.9,25.1,70,29.3,20541,12,16,56,2015
+201225,Bilkent University,Turkey,28,44.6,27.7,76,46.4,,,,,2015
+201225,Cardiff University,United Kingdom,30.5,69.3,30.4,69.3,34.8,23347,13.1,23,57,2015
+201225,Goethe University Frankfurt,Germany,28.1,55.6,22.4,78.8,38.8,31861,9.3,15,60,2015
+201225,Hebrew University of Jerusalem,Israel,41.5,53.3,36.3,57.2,31.5,17612,10.7,5,55,2015
+201225,Hong Kong Polytechnic University,Hong Kong,33.7,69.9,36.5,56.5,42.6,22064,25.9,26,51,2015
+201225,Korea University,South Korea,48.9,35.9,44.3,39.9,98.5,24043,15.8,14,,2015
+201225,Newcastle University,United Kingdom,30.3,73.8,29.6,70.3,35,20174,15.2,29,50,2015
+201225,Technion Israel Institute of Technology,Israel,36.9,60.6,37.5,52,36.5,13855,19.4,4,35,2015
+201225,Ulm University,Germany,35,54.1,22,73,56.7,9187,11.2,10,47,2015
+201225,University of Barcelona,Spain,28.4,47.8,28.8,79.7,31,47491,12.2,10,62,2015
+201225,University of Bergen,Norway,29.5,65.3,27.9,68.5,34.2,11623,11.1,12,60,2015
+201225,University of Dundee,United Kingdom,24.4,64.5,22.5,84.4,47.7,11628,15.3,25,60,2015
+201225,University of Illinois at Chicago,United States of America,43,53.4,34.1,55.1,40.7,24313,9.2,17,53,2015
+201225,University of Innsbruck,Austria,23.9,93.4,17.1,77,42,18209,16.9,39,54,2015
+201225,University of Reading,United Kingdom,32.8,75,34,58.1,34.9,12050,14.8,28,55,2015
+201225,University of Science and Technology of China,China,36.9,26.3,27.3,73.6,71.6,14290,7.9,2,,2015
+201225,University of Strasbourg,France,28.6,69.5,23.4,74,32,46208,17.8,21,58,2015
+201225,University of São Paulo,Brazil,51.6,25.3,51.6,32.3,40.1,81402,14.6,4,48,2015
+201225,University of Texas at Dallas,United States of America,26,55.4,28.2,77.8,41.6,16306,22.8,23,44,2015
+201225,University of Trieste,Italy,28.7,50.7,16,88.1,33.3,18135,25.8,9,56,2015
+201225,University of Twente,Netherlands,32.3,67.2,45.3,49.4,89.2,6631,12,26,37,2015
+201225,Université Libre de Bruxelles,Belgium,26.7,79.4,36.2,64.4,50.7,23819,26.1,32,54,2015
+201225,Wake Forest University,United States of America,33.3,26,23.5,81.3,38.2,7326,4.6,5,51,2015
+201225,William & Mary,United States of America,36.8,26.5,19.9,78.7,30,7867,11.8,7,54,2015
+201225,Yonsei University,South Korea,44.5,35.7,45.8,44.3,69.7,24774,11.6,14,,2015
+226250,Autonomous University of Barcelona,Spain,30.4,46.4,29.2,67,34.6,30538,12.3,10,59,2015
+226250,"Birkbeck, University of London",United Kingdom,28.3,84.4,29.3,60.4,28.7,9454,17.2,38,55,2015
+226250,Brunel University London,United Kingdom,22.1,88.8,21.4,75.3,31.9,12613,17.6,38,46,2015
+226250,Carleton University,Canada,24.3,61.1,24.5,76.9,30.7,25036,29.8,18,47,2015
+226250,Dalhousie University,Canada,33.6,71.6,30,54.4,68.9,15064,14.4,18,55,2015
+226250,Laval University,Canada,35.8,55.7,29.9,58.1,62.7,27227,16.2,12,,2015
+226250,Mines ParisTech,France,39.6,58.7,23.2,55.1,99,1283,5.6,22,28,2015
+226250,Nagoya University,Japan,37.5,31.8,31.8,59.9,86.3,15529,7.9,10,29,2015
+226250,Rensselaer Polytechnic Institute,United States of America,30.9,42.8,26.2,67.8,49.9,6671,15,16,30,2015
+226250,Simon Fraser University,Canada,24.6,61.4,29.3,67.6,41.8,26640,28.3,19,55,2015
+226250,State University of New York Albany,United States of America,25.7,39.6,35,68.9,,15387,18.5,8,51,2015
+226250,Technical University of Berlin,Germany,42.2,70.4,32.3,47,63.4,,,,,2015
+226250,Tokyo Metropolitan University,Japan,19.6,39.5,9.8,100,31,9303,9.9,4,35,2015
+226250,University College Dublin,Republic of Ireland,31.7,79.4,28.1,61.7,33.8,22193,24.5,23,,2015
+226250,University of Calgary,Canada,34.4,63.1,30.5,59.4,41.5,28341,16.5,17,53,2015
+226250,University of Gothenburg,Sweden,24.1,46.8,38.2,64.4,37,26420,16.4,12,,2015
+226250,University of Kiel,Germany,31.1,44.2,24.3,70.8,42,24444,23.8,8,53,2015
+226250,University of Konstanz,Germany,30.5,57,33.4,59.4,52.5,10930,59.1,12,54,2015
+226250,University of MilanBicocca,Italy,27.1,40.6,23,76.6,45,33370,72.5,5,60,2015
+226250,University of Technology Sydney,Australia,27.8,86.9,32.5,58.7,40.1,24519,44.1,31,53,2015
+226250,University of Western Ontario,Canada,38.3,63.7,35.7,47,50.7,27387,20.7,16,54,2015
+226250,University of Würzburg,Germany,28.6,50.2,17.3,81.4,30,26576,38.4,8,57,2015
+226250,Vienna University of Technology,Austria,43.3,75.9,32.4,41.7,64.1,26419,52,27,27,2015
+226250,York University,Canada,27.5,59.7,35.3,62.9,34.1,48007,39.4,9,59,2015
+251275,Aalto University,Finland,31.8,59.4,31.3,50.2,64.5,16099,24.2,17,32,2015
+251275,Federico Santa María Technical University,Chile,13,48.7,10.1,99.7,28.1,11718,34,2,24,2015
+251275,Medical University of Vienna,Austria,28.6,73.1,17,71.1,33.7,7426,2.9,28,50,2015
+251275,Nanjing University,China,34.6,50.2,23.3,59.6,51.7,29743,13.3,10,46,2015
+251275,National Tsing Hua University,Taiwan,39.4,24.8,40.3,49.1,49.4,10221,13.5,5,33,2015
+251275,"National University of Ireland, Galway",Republic of Ireland,26.7,71.7,24.8,62.8,43.1,14067,26.8,14,56,2015
+251275,Queen’s University,Canada,37.3,55.4,33.4,48.2,59,20488,22.1,10,58,2015
+251275,Queen’s University Belfast,United Kingdom,30.1,88.6,25.1,52.2,43.7,17940,17.9,30,54,2015
+251275,Swedish University of Agricultural Sciences,Sweden,27.9,49.6,25.2,59.9,99.8,3879,4.6,,67,2015
+251275,Technical University of Darmstadt,Germany,36.9,59.6,33.7,42,88.9,20300,53.6,18,28,2015
+251275,University of Bremen,Germany,33.9,53,27.6,55.7,46.3,18590,25.6,11,50,2015
+251275,University of Hawai’i at Mānoa,United States of America,35.1,59.4,30.7,51.5,38.3,,,,,2015
+251275,University of Iceland,Iceland,14.9,59.1,24.7,74.8,64,13960,25.9,8,66,2015
+251275,University of Münster,Germany,30.6,48.2,18.1,73,38.2,39838,46.1,8,53,2015
+251275,University of New Mexico,United States of America,29.6,32.2,23.4,73.1,44.5,,,,,2015
+251275,University of Newcastle,Australia,26.5,70.6,29.9,57.5,75.6,23508,21.9,18,56,2015
+251275,University of Otago,New Zealand,27.1,81.5,27.7,57.6,31.9,18600,20.3,21,57,2015
+251275,University of Pavia,Italy,26.3,43.5,19.2,75.6,64.4,22958,40.6,6,56,2015
+251275,University of Salento,Italy,32.3,40.3,25.6,64.5,38.4,19959,58.4,1,64,2015
+251275,University of South Florida,United States of America,27.7,41,37.9,55.1,99.8,31424,21.5,10,,2015
+251275,"University of the Andes, Colombia",Colombia,17.3,54.6,12.1,89.8,36.5,15773,16.9,2,44,2015
+251275,University of the Witwatersrand,South Africa,22.3,66.3,21.7,67.3,94.8,23321,18.6,9,56,2015
+251275,University of Trento,Italy,26.8,57.3,20.3,70.3,46,16841,43.2,8,51,2015
+251275,University of Turin,Italy,29.4,39.3,20.3,72.5,40.8,67552,66,6,62,2015
+251275,University of Waterloo,Canada,30.9,63.1,40.4,47,41.7,30726,24.2,14,45,2015
+276300,Chalmers University of Technology,Sweden,35.7,62.5,32.8,40.8,75.8,8605,11.6,15,30,2015
+276300,Colorado State University,United States of America,27.6,30.4,31.3,59.9,38.8,26769,19,5,52,2015
+276300,Indian Institute of Science,India,32.6,18.2,39.5,51.6,37.9,3318,8.2,1,19,2015
+276300,Lappeenranta University of Technology,Finland,25.2,59.1,25.5,59.9,73.8,3486,23.9,19,31,2015
+276300,Montpellier University,France,23.7,56.6,22.5,67.4,33.6,36731,18.4,14,51,2015
+276300,National Chiao Tung University,Taiwan,35,30.7,40.7,40.4,98.2,12646,16.6,5,27,2015
+276300,Norwegian University of Science and Technology,Norway,33.5,54.7,29.6,49.6,45,17381,13.9,9,46,2015
+276300,Panjab University,India,23.7,29.2,10.5,84.4,28.3,16691,23.9,1,46,2015
+276300,Plymouth University,United Kingdom,18.4,51.3,18.1,80.5,28.8,24121,25.9,13,52,2015
+276300,Queensland University of Technology,Australia,29.9,69.8,36,42.9,71.9,33391,35.8,17,54,2015
+276300,Shanghai Jiao Tong University,China,37.9,23.9,37.9,38.9,88.4,38191,12.8,6,37,2015
+276300,Stellenbosch University,South Africa,30,47.8,31.2,45.6,94.7,21849,23,8,53,2015
+276300,Tilburg University,Netherlands,33,62.2,45.1,34.9,55.1,7576,22.4,10,49,2015
+276300,Tokyo Medical and Dental University (TMDU),Japan,42.7,21.8,22.9,51.1,56.9,2872,3.3,7,51,2015
+276300,University College Cork,Republic of Ireland,26.7,70.8,22.2,56.9,45.9,15805,22.3,15,55,2015
+276300,University of Bologna,Italy,31,43.1,23.2,64.5,34.9,85532,22.9,7,56,2015
+276300,University of Cincinnati,United States of America,32,26,22.4,67.8,35.6,36108,15.7,6,54,2015
+276300,University of ErlangenNuremberg,Germany,28.4,49,15.3,68.7,46.8,36146,53.9,9,49,2015
+276300,University of Fribourg,Switzerland,29.2,84.4,19.7,58.6,48.2,10416,46.9,19,58,2015
+276300,University of Georgia,United States of America,39.7,35.3,28.9,46.6,31.1,33119,19.9,7,57,2015
+276300,University of Macau,Macau,17.1,73.3,20.3,68.1,33.6,8521,14.9,31,58,2015
+276300,University of Milan,Italy,25.3,37.4,22.9,66.9,40.1,58618,24.3,5,60,2015
+276300,University of NebraskaLincoln,United States of America,31,47.8,24.4,57.5,35,21789,16.4,9,46,2015
+276300,University of South Australia,Australia,25.7,80.8,24,52.7,83.9,18971,26.2,32,59,2015
+276300,University of South Carolina,United States of America,34.5,37.3,27.5,55.1,31.8,29336,16.3,1,55,2015
+276300,University of Wollongong,Australia,25.2,80.4,27.8,55.1,44.7,16489,25.4,24,50,2015
+276300,Victoria University of Wellington,New Zealand,21.6,84.2,28.5,53.8,49.7,17142,21.1,21,55,2015
+276300,Virginia Polytechnic Institute and State University,United States of America,40.1,28.9,40,40.7,42.6,30850,18.6,10,42,2015
+301350,Autonomous University of Madrid,Spain,28.6,48.8,19.3,59.7,32.2,28296,13,15,56,2015
+301350,Bangor University,United Kingdom,22.4,73.1,23,55.8,31.1,9567,19.5,22,55,2015
+301350,Charles Darwin University,Australia,20.3,45.5,17.8,64.5,32.7,5570,25.4,15,67,2015
+301350,Charles University in Prague,Czech Republic,31.5,53.9,24.3,50.1,29.4,51438,13,15,62,2015
+301350,Creighton University,United States of America,40.7,29.1,10.4,63.3,32.4,7086,8.3,2,57,2015
+301350,Deakin University,Australia,20.1,71.8,20.6,57.5,30.6,32713,30.4,17,60,2015
+301350,Drexel University,United States of America,31.8,42.2,14.3,57.5,34.6,20713,10.8,18,48,2015
+301350,Hong Kong Baptist University,Hong Kong,21.2,62.3,13.2,70.8,29.1,10441,11,25,61,2015
+301350,Kansas State University,United States of America,27,41.5,16.5,61,39.2,21379,15.1,10,50,2015
+301350,Koç University,Turkey,21.6,49.8,24.4,58.5,50.6,4488,14.6,8,52,2015
+301350,Macquarie University,Australia,24,89.2,24.8,50.2,36.2,27930,20,44,55,2015
+301350,Novosibirsk State University,Russian Federation,24.6,43.8,17.2,70.5,33.4,7131,7.1,13,52,2015
+301350,Oregon State University,United States of America,27.8,36.7,21.1,63.3,32,22578,16.8,9,47,2015
+301350,Polytechnic University of Milan,Italy,27.6,42.9,26.6,55.8,67.8,30025,22.2,12,34,2015
+301350,Renmin University of China,China,34.9,44.4,14.7,59.6,42.8,24954,12.7,6,,2015
+301350,San Diego State University,United States of America,19.7,26.9,24.8,65.6,29.2,27420,31.7,5,57,2015
+301350,Sapienza University of Rome,Italy,32.3,37.5,28.1,50.7,34.2,120986,32.3,7,59,2015
+301350,Sharif University of Technology,Iran,28.7,19.4,34.7,50.4,86.2,10977,18.7,0,27,2015
+301350,State University of Campinas,Brazil,43.4,20.7,38.8,28,44.5,27095,15.3,3,48,2015
+301350,Sun Yatsen University,China,32.5,37,25.2,54.1,58.9,51351,16.6,8,51,2015
+301350,Tulane University,United States of America,40.7,29.7,20.7,53.9,,11381,8.4,8,56,2015
+301350,University of Bath,United Kingdom,29.2,76.1,25.1,47.5,36.7,12830,18.8,30,46,2015
+301350,University of Canterbury,New Zealand,21.1,88.2,23.4,53.8,49.5,12187,16.5,20,51,2015
+301350,University of Cologne,Germany,25.6,52.1,18.4,65.3,28.8,43280,43.4,11,60,2015
+301350,University of Connecticut,United States of America,37.6,38.8,27.1,45.4,31.1,25742,13,11,51,2015
+301350,University of Crete,Greece,19,47,16.8,67,36,14650,26.9,5,63,2015
+301350,University of DuisburgEssen,Germany,21.9,49.2,13.7,64.1,44.2,36051,46.6,11,49,2015
+301350,University of Essex,United Kingdom,31.6,86.7,29,39.3,29.1,12695,19.8,39,55,2015
+301350,University of Houston,United States of America,39.3,33.1,25.8,44.2,43.2,40325,43.7,9,50,2015
+301350,University of Jyväskylä,Finland,27.6,47.2,24,50.2,,9703,15.2,5,62,2015
+301350,University of Kansas,United States of America,30.6,32.2,20.1,62.2,36.2,,,,,2015
+301350,University of Manitoba,Canada,31.6,43.4,29.4,48.2,43.5,28576,27.8,11,55,2015
+301350,University of Marrakech Cadi Ayyad,Morocco,16.3,45.1,6.5,83,28.6,56060,38.7,1,46,2015
+301350,University of Montana,United States of America,29.1,20.7,13.7,75,34.4,12470,15.2,3,54,2015
+301350,University of Nebraska Medical Center,United States of America,36.4,34.8,16.5,51.5,34.5,2857,2.6,8,67,2015
+301350,University of Oklahoma,United States of America,32.6,30,15.7,57.5,34.5,,,,,2015
+301350,University of Padua,Italy,20.7,40.4,18.2,68,32.9,62577,18.3,4,56,2015
+301350,University of Pisa,Italy,22.4,36.7,18.8,69.2,37.7,47247,18,4,52,2015
+301350,University of Southern Denmark,Denmark,19.5,67.1,20.5,61.2,72.6,22210,12.7,16,52,2015
+301350,University of Stirling,United Kingdom,21.5,66.9,25.1,49.9,30.7,7828,15.9,22,61,2015
+301350,University of Stuttgart,Germany,30.6,59.3,17.3,56.9,48.2,24099,45.4,20,31,2015
+301350,University of Tampere,Finland,22.9,45.6,22.2,58.7,42.5,10045,9.5,4,66,2015
+301350,University of Tsukuba,Japan,33.4,36.1,21.6,51.1,36.9,15930,12.6,16,38,2015
+301350,University of Valencia,Spain,17.9,43.7,12,72.7,30.8,58413,15.4,9,60,2015
+301350,University of Warsaw,Poland,20.8,41.6,13.6,70,28.5,49292,14.1,7,67,2015
+301350,Wayne State University,United States of America,32,30.7,15.2,61,,23065,10.7,7,57,2015
+301350,Zhejiang University,China,36,21.5,33.1,40.2,88.6,47508,15.9,5,41,2015
+351400,Aalborg University,Denmark,23.8,65.8,28.5,39.9,43.9,17422,15.9,15,48,2015
+351400,Aberystwyth University,United Kingdom,20.7,66.5,20.6,52.2,33,9252,19.2,18,48,2015
+351400,Aston University,United Kingdom,19.4,79.7,21.6,45.1,35.7,,,,,2015
+351400,Bayreuth University,Germany,21.3,53.9,12.9,61.8,34.8,12520,35.5,8,46,2015
+351400,Bielefeld University,Germany,27.5,48.6,19.1,52,37.4,21428,67.8,8,57,2015
+351400,Claude Bernard University Lyon 1,France,19.1,52.1,17.2,62.6,33.6,35308,16.1,11,50,2015
+351400,Curtin University,Australia,20.1,91.3,17.1,45.3,36.1,30333,17.1,38,53,2015
+351400,Ewha Womans University,South Korea,23.5,36,18,57.6,61.3,17625,14.4,6,100,2015
+351400,George Mason University,United States of America,26.3,35.8,20.3,53.9,28.7,26622,17,7,54,2015
+351400,Hanyang University,South Korea,31.5,48.4,32.3,29,88.7,16729,10.4,19,,2015
+351400,Hokkaido University,Japan,38.4,25.2,27.5,32.2,43.4,18162,8.2,9,29,2015
+351400,Indian Institute of Technology Bombay,India,34.2,19.5,24.6,43.5,49.7,8327,14.9,1,16,2015
+351400,Indian Institute of Technology Roorkee,India,25.2,16.6,14.3,62.6,69,8061,18.7,1,17,2015
+351400,Isfahan University of Technology,Iran,20.7,20,27.3,48.9,84.1,10964,26.5,1,39,2015
+351400,King Mongkut’s University of Technology Thonburi,Thailand,16.7,22.5,10,75,56.5,17791,23.7,1,42,2015
+351400,Kyushu University,Japan,36.5,26.1,28.5,33.6,68.7,18925,6.7,8,28,2015
+351400,Lehigh University,United States of America,25.4,34.5,16.6,56.3,39.2,6300,11.3,15,44,2015
+351400,Linköping University,Sweden,20.2,50.9,27.6,51.5,,17866,7.7,10,52,2015
+351400,Murdoch University,Australia,21.2,85.3,17.8,46.5,40.5,16606,32.8,43,59,2015
+351400,National Cheng Kung University,Taiwan,31.8,26.7,40.1,28.4,100,21234,14.4,11,36,2015
+351400,National Sun YatSen University,Taiwan,26.4,24.2,32.9,39,47,9336,19.6,4,37,2015
+351400,National Taiwan University of Science and Technology (Taiwan Tech),Taiwan,27.7,26.7,42.6,30.9,82,7446,17.4,11,34,2015
+351400,Royal College of Surgeons in Ireland,Republic of Ireland,24.7,82.6,18.9,43.5,28.4,2473,15.6,63,55,2015
+351400,Ruhr University Bochum,Germany,31.5,53.6,22.5,42,47.4,38675,46.3,13,48,2015
+351400,Swinburne University of Technology,Australia,20.2,86.9,16.3,50.2,38.8,20314,36.5,33,44,2015
+351400,UiT The Arctic University of Norway,Norway,20.7,60,16.9,53.2,38.8,10398,12.2,10,60,2015
+351400,Umeå University,Sweden,21.2,50.3,25.7,52.7,31.3,16667,11.9,7,60,2015
+351400,University of Bari Aldo Moro,Italy,29.1,38.1,18.1,52,35.2,51560,65.1,2,65,2015
+351400,University of Eastern Finland,Finland,24.3,44.1,21.6,53.8,32.8,10798,17.3,6,64,2015
+351400,University of Ferrara,Italy,19.5,42.1,15.2,64.5,40.4,18882,30.2,7,56,2015
+351400,University of Florence,Italy,18.1,37.4,17.3,60.8,35.4,54290,17.2,7,59,2015
+351400,University of Graz,Austria,23.7,64.8,17.3,55.1,30.2,20584,26.8,12,65,2015
+351400,University of Hertfordshire,United Kingdom,16.2,74.9,10.9,65,29.6,19665,19.4,27,54,2015
+351400,University of Lisbon,Portugal,30.1,46.8,22.8,44.8,33.9,47849,17.5,9,51,2015
+351400,University of Liège,Belgium,25.9,69.1,18.4,44.6,70.4,20951,25.9,23,54,2015
+351400,University of Minho,Portugal,20.2,49.7,16.2,60.6,44.5,19090,18.8,9,52,2015
+351400,University of Missouri,United States of America,31.7,29.6,22,46.6,31.2,29885,14.1,5,53,2015
+351400,University of Navarra,Spain,29.5,46.2,22.3,41.7,90.2,11259,10.6,16,52,2015
+351400,University of Portsmouth,United Kingdom,16.1,73.3,10.6,61.6,29.2,20161,19.1,23,45,2015
+351400,University of Rome III,Italy,19.3,48,11.8,62.1,37.7,36353,61.2,5,59,2015
+351400,University of Seoul,South Korea,21,34.3,20.2,63.3,29.1,10243,19,3,36,2015
+351400,University of Turku,Finland,24.3,46.3,21.8,47.7,32.1,12326,14.6,5,61,2015
+351400,University of Waikato,New Zealand,18.6,80.3,17,50,50,10159,17,25,57,2015
+351400,Vrije Universiteit Brussel,Belgium,31.2,54.5,17.9,48.1,44.8,9020,17.1,16,55,2015
+351400,Waseda University,Japan,25.5,43.1,16.3,55.5,32.6,52316,16.9,8,35,2015
+351400,Washington State University,United States of America,28.5,36,27.5,44.2,54.5,24550,18.3,7,50,2015
+351400,Western Sydney University,Australia,17.8,50.1,22.4,58.7,30.4,30704,32.2,9,56,2015
+351400,Wuhan University,China,34.1,33.1,17.4,48.5,85.9,46227,14.4,7,,2015
+351400,Wuhan University of Technology,China,16.2,21.4,8,75.8,57.8,50260,14.9,2,31,2015
+1,California Institute of Technology,United States of America,95.6,64,97.6,99.8,97.8,2243,6.9,27,33,2016
+2,University of Oxford,United Kingdom,86.5,94.4,98.9,98.8,73.1,19919,11.6,34,46,2016
+3,Stanford University,United States of America,92.5,76.3,96.2,99.9,63.3,15596,7.8,22,42,2016
+4,University of Cambridge,United Kingdom,88.2,91.5,96.7,97,55,18812,11.8,34,46,2016
+5,Massachusetts Institute of Technology,United States of America,89.4,84,88.6,99.7,95.4,11074,9,33,37,2016
+6,Harvard University,United States of America,83.6,77.2,99,99.8,45.2,20152,8.9,25,,2016
+7,Princeton University,United States of America,85.1,78.5,91.9,99.3,52.1,7929,8.4,27,45,2016
+8,Imperial College London,United Kingdom,83.3,96,88.5,96.7,53.7,15060,11.7,51,37,2016
+9,ETH Zurich – Swiss Federal Institute of Technology Zurich,Switzerland,77,97.9,95,91.1,80,18178,14.7,37,31,2016
+10,University of Chicago,United States of America,85.7,65,88.9,99.2,36.6,14221,6.9,21,42,2016
+11,Johns Hopkins University,United States of America,77.6,70,90.4,98.2,100,15128,3.6,23,50,2016
+12,Yale University,United States of America,86.5,64.3,87.8,97.2,43.3,11751,4.4,20,50,2016
+13,"University of California, Berkeley",United States of America,80.4,61.9,91.1,99.7,47.9,36186,16.4,15,50,2016
+14,University College London,United Kingdom,78.1,94.4,91,94.2,40.5,26607,10.7,46,56,2016
+15,Columbia University,United States of America,85.9,73.5,82.2,98.1,,25055,5.9,28,,2016
+16,"University of California, Los Angeles",United States of America,80.8,56.4,88.6,98.5,47.9,38206,10.3,15,52,2016
+17,University of Pennsylvania,United States of America,82,49.5,86.9,98.6,47.9,20376,6.5,20,51,2016
+18,Cornell University,United States of America,77.9,63.9,86.1,97.2,33.7,21424,10.2,19,48,2016
+19,University of Toronto,Canada,75.9,77.8,89.3,90.9,49.1,66198,19.5,15,,2016
+20,Duke University,United States of America,76,56.5,78,99,100,15172,4.8,17,49,2016
+21,University of Michigan,United States of America,76.8,53.7,85.2,94.4,56.3,41786,9,16,48,2016
+22,Carnegie Mellon University,United States of America,67.4,57.1,88.8,99.1,57.5,11885,13.1,35,39,2016
+23,London School of Economics and Political Science,United Kingdom,69.8,93.6,80.6,94.3,32.2,,,,,2016
+24,University of Edinburgh,United Kingdom,68.6,89.8,77.2,96.3,36.1,25774,14.1,36,58,2016
+25,Northwestern University,United States of America,69.8,53.9,78.4,96.5,81.2,18334,13.8,15,48,2016
+26,National University of Singapore,Singapore,71.7,96.2,84.5,79.4,49.8,31592,15.5,34,49,2016
+27,King’s College London,United Kingdom,64.5,93.8,75.8,93.8,40.1,21394,11.4,37,61,2016
+28,Karolinska Institute,Sweden,60.6,73.1,81.1,92.2,75.8,7774,11.5,22,70,2016
+29,LMU Munich,Germany,70.5,62.8,77.4,85.7,100,35691,15.5,13,62,2016
+30,New York University,United States of America,74.7,49.3,72.3,95.3,30.4,42056,6.8,19,55,2016
+31,École Polytechnique Fédérale de Lausanne,Switzerland,61.3,98.6,67.5,94.6,65.4,9666,10.5,54,27,2016
+32,University of Washington,United States of America,67.1,51.2,70,98.6,43.1,44020,11.8,13,53,2016
+33,University of Melbourne,Australia,62,87.1,75.5,86.6,64.6,40128,23.7,35,55,2016
+34,University of British Columbia,Canada,60.2,90.5,73.2,91.5,42.6,50152,17.6,25,54,2016
+35,KU Leuven,Belgium,59.9,68.6,76.9,87.3,100,42503,41.9,18,54,2016
+36,University of Illinois at UrbanaChampaign,United States of America,64.5,45.8,81.2,86.8,52.8,42727,18.7,20,47,2016
+37,Heidelberg University,Germany,68.8,62.8,69.6,88.2,68.2,28881,24.5,17,55,2016
+38,McGill University,Canada,66.1,85.5,72.1,78.9,40.3,31326,13.7,23,56,2016
+39,"University of California, San Diego",United States of America,56.9,42.9,69.8,98.7,56.7,27233,6.5,11,48,2016
+39,"University of California, Santa Barbara",United States of America,52.6,61.5,66,99.2,90.4,22020,27.3,11,52,2016
+41,Georgia Institute of Technology,United States of America,57.8,71.5,72.7,86,73.7,19967,20.1,26,31,2016
+42,Peking University,China,77.8,49.2,72.4,69.1,100,40148,8.3,14,,2016
+43,University of Tokyo,Japan,81.4,30.3,83,60.9,50.8,26199,5.7,10,,2016
+44,"University of California, Davis",United States of America,60.1,58.4,72.7,84.3,57.3,35364,13.9,13,54,2016
+44,University of Hong Kong,Hong Kong,64.6,99.5,72.8,70.1,53.7,19835,17.6,38,53,2016
+46,University of Texas at Austin,United States of America,59.3,31.7,69.7,92.2,63.1,49427,17.4,9,51,2016
+47,Tsinghua University,China,73.3,39.5,83,58.8,100,39763,13.7,10,32,2016
+47,Wageningen University and Research Center,Netherlands,52.6,70.3,66.9,87.8,100,9248,17,21,56,2016
+49,Humboldt University of Berlin,Germany,63.7,62.6,77,73.6,36.1,29987,52.5,16,,2016
+50,University of WisconsinMadison,United States of America,65.1,33,68.2,86.6,48.5,39655,10.8,11,51,2016
+51,Brown University,United States of America,62.8,57.8,55.7,96.4,31.4,8653,10.1,19,,2016
+52,Australian National University,Australia,54.7,93.3,77.3,72.3,48,14604,19.2,35,52,2016
+53,Technical University of Munich,Germany,61,63.8,66,80.1,99.2,35565,31.5,20,33,2016
+54,École Normale Supérieure,France,70.6,85.5,47.7,87.1,37.1,2400,7.9,20,46,2016
+55,Nanyang Technological University,Singapore,48.4,94.6,61.3,85.6,99.9,25028,16.2,33,48,2016
+56,University of Manchester,United Kingdom,58.4,87,66,77.3,42,34938,15.3,34,52,2016
+56,University of Sydney,Australia,54.3,84.4,68.1,77.5,72.4,41868,20.2,28,57,2016
+58,University of Amsterdam,Netherlands,52.2,66.5,64.7,87.4,62.8,24570,14.4,11,53,2016
+59,Hong Kong University of Science and Technology,Hong Kong,49.4,80.5,66.1,82.6,68.1,11385,23.8,36,,2016
+60,The University of Queensland,Australia,49.2,89.3,62.8,82.4,76.7,34718,32.7,27,53,2016
+60,Washington University in St Louis,United States of America,54.3,44.9,55.6,99.2,33.5,12528,5.7,17,,2016
+62,Utrecht University,Netherlands,48.1,55.8,64.3,88.1,89.1,30779,15.4,7,59,2016
+63,University of North Carolina at Chapel Hill,United States of America,58,39,54.5,95.9,39.4,26518,7.3,8,58,2016
+64,Boston University,United States of America,57.8,51,49.5,97.7,30.3,24789,8.6,17,58,2016
+65,Delft University of Technology,Netherlands,55,84,73.8,61.5,100,15920,19.4,25,26,2016
+65,University of Minnesota,United States of America,53.5,35.3,61,88,98.5,46825,18,13,52,2016
+67,Leiden University,Netherlands,50.5,64.3,63.1,85.2,49.8,21222,17.1,10,59,2016
+68,University of Southern California,United States of America,49.3,56.3,58.9,93,38,36534,12.9,20,52,2016
+69,University of Bristol,United Kingdom,47.6,82.4,51.6,91.2,40,17906,14,25,53,2016
+70,Durham University,United Kingdom,47.9,86.4,51.9,87.7,34.4,15489,15.7,24,54,2016
+71,Erasmus University Rotterdam,Netherlands,37.2,76.1,55.2,95.6,54.6,20580,18.9,18,48,2016
+72,Free University of Berlin,Germany,57.9,69.2,72.2,60.2,35.1,33062,39.3,20,58,2016
+73,Monash University,Australia,48.1,87.6,58.5,73.3,79.7,50882,40.5,36,56,2016
+74,University of Groningen,Netherlands,43.3,63.9,56.9,84,92.4,24556,25.6,12,52,2016
+75,Pennsylvania State University,United States of America,50.4,40.8,61.9,80.5,56.2,44501,12.4,12,46,2016
+76,University of Glasgow,United Kingdom,41.6,85.8,48.3,92.3,31.6,22616,16,29,57,2016
+76,University of Helsinki,Finland,48.4,51.8,60.4,82.1,31.6,23505,15.1,6,66,2016
+78,University of Tübingen,Germany,47,58.2,59.8,79.3,59.2,28327,38.9,12,58,2016
+79,University of Pittsburgh,United States of America,50.6,33.9,50.3,92.3,39.3,26485,5.8,10,51,2016
+80,University of Warwick,United Kingdom,47.4,90.3,53.1,78.2,37.7,18529,16.6,37,48,2016
+81,Uppsala University,Sweden,44.1,59.6,61,80.9,39.5,25266,18.2,12,57,2016
+82,University of Copenhagen,Denmark,49.8,83.3,42.7,86.2,45,27545,4.1,19,67,2016
+82,University of New South Wales,Australia,40.7,89.5,53.9,82.1,50,38309,25.9,33,47,2016
+84,University of Freiburg,Germany,47.4,60.3,51.1,80.5,100,26467,31.2,16,52,2016
+85,Seoul National University,South Korea,66.5,30.9,70.5,50,85.4,26389,13.9,10,,2016
+86,University of St Andrews,United Kingdom,49.7,92.3,47.3,78.8,30.6,8338,12.7,47,56,2016
+87,Vanderbilt University,United States of America,47.8,29.1,44.2,95.7,63.2,12161,3.6,10,52,2016
+88,Kyoto University,Japan,70.6,26.1,69.3,46.6,79,22809,5.6,7,,2016
+88,Maastricht University,Netherlands,37.5,95.5,47.7,82.7,95.4,15626,18.9,48,56,2016
+90,Emory University,United States of America,48.3,51,37.1,96.7,48.9,12338,4.5,18,56,2016
+90,Lund University,Sweden,39.7,74.1,53.6,81.3,70.4,28251,11.5,15,,2016
+90,Ohio State University,United States of America,51.6,53,46.6,83.2,53.1,51462,13.4,12,49,2016
+93,University of Exeter,United Kingdom,39.4,87.3,40,94.3,31.9,17755,18.8,28,54,2016
+94,University of Bonn,Germany,45.1,63.6,47.5,85.3,,32474,70.4,13,55,2016
+94,Georgetown University,United States of America,54.4,52.7,39.3,82.5,80.7,15408,8.5,14,53,2016
+94,McMaster University,Canada,39.8,76.1,44.8,84.9,88,23823,19.3,15,53,2016
+97,University of Sheffield,United Kingdom,42.4,81.9,48.8,80.1,43.4,23311,15.5,31,50,2016
+98,Queen Mary University of London,United Kingdom,34.1,93.5,41.3,93.3,36.8,14260,14,40,52,2016
+99,University of Göttingen,Germany,49.3,56.4,54.5,72.7,31.8,25581,25.6,12,51,2016
+99,Michigan State University,United States of America,47.3,56.4,52.6,76.8,32.2,44750,15.7,15,51,2016
+101,University of Basel,Switzerland,39.5,94.7,33.1,88.3,99.9,12551,17.3,24,54,2016
+101,École Polytechnique,France,53.5,92.8,44.6,64.7,82.3,2429,4.8,30,18,2016
+101,Rice University,United States of America,37.9,66.6,35.1,99.7,41.7,6333,9,26,44,2016
+104,Dartmouth College,United States of America,50.7,38.3,35.8,93.3,40.8,6178,6.6,16,47,2016
+104,University of Zurich,Switzerland,49.5,90.4,31.5,85.4,44,26583,6.5,19,57,2016
+106,Aarhus University,Denmark,36.9,76.8,50.7,79.8,68.3,23895,13.6,14,54,2016
+106,"University of California, Irvine",United States of America,39.9,59.2,41.8,91.6,48.9,26614,16.1,16,52,2016
+106,University of Mannheim,Germany,34.5,64.6,47.7,86.9,85.3,11761,85.8,15,55,2016
+108,University of Notre Dame,United States of America,47.6,47.6,48.1,81.7,33.7,11829,13.8,10,44,2016
+109,University of Western Australia,Australia,33.4,92.6,46.1,83.6,64.5,20851,20.7,27,50,2016
+110,RWTH Aachen University,Germany,49.4,54.1,56.3,63.2,98.1,37917,27.6,16,31,2016
+110,University of Southampton,United Kingdom,39.8,88.4,43.6,82,37.5,20925,13.5,29,53,2016
+112,Scuola Normale Superiore di Pisa,Italy,54.2,46.3,53.1,67.2,52,462,16.5,5,28,2016
+113,University of Montreal,Canada,46.3,84.2,45.5,69.6,92.6,38264,20.3,25,57,2016
+113,Pierre and Marie Curie University,France,52.8,74.1,32.7,82.9,37.4,27862,8.7,18,48,2016
+113,Purdue University,United States of America,50.2,66.4,57.7,63.2,,39256,18.1,22,42,2016
+116,Pohang University of Science and Technology,South Korea,49.1,33.7,47.1,76.7,100,3055,10.1,4,20,2016
+117,"University of Maryland, College Park",United States of America,45,43.5,42.1,88.2,32.3,31331,8.4,9,48,2016
+118,Ghent University,Belgium,42.1,54.2,54.5,71.2,88.3,32166,34.1,9,57,2016
+119,University of Birmingham,United Kingdom,39.4,82,41.8,82.7,34.7,25295,16.4,23,54,2016
+120,University of Bern,Switzerland,40,83.7,42.5,76.6,82.9,14708,22.5,14,54,2016
+120,University of Cape Town,South Africa,34.9,80.2,38.7,85.6,92.7,20040,12.1,18,53,2016
+120,University of Florida,United States of America,51.8,33.3,56.8,67.7,,50095,18.7,9,54,2016
+123,University of ErlangenNuremberg,Germany,51.7,47,39.7,75.2,99.4,36146,53.9,9,49,2016
+123,"Rutgers, the State University of New Jersey",United States of America,43.9,34.7,55.7,75.4,35.9,37032,17.3,8,51,2016
+125,University of Münster,Germany,40.3,46.3,44.1,85.6,58.2,39838,46.1,8,53,2016
+125,Radboud University Nijmegen,Netherlands,34.3,60.9,48.5,84.9,39.2,17713,13,10,58,2016
+127,University of Colorado Boulder,United States of America,39.7,36.6,37.6,96.4,35.7,29325,16.1,8,45,2016
+127,Tufts University,United States of America,45.2,49.4,33.3,90.1,60.7,10410,10,14,54,2016
+129,"Royal Holloway, University of London",United Kingdom,35.1,92.7,33.2,91.2,34.4,8747,15.9,37,57,2016
+130,Lancaster University,United Kingdom,34,87,41.4,85.3,33.6,11512,14.9,33,52,2016
+131,University of Geneva,Switzerland,34.9,98.5,40.5,78.5,72.4,15668,15,39,61,2016
+131,University of York,United Kingdom,41.9,83.5,46.3,73.1,31.1,,,,,2016
+133,Case Western Reserve University,United States of America,46.1,40.5,33.2,92,34.1,9259,6.4,17,48,2016
+133,University of Leeds,United Kingdom,43.7,77.4,39,79.2,36.7,27703,14.7,21,58,2016
+135,University of Oslo,Norway,43.3,68.2,44.7,75.5,38.3,27139,18.8,18,,2016
+136,Stockholm University,Sweden,34.1,48.5,51.2,82.5,31.1,31715,23.7,8,62,2016
+137,University of Alberta,Canada,46.4,80.7,48.1,63.6,47.4,36299,21.6,23,55,2016
+138,Chinese University of Hong Kong,Hong Kong,41.5,81.1,48.5,68.4,37.5,17916,10.2,22,53,2016
+138,Karlsruhe Institute of Technology,Germany,37.7,56.7,47.5,73.8,99.5,25294,24.6,16,26,2016
+140,University of Sussex,United Kingdom,33.4,88.3,37.2,86.1,30.6,12001,17.4,35,54,2016
+141,University of Massachusetts,United States of America,40.2,48.9,36.3,88.1,52.2,56959,13,11,49,2016
+142,University of Vienna,Austria,40.8,92.6,50.5,63.6,30.2,34651,20.5,25,67,2016
+143,University of Nottingham,United Kingdom,40.3,80.6,39,77.5,39.8,30144,15,27,54,2016
+144,"University of California, Santa Cruz",United States of America,31.1,45.6,34.2,99.9,36.1,17404,22.7,1,53,2016
+144,University of Lausanne,Switzerland,30.9,89.2,45.6,76.2,56,11964,13.1,22,,2016
+146,Autonomous University of Barcelona,Spain,40.3,50.3,40,83.8,34.9,30538,12.3,10,59,2016
+147,University of Virginia,United States of America,38.8,43.4,37.5,87.3,37.9,23845,10.2,12,52,2016
+148,Korea Advanced Institute of Science and Technology (KAIST),South Korea,43.3,33.9,40.5,75.9,100,9027,10,9,20,2016
+149,University of Adelaide,Australia,32.8,85.1,43.2,72.4,79.3,20771,30.1,26,48,2016
+149,University of East Anglia,United Kingdom,31.9,83.5,28.7,92.7,28.5,14992,14.7,28,58,2016
+149,University of Twente,Netherlands,34.1,80.1,45.6,68.8,91.2,6631,12,26,37,2016
+153,Sungkyunkwan University (SKKU),South Korea,51.4,36.7,53.5,53.8,97.5,24365,20.3,9,39,2016
+154,VU University Amsterdam,Netherlands,28.4,54.9,37.1,90.7,60.1,23280,16.3,6,56,2016
+155,KTH Royal Institute of Technology,Sweden,39,84.4,44.3,63.9,78.1,12062,14.6,21,30,2016
+156,University of Cologne,Germany,42.2,53.1,38,75,68.5,43280,43.4,11,60,2016
+157,University of Liverpool,United Kingdom,32.8,85.4,30.9,85.9,36.6,18815,13.6,30,52,2016
+158,TU Dresden,Germany,41.4,47.7,45.8,66.1,99.7,35487,37.4,12,42,2016
+158,University of Rochester,United States of America,39.7,55.8,27.9,89,37,9390,4.5,26,49,2016
+160,Trinity College Dublin,Republic of Ireland,41.9,90.5,30.8,75.8,28,15521,18,25,57,2016
+161,Lomonosov Moscow State University,Russian Federation,75.4,57.8,66.7,8.6,95.7,30822,7.7,20,43,2016
+161,University of Miami,United States of America,41.7,64,22.3,90.1,35.5,15286,5.7,14,50,2016
+163,University of Arizona,United States of America,38.7,38.6,41.8,79.5,32.4,36429,12.7,8,52,2016
+164,Pompeu Fabra University,Spain,32.9,63.3,28,90.7,37.2,10901,18.3,13,59,2016
+164,University of Reading,United Kingdom,39.3,85.1,37.3,69.9,34.2,12050,14.8,28,55,2016
+164,Yeshiva University,United States of America,44.8,28.5,23.7,92.8,,6753,5.5,7,53,2016
+167,"University of California, Riverside",United States of America,27.5,59.5,33.3,91.2,42.5,20626,22,12,51,2016
+167,University of Leicester,United Kingdom,32.1,86.6,27.8,86,31.7,14541,13.4,35,54,2016
+167,National Taiwan University,Taiwan,54.1,27.7,58,47.3,49.6,31891,11.9,7,39,2016
+167,Technical University of Denmark,Denmark,37.3,85.1,29.9,77.8,50,9990,5,18,27,2016
+167,Université Catholique de Louvain,Belgium,38.7,74.2,40.6,68.4,51,28856,42,19,54,2016
+172,University of Aberdeen,United Kingdom,29.7,91.4,31.4,82.6,43.1,12938,15.8,33,54,2016
+172,University of Auckland,New Zealand,31.4,90.5,39.5,69.8,78,29787,18.9,28,54,2016
+174,University of Barcelona,Spain,38.5,49.2,37.4,78.9,31.1,47491,12.2,10,62,2016
+175,University of Konstanz,Germany,38.5,58.3,46.7,61.9,92.4,10930,59.1,12,54,2016
+176,Eindhoven University of Technology,Netherlands,34.3,71.3,41,70.7,57.3,8176,16,14,19,2016
+176,University College Dublin,Republic of Ireland,35,86.3,38.5,70.8,33.5,22193,24.5,23,,2016
+178,Hebrew University of Jerusalem,Israel,45.8,55.6,41.4,64.6,31.9,17612,10.7,5,55,2016
+179,University of Waterloo,Canada,35.4,74.4,43.9,66.5,39.5,30726,24.2,14,45,2016
+180,University of Gothenburg,Sweden,28.5,58.3,39.8,81.8,30.3,26420,16.4,12,,2016
+180,Scuola Superiore Sant’Anna,Italy,42.5,45.2,23.2,84.5,71.2,769,8.5,17,35,2016
+182,University of Bergen,Norway,32.5,70,31.5,82.4,36.2,11623,11.1,12,60,2016
+182,Cardiff University,United Kingdom,30.9,78.1,31.6,82,34.6,23347,13.1,23,57,2016
+182,University of Utah,United States of America,35.6,30.1,35.3,83.7,57.4,25674,16.9,9,45,2016
+185,Brandeis University,United States of America,28.3,47,25.7,97.3,38.6,5495,12.6,22,55,2016
+185,University of Dundee,United Kingdom,25.6,78.5,26.9,90.2,49.5,11628,15.3,25,60,2016
+185,University of Würzburg,Germany,34.6,50.9,35.8,79.1,47.9,26576,38.4,8,57,2016
+188,ParisSud University,France,38.7,64.2,29,79.8,28.8,27603,15,17,,2016
+189,Arizona State University,United States of America,32.4,31.9,38.1,84.6,32,83236,29.9,9,50,2016
+190,University of Antwerp,Belgium,31.6,64.8,40.8,71.7,60.3,12346,30.3,16,56,2016
+190,Boston College,United States of America,34.1,60,29.3,83.3,46.8,13216,17.4,19,54,2016
+192,Ulm University,Germany,35.2,58.2,23.9,86.4,58.4,9187,11.2,10,47,2016
+193,University of Luxembourg,Luxembourg,25,99.8,26.7,84.8,38.1,5144,15.9,52,50,2016
+193,Texas A&M University,United States of America,49.4,47.8,52.4,47.1,46.4,50657,21.4,9,47,2016
+195,Charité  Universitätsmedizin Berlin,Germany,37.3,61.1,22.2,83.8,68.4,6853,6.6,16,64,2016
+196,Newcastle University,United Kingdom,30.9,84.3,27.5,81.5,34.7,20174,15.2,29,50,2016
+196,"St George’s, University of London",United Kingdom,25.6,69.5,18.1,100,37.7,2958,13.4,17,61,2016
+198,University of Trento,Italy,30.8,55.9,27.4,87.7,47.1,16841,43.2,8,51,2016
+199,Paris Diderot University – Paris 7,France,30.5,64.9,22.9,91,29,27756,14.8,17,63,2016
+200,Queen’s University Belfast,United Kingdom,34.1,93.4,33.3,68.9,35.7,17940,17.9,30,54,2016
+201250,Aalborg University,Denmark,25.1,71,28.4,73.8,43.7,17422,15.9,15,48,2016
+201250,"Birkbeck, University of London",United Kingdom,33.5,89.9,35.1,66.3,28.5,9454,17.2,38,55,2016
+201250,University of Bologna,Italy,39.3,39.9,29.5,73,34.5,85532,22.9,7,56,2016
+201250,University at Buffalo,United States of America,36.5,60.6,37.9,62,43.8,25668,19,19,47,2016
+201250,University of Calgary,Canada,33.9,70.1,36.7,67.8,52,28341,16.5,17,53,2016
+201250,Chalmers University of Technology,Sweden,36.6,77.6,35.3,52.2,79.5,8605,11.6,15,30,2016
+201250,City University of Hong Kong,Hong Kong,32.1,81.6,26.7,76.8,50.1,10015,7.1,28,51,2016
+201250,Copenhagen Business School,Denmark,19.3,88.5,26.5,79.4,35.3,18293,42.7,19,48,2016
+201250,Dalhousie University,Canada,30.4,78.3,29.4,65.2,50.3,15064,14.4,18,55,2016
+201250,University of DuisburgEssen,Germany,32.3,48.5,27,81.3,82.3,36051,46.6,11,49,2016
+201250,École Normale Supérieure de Lyon,France,41.6,65.6,30,69,31.7,2218,8,14,49,2016
+201250,Florida State University,United States of America,38.5,41.6,40.1,64.7,32,41226,31.8,7,55,2016
+201250,University of Fribourg,Switzerland,32.3,87.4,32.9,64.1,60.8,10416,46.9,19,58,2016
+201250,Fudan University,China,44.7,38.6,30.4,61.1,28,32175,12.2,11,50,2016
+201250,George Washington University,United States of America,44.7,48.1,23.5,65.7,29.5,20541,12,16,56,2016
+201250,Goethe University Frankfurt,Germany,35.8,60.2,28.6,79.3,38.1,31861,9.3,15,60,2016
+201250,University of Hawai’i at Mānoa,Unisted States of America,32,63.4,35.5,67.7,44.7,,,,,2016
+201250,Hong Kong Polytechnic University,Hong Kong,29.3,79,35.2,63.3,45.1,22064,25.9,26,51,2016
+201250,University of Illinois at Chicago,United States of America,40.9,58.1,29.2,63.2,38,24313,9.2,17,53,2016
+201250,Indiana University,United States of America,43,41.2,27.3,74.8,,62468,13.6,13,53,2016
+201250,University of Iowa,United States of America,41,32.3,26.7,73.5,54.1,27526,11.6,11,52,2016
+201250,Johannes Gutenberg University of Mainz,Germany,34.9,53.3,21.7,72.6,70.7,35609,32.6,10,58,2016
+201250,Joseph Fourier University,France,34.2,58.6,21.6,83.2,31.6,16130,12.1,13,,2016
+201250,University of Kiel,Germany,32.3,49.4,20.5,89.5,,24444,23.8,8,53,2016
+201250,Laval University,Canada,37.5,63.8,31.7,62.2,57.5,27227,16.2,12,,2016
+201250,Medical University of Vienna,Austria,26.6,81.7,14.6,89.1,33.9,7426,2.9,28,50,2016
+201250,Northeastern University,United States of America,35.5,58.7,20.6,84,32.9,18539,15.1,26,50,2016
+201250,Oregon Health and Science University,United States of America,27.8,21.4,15.7,96,44.6,2838,1.1,3,65,2016
+201250,University of Otago,New Zealand,30.7,89.9,30.5,74.9,31.5,18600,20.3,21,57,2016
+201250,University of Ottawa,Canada,37.1,69.9,36.7,61.5,41.5,36733,26.3,15,60,2016
+201250,Paris Descartes University,France,24.6,49.1,28.8,83.3,29,34691,26.9,15,63,2016
+201250,Peter the Great St Petersburg Polytechnic University,Russian Federation,30.8,29.6,17.8,97.4,42.5,17155,7.2,8,40,2016
+201250,Polytechnic University of Milan,Italy,30.1,48.8,31.7,76.3,66.3,30025,22.2,12,34,2016
+201250,Royal Veterinary College,United Kingdom,26,81.7,27.8,74.9,45.5,1819,10.9,18,77,2016
+201250,Rush University,United States of America,37.7,21.8,17.4,88.9,45.4,1855,2.1,5,71,2016
+201250,Sapienza University of Rome,Italy,38,34.7,37.3,61.5,32.6,120986,32.3,7,59,2016
+201250,University of Science and Technology of China,China,46.7,21.4,36.6,67.2,80.3,14290,7.9,2,,2016
+201250,University of South Florida,United States of America,24.8,45.1,35.7,73.4,99.8,31424,21.5,10,,2016
+201250,Stony Brook University,United States of America,32.6,53.2,22,83,33.4,21908,10.9,24,50,2016
+201250,University of Stuttgart,Germany,40,52.7,44.5,55.7,99.8,24099,45.4,20,31,2016
+201250,Swedish University of Agricultural Sciences,Sweden,31.5,40.1,32.8,68.1,99.9,3879,4.6,,67,2016
+201250,Technical University of Darmstadt,Germany,37.1,54.4,43.2,51.1,99.1,20300,53.6,18,28,2016
+201250,University of Technology Sydney,Australia,27,90.1,35.1,66.9,42.3,24519,44.1,31,53,2016
+201250,Tel Aviv University,Israel,41,47.5,50.5,49.2,42.9,23977,24.4,4,,2016
+201250,University of Texas at Dallas,United States of America,24.3,52.3,26.7,86.8,41.8,16306,22.8,23,44,2016
+201250,Tilburg University,Netherlands,34.1,71.6,47.1,51.5,57.4,7576,22.4,10,49,2016
+201250,Tohoku University,Japan,45.3,29.3,42.7,49.4,74.7,17200,5,7,25,2016
+201250,Tokyo Institute of Technology,Japan,45.6,31.9,47.6,42.2,70.9,9586,7.3,13,13,2016
+201250,University of Victoria,Canada,20.6,70.2,30,79,36.6,17581,21.5,11,56,2016
+201250,Wake Forest University,United States of America,34.6,24.2,19.5,94.8,42.5,7326,4.6,5,51,2016
+201250,University of Western Ontario,Canada,38.6,73.6,32.4,59,59.7,27387,20.7,16,54,2016
+201250,William & Mary,United States of America,38.5,26.6,17.5,85,29.1,7867,11.8,7,54,2016
+201250,University of the Witwatersrand,South Africa,26.2,68.4,31.5,76,99.7,23321,18.6,9,56,2016
+251300,Aalto University,Finland,31.1,65.4,32.8,62.1,61.6,16099,24.2,17,32,2016
+251300,AixMarseille University,France,36.7,63,22.1,64.9,33.1,71749,45.5,13,61,2016
+251300,University of Bath,United Kingdom,28.9,84.8,27.9,56.7,36.3,12830,18.8,30,46,2016
+251300,Bayreuth University,Germany,32.2,52.6,31.2,60.1,56.4,12520,35.5,8,46,2016
+251300,Bielefeld University,Germany,35.2,45.4,46.2,49.9,60.9,21428,67.8,8,57,2016
+251300,University of Bordeaux,France,25.3,54.6,22,71.7,30.6,51239,19.4,12,58,2016
+251300,Charles Darwin University,Australia,17.8,63.7,22.6,85.9,43.2,5570,25.4,15,67,2016
+251300,Colorado School of Mines,United States of America,28.5,35.5,30.3,71.8,83.7,5287,18.2,12,26,2016
+251300,Colorado State University,United States of America,31.6,34.5,33,59.3,41,26769,19,5,52,2016
+251300,University of Delaware,United States of America,23.7,41.6,34,70,98.7,19262,15.9,10,56,2016
+251300,Flinders University,Australia,21.4,64.7,25.7,69.5,41.7,15655,22.6,15,63,2016
+251300,University of Georgia,United States of America,41.1,39.2,30.5,52.2,30.9,33119,19.9,7,57,2016
+251300,Griffith University,Australia,22.5,81.7,25.2,66.3,34.6,30251,22,21,,2016
+251300,University of Iceland,Iceland,16.2,61,16.2,91.4,28,13960,25.9,8,66,2016
+251300,Indian Institute of Science,India,42.7,16.4,47.2,42.4,52.4,3318,8.2,1,19,2016
+251300,Iowa State University,United States of America,31.2,35.4,29.4,61.5,54,29991,17.4,11,44,2016
+251300,James Cook University,Australia,19,70.4,22.8,81.4,40.7,11713,21.9,11,63,2016
+251300,Justus Liebig University Giessen,Germany,32.9,46.8,33.9,52.9,46.4,25682,53.9,9,62,2016
+251300,King Abdulaziz University,Saudi Arabia,23.9,93,11.8,76.6,73.1,35889,8.4,21,57,2016
+251300,Koç University,Turkey,21.2,53.5,27.1,74.9,82.4,4488,14.6,8,52,2016
+251300,Korea University,South Korea,43.9,40.2,43.4,41.8,99.8,24043,15.8,14,,2016
+251300,University of Liège,Belgium,29.1,69.7,36.6,46.5,98.9,20951,25.9,23,54,2016
+251300,Linköping University,Sweden,24.2,57.7,18.9,76.8,42.1,17866,7.7,10,52,2016
+251300,Nanjing University,China,37.2,50.4,32.2,54.2,58.6,29743,13.3,10,46,2016
+251300,National Tsing Hua University,Taiwan,37.7,23.2,36.6,53,49.5,10221,13.5,5,33,2016
+251300,"National University of Ireland, Galway",Republic of Ireland,27.3,76.5,25.4,68.5,41.9,14067,26.8,14,56,2016
+251300,University of Newcastle,Australia,27.4,75.9,26.5,67.2,64.4,23508,21.9,18,56,2016
+251300,North Carolina State University,United States of America,36.1,49,30.5,60,40.7,30533,13.6,11,44,2016
+251300,Oregon State University,United States of America,30.6,42.8,28.5,63.8,32.1,22578,16.8,9,47,2016
+251300,Osaka University,Japan,46.8,26.6,45.2,37.4,76.1,23144,7.8,9,31,2016
+251300,Queen’s University,Canada,35.8,61.6,35.8,54.4,54.2,20488,22.1,10,58,2016
+251300,Queensland University of Technology,Australia,28.8,76,35.6,56,73.7,33391,35.8,17,54,2016
+251300,Rensselaer Polytechnic Institute,United States of America,30.4,40.3,31.5,65.1,79.6,6671,15,16,30,2016
+251300,Royal College of Surgeons in Ireland,Republic of Ireland,29.9,90.1,20.1,65.3,33.9,2473,15.6,63,55,2016
+251300,Ruhr University Bochum,Germany,32.8,51.7,30,54.4,66.6,38675,46.3,13,48,2016
+251300,Saint Louis University,United States of America,36.9,26.6,10.9,85,29.9,11919,5.8,8,58,2016
+251300,University of São Paulo,Brazil,59.1,25.3,57.1,20.4,30.5,81402,14.6,4,48,2016
+251300,Simon Fraser University,Canada,23.2,61.4,29.2,72.8,42.3,26640,28.3,19,55,2016
+251300,University of Surrey,United Kingdom,31.7,90.4,28.9,51.2,34.9,12063,16.6,38,55,2016
+251300,Syracuse University,United States of America,31.4,38.3,20.8,77.1,36.3,19660,15.9,15,55,2016
+251300,University of Tasmania,Australia,21.8,79.1,25.7,68,42.7,18340,23.8,21,57,2016
+251300,"University of Tennessee, Knoxville",United States of America,29.5,39.3,23.2,81.4,41.3,24716,17,5,,2016
+251300,Tomsk Polytechnic University,Russian Federation,31.6,32.7,15.1,82.4,60.2,11902,6.9,17,39,2016
+251300,Tulane University,United States of America,39.1,35.3,19.3,67.8,32.4,11381,8.4,8,56,2016
+251300,Umeå University,Sweden,20.8,56.1,25,74.5,31.1,16667,11.9,7,60,2016
+251300,Vienna University of Technology,Austria,34.1,77.3,32,54.6,86.5,26419,52,27,27,2016
+251300,Virginia Polytechnic Institute and State University,United States of America,34.9,29.5,38.2,54.2,43.3,30850,18.6,10,42,2016
+251300,University of Wollongong,Australia,25.8,86.8,28.4,59.3,57.9,16489,25.4,24,50,2016
+251300,Zhejiang University,China,44.3,19.6,46,36.1,96.2,47508,15.9,5,41,2016
+301350,Aberystwyth University,United Kingdom,21.6,72.2,18.9,67.2,31.3,9252,19.2,18,48,2016
+301350,University of Alaska Fairbanks,United States of America,25.1,53.5,23.1,63,51.2,3837,8.2,7,53,2016
+301350,Autonomous University of Madrid,Spain,35.6,48.6,30.9,46.9,33,28296,13,15,56,2016
+301350,Bangor University,United Kingdom,22.6,81.3,22.1,65.4,31,9567,19.5,22,55,2016
+301350,University of Bremen,Germany,30.9,50,32.7,50,46,18590,25.6,11,50,2016
+301350,University of Cincinnati,United States of America,31.3,28.3,20.4,72.1,35.3,36108,15.7,6,54,2016
+301350,University of Connecticut,United States of America,35.9,43.1,25.6,57,30.9,25742,13,11,51,2016
+301350,Deakin University,Australia,22.4,76.9,21.9,66.8,30,32713,30.4,17,60,2016
+301350,University of Essex,United Kingdom,33.9,93.7,33.3,38.6,28.9,12695,19.8,39,55,2016
+301350,George Mason University,United States of America,29.6,36.9,21.2,64.9,29.1,26622,17,7,54,2016
+301350,University of Greifswald,Germany,30.1,41.7,23.5,61.3,32.6,10931,24,6,55,2016
+301350,Gwangju Institute of Science and Technology,South Korea,35.2,36.2,42,43.7,45.2,1394,9.6,8,25,2016
+301350,University of Hohenheim,Germany,30.9,50.3,33.8,51.5,52.8,9163,41.2,13,56,2016
+301350,University of Innsbruck,Austria,23.6,95.7,16.9,67.3,39.9,18209,16.9,39,54,2016
+301350,Kazan Federal University,Russian Federation,21.9,25.5,12.3,87.5,42.4,23321,12.2,6,69,2016
+301350,University of Kent,United Kingdom,24.6,87.2,19.1,60.9,28.8,17638,14.4,27,53,2016
+301350,Leibniz University of Hanover,Germany,36.5,43.2,36.9,39,69.6,22401,62.7,12,41,2016
+301350,Macquarie University,Australia,28.5,90,27.2,52.3,33.1,27930,20,44,55,2016
+301350,Medical College of Wisconsin,United States of America,25.4,30.4,12.1,85.2,31.8,1211,0.6,5,48,2016
+301350,University of Milan,Italy,30.5,37.7,24.2,64.8,40.9,58618,24.3,5,60,2016
+301350,University of MilanBicocca,Italy,24.3,34.3,25.5,65.8,46.6,33370,72.5,5,60,2016
+301350,Montpellier University,France,38.7,54.4,16.7,59.5,31.9,36731,18.4,14,51,2016
+301350,Nagoya University,Japan,40.8,27.4,38.9,40.1,91.4,15529,7.9,10,29,2016
+301350,University of Naples Federico II,Italy,24.7,21.1,14.8,81.3,47.4,83653,64.2,1,,2016
+301350,National Chiao Tung University,Taiwan,32.9,32,45.4,34.2,96.9,12646,16.6,5,27,2016
+301350,National Research Nuclear University MePhI,Russian Federation,43.9,27.5,24.1,52.8,28.1,7801,7.3,7,29,2016
+301350,National Taiwan University of Science and Technology (Taiwan Tech),Taiwan,31.7,30.5,43.1,39.1,92.2,7446,17.4,11,34,2016
+301350,University of Navarra,Spain,31.9,52.6,20.8,57.5,63.5,11259,10.6,16,52,2016
+301350,University of NebraskaLincoln,United States of America,30.1,45.8,30.2,53.5,35.6,21789,16.4,9,46,2016
+301350,Örebro University,Sweden,18.3,39.4,10.4,87.8,29.8,8788,15.8,2,61,2016
+301350,University of Oregon,United States of America,21.2,33.5,22.7,72.6,30.8,24418,20.2,11,52,2016
+301350,University of Padua,Italy,25.7,37.9,22.6,74.6,32.6,62577,18.3,4,56,2016
+301350,University of Pavia,Italy,25,40.5,22.5,65.1,69.4,22958,40.6,6,56,2016
+301350,Plymouth University,United Kingdom,19.3,64,18,75.2,28.5,24121,25.9,13,52,2016
+301350,Shanghai Jiao Tong University,China,37.8,27.5,45.2,34,92.9,38191,12.8,6,37,2016
+301350,University of Southern Denmark,Denmark,19.2,71.8,14.7,79.7,28,22210,12.7,16,52,2016
+301350,Stellenbosch University,South Africa,28.2,49.8,35,46.9,100,21849,23,8,53,2016
+301350,University of Strasbourg,France,25.5,71.6,23.4,64.4,32.8,46208,17.8,21,58,2016
+301350,Technical University of Dortmund,Germany,34.2,40.8,29.8,55.3,48.6,29143,88.9,10,47,2016
+301350,Technion Israel Institute of Technology,Israel,30.8,61.9,33.3,52.1,28.8,13855,19.4,4,35,2016
+301350,Toulouse 1 Capitole University,France,18.6,66.7,35.7,56.3,32.5,19011,43.8,19,59,2016
+301350,University of Trieste,Italy,26.5,47.3,18.5,74.1,32.3,18135,25.8,9,56,2016
+301350,University of Turin,Italy,27.4,38.8,22.3,67.5,54.2,67552,66,6,62,2016
+301350,University of Turku,Finland,27.1,66.2,21.2,65.8,31.2,12326,14.6,5,61,2016
+301350,Vrije Universiteit Brussel,Belgium,28.7,64.5,24.5,56.8,77.1,9020,17.1,16,55,2016
+301350,VÅ B  Technical University of Ostrava,Czech Republic,18.8,22.3,15.7,85.5,32.1,14991,23.9,5,49,2016
+301350,Yonsei University,South Korea,37.2,41.5,34.1,39.4,75.9,24774,11.6,14,,2016
+301350,York University,Canada,30.2,58.2,30.8,49.1,33.2,48007,39.4,9,59,2016
+351400,Bilkent University,Turkey,22.6,47.5,17.5,64.1,30.2,,,,,2016
+351400,"Binghamton University, State University of New York",United States of America,22.7,53.6,17.4,62,34,15799,23.3,14,48,2016
+351400,University of Crete,Greece,18.6,47,19.2,73.6,34.5,14650,26.9,5,63,2016
+351400,University of Cyprus,Cyprus,18,74.7,28.5,56.7,30,6880,22.9,8,69,2016
+351400,Drexel University,United States of America,31.2,46.3,14.6,57.7,36.3,20713,10.8,18,48,2016
+351400,University of Eastern Finland,Finland,24.8,46.1,20.7,65.1,33.3,10798,17.3,6,64,2016
+351400,University of Florence,Italy,21.7,38.5,20.4,72.1,35.9,54290,17.2,7,59,2016
+351400,University of St Gallen,Switzerland,25.8,97.6,11.2,53.5,41.8,6848,10.8,34,32,2016
+351400,Graz University of Technology,Austria,26,69.3,15.8,52.9,77.2,7542,12.5,16,22,2016
+351400,University of Guelph,Canada,28,53.6,34.2,44.4,47.4,21643,28.3,4,60,2016
+351400,Hanyang University,South Korea,33.9,54.3,32.6,31.1,87.9,16729,10.4,19,,2016
+351400,Hong Kong Baptist University,Hong Kong,22.6,75,12.1,67.9,28.8,10441,11,25,61,2016
+351400,University of Houston,United States of America,34.9,33.9,26.5,52,42.3,40325,43.7,9,50,2016
+351400,Indian Institute of Technology Bombay,India,37.8,17.7,28.6,48.5,42.3,8327,14.9,1,16,2016
+351400,Instituto Superior Técnico Lisboa,Portugal,22.2,43.7,25,59.8,38.8,11778,16.9,9,27,2016
+351400,University of Jyväskylä,Finland,28.2,47.1,25.5,55.5,34.2,9703,15.2,5,62,2016
+351400,La Trobe University,Australia,27,78,28.5,45.4,43.7,22037,29,27,63,2016
+351400,Loughborough University,United Kingdom,31.2,72.9,32.2,41.3,36.6,13951,15.9,22,38,2016
+351400,University of Manitoba,Canada,27.1,57.8,26.9,49.7,41.8,28576,27.8,11,55,2016
+351400,University of Missouri,United States of America,31.2,31,21,60.2,31.1,29885,14.1,5,53,2016
+351400,University of Modena and Reggio Emilia,Italy,18.7,34.2,15.6,72.9,32.3,19693,25.3,6,54,2016
+351400,University of Montana,United States of America,30.8,21.5,13.6,65.5,31,12470,15.2,3,54,2016
+351400,"National University of Ireland, Maynooth",Republic of Ireland,24.6,75.6,22.8,50.2,36.6,7653,28,11,55,2016
+351400,University of Nebraska Medical Center,United States of America,37,37.7,13.3,64.4,33.6,2857,2.6,8,67,2016
+351400,University of New Mexico,United States of America,25.6,28.6,15.4,74.5,37,,,,,2016
+351400,Norwegian University of Science and Technology,Norway,16.3,59.9,25.8,59.8,51.8,17381,13.9,9,46,2016
+351400,University of Oulu,Finland,23.1,56.9,15.9,62.3,30.9,14056,8.5,6,49,2016
+351400,PanthéonSorbonne University – Paris 1,France,53.2,47.6,47.6,6.8,28.3,42215,34.3,20,59,2016
+351400,Polytechnic University of Turin,Italy,23.7,50.6,18.6,65.9,42.5,27709,19.6,16,29,2016
+351400,University of Rome III,Italy,23.1,35.9,21,64.8,37.5,36353,61.2,5,59,2016
+351400,Sabancı University,Turkey,22.3,42.7,32.3,52.8,70,2739,15.9,6,39,2016
+351400,San Diego State University,United States of America,20.3,25.9,27,62.7,29.3,27420,31.7,5,57,2016
+351400,University of South Australia,Australia,26.4,89,26.7,41.2,85.9,18971,26.2,32,59,2016
+351400,University of South Carolina,United States of America,31.1,24.5,21.5,58.7,30.3,29336,16.3,1,55,2016
+351400,University of South Dakota,United States of America,29.3,17.1,12.1,70.4,28,8003,17.1,2,61,2016
+351400,State University of Campinas,Brazil,44.6,21.1,42.3,22.6,49.4,27095,15.3,3,48,2016
+351400,University of Stirling,United Kingdom,22.6,77.7,23.5,59.1,30.4,7828,15.9,22,61,2016
+351400,Sun Yatsen University,China,31.9,37,24.6,45.7,79.4,51351,16.6,8,51,2016
+351400,Swansea University,United Kingdom,22.2,72.4,23.8,58.2,32.7,12801,17.1,20,49,2016
+351400,Swinburne University of Technology,Australia,21.5,84.8,20.2,53.4,32.2,20314,36.5,33,44,2016
+351400,University of Tartu,Estonia,23.8,46.1,22.8,64.2,31.5,10269,13,3,66,2016
+351400,Temple University,United States of America,34,28.6,18.2,58.3,41.6,33268,13.3,5,51,2016
+351400,University of Texas at San Antonio,United States of America,18.1,29.6,16.6,74.9,28.6,27520,26.9,6,48,2016
+351400,UiT The Arctic University of Norway,Norway,26.5,66.1,18.7,58.8,36.8,10398,12.2,10,60,2016
+351400,Université Libre de Bruxelles,Belgium,26.1,84.5,28.3,47.9,39.1,23819,26.1,32,54,2016
+351400,Lille 2 University – Health and Law,France,15.1,39.4,9.5,81.7,31.5,26894,38.5,8,58,2016
+351400,University College Cork,Republic of Ireland,28.6,75.5,23.8,48.4,47.1,15805,22.3,15,55,2016
+351400,Verona University,Italy,23.6,38.3,13.1,76.1,36.6,25250,19.7,7,65,2016
+351400,Victoria University of Wellington,New Zealand,26,88.8,28.7,44.3,45.6,17142,21.1,21,55,2016
+351400,Washington State University,United States of America,29,39.6,28.2,49.6,57.1,24550,18.3,7,50,2016
+351400,Wayne State University,United States of America,31.9,29.6,14.2,65.3,41.7,23065,10.7,7,57,2016
+401500,American University,United States of America,42.2,28.9,16.5,41.1,35.9,11604,12,12,60,2016
+401500,Aston University,Unted Kingdom,18.4,92.5,20.4,51.9,34.6,,,,,2016
+401500,University of Aveiro,Portugal,24.8,45.9,26.5,43.6,40.1,10791,17.8,10,51,2016
+401500,University of Bari Aldo Moro,Italy,28.7,31.7,21.6,48.8,45.4,51560,65.1,2,65,2016
+401500,BarIlan University,Israel,22.6,49.4,21.3,42.3,28.9,17503,16,5,59,2016
+401500,Bournemouth University,United Kingdom,32,70.6,12.6,35.2,28.8,14907,25.9,18,53,2016
+401500,University of Brescia,Italy,15.6,36.6,14.8,72.3,35.8,14076,25,7,48,2016
+401500,Brno University of Technology,Czech Republic,18,35.8,14.7,55.8,33.7,23694,21.3,15,27,2016
+401500,Brunel University London,United Kingdom,24.8,91.8,23.3,39.5,34.7,12613,17.6,38,46,2016
+401500,Ca’ Foscari University of Venice,Italy,23.9,38.1,27.8,48.9,32.3,19267,38.3,7,66,2016
+401500,University of Cagliari,Italy,19.4,32.6,13.2,56.8,33.6,30638,51,1,62,2016
+401500,University of Canterbury,New Zealand,23.5,91,22.5,38.9,52.1,12187,16.5,20,51,2016
+401500,Catholic University of the Sacred Heart,Italy,18.6,39,11.3,55.4,38.7,30304,18.9,10,,2016
+401500,Charles University in Prague,Czech Republic,31.5,52.8,21.5,41,28.2,51438,13,15,62,2016
+401500,"China Medical University, Taiwan",Taiwan,24,25.7,29.4,45,60.4,7983,15.4,8,53,2016
+401500,City University London,United Kingdom,23.5,89.6,21.2,43.5,28.9,13053,17.8,50,55,2016
+401500,Claude Bernard University Lyon 1,France,21.3,50.5,13.2,66.5,34.5,35308,16.1,11,50,2016
+401500,University of Coimbra,Portugal,28.3,46.2,26.5,42.4,34.8,22795,19,11,55,2016
+401500,Complutense University of Madrid,Spain,33.2,39.1,27.6,31.2,30.9,86519,17.5,13,62,2016
+401500,Concordia University,Canada,19.3,77.4,23.4,36.4,30.9,31017,30.3,27,50,2016
+401500,Curtin University,Australia,20.1,93.1,20.2,44.6,37.8,30333,17.1,38,53,2016
+401500,Dublin City University,Republic of Ireland,26.1,76.7,25.2,36.3,51.7,8546,22.9,17,51,2016
+401500,East China University of Science and Technology,China,24.1,21.7,17.1,46.4,64.7,27140,15.5,5,,2016
+401500,Ewha Womans University,South Korea,23.9,34.3,18.3,50.4,57.6,17625,14.4,6,100,2016
+401500,Federico Santa María Technical University,Chile,17.2,54.1,10.1,70.5,35.1,11718,34,2,24,2016
+401500,University of Ferrara,Italy,17.7,41.8,17.2,63.3,35.9,18882,30.2,7,56,2016
+401500,Florida International University,United States of America,25.7,32.8,18.1,49.4,32.7,32566,25.9,7,56,2016
+401500,University of Genoa,Italy,27.2,38.8,14.2,59.3,42.3,37373,29.5,9,56,2016
+401500,Georgia State University,United States of America,26.3,29.5,19.5,52.9,28.7,28534,20.4,5,59,2016
+401500,University of Graz,Austria,24.9,68.9,16.3,53.3,29.3,20584,26.8,12,65,2016
+401500,HeriotWatt University,United Kingdom,23.4,90.1,22.4,36.4,45.6,8773,17.8,43,41,2016
+401500,Hokkaido University,Japan,40.3,27.9,32.8,29.3,53.7,18162,8.2,9,29,2016
+401500,Howard University,United States of America,38.8,30.3,11,44.5,,10297,6.8,5,65,2016
+401500,University of Hull,United Kingdom,22.4,73.2,16.1,41.1,31.8,15141,18.7,20,52,2016
+401500,University of Idaho,United States of America,28.3,32,19.4,40.8,32.4,11641,21.5,6,47,2016
+401500,Indian Institute of Technology Delhi,India,35.8,15.5,25.8,33.4,62.8,8371,17.3,1,18,2016
+401500,Indian Institute of Technology Kharagpur,India,33.2,13.3,30.5,41.4,31.7,9928,17.5,0,15,2016
+401500,Indian Institute of Technology Madras,India,34.6,16.1,20.7,31.4,88.9,8234,15.9,1,19,2016
+401500,University of Ioannina,Greece,14.5,36.9,17.7,56.4,32.9,20825,36.3,4,58,2016
+401500,Iran University of Science and Technology,Iran,25.9,12.2,26,42.3,61.2,10311,23.9,0,24,2016
+401500,Johannes Kepler University of Linz,Austria,19.2,58.5,13.8,51.6,37.4,19646,29.1,10,48,2016
+401500,University of Kaiserslautern,Germany,29.6,44.1,22.6,47.5,80.2,14184,54.4,14,36,2016
+401500,Keele University,United Kingdom,20,72.7,17.6,53,29.3,8397,15.7,20,55,2016
+401500,University of KwaZuluNatal,South Africa,20.3,58.6,25.7,41.5,38.2,30572,24.9,6,58,2016
+401500,Kyung Hee University,South Korea,26.1,46.4,27.6,39.2,89.4,24356,17.4,14,,2016
+401500,Kyushu University,Japan,36.5,26.4,27.5,31.8,83.2,18925,6.7,8,28,2016
+401500,Lehigh University,United States of America,23.9,36,15,58.2,38.9,6300,11.3,15,44,2016
+401500,Louisiana State University,United States of America,26.8,26.1,27.7,37.8,,28116,20.1,6,52,2016
+401500,University of Macau,Macau,18.5,98.4,17,49.7,34.9,8521,14.9,31,58,2016
+401500,Makerere University,Uganda,15.1,58,10.6,70.7,28,37340,29.4,9,50,2016
+401500,Marche Polytechnic University,Italy,15.2,27.3,11,80.2,28,16589,23,4,45,2016
+401500,"University of Maryland, Baltimore County",United States of America,21.3,28.2,18.2,61.3,31.7,13908,18.1,7,46,2016
+401500,Murdoch University,Australia,18.7,88.3,19.6,51.2,36.5,16606,32.8,43,59,2016
+401500,University of Nantes,France,19.6,35.1,12.2,69.4,,33866,22.2,11,56,2016
+401500,National and Kapodistrian University of Athens,Greece,26.7,39,16.3,45.8,,63052,32.3,9,61,2016
+401500,National Autonomous University of Mexico,Mexico,42.7,35.9,40.2,14.8,63.7,137378,11.6,5,51,2016
+401500,National Cheng Kung University,Taiwan,29.8,27.7,40.2,27.2,100,21234,14.4,11,36,2016
+401500,National Institute of Applied Sciences of Lyon (INSA Lyon),France,27,63.6,10.6,41.8,40.3,6137,8.2,31,31,2016
+401500,National YangMing University,Taiwan,41.5,15.8,18.5,33.3,30.2,4496,5.4,2,48,2016
+401500,University of Neuchâtel,Switzerland,24.2,91.4,14.7,48.2,,4358,8.5,22,59,2016
+401500,New University of Lisbon,Portugal,26.9,44.5,21.9,38.3,41.3,18867,17.9,7,49,2016
+401500,University of Nice Sophia Antipolis,France,21.4,79.5,16.1,53.7,28.5,27304,20.3,22,56,2016
+401500,Novosibirsk State University,Russian Federation,41.4,32.4,30.8,26.2,38.2,7131,7.1,13,52,2016
+401500,The Open University,United Kingdom,21,51.5,13.8,60.3,28.4,76683,35.9,9,61,2016
+401500,Oxford Brookes University,United Kingdom,25.7,68.9,18.8,42.7,28.4,14238,18.5,25,57,2016
+401500,University of Palermo,Italy,15.3,23.6,9.1,77.4,28,43875,22.4,1,60,2016
+401500,University of Parma,Italy,17.7,36.8,16.6,56.4,37.1,26937,29.1,7,56,2016
+401500,University of Pisa,Italy,21.6,31.1,18.9,64.5,31.4,47247,18,4,52,2016
+401500,Polytechnic University of Catalonia,Spain,25.2,63.9,14.8,44.7,40.9,22893,11.7,28,12,2016
+401500,Pontifical Catholic University of Chile,Chile,28.2,52.4,21.3,37,28,25075,15.3,7,,2016
+401500,University of Porto,Portugal,32,45.4,28.2,37.2,38.7,32720,18.8,9,54,2016
+401500,University of Portsmouth,United Kingdom,17.2,79.3,10.9,58.2,28.9,20161,19.1,23,45,2016
+401500,RMIT University,Australia,24.7,82.1,17.7,44.6,37,29501,18.1,25,47,2016
+401500,University of Rome II – Tor Vergata,Italy,23.5,36.5,17.2,64.5,34.7,33504,26.5,6,52,2016
+401500,University of Rovira i Virgili,Spain,20.8,41.5,14.8,66.9,30.9,12533,12.8,9,61,2016
+401500,Saint Petersburg State University,Russian Federation,47.9,33,31.4,14.5,29.5,20836,5.2,7,60,2016
+401500,University of Salento,Italy,29.6,24.5,13.2,53,36.2,19959,58.4,1,64,2016
+401500,University of San Francisco,United States of America,34.2,40.1,12.9,43.8,28.6,10788,17,17,63,2016
+401500,University of Saskatchewan,Canada,30.8,52.9,22.4,39.7,62.9,19028,16.3,14,57,2016
+401500,Sharif University of Technology,Iran,26.6,15.9,30.1,33.7,87.8,10977,18.7,0,27,2016
+401500,University of Siena,Italy,23.7,39,17.8,45.2,33.2,18846,23.6,5,59,2016
+401500,Southern Cross University,Australia,18.9,52.7,18.3,53.3,37.7,9026,32.8,15,66,2016
+401500,State University of New York Albany,United States of America,25.6,31.4,35.3,35.5,28,15387,18.5,8,51,2016
+401500,University of Strathclyde,United Kingdom,25.9,71,28,31.8,44.1,15705,20.2,20,50,2016
+401500,University of Tampere,Finland,23.5,41.9,13.7,63.7,40,10045,9.5,4,66,2016
+401500,Tampere University of Technology,Finland,23.1,54,17.2,45.5,67.5,6147,15.5,13,23,2016
+401500,Tokyo Medical and Dental University (TMDU),Japan,39.3,23.1,18.3,36.6,59.5,2872,3.3,7,51,2016
+401500,Tokyo Metropolitan University,Japan,21.6,19.9,11.4,72.2,30.9,9303,9.9,4,35,2016
+401500,University of Tsukuba,Japan,40,34.4,30,33.7,42.9,15930,12.6,16,38,2016
+401500,University of Ulsan,South Korea,19.5,18.6,20.5,54,64.7,14037,13.3,3,,2016
+401500,Ulster University,United Kingdom,19.1,79,13.2,44.1,29.2,19622,15.8,15,55,2016
+401500,Université du Québec à Montréal,Canada,26.8,42.9,24.5,41.6,29.2,27046,24.7,9,61,2016
+401500,Universiti Teknologi Malaysia,Malaysia,26.3,51.7,14.6,44.7,31.1,16270,9,13,43,2016
+401500,University of Urbino Carlo Bo,Italy,17.2,35,8.7,66.8,31.2,13435,37.4,7,61,2016
+401500,University of Valencia,Spain,22.7,40.5,16.9,49.6,31.3,58413,15.4,9,60,2016
+401500,University of Waikato,New Zealand,19.3,87,18.2,53.7,30.7,10159,17,25,57,2016
+401500,Western Sydney University,Australia,20.1,54,24.6,52.3,30.7,30704,32.2,9,56,2016
+401500,Wuhan University,China,38.2,36.7,26.8,18,97.8,46227,14.4,7,,2016
+401500,Xiamen University,China,26.7,25,15.6,47,,32921,12.3,5,52,2016
+501600,American University of Beirut,Lebanon,27.7,93,11.2,31.9,,7695,8.9,25,51,2016
+501600,Amirkabir University of Technology,Iran,24.5,7.7,25.7,34.8,55.7,14080,25.6,1,34,2016
+501600,"University of the Andes, Colombia",Colombia,21.2,51.7,13.8,31.2,28,15773,16.9,2,44,2016
+501600,University of Arkansas,United States of America,25.5,25.9,17.4,30.3,36.9,22819,21.2,5,50,2016
+501600,Auburn University,United States of America,30.2,27.9,19.4,21,37.2,22386,17.6,4,51,2016
+501600,BabeşBolyai University,Romania,27.9,35.4,12.5,32.1,28.6,37915,23.5,2,67,2016
+501600,University of the Basque Country,Spain,18.2,34.9,11.9,43.1,30.3,46373,15.3,5,53,2016
+501600,Bauman Moscow State Technical University,Russian Federation,44,15.6,23.7,3.1,68.1,18808,4,4,23,2016
+501600,BenGurion University of the Negev,Israel,25.1,52.9,21.3,30.1,28.7,16695,12.6,2,49,2016
+501600,Blaise Pascal University,France,20.2,66.6,2.9,46.9,,15619,7.1,17,55,2016
+501600,Boğaziçi University,Turkey,21.2,38.3,17.2,45.4,35.5,11506,25,7,50,2016
+501600,University of Burgundy,France,21.4,50.9,8.8,46.3,,26612,20.8,11,54,2016
+501600,University of Canberra,Australia,18.4,54.6,19.3,29.8,36.2,11221,28.6,24,54,2016
+501600,Carleton University,Canada,19.9,61.3,24,32,30.4,25036,29.8,18,47,2016
+501600,University of Catania,Italy,19.2,25.3,15.9,52.9,29.5,55859,49.7,1,61,2016
+501600,Central Queensland University,Australia,20.9,50.8,11.4,43.7,32.5,11452,29.6,27,59,2016
+501600,University of Chile,Chile,28.3,44.1,19.6,30.5,,29207,14.2,3,47,2016
+501600,China Agricultural University,China,35.8,17.6,24.9,22.6,52.3,19342,12,1,57,2016
+501600,ChungAng University,South Korea,29.9,43.7,27.6,17.4,61.3,13015,17.4,17,45,2016
+501600,Czech Technical University in Prague,Czech Republic,20.6,25,9.3,46.5,28.2,22751,12,,,2016
+501600,De Montfort University,United Kingdom,16.8,58.4,10.1,40.1,28.5,16812,19.1,21,57,2016
+501600,East China Normal University,China,24.6,30.6,14.7,43.3,42,29623,14,11,63,2016
+501600,Edith Cowan University,Australia,18.9,68.7,16.1,35,34.5,27491,16.1,16,61,2016
+501600,Federal University of Rio de Janeiro,Brazil,32.4,25.1,19.7,18.3,42.9,52878,12.8,2,54,2016
+501600,University of Granada,Spain,24.3,36.4,14.7,45.8,29.4,53476,16,6,56,2016
+501600,University of Haifa,Israel,25.5,34.7,29.5,26.2,30.3,17758,30.8,1,65,2016
+501600,Harbin Institute of Technology,China,29.4,25.6,27.3,15.7,99.8,31658,10.8,7,29,2016
+501600,University of Hertfordshire,United Kingdom,15.5,78.9,9.5,50.5,29.3,19665,19.4,27,54,2016
+501600,Hiroshima University,Japan,27.8,22.2,18.9,41.7,42.2,14686,8.2,5,36,2016
+501600,Huazhong University of Science and Technology,China,29.3,17.3,22.7,31.6,71.8,57242,17.7,4,34,2016
+501600,Indian Institute of Technology Guwahati,India,24.3,12.9,20.7,42.6,32.3,4710,14.2,1,14,2016
+501600,Indian Institute of Technology Kanpur,India,33.1,16.4,15,31.5,28,6167,12.2,0,13,2016
+501600,Indian Institute of Technology Roorkee,India,29.7,13.9,17.5,37.2,81.4,8061,18.7,1,17,2016
+501600,Isfahan University of Technology,Iran,18.1,17.2,23,39.5,99.5,10964,26.5,1,39,2016
+501600,Istanbul Technical University,Turkey,19.2,22.9,25.8,26.5,72.1,34550,16,5,34,2016
+501600,Jadavpur University,India,32.8,7.7,22.2,31.8,33.8,10697,16.1,0,30,2016
+501600,Kanazawa University,Japan,24.7,18.4,14.8,35.5,30.4,10546,10.4,5,36,2016
+501600,Kansas State University,United States of America,22.9,41.7,17.5,39.3,43.1,21379,15.1,10,50,2016
+501600,Keio University,Japan,25,22.7,17.5,28.5,41.4,33751,11.9,5,32,2016
+501600,Kent State University,United States of America,18.4,32.4,14.2,53.8,28.5,23122,19,8,58,2016
+501600,King Fahd University of Petroleum and Minerals,Saudi Arabia,25.4,84.5,16.1,24.4,81.2,6898,7.1,20,,2016
+501600,King Saud University,Saudi Arabia,20,75.5,17.5,22.3,57.4,40666,13.4,7,,2016
+501600,University of La Laguna,Spain,16.9,44.7,10,44.8,28.5,22422,14.9,5,58,2016
+501600,Lappeenranta University of Technology,Finland,27.1,53,27.5,20.8,80.3,3486,23.9,19,31,2016
+501600,University of Limerick,Republic of Ireland,19.8,76.5,16.3,36.6,34,12212,19.8,13,46,2016
+501600,University of Lisbon,Portugal,25.9,46.6,18.3,32.4,35.4,47849,17.5,9,51,2016
+501600,Liverpool John Moores University,United Kingdom,16.4,62.1,11.6,45.9,28.8,18513,19.8,13,52,2016
+501600,Mahidol University,Thailand,26.8,44.1,15.1,28.3,71.6,27402,7.5,3,63,2016
+501600,Manchester Metropolitan University,United Kingdom,22.7,57.8,10.6,30.8,28.3,28037,18.2,14,57,2016
+501600,University of Maribor,Slovenia,17.1,33.6,11.5,42.1,38.7,14531,17.3,4,,2016
+501600,Masaryk University,Czech Republic,21.2,48.9,22.9,27.8,28.5,40898,26.6,17,62,2016
+501600,Massey University,New Zealand,23.1,80.5,17.1,31.9,35.8,19101,16.8,15,62,2016
+501600,Memorial University of Newfoundland,Canada,18.1,53.3,15.8,35.6,48.3,15464,14.6,10,59,2016
+501600,Middle East Technical University,Turkey,29.9,26.7,17.3,28.8,60,25779,22.2,7,44,2016
+501600,University of Minho,Portugal,23.9,43.6,20.1,35.3,51.6,19090,18.8,9,52,2016
+501600,Missouri University of Science and Technology,United States of America,23.5,40.6,18.4,28.7,52.8,7647,15.5,12,23,2016
+501600,Montana State University,United States of America,17.7,23.5,21.8,48,43,12331,17.8,4,46,2016
+501600,Monterrey Institute of Technology and Higher Education,Mexico,23.9,59.6,12.7,23.4,75.8,14353,20.5,12,40,2016
+501600,National Central University,Taiwan,26.3,27.1,23.2,17.5,75.3,10915,9.8,6,31,2016
+501600,National Sun YatSen University,Taiwan,26.1,19.7,33,25.8,44.3,9336,19.6,4,37,2016
+501600,National Taiwan Normal University,Taiwan,26.2,38.1,31.3,16.2,81.9,11072,13,19,57,2016
+501600,National Technical University of Athens,Greece,20.2,31.3,15,36.2,40.3,14780,26.9,7,36,2016
+501600,New Jersey Institute of Technology,United States of America,18.9,48.5,16.6,32.2,32.2,10646,26.2,17,25,2016
+501600,New Mexico State University,United States of America,19.5,30.5,19.2,47.2,34.6,15035,18.8,7,54,2016
+501600,University of North Carolina at Greensboro,United States of America,18.2,17.4,15.3,43.1,28.9,16446,19.2,2,66,2016
+501600,Oklahoma State University,United States of America,27.5,25.6,22.7,33.1,33.7,21270,21.4,7,49,2016
+501600,Osaka City University,Japan,26.3,21.3,13.4,34.4,40.7,8604,10.1,4,36,2016
+501600,Otto von Guericke University of Magdeburg,Germany,22.9,43.9,14.4,39.7,37.7,14104,13.1,13,42,2016
+501600,University of Oviedo,Spain,19.5,36.2,10.8,41.9,34.1,24210,13.7,5,54,2016
+501600,Palacký University in Olomouc,Czech Republic,19.2,48.8,11.8,42.9,28.7,18540,11.4,9,70,2016
+501600,Panjab University,India,24.6,14.1,8.8,41,28.1,16691,23.9,1,46,2016
+501600,Paris Dauphine University,France,21.9,69.3,11.1,27.6,30.6,9565,15.4,28,53,2016
+501600,Pontifical Catholic University of Rio de Janeiro (PUCRio),Brazil,24.5,31.3,24.1,23.1,100,14300,21.2,3,49,2016
+501600,Portland State University,United States of America,16.8,31.6,14.4,43.3,44.6,20398,22.2,8,54,2016
+501600,University of Pretoria,South Africa,25.6,46,21.2,17.5,52.4,37314,20,8,57,2016
+501600,Pusan National University,South Korea,27.5,32.9,24.7,20.4,66.8,24929,19.7,12,51,2016
+501600,Quaidiazam University,Pakistan,17.9,35.4,9.9,45.6,,12688,25.7,0,53,2016
+501600,University of Regina,Canada,15.6,47.7,15.8,34.2,34.4,11550,22.8,12,61,2016
+501600,Renmin University of China,China,34.7,40.1,13.7,30.7,42.5,24954,12.7,6,,2016
+501600,University of Rennes 1,France,17.8,53,10.3,44.7,31.7,22186,13.9,12,50,2016
+501600,University of Salamanca,Spain,26.1,40.8,16.9,25.9,31.6,31035,17.9,12,58,2016
+501600,University of Santiago de Compostela,Spain,22.9,37.1,14.1,46.9,32.3,29085,15.3,6,63,2016
+501600,Semmelweis University,Hungary,19.6,81.7,10.6,41.5,30.7,12920,10.9,25,64,2016
+501600,University of Seville,Spain,21.5,32,14.9,32.6,36.7,64931,17.5,7,55,2016
+501600,Université de Sherbrooke,Canada,25.6,39.8,9.5,41.3,29.6,13438,5.4,5,54,2016
+501600,Soochow University,China,19.2,16,13.7,45.8,75.3,36465,12.9,2,78,2016
+501600,South China University of Technology,China,19.5,17.5,22.1,28.1,86.8,41438,17.7,3,33,2016
+501600,Tallinn University of Technology,Estonia,16.3,37.9,15,38.7,44.8,14061,28.6,5,44,2016
+501600,Tehran University of Medical Sciences,Iran,51.8,14.1,20,9.3,30,13912,9,1,62,2016
+501600,University of Texas at Arlington,United States of America,20.1,50.3,10.1,50.9,33.4,29396,10.5,10,60,2016
+501600,Tianjin University,China,36.5,14.7,34.4,12.2,100,29693,12.2,1,,2016
+501600,Tokyo University of Agriculture and Technology,Japan,34.9,19.4,24.1,16.9,39.9,5865,14.4,5,27,2016
+501600,University of Toledo,United States of America,31.6,37.7,13.4,29.9,32.9,19465,17.5,9,50,2016
+501600,Tongji University,China,28.9,37.2,29.2,13.1,63.5,37394,13.5,10,38,2016
+501600,University of Tulsa,United States of America,29.7,43.8,12.9,24.6,71.7,4597,12.5,25,43,2016
+501600,United Arab Emirates University,United Arab Emirates,18.8,95,14.8,21.7,30.1,9221,12.5,26,76,2016
+501600,University of Warsaw,Poland,26.1,41.6,15.8,42.2,28.5,49292,14.1,7,67,2016
+501600,University of WisconsinMilwaukee,United States of America,17.3,26,13.8,45.5,29,22542,18.4,5,52,2016
+501600,Xi’an Jiaotong University,China,28.7,25.8,22.5,25.5,70.4,29863,12.3,4,34,2016
+501600,University of Zaragoza,Spain,20.1,33.5,12.7,49.5,36.7,31046,11.8,5,55,2016
+601800,University of A Coruña,Spain,18.3,23.4,10,16.6,38.2,17062,13,2,52,2016
+601800,Adam Mickiewicz University,Poland,20,25.7,11,15.3,28.7,40633,15.6,1,71,2016
+601800,AGH University of Science and Technology,Poland,14.2,17.9,3.7,35.7,,35569,17,1,,2016
+601800,Ajou University,South Korea,19.5,20,11.9,23.9,45.7,12706,11.3,2,33,2016
+601800,University of Alcalá,Spain,17.6,50,11.2,28.3,43.3,30812,25.1,18,53,2016
+601800,Alexandria University,Egypt,20.3,33.7,8.2,14.1,29.7,127431,23.3,1,46,2016
+601800,Alexandru Ioan Cuza University,Romania,24.9,46.9,13.6,7,28.2,25724,33,5,63,2016
+601800,Aligarh Muslim University,India,28.3,18.7,10,20.9,29.6,11197,10.5,2,17,2016
+601800,American University of Sharjah,United Arab Emirates,12.4,95.6,10.6,13.3,33.3,5226,14.1,82,48,2016
+601800,Amrita University,India,20.4,29.6,5.8,20.7,28,17273,6.6,8,,2016
+601800,Anadolu University,Turkey,12.2,14.3,22.6,10.9,100,379231,162.6,1,78,2016
+601800,Andhra University,India,34.8,7.2,6.9,1.2,31.3,10407,20.2,3,36,2016
+601800,University of Antioquia,Colombia,18.1,42,21.1,14.8,43.6,38872,23,1,50,2016
+601800,Aristotle University of Thessaloniki,Greece,22.6,36.6,15,29.5,33.6,46288,22.2,9,52,2016
+601800,"Asia University, Taiwan",Taiwan,14.4,18.3,15.9,30.5,38.4,12119,26.3,3,53,2016
+601800,Athens University of Economics and Business,Greece,13.4,39.2,18.8,31.2,66.5,13167,57.5,6,47,2016
+601800,Auckland University of Technology,New Zealand,17.3,95.6,9.8,21.7,28.5,18981,18.1,38,58,2016
+601800,Austral University of Chile,Chile,16.7,45.2,9.7,14.2,41.1,13794,17.8,1,47,2016
+601800,Beijing Institute of Technology,China,25.9,16.9,21.7,9.1,87.6,,,,,2016
+601800,Belarusian State University,Belarus,20.2,48.2,8.7,6,28,29303,10.6,6,69,2016
+601800,University of Belgrade,Serbia,20.4,30.5,13.2,14,45.6,96968,28.3,5,60,2016
+601800,"Birla Institute of Technology and Science, Pilani",India,18.3,13.7,8.3,17.4,29.6,11837,19.5,0,22,2016
+601800,University of Bradford,United Kingdom,18.7,79.1,15.9,22.7,32.7,11065,20.5,32,53,2016
+601800,University of Brasília,Brazil,21.9,24.1,7.4,10.4,,45880,14.5,2,52,2016
+601800,University of Brighton,United Kingdom,16.7,62.8,10.7,20.1,29.4,16924,19.5,19,58,2016
+601800,University of Bucharest,Romania,34.3,21.3,11.5,9.9,29.5,31806,24.9,2,70,2016
+601800,Budapest University of Technology and Economics,Hungary,17.1,30.4,13.7,21.6,39.7,22447,22.1,4,32,2016
+601800,Cairo University,Egypt,18.9,31,11.1,11.9,30.3,231941,39.1,3,47,2016
+601800,University of Calcutta,India,34.7,13.1,8.7,19.8,29.2,18511,32.5,0,,2016
+601800,"California State University, Long Beach",United States of America,11.6,18.9,10.4,23.3,,29594,32.3,5,58,2016
+601800,Capital Medical University,China,26.3,18.8,14.9,16.3,28.8,11506,7.1,3,70,2016
+601800,University of CastillaLa Mancha,Spain,18.4,28.6,10.3,30.5,29.7,26381,14.3,3,56,2016
+601800,University of Central Lancashire,United Kingdom,15.7,54.1,9.4,28.2,28.9,18542,17.5,17,57,2016
+601800,University of CergyPontoise,France,18.7,49.1,6.3,13.2,28.6,17000,9.2,11,53,2016
+601800,Chang Gung University,Taiwan,19.3,15.7,24.7,27.6,31.9,7506,12.6,0,42,2016
+601800,Carlos III University of Madrid,Spain,23.2,44.7,17.4,24.8,34.8,15730,11.4,9,43,2016
+601800,"University of Chemistry and Technology, Prague",Czech Republic,21.6,46.3,12,17.4,38.9,4699,11,19,,2016
+601800,Chiang Mai University,Thailand,17.8,34.9,9.4,30,32.3,35617,16.5,1,19,2016
+601800,Chiba University,Japan,26.9,21,16.8,24.8,55.3,14554,12.3,5,37,2016
+601800,China University of Geosciences (Wuhan),China,21.1,16.1,21.4,21.5,64.5,29483,20.7,3,,2016
+601800,China University of Petroleum (Beijing),China,23.6,15.9,26.6,4,100,14579,19.4,6,,2016
+601800,Chonbuk National University,South Korea,19.7,27.2,14.7,24.5,33.3,23270,15,3,45,2016
+601800,Chongqing University,China,19.5,15.5,15.5,8.7,73.8,43955,16,3,,2016
+601800,Chonnam National University,South Korea,17.5,20.4,11.7,29.1,31.4,35779,18.5,3,41,2016
+601800,Chulalongkorn University,Thailand,23.8,32.8,14.1,16.7,37.8,38719,14.5,2,59,2016
+601800,Chung Yuan Christian University,Taiwan,15.9,18.7,22.1,17.4,41.9,15020,30.2,3,41,2016
+601800,Chungnam National University,South Korea,23.2,19.8,17.7,13.2,39.9,18361,17.2,3,,2016
+601800,Clemson University,United States of America,21.4,34.6,19.7,27,35.8,19198,17.1,8,46,2016
+601800,Comenius University in Bratislava,Slovakia,23,46.9,10.3,19.6,28,20879,9.7,10,54,2016
+601800,Coventry University,United Kingdom,17.1,69.6,7.7,18.4,29.1,21934,14.8,35,47,2016
+601800,Dalian University of Technology,China,22.6,20.7,19,23.5,93.3,34326,15.2,2,33,2016
+601800,University of Debrecen,Hungary,17.3,49,11.4,20.9,,29714,20.3,13,57,2016
+601800,University of Delhi,India,29.8,15.4,10.8,19.1,28.2,32567,22.9,1,50,2016
+601800,University of Dhaka,Bangladesh,21.7,37.2,7.2,9.6,,62716,6.9,5,34,2016
+601800,Dublin Institute of Technology,Republic of Ireland,16.1,70.5,8.8,20.7,28.1,13839,18.9,25,41,2016
+601800,Ehime University,Japan,19.2,20.9,11.3,17.5,37.8,8394,9.9,1,39,2016
+601800,University of Electronic Science and Technology of China,China,20.5,13.4,12.9,8.8,28,21689,9.8,0,21,2016
+601800,Eötvös Loránd University,Hungary,21.3,43,12.1,30.6,29.3,28698,22.4,4,,2016
+601800,Erciyes University,Turkey,15.5,17.2,10.9,18,30.3,28079,28,2,46,2016
+601800,Federal University of Bahia,Brazil,18.2,19.7,8.1,14.3,,39861,17.9,1,47,2016
+601800,Federal University of Minas Gerais,Brazil,27.9,21.6,15.4,23.1,30.7,42612,13.5,1,55,2016
+601800,Federal University of Paraná (UFPR),Brazil,24.6,15.5,9.6,7,,21850,11.2,1,,2016
+601800,Federal University of Rio Grande do Sul,Brazil,32.6,18.9,13.7,16.8,,38743,14.8,1,50,2016
+601800,Federal University of Santa Catarina,Brazil,26,21,12.2,14.2,42.9,26078,12.6,1,48,2016
+601800,Federal University of São Carlos,Brazil,29,16.8,10.8,11.5,,18587,16.9,0,,2016
+601800,Federal University of Viçosa,Brazil,39.7,15,14.5,3.9,59,13163,11.4,3,70,2016
+601800,Federal University of Lavras,Brazil,25.8,14.5,16.4,3,,10350,20.9,2,53,2016
+601800,Feng Chia University,Taiwan,14.6,21.1,13.7,34.4,33.9,20213,23.9,7,36,2016
+601800,Florida Institute of Technology,United States of America,20.4,62.4,13.5,24.6,33.4,4408,13.7,26,34,2016
+601800,Fu Jen Catholic University,Taiwan,14.4,19.1,9.8,18.2,47,25951,22.8,4,59,2016
+601800,Gdańsk University of Technology,Poland,15.5,16.1,9.5,15.2,36.8,25217,23.3,1,39,2016
+601800,University of Ghana,Ghana,15.6,48.4,15.6,19.5,,37274,37.5,2,41,2016
+601800,Gifu University,Japan,25.4,18.5,16.9,14.7,32.8,7318,12.4,4,35,2016
+601800,Glasgow Caledonian University,United Kingdom,17.1,55,10.4,24.2,29.9,13527,21.6,16,60,2016
+601800,University of Greenwich,United Kingdom,15.7,81.8,9.5,17.7,30,18096,24.6,32,53,2016
+601800,Hacettepe University,Turkey,21,19.6,11.8,19.7,28.2,39606,20.4,4,56,2016
+601800,University of Huddersfield,United Kingdom,17.4,55.2,5.4,16.5,28,15436,18.1,25,54,2016
+601800,Hunan University,China,18.3,14.8,15,21.2,46.7,42756,24.7,2,43,2016
+601800,University of Ibadan,Nigeria,22.7,26.1,11.1,4.6,29.2,26247,17.1,1,45,2016
+601800,University of Indonesia,Indonesia,18.1,37.2,8,13.9,40,43565,15.8,0,51,2016
+601800,Inha University,South Korea,20.7,23.5,20,22.5,64.7,20353,24.1,3,36,2016
+601800,IShou University,Taiwan,12.8,24.8,11.5,13.3,41,16263,29.9,10,45,2016
+601800,Istanbul University,Turkey,26,20,23.3,10,100,82096,41.1,6,44,2016
+601800,Jagiellonian University,Poland,24,33.5,14.4,30.7,28,42835,11.5,5,67,2016
+601800,Jilin University,China,28.2,20.3,14.4,14.6,42.1,65605,13.6,3,46,2016
+601800,University of Jordan,Jordan,19,53.7,7.7,7.8,28.8,35577,13.6,13,67,2016
+601800,Jordan University of Science and Technology,Jordan,16.4,62.2,6.2,16.4,31.4,24686,16.4,23,55,2016
+601800,Juntendo University,Japan,32.3,16.7,10.5,24,51.1,3955,3.7,1,52,2016
+601800,K.N. Toosi University of Technology,Iran,20.9,7.1,18.1,22.5,45.5,7146,24.6,0,32,2016
+601800,Kaohsiung Medical University,Taiwan,20.6,19.9,22.2,20.5,33.2,7009,12.6,5,56,2016
+601800,Khon Kaen University,Thailand,18.2,31.5,7.4,19.9,35.7,39669,16.9,1,62,2016
+601800,King Mongkut’s University of Technology Thonburi,Thailand,18.2,28.5,11.4,36.2,70.3,17791,23.7,1,42,2016
+601800,Kingston University,United Kingdom,16.9,76.8,12.1,26.7,28.5,20778,20.9,34,53,2016
+601800,Kinki University,Japan,18.5,17,7.9,30,33.2,31216,11.6,2,,2016
+601800,Kobe University,Japan,27.8,21.1,15.4,24.3,45.1,15885,8.4,6,33,2016
+601800,Konkuk University,South Korea,20,22.6,19.6,17,36,26483,23.5,6,47,2016
+601800,Kumamoto University,Japan,23.4,22.2,11.6,28.1,43.1,10226,7.6,5,37,2016
+601800,Kyungpook National University,South Korea,21.1,21.7,16,18.1,34.9,27152,14.4,4,42,2016
+601800,Kyushu Institute of Technology,Japan,19.4,20.7,12.5,14.2,44.1,5890,12.1,4,11,2016
+601800,University of Latvia,Latvia,22.6,31.5,10.2,20.9,28.3,15100,26.5,3,68,2016
+601800,Lille 1 University – Science and Technology,France,20,60.3,8.6,32.4,31.8,19599,14.5,18,41,2016
+601800,University of Lincoln,United Kingdom,17.9,60.5,11.9,26.4,29.3,10665,18.9,11,54,2016
+601800,University of Ljubljana,Slovenia,24.9,34.5,13.6,24,32.3,48821,17.6,4,60,2016
+601800,University of Marrakech Cadi Ayyad,Morocco,17.4,42.7,6.3,12.1,29.2,56060,38.7,1,46,2016
+601800,Miami University,United States of America,19.2,24.8,15.7,36.1,30.2,16370,20.5,7,53,2016
+601800,Middlesex University,United Kingdom,18.5,81,10.6,25.7,,17753,24.7,44,59,2016
+601800,Moscow Institute of Physics and Technology,Russian Federation,34.3,44.4,16.3,15.5,28,5395,7,12,,2016
+601800,University of Murcia,Spain,19.3,28.3,11.7,28,29.5,31460,15.8,6,62,2016
+601800,Nagasaki University,Japan,22.8,21.9,10.8,14.3,,9137,7.2,4,36,2016
+601800,University of Nairobi,Kenya,13.7,45.5,9,19.5,28,72676,47,1,40,2016
+601800,National Chengchi University,Taiwan,18.4,33.1,12.5,14,31.3,16867,18.4,10,57,2016
+601800,National Chung Cheng University,Taiwan,21.3,14.2,20.3,15.7,40.8,11989,22.9,1,,2016
+601800,National Chung Hsing University,Taiwan,20.2,16.9,16.8,24.5,42.5,15632,20.3,4,39,2016
+601800,National Taipei University of Technology,Taiwan,17.8,16,14.6,16.4,81.3,10227,16.5,3,25,2016
+601800,National Taiwan Ocean University,Taiwan,18.1,20.3,21,18.2,49.3,8240,20.9,5,30,2016
+601800,National University of Córdoba,Argentina,16,28.1,9,12.5,28.6,108373,38.1,2,62,2016
+601800,National University of Science and Technology (MISiS),Russian Federation,24.8,33.7,17.5,10.8,67.2,4441,6.7,13,43,2016
+601800,National University of Sciences and Technology,Pakistan,21.4,31.3,7,35,31.3,9808,7.8,3,27,2016
+601800,Niigata University,Japan,21.9,19.3,10.1,17.5,33,12460,8.5,3,37,2016
+601800,Northumbria University,United Kingdom,17.7,55.1,10.9,29.2,29.1,22750,19.3,16,55,2016
+601800,Northwestern Polytechnical University,China,23.4,15.2,15.4,3.5,28,23056,14.1,3,25,2016
+601800,Nottingham Trent University,United Kingdom,16.5,52.7,8.9,27.3,28.4,21852,17.4,18,55,2016
+601800,Oakland University,United States of America,18.1,23.3,11.9,21.9,30.3,14584,19.8,2,60,2016
+601800,Ocean University of China,China,18.9,15.6,10.7,12.9,50.1,36205,20.6,1,40,2016
+601800,Ohio University,United States of America,25,33.6,14.9,24.6,30.1,22224,20,10,50,2016
+601800,Okayama University,Japan,24.3,20.6,14.9,25.3,48,13035,8.6,3,38,2016
+601800,Osaka Prefecture University,Japan,21.6,17.6,10.2,17.5,41.5,8051,7.5,3,36,2016
+601800,University of Pardubice,Czech Republic,15.9,23.4,11.9,11.1,28.3,10671,19.8,4,55,2016
+601800,University of Paris North – Paris 13,France,17.5,46.4,11.6,36.2,28,23026,23.4,22,60,2016
+601800,ParisSorbonne University – Paris 4,France,31.1,44.2,21.3,7.1,28.5,21580,27.4,21,69,2016
+601800,University of Patras,Greece,18.5,30.6,12.1,28.8,48.3,29251,40.9,4,46,2016
+601800,University of Pécs,Hungary,19.7,50.8,9,23.4,28.4,21819,15.4,10,,2016
+601800,Polytechnic University of Valencia,Spain,20.3,32.9,12.7,34.3,43.8,33172,13.6,7,36,2016
+601800,Pontifical Catholic University of Paraná,Brazil,18.4,18.6,6.5,32.2,28,7741,10.9,2,1,2016
+601800,Pontifical Catholic University of Rio Grande do Sul (PUCRS),Brazil,21.1,18.7,10.9,27.6,52.3,14797,10.1,0,50,2016
+601800,Pontifical Catholic University of Valparaíso,Chile,18.4,35.7,8,10.4,44.3,13493,10.4,0,45,2016
+601800,Prince of Songkla University,Thailand,15.3,31,7,22.2,31.6,38274,16.1,1,69,2016
+601800,Qatar University,Qatar,9.9,99.9,10.3,22.3,55.2,9583,19,42,74,2016
+601800,Rio de Janeiro State University (UERJ),Brazil,21.7,16.8,9.1,12.3,30.8,28757,10.1,0,46,2016
+601800,Rochester Institute of Technology,United States of America,17.4,29.8,13.4,25.1,30.4,12965,13.5,13,34,2016
+601800,Saitama University,Japan,18.6,20.6,9.6,23.4,29.6,7469,11.7,2,33,2016
+601800,University of Salford,United Kingdom,20.8,66.4,12.1,21.2,28.8,16152,17,25,51,2016
+601800,"University of Santiago, Chile (USACH)",Chile,17.6,40.4,11.3,10.2,31,22739,23.6,1,39,2016
+601800,São Paulo State University (UNESP),Brazil,28,18.7,22.6,6.7,40.1,50594,13,5,52,2016
+601800,Savitribai Phule Pune University,India,38.3,17.3,12.4,11.4,29.3,4858,14.6,3,25,2016
+601800,University of Science and Technology Beijing,China,25.1,15.6,22.4,6.9,89.7,22780,15.1,4,36,2016
+601800,Sejong University,South Korea,18.9,25.2,12.2,38.7,35.4,11704,15.5,3,43,2016
+601800,University of Seoul,South Korea,22.8,18.7,17.5,21.4,28.9,10243,19,3,36,2016
+601800,Shahid Beheshti University,Iran,20.5,13.8,19,11.4,58.9,17800,24.9,1,52,2016
+601800,Shanghai University,China,19.1,15.8,16.1,14.8,45.7,46044,17.5,3,48,2016
+601800,Shantou University,China,17.6,30.7,9.1,28.3,30.7,9593,13.5,0,48,2016
+601800,Sheffield Hallam University,United Kingdom,17.3,47,9.4,20.1,28.6,27477,18.8,15,53,2016
+601800,Shinshu University,Japan,20.8,20.3,8.3,22,31.6,11232,9.6,3,,2016
+601800,Showa University,Japan,28.5,14,7.9,7,,3675,2.5,0,57,2016
+601800,Sichuan University,China,25,15.7,18.4,16.1,90.8,65035,14.5,2,48,2016
+601800,University of Silesia in Katowice,Poland,17.7,18.5,8,20.4,28.1,32764,17.3,1,65,2016
+601800,Slovak University of Technology in Bratislava,Slovakia,23.3,30.6,8.6,24.9,33.2,16400,15.3,2,31,2016
+601800,Sogang University,South Korea,21.5,27.7,24.8,20.5,46.8,10625,24.1,7,43,2016
+601800,Sophia University,Japan,22,32.8,9.4,5.3,29.5,12799,24.3,8,53,2016
+601800,University of South Africa,South Africa,18.4,28.7,11.3,9.4,28.8,197102,108.5,9,65,2016
+601800,Southern Federal University,Russian Federation,21.9,17.3,8.2,9.2,39.5,27556,9,3,56,2016
+601800,University of Southern Mississippi,United States of America,21,20.8,11.8,20.1,39.9,14569,18.5,3,63,2016
+601800,University of Southern Queensland,Australia,18.4,63,13.1,14.4,28.8,13761,29.2,21,55,2016
+601800,Suez Canal University,Egypt,22.6,31.6,5.9,16,,16817,6,,65,2016
+601800,Sultan Qaboos University,Oman,21.3,71.5,10.6,16,37.6,7089,9,3,50,2016
+601800,Suranaree University of Technology,Thailand,21.1,25.9,11.6,18.4,38.1,12650,32.9,1,50,2016
+601800,University of Szeged,Hungary,20,46.9,10.5,20.5,33.2,22684,13.8,9,58,2016
+601800,Taipei Medical University,Taiwan,25.7,26.5,21.7,19,42.2,6001,11.1,6,58,2016
+601800,Taras Shevchenko National University of Kyiv,Ukraine,27.9,28.2,11,4.2,28,22686,8.2,2,45,2016
+601800,Technical University of Madrid,Spain,21.8,39.5,14.6,24.5,38.3,41500,13.8,11,32,2016
+601800,University of Tehran,Iran,26.1,16.5,16.9,15.8,,53802,27,1,45,2016
+601800,University of Texas at El Paso,United States of America,18.6,30.4,18.7,18.4,,19123,29,7,54,2016
+601800,Texas Tech University,United States of America,27.9,36.8,17.2,22,,29512,20.9,7,46,2016
+601800,Tokai University,Japan,17.9,19.3,7.6,15.3,34.4,29700,12.7,1,27,2016
+601800,Tokushima University,Japan,25.3,16.8,21.6,12.8,59.6,7519,8.9,3,34,2016
+601800,Tokyo University of Marine Science and Technology,Japan,27.9,24.5,12.4,7.7,57.9,2597,11.1,7,34,2016
+601800,Tokyo University of Science,Japan,23,15.4,24.1,21.4,37.6,20243,25.7,2,20,2016
+601800,Tomsk State University,Russian Federation,34.8,36.9,20.8,7.6,44,10413,9.9,12,60,2016
+601800,Tottori University,Japan,24.3,16.7,10.1,9.6,34.5,6248,8.2,2,34,2016
+601800,Toyohashi University of Technology,Japan,22,25.4,18.9,15.8,50.3,2153,9.3,9,9,2016
+601800,Universiti Kebangsaan Malaysia,Malaysia,24.3,29.7,15.9,10.9,28.4,24227,11.8,12,62,2016
+601800,Universiti Putra Malaysia,Malaysia,25.3,50.1,20.9,10.2,34.2,23883,12.2,16,63,2016
+601800,Universiti Sains Malaysia,Malaysia,26.9,44.2,16.6,12.4,34.4,28179,14.8,10,61,2016
+601800,Universiti Teknologi MARA,Malaysia,15.2,14.8,7.7,18.2,28.3,69268,16.8,0,65,2016
+601800,Ural Federal University,Russian Federation,24.8,17.3,10.6,16.8,35.6,28427,10.1,3,48,2016
+601800,V.N. Karazin Kharkiv National University,Ukraine,21.7,48.4,8.9,1.7,28.8,14410,9.7,22,53,2016
+601800,University of Vigo,Spain,18.4,30.7,10.5,31.8,38.1,22793,19,3,51,2016
+601800,Vilnius University,Lithuania,18.3,40.8,13.6,26.1,41,19019,14.2,4,65,2016
+601800,Warsaw University of Technology,Poland,19.4,20.7,8.5,40.3,47.4,34572,14.5,3,34,2016
+601800,Waseda University,Japan,23.6,29.7,14.6,29.4,32.4,52316,16.9,8,35,2016
+601800,University of West Bohemia,Czech Republic,16.3,23.1,9.7,29.8,32.1,15639,21.5,2,52,2016
+601800,University of the West of England,United Kingdom,16.9,48.5,11.2,34.6,28.5,22525,21.4,15,53,2016
+601800,West University of Timişoara,Romania,16.1,21,3.9,22.4,,12933,19,3,62,2016
+601800,University of Westminster,United Kingdom,17.3,81.9,11.7,21.1,28.5,16609,21,43,57,2016
+601800,Xidian University,China,17.9,12.8,12.1,8.9,83.7,31618,16.4,2,29,2016
+601800,Yeungnam University,South Korea,18.6,24.3,10.9,26.5,35.4,21958,15.3,3,48,2016
+601800,Yıldız Technical University,Turkey,14.5,14.9,7.6,19.3,44,31268,28.7,2,36,2016
+601800,Yokohama City University,Japan,24,16.1,10.2,36.4,37.9,4122,3.7,3,,2016
+601800,Yokohama National University,Japan,20.1,23.3,16,13.5,40.4,10117,12.1,8,28,2016
+601800,Yuan Ze University,Taiwan,16.2,17.7,18.3,28.6,39.8,8663,20.6,4,43,2016
diff --git a/examples/Times World University Rankings 2011-16_heta.ipynb b/examples/Times World University Rankings 2011-16_heta.ipynb
new file mode 100644
index 0000000..0570a14
--- /dev/null
+++ b/examples/Times World University Rankings 2011-16_heta.ipynb	
@@ -0,0 +1,1228 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Grace Hopper Celebration 2020 - Open Source Day  \n",
+    "\n",
+    "## Introduction:"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This iPython Notebook is created for virtual Grace Hopper Celebration Open Source Day. Intuit \"metriks\" is a Python package of commonly used metrics for evaluating information retrieval models. Refer https://github.com/intuit/metriks for details.\n",
+    "\n",
+    "The availabe metrics Python API are:\n",
+    "- metriks.recall_at_k(y_true, y_prob, k): Calculates recall at k for binary classification ranking problems.\n",
+    "- metriks.precision_at_k(y_true, y_prob, k): Calculates precision at k for binary classification ranking problems.\n",
+    "- metriks.mean_reciprocal_rank(y_true, y_prob): Gets a positional score on how well you did at rank 1, rank 2, etc.\n",
+    "- metriks.ndcg(y_true, y_prob, k): A score for measuring the quality of a set of ranked results.\n",
+    "- metriks.label_mean_reciprocal_rank(y_true, y_prob): Determines the average rank each label was placed across samples. Only labels that are relevant in the true data set are considered in the calculation.\n",
+    "- metriks.confusion_matrix_at_k(y_true, y_prob, k): Generates binary predictions from probabilities by evaluating the top k items (in ranked order by y_prob) as true.\n",
+    "\n",
+    "I am working on Issue 11 - Precision and Recall at K examples."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Installation:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "SyntaxError",
+     "evalue": "invalid syntax (<ipython-input-1-86d53740cd5d>, line 2)",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-1-86d53740cd5d>\"\u001b[1;36m, line \u001b[1;32m2\u001b[0m\n\u001b[1;33m    pip install metriks\u001b[0m\n\u001b[1;37m              ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
+     ]
+    }
+   ],
+   "source": [
+    "# install using pip\n",
+    "pip install metriks"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Alternatively, specific distributions can be downloaded from https://github.com/intuit/metriks/releases. Once downloaded, install the .tar.gz file directly:\n",
+    "\n",
+    "pip install metriks-\\*.tar.gz"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Development:\n",
+    "1. (Optional) If you have virtualenv and virtualenvwrapper create a new virtual environment:\n",
+    "\n",
+    "mkvirtualenv metriks\n",
+    "\n",
+    "This isolates your specific project dependencies to avoid conflicts with other projects.\n",
+    "\n",
+    "\n",
+    "2. Clone and install the repository:\n",
+    "\n",
+    "git clone git@github.com:intuit/metriks.git\n",
+    "cd metriks\n",
+    "pip install -e .\n",
+    "\n",
+    "This will install a version to an isolated environment in editable mode. As you update the code in the repository, the new code will immediately be available to run within the environment (without the need to pip install it again).\n",
+    "\n",
+    "\n",
+    "3. Run the tests using tox:\n",
+    "\n",
+    "pip install tox\n",
+    "tox\n",
+    "\n",
+    "Tox will run all of the tests in isolated environments."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Dataset:\n",
+    "The \"Times World University Rankings 2011-2016\" dataset contains data about the top Universities across the world. It has 13 columns and 2,590 rows. A university's overall **world rank** (independant/target variable) depends upon:\n",
+    "- Teaching Rating\n",
+    "- Inner Outlook Rating\n",
+    "- Research Rating\n",
+    "- Citations Rating\n",
+    "- Industry Income Rating\n",
+    "- Number of Students\n",
+    "- Student:Staff Ratio\n",
+    "- International students percentage\n",
+    "- Female students percentage\n",
+    "\n",
+    "More details about the dataset can be found here: https://data.world/hhaveliw/world-university-ranking-2016  \n",
+    "Data references: https://www.timeshighereducation.com/world-university-rankings  \n",
+    "https://www.timeshighereducation.com/world-university-rankings/methodology-world-university-rankings-2016-2017"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "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>World_Rank</th>\n",
+       "      <th>University_Name</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Teaching_Rating</th>\n",
+       "      <th>Inter_Outlook_Rating</th>\n",
+       "      <th>Research_Rating</th>\n",
+       "      <th>Citations_Rating</th>\n",
+       "      <th>Industry_Income_Rating</th>\n",
+       "      <th>Num_Students</th>\n",
+       "      <th>Student/Staff_Ratio</th>\n",
+       "      <th>%_Inter_Students</th>\n",
+       "      <th>%_Female_Students</th>\n",
+       "      <th>Year</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Harvard University</td>\n",
+       "      <td>United States of America</td>\n",
+       "      <td>99.7</td>\n",
+       "      <td>72.4</td>\n",
+       "      <td>98.7</td>\n",
+       "      <td>98.8</td>\n",
+       "      <td>34.5</td>\n",
+       "      <td>20152.0</td>\n",
+       "      <td>8.9</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2011</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>California Institute of Technology</td>\n",
+       "      <td>United States of America</td>\n",
+       "      <td>97.7</td>\n",
+       "      <td>54.6</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>99.9</td>\n",
+       "      <td>83.7</td>\n",
+       "      <td>2243.0</td>\n",
+       "      <td>6.9</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>2011</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Massachusetts Institute of Technology</td>\n",
+       "      <td>United States of America</td>\n",
+       "      <td>97.8</td>\n",
+       "      <td>82.3</td>\n",
+       "      <td>91.4</td>\n",
+       "      <td>99.9</td>\n",
+       "      <td>87.5</td>\n",
+       "      <td>11074.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>2011</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>Stanford University</td>\n",
+       "      <td>United States of America</td>\n",
+       "      <td>98.3</td>\n",
+       "      <td>29.5</td>\n",
+       "      <td>98.1</td>\n",
+       "      <td>99.2</td>\n",
+       "      <td>64.3</td>\n",
+       "      <td>15596.0</td>\n",
+       "      <td>7.8</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>2011</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Princeton University</td>\n",
+       "      <td>United States of America</td>\n",
+       "      <td>90.9</td>\n",
+       "      <td>70.3</td>\n",
+       "      <td>95.4</td>\n",
+       "      <td>99.9</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>7929.0</td>\n",
+       "      <td>8.4</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>2011</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   World_Rank                        University_Name  \\\n",
+       "0           1                     Harvard University   \n",
+       "1           2     California Institute of Technology   \n",
+       "2           3  Massachusetts Institute of Technology   \n",
+       "3           4                    Stanford University   \n",
+       "4           5                   Princeton University   \n",
+       "\n",
+       "                    Country  Teaching_Rating  Inter_Outlook_Rating  \\\n",
+       "0  United States of America             99.7                  72.4   \n",
+       "1  United States of America             97.7                  54.6   \n",
+       "2  United States of America             97.8                  82.3   \n",
+       "3  United States of America             98.3                  29.5   \n",
+       "4  United States of America             90.9                  70.3   \n",
+       "\n",
+       "   Research_Rating  Citations_Rating  Industry_Income_Rating  Num_Students  \\\n",
+       "0             98.7              98.8                    34.5       20152.0   \n",
+       "1             98.0              99.9                    83.7        2243.0   \n",
+       "2             91.4              99.9                    87.5       11074.0   \n",
+       "3             98.1              99.2                    64.3       15596.0   \n",
+       "4             95.4              99.9                     NaN        7929.0   \n",
+       "\n",
+       "   Student/Staff_Ratio  %_Inter_Students  %_Female_Students  Year  \n",
+       "0                  8.9              25.0                NaN  2011  \n",
+       "1                  6.9              27.0               33.0  2011  \n",
+       "2                  9.0              33.0               37.0  2011  \n",
+       "3                  7.8              22.0               42.0  2011  \n",
+       "4                  8.4              27.0               45.0  2011  "
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Importing libraries\n",
+    "# import numpy as np\n",
+    "import pandas as pd\n",
+    "\n",
+    "# Read csv into Pandas DataFrame\n",
+    "uniRanks_df = pd.read_csv(\"Times World University Rankings 2011-16.csv\")\n",
+    "uniRanks_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 2590 entries, 0 to 2589\n",
+      "Data columns (total 13 columns):\n",
+      "World_Rank                2590 non-null int64\n",
+      "University_Name           2590 non-null object\n",
+      "Country                   2590 non-null object\n",
+      "Teaching_Rating           2590 non-null float64\n",
+      "Inter_Outlook_Rating      2581 non-null float64\n",
+      "Research_Rating           2590 non-null float64\n",
+      "Citations_Rating          2590 non-null float64\n",
+      "Industry_Income_Rating    2385 non-null float64\n",
+      "Num_Students              2544 non-null float64\n",
+      "Student/Staff_Ratio       2544 non-null float64\n",
+      "%_Inter_Students          2536 non-null float64\n",
+      "%_Female_Students         2367 non-null float64\n",
+      "Year                      2590 non-null int64\n",
+      "dtypes: float64(9), int64(2), object(2)\n",
+      "memory usage: 263.2+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "uniRanks_df.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Since more than 3% missing values, we cannot drop rows containing null values. So we proceed to see if data is skewed, or if we can find other distinct characteristics."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Exploratory Data Analysis:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "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>World_Rank</th>\n",
+       "      <th>Teaching_Rating</th>\n",
+       "      <th>Inter_Outlook_Rating</th>\n",
+       "      <th>Research_Rating</th>\n",
+       "      <th>Citations_Rating</th>\n",
+       "      <th>Industry_Income_Rating</th>\n",
+       "      <th>Num_Students</th>\n",
+       "      <th>Student/Staff_Ratio</th>\n",
+       "      <th>%_Inter_Students</th>\n",
+       "      <th>%_Female_Students</th>\n",
+       "      <th>Year</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>count</td>\n",
+       "      <td>2590.000000</td>\n",
+       "      <td>2590.000000</td>\n",
+       "      <td>2581.000000</td>\n",
+       "      <td>2590.000000</td>\n",
+       "      <td>2590.000000</td>\n",
+       "      <td>2385.000000</td>\n",
+       "      <td>2544.000000</td>\n",
+       "      <td>2544.000000</td>\n",
+       "      <td>2536.000000</td>\n",
+       "      <td>2367.000000</td>\n",
+       "      <td>2590.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>mean</td>\n",
+       "      <td>188666.910425</td>\n",
+       "      <td>37.825521</td>\n",
+       "      <td>52.115459</td>\n",
+       "      <td>35.966139</td>\n",
+       "      <td>60.937992</td>\n",
+       "      <td>48.979874</td>\n",
+       "      <td>23873.758648</td>\n",
+       "      <td>18.445283</td>\n",
+       "      <td>15.444006</td>\n",
+       "      <td>49.683988</td>\n",
+       "      <td>2014.081081</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>std</td>\n",
+       "      <td>198624.420846</td>\n",
+       "      <td>17.628034</td>\n",
+       "      <td>22.092870</td>\n",
+       "      <td>21.266637</td>\n",
+       "      <td>23.110393</td>\n",
+       "      <td>21.179938</td>\n",
+       "      <td>17675.946877</td>\n",
+       "      <td>11.458698</td>\n",
+       "      <td>10.591464</td>\n",
+       "      <td>10.859621</td>\n",
+       "      <td>1.685713</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>min</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>9.900000</td>\n",
+       "      <td>7.100000</td>\n",
+       "      <td>2.900000</td>\n",
+       "      <td>1.200000</td>\n",
+       "      <td>24.200000</td>\n",
+       "      <td>462.000000</td>\n",
+       "      <td>0.600000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2011.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>25%</td>\n",
+       "      <td>108.250000</td>\n",
+       "      <td>24.700000</td>\n",
+       "      <td>33.600000</td>\n",
+       "      <td>19.700000</td>\n",
+       "      <td>45.500000</td>\n",
+       "      <td>33.000000</td>\n",
+       "      <td>12637.750000</td>\n",
+       "      <td>11.975000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>46.000000</td>\n",
+       "      <td>2013.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>50%</td>\n",
+       "      <td>201225.000000</td>\n",
+       "      <td>33.900000</td>\n",
+       "      <td>50.400000</td>\n",
+       "      <td>30.600000</td>\n",
+       "      <td>62.600000</td>\n",
+       "      <td>41.000000</td>\n",
+       "      <td>20851.000000</td>\n",
+       "      <td>16.100000</td>\n",
+       "      <td>13.000000</td>\n",
+       "      <td>52.000000</td>\n",
+       "      <td>2014.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>75%</td>\n",
+       "      <td>301350.000000</td>\n",
+       "      <td>46.475000</td>\n",
+       "      <td>69.200000</td>\n",
+       "      <td>47.300000</td>\n",
+       "      <td>79.100000</td>\n",
+       "      <td>59.000000</td>\n",
+       "      <td>29991.000000</td>\n",
+       "      <td>21.500000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>56.000000</td>\n",
+       "      <td>2016.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>max</td>\n",
+       "      <td>601800.000000</td>\n",
+       "      <td>99.700000</td>\n",
+       "      <td>100.000000</td>\n",
+       "      <td>99.400000</td>\n",
+       "      <td>100.000000</td>\n",
+       "      <td>100.000000</td>\n",
+       "      <td>379231.000000</td>\n",
+       "      <td>162.600000</td>\n",
+       "      <td>82.000000</td>\n",
+       "      <td>100.000000</td>\n",
+       "      <td>2016.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          World_Rank  Teaching_Rating  Inter_Outlook_Rating  Research_Rating  \\\n",
+       "count    2590.000000      2590.000000           2581.000000      2590.000000   \n",
+       "mean   188666.910425        37.825521             52.115459        35.966139   \n",
+       "std    198624.420846        17.628034             22.092870        21.266637   \n",
+       "min         1.000000         9.900000              7.100000         2.900000   \n",
+       "25%       108.250000        24.700000             33.600000        19.700000   \n",
+       "50%    201225.000000        33.900000             50.400000        30.600000   \n",
+       "75%    301350.000000        46.475000             69.200000        47.300000   \n",
+       "max    601800.000000        99.700000            100.000000        99.400000   \n",
+       "\n",
+       "       Citations_Rating  Industry_Income_Rating   Num_Students  \\\n",
+       "count       2590.000000             2385.000000    2544.000000   \n",
+       "mean          60.937992               48.979874   23873.758648   \n",
+       "std           23.110393               21.179938   17675.946877   \n",
+       "min            1.200000               24.200000     462.000000   \n",
+       "25%           45.500000               33.000000   12637.750000   \n",
+       "50%           62.600000               41.000000   20851.000000   \n",
+       "75%           79.100000               59.000000   29991.000000   \n",
+       "max          100.000000              100.000000  379231.000000   \n",
+       "\n",
+       "       Student/Staff_Ratio  %_Inter_Students  %_Female_Students         Year  \n",
+       "count          2544.000000       2536.000000        2367.000000  2590.000000  \n",
+       "mean             18.445283         15.444006          49.683988  2014.081081  \n",
+       "std              11.458698         10.591464          10.859621     1.685713  \n",
+       "min               0.600000          0.000000           1.000000  2011.000000  \n",
+       "25%              11.975000          8.000000          46.000000  2013.000000  \n",
+       "50%              16.100000         13.000000          52.000000  2014.000000  \n",
+       "75%              21.500000         21.000000          56.000000  2016.000000  \n",
+       "max             162.600000         82.000000         100.000000  2016.000000  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Statistical description of the dataset:\n",
+    "uniRanks_df.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x2205d5e7b08>]"
+      ]
+     },
+     "execution_count": 5,
+     "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": [
+    "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline\n",
+    "\n",
+    "# plotting columns with null values:\n",
+    "plt.plot(uniRanks_df['Inter_Outlook_Rating'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x2205d89a388>]"
+      ]
+     },
+     "execution_count": 6,
+     "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": [
+    "# plotting columns with null values:\n",
+    "plt.plot(uniRanks_df['Industry_Income_Rating'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x2205d6bdd48>]"
+      ]
+     },
+     "execution_count": 7,
+     "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": [
+    "# plotting columns with null values:\n",
+    "plt.plot(uniRanks_df['Num_Students'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x2205d727e48>]"
+      ]
+     },
+     "execution_count": 8,
+     "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": [
+    "# plotting columns with null values:\n",
+    "plt.plot(uniRanks_df['Student/Staff_Ratio'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x2205d79b2c8>]"
+      ]
+     },
+     "execution_count": 9,
+     "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": [
+    "# plotting columns with null values:\n",
+    "plt.plot(uniRanks_df['%_Inter_Students'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x2205d7fb488>]"
+      ]
+     },
+     "execution_count": 10,
+     "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": [
+    "# plotting columns with null values:\n",
+    "plt.plot(uniRanks_df['%_Female_Students'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "World_Rank                False\n",
+       "University_Name           False\n",
+       "Country                   False\n",
+       "Teaching_Rating           False\n",
+       "Inter_Outlook_Rating      False\n",
+       "Research_Rating           False\n",
+       "Citations_Rating          False\n",
+       "Industry_Income_Rating    False\n",
+       "Num_Students              False\n",
+       "Student/Staff_Ratio       False\n",
+       "%_Inter_Students          False\n",
+       "%_Female_Students         False\n",
+       "Year                      False\n",
+       "dtype: bool"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Since the data is not skewed, it is feasible to impute NaN values with arithmetic means of respective columns\n",
+    "\n",
+    "# print('Inter_Outlook_Rating Mean:', uniRanks_df['Inter_Outlook_Rating'].mean())\n",
+    "# Inter_Outlook_Rating Mean: 52.115459124370425\n",
+    "uniRanks_df['Inter_Outlook_Rating'] = uniRanks_df['Inter_Outlook_Rating'].fillna(float(\"{0:.1f}\".format(uniRanks_df['Inter_Outlook_Rating'].mean())))\n",
+    "\n",
+    "# similarly for the rest of the columns:\n",
+    "# print('Industry_Income_Rating Mean:', uniRanks_df['Industry_Income_Rating'].mean())\n",
+    "# Industry_Income_Rating Mean: 48.97987421383644\n",
+    "uniRanks_df['Industry_Income_Rating'] = uniRanks_df['Industry_Income_Rating'].fillna(float(\"{0:.1f}\".format(uniRanks_df['Industry_Income_Rating'].mean())))\n",
+    "\n",
+    "#print('Num_Students Mean:', round(uniRanks_df['Num_Students'].mean()))\n",
+    "# Num_Students Mean: 23874\n",
+    "uniRanks_df['Num_Students'] = uniRanks_df['Num_Students'].fillna(float(\"{0:.1f}\".format(round(uniRanks_df['Num_Students'].mean()))))\n",
+    "\n",
+    "# print('Student/Staff_Ratio Mean:', uniRanks_df['Student/Staff_Ratio'].mean())\n",
+    "# Student/Staff_Ratio Mean: 18.445283018867975\n",
+    "uniRanks_df['Student/Staff_Ratio'] = uniRanks_df['Student/Staff_Ratio'].fillna(float(\"{0:.1f}\".format(uniRanks_df['Student/Staff_Ratio'].mean())))\n",
+    "\n",
+    "# print('%_Inter_Students Mean:', round(uniRanks_df['%_Inter_Students'].mean()))\n",
+    "# %_Inter_Students Mean: 15\n",
+    "uniRanks_df['%_Inter_Students'] = uniRanks_df['%_Inter_Students'].fillna(float(\"{0:.1f}\".format(round(uniRanks_df['%_Inter_Students'].mean()))))\n",
+    "\n",
+    "# print('%_Female_Students Mean:', round(uniRanks_df['%_Female_Students'].mean()))\n",
+    "# %_Female_Students Mean: 50\n",
+    "uniRanks_df['%_Female_Students'] = uniRanks_df['%_Female_Students'].fillna(float(\"{0:.1f}\".format(round(uniRanks_df['%_Female_Students'].mean()))))\n",
+    "\n",
+    "\n",
+    "# Final check for null values:\n",
+    "uniRanks_df.isna().any()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Saving cleaned data:\n",
+    "uniRanks_df.to_csv(\"UnivesityRankings_Cleaned.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1620x1620 with 90 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plotting scatterplots for predictor variables to detect outliers\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "%matplotlib inline\n",
+    "\n",
+    "uniRanks_df = pd.read_csv(\"UnivesityRankings_Cleaned.csv\")\n",
+    "sns.pairplot(uniRanks_df, kind=\"scatter\", diag_kind=\"kde\", vars=[\"Teaching_Rating\",\"Inter_Outlook_Rating\",\"Research_Rating\",\"Citations_Rating\",\"Industry_Income_Rating\",\"Num_Students\",\"Student/Staff_Ratio\",\"%_Inter_Students\",\"%_Female_Students\"])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[Text(0.5, 0, 'Unnamed: 0'),\n",
+       " Text(1.5, 0, 'World_Rank'),\n",
+       " Text(2.5, 0, 'Teaching_Rating'),\n",
+       " Text(3.5, 0, 'Inter_Outlook_Rating'),\n",
+       " Text(4.5, 0, 'Research_Rating'),\n",
+       " Text(5.5, 0, 'Citations_Rating'),\n",
+       " Text(6.5, 0, 'Industry_Income_Rating'),\n",
+       " Text(7.5, 0, 'Num_Students'),\n",
+       " Text(8.5, 0, 'Student/Staff_Ratio'),\n",
+       " Text(9.5, 0, '%_Inter_Students'),\n",
+       " Text(10.5, 0, '%_Female_Students'),\n",
+       " Text(11.5, 0, 'Year')]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plotting a correlation matrix to identify which variables affect our prediction the most\n",
+    "\n",
+    "%matplotlib inline\n",
+    "import seaborn as sns\n",
+    "corr = uniRanks_df.corr()\n",
+    "\n",
+    "ax = sns.heatmap(corr, vmin=-1, vmax=1, center=0, cmap='rainbow', square=True)\n",
+    "ax.set_xticklabels(ax.get_xticklabels(), rotation=90, horizontalalignment='right')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "There is no strong positive or strong negative correlation (>0.80 or <-0.80)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Sampling:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\heta2\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:3: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n",
+      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Selecting a random sample to train all models upon:\n",
+    "uniRanks_df = uniRanks_df.sample(frac = 0.30)\n",
+    "X = uniRanks_df[['Teaching_Rating', 'Inter_Outlook_Rating', 'Research_Rating', 'Citations_Rating', 'Industry_Income_Rating', 'Num_Students', 'Student/Staff_Ratio', '%_Inter_Students', '%_Female_Students']].as_matrix()\n",
+    "y = uniRanks_df['World_Rank']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Train-Test Split and Scaling:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[0.44366197, 0.42888644, 0.41505376, ..., 0.48100093, 0.25396825,\n",
+       "        0.5942029 ],\n",
+       "       [0.44014085, 0.29437707, 0.47741935, ..., 0.04819277, 0.15873016,\n",
+       "        0.60869565],\n",
+       "       [0.29107981, 0.18412348, 0.34408602, ..., 0.11306766, 0.0952381 ,\n",
+       "        0.4057971 ],\n",
+       "       ...,\n",
+       "       [0.14553991, 0.71003308, 0.18817204, ..., 0.15940686, 0.33333333,\n",
+       "        0.71014493],\n",
+       "       [0.28286385, 0.37816979, 0.30322581, ..., 0.10194625, 0.22222222,\n",
+       "        0.5942029 ],\n",
+       "       [0.93661972, 0.66593164, 0.99677419, ..., 0.07692308, 0.3968254 ,\n",
+       "        0.5942029 ]])"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.preprocessing import MinMaxScaler\n",
+    "\n",
+    "X_train_org, X_test_org, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=0)\n",
+    "\n",
+    "scaler = MinMaxScaler()\n",
+    "X_train = scaler.fit_transform(X_train_org)\n",
+    "X_test = scaler.transform(X_test_org)\n",
+    "\n",
+    "X_train"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Linear Regression (Normal Equation):"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Train score:  0.7558955088436368\n",
+      "Test score:  0.7699575047659011\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.linear_model import LinearRegression\n",
+    "\n",
+    "# 1: Create the model:\n",
+    "lreg = LinearRegression()\n",
+    "\n",
+    "# 2: Train the model:\n",
+    "lreg.fit(X_train, y_train)\n",
+    "# y_pred=lreg.predict(X_test)\n",
+    "\n",
+    "# 3: Evaluate the model:\n",
+    "print('Train score: ', lreg.score(X_train, y_train))\n",
+    "print('Test score: ', lreg.score(X_test, y_test))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "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": [
+    "%matplotlib inline\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "X_train_rm = X_train[:,8].reshape(-1,1)\n",
+    "lreg.fit(X_train_rm, y_train)\n",
+    "y_predict = lreg.predict(X_train_rm)\n",
+    "\n",
+    "plt.plot(X_train_rm, y_predict, c = 'r')\n",
+    "plt.scatter(X_train_rm, y_train)\n",
+    "plt.xlabel('Number of Students')\n",
+    "plt.ylabel('Rank')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cross validation scores: [0.79614322 0.7502207  0.77772448 0.7167758  0.68878646]\n",
+      "Average cross-validation score: 0.75\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Cross validation\n",
+    "from sklearn.model_selection import cross_val_score\n",
+    "\n",
+    "scores = cross_val_score(lreg, X, y, cv=5)\n",
+    "print(\"Cross validation scores: {}\".format(scores))\n",
+    "print(\"Average cross-validation score: {:.2f}\".format(scores.mean()))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "As seen, Linear regression gave a score of ~0.75, so I try other ways to find a better model:"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## KNN Regressor:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'Accuracy(score) MSE')"
+      ]
+     },
+     "execution_count": 32,
+     "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": [
+    "from sklearn.neighbors import KNeighborsRegressor\n",
+    "%matplotlib inline\n",
+    "\n",
+    "train_score_array = []\n",
+    "test_score_array = []\n",
+    "\n",
+    "for k in range(1,15):\n",
+    "    knn_reg = KNeighborsRegressor(n_neighbors=k)\n",
+    "    knn_reg.fit(X_train, y_train)\n",
+    "    train_score_array.append(knn_reg.score(X_train, y_train))\n",
+    "    test_score_array.append(knn_reg.score(X_test, y_test))\n",
+    "    \n",
+    "x_axis = range(1,15)\n",
+    "plt.plot(x_axis, train_score_array, c = 'g', label = 'Train Score')\n",
+    "plt.plot(x_axis, test_score_array, c = 'b', label = 'Test Score')\n",
+    "plt.legend()\n",
+    "plt.xlabel('k=n_neighbors')\n",
+    "plt.ylabel('Accuracy(score) MSE')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1 1.0\n",
+      "2 0.9542163985435845\n",
+      "3 0.9332089219301475\n",
+      "4 0.9242957915880212\n",
+      "5 0.9173694410311958\n",
+      "6 0.9131028845280574\n",
+      "7 0.9073362641125796\n",
+      "8 0.9070979557330001\n",
+      "9 0.904256702819662\n",
+      "10 0.9026528879372281\n",
+      "11 0.9003565303378701\n",
+      "12 0.8977169656225548\n",
+      "13 0.8966504888541321\n",
+      "14 0.8926560597445149\n"
+     ]
+    }
+   ],
+   "source": [
+    "# identifying best train score:\n",
+    "for i in range (1,15):\n",
+    "    knnreg = KNeighborsRegressor(n_neighbors = i).fit(X_train, y_train)\n",
+    "    \n",
+    "    w = knnreg.score(X_train, y_train)\n",
+    "    print(i, w)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1 0.8306801572531441\n",
+      "2 0.8628824493668834\n",
+      "3 0.8702279092614437\n",
+      "4 0.8854243337812514\n",
+      "5 0.8922983470764974\n",
+      "6 0.8981564711273844\n",
+      "7 0.8925516958265676\n",
+      "8 0.8977162932941662\n",
+      "9 0.9000863525772836\n",
+      "10 0.9048311799090182\n",
+      "11 0.9037569380048576\n",
+      "12 0.9045907482428793\n",
+      "13 0.9056636840387599\n",
+      "14 0.9038540764413097\n"
+     ]
+    }
+   ],
+   "source": [
+    "# identifying best test score:\n",
+    "for i in range (1,15):\n",
+    "    knnreg = KNeighborsRegressor(n_neighbors = i).fit(X_train, y_train)\n",
+    "    \n",
+    "    w = knnreg.score(X_test, y_test)\n",
+    "    print(i, w)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The best train score is obtained with k = 1 or k = 2. However, this will lead to underfitting. And the best test score is obtained at k = 9 or k = 10. But this will lead to overfitting. So I select k = 4 as a moderate value (as also seen in the KNN Regressor plot)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "(work in progress)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/examples/UnivesityRankings_Cleaned.csv b/examples/UnivesityRankings_Cleaned.csv
new file mode 100644
index 0000000..0c38242
--- /dev/null
+++ b/examples/UnivesityRankings_Cleaned.csv
@@ -0,0 +1,2591 @@
+,World_Rank,University_Name,Country,Teaching_Rating,Inter_Outlook_Rating,Research_Rating,Citations_Rating,Industry_Income_Rating,Num_Students,Student/Staff_Ratio,%_Inter_Students,%_Female_Students,Year
+0,1,Harvard University,United States of America,99.7,72.4,98.7,98.8,34.5,20152.0,8.9,25.0,50.0,2011
+1,2,California Institute of Technology,United States of America,97.7,54.6,98.0,99.9,83.7,2243.0,6.9,27.0,33.0,2011
+2,3,Massachusetts Institute of Technology,United States of America,97.8,82.3,91.4,99.9,87.5,11074.0,9.0,33.0,37.0,2011
+3,4,Stanford University,United States of America,98.3,29.5,98.1,99.2,64.3,15596.0,7.8,22.0,42.0,2011
+4,5,Princeton University,United States of America,90.9,70.3,95.4,99.9,49.0,7929.0,8.4,27.0,45.0,2011
+5,6,University of Cambridge,United Kingdom,90.5,77.7,94.1,94.0,57.0,18812.0,11.8,34.0,46.0,2011
+6,6,University of Oxford,United Kingdom,88.2,77.2,93.9,95.1,73.5,19919.0,11.6,34.0,46.0,2011
+7,8,"University of California, Berkeley",United States of America,84.2,39.6,99.3,97.8,49.0,36186.0,16.4,15.0,50.0,2011
+8,9,Imperial College London,United Kingdom,89.2,90.0,94.5,88.3,92.9,15060.0,11.7,51.0,37.0,2011
+9,10,Yale University,United States of America,92.1,59.2,89.7,91.5,49.0,11751.0,4.4,20.0,50.0,2011
+10,11,"University of California, Los Angeles",United States of America,83.0,48.1,92.9,93.2,49.0,38206.0,10.3,15.0,52.0,2011
+11,12,University of Chicago,United States of America,79.1,62.8,87.9,96.9,49.0,14221.0,6.9,21.0,42.0,2011
+12,13,Johns Hopkins University,United States of America,80.9,58.5,89.2,92.3,100.0,15128.0,3.6,23.0,50.0,2011
+13,14,Cornell University,United States of America,82.2,62.4,88.8,88.1,34.7,21424.0,10.2,19.0,48.0,2011
+14,15,ETH Zurich – Swiss Federal Institute of Technology Zurich,Switzerland,77.5,93.7,87.8,83.1,49.0,18178.0,14.7,37.0,31.0,2011
+15,15,University of Michigan,United States of America,83.9,53.3,89.1,84.1,59.6,41786.0,9.0,16.0,48.0,2011
+16,17,University of Toronto,Canada,75.8,52.1,87.9,82.2,49.0,66198.0,19.5,15.0,50.0,2011
+17,18,Columbia University,United States of America,73.8,90.9,73.8,92.6,49.0,25055.0,5.9,28.0,50.0,2011
+18,19,University of Pennsylvania,United States of America,71.8,32.9,82.7,93.6,43.7,20376.0,6.5,20.0,51.0,2011
+19,20,Carnegie Mellon University,United States of America,70.3,39.1,79.3,95.7,53.7,11885.0,13.1,35.0,39.0,2011
+20,21,University of Hong Kong,Hong Kong,68.4,91.4,71.4,96.1,56.5,19835.0,17.6,38.0,53.0,2011
+21,22,University College London,United Kingdom,74.0,90.8,81.6,80.6,39.0,26607.0,10.7,46.0,56.0,2011
+22,23,University of Washington,United States of America,68.2,49.0,77.1,95.9,32.8,44020.0,11.8,13.0,53.0,2011
+23,24,Duke University,United States of America,66.8,49.4,71.5,92.3,100.0,15172.0,4.8,17.0,49.0,2011
+24,25,Northwestern University,United States of America,64.5,60.5,68.8,95.3,49.0,18334.0,13.8,15.0,48.0,2011
+25,26,University of Tokyo,Japan,87.7,18.4,91.9,58.1,49.0,26199.0,5.7,10.0,50.0,2011
+26,27,Georgia Institute of Technology,United States of America,67.9,73.2,72.6,83.2,95.1,19967.0,20.1,26.0,31.0,2011
+27,28,Pohang University of Science and Technology,South Korea,69.5,32.6,62.5,96.5,100.0,3055.0,10.1,4.0,20.0,2011
+28,29,"University of California, Santa Barbara",United States of America,56.6,64.3,68.0,98.8,89.8,22020.0,27.3,11.0,52.0,2011
+29,30,University of British Columbia,Canada,65.1,93.3,74.8,80.3,42.6,50152.0,17.6,25.0,54.0,2011
+30,30,University of North Carolina at Chapel Hill,United States of America,70.9,21.5,75.1,85.0,50.2,26518.0,7.3,8.0,58.0,2011
+31,32,"University of California, San Diego",United States of America,59.8,31.6,76.3,90.8,51.8,27233.0,6.5,11.0,48.0,2011
+32,33,University of Illinois at UrbanaChampaign,United States of America,68.1,55.9,80.9,72.9,49.0,42727.0,18.7,20.0,47.0,2011
+33,34,National University of Singapore,Singapore,65.5,97.8,72.6,78.7,40.5,31592.0,15.5,34.0,49.0,2011
+34,35,McGill University,Canada,69.0,85.9,74.9,69.0,49.0,31326.0,13.7,23.0,56.0,2011
+35,36,University of Melbourne,Australia,58.7,88.0,69.2,83.3,47.7,40128.0,23.7,35.0,55.0,2011
+36,37,Peking University,China,76.4,68.6,61.3,72.2,98.6,40148.0,8.3,14.0,50.0,2011
+37,38,Washington University in St Louis,United States of America,58.9,56.4,63.0,88.6,49.0,12528.0,5.7,17.0,50.0,2011
+38,39,École Polytechnique,France,57.9,77.9,56.1,91.4,49.0,2429.0,4.8,30.0,18.0,2011
+39,40,University of Edinburgh,United Kingdom,59.9,67.3,61.9,86.8,42.2,25774.0,14.1,36.0,58.0,2011
+40,41,Hong Kong University of Science and Technology,Hong Kong,50.4,97.4,51.8,98.2,64.1,11385.0,23.8,36.0,50.0,2011
+41,42,École Normale Supérieure,France,66.8,44.9,48.2,95.7,30.7,2400.0,7.9,20.0,46.0,2011
+42,43,Australian National University,Australia,51.9,93.9,62.4,81.0,49.0,14604.0,19.2,35.0,52.0,2011
+43,43,Karolinska Institute,Sweden,65.8,52.1,72.7,62.3,73.3,7774.0,11.5,22.0,70.0,2011
+44,43,University of Göttingen,Germany,57.3,44.5,55.9,92.5,31.7,25581.0,25.6,12.0,51.0,2011
+45,47,Rice University,United States of America,57.4,31.2,50.6,99.1,29.2,6333.0,9.0,26.0,44.0,2011
+46,48,École Polytechnique Fédérale de Lausanne,Switzerland,55.0,100.0,56.1,83.8,38.0,9666.0,10.5,54.0,27.0,2011
+47,49,"University of California, Irvine",United States of America,49.4,66.3,54.7,91.6,49.0,26614.0,16.1,16.0,52.0,2011
+48,49,University of Science and Technology of China,China,57.5,52.1,48.6,92.7,30.3,14290.0,7.9,2.0,50.0,2011
+49,51,Vanderbilt University,United States of America,64.9,22.1,59.5,78.1,84.2,12161.0,3.6,10.0,52.0,2011
+50,52,University of Minnesota,United States of America,57.6,23.0,69.1,76.4,49.0,46825.0,18.0,13.0,52.0,2011
+51,53,Tufts University,United States of America,64.1,28.3,52.3,83.9,49.0,10410.0,10.0,14.0,54.0,2011
+52,54,"University of California, Davis",United States of America,57.3,60.5,70.7,68.8,48.0,35364.0,13.9,13.0,54.0,2011
+53,55,Brown University,United States of America,59.7,60.5,57.0,77.7,49.0,8653.0,10.1,19.0,50.0,2011
+54,56,University of Massachusetts,United States of America,61.3,22.6,72.6,67.9,53.9,56959.0,13.0,11.0,49.0,2011
+55,57,Kyoto University,Japan,78.9,18.4,77.7,46.3,67.1,22809.0,5.6,7.0,50.0,2011
+56,58,Tsinghua University,China,74.9,43.0,66.6,52.7,97.8,39763.0,13.7,10.0,32.0,2011
+57,59,Boston University,United States of America,53.6,38.1,51.9,91.4,29.6,24789.0,8.6,17.0,58.0,2011
+58,60,New York University,United States of America,62.0,31.8,50.7,82.9,49.0,42056.0,6.8,19.0,55.0,2011
+59,61,Emory University,United States of America,63.4,52.3,48.4,77.8,49.0,12338.0,4.5,18.0,56.0,2011
+60,61,LMU Munich,Germany,59.1,43.1,57.5,76.4,40.4,35691.0,15.5,13.0,62.0,2011
+61,63,University of Notre Dame,United States of America,56.4,35.6,45.1,89.1,49.0,11829.0,13.8,10.0,44.0,2011
+62,64,University of Pittsburgh,United States of America,58.5,25.2,58.3,78.3,37.9,26485.0,5.8,10.0,51.0,2011
+63,65,Case Western Reserve University,United States of America,67.2,56.5,53.8,66.0,49.0,9259.0,6.4,17.0,48.0,2011
+64,66,Ohio State University,United States of America,63.5,64.0,54.9,67.2,49.0,51462.0,13.4,12.0,49.0,2011
+65,67,University of Colorado Boulder,United States of America,46.4,31.7,58.1,83.4,49.0,29325.0,16.1,8.0,45.0,2011
+66,68,University of Bristol,United Kingdom,49.6,67.2,53.1,80.9,36.2,17906.0,14.0,25.0,53.0,2011
+67,68,"University of California, Santa Cruz",United States of America,38.3,16.7,50.4,99.6,49.0,17404.0,22.7,1.0,53.0,2011
+68,68,Yeshiva University,United States of America,63.5,53.3,46.7,74.4,49.0,6753.0,5.5,7.0,53.0,2011
+69,71,University of Sydney,Australia,49.8,89.6,61.9,64.3,90.8,41868.0,20.2,28.0,57.0,2011
+70,72,University of Virginia,United States of America,62.0,42.2,55.4,68.6,49.0,23845.0,10.2,12.0,52.0,2011
+71,73,University of Adelaide,Australia,46.5,87.5,38.8,90.5,52.7,20771.0,30.1,26.0,48.0,2011
+72,73,University of Southern California,United States of America,65.4,31.2,48.7,71.9,49.0,36534.0,12.9,20.0,52.0,2011
+73,75,William & Mary,United States of America,53.1,20.9,36.1,95.6,49.0,7867.0,11.8,7.0,54.0,2011
+74,76,Trinity College Dublin,Republic of Ireland,47.7,84.2,45.3,84.4,31.6,15521.0,18.0,25.0,57.0,2011
+75,77,King’s College London,United Kingdom,48.5,85.9,54.5,72.1,44.1,21394.0,11.4,37.0,61.0,2011
+76,78,Stony Brook University,United States of America,48.5,52.2,43.6,85.8,49.0,21908.0,10.9,24.0,50.0,2011
+77,79,Korea Advanced Institute of Science and Technology (KAIST),South Korea,71.3,36.7,63.4,45.5,100.0,9027.0,10.0,9.0,20.0,2011
+78,79,University of Sussex,United Kingdom,42.4,72.8,42.4,91.6,29.1,12001.0,17.4,35.0,54.0,2011
+79,81,The University of Queensland,Australia,51.8,74.2,53.4,69.0,57.1,34718.0,32.7,27.0,53.0,2011
+80,81,University of York,United Kingdom,47.9,66.6,46.2,81.9,36.2,23874.0,18.4,15.0,50.0,2011
+81,83,Heidelberg University,Germany,59.2,63.4,47.5,70.3,39.1,28881.0,24.5,17.0,55.0,2011
+82,83,University of Utah,United States of America,55.8,22.5,54.2,72.0,49.0,25674.0,16.9,9.0,45.0,2011
+83,85,Durham University,United Kingdom,39.8,65.7,44.1,91.0,33.9,15489.0,15.7,24.0,54.0,2011
+84,86,London School of Economics and Political Science,United Kingdom,62.4,99.5,56.2,51.6,38.4,23874.0,18.4,15.0,50.0,2011
+85,87,University of Manchester,United Kingdom,56.5,79.1,56.2,59.2,39.0,34938.0,15.3,34.0,52.0,2011
+86,88,"Royal Holloway, University of London",United Kingdom,37.7,92.9,36.2,93.2,30.5,8747.0,15.9,37.0,57.0,2011
+87,89,Lund University,Sweden,46.3,56.8,60.8,67.6,33.2,28251.0,11.5,15.0,50.0,2011
+88,90,University of Southampton,United Kingdom,50.8,69.0,47.8,72.9,37.7,20925.0,13.5,29.0,53.0,2011
+89,90,University of Zurich,Switzerland,56.6,87.9,47.0,65.0,43.8,26583.0,6.5,19.0,57.0,2011
+90,90,Wake Forest University,United States of America,54.6,24.4,42.9,79.2,49.0,7326.0,4.6,5.0,51.0,2011
+91,93,McMaster University,Canada,44.7,52.1,58.7,68.5,49.0,23823.0,19.3,15.0,53.0,2011
+92,94,University College Dublin,Republic of Ireland,42.4,87.0,36.6,86.3,49.0,22193.0,24.5,23.0,50.0,2011
+93,95,George Washington University,United States of America,60.6,39.6,43.1,70.2,49.0,20541.0,12.0,16.0,56.0,2011
+94,95,University of Arizona,United States of America,52.4,21.9,52.2,70.1,84.2,36429.0,12.7,8.0,52.0,2011
+95,95,University of Basel,Switzerland,50.2,91.3,37.1,78.3,45.8,12551.0,17.3,24.0,54.0,2011
+96,98,"University of Maryland, College Park",United States of America,45.4,35.4,48.6,79.2,49.0,31331.0,8.4,9.0,48.0,2011
+97,99,Dartmouth College,United States of America,44.7,31.0,49.2,79.7,49.0,6178.0,6.6,16.0,47.0,2011
+98,100,École Normale Supérieure de Lyon,France,51.1,37.6,34.4,88.8,26.1,2218.0,8.0,14.0,49.0,2011
+99,101,Technical University of Munich,Germany,50.4,85.3,43.2,71.2,49.0,35565.0,31.5,20.0,33.0,2011
+100,102,University of Helsinki,Finland,49.0,24.2,51.4,75.4,30.2,23505.0,15.1,6.0,66.0,2011
+101,103,University of St Andrews,United Kingdom,44.8,85.7,47.7,72.9,32.6,8338.0,12.7,47.0,56.0,2011
+102,104,Rensselaer Polytechnic Institute,United States of America,50.5,48.0,54.6,64.9,49.0,6671.0,15.0,16.0,30.0,2011
+103,105,"Rutgers, the State University of New Jersey",United States of America,53.4,26.8,64.7,55.7,49.0,37032.0,17.3,8.0,51.0,2011
+104,106,Purdue University,United States of America,57.0,62.6,67.8,43.9,49.0,39256.0,18.1,22.0,42.0,2011
+105,107,National Tsing Hua University,Taiwan,52.2,34.1,52.6,66.9,50.2,10221.0,13.5,5.0,33.0,2011
+106,107,University of Cape Town,South Africa,36.6,83.3,42.1,82.8,49.0,20040.0,12.1,18.0,53.0,2011
+107,109,Pennsylvania State University,United States of America,46.3,19.9,49.2,77.6,44.0,44501.0,12.4,12.0,46.0,2011
+108,109,Seoul National University,South Korea,62.3,44.9,54.1,54.6,43.0,26389.0,13.9,10.0,50.0,2011
+109,111,Hong Kong Baptist University,Hong Kong,32.9,71.8,32.5,97.6,26.7,10441.0,11.0,25.0,61.0,2011
+110,112,Bilkent University,Turkey,34.3,47.7,36.1,95.7,32.4,23874.0,18.4,15.0,50.0,2011
+111,112,Tokyo Institute of Technology,Japan,62.9,24.8,63.4,45.5,60.5,9586.0,7.3,13.0,13.0,2011
+112,114,Eindhoven University of Technology,Netherlands,55.4,44.9,51.7,56.9,99.8,8176.0,16.0,14.0,19.0,2011
+113,115,National Taiwan University,Taiwan,50.3,29.2,59.0,61.6,35.7,31891.0,11.9,7.0,39.0,2011
+114,117,"University of California, Riverside",United States of America,38.6,63.0,47.4,78.3,30.5,20626.0,22.0,12.0,51.0,2011
+115,118,University of Geneva,Switzerland,46.6,95.7,49.7,63.1,32.7,15668.0,15.0,39.0,61.0,2011
+116,119,KU Leuven,Belgium,57.7,29.6,62.9,45.2,97.7,42503.0,41.9,18.0,54.0,2011
+117,120,Nanjing University,China,52.2,50.2,46.2,66.0,43.4,29743.0,13.3,10.0,46.0,2011
+118,120,Queen Mary University of London,United Kingdom,39.7,91.0,44.1,73.5,38.9,14260.0,14.0,40.0,52.0,2011
+119,122,Michigan State University,United States of America,50.4,30.4,52.7,63.7,49.0,44750.0,15.7,15.0,51.0,2011
+120,122,Technical University of Denmark,Denmark,46.2,64.0,46.9,64.6,95.5,9990.0,5.0,18.0,27.0,2011
+121,124,Ghent University,Belgium,52.8,24.7,59.1,52.8,97.1,32166.0,34.1,9.0,57.0,2011
+122,124,Lancaster University,United Kingdom,43.5,73.8,41.9,74.9,28.8,11512.0,14.9,33.0,52.0,2011
+123,124,Leiden University,Netherlands,47.3,40.0,54.9,59.3,100.0,21222.0,17.1,10.0,59.0,2011
+124,127,University of Alberta,Canada,53.7,71.6,58.0,49.7,44.5,36299.0,21.6,23.0,55.0,2011
+125,128,University of Glasgow,United Kingdom,45.6,55.1,50.3,65.1,61.0,22616.0,16.0,29.0,57.0,2011
+126,129,Stockholm University,Sweden,36.9,52.1,49.2,75.9,31.7,31715.0,23.7,8.0,62.0,2011
+127,130,Osaka University,Japan,61.7,20.1,63.4,40.0,73.4,23144.0,7.8,9.0,31.0,2011
+128,130,University of Victoria,Canada,32.9,52.1,48.3,79.1,27.4,17581.0,21.5,11.0,56.0,2011
+129,132,Tohoku University,Japan,60.3,20.1,62.5,41.2,82.3,17200.0,5.0,7.0,25.0,2011
+130,132,University of Freiburg,Germany,52.4,46.2,41.4,64.3,79.8,26467.0,31.2,16.0,52.0,2011
+131,132,University of Iowa,United States of America,48.6,31.7,59.8,54.8,49.0,27526.0,11.6,11.0,52.0,2011
+132,135,University of Bergen,Norway,39.9,66.6,42.1,73.1,41.5,11623.0,11.1,12.0,60.0,2011
+133,136,University of Lausanne,Switzerland,43.1,84.1,50.5,59.1,42.5,11964.0,13.1,22.0,50.0,2011
+134,137,University of Sheffield,United Kingdom,48.9,62.7,49.2,58.4,40.3,23311.0,15.5,31.0,50.0,2011
+135,138,University of Montreal,Canada,56.1,52.1,49.4,51.9,49.0,38264.0,20.3,25.0,57.0,2011
+136,139,VU University Amsterdam,Netherlands,47.6,30.6,51.6,58.5,81.4,23280.0,16.3,6.0,56.0,2011
+137,140,Pierre and Marie Curie University,France,51.9,30.7,37.2,71.5,26.4,27862.0,8.7,18.0,48.0,2011
+138,140,University of Dundee,United Kingdom,34.1,54.4,41.0,79.3,49.3,11628.0,15.3,25.0,60.0,2011
+139,142,University of Barcelona,Spain,34.1,22.3,33.7,91.9,30.0,47491.0,12.2,10.0,62.0,2011
+140,143,Utrecht University,Netherlands,43.4,52.6,53.0,58.8,55.3,30779.0,15.4,7.0,59.0,2011
+141,144,Wageningen University and Research Center,Netherlands,58.5,24.3,48.8,53.0,49.0,9248.0,17.0,21.0,56.0,2011
+142,145,University of Auckland,New Zealand,34.8,94.3,39.2,71.8,61.1,29787.0,18.9,28.0,54.0,2011
+143,145,University of Birmingham,United Kingdom,50.3,73.8,50.7,52.1,34.8,25295.0,16.4,23.0,54.0,2011
+144,147,Alexandria University,Egypt,29.5,19.3,28.0,99.8,36.0,127431.0,23.3,1.0,46.0,2011
+145,147,Uppsala University,Sweden,49.6,77.9,62.2,40.7,39.5,25266.0,18.2,12.0,57.0,2011
+146,149,Hong Kong Polytechnic University,Hong Kong,39.4,82.9,45.7,62.4,57.2,22064.0,25.9,26.0,51.0,2011
+147,149,University of Aberdeen,United Kingdom,37.8,86.1,45.2,64.6,47.0,12938.0,15.8,33.0,54.0,2011
+148,151,Delft University of Technology,Netherlands,55.5,47.4,67.7,29.0,99.4,15920.0,19.4,25.0,26.0,2011
+149,152,"Birkbeck, University of London",United Kingdom,41.2,88.5,35.8,70.6,27.4,9454.0,17.2,38.0,55.0,2011
+150,152,Newcastle University,United Kingdom,42.7,80.5,42.8,63.6,31.1,20174.0,15.2,29.0,50.0,2011
+151,152,University of New South Wales,Australia,49.5,70.7,48.9,51.2,60.0,38309.0,25.9,33.0,47.0,2011
+152,155,Pompeu Fabra University,Spain,35.0,44.1,33.0,84.7,40.0,10901.0,18.3,13.0,59.0,2011
+153,156,Indiana University,United States of America,48.5,37.7,42.5,63.2,49.0,62468.0,13.6,13.0,53.0,2011
+154,156,Iowa State University,United States of America,49.3,23.2,49.6,58.2,49.6,29991.0,17.4,11.0,44.0,2011
+155,158,Georgia Health Sciences University,United States of America,67.3,16.3,41.7,48.9,50.1,23874.0,18.4,15.0,50.0,2011
+156,159,Erasmus University Rotterdam,Netherlands,39.4,58.6,43.6,65.5,49.0,20580.0,18.9,18.0,48.0,2011
+157,159,University of Delaware,United States of America,38.4,16.8,51.9,61.3,100.0,19262.0,15.9,10.0,56.0,2011
+158,161,Arizona State University,United States of America,43.0,24.1,44.1,66.9,49.0,83236.0,29.9,9.0,50.0,2011
+159,161,Boston College,United States of America,40.1,31.6,33.6,78.0,49.0,13216.0,17.4,19.0,54.0,2011
+160,163,National Sun YatSen University,Taiwan,46.1,21.3,50.6,58.9,37.5,9336.0,19.6,4.0,37.0,2011
+161,164,Georgetown University,United States of America,65.1,24.7,44.7,45.0,49.0,15408.0,8.5,14.0,53.0,2011
+162,165,University of Amsterdam,Netherlands,42.5,38.2,49.2,60.2,38.8,24570.0,14.4,11.0,53.0,2011
+163,165,University of Liverpool,United Kingdom,40.8,59.8,47.8,59.6,40.6,18815.0,13.6,30.0,52.0,2011
+164,167,Aarhus University,Denmark,38.1,33.4,55.6,57.3,61.5,23895.0,13.6,14.0,54.0,2011
+165,168,University of Leeds,United Kingdom,46.2,50.0,48.0,55.6,38.3,27703.0,14.7,21.0,58.0,2011
+166,168,University of Würzburg,Germany,48.7,40.3,40.9,60.4,49.0,26576.0,38.4,8.0,57.0,2011
+167,170,University of Groningen,Netherlands,41.7,35.5,56.4,54.1,34.2,24556.0,25.6,12.0,52.0,2011
+168,171,Sun Yatsen University,China,46.2,29.3,34.7,70.2,41.2,51351.0,16.6,8.0,51.0,2011
+169,172,Goethe University Frankfurt,Germany,39.2,56.1,37.3,69.5,41.6,31861.0,9.3,15.0,60.0,2011
+170,173,Bielefeld University,Germany,39.9,52.1,35.7,70.4,49.0,21428.0,67.8,8.0,57.0,2011
+171,174,Nanyang Technological University,Singapore,43.6,96.3,51.7,45.0,40.0,25028.0,16.2,33.0,48.0,2011
+172,174,University of East Anglia,United Kingdom,42.1,62.8,40.4,62.8,29.7,14992.0,14.7,28.0,58.0,2011
+173,174,University of Nottingham,United Kingdom,46.8,74.8,44.1,52.5,38.4,30144.0,15.0,27.0,54.0,2011
+174,177,University of Copenhagen,Denmark,44.1,45.8,45.7,58.3,26.1,27545.0,4.1,19.0,67.0,2011
+175,178,Humboldt University of Berlin,Germany,50.9,46.1,44.5,52.0,27.8,29987.0,52.5,16.0,50.0,2011
+176,178,Monash University,Australia,39.4,87.1,38.8,60.5,40.8,50882.0,40.5,36.0,56.0,2011
+177,178,University of Bonn,Germany,46.8,46.8,33.8,65.3,29.4,32474.0,70.4,13.0,55.0,2011
+178,181,National Chiao Tung University,Taiwan,53.2,57.9,54.4,32.9,98.7,12646.0,16.6,5.0,27.0,2011
+179,182,RWTH Aachen University,Germany,50.0,63.8,42.5,48.9,56.6,37917.0,27.6,16.0,31.0,2011
+180,183,Middle East Technical University,Turkey,39.5,27.2,39.5,66.4,43.9,25779.0,22.2,7.0,44.0,2011
+181,184,University of Exeter,United Kingdom,40.4,62.8,42.5,57.9,32.2,17755.0,18.8,28.0,54.0,2011
+182,185,University of Twente,Netherlands,49.9,62.4,48.3,42.0,49.8,6631.0,12.0,26.0,37.0,2011
+183,186,University of Konstanz,Germany,42.7,93.6,40.1,51.3,49.0,10930.0,59.1,12.0,54.0,2011
+184,187,Karlsruhe Institute of Technology,Germany,45.0,47.3,35.4,60.7,40.0,25294.0,24.6,16.0,26.0,2011
+185,187,University of Innsbruck,Austria,37.9,99.5,34.8,60.2,35.0,18209.0,16.9,39.0,54.0,2011
+186,189,University of Tübingen,Germany,45.9,57.8,36.3,57.3,32.3,28327.0,38.9,12.0,58.0,2011
+187,190,Drexel University,United States of America,45.0,60.6,35.9,58.2,27.4,20713.0,10.8,18.0,48.0,2011
+188,190,University of Cincinnati,United States of America,43.6,18.9,40.4,61.5,32.5,36108.0,15.7,6.0,54.0,2011
+189,190,Yonsei University,South Korea,43.0,28.0,48.7,52.2,40.4,24774.0,11.6,14.0,50.0,2011
+190,193,Dalhousie University,Canada,41.6,44.9,50.2,48.8,49.0,15064.0,14.4,18.0,55.0,2011
+191,193,KTH Royal Institute of Technology,Sweden,49.1,64.2,56.2,29.2,100.0,12062.0,14.6,21.0,30.0,2011
+192,195,University of Vienna,Austria,47.6,63.2,45.7,45.6,27.0,34651.0,20.5,25.0,67.0,2011
+193,196,Kent State University,United States of America,33.5,15.9,33.3,76.8,26.3,23122.0,19.0,8.0,58.0,2011
+194,197,University of Illinois at Chicago,United States of America,57.8,51.8,46.8,34.7,49.0,24313.0,9.2,17.0,53.0,2011
+195,197,Zhejiang University,China,54.6,29.6,41.3,44.3,70.3,47508.0,15.9,5.0,41.0,2011
+196,199,Simon Fraser University,Canada,32.9,51.9,44.2,60.2,37.9,26640.0,28.3,19.0,55.0,2011
+197,199,Swedish University of Agricultural Sciences,Sweden,43.3,52.1,49.5,41.7,99.9,3879.0,4.6,15.0,67.0,2011
+198,1,California Institute of Technology,United States of America,95.7,56.0,98.2,99.9,97.0,2243.0,6.9,27.0,33.0,2012
+199,2,Harvard University,United States of America,95.8,67.5,97.4,99.8,35.9,20152.0,8.9,25.0,50.0,2012
+200,2,Stanford University,United States of America,94.8,57.2,98.9,99.8,63.8,15596.0,7.8,22.0,42.0,2012
+201,4,University of Oxford,United Kingdom,89.5,91.9,96.6,97.9,62.1,19919.0,11.6,34.0,46.0,2012
+202,5,Princeton University,United States of America,91.5,49.6,99.1,100.0,81.0,7929.0,8.4,27.0,45.0,2012
+203,6,University of Cambridge,United Kingdom,90.5,85.3,94.2,97.3,55.5,18812.0,11.8,34.0,46.0,2012
+204,7,Massachusetts Institute of Technology,United States of America,92.7,79.2,87.4,100.0,94.4,11074.0,9.0,33.0,37.0,2012
+205,8,Imperial College London,United Kingdom,88.8,92.2,88.7,93.9,93.1,15060.0,11.7,51.0,37.0,2012
+206,9,University of Chicago,United States of America,89.4,58.8,90.8,99.4,49.0,14221.0,6.9,21.0,42.0,2012
+207,10,"University of California, Berkeley",United States of America,82.8,50.4,99.4,99.4,62.5,36186.0,16.4,15.0,50.0,2012
+208,11,Yale University,United States of America,92.3,55.5,91.2,96.7,34.7,11751.0,4.4,20.0,50.0,2012
+209,12,Columbia University,United States of America,89.1,67.6,81.8,97.8,49.0,25055.0,5.9,28.0,50.0,2012
+210,13,"University of California, Los Angeles",United States of America,85.9,41.0,92.5,97.3,49.0,38206.0,10.3,15.0,52.0,2012
+211,14,Johns Hopkins University,United States of America,78.9,59.9,86.5,97.3,100.0,15128.0,3.6,23.0,50.0,2012
+212,15,ETH Zurich – Swiss Federal Institute of Technology Zurich,Switzerland,79.1,97.5,85.8,87.2,49.0,18178.0,14.7,37.0,31.0,2012
+213,16,University of Pennsylvania,United States of America,87.0,34.3,86.1,97.9,41.9,20376.0,6.5,20.0,51.0,2012
+214,17,University College London,United Kingdom,77.8,91.8,84.3,89.0,41.4,26607.0,10.7,46.0,56.0,2012
+215,18,University of Michigan,United States of America,75.4,47.2,90.0,94.3,53.3,41786.0,9.0,16.0,48.0,2012
+216,19,University of Toronto,Canada,76.9,69.0,87.4,86.5,44.9,66198.0,19.5,15.0,50.0,2012
+217,20,Cornell University,United States of America,70.4,53.4,87.2,93.5,49.0,21424.0,10.2,19.0,48.0,2012
+218,21,Carnegie Mellon University,United States of America,65.7,55.0,79.5,97.4,60.7,11885.0,13.1,35.0,39.0,2012
+219,22,Duke University,United States of America,62.6,46.9,77.9,97.4,100.0,15172.0,4.8,17.0,49.0,2012
+220,22,University of British Columbia,Canada,68.6,88.7,78.6,85.2,40.6,50152.0,17.6,25.0,54.0,2012
+221,24,Georgia Institute of Technology,United States of America,66.6,65.0,73.8,91.9,99.2,19967.0,20.1,26.0,31.0,2012
+222,25,University of Washington,United States of America,70.8,36.9,74.0,98.2,31.8,44020.0,11.8,13.0,53.0,2012
+223,26,Northwestern University,United States of America,66.3,35.3,75.5,98.6,56.6,18334.0,13.8,15.0,48.0,2012
+224,27,University of WisconsinMadison,United States of America,74.3,23.8,77.3,90.6,55.3,39655.0,10.8,11.0,51.0,2012
+225,28,McGill University,Canada,72.8,81.4,78.4,77.1,35.1,31326.0,13.7,23.0,56.0,2012
+226,29,University of Texas at Austin,United States of America,69.5,38.8,76.1,89.6,57.7,49427.0,17.4,9.0,51.0,2012
+227,30,University of Tokyo,Japan,86.1,23.0,80.3,69.1,76.6,26199.0,5.7,10.0,50.0,2012
+228,31,University of Illinois at UrbanaChampaign,United States of America,67.9,50.7,81.3,81.5,49.0,42727.0,18.7,20.0,47.0,2012
+229,32,Karolinska Institute,Sweden,69.9,82.0,73.8,73.1,78.5,7774.0,11.5,22.0,70.0,2012
+230,33,"University of California, San Diego",United States of America,61.4,31.5,72.0,97.8,51.8,27233.0,6.5,11.0,48.0,2012
+231,34,University of Hong Kong,Hong Kong,74.0,83.7,80.1,60.5,64.1,19835.0,17.6,38.0,53.0,2012
+232,35,"University of California, Santa Barbara",United States of America,55.0,52.6,65.3,99.9,85.0,22020.0,27.3,11.0,52.0,2012
+233,36,University of Edinburgh,United Kingdom,63.0,79.8,61.4,92.3,41.3,25774.0,14.1,36.0,58.0,2012
+234,37,University of Melbourne,Australia,62.2,82.5,72.4,80.7,44.4,40128.0,23.7,35.0,55.0,2012
+235,38,Australian National University,Australia,62.8,93.8,75.1,72.6,41.7,14604.0,19.2,35.0,52.0,2012
+236,38,"University of California, Davis",United States of America,68.0,51.4,68.7,83.4,52.5,35364.0,13.9,13.0,54.0,2012
+237,40,National University of Singapore,Singapore,65.7,93.0,79.0,63.4,60.7,31592.0,15.5,34.0,49.0,2012
+238,41,Washington University in St Louis,United States of America,64.0,45.7,58.9,96.1,49.0,12528.0,5.7,17.0,50.0,2012
+239,42,University of Minnesota,United States of America,66.1,25.6,72.5,85.4,49.0,46825.0,18.0,13.0,52.0,2012
+240,43,University of North Carolina at Chapel Hill,United States of America,67.6,20.2,62.6,92.6,35.5,26518.0,7.3,8.0,58.0,2012
+241,44,New York University,United States of America,60.2,38.1,65.4,92.3,30.9,42056.0,6.8,19.0,55.0,2012
+242,45,LMU Munich,Germany,63.8,54.3,59.9,84.6,40.7,35691.0,15.5,13.0,62.0,2012
+243,46,École Polytechnique Fédérale de Lausanne,Switzerland,53.1,98.9,43.9,95.3,46.7,9666.0,10.5,54.0,27.0,2012
+244,47,London School of Economics and Political Science,United Kingdom,66.4,96.0,75.4,50.6,41.1,23874.0,18.4,15.0,50.0,2012
+245,48,University of Manchester,United Kingdom,59.0,80.4,61.1,75.6,37.7,34938.0,15.3,34.0,52.0,2012
+246,49,Brown University,United States of America,59.8,33.4,53.6,93.9,34.9,8653.0,10.1,19.0,50.0,2012
+247,49,Peking University,China,82.3,51.7,64.1,51.0,99.9,40148.0,8.3,14.0,50.0,2012
+248,51,Pennsylvania State University,United States of America,53.5,29.5,66.7,83.4,61.6,44501.0,12.4,12.0,46.0,2012
+249,52,Kyoto University,Japan,76.4,21.1,72.0,56.3,71.7,22809.0,5.6,7.0,50.0,2012
+250,53,Pohang University of Science and Technology,South Korea,56.4,25.0,51.9,92.3,100.0,3055.0,10.1,4.0,20.0,2012
+251,54,Boston University,United States of America,60.7,37.2,46.2,95.6,27.6,24789.0,8.6,17.0,58.0,2012
+252,55,University of Southern California,United States of America,65.8,41.1,48.7,80.2,99.3,36534.0,12.9,20.0,52.0,2012
+253,56,King’s College London,United Kingdom,49.8,90.0,54.2,80.9,40.8,21394.0,11.4,37.0,61.0,2012
+254,57,Ohio State University,United States of America,61.8,42.2,56.2,77.5,49.9,51462.0,13.4,12.0,49.0,2012
+255,58,University of Sydney,Australia,55.4,88.1,65.7,57.2,92.1,41868.0,20.2,28.0,57.0,2012
+256,59,University of Pittsburgh,United States of America,54.3,26.5,53.9,88.7,37.5,26485.0,5.8,10.0,51.0,2012
+257,59,École Normale Supérieure,France,56.6,66.2,33.5,96.4,44.7,2400.0,7.9,20.0,46.0,2012
+258,61,University of Zurich,Switzerland,56.7,87.4,45.9,78.4,43.5,26583.0,6.5,19.0,57.0,2012
+259,62,Hong Kong University of Science and Technology,Hong Kong,51.0,80.1,58.6,71.0,59.0,11385.0,23.8,36.0,50.0,2012
+260,63,École Polytechnique,France,50.4,86.1,38.8,89.1,63.0,2429.0,4.8,30.0,18.0,2012
+261,64,University of Massachusetts,United States of America,54.0,27.3,58.3,80.1,53.2,56959.0,13.0,11.0,49.0,2012
+262,65,McMaster University,Canada,41.9,72.0,49.9,85.5,97.5,23823.0,19.3,15.0,53.0,2012
+263,66,University of Bristol,United Kingdom,44.2,73.7,47.7,89.9,34.8,17906.0,14.0,25.0,53.0,2012
+264,67,KU Leuven,Belgium,52.5,56.7,64.7,63.0,99.9,42503.0,41.9,18.0,54.0,2012
+265,68,Utrecht University,Netherlands,42.8,58.1,53.2,85.7,59.3,30779.0,15.4,7.0,59.0,2012
+266,69,University of Göttingen,Germany,51.4,48.0,50.9,84.1,32.7,25581.0,25.6,12.0,51.0,2012
+267,70,Vanderbilt University,United States of America,52.1,26.8,47.6,86.8,64.4,12161.0,3.6,10.0,52.0,2012
+268,71,Tsinghua University,China,74.1,33.4,70.1,37.4,99.8,39763.0,13.7,10.0,32.0,2012
+269,72,Rice University,United States of America,45.9,39.7,38.0,99.9,36.2,6333.0,9.0,26.0,44.0,2012
+270,73,Heidelberg University,Germany,57.1,62.3,41.5,78.5,37.6,28881.0,24.5,17.0,55.0,2012
+271,74,The University of Queensland,Australia,47.5,80.8,52.3,70.2,62.6,34718.0,32.7,27.0,53.0,2012
+272,75,Emory University,United States of America,48.4,37.3,39.8,90.9,34.4,12338.0,4.5,18.0,56.0,2012
+273,75,Wageningen University and Research Center,Netherlands,50.1,75.9,47.6,66.3,100.0,9248.0,17.0,21.0,56.0,2012
+274,77,Tufts University,United States of America,45.8,41.3,37.4,94.5,35.4,10410.0,10.0,14.0,54.0,2012
+275,77,University of Colorado Boulder,United States of America,39.5,30.8,42.6,98.2,49.0,29325.0,16.1,8.0,45.0,2012
+276,79,Leiden University,Netherlands,45.4,54.4,55.3,71.7,48.6,21222.0,17.1,10.0,59.0,2012
+277,80,Lund University,Sweden,40.4,61.2,58.5,72.8,32.6,28251.0,11.5,15.0,50.0,2012
+278,81,"Rutgers, the State University of New Jersey",United States of America,51.6,25.3,60.0,69.0,49.0,37032.0,17.3,8.0,51.0,2012
+279,81,University of Rochester,United States of America,47.0,45.7,33.5,94.5,36.4,9390.0,4.5,26.0,49.0,2012
+280,83,Durham University,United Kingdom,32.5,75.8,37.9,96.2,30.5,15489.0,15.7,24.0,54.0,2012
+281,84,Pierre and Marie Curie University,France,56.3,66.7,30.5,81.1,26.2,27862.0,8.7,18.0,48.0,2012
+282,85,University of St Andrews,United Kingdom,37.1,89.1,40.2,83.0,34.1,8338.0,12.7,47.0,56.0,2012
+283,86,"University of California, Irvine",United States of America,36.2,36.3,42.3,93.5,45.6,26614.0,16.1,16.0,52.0,2012
+284,87,Uppsala University,Sweden,47.2,59.1,65.1,53.3,43.4,25266.0,18.2,12.0,57.0,2012
+285,88,Technical University of Munich,Germany,50.0,65.2,37.1,76.3,47.2,35565.0,31.5,20.0,33.0,2012
+286,89,University of Notre Dame,United States of America,42.6,33.1,36.2,94.1,27.3,11829.0,13.8,10.0,44.0,2012
+287,90,Dartmouth College,United States of America,44.8,30.6,38.7,89.9,49.0,6178.0,6.6,16.0,47.0,2012
+288,91,University of Helsinki,Finland,39.3,46.8,54.2,75.1,28.9,23505.0,15.1,6.0,66.0,2012
+289,92,University of Amsterdam,Netherlands,41.7,56.4,54.7,68.3,42.5,24570.0,14.4,11.0,53.0,2012
+290,93,Case Western Reserve University,United States of America,54.2,29.9,40.2,78.4,49.0,9259.0,6.4,17.0,48.0,2012
+291,94,Korea Advanced Institute of Science and Technology (KAIST),South Korea,64.2,29.3,54.6,47.1,100.0,9027.0,10.0,9.0,20.0,2012
+292,94,"University of Maryland, College Park",United States of America,41.1,35.3,43.6,85.8,28.5,31331.0,8.4,9.0,48.0,2012
+293,96,Michigan State University,United States of America,47.4,34.0,49.6,73.6,28.0,44750.0,15.7,15.0,51.0,2012
+294,97,University of Arizona,United States of America,45.1,28.4,43.0,78.3,86.0,36429.0,12.7,8.0,52.0,2012
+295,98,Purdue University,United States of America,56.6,52.6,49.4,57.8,49.0,39256.0,18.1,22.0,42.0,2012
+296,99,University of Sussex,United Kingdom,30.6,79.8,34.8,92.0,28.1,12001.0,17.4,35.0,54.0,2012
+297,100,University of Alberta,Canada,50.6,71.9,54.4,51.7,53.7,36299.0,21.6,23.0,55.0,2012
+298,101,University of Sheffield,United Kingdom,44.6,68.2,46.0,67.5,40.2,23311.0,15.5,31.0,50.0,2012
+299,102,University of Glasgow,United Kingdom,37.5,68.1,41.0,77.5,61.4,22616.0,16.0,29.0,57.0,2012
+300,103,University of Cape Town,South Africa,34.3,73.9,41.1,75.3,97.5,20040.0,12.1,18.0,53.0,2012
+301,104,Delft University of Technology,Netherlands,53.5,71.3,66.1,31.2,100.0,15920.0,19.4,25.0,26.0,2012
+302,104,University of Montreal,Canada,54.5,79.5,47.0,48.7,81.3,38264.0,20.3,25.0,57.0,2012
+303,106,Ghent University,Belgium,41.1,47.3,52.2,63.4,97.8,32166.0,34.1,9.0,57.0,2012
+304,107,"Royal Holloway, University of London",United Kingdom,28.6,93.3,24.1,98.2,25.9,8747.0,15.9,37.0,57.0,2012
+305,108,Tokyo Institute of Technology,Japan,56.0,24.9,58.9,49.5,66.3,9586.0,7.3,13.0,13.0,2012
+306,109,Humboldt University of Berlin,Germany,51.3,64.5,54.5,50.1,49.0,29987.0,52.5,16.0,50.0,2012
+307,110,"University of California, Santa Cruz",United States of America,28.5,29.8,36.6,99.9,29.5,17404.0,22.7,1.0,53.0,2012
+308,111,University of Basel,Switzerland,38.9,92.4,21.9,86.0,48.6,12551.0,17.3,24.0,54.0,2012
+309,112,University of Bern,Switzerland,43.0,77.6,34.6,73.5,38.2,14708.0,22.5,14.0,54.0,2012
+310,113,University of Utah,United States of America,42.1,23.3,41.0,82.3,49.0,25674.0,16.9,9.0,45.0,2012
+311,114,Stony Brook University,United States of America,37.7,56.5,28.7,88.3,29.2,21908.0,10.9,24.0,50.0,2012
+312,115,Eindhoven University of Technology,Netherlands,35.6,67.3,48.0,62.1,100.0,8176.0,16.0,14.0,19.0,2012
+313,116,University of Lausanne,Switzerland,27.5,86.7,40.4,77.8,40.3,11964.0,13.1,22.0,50.0,2012
+314,117,Monash University,Australia,40.5,75.8,48.5,57.1,62.2,50882.0,40.5,36.0,56.0,2012
+315,117,Trinity College Dublin,Republic of Ireland,30.3,89.4,23.5,91.7,29.7,15521.0,18.0,25.0,57.0,2012
+316,119,Osaka University,Japan,61.8,21.1,56.5,40.0,75.0,23144.0,7.8,9.0,31.0,2012
+317,120,Tohoku University,Japan,57.7,25.6,55.7,42.9,78.9,17200.0,5.0,7.0,25.0,2012
+318,121,Hebrew University of Jerusalem,Israel,47.7,53.0,56.4,48.4,25.0,17612.0,10.7,5.0,55.0,2012
+319,121,University of York,United Kingdom,36.7,72.7,38.8,71.6,33.9,23874.0,18.4,15.0,50.0,2012
+320,123,Indiana University,United States of America,46.8,37.7,34.5,73.7,49.0,62468.0,13.6,13.0,53.0,2012
+321,124,Seoul National University,South Korea,64.6,16.3,50.8,44.0,42.6,26389.0,13.9,10.0,50.0,2012
+322,125,Aarhus University,Denmark,30.7,69.3,49.0,64.0,67.0,23895.0,13.6,14.0,54.0,2012
+323,125,University of Florida,United States of America,46.7,25.9,59.9,50.9,49.0,50095.0,18.7,9.0,54.0,2012
+324,127,Arizona State University,United States of America,38.2,26.1,39.0,80.3,28.7,83236.0,29.9,9.0,50.0,2012
+325,127,Queen Mary University of London,United Kingdom,29.0,88.8,28.6,83.7,36.6,14260.0,14.0,40.0,52.0,2012
+326,127,University of Southampton,United Kingdom,35.6,78.3,35.5,72.5,39.3,20925.0,13.5,29.0,53.0,2012
+327,130,University of Geneva,Switzerland,34.9,97.5,39.0,65.1,32.7,15668.0,15.0,39.0,61.0,2012
+328,131,Lancaster University,United Kingdom,32.6,78.6,35.7,75.4,27.5,11512.0,14.9,33.0,52.0,2012
+329,131,Stockholm University,Sweden,25.0,48.8,36.0,90.2,26.8,31715.0,23.7,8.0,62.0,2012
+330,133,University of Leeds,United Kingdom,44.6,64.8,43.9,57.1,36.4,27703.0,14.7,21.0,58.0,2012
+331,134,University of Groningen,Netherlands,32.4,47.3,52.4,62.4,59.9,24556.0,25.6,12.0,52.0,2012
+332,135,George Washington University,United States of America,44.2,38.3,33.6,73.2,49.0,20541.0,12.0,16.0,56.0,2012
+333,135,University of Copenhagen,Denmark,37.8,74.8,31.6,72.1,37.0,27545.0,4.1,19.0,67.0,2012
+334,135,University of Virginia,United States of America,37.0,26.4,42.2,74.7,34.7,23845.0,10.2,12.0,52.0,2012
+335,138,Georgetown University,United States of America,52.5,29.1,40.4,57.7,49.0,15408.0,8.5,14.0,53.0,2012
+336,139,University of Vienna,Austria,49.5,86.6,41.2,45.2,25.4,34651.0,20.5,25.0,67.0,2012
+337,140,University of Nottingham,United Kingdom,40.2,72.6,40.0,57.6,36.7,30144.0,15.0,27.0,54.0,2012
+338,141,University of Iowa,United States of America,47.7,21.9,42.1,61.3,49.0,27526.0,11.6,11.0,52.0,2012
+339,141,École Normale Supérieure de Lyon,France,35.3,58.8,21.4,85.1,25.1,2218.0,8.0,14.0,49.0,2012
+340,143,"University of California, Riverside",United States of America,27.8,30.0,30.9,89.6,31.0,20626.0,22.0,12.0,51.0,2012
+341,144,Rensselaer Polytechnic Institute,United States of America,31.7,32.7,40.4,73.6,49.0,6671.0,15.0,16.0,30.0,2012
+342,145,University of East Anglia,United Kingdom,26.5,68.5,26.1,85.6,28.0,14992.0,14.7,28.0,58.0,2012
+343,146,Newcastle University,United Kingdom,34.2,76.2,28.4,72.2,32.3,20174.0,15.2,29.0,50.0,2012
+344,146,William & Mary,United States of America,40.0,19.7,18.9,90.7,27.0,7867.0,11.8,7.0,54.0,2012
+345,148,University of Birmingham,United Kingdom,42.6,70.3,42.6,50.6,36.0,25295.0,16.4,23.0,54.0,2012
+346,149,"Birkbeck, University of London",United Kingdom,25.9,85.3,25.8,80.8,25.1,9454.0,17.2,38.0,55.0,2012
+347,150,Brandeis University,United States of America,25.3,40.3,27.3,90.2,33.7,5495.0,12.6,22.0,55.0,2012
+348,151,Chinese University of Hong Kong,Hong Kong,47.0,69.5,50.2,37.8,36.4,17916.0,10.2,22.0,53.0,2012
+349,151,Free University of Berlin,Germany,46.3,62.1,48.5,42.5,30.6,33062.0,39.3,20.0,58.0,2012
+350,151,University of Aberdeen,United Kingdom,30.6,84.8,32.2,67.7,44.4,12938.0,15.8,33.0,54.0,2012
+351,154,National Taiwan University,Taiwan,47.8,20.7,58.5,39.2,40.0,31891.0,11.9,7.0,39.0,2012
+352,154,Yeshiva University,United States of America,43.6,26.4,27.0,75.3,49.0,6753.0,5.5,7.0,53.0,2012
+353,156,University of Exeter,United Kingdom,31.3,73.4,33.3,67.8,35.4,17755.0,18.8,28.0,54.0,2012
+354,157,Erasmus University Rotterdam,Netherlands,28.8,65.0,27.2,77.4,45.0,20580.0,18.9,18.0,48.0,2012
+355,157,University of Warwick,United Kingdom,39.7,85.5,44.5,45.0,31.3,18529.0,16.6,37.0,48.0,2012
+356,159,Radboud University Nijmegen,Netherlands,27.7,52.3,43.8,65.5,33.1,17713.0,13.0,10.0,58.0,2012
+357,159,University College Dublin,Republic of Ireland,25.2,83.2,23.7,80.5,32.3,22193.0,24.5,23.0,50.0,2012
+358,159,VU University Amsterdam,Netherlands,30.4,48.0,35.3,70.2,63.2,23280.0,16.3,6.0,56.0,2012
+359,162,Medical University of South Carolina,United States of America,43.9,23.9,38.9,56.6,87.8,23874.0,18.4,15.0,50.0,2012
+360,162,Wake Forest University,United States of America,36.4,17.2,21.6,86.1,49.1,7326.0,4.6,5.0,51.0,2012
+361,164,Texas A&M University,United States of America,42.3,36.0,51.8,45.7,43.8,50657.0,21.4,9.0,47.0,2012
+362,164,University of Reading,United Kingdom,36.9,75.1,38.6,55.4,31.6,12050.0,14.8,28.0,55.0,2012
+363,166,Tel Aviv University,Israel,47.3,30.1,60.7,33.0,35.0,23977.0,24.4,4.0,50.0,2012
+364,167,University of Illinois at Chicago,United States of America,53.3,27.2,43.9,43.3,38.6,24313.0,9.2,17.0,53.0,2012
+365,168,RWTH Aachen University,Germany,36.1,67.1,25.1,67.2,61.8,37917.0,27.6,16.0,31.0,2012
+366,169,Nanyang Technological University,Singapore,41.4,89.8,47.8,34.5,44.4,25028.0,16.2,33.0,48.0,2012
+367,169,Paris Diderot University – Paris 7,France,23.3,70.7,18.7,88.9,49.0,27756.0,14.8,17.0,63.0,2012
+368,169,Université Catholique de Louvain,Belgium,29.2,72.5,34.7,65.5,30.8,28856.0,42.0,19.0,54.0,2012
+369,172,University of Miami,United States of America,45.7,30.3,23.3,70.3,49.0,15286.0,5.7,14.0,50.0,2012
+370,173,Queen’s University,Canada,39.7,65.0,36.1,49.3,87.5,20488.0,22.1,10.0,58.0,2012
+371,173,University of Auckland,New Zealand,28.3,92.9,35.0,55.7,76.6,29787.0,18.9,28.0,54.0,2012
+372,173,University of New South Wales,Australia,36.1,85.1,40.2,46.8,53.1,38309.0,25.9,33.0,47.0,2012
+373,176,University of Dundee,United Kingdom,20.8,62.5,20.1,87.1,55.3,11628.0,15.3,25.0,60.0,2012
+374,177,University of Victoria,Canada,16.8,70.5,31.5,79.2,26.8,17581.0,21.5,11.0,56.0,2012
+375,178,Technical University of Denmark,Denmark,31.9,65.2,24.1,66.8,95.7,9990.0,5.0,18.0,27.0,2012
+376,178,University of São Paulo,Brazil,61.7,22.9,58.0,18.8,33.3,81402.0,14.6,4.0,48.0,2012
+377,180,University of Delaware,United States of America,26.4,29.8,37.2,66.7,98.0,19262.0,15.9,10.0,56.0,2012
+378,181,Goethe University Frankfurt,Germany,30.5,57.6,21.7,75.1,42.4,31861.0,9.3,15.0,60.0,2012
+379,181,University of Liverpool,United Kingdom,34.8,73.1,33.5,55.6,37.1,18815.0,13.6,30.0,52.0,2012
+380,181,University of Oslo,Norway,33.5,63.9,36.9,56.6,29.0,27139.0,18.8,18.0,50.0,2012
+381,184,Iowa State University,United States of America,32.8,28.3,30.1,70.4,49.2,29991.0,17.4,11.0,44.0,2012
+382,185,University of Ottawa,Canada,38.9,49.6,34.8,54.8,36.9,36733.0,26.3,15.0,60.0,2012
+383,186,Pompeu Fabra University,Spain,23.4,54.3,16.1,87.6,37.6,10901.0,18.3,13.0,59.0,2012
+384,187,KTH Royal Institute of Technology,Sweden,40.9,82.1,39.5,34.1,100.0,12062.0,14.6,21.0,30.0,2012
+385,187,University of Tübingen,Germany,34.4,58.1,24.1,67.6,31.0,28327.0,38.9,12.0,58.0,2012
+386,189,University of Freiburg,Germany,35.7,55.6,18.7,67.8,81.8,26467.0,31.2,16.0,52.0,2012
+387,189,University of Western Australia,Australia,32.1,90.0,35.8,47.8,58.7,20851.0,20.7,27.0,50.0,2012
+388,191,University of Bergen,Norway,29.0,73.5,26.6,65.2,42.1,11623.0,11.1,12.0,60.0,2012
+389,192,University of Science and Technology of China,China,38.9,14.8,23.5,73.6,29.7,14290.0,7.9,2.0,50.0,2012
+390,193,City University of Hong Kong,Hong Kong,30.2,61.6,35.0,57.4,50.1,10015.0,7.1,28.0,51.0,2012
+391,194,University of Konstanz,Germany,29.0,63.7,29.7,62.8,49.9,10930.0,59.1,12.0,54.0,2012
+392,195,Boston College,United States of America,26.5,41.4,18.9,83.5,24.2,13216.0,17.4,19.0,54.0,2012
+393,196,Karlsruhe Institute of Technology,Germany,34.6,64.9,19.6,65.5,35.6,25294.0,24.6,16.0,26.0,2012
+394,197,Georgia Health Sciences University,United States of America,49.0,32.1,14.2,63.5,40.7,23874.0,18.4,15.0,50.0,2012
+395,197,Maastricht University,Netherlands,30.6,86.4,30.5,53.9,49.0,15626.0,18.9,48.0,56.0,2012
+396,197,University of Leicester,United Kingdom,27.6,84.9,30.3,56.3,34.4,14541.0,13.4,35.0,54.0,2012
+397,200,University of Twente,Netherlands,32.9,56.2,30.4,54.4,76.8,6631.0,12.0,26.0,37.0,2012
+398,201225,Autonomous University of Barcelona,Spain,33.7,45.9,27.9,57.9,37.0,30538.0,12.3,10.0,59.0,2012
+399,201225,Bilkent University,Turkey,27.9,48.5,22.3,60.8,29.4,23874.0,18.4,15.0,50.0,2012
+400,201225,Cardiff University,United Kingdom,28.9,67.8,34.0,51.7,35.5,23347.0,13.1,23.0,57.0,2012
+401,201225,Colorado School of Mines,United States of America,24.6,38.4,22.8,63.7,99.4,5287.0,18.2,12.0,26.0,2012
+402,201225,Nagoya University,Japan,45.5,21.2,39.2,43.8,33.1,15529.0,7.9,10.0,29.0,2012
+403,201225,National Tsing Hua University,Taiwan,42.7,17.7,44.5,39.7,46.8,10221.0,13.5,5.0,33.0,2012
+404,201225,Northeastern University,United States of America,30.4,38.0,18.9,70.0,31.1,18539.0,15.1,26.0,50.0,2012
+405,201225,Technion Israel Institute of Technology,Israel,38.7,48.9,45.0,34.0,33.6,13855.0,19.4,4.0,35.0,2012
+406,201225,Tulane University,United States of America,28.0,29.8,34.1,58.8,49.0,11381.0,8.4,8.0,56.0,2012
+407,201225,Ulm University,Germany,40.8,50.8,18.8,46.7,69.8,9187.0,11.2,10.0,47.0,2012
+408,201225,Umeå University,Sweden,20.8,52.0,29.2,59.4,26.3,16667.0,11.9,7.0,60.0,2012
+409,201225,University at Buffalo,United States of America,44.3,49.2,35.6,42.0,40.9,25668.0,19.0,19.0,47.0,2012
+410,201225,University of Adelaide,Australia,32.2,81.7,33.4,43.8,50.7,20771.0,30.1,26.0,48.0,2012
+411,201225,University of Barcelona,Spain,24.5,44.1,22.2,71.9,29.5,47491.0,12.2,10.0,62.0,2012
+412,201225,University of Cincinnati,United States of America,29.0,20.6,24.9,69.0,32.9,36108.0,15.7,6.0,54.0,2012
+413,201225,University of Essex,United Kingdom,31.7,90.1,35.9,37.0,28.3,12695.0,19.8,39.0,55.0,2012
+414,201225,University of Georgia,United States of America,44.4,30.6,36.4,37.3,27.7,33119.0,19.9,7.0,57.0,2012
+415,201225,University of Gothenburg,Sweden,25.8,48.4,37.7,55.7,37.7,26420.0,16.4,12.0,50.0,2012
+416,201225,University of Innsbruck,Austria,23.1,90.7,13.8,65.7,32.8,18209.0,16.9,39.0,54.0,2012
+417,201225,University of Medicine and Dentistry of New Jersey,United States of America,48.5,31.0,14.4,55.6,34.3,23874.0,18.4,15.0,50.0,2012
+418,201225,University of Otago,New Zealand,24.5,88.8,28.0,48.0,27.8,18600.0,20.3,21.0,57.0,2012
+419,201225,University of South Carolina,United States of America,34.3,26.0,29.3,52.1,27.3,29336.0,16.3,1.0,55.0,2012
+420,201225,University of Strasbourg,France,26.7,70.4,17.3,70.3,32.1,46208.0,17.8,21.0,58.0,2012
+421,201225,University of Waterloo,Canada,35.8,62.1,44.2,32.5,32.7,30726.0,24.2,14.0,45.0,2012
+422,201225,University of Western Ontario,Canada,38.8,55.7,34.3,38.5,41.9,27387.0,20.7,16.0,54.0,2012
+423,201225,University of Würzburg,Germany,31.3,44.0,18.0,63.0,27.9,26576.0,38.4,8.0,57.0,2012
+424,201225,Université Libre de Bruxelles,Belgium,23.6,80.4,25.9,53.5,52.8,23819.0,26.1,32.0,54.0,2012
+425,226250,Carleton University,Canada,17.0,58.6,24.2,61.6,49.0,25036.0,29.8,18.0,47.0,2012
+426,226250,Chalmers University of Technology,Sweden,25.9,66.0,37.2,36.3,79.3,8605.0,11.6,15.0,30.0,2012
+427,226250,Colorado State University,United States of America,26.9,25.5,32.0,51.2,49.0,26769.0,19.0,5.0,52.0,2012
+428,226250,Creighton University,United States of America,43.6,25.0,10.5,55.7,24.2,7086.0,8.3,2.0,57.0,2012
+429,226250,Dalhousie University,Canada,25.5,64.8,30.7,43.0,72.5,15064.0,14.4,18.0,55.0,2012
+430,226250,Drexel University,United States of America,36.9,37.8,12.2,59.4,29.9,20713.0,10.8,18.0,48.0,2012
+431,226250,Fudan University,China,42.4,36.1,26.2,42.9,40.5,32175.0,12.2,11.0,50.0,2012
+432,226250,Korea University,South Korea,39.5,23.4,39.6,30.2,49.7,24043.0,15.8,14.0,50.0,2012
+433,226250,Macquarie University,Australia,21.3,93.0,23.2,46.5,42.3,27930.0,20.0,44.0,55.0,2012
+434,226250,National Chiao Tung University,Taiwan,36.4,24.2,44.5,25.1,100.0,12646.0,16.6,5.0,27.0,2012
+435,226250,Simon Fraser University,Canada,19.6,56.8,30.0,53.0,37.6,26640.0,28.3,19.0,55.0,2012
+436,226250,State University of New York Albany,United States of America,25.7,25.9,30.8,53.5,92.9,15387.0,18.5,8.0,51.0,2012
+437,226250,Swedish University of Agricultural Sciences,Sweden,28.9,43.5,22.2,49.8,100.0,3879.0,4.6,15.0,67.0,2012
+438,226250,Tokyo Metropolitan University,Japan,19.0,17.8,10.3,84.3,27.6,9303.0,9.9,4.0,35.0,2012
+439,226250,University of Bologna,Italy,32.7,34.9,22.0,52.1,32.2,85532.0,22.9,7.0,56.0,2012
+440,226250,University of Calgary,Canada,34.0,42.7,34.4,39.7,39.5,28341.0,16.5,17.0,53.0,2012
+441,226250,University of Hamburg,Germany,35.2,56.3,21.3,50.0,27.4,23874.0,18.4,15.0,50.0,2012
+442,226250,University of Milan,Italy,37.1,34.3,24.3,51.3,35.0,58618.0,24.3,5.0,60.0,2012
+443,226250,University of MilanBicocca,Italy,22.5,33.2,12.3,78.3,35.6,33370.0,72.5,5.0,60.0,2012
+444,226250,University of Missouri,United States of America,38.5,26.9,33.7,37.7,26.5,29885.0,14.1,5.0,53.0,2012
+445,226250,University of Padua,Italy,24.2,34.3,26.0,56.2,31.1,62577.0,18.3,4.0,56.0,2012
+446,226250,University of Trieste,Italy,16.7,45.5,12.9,76.9,31.3,18135.0,25.8,9.0,56.0,2012
+447,226250,Yonsei University,South Korea,41.5,23.3,33.6,36.9,47.9,24774.0,11.6,14.0,50.0,2012
+448,251275,Bangor University,United Kingdom,24.9,67.1,23.8,48.0,29.0,9567.0,19.5,22.0,55.0,2012
+449,251275,Bielefeld University,Germany,19.1,45.2,17.0,61.6,28.6,21428.0,67.8,8.0,57.0,2012
+450,251275,Brunel University London,United Kingdom,17.4,89.9,20.3,51.7,30.0,12613.0,17.6,38.0,46.0,2012
+451,251275,Hong Kong Polytechnic University,Hong Kong,30.1,62.5,37.3,22.2,72.8,22064.0,25.9,26.0,51.0,2012
+452,251275,Johannes Kepler University of Linz,Austria,18.4,56.6,11.1,62.8,73.4,19646.0,29.1,10.0,48.0,2012
+453,251275,Kyushu University,Japan,46.8,19.5,30.7,23.2,75.1,18925.0,6.7,8.0,28.0,2012
+454,251275,Nanjing University,China,40.9,25.0,24.2,42.3,42.9,29743.0,13.3,10.0,46.0,2012
+455,251275,National Sun YatSen University,Taiwan,24.9,16.0,30.4,48.5,42.1,9336.0,19.6,4.0,37.0,2012
+456,251275,Norwegian University of Science and Technology,Norway,26.9,57.7,26.9,41.5,49.7,17381.0,13.9,9.0,46.0,2012
+457,251275,Queen’s University Belfast,United Kingdom,26.5,89.5,21.3,42.0,41.9,17940.0,17.9,30.0,54.0,2012
+458,251275,Ruhr University Bochum,Germany,34.9,46.6,28.3,36.0,59.7,38675.0,46.3,13.0,48.0,2012
+459,251275,Stellenbosch University,South Africa,25.4,44.4,30.0,36.6,99.6,21849.0,23.0,8.0,53.0,2012
+460,251275,Tilburg University,Netherlands,22.6,69.1,49.4,23.6,36.0,7576.0,22.4,10.0,49.0,2012
+461,251275,TU Dresden,Germany,27.3,49.2,13.8,57.4,31.9,35487.0,37.4,12.0,42.0,2012
+462,251275,University of Bath,United Kingdom,25.2,80.6,23.2,39.9,38.9,12830.0,18.8,30.0,46.0,2012
+463,251275,University of Graz,Austria,24.9,63.8,14.0,55.1,25.5,20584.0,26.8,12.0,65.0,2012
+464,251275,University of Kiel,Germany,29.3,47.3,20.9,52.1,33.6,24444.0,23.8,8.0,53.0,2012
+465,251275,University of Southern Denmark,Denmark,19.7,73.7,12.4,58.0,67.9,22210.0,12.7,16.0,52.0,2012
+466,251275,University of Texas at Dallas,United States of America,23.6,35.9,36.7,44.2,31.1,16306.0,22.8,23.0,44.0,2012
+467,251275,University of the Witwatersrand,South Africa,25.6,71.7,32.4,32.7,100.0,23321.0,18.6,9.0,56.0,2012
+468,251275,University of Tsukuba,Japan,37.2,27.2,26.2,41.4,32.0,15930.0,12.6,16.0,38.0,2012
+469,251275,University of Wollongong,Australia,21.4,88.7,23.0,43.5,40.4,16489.0,25.4,24.0,50.0,2012
+470,251275,Victoria University of Wellington,New Zealand,16.5,89.0,21.5,51.1,25.8,17142.0,21.1,21.0,55.0,2012
+471,251275,Virginia Polytechnic Institute and State University,United States of America,36.9,25.1,40.4,30.3,24.2,30850.0,18.6,10.0,42.0,2012
+472,251275,Wayne State University,United States of America,34.7,24.6,16.4,55.2,49.0,23065.0,10.7,7.0,57.0,2012
+473,276300,Aberystwyth University,United Kingdom,19.8,63.8,15.5,56.6,35.5,9252.0,19.2,18.0,48.0,2012
+474,276300,Autonomous University of Madrid,Spain,28.8,39.7,21.4,47.5,32.5,28296.0,13.0,15.0,56.0,2012
+475,276300,Hokkaido University,Japan,44.5,18.8,34.3,21.6,38.7,18162.0,8.2,9.0,29.0,2012
+476,276300,Hong Kong Baptist University,Hong Kong,20.0,58.9,11.2,59.7,25.3,10441.0,11.0,25.0,61.0,2012
+477,276300,Istanbul Technical University,Turkey,25.1,18.9,18.2,48.9,99.1,34550.0,16.0,5.0,34.0,2012
+478,276300,Lomonosov Moscow State University,Russian Federation,47.9,53.3,27.5,11.0,80.0,30822.0,7.7,20.0,43.0,2012
+479,276300,Middle East Technical University,Turkey,37.0,23.5,28.9,35.1,43.2,25779.0,22.2,7.0,44.0,2012
+480,276300,Montpellier University,France,24.3,52.9,8.7,62.3,24.9,36731.0,18.4,14.0,51.0,2012
+481,276300,Queensland University of Technology,Australia,21.0,76.7,26.7,35.5,62.5,33391.0,35.8,17.0,54.0,2012
+482,276300,State University of Campinas,Brazil,52.3,19.1,33.1,15.2,43.2,27095.0,15.3,3.0,48.0,2012
+483,276300,Sun Yatsen University,China,33.3,20.7,14.3,50.5,42.1,51351.0,16.6,8.0,51.0,2012
+484,276300,Technical University of Darmstadt,Germany,28.0,71.0,15.5,39.2,45.1,20300.0,53.6,18.0,28.0,2012
+485,276300,Tokyo Medical and Dental University (TMDU),Japan,42.8,18.0,22.6,36.7,40.8,2872.0,3.3,7.0,51.0,2012
+486,276300,UiT The Arctic University of Norway,Norway,24.4,63.5,14.4,53.0,32.8,10398.0,12.2,10.0,60.0,2012
+487,276300,University of Antwerp,Belgium,21.8,70.7,10.9,55.3,56.2,12346.0,30.3,16.0,56.0,2012
+488,276300,University of Crete,Greece,13.1,42.6,12.6,66.7,33.2,14650.0,26.9,5.0,63.0,2012
+489,276300,University of Guelph,Canada,24.2,33.3,31.4,38.6,48.9,21643.0,28.3,4.0,60.0,2012
+490,276300,University of Iceland,Iceland,10.7,56.9,17.3,62.4,75.4,13960.0,25.9,8.0,66.0,2012
+491,276300,University of Kansas,United States of America,33.2,23.5,20.1,43.0,27.6,23874.0,18.4,15.0,50.0,2012
+492,276300,University of Münster,Germany,27.8,43.3,18.5,49.1,35.1,39838.0,46.1,8.0,53.0,2012
+493,276300,University of Newcastle,Australia,18.2,76.3,27.1,35.8,64.8,23508.0,21.9,18.0,56.0,2012
+494,276300,University of Texas at San Antonio,United States of America,14.1,22.6,15.4,70.3,25.3,27520.0,26.9,6.0,48.0,2012
+495,276300,University of Trento,Italy,21.9,49.7,20.0,51.5,51.0,16841.0,43.2,8.0,51.0,2012
+496,276300,York University,Canada,19.9,57.7,27.7,41.2,41.7,48007.0,39.4,9.0,59.0,2012
+497,301350,Aalborg University,Denmark,19.0,75.3,20.0,27.1,36.4,17422.0,15.9,15.0,48.0,2012
+498,301350,Aalto University,Finland,26.2,49.0,22.2,37.5,61.9,16099.0,24.2,17.0,32.0,2012
+499,301350,Alexandria University,Egypt,15.2,31.6,7.8,61.4,34.5,127431.0,23.3,1.0,46.0,2012
+500,301350,BarIlan University,Israel,27.9,47.0,32.2,15.7,28.5,17503.0,16.0,5.0,59.0,2012
+501,301350,"Binghamton University, State University of New York",United States of America,18.7,30.8,20.3,46.2,29.5,15799.0,23.3,14.0,48.0,2012
+502,301350,Boğaziçi University,Turkey,24.5,36.2,19.7,45.7,34.7,11506.0,25.0,7.0,50.0,2012
+503,301350,Charles Darwin University,Australia,16.4,46.7,19.4,52.6,31.3,5570.0,25.4,15.0,67.0,2012
+504,301350,Charles University in Prague,Czech Republic,32.3,51.4,24.6,31.0,24.5,51438.0,13.0,15.0,62.0,2012
+505,301350,George Mason University,United States of America,29.3,23.8,17.7,42.6,25.1,26622.0,17.0,7.0,54.0,2012
+506,301350,Indian Institute of Technology Bombay,India,43.8,14.3,15.7,38.8,24.2,8327.0,14.9,1.0,16.0,2012
+507,301350,Jagiellonian University,Poland,25.1,39.5,16.0,43.1,25.8,42835.0,11.5,5.0,67.0,2012
+508,301350,Keele University,United Kingdom,18.0,62.6,18.1,39.8,28.1,8397.0,15.7,20.0,55.0,2012
+509,301350,Keio University,Japan,32.3,18.3,21.9,26.1,40.0,33751.0,11.9,5.0,32.0,2012
+510,301350,Kent State University,United States of America,15.9,26.9,13.9,58.3,24.6,23122.0,19.0,8.0,58.0,2012
+511,301350,Lehigh University,United States of America,20.2,26.5,18.1,44.9,38.6,6300.0,11.3,15.0,44.0,2012
+512,301350,Linköping University,Sweden,19.6,48.6,18.9,42.8,31.8,17866.0,7.7,10.0,52.0,2012
+513,301350,National Taiwan University of Science and Technology (Taiwan Tech),Taiwan,24.3,15.6,37.0,19.4,42.9,7446.0,17.4,11.0,34.0,2012
+514,301350,Plymouth University,United Kingdom,12.9,49.0,13.7,58.1,25.8,24121.0,25.9,13.0,52.0,2012
+515,301350,Polytechnic University of Milan,Italy,24.1,33.6,17.6,33.9,69.8,30025.0,22.2,12.0,34.0,2012
+516,301350,Sapienza University of Rome,Italy,29.6,32.4,27.2,29.2,32.8,120986.0,32.3,7.0,59.0,2012
+517,301350,Shanghai Jiao Tong University,China,39.4,20.5,29.7,19.1,85.2,38191.0,12.8,6.0,37.0,2012
+518,301350,Sharif University of Technology,Iran,28.5,12.7,29.7,19.3,93.1,10977.0,18.7,0.0,27.0,2012
+519,301350,Sungkyunkwan University (SKKU),South Korea,31.4,26.6,32.1,23.9,99.4,24365.0,20.3,9.0,39.0,2012
+520,301350,University College Cork,Republic of Ireland,20.6,77.0,19.2,29.4,36.8,15805.0,22.3,15.0,55.0,2012
+521,301350,University of Aveiro,Portugal,17.0,48.4,15.9,40.9,34.7,10791.0,17.8,10.0,51.0,2012
+522,301350,University of Canterbury,New Zealand,17.3,76.3,24.3,30.5,26.6,12187.0,16.5,20.0,51.0,2012
+523,301350,University of Eastern Finland,Finland,23.2,33.5,16.1,51.1,30.2,10798.0,17.3,6.0,64.0,2012
+524,301350,University of Ferrara,Italy,15.8,37.1,14.1,59.3,34.3,18882.0,30.2,7.0,56.0,2012
+525,301350,University of Hertfordshire,United Kingdom,12.2,76.5,7.7,55.5,27.1,19665.0,19.4,27.0,54.0,2012
+526,301350,University of Houston,United States of America,36.5,27.7,23.6,23.6,31.2,40325.0,43.7,9.0,50.0,2012
+527,301350,University of Hull,United Kingdom,14.5,66.2,16.7,40.2,28.1,15141.0,18.7,20.0,52.0,2012
+528,301350,University of Liège,Belgium,23.5,68.7,16.4,38.9,64.8,20951.0,25.9,23.0,54.0,2012
+529,301350,University of Manitoba,Canada,29.5,40.2,31.7,27.7,40.7,28576.0,27.8,11.0,55.0,2012
+530,301350,"University of Maryland, Baltimore County",United States of America,17.6,18.6,14.5,52.8,29.9,13908.0,18.1,7.0,46.0,2012
+531,301350,University of Modena and Reggio Emilia,Italy,14.5,26.8,15.7,50.8,27.9,19693.0,25.3,6.0,54.0,2012
+532,301350,University of Oklahoma,United States of America,33.8,20.7,16.1,31.6,32.3,23874.0,18.4,15.0,50.0,2012
+533,301350,University of Pisa,Italy,18.3,26.2,18.5,50.8,35.3,47247.0,18.0,4.0,52.0,2012
+534,301350,University of Porto,Portugal,17.7,42.0,13.0,43.9,33.7,32720.0,18.8,9.0,54.0,2012
+535,301350,University of South Florida,United States of America,22.1,15.0,30.1,36.6,94.4,31424.0,21.5,10.0,50.0,2012
+536,301350,University of Stirling,United Kingdom,18.2,69.5,22.2,42.0,26.6,7828.0,15.9,22.0,61.0,2012
+537,301350,University of Surrey,United Kingdom,32.6,81.5,25.2,12.4,46.9,12063.0,16.6,38.0,55.0,2012
+538,301350,University of Tampere,Finland,22.5,38.3,22.1,44.4,55.1,10045.0,9.5,4.0,66.0,2012
+539,301350,University of Tasmania,Australia,18.5,70.5,15.0,34.9,42.1,18340.0,23.8,21.0,57.0,2012
+540,301350,University of Valencia,Spain,15.8,36.4,10.2,64.3,32.1,58413.0,15.4,9.0,60.0,2012
+541,301350,University of Waikato,New Zealand,13.3,87.0,13.9,47.8,24.5,10159.0,17.0,25.0,57.0,2012
+542,301350,University of Warsaw,Poland,21.6,35.8,15.7,44.3,49.0,49292.0,14.1,7.0,67.0,2012
+543,301350,Vienna University of Technology,Austria,26.3,82.5,14.1,24.3,35.2,26419.0,52.0,27.0,27.0,2012
+544,301350,Vrije Universiteit Brussel,Belgium,23.4,49.4,21.1,36.7,66.2,9020.0,17.1,16.0,55.0,2012
+545,301350,Washington State University,United States of America,28.8,31.0,24.5,33.5,34.3,24550.0,18.3,7.0,50.0,2012
+546,301350,Zhejiang University,China,38.8,13.9,27.2,23.0,84.4,47508.0,15.9,5.0,41.0,2012
+547,350400,Aston University,United Kingdom,16.2,84.5,19.9,11.7,26.8,23874.0,18.4,15.0,50.0,2012
+548,350400,Auburn University,United States of America,33.7,22.5,18.7,10.3,47.3,22386.0,17.6,4.0,51.0,2012
+549,350400,Clemson University,United States of America,20.8,28.5,17.0,25.5,30.8,19198.0,17.1,8.0,46.0,2012
+550,350400,Curtin University,Australia,17.1,91.4,12.3,28.7,31.3,30333.0,17.1,38.0,53.0,2012
+551,350400,Deakin University,Australia,17.7,56.3,16.8,26.2,27.9,32713.0,30.4,17.0,60.0,2012
+552,350400,Flinders University,Australia,18.2,59.9,19.1,20.3,36.2,15655.0,22.6,15.0,63.0,2012
+553,350400,Georgia State University,United States of America,19.6,27.9,20.2,34.4,39.1,28534.0,20.4,5.0,59.0,2012
+554,350400,Griffith University,Australia,15.7,79.0,16.2,20.3,30.7,30251.0,22.0,21.0,50.0,2012
+555,350400,Harbin Institute of Technology,China,29.0,21.0,12.5,21.0,97.2,31658.0,10.8,7.0,29.0,2012
+556,350400,HeriotWatt University,United Kingdom,21.5,82.6,16.2,18.8,41.1,8773.0,17.8,43.0,41.0,2012
+557,350400,Hiroshima University,Japan,27.7,18.8,16.3,20.1,39.4,14686.0,8.2,5.0,36.0,2012
+558,350400,Kansas State University,United States of America,20.9,23.6,13.8,33.9,36.0,21379.0,15.1,10.0,50.0,2012
+559,350400,Kobe University,Japan,28.3,18.1,15.5,24.3,33.5,15885.0,8.4,6.0,33.0,2012
+560,350400,Kyung Hee University,South Korea,37.1,31.4,17.9,6.6,79.9,24356.0,17.4,14.0,50.0,2012
+561,350400,La Trobe University,Australia,19.0,71.3,19.5,13.6,28.9,22037.0,29.0,27.0,63.0,2012
+562,350400,Leibniz University of Hanover,Germany,28.2,51.4,15.9,21.7,38.9,22401.0,62.7,12.0,41.0,2012
+563,350400,Liverpool John Moores University,United Kingdom,12.3,52.6,9.3,48.4,26.9,18513.0,19.8,13.0,52.0,2012
+564,350400,Loughborough University,United Kingdom,27.9,66.7,25.7,9.2,39.4,13951.0,15.9,22.0,38.0,2012
+565,350400,Mahidol University,Thailand,29.9,45.0,14.7,20.9,29.0,27402.0,7.5,3.0,63.0,2012
+566,350400,Massey University,New Zealand,17.4,77.8,17.2,24.5,49.0,19101.0,16.8,15.0,62.0,2012
+567,350400,Michigan Technological University,United States of America,21.2,32.3,13.8,24.8,41.9,23874.0,18.4,15.0,50.0,2012
+568,350400,National Central University,Taiwan,24.7,22.2,21.4,27.1,78.6,10915.0,9.8,6.0,31.0,2012
+569,350400,National Taiwan Ocean University,Taiwan,12.5,14.3,19.7,31.0,68.0,8240.0,20.9,5.0,30.0,2012
+570,350400,"National University of Ireland, Galway",Republic of Ireland,17.9,72.6,12.2,31.3,32.7,14067.0,26.8,14.0,56.0,2012
+571,350400,"National University of Ireland, Maynooth",Republic of Ireland,22.9,74.8,18.6,22.1,27.1,7653.0,28.0,11.0,55.0,2012
+572,350400,New Jersey Institute of Technology,United States of America,17.1,41.3,14.5,26.4,37.5,10646.0,26.2,17.0,25.0,2012
+573,350400,New University of Lisbon,Portugal,18.0,48.3,10.9,28.3,38.3,18867.0,17.9,7.0,49.0,2012
+574,350400,Polytechnic University of Catalonia,Spain,23.0,42.0,12.5,23.3,44.6,22893.0,11.7,28.0,12.0,2012
+575,350400,Polytechnic University of Turin,Italy,19.3,32.4,12.1,29.1,67.6,27709.0,19.6,16.0,29.0,2012
+576,350400,Polytechnic University of Valencia,Spain,19.6,23.6,9.8,45.3,36.6,33172.0,13.6,7.0,36.0,2012
+577,350400,Pontifical Catholic University of Chile,Chile,17.1,45.5,16.3,30.1,29.7,25075.0,15.3,7.0,50.0,2012
+578,350400,Saint Petersburg State University,Russian Federation,37.6,38.1,19.7,3.1,26.0,20836.0,5.2,7.0,60.0,2012
+579,350400,Swansea University,United Kingdom,17.6,63.3,18.1,25.6,28.8,12801.0,17.1,20.0,49.0,2012
+580,350400,Swinburne University of Technology,Australia,15.5,64.6,11.3,35.6,40.3,20314.0,36.5,33.0,44.0,2012
+581,350400,Tokyo University of Agriculture and Technology,Japan,26.5,18.0,15.8,21.7,41.5,5865.0,14.4,5.0,27.0,2012
+582,350400,University of Bari Aldo Moro,Italy,23.1,30.5,17.4,35.1,30.6,51560.0,65.1,2.0,65.0,2012
+583,350400,University of Coimbra,Portugal,20.6,55.8,11.6,27.4,29.4,22795.0,19.0,11.0,55.0,2012
+584,350400,University of Idaho,United States of America,29.4,27.4,16.2,24.0,25.5,11641.0,21.5,6.0,47.0,2012
+585,350400,University of Kent,United Kingdom,15.6,82.5,18.5,19.1,26.5,17638.0,14.4,27.0,53.0,2012
+586,350400,University of Paris North – Paris 13,France,13.4,59.9,11.8,39.4,24.2,23026.0,23.4,22.0,60.0,2012
+587,350400,University of Salento,Italy,26.5,24.4,19.1,27.2,73.1,19959.0,58.4,1.0,64.0,2012
+588,350400,University of South Australia,Australia,20.6,81.8,18.0,19.4,87.7,18971.0,26.2,32.0,59.0,2012
+589,350400,University of Strathclyde,United Kingdom,24.4,63.0,17.7,19.3,33.1,15705.0,20.2,20.0,50.0,2012
+590,350400,University of Tartu,Estonia,17.8,42.0,17.8,34.4,26.3,10269.0,13.0,3.0,66.0,2012
+591,350400,University of Turku,Finland,20.4,41.4,21.5,28.9,32.3,12326.0,14.6,5.0,61.0,2012
+592,350400,University of Wyoming,United States of America,18.4,21.8,20.9,36.7,29.8,23874.0,18.4,15.0,50.0,2012
+593,350400,University of Zaragoza,Spain,14.5,28.8,9.3,38.4,42.9,31046.0,11.8,5.0,55.0,2012
+594,350400,Waseda University,Japan,25.4,27.1,17.3,29.7,27.3,52316.0,16.9,8.0,35.0,2012
+595,350400,Wuhan University,China,31.3,21.7,12.9,25.3,66.7,46227.0,14.4,7.0,50.0,2012
+596,350400,Yuan Ze University,Taiwan,10.8,12.8,9.6,58.3,29.2,8663.0,20.6,4.0,43.0,2012
+597,1,California Institute of Technology,United States of America,96.3,59.8,99.4,99.7,95.6,2243.0,6.9,27.0,33.0,2013
+598,2,Stanford University,United States of America,95.0,56.6,98.8,99.3,62.4,15596.0,7.8,22.0,42.0,2013
+599,2,University of Oxford,United Kingdom,89.7,88.7,98.1,95.6,79.8,19919.0,11.6,34.0,46.0,2013
+600,4,Harvard University,United States of America,94.9,63.7,98.6,99.2,39.9,20152.0,8.9,25.0,50.0,2013
+601,5,Massachusetts Institute of Technology,United States of America,92.9,81.6,89.2,99.9,92.9,11074.0,9.0,33.0,37.0,2013
+602,6,Princeton University,United States of America,89.5,54.5,99.4,99.8,79.5,7929.0,8.4,27.0,45.0,2013
+603,7,University of Cambridge,United Kingdom,91.2,83.6,95.6,96.2,59.1,18812.0,11.8,34.0,46.0,2013
+604,8,Imperial College London,United Kingdom,88.0,91.4,90.9,93.0,87.5,15060.0,11.7,51.0,37.0,2013
+605,9,"University of California, Berkeley",United States of America,85.1,49.7,99.3,99.3,65.4,36186.0,16.4,15.0,50.0,2013
+606,10,University of Chicago,United States of America,89.6,55.3,92.9,98.7,49.0,14221.0,6.9,21.0,42.0,2013
+607,11,Yale University,United States of America,93.2,54.7,92.5,94.8,38.2,11751.0,4.4,20.0,50.0,2013
+608,12,ETH Zurich – Swiss Federal Institute of Technology Zurich,Switzerland,82.5,95.7,92.7,86.6,49.0,18178.0,14.7,37.0,31.0,2013
+609,13,"University of California, Los Angeles",United States of America,87.3,42.3,93.8,95.9,49.0,38206.0,10.3,15.0,52.0,2013
+610,14,Columbia University,United States of America,89.7,66.1,82.0,96.1,49.0,25055.0,5.9,28.0,50.0,2013
+611,15,University of Pennsylvania,United States of America,90.0,38.1,89.4,96.2,43.7,20376.0,6.5,20.0,51.0,2013
+612,16,Johns Hopkins University,United States of America,81.8,57.3,85.5,95.3,100.0,15128.0,3.6,23.0,50.0,2013
+613,17,University College London,United Kingdom,83.5,89.0,88.8,86.8,45.1,26607.0,10.7,46.0,56.0,2013
+614,18,Cornell University,United States of America,77.0,53.8,92.1,91.8,39.5,21424.0,10.2,19.0,48.0,2013
+615,19,Northwestern University,United States of America,77.6,33.8,87.3,98.2,64.4,18334.0,13.8,15.0,48.0,2013
+616,20,University of Michigan,United States of America,76.1,47.6,91.4,91.6,53.9,41786.0,9.0,16.0,48.0,2013
+617,21,University of Toronto,Canada,79.6,65.1,89.4,85.1,42.9,66198.0,19.5,15.0,50.0,2013
+618,22,Carnegie Mellon University,United States of America,71.8,51.4,87.0,95.5,55.9,11885.0,13.1,35.0,39.0,2013
+619,23,Duke University,United States of America,72.3,45.8,81.5,97.0,100.0,15172.0,4.8,17.0,49.0,2013
+620,24,University of Washington,United States of America,74.7,39.1,81.3,97.0,41.3,44020.0,11.8,13.0,53.0,2013
+621,25,Georgia Institute of Technology,United States of America,70.2,66.3,79.5,90.3,74.9,19967.0,20.1,26.0,31.0,2013
+622,25,University of Texas at Austin,United States of America,75.5,42.1,80.7,91.0,57.9,49427.0,17.4,9.0,51.0,2013
+623,27,University of Tokyo,Japan,87.9,27.6,89.9,71.3,59.0,26199.0,5.7,10.0,50.0,2013
+624,28,University of Melbourne,Australia,68.4,77.2,82.5,83.7,67.6,40128.0,23.7,35.0,55.0,2013
+625,29,National University of Singapore,Singapore,74.4,92.3,87.2,67.2,77.4,31592.0,15.5,34.0,49.0,2013
+626,30,University of British Columbia,Canada,69.1,82.1,80.4,84.0,42.4,50152.0,17.6,25.0,54.0,2013
+627,31,University of WisconsinMadison,United States of America,76.1,29.8,80.1,88.2,54.8,39655.0,10.8,11.0,51.0,2013
+628,32,University of Edinburgh,United Kingdom,68.4,78.9,71.3,90.8,43.8,25774.0,14.1,36.0,58.0,2013
+629,33,University of Illinois at UrbanaChampaign,United States of America,74.2,36.0,84.9,80.8,49.0,42727.0,18.7,20.0,47.0,2013
+630,34,McGill University,Canada,74.4,75.9,80.4,75.2,40.3,31326.0,13.7,23.0,56.0,2013
+631,35,"University of California, Santa Barbara",United States of America,56.1,58.3,73.5,99.4,100.0,22020.0,27.3,11.0,52.0,2013
+632,35,University of Hong Kong,Hong Kong,78.4,81.7,85.9,62.1,62.5,19835.0,17.6,38.0,53.0,2013
+633,37,Australian National University,Australia,68.6,90.0,83.5,73.5,39.6,14604.0,19.2,35.0,52.0,2013
+634,38,"University of California, San Diego",United States of America,63.4,34.2,79.0,96.2,43.9,27233.0,6.5,11.0,48.0,2013
+635,39,London School of Economics and Political Science,United Kingdom,70.8,87.2,80.8,66.5,42.9,23874.0,18.4,15.0,50.0,2013
+636,40,École Polytechnique Fédérale de Lausanne,Switzerland,62.4,98.8,57.0,95.0,49.8,9666.0,10.5,54.0,27.0,2013
+637,41,New York University,United States of America,73.8,38.7,67.4,89.2,29.5,42056.0,6.8,19.0,55.0,2013
+638,42,Karolinska Institute,Sweden,66.3,64.5,75.7,77.3,71.4,7774.0,11.5,22.0,70.0,2013
+639,42,University of North Carolina at Chapel Hill,United States of America,70.4,32.9,69.3,90.1,40.0,26518.0,7.3,8.0,58.0,2013
+640,44,"University of California, Davis",United States of America,67.9,51.7,71.6,82.7,52.5,35364.0,13.9,13.0,54.0,2013
+641,44,Washington University in St Louis,United States of America,66.0,44.3,62.8,95.2,49.0,12528.0,5.7,17.0,50.0,2013
+642,46,Peking University,China,81.5,54.1,67.9,64.3,99.9,40148.0,8.3,14.0,50.0,2013
+643,47,University of Minnesota,United States of America,66.1,28.7,74.0,84.7,49.0,46825.0,18.0,13.0,52.0,2013
+644,48,LMU Munich,Germany,65.4,54.7,66.5,85.5,42.0,35691.0,15.5,13.0,62.0,2013
+645,49,University of Manchester,United Kingdom,65.9,77.9,67.7,76.9,43.2,34938.0,15.3,34.0,52.0,2013
+646,50,Pohang University of Science and Technology,South Korea,63.9,28.8,63.9,88.2,100.0,3055.0,10.1,4.0,20.0,2013
+647,51,Brown University,United States of America,63.7,36.9,60.3,94.1,29.9,8653.0,10.1,19.0,50.0,2013
+648,52,Tsinghua University,China,74.5,37.2,76.4,55.2,99.2,39763.0,13.7,10.0,32.0,2013
+649,53,Ohio State University,United States of America,66.7,46.3,60.9,80.1,49.5,51462.0,13.4,12.0,49.0,2013
+650,54,Boston University,United States of America,65.4,39.2,50.9,94.2,30.6,24789.0,8.6,17.0,58.0,2013
+651,54,Kyoto University,Japan,77.1,26.3,74.8,57.8,76.4,22809.0,5.6,7.0,50.0,2013
+652,56,University of Southern California,United States of America,68.4,43.4,57.1,81.9,33.5,36534.0,12.9,20.0,52.0,2013
+653,57,King’s College London,United Kingdom,53.5,86.0,59.3,82.8,42.4,21394.0,11.4,37.0,61.0,2013
+654,58,KU Leuven,Belgium,59.7,56.6,71.0,67.2,99.7,42503.0,41.9,18.0,54.0,2013
+655,59,Seoul National University,South Korea,76.7,27.0,81.4,48.0,81.7,26389.0,13.9,10.0,50.0,2013
+656,59,École Normale Supérieure,France,61.6,67.3,46.9,90.3,47.2,2400.0,7.9,20.0,46.0,2013
+657,61,Pennsylvania State University,United States of America,55.0,34.9,69.2,81.4,59.7,44501.0,12.4,12.0,46.0,2013
+658,62,University of Sydney,Australia,59.5,83.0,70.1,62.9,69.2,41868.0,20.2,28.0,57.0,2013
+659,62,École Polytechnique,France,56.5,83.0,54.7,80.7,75.8,2429.0,4.8,30.0,18.0,2013
+660,64,Leiden University,Netherlands,54.0,54.8,67.1,78.4,46.1,21222.0,17.1,10.0,59.0,2013
+661,65,Hong Kong University of Science and Technology,Hong Kong,56.9,78.1,64.6,68.9,55.6,11385.0,23.8,36.0,50.0,2013
+662,65,The University of Queensland,Australia,54.4,77.8,66.1,69.6,64.0,34718.0,32.7,27.0,53.0,2013
+663,67,Utrecht University,Netherlands,48.0,47.3,64.7,82.4,82.6,30779.0,15.4,7.0,59.0,2013
+664,68,Korea Advanced Institute of Science and Technology (KAIST),South Korea,69.9,31.1,68.9,58.4,100.0,9027.0,10.0,9.0,20.0,2013
+665,69,Purdue University,United States of America,59.8,54.8,71.9,63.1,49.0,39256.0,18.1,22.0,42.0,2013
+666,70,University of Göttingen,Germany,50.0,51.0,52.5,92.5,34.4,25581.0,25.6,12.0,51.0,2013
+667,70,Wageningen University and Research Center,Netherlands,54.9,79.2,53.7,73.8,100.0,9248.0,17.0,21.0,56.0,2013
+668,72,Erasmus University Rotterdam,Netherlands,44.5,62.8,64.1,80.2,62.0,20580.0,18.9,18.0,48.0,2013
+669,72,University of Massachusetts,United States of America,57.1,31.7,62.6,77.8,52.8,56959.0,13.0,11.0,49.0,2013
+670,74,University of Bristol,United Kingdom,50.1,71.9,51.7,85.4,38.7,17906.0,14.0,25.0,53.0,2013
+671,75,Rice University,United States of America,49.5,59.0,39.3,100.0,36.5,6333.0,9.0,26.0,44.0,2013
+672,76,University of Pittsburgh,United States of America,54.6,29.4,55.1,85.2,39.3,26485.0,5.8,10.0,51.0,2013
+673,77,Delft University of Technology,Netherlands,59.9,67.7,75.1,45.1,99.9,15920.0,19.4,25.0,26.0,2013
+674,78,Heidelberg University,Germany,61.4,61.3,49.0,75.5,40.7,28881.0,24.5,17.0,55.0,2013
+675,79,Emory University,United States of America,56.7,36.6,44.4,90.9,38.3,12338.0,4.5,18.0,56.0,2013
+676,80,Durham University,United Kingdom,42.3,77.7,44.5,93.3,34.3,15489.0,15.7,24.0,54.0,2013
+677,81,Pierre and Marie Curie University,France,59.2,64.4,43.5,80.6,28.6,27862.0,8.7,18.0,48.0,2013
+678,82,Lund University,Sweden,43.6,64.4,61.3,77.1,34.2,28251.0,11.5,15.0,50.0,2013
+679,83,University of Amsterdam,Netherlands,45.6,57.0,61.3,75.1,49.0,24570.0,14.4,11.0,53.0,2013
+680,84,University of Montreal,Canada,54.0,74.6,57.9,60.9,95.0,38264.0,20.3,25.0,57.0,2013
+681,85,University of New South Wales,Australia,52.6,84.8,63.8,56.7,50.5,38309.0,25.9,33.0,47.0,2013
+682,86,Nanyang Technological University,Singapore,45.7,90.5,66.9,54.5,99.5,25028.0,16.2,33.0,48.0,2013
+683,87,Tufts University,United States of America,52.6,39.6,36.4,94.8,39.4,10410.0,10.0,14.0,54.0,2013
+684,88,McMaster University,Canada,42.3,66.9,47.9,81.7,98.0,23823.0,19.3,15.0,53.0,2013
+685,89,University of Groningen,Netherlands,43.8,49.8,61.0,71.6,85.2,24556.0,25.6,12.0,52.0,2013
+686,89,University of Zurich,Switzerland,50.0,84.1,41.6,80.0,38.3,26583.0,6.5,19.0,57.0,2013
+687,91,University of Colorado Boulder,United States of America,42.3,34.7,44.4,97.1,49.0,29325.0,16.1,8.0,45.0,2013
+688,92,ParisSud University,France,48.0,63.9,45.9,82.9,28.4,27603.0,15.0,17.0,50.0,2013
+689,93,Ghent University,Belgium,46.4,49.1,56.7,71.3,95.9,32166.0,34.1,9.0,57.0,2013
+690,94,Michigan State University,United States of America,51.8,36.8,56.8,73.8,32.6,44750.0,15.7,15.0,51.0,2013
+691,94,University of Notre Dame,United States of America,48.3,41.6,39.6,93.5,29.8,11829.0,13.8,10.0,44.0,2013
+692,96,"University of California, Irvine",United States of America,44.0,35.2,47.2,90.3,42.1,26614.0,16.1,16.0,52.0,2013
+693,97,"University of Maryland, College Park",United States of America,44.9,40.4,51.4,83.9,32.1,31331.0,8.4,9.0,48.0,2013
+694,98,University of Arizona,United States of America,47.0,31.3,53.7,76.9,83.9,36429.0,12.7,8.0,52.0,2013
+695,99,Humboldt University of Berlin,Germany,55.4,57.5,58.7,59.5,49.0,29987.0,52.5,16.0,50.0,2013
+696,99,Monash University,Australia,47.8,66.4,60.6,60.9,70.0,50882.0,40.5,36.0,56.0,2013
+697,99,"Rutgers, the State University of New Jersey",United States of America,50.9,27.9,61.3,69.5,35.8,37032.0,17.3,8.0,51.0,2013
+698,102,University of Rochester,United States of America,46.0,45.9,37.8,92.3,39.6,9390.0,4.5,26.0,49.0,2013
+699,103,University of York,United Kingdom,41.9,71.9,43.9,83.4,38.4,23874.0,18.4,15.0,50.0,2013
+700,104,Case Western Reserve University,United States of America,56.5,34.2,42.0,80.4,49.0,9259.0,6.4,17.0,48.0,2013
+701,105,Technical University of Munich,Germany,51.2,61.5,42.4,76.5,49.7,35565.0,31.5,20.0,33.0,2013
+702,106,Uppsala University,Sweden,48.6,56.3,63.9,58.2,44.1,25266.0,18.2,12.0,57.0,2013
+703,106,Vanderbilt University,United States of America,51.5,27.5,40.9,85.0,53.0,12161.0,3.6,10.0,52.0,2013
+704,108,University of St Andrews,United Kingdom,43.2,86.3,43.8,76.6,38.9,8338.0,12.7,47.0,56.0,2013
+705,109,University of Helsinki,Finland,42.8,48.3,53.0,77.7,31.1,23505.0,15.1,6.0,66.0,2013
+706,110,Trinity College Dublin,Republic of Ireland,41.9,84.5,33.5,88.1,32.8,15521.0,18.0,25.0,57.0,2013
+707,110,University of Sheffield,United Kingdom,49.5,68.1,46.2,71.0,41.5,23311.0,15.5,31.0,50.0,2013
+708,110,University of Sussex,United Kingdom,34.9,76.7,39.5,91.1,32.1,12001.0,17.4,35.0,54.0,2013
+709,113,University of Cape Town,South Africa,34.7,75.1,45.5,79.7,87.3,20040.0,12.1,18.0,53.0,2013
+710,114,Eindhoven University of Technology,Netherlands,44.1,69.8,51.8,63.8,100.0,8176.0,16.0,14.0,19.0,2013
+711,115,Maastricht University,Netherlands,39.7,85.2,53.2,62.5,99.1,15626.0,18.9,48.0,56.0,2013
+712,116,Aarhus University,Denmark,35.7,66.4,54.6,71.6,69.7,23895.0,13.6,14.0,54.0,2013
+713,117,Stockholm University,Sweden,31.3,52.2,43.8,93.0,32.0,31715.0,23.7,8.0,62.0,2013
+714,118,University of Virginia,United States of America,55.9,27.9,43.0,73.5,48.6,23845.0,10.2,12.0,52.0,2013
+715,119,"Royal Holloway, University of London",United Kingdom,30.5,92.5,27.7,99.0,31.9,8747.0,15.9,37.0,57.0,2013
+716,120,University of Nottingham,United Kingdom,48.1,70.1,50.8,62.8,38.3,30144.0,15.0,27.0,54.0,2013
+717,121,University of Alberta,Canada,50.9,67.6,53.9,56.6,50.6,36299.0,21.6,23.0,55.0,2013
+718,122,"University of California, Santa Cruz",United States of America,32.1,32.5,39.6,99.9,49.0,17404.0,22.7,1.0,53.0,2013
+719,122,University of Florida,United States of America,52.0,31.2,62.9,56.0,49.0,50095.0,18.7,9.0,54.0,2013
+720,124,Chinese University of Hong Kong,Hong Kong,53.7,62.6,63.1,45.1,44.5,17916.0,10.2,22.0,53.0,2013
+721,124,Dartmouth College,United States of America,47.5,31.5,35.9,87.0,38.6,6178.0,6.6,16.0,47.0,2013
+722,124,University of Warwick,United Kingdom,48.9,80.9,50.5,58.8,35.3,18529.0,16.6,37.0,48.0,2013
+723,127,Radboud University Nijmegen,Netherlands,35.7,53.4,54.3,73.3,41.7,17713.0,13.0,10.0,58.0,2013
+724,128,Free University of Berlin,Germany,53.1,60.9,56.5,51.5,32.8,33062.0,39.3,20.0,58.0,2013
+725,128,Tokyo Institute of Technology,Japan,58.0,29.6,56.1,52.0,65.3,9586.0,7.3,13.0,13.0,2013
+726,130,University of Copenhagen,Denmark,42.2,73.5,40.4,74.3,39.7,27545.0,4.1,19.0,67.0,2013
+727,130,University of Lausanne,Switzerland,33.0,82.7,44.8,76.2,45.8,11964.0,13.1,22.0,50.0,2013
+728,130,University of Southampton,United Kingdom,37.9,77.4,38.9,79.2,41.8,20925.0,13.5,29.0,53.0,2013
+729,133,University of Geneva,Switzerland,36.2,95.3,42.5,73.1,32.4,15668.0,15.0,39.0,61.0,2013
+730,134,Indiana University,United States of America,48.3,36.0,44.2,72.5,49.0,62468.0,13.6,13.0,53.0,2013
+731,134,National Taiwan University,Taiwan,56.4,24.6,65.7,45.5,44.0,31891.0,11.9,7.0,39.0,2013
+732,134,University of Utah,United States of America,43.3,25.2,41.3,81.0,63.3,25674.0,16.9,9.0,45.0,2013
+733,137,Hebrew University of Jerusalem,Israel,48.8,50.3,55.8,57.0,33.6,17612.0,10.7,5.0,55.0,2013
+734,137,Tohoku University,Japan,57.7,32.0,55.6,48.9,80.7,17200.0,5.0,7.0,25.0,2013
+735,139,University of Glasgow,United Kingdom,37.3,69.7,40.2,78.1,44.1,22616.0,16.0,29.0,57.0,2013
+736,140,KTH Royal Institute of Technology,Sweden,47.5,86.1,49.7,49.1,100.0,12062.0,14.6,21.0,30.0,2013
+737,140,VU University Amsterdam,Netherlands,40.5,47.1,45.1,74.2,58.5,23280.0,16.3,6.0,56.0,2013
+738,142,University of Basel,Switzerland,37.1,89.8,23.2,87.8,64.2,12551.0,17.3,24.0,54.0,2013
+739,142,University of Leeds,United Kingdom,41.5,66.6,48.6,65.8,41.3,27703.0,14.7,21.0,58.0,2013
+740,144,University of Freiburg,Germany,48.3,54.9,33.0,72.4,81.1,26467.0,31.2,16.0,52.0,2013
+741,145,Lancaster University,United Kingdom,37.7,76.2,40.9,73.2,31.8,11512.0,14.9,33.0,52.0,2013
+742,145,Queen Mary University of London,United Kingdom,33.1,87.0,30.0,85.4,42.7,14260.0,14.0,40.0,52.0,2013
+743,147,Osaka University,Japan,59.5,23.6,55.7,46.4,69.6,23144.0,7.8,9.0,31.0,2013
+744,148,Arizona State University,United States of America,38.4,27.4,45.2,79.9,31.8,83236.0,29.9,9.0,50.0,2013
+745,149,Technical University of Denmark,Denmark,37.9,77.0,30.0,76.9,98.7,9990.0,5.0,18.0,27.0,2013
+746,150,Boston College,United States of America,34.5,52.4,33.2,88.7,49.0,13216.0,17.4,19.0,54.0,2013
+747,151,Karlsruhe Institute of Technology,Germany,46.3,64.5,38.9,63.4,82.9,25294.0,24.6,16.0,26.0,2013
+748,151,University of Bern,Switzerland,43.0,77.3,36.0,69.7,42.0,14708.0,22.5,14.0,54.0,2013
+749,153,University of Exeter,United Kingdom,33.2,74.1,38.1,78.1,37.1,17755.0,18.8,28.0,54.0,2013
+750,154,RWTH Aachen University,Germany,45.3,53.9,32.4,73.8,63.1,37917.0,27.6,16.0,31.0,2013
+751,154,"University of California, Riverside",United States of America,29.1,62.8,32.5,90.3,33.5,20626.0,22.0,12.0,51.0,2013
+752,156,Texas A&M University,United States of America,46.4,47.2,58.3,49.3,45.5,50657.0,21.4,9.0,47.0,2013
+753,156,Yeshiva University,United States of America,51.7,28.4,30.1,78.8,49.0,6753.0,5.5,7.0,53.0,2013
+754,158,Tel Aviv University,Israel,50.7,39.5,59.8,43.7,49.2,23977.0,24.4,4.0,50.0,2013
+755,158,University of Birmingham,United Kingdom,44.8,69.7,46.7,56.3,38.4,25295.0,16.4,23.0,54.0,2013
+756,158,University of São Paulo,Brazil,63.0,24.5,65.7,30.2,40.0,81402.0,14.6,4.0,48.0,2013
+757,161,University of Auckland,New Zealand,34.0,88.0,40.9,64.2,76.6,29787.0,18.9,28.0,54.0,2013
+758,162,Stony Brook University,United States of America,38.8,52.8,29.9,82.9,31.6,21908.0,10.9,24.0,50.0,2013
+759,162,University of Vienna,Austria,44.3,86.3,46.7,52.4,29.1,34651.0,20.5,25.0,67.0,2013
+760,164,Université Catholique de Louvain,Belgium,38.6,64.3,40.5,68.8,34.5,28856.0,42.0,19.0,54.0,2013
+761,165,University of Delaware,United States of America,30.0,37.3,41.6,76.6,97.7,19262.0,15.9,10.0,56.0,2013
+762,166,Paris Diderot University – Paris 7,France,31.9,66.8,27.1,87.9,49.0,27756.0,14.8,17.0,63.0,2013
+763,167,University of Texas at Dallas,United States of America,32.6,46.8,32.2,85.2,40.0,16306.0,22.8,23.0,44.0,2013
+764,168,George Washington University,United States of America,48.1,36.6,28.0,77.1,30.0,20541.0,12.0,16.0,56.0,2013
+765,169,University of Iowa,United States of America,49.0,26.4,40.9,65.7,49.0,27526.0,11.6,11.0,52.0,2013
+766,170,École Normale Supérieure de Lyon,France,40.8,61.0,25.9,79.6,28.9,2218.0,8.0,14.0,49.0,2013
+767,171,University of Bonn,Germany,40.9,54.0,26.1,80.4,49.0,32474.0,70.4,13.0,55.0,2013
+768,171,University of Liverpool,United Kingdom,38.7,73.7,37.5,64.8,46.4,18815.0,13.6,30.0,52.0,2013
+769,171,University of Ottawa,Canada,40.8,58.1,41.4,63.1,43.0,36733.0,26.3,15.0,60.0,2013
+770,174,Georgetown University,United States of America,56.4,32.9,35.6,59.8,49.0,15408.0,8.5,14.0,53.0,2013
+771,174,Rensselaer Polytechnic Institute,United States of America,36.2,32.9,40.2,73.0,66.8,6671.0,15.0,16.0,30.0,2013
+772,176,University of Aberdeen,United Kingdom,31.9,84.1,34.3,71.5,48.9,12938.0,15.8,33.0,54.0,2013
+773,176,University of Adelaide,Australia,37.3,82.2,43.7,55.9,63.2,20771.0,30.1,26.0,48.0,2013
+774,176,University of East Anglia,United Kingdom,29.6,68.9,27.7,85.5,30.7,14992.0,14.7,28.0,58.0,2013
+775,176,University of Reading,United Kingdom,39.3,72.4,41.1,61.3,35.2,12050.0,14.8,28.0,55.0,2013
+776,180,Joseph Fourier University,France,36.6,56.3,26.5,81.8,36.3,16130.0,12.1,13.0,50.0,2013
+777,180,Newcastle University,United Kingdom,37.9,74.4,30.5,72.1,37.4,20174.0,15.2,29.0,50.0,2013
+778,182,City University of Hong Kong,Hong Kong,35.2,64.0,41.8,64.1,53.6,10015.0,7.1,28.0,51.0,2013
+779,183,Yonsei University,South Korea,48.3,33.4,50.6,48.6,56.1,24774.0,11.6,14.0,50.0,2013
+780,184,Colorado School of Mines,United States of America,24.9,51.2,22.5,94.3,66.0,5287.0,18.2,12.0,26.0,2013
+781,184,University of Illinois at Chicago,United States of America,53.9,29.1,42.6,52.9,40.4,24313.0,9.2,17.0,53.0,2013
+782,184,William & Mary,United States of America,41.3,25.8,22.6,87.1,29.9,7867.0,11.8,7.0,54.0,2013
+783,187,University College Dublin,Republic of Ireland,31.1,76.5,31.8,74.9,35.3,22193.0,24.5,23.0,50.0,2013
+784,187,University of Twente,Netherlands,35.8,61.5,46.4,55.6,79.7,6631.0,12.0,26.0,37.0,2013
+785,189,Medical University of South Carolina,United States of America,46.2,27.7,39.6,59.7,77.1,23874.0,18.4,15.0,50.0,2013
+786,190,University of Western Australia,Australia,35.0,88.4,39.9,55.7,60.0,20851.0,20.7,27.0,50.0,2013
+787,190,Wake Forest University,United States of America,37.5,19.0,22.4,89.1,48.0,7326.0,4.6,5.0,51.0,2013
+788,192,University of Antwerp,Belgium,33.8,58.5,35.5,64.8,100.0,12346.0,30.3,16.0,56.0,2013
+789,193,Iowa State University,United States of America,35.7,30.5,34.3,74.9,44.0,29991.0,17.4,11.0,44.0,2013
+790,193,Technion Israel Institute of Technology,Israel,44.8,55.9,50.2,44.0,40.8,13855.0,19.4,4.0,35.0,2013
+791,193,University of Miami,United States of America,48.7,33.1,27.0,69.7,49.0,15286.0,5.7,14.0,50.0,2013
+792,196,University of Leicester,United Kingdom,33.0,83.7,32.5,66.5,34.9,14541.0,13.4,35.0,54.0,2013
+793,196,University of Victoria,Canada,20.2,65.9,33.7,82.7,30.6,17581.0,21.5,11.0,56.0,2013
+794,198,University at Buffalo,United States of America,46.3,50.7,40.6,52.1,42.4,25668.0,19.0,19.0,47.0,2013
+795,199,Goethe University Frankfurt,Germany,33.3,57.6,29.7,73.9,41.4,31861.0,9.3,15.0,60.0,2013
+796,200,"Birkbeck, University of London",United Kingdom,27.6,83.2,30.5,72.8,29.4,9454.0,17.2,38.0,55.0,2013
+797,201225,Autonomous University of Barcelona,Spain,39.0,47.1,35.7,62.8,37.3,30538.0,12.3,10.0,59.0,2013
+798,201225,Brandeis University,United States of America,27.3,45.3,27.9,83.1,37.4,5495.0,12.6,22.0,55.0,2013
+799,201225,Cardiff University,United Kingdom,32.5,68.1,38.2,60.2,39.8,23347.0,13.1,23.0,57.0,2013
+800,201225,Fudan University,China,45.3,38.6,39.5,51.3,46.3,32175.0,12.2,11.0,50.0,2013
+801,201225,Johannes Gutenberg University of Mainz,Germany,33.5,57.0,18.4,85.2,49.0,35609.0,32.6,10.0,58.0,2013
+802,201225,Lomonosov Moscow State University,Russian Federation,63.5,50.3,48.1,19.7,70.1,30822.0,7.7,20.0,43.0,2013
+803,201225,Middle East Technical University,Turkey,50.8,28.0,46.0,44.6,50.6,25779.0,22.2,7.0,44.0,2013
+804,201225,Nagoya University,Japan,44.2,25.3,39.2,53.3,35.5,15529.0,7.9,10.0,29.0,2013
+805,201225,Northeastern University,United States of America,40.1,41.0,21.2,76.4,33.8,18539.0,15.1,26.0,50.0,2013
+806,201225,Pompeu Fabra University,Spain,27.3,49.9,23.2,77.5,34.2,10901.0,18.3,13.0,59.0,2013
+807,201225,Queen’s University,Canada,39.5,58.0,35.4,51.2,77.3,20488.0,22.1,10.0,58.0,2013
+808,201225,"St George’s, University of London",United Kingdom,20.0,57.9,22.6,89.7,44.1,2958.0,13.4,17.0,61.0,2013
+809,201225,Sungkyunkwan University (SKKU),South Korea,47.1,30.9,48.7,39.3,98.7,24365.0,20.3,9.0,39.0,2013
+810,201225,Tilburg University,Netherlands,38.2,56.6,54.5,33.7,54.8,7576.0,22.4,10.0,49.0,2013
+811,201225,University of Barcelona,Spain,32.5,46.0,33.4,71.4,30.9,47491.0,12.2,10.0,62.0,2013
+812,201225,University of Dundee,United Kingdom,24.8,66.6,23.2,81.1,49.9,11628.0,15.3,25.0,60.0,2013
+813,201225,University of ErlangenNuremberg,Germany,35.0,49.0,18.7,74.6,45.2,36146.0,53.9,9.0,49.0,2013
+814,201225,University of Georgia,United States of America,45.4,36.2,40.1,46.8,31.3,33119.0,19.9,7.0,57.0,2013
+815,201225,University of Gothenburg,Sweden,28.3,48.4,41.9,63.8,38.6,26420.0,16.4,12.0,50.0,2013
+816,201225,University of Innsbruck,Austria,36.6,88.7,17.9,71.6,38.2,18209.0,16.9,39.0,54.0,2013
+817,201225,University of Konstanz,Germany,32.6,58.5,35.6,64.5,51.9,10930.0,59.1,12.0,54.0,2013
+818,201225,University of Oslo,Norway,33.5,59.0,39.8,62.3,31.4,27139.0,18.8,18.0,50.0,2013
+819,201225,University of Science and Technology of China,China,39.2,22.0,27.7,72.7,50.1,14290.0,7.9,2.0,50.0,2013
+820,201225,University of Strasbourg,France,29.7,68.3,29.2,72.0,34.8,46208.0,17.8,21.0,58.0,2013
+821,201225,University of Tübingen,Germany,36.3,56.3,25.1,73.8,31.6,28327.0,38.9,12.0,58.0,2013
+822,226250,Bilkent University,Turkey,34.7,42.0,30.5,60.1,39.9,23874.0,18.4,15.0,50.0,2013
+823,226250,Carleton University,Canada,18.3,56.8,26.7,75.1,49.0,25036.0,29.8,18.0,47.0,2013
+824,226250,Chalmers University of Technology,Sweden,29.9,65.3,41.5,47.7,78.5,8605.0,11.6,15.0,30.0,2013
+825,226250,Florida Institute of Technology,United States of America,16.2,58.4,11.9,92.5,28.7,4408.0,13.7,26.0,34.0,2013
+826,226250,Georgia Health Sciences University,United States of America,49.4,32.6,17.5,62.0,43.6,23874.0,18.4,15.0,50.0,2013
+827,226250,Indian Institute of Technology Kharagpur,India,44.2,16.1,45.3,39.0,72.4,9928.0,17.5,0.0,15.0,2013
+828,226250,Korea University,South Korea,44.7,27.3,43.7,39.4,52.1,24043.0,15.8,14.0,50.0,2013
+829,226250,Koç University,Turkey,20.4,52.8,22.3,79.2,37.9,4488.0,14.6,8.0,52.0,2013
+830,226250,Laval University,Canada,36.4,54.4,27.3,57.5,56.6,27227.0,16.2,12.0,50.0,2013
+831,226250,Mines ParisTech,France,39.5,62.4,25.6,51.7,99.4,1283.0,5.6,22.0,28.0,2013
+832,226250,National Research Nuclear University MePhI,Russian Federation,20.9,18.8,10.6,100.0,59.6,7801.0,7.3,7.0,29.0,2013
+833,226250,National Tsing Hua University,Taiwan,45.5,20.1,44.1,44.4,44.0,10221.0,13.5,5.0,33.0,2013
+834,226250,Simon Fraser University,Canada,24.0,55.6,35.3,61.0,41.6,26640.0,28.3,19.0,55.0,2013
+835,226250,Technical University of Darmstadt,Germany,37.8,64.4,31.8,44.4,84.4,20300.0,53.6,18.0,28.0,2013
+836,226250,Tulane University,United States of America,42.8,31.2,22.6,66.8,49.0,11381.0,8.4,8.0,56.0,2013
+837,226250,University of Bergen,Norway,28.3,71.0,26.8,66.2,41.1,11623.0,11.1,12.0,60.0,2013
+838,226250,University of Calgary,Canada,37.3,62.2,35.8,47.1,42.8,28341.0,16.5,17.0,53.0,2013
+839,226250,University of Cincinnati,United States of America,34.9,23.9,26.5,69.5,35.8,36108.0,15.7,6.0,54.0,2013
+840,226250,University of Missouri,United States of America,40.4,30.8,45.8,45.2,31.1,29885.0,14.1,5.0,53.0,2013
+841,226250,University of Otago,New Zealand,28.8,85.4,30.9,54.8,37.2,18600.0,20.3,21.0,57.0,2013
+842,226250,University of South Florida,United States of America,32.6,19.7,42.0,48.4,98.9,31424.0,21.5,10.0,50.0,2013
+843,226250,University of the Witwatersrand,South Africa,28.6,65.1,38.3,49.8,98.4,23321.0,18.6,9.0,56.0,2013
+844,226250,University of Waterloo,Canada,34.7,58.3,42.1,41.8,39.4,30726.0,24.2,14.0,45.0,2013
+845,226250,University of Western Ontario,Canada,39.4,51.3,37.2,44.8,44.6,27387.0,20.7,16.0,54.0,2013
+846,226250,University of Würzburg,Germany,33.0,44.8,19.4,70.9,30.4,26576.0,38.4,8.0,57.0,2013
+847,226250,Université Libre de Bruxelles,Belgium,25.6,78.2,30.6,59.3,54.9,23819.0,26.1,32.0,54.0,2013
+848,251275,Aalto University,Finland,34.4,52.0,26.8,50.1,73.7,16099.0,24.2,17.0,32.0,2013
+849,251275,Dalhousie University,Canada,30.2,59.1,29.8,54.3,65.0,15064.0,14.4,18.0,55.0,2013
+850,251275,Hong Kong Polytechnic University,Hong Kong,34.6,65.4,41.2,39.8,42.2,22064.0,25.9,26.0,51.0,2013
+851,251275,Indian Institute of Technology Bombay,India,47.3,19.9,33.1,45.6,52.7,8327.0,14.9,1.0,16.0,2013
+852,251275,Macquarie University,Australia,22.0,86.8,29.6,54.8,37.2,27930.0,20.0,44.0,55.0,2013
+853,251275,Nanjing University,China,41.3,48.4,25.3,52.1,47.7,29743.0,13.3,10.0,46.0,2013
+854,251275,National Chiao Tung University,Taiwan,39.6,27.2,49.6,31.5,99.0,12646.0,16.6,5.0,27.0,2013
+855,251275,Norwegian University of Science and Technology,Norway,34.2,57.5,27.7,50.8,45.2,17381.0,13.9,9.0,46.0,2013
+856,251275,Queensland University of Technology,Australia,27.6,69.2,37.0,47.0,58.9,33391.0,35.8,17.0,54.0,2013
+857,251275,State University of Campinas,Brazil,51.7,20.9,46.8,26.5,44.9,27095.0,15.3,3.0,48.0,2013
+858,251275,Stellenbosch University,South Africa,31.5,47.8,35.0,48.9,96.6,21849.0,23.0,8.0,53.0,2013
+859,251275,Tokyo Metropolitan University,Japan,19.0,19.6,9.8,97.1,31.1,9303.0,9.9,4.0,35.0,2013
+860,251275,Umeå University,Sweden,23.5,52.4,34.5,59.6,29.7,16667.0,11.9,7.0,60.0,2013
+861,251275,University of Connecticut,United States of America,42.5,40.5,29.7,50.0,32.6,25742.0,13.0,11.0,51.0,2013
+862,251275,University of Essex,United Kingdom,33.7,86.4,34.6,39.6,31.0,12695.0,19.8,39.0,55.0,2013
+863,251275,University of Iceland,Iceland,11.4,59.9,28.0,71.0,74.4,13960.0,25.9,8.0,66.0,2013
+864,251275,University of Kiel,Germany,32.1,44.6,27.0,62.5,35.6,24444.0,23.8,8.0,53.0,2013
+865,251275,University of Milan,Italy,36.3,35.7,24.2,61.0,38.2,58618.0,24.3,5.0,60.0,2013
+866,251275,University of MilanBicocca,Italy,26.1,36.2,21.1,76.0,39.0,33370.0,72.5,5.0,60.0,2013
+867,251275,University of Münster,Germany,35.9,43.2,20.4,63.6,38.2,39838.0,46.1,8.0,53.0,2013
+868,251275,University of Oregon,United States of America,31.5,30.2,21.7,70.4,49.0,24418.0,20.2,11.0,52.0,2013
+869,251275,University of Trieste,Italy,19.6,48.5,14.3,82.2,33.6,18135.0,25.8,9.0,56.0,2013
+870,251275,Victoria University of Wellington,New Zealand,22.3,84.8,29.1,55.6,43.0,17142.0,21.1,21.0,55.0,2013
+871,251275,Vienna University of Technology,Austria,44.8,71.4,32.4,34.2,65.5,26419.0,52.0,27.0,27.0,2013
+872,276300,Aberystwyth University,United Kingdom,23.8,63.1,21.7,64.3,34.9,9252.0,19.2,18.0,48.0,2013
+873,276300,Bangor University,United Kingdom,27.6,70.3,25.7,53.8,31.6,9567.0,19.5,22.0,55.0,2013
+874,276300,Bayreuth University,Germany,25.6,50.4,14.9,72.1,35.4,12520.0,35.5,8.0,46.0,2013
+875,276300,Bielefeld University,Germany,27.4,47.5,20.3,63.5,35.1,21428.0,67.8,8.0,57.0,2013
+876,276300,Boğaziçi University,Turkey,35.4,36.7,33.9,48.1,38.4,11506.0,25.0,7.0,50.0,2013
+877,276300,Colorado State University,United States of America,30.8,29.8,32.0,55.8,49.0,26769.0,19.0,5.0,52.0,2013
+878,276300,Drexel University,United States of America,34.7,36.6,14.9,65.1,34.7,20713.0,10.8,18.0,48.0,2013
+879,276300,Istanbul Technical University,Turkey,34.9,20.8,25.5,52.9,98.0,34550.0,16.0,5.0,34.0,2013
+880,276300,Montpellier University,France,22.2,54.2,25.8,64.4,32.8,36731.0,18.4,14.0,51.0,2013
+881,276300,Oregon State University,United States of America,27.1,34.2,24.2,64.1,31.0,22578.0,16.8,9.0,47.0,2013
+882,276300,Queen’s University Belfast,United Kingdom,28.0,87.1,23.8,52.2,48.1,17940.0,17.9,30.0,54.0,2013
+883,276300,Ruhr University Bochum,Germany,36.7,48.3,32.9,42.4,54.3,38675.0,46.3,13.0,48.0,2013
+884,276300,Shanghai Jiao Tong University,China,43.4,20.7,37.9,31.3,76.1,38191.0,12.8,6.0,37.0,2013
+885,276300,Swedish University of Agricultural Sciences,Sweden,28.4,46.8,25.3,54.6,99.8,3879.0,4.6,15.0,67.0,2013
+886,276300,Tokyo Medical and Dental University (TMDU),Japan,47.5,21.9,21.6,47.1,45.4,2872.0,3.3,7.0,51.0,2013
+887,276300,TU Dresden,Germany,29.7,48.9,15.6,63.9,36.1,35487.0,37.4,12.0,42.0,2013
+888,276300,University of Bath,United Kingdom,28.0,75.9,28.8,50.2,42.8,12830.0,18.8,30.0,46.0,2013
+889,276300,University of Bologna,Italy,34.4,37.6,27.4,53.9,35.1,85532.0,22.9,7.0,56.0,2013
+890,276300,University of Kansas,United States of America,36.1,28.1,20.5,57.2,34.5,23874.0,18.4,15.0,50.0,2013
+891,276300,University of Montana,United States of America,28.9,24.9,14.9,72.1,34.1,12470.0,15.2,3.0,54.0,2013
+892,276300,University of Newcastle,Australia,21.1,70.5,29.0,49.8,72.9,23508.0,21.9,18.0,56.0,2013
+893,276300,University of South Carolina,United States of America,37.5,31.3,28.0,53.2,30.8,29336.0,16.3,1.0,55.0,2013
+894,276300,University of Southern Denmark,Denmark,18.6,67.3,19.6,67.3,75.5,22210.0,12.7,16.0,52.0,2013
+895,276300,University of Trento,Italy,28.7,51.2,21.9,62.1,45.3,16841.0,43.2,8.0,51.0,2013
+896,276300,University of Turin,Italy,22.6,36.3,23.4,66.2,40.4,67552.0,66.0,6.0,62.0,2013
+897,276300,Virginia Polytechnic Institute and State University,United States of America,38.5,27.8,44.4,37.2,27.9,30850.0,18.6,10.0,42.0,2013
+898,301350,Autonomous University of Madrid,Spain,32.0,45.7,24.0,51.9,34.7,28296.0,13.0,15.0,56.0,2013
+899,301350,Brunel University London,United Kingdom,19.3,89.4,20.1,58.2,33.4,12613.0,17.6,38.0,46.0,2013
+900,301350,Charles University in Prague,Czech Republic,34.7,50.3,26.2,42.0,28.1,51438.0,13.0,15.0,62.0,2013
+901,301350,Claude Bernard University Lyon 1,France,23.6,50.0,17.1,62.6,49.0,35308.0,16.1,11.0,50.0,2013
+902,301350,Creighton University,United States of America,42.4,26.0,9.3,61.0,49.0,7086.0,8.3,2.0,57.0,2013
+903,301350,Hokkaido University,Japan,45.1,24.9,34.2,32.3,41.3,18162.0,8.2,9.0,29.0,2013
+904,301350,Hong Kong Baptist University,Hong Kong,22.9,62.0,15.1,57.6,29.6,10441.0,11.0,25.0,61.0,2013
+905,301350,Johannes Kepler University of Linz,Austria,22.0,59.0,13.8,59.3,49.0,19646.0,29.1,10.0,48.0,2013
+906,301350,King Abdulaziz University,Saudi Arabia,19.7,71.0,10.3,63.4,40.2,35889.0,8.4,21.0,57.0,2013
+907,301350,Kyushu University,Japan,44.0,21.7,28.8,30.7,73.1,18925.0,6.7,8.0,28.0,2013
+908,301350,Linköping University,Sweden,21.1,47.7,27.0,53.3,38.0,17866.0,7.7,10.0,52.0,2013
+909,301350,Medical University of Vienna,Austria,23.7,66.2,13.4,66.0,33.2,7426.0,2.9,28.0,50.0,2013
+910,301350,Murdoch University,Australia,19.4,83.3,18.9,49.6,44.2,16606.0,32.8,43.0,59.0,2013
+911,301350,National Cheng Kung University,Taiwan,33.1,22.9,40.3,30.4,99.9,21234.0,14.4,11.0,36.0,2013
+912,301350,National Sun YatSen University,Taiwan,27.9,23.9,32.5,48.5,43.9,9336.0,19.6,4.0,37.0,2013
+913,301350,"National University of Ireland, Galway",Republic of Ireland,22.6,69.3,19.8,51.9,41.1,14067.0,26.8,14.0,56.0,2013
+914,301350,North Carolina State University,United States of America,34.8,29.2,28.8,47.6,35.7,30533.0,13.6,11.0,44.0,2013
+915,301350,Polytechnic University of Milan,Italy,27.2,38.1,23.8,47.7,68.1,30025.0,22.2,12.0,34.0,2013
+916,301350,Renmin University of China,China,36.1,45.8,12.0,59.6,44.0,24954.0,12.7,6.0,50.0,2013
+917,301350,Sapienza University of Rome,Italy,35.3,33.2,30.6,39.1,36.0,120986.0,32.3,7.0,59.0,2013
+918,301350,Sharif University of Technology,Iran,32.9,16.7,42.8,34.2,93.0,10977.0,18.7,0.0,27.0,2013
+919,301350,State University of New York Albany,United States of America,30.2,27.8,30.0,52.9,49.0,15387.0,18.5,8.0,51.0,2013
+920,301350,Sun Yatsen University,China,33.1,24.2,17.8,52.2,43.5,51351.0,16.6,8.0,51.0,2013
+921,301350,UiT The Arctic University of Norway,Norway,21.7,61.8,19.4,56.4,29.1,10398.0,12.2,10.0,60.0,2013
+922,301350,University College Cork,Republic of Ireland,25.3,71.5,19.5,47.4,38.8,15805.0,22.3,15.0,55.0,2013
+923,301350,University of Canterbury,New Zealand,19.9,88.0,24.0,48.4,49.8,12187.0,16.5,20.0,51.0,2013
+924,301350,University of Crete,Greece,17.1,44.4,16.3,68.6,34.1,14650.0,26.9,5.0,63.0,2013
+925,301350,University of Eastern Finland,Finland,22.4,39.5,19.1,58.1,36.7,10798.0,17.3,6.0,64.0,2013
+926,301350,University of Fribourg,Switzerland,20.8,59.5,11.0,69.4,49.0,10416.0,46.9,19.0,58.0,2013
+927,301350,University of Graz,Austria,26.9,59.7,17.6,57.4,29.5,20584.0,26.8,12.0,65.0,2013
+928,301350,University of Guelph,Canada,24.4,39.0,31.3,48.2,48.1,21643.0,28.3,4.0,60.0,2013
+929,301350,University of Manitoba,Canada,31.6,38.6,32.4,44.4,43.5,28576.0,27.8,11.0,55.0,2013
+930,301350,"University of Maryland, Baltimore County",United States of America,19.4,32.6,16.4,65.2,32.6,13908.0,18.1,7.0,46.0,2013
+931,301350,University of Padua,Italy,21.0,37.0,21.4,64.5,31.7,62577.0,18.3,4.0,56.0,2013
+932,301350,University of Pavia,Italy,25.6,34.4,18.3,56.3,60.6,22958.0,40.6,6.0,56.0,2013
+933,301350,University of Pisa,Italy,22.6,29.6,23.2,63.8,39.4,47247.0,18.0,4.0,52.0,2013
+934,301350,University of Portsmouth,United Kingdom,12.8,70.2,10.5,72.3,29.2,20161.0,19.1,23.0,45.0,2013
+935,301350,University of South Australia,Australia,28.4,81.0,25.0,34.1,83.7,18971.0,26.2,32.0,59.0,2013
+936,301350,University of Tampere,Finland,25.6,35.0,23.9,51.2,49.3,10045.0,9.5,4.0,66.0,2013
+937,301350,University of Tsukuba,Japan,39.9,30.7,26.2,45.3,33.0,15930.0,12.6,16.0,38.0,2013
+938,301350,University of Waikato,New Zealand,17.7,85.6,19.9,61.9,28.2,10159.0,17.0,25.0,57.0,2013
+939,301350,University of Wollongong,Australia,22.5,83.7,27.3,47.4,54.0,16489.0,25.4,24.0,50.0,2013
+940,301350,Vrije Universiteit Brussel,Belgium,26.7,48.4,26.8,53.8,37.5,9020.0,17.1,16.0,55.0,2013
+941,301350,Washington State University,United States of America,29.9,33.9,30.6,47.1,55.8,24550.0,18.3,7.0,50.0,2013
+942,301350,Wayne State University,United States of America,34.3,28.1,16.2,58.4,49.0,23065.0,10.7,7.0,57.0,2013
+943,301350,York University,Canada,20.9,50.7,30.1,50.5,41.9,48007.0,39.4,9.0,59.0,2013
+944,301350,Zhejiang University,China,40.3,20.1,34.5,32.6,89.0,47508.0,15.9,5.0,41.0,2013
+945,351400,Aalborg University,Denmark,21.7,67.2,24.9,41.0,39.0,17422.0,15.9,15.0,48.0,2013
+946,351400,"Binghamton University, State University of New York",United States of America,23.3,30.7,21.9,51.1,33.4,15799.0,23.3,14.0,48.0,2013
+947,351400,Charles Darwin University,Australia,17.2,44.3,15.3,53.3,32.5,5570.0,25.4,15.0,67.0,2013
+948,351400,Deakin University,Australia,20.0,68.4,22.0,47.1,30.1,32713.0,30.4,17.0,60.0,2013
+949,351400,Flinders University,Australia,22.4,59.8,24.2,38.4,39.1,15655.0,22.6,15.0,63.0,2013
+950,351400,George Mason University,United States of America,27.2,34.9,19.7,53.0,28.2,26622.0,17.0,7.0,54.0,2013
+951,351400,HeriotWatt University,United Kingdom,20.7,84.2,21.4,42.1,48.4,8773.0,17.8,43.0,41.0,2013
+952,351400,Indian Institute of Technology Roorkee,India,30.4,15.6,13.7,45.8,70.4,8061.0,18.7,1.0,17.0,2013
+953,351400,Jagiellonian University,Poland,22.7,41.7,13.8,48.2,29.5,42835.0,11.5,5.0,67.0,2013
+954,351400,Keele University,United Kingdom,16.3,64.2,18.8,55.1,31.7,8397.0,15.7,20.0,55.0,2013
+955,351400,Keio University,Japan,32.5,22.2,28.0,39.7,43.1,33751.0,11.9,5.0,32.0,2013
+956,351400,King Mongkut’s University of Technology Thonburi,Thailand,11.3,23.8,10.2,68.4,60.2,17791.0,23.7,1.0,42.0,2013
+957,351400,Lehigh University,United States of America,26.0,30.4,19.7,50.6,40.1,6300.0,11.3,15.0,44.0,2013
+958,351400,Leibniz University of Hanover,Germany,36.6,48.2,19.1,35.1,40.3,22401.0,62.7,12.0,41.0,2013
+959,351400,Loughborough University,United Kingdom,33.4,63.9,32.7,24.7,40.7,13951.0,15.9,22.0,38.0,2013
+960,351400,Massey University,New Zealand,19.2,73.3,19.2,37.6,66.0,19101.0,16.8,15.0,62.0,2013
+961,351400,National Autonomous University of Mexico,Mexico,31.0,33.2,31.6,24.6,36.0,137378.0,11.6,5.0,51.0,2013
+962,351400,National Central University,Taiwan,25.2,27.9,26.5,38.3,84.8,10915.0,9.8,6.0,31.0,2013
+963,351400,National Taiwan University of Science and Technology (Taiwan Tech),Taiwan,26.8,18.8,42.5,33.1,46.8,7446.0,17.4,11.0,34.0,2013
+964,351400,"National University of Ireland, Maynooth",Republic of Ireland,25.7,69.2,23.9,28.1,30.8,7653.0,28.0,11.0,55.0,2013
+965,351400,Paris Dauphine University,France,22.0,57.6,12.7,50.6,29.4,9565.0,15.4,28.0,53.0,2013
+966,351400,Polytechnic University of Valencia,Spain,21.0,26.1,12.1,59.4,39.3,33172.0,13.6,7.0,36.0,2013
+967,351400,Temple University,United States of America,37.2,20.1,18.8,43.3,49.0,33268.0,13.3,5.0,51.0,2013
+968,351400,University of Aveiro,Portugal,21.0,48.7,21.1,49.0,39.9,10791.0,17.8,10.0,51.0,2013
+969,351400,University of DuisburgEssen,Germany,24.4,50.2,14.7,54.7,41.1,36051.0,46.6,11.0,49.0,2013
+970,351400,University of Ferrara,Italy,19.2,41.4,13.0,58.5,37.7,18882.0,30.2,7.0,56.0,2013
+971,351400,University of Hertfordshire,United Kingdom,13.4,77.2,9.1,63.1,28.9,19665.0,19.4,27.0,54.0,2013
+972,351400,University of Houston,United States of America,37.5,32.6,25.0,35.0,35.7,40325.0,43.7,9.0,50.0,2013
+973,351400,University of Jyväskylä,Finland,24.3,49.7,15.8,44.6,71.2,9703.0,15.2,5.0,62.0,2013
+974,351400,University of KwaZuluNatal,South Africa,21.9,56.2,20.2,40.0,28.5,30572.0,24.9,6.0,58.0,2013
+975,351400,University of Liège,Belgium,21.9,67.8,16.9,48.4,55.9,20951.0,25.9,23.0,54.0,2013
+976,351400,University of Minho,Portugal,17.6,44.1,19.7,51.2,32.2,19090.0,18.8,9.0,52.0,2013
+977,351400,University of Modena and Reggio Emilia,Italy,17.3,30.0,16.6,58.5,32.3,19693.0,25.3,6.0,54.0,2013
+978,351400,University of Oklahoma,United States of America,36.8,24.2,17.8,42.9,33.9,23874.0,18.4,15.0,50.0,2013
+979,351400,University of Porto,Portugal,26.2,43.2,21.1,50.2,36.2,32720.0,18.8,9.0,54.0,2013
+980,351400,University of Salento,Italy,29.1,28.4,21.3,40.6,51.3,19959.0,58.4,1.0,64.0,2013
+981,351400,University of Stirling,United Kingdom,18.2,63.7,23.7,50.3,29.8,7828.0,15.9,22.0,61.0,2013
+982,351400,University of Strathclyde,United Kingdom,26.3,63.0,21.6,33.0,35.8,15705.0,20.2,20.0,50.0,2013
+983,351400,University of Surrey,United Kingdom,31.1,80.4,25.0,21.6,45.4,12063.0,16.6,38.0,55.0,2013
+984,351400,University of Tartu,Estonia,18.6,42.4,27.4,52.4,30.1,10269.0,13.0,3.0,66.0,2013
+985,351400,University of Tasmania,Australia,19.5,68.4,17.5,47.2,44.8,18340.0,23.8,21.0,57.0,2013
+986,351400,University of Technology Sydney,Australia,20.7,74.7,21.5,34.7,33.9,24519.0,44.1,31.0,53.0,2013
+987,351400,University of Texas at San Antonio,United States of America,17.3,28.6,17.6,66.2,32.2,27520.0,26.9,6.0,48.0,2013
+988,351400,"University of the Andes, Colombia",Colombia,15.5,53.0,11.4,68.2,28.4,15773.0,16.9,2.0,44.0,2013
+989,351400,University of Valencia,Spain,17.2,40.8,14.5,62.8,32.5,58413.0,15.4,9.0,60.0,2013
+990,351400,University of Vigo,Spain,19.4,26.9,9.5,63.7,36.6,22793.0,19.0,3.0,51.0,2013
+991,351400,University of Warsaw,Poland,23.2,39.8,18.4,54.0,27.9,49292.0,14.1,7.0,67.0,2013
+992,351400,University of Wyoming,United States of America,18.6,28.1,24.2,47.5,30.9,23874.0,18.4,15.0,50.0,2013
+993,351400,Waseda University,Japan,28.9,32.8,21.3,37.8,30.8,52316.0,16.9,8.0,35.0,2013
+994,1,California Institute of Technology,United States of America,94.4,65.8,98.2,99.8,91.2,2243.0,6.9,27.0,33.0,2014
+995,2,Harvard University,United States of America,95.3,66.2,98.5,99.1,40.6,20152.0,8.9,25.0,50.0,2014
+996,2,University of Oxford,United Kingdom,89.0,90.2,98.5,95.4,90.3,19919.0,11.6,34.0,46.0,2014
+997,4,Stanford University,United States of America,94.7,68.0,96.8,99.1,61.3,15596.0,7.8,22.0,42.0,2014
+998,5,Massachusetts Institute of Technology,United States of America,92.9,82.0,89.0,100.0,94.3,11074.0,9.0,33.0,37.0,2014
+999,6,Princeton University,United States of America,89.9,59.6,97.6,99.7,80.5,7929.0,8.4,27.0,45.0,2014
+1000,7,University of Cambridge,United Kingdom,90.6,86.7,95.3,95.7,52.8,18812.0,11.8,34.0,46.0,2014
+1001,8,"University of California, Berkeley",United States of America,83.2,57.3,97.5,99.3,59.5,36186.0,16.4,15.0,50.0,2014
+1002,9,University of Chicago,United States of America,85.6,58.6,88.2,98.0,49.0,14221.0,6.9,21.0,42.0,2014
+1003,10,Imperial College London,United Kingdom,84.5,91.8,88.1,90.0,72.3,15060.0,11.7,51.0,37.0,2014
+1004,11,Yale University,United States of America,89.5,57.6,90.5,93.5,38.7,11751.0,4.4,20.0,50.0,2014
+1005,12,"University of California, Los Angeles",United States of America,84.8,46.4,91.0,95.6,49.0,38206.0,10.3,15.0,52.0,2014
+1006,13,Columbia University,United States of America,86.6,68.0,79.1,95.6,49.0,25055.0,5.9,28.0,50.0,2014
+1007,14,ETH Zurich – Swiss Federal Institute of Technology Zurich,Switzerland,77.6,96.7,88.2,85.0,78.8,18178.0,14.7,37.0,31.0,2014
+1008,15,Johns Hopkins University,United States of America,75.7,59.3,85.1,95.0,100.0,15128.0,3.6,23.0,50.0,2014
+1009,16,University of Pennsylvania,United States of America,79.8,40.6,81.2,95.0,45.2,20376.0,6.5,20.0,51.0,2014
+1010,17,Duke University,United States of America,73.9,50.0,73.0,96.7,100.0,15172.0,4.8,17.0,49.0,2014
+1011,18,University of Michigan,United States of America,70.0,49.5,86.2,90.8,53.5,41786.0,9.0,16.0,48.0,2014
+1012,19,Cornell University,United States of America,72.1,55.6,83.8,90.8,35.8,21424.0,10.2,19.0,48.0,2014
+1013,20,University of Toronto,Canada,73.6,70.0,81.5,84.5,45.8,66198.0,19.5,15.0,50.0,2014
+1014,21,University College London,United Kingdom,70.5,90.2,77.5,84.1,46.8,26607.0,10.7,46.0,56.0,2014
+1015,22,Northwestern University,United States of America,70.2,34.4,76.0,97.1,61.9,18334.0,13.8,15.0,48.0,2014
+1016,23,University of Tokyo,Japan,84.7,29.6,88.0,69.8,56.7,26199.0,5.7,10.0,50.0,2014
+1017,24,Carnegie Mellon University,United States of America,63.1,58.1,77.4,93.9,52.5,11885.0,13.1,35.0,39.0,2014
+1018,25,University of Washington,United States of America,65.6,43.2,69.2,95.6,43.1,44020.0,11.8,13.0,53.0,2014
+1019,26,National University of Singapore,Singapore,68.0,94.3,77.8,66.4,64.3,31592.0,15.5,34.0,49.0,2014
+1020,27,University of Texas at Austin,United States of America,64.7,42.4,69.0,91.3,59.6,49427.0,17.4,9.0,51.0,2014
+1021,28,Georgia Institute of Technology,United States of America,59.4,67.8,68.6,87.9,71.3,19967.0,20.1,26.0,31.0,2014
+1022,29,University of Illinois at UrbanaChampaign,United States of America,66.0,41.1,78.9,79.4,49.0,42727.0,18.7,20.0,47.0,2014
+1023,30,University of WisconsinMadison,United States of America,69.8,32.3,67.7,87.2,51.2,39655.0,10.8,11.0,51.0,2014
+1024,31,University of British Columbia,Canada,59.9,84.2,67.9,83.7,43.1,50152.0,17.6,25.0,54.0,2014
+1025,32,London School of Economics and Political Science,United Kingdom,65.2,81.7,74.2,69.2,43.6,23874.0,18.4,15.0,50.0,2014
+1026,33,"University of California, Santa Barbara",United States of America,47.8,61.8,58.2,99.4,86.7,22020.0,27.3,11.0,52.0,2014
+1027,34,University of Melbourne,Australia,57.1,81.3,64.2,80.2,65.1,40128.0,23.7,35.0,55.0,2014
+1028,35,McGill University,Canada,61.5,77.8,68.1,74.5,40.8,31326.0,13.7,23.0,56.0,2014
+1029,36,Karolinska Institute,Sweden,58.1,73.2,67.7,76.0,68.7,7774.0,11.5,22.0,70.0,2014
+1030,37,École Polytechnique Fédérale de Lausanne,Switzerland,52.9,98.2,48.3,95.9,49.2,9666.0,10.5,54.0,27.0,2014
+1031,38,King’s College London,United Kingdom,56.2,86.0,56.8,87.6,38.3,21394.0,11.4,37.0,61.0,2014
+1032,39,University of Edinburgh,United Kingdom,56.6,81.5,56.9,87.6,42.5,25774.0,14.1,36.0,58.0,2014
+1033,40,New York University,United States of America,65.4,41.8,58.4,87.9,29.9,42056.0,6.8,19.0,55.0,2014
+1034,40,"University of California, San Diego",United States of America,52.0,35.6,63.0,96.7,48.4,27233.0,6.5,11.0,48.0,2014
+1035,42,Washington University in St Louis,United States of America,59.5,44.6,52.9,96.4,49.0,12528.0,5.7,17.0,50.0,2014
+1036,43,University of Hong Kong,Hong Kong,61.6,80.3,69.9,61.5,56.9,19835.0,17.6,38.0,53.0,2014
+1037,44,Seoul National University,South Korea,76.4,29.4,79.2,47.3,86.0,26389.0,13.9,10.0,50.0,2014
+1038,45,Peking University,China,72.3,60.6,58.1,62.8,99.9,40148.0,8.3,14.0,50.0,2014
+1039,46,University of Minnesota,United States of America,61.4,31.7,62.7,81.2,49.0,46825.0,18.0,13.0,52.0,2014
+1040,47,University of North Carolina at Chapel Hill,United States of America,57.6,35.0,55.3,90.2,39.1,26518.0,7.3,8.0,58.0,2014
+1041,48,Australian National University,Australia,51.8,91.4,65.1,71.2,44.8,14604.0,19.2,35.0,52.0,2014
+1042,49,Pennsylvania State University,United States of America,55.3,33.7,65.9,79.4,60.0,44501.0,12.4,12.0,46.0,2014
+1043,50,Boston University,United States of America,56.5,44.2,46.1,95.3,31.1,24789.0,8.6,17.0,58.0,2014
+1044,50,Tsinghua University,China,66.8,42.6,65.9,59.9,99.9,39763.0,13.7,10.0,32.0,2014
+1045,52,Brown University,United States of America,55.4,37.7,52.0,91.3,33.5,8653.0,10.1,19.0,50.0,2014
+1046,52,Kyoto University,Japan,69.5,27.5,69.5,58.2,78.7,22809.0,5.6,7.0,50.0,2014
+1047,52,"University of California, Davis",United States of America,55.5,53.7,56.4,81.2,51.3,35364.0,13.9,13.0,54.0,2014
+1048,55,LMU Munich,Germany,55.4,56.3,54.1,83.3,41.4,35691.0,15.5,13.0,62.0,2014
+1049,56,Korea Advanced Institute of Science and Technology (KAIST),South Korea,65.6,34.3,60.0,67.0,100.0,9027.0,10.0,9.0,20.0,2014
+1050,57,Hong Kong University of Science and Technology,Hong Kong,52.4,77.0,59.7,72.3,58.5,11385.0,23.8,36.0,50.0,2014
+1051,58,University of Manchester,United Kingdom,54.5,80.9,52.2,77.3,40.8,34938.0,15.3,34.0,52.0,2014
+1052,59,Ohio State University,United States of America,58.3,48.1,52.9,79.4,47.7,51462.0,13.4,12.0,49.0,2014
+1053,60,Pohang University of Science and Technology,South Korea,54.2,33.8,49.0,85.7,100.0,3055.0,10.1,4.0,20.0,2014
+1054,61,KU Leuven,Belgium,48.6,58.6,59.9,72.9,99.9,42503.0,41.9,18.0,54.0,2014
+1055,62,Purdue University,United States of America,53.7,60.6,62.5,67.0,49.0,39256.0,18.1,22.0,42.0,2014
+1056,63,The University of Queensland,Australia,43.4,79.7,58.0,73.3,61.0,34718.0,32.7,27.0,53.0,2014
+1057,63,University of Göttingen,Germany,45.1,51.5,48.8,89.6,41.2,25581.0,25.6,12.0,51.0,2014
+1058,65,Rice University,United States of America,44.1,67.7,35.5,99.9,35.2,6333.0,9.0,26.0,44.0,2014
+1059,65,École Normale Supérieure,France,54.6,67.1,37.1,87.0,44.7,2400.0,7.9,20.0,46.0,2014
+1060,67,Leiden University,Netherlands,41.9,58.5,53.2,84.2,49.8,21222.0,17.1,10.0,59.0,2014
+1061,68,Heidelberg University,Germany,57.8,61.3,44.8,76.0,42.1,28881.0,24.5,17.0,55.0,2014
+1062,69,Delft University of Technology,Netherlands,55.8,74.2,67.3,47.2,100.0,15920.0,19.4,25.0,26.0,2014
+1063,70,University of Southern California,United States of America,58.7,43.4,43.2,81.2,34.6,36534.0,12.9,20.0,52.0,2014
+1064,70,École Polytechnique,France,46.3,86.1,40.5,82.3,74.0,2429.0,4.8,30.0,18.0,2014
+1065,72,University of Sydney,Australia,47.4,84.8,55.4,66.6,66.3,41868.0,20.2,28.0,57.0,2014
+1066,73,Erasmus University Rotterdam,Netherlands,37.8,66.6,53.3,81.2,56.0,20580.0,18.9,18.0,48.0,2014
+1067,74,University of Basel,Switzerland,39.1,91.1,41.0,81.4,98.5,12551.0,17.3,24.0,54.0,2014
+1068,74,Utrecht University,Netherlands,36.3,49.2,54.7,82.0,85.6,30779.0,15.4,7.0,59.0,2014
+1069,76,Nanyang Technological University,Singapore,37.7,91.0,54.3,67.5,100.0,25028.0,16.2,33.0,48.0,2014
+1070,77,Wageningen University and Research Center,Netherlands,43.1,78.3,44.3,74.1,100.0,9248.0,17.0,21.0,56.0,2014
+1071,78,University of Pittsburgh,United States of America,48.6,29.4,45.4,84.4,39.4,26485.0,5.8,10.0,51.0,2014
+1072,79,University of Bristol,United Kingdom,39.6,75.0,41.2,84.9,38.0,17906.0,14.0,25.0,53.0,2014
+1073,80,Durham University,United Kingdom,38.3,76.8,38.3,88.2,35.3,15489.0,15.7,24.0,54.0,2014
+1074,80,Emory University,United States of America,50.4,42.4,31.6,90.8,43.2,12338.0,4.5,18.0,56.0,2014
+1075,80,Tufts University,United States of America,46.7,43.4,32.1,93.9,39.1,10410.0,10.0,14.0,54.0,2014
+1076,83,Michigan State University,United States of America,50.0,52.6,49.1,71.5,32.0,44750.0,15.7,15.0,51.0,2014
+1077,83,University of Amsterdam,Netherlands,38.3,58.3,54.1,75.0,50.2,24570.0,14.4,11.0,53.0,2014
+1078,85,Ghent University,Belgium,41.0,49.5,48.9,74.9,94.6,32166.0,34.1,9.0,57.0,2014
+1079,86,Free University of Berlin,Germany,43.8,58.7,58.0,64.8,34.4,33062.0,39.3,20.0,58.0,2014
+1080,87,Technical University of Munich,Germany,48.2,63.1,35.2,80.7,50.1,35565.0,31.5,20.0,33.0,2014
+1081,88,Case Western Reserve University,United States of America,51.0,35.4,38.6,82.8,49.0,9259.0,6.4,17.0,48.0,2014
+1082,88,Vanderbilt University,United States of America,46.8,28.6,38.7,86.5,51.0,12161.0,3.6,10.0,52.0,2014
+1083,90,University of Notre Dame,United States of America,41.2,47.5,34.7,91.8,31.2,11829.0,13.8,10.0,44.0,2014
+1084,91,Monash University,Australia,42.5,78.3,48.9,65.4,67.0,50882.0,40.5,36.0,56.0,2014
+1085,92,McMaster University,Canada,35.3,68.0,42.7,79.4,86.9,23823.0,19.3,15.0,53.0,2014
+1086,93,"University of California, Irvine",United States of America,37.1,36.4,40.8,89.7,44.9,26614.0,16.1,16.0,52.0,2014
+1087,94,Humboldt University of Berlin,Germany,45.6,54.4,48.7,68.4,49.0,29987.0,52.5,16.0,50.0,2014
+1088,95,University of Rochester,United States of America,42.8,50.7,29.9,89.7,41.4,9390.0,4.5,26.0,49.0,2014
+1089,96,Pierre and Marie Curie University,France,50.2,65.5,26.7,82.3,34.4,27862.0,8.7,18.0,48.0,2014
+1090,97,University of Colorado Boulder,United States of America,34.2,40.5,33.3,97.3,49.0,29325.0,16.1,8.0,45.0,2014
+1091,98,Maastricht University,Netherlands,33.1,89.1,47.1,65.8,98.2,15626.0,18.9,48.0,56.0,2014
+1092,98,University of Groningen,Netherlands,36.0,53.0,48.6,71.1,87.6,24556.0,25.6,12.0,52.0,2014
+1093,100,University of Helsinki,Finland,35.5,51.3,46.5,77.8,30.7,23505.0,15.1,6.0,66.0,2014
+1094,100,University of York,United Kingdom,31.7,73.6,33.2,89.4,33.3,23874.0,18.4,15.0,50.0,2014
+1095,102,"Royal Holloway, University of London",United Kingdom,30.4,92.6,21.2,97.5,33.1,8747.0,15.9,37.0,57.0,2014
+1096,103,"Rutgers, the State University of New Jersey",United States of America,43.4,31.4,50.1,70.4,35.4,37032.0,17.3,8.0,51.0,2014
+1097,103,Stockholm University,Sweden,28.6,53.4,41.4,88.7,31.5,31715.0,23.7,8.0,62.0,2014
+1098,103,University of Arizona,United States of America,39.4,38.0,44.4,74.6,82.3,36429.0,12.7,8.0,52.0,2014
+1099,106,Eindhoven University of Technology,Netherlands,37.3,68.7,47.9,63.6,100.0,8176.0,16.0,14.0,19.0,2014
+1100,106,University of Montreal,Canada,45.7,75.6,42.9,59.3,90.9,38264.0,20.3,25.0,57.0,2014
+1101,108,"University of Maryland, College Park",United States of America,39.0,42.4,37.2,84.4,32.1,31331.0,8.4,9.0,48.0,2014
+1102,109,Chinese University of Hong Kong,Hong Kong,45.5,66.9,54.7,52.4,46.4,17916.0,10.2,22.0,53.0,2014
+1103,109,University of Alberta,Canada,44.6,70.1,47.8,59.3,46.8,36299.0,21.6,23.0,55.0,2014
+1104,111,Uppsala University,Sweden,38.9,57.8,49.7,66.4,40.5,25266.0,18.2,12.0,57.0,2014
+1105,112,University of Sheffield,United Kingdom,40.6,71.6,38.1,72.4,42.7,23311.0,15.5,31.0,50.0,2014
+1106,112,University of Virginia,United States of America,49.7,30.2,33.9,77.5,49.4,23845.0,10.2,12.0,52.0,2014
+1107,114,ParisSud University,France,35.9,62.0,32.1,86.3,28.8,27603.0,15.0,17.0,50.0,2014
+1108,114,Queen Mary University of London,United Kingdom,31.0,88.0,29.2,87.0,37.7,14260.0,14.0,40.0,52.0,2014
+1109,114,University of New South Wales,Australia,38.8,83.5,50.1,58.0,52.6,38309.0,25.9,33.0,47.0,2014
+1110,117,KTH Royal Institute of Technology,Sweden,45.0,86.2,41.6,55.6,100.0,12062.0,14.6,21.0,30.0,2014
+1111,117,Technical University of Denmark,Denmark,38.9,77.4,26.9,78.7,98.7,9990.0,5.0,18.0,27.0,2014
+1112,117,University of Glasgow,United Kingdom,34.5,73.7,36.6,79.2,40.8,22616.0,16.0,29.0,57.0,2014
+1113,117,University of St Andrews,United Kingdom,36.9,88.8,32.2,77.3,40.3,8338.0,12.7,47.0,56.0,2014
+1114,121,University of Sussex,United Kingdom,29.5,80.1,32.2,86.3,31.3,12001.0,17.4,35.0,54.0,2014
+1115,121,University of Zurich,Switzerland,38.0,85.5,29.8,78.1,39.2,26583.0,6.5,19.0,57.0,2014
+1116,123,Lund University,Sweden,30.1,67.4,48.6,72.0,33.5,28251.0,11.5,15.0,50.0,2014
+1117,124,University of Geneva,Switzerland,31.4,96.7,33.9,77.2,38.3,15668.0,15.0,39.0,61.0,2014
+1118,125,Tokyo Institute of Technology,Japan,52.4,32.1,51.4,52.0,67.5,9586.0,7.3,13.0,13.0,2014
+1119,126,Dartmouth College,United States of America,38.5,32.7,34.5,83.6,42.3,6178.0,6.6,16.0,47.0,2014
+1120,126,University of Cape Town,South Africa,26.3,77.2,31.0,84.6,85.6,20040.0,12.1,18.0,53.0,2014
+1121,128,University of Florida,United States of America,48.0,30.9,49.9,59.9,49.0,50095.0,18.7,9.0,54.0,2014
+1122,129,RWTH Aachen University,Germany,40.4,55.5,31.3,76.0,73.9,37917.0,27.6,16.0,31.0,2014
+1123,129,Trinity College Dublin,Republic of Ireland,33.1,85.9,25.2,85.4,30.8,15521.0,18.0,25.0,57.0,2014
+1124,131,Radboud University Nijmegen,Netherlands,29.7,58.6,46.1,73.1,42.5,17713.0,13.0,10.0,58.0,2014
+1125,132,Indiana University,United States of America,45.8,38.3,37.0,71.5,49.0,62468.0,13.6,13.0,53.0,2014
+1126,132,University of Lausanne,Switzerland,27.3,84.5,39.7,74.5,52.7,11964.0,13.1,22.0,50.0,2014
+1127,132,University of Massachusetts,United States of America,40.7,33.1,38.9,74.6,52.0,56959.0,13.0,11.0,49.0,2014
+1128,135,Boston College,United States of America,26.3,54.4,26.4,96.2,49.4,13216.0,17.4,19.0,54.0,2014
+1129,136,"University of California, Santa Cruz",United States of America,25.9,39.4,29.1,99.9,49.0,17404.0,22.7,1.0,53.0,2014
+1130,137,Lancaster University,United Kingdom,34.8,81.2,32.6,75.4,32.2,11512.0,14.9,33.0,52.0,2014
+1131,138,Aarhus University,Denmark,30.7,67.2,46.4,65.8,67.5,23895.0,13.6,14.0,54.0,2014
+1132,139,Colorado School of Mines,United States of America,22.7,47.3,27.2,97.1,74.8,5287.0,18.2,12.0,26.0,2014
+1133,139,University of Leeds,United Kingdom,34.9,68.5,38.2,71.3,42.1,27703.0,14.7,21.0,58.0,2014
+1134,141,University of Warwick,United Kingdom,39.8,82.9,42.4,58.7,34.6,18529.0,16.6,37.0,48.0,2014
+1135,142,National Taiwan University,Taiwan,47.1,27.3,58.3,47.8,47.1,31891.0,11.9,7.0,39.0,2014
+1136,143,University of Utah,United States of America,39.4,25.5,36.1,76.6,61.3,25674.0,16.9,9.0,45.0,2014
+1137,144,Osaka University,Japan,52.5,27.6,47.6,50.4,71.2,23144.0,7.8,9.0,31.0,2014
+1138,144,VU University Amsterdam,Netherlands,33.1,49.2,38.8,74.1,59.8,23280.0,16.3,6.0,56.0,2014
+1139,146,Arizona State University,United States of America,33.8,28.6,35.9,83.6,31.4,83236.0,29.9,9.0,50.0,2014
+1140,146,University of Southampton,United Kingdom,33.2,79.1,31.4,75.4,38.6,20925.0,13.5,29.0,53.0,2014
+1141,148,"University of California, Riverside",United States of America,25.9,62.2,25.8,91.8,37.6,20626.0,22.0,12.0,51.0,2014
+1142,148,University of Exeter,United Kingdom,29.2,76.7,32.8,78.3,37.2,17755.0,18.8,28.0,54.0,2014
+1143,150,Tohoku University,Japan,51.8,29.3,48.1,47.3,85.9,17200.0,5.0,7.0,25.0,2014
+1144,150,University of Copenhagen,Denmark,33.9,76.0,32.0,73.1,43.0,27545.0,4.1,19.0,67.0,2014
+1145,152,University of Freiburg,Germany,40.1,55.9,28.4,71.8,86.6,26467.0,31.2,16.0,52.0,2014
+1146,153,University of Birmingham,United Kingdom,42.8,72.2,39.6,57.5,36.7,25295.0,16.4,23.0,54.0,2014
+1147,154,Karlsruhe Institute of Technology,Germany,39.0,61.9,33.6,64.8,83.0,25294.0,24.6,16.0,26.0,2014
+1148,155,Joseph Fourier University,France,39.1,57.1,27.6,75.6,36.1,16130.0,12.1,13.0,50.0,2014
+1149,156,École Normale Supérieure de Lyon,France,37.1,63.3,35.2,67.7,30.0,2218.0,8.0,14.0,49.0,2014
+1150,157,University of Bern,Switzerland,38.9,78.5,31.4,64.3,45.1,14708.0,22.5,14.0,54.0,2014
+1151,157,University of Nottingham,United Kingdom,38.4,70.3,36.3,62.3,39.2,30144.0,15.0,27.0,54.0,2014
+1152,159,Texas A&M University,United States of America,43.0,46.8,50.2,48.6,47.5,50657.0,21.4,9.0,47.0,2014
+1153,160,Georgetown University,United States of America,51.9,43.6,25.6,62.3,71.9,15408.0,8.5,14.0,53.0,2014
+1154,161,University College Dublin,Republic of Ireland,27.1,79.6,29.0,77.0,33.1,22193.0,24.5,23.0,50.0,2014
+1155,161,University of Iowa,United States of America,44.2,29.3,31.6,70.4,49.0,27526.0,11.6,11.0,52.0,2014
+1156,161,University of Leicester,United Kingdom,32.5,81.6,32.9,66.9,33.7,14541.0,13.4,35.0,54.0,2014
+1157,164,Brandeis University,United States of America,28.8,50.6,24.3,86.5,36.8,5495.0,12.6,22.0,55.0,2014
+1158,164,Pompeu Fabra University,Spain,27.0,51.7,27.1,85.2,37.3,10901.0,18.3,13.0,59.0,2014
+1159,164,University of Antwerp,Belgium,34.5,61.1,33.2,64.1,100.0,12346.0,30.3,16.0,56.0,2014
+1160,164,University of Auckland,New Zealand,26.7,88.0,33.5,67.0,74.5,29787.0,18.9,28.0,54.0,2014
+1161,168,University of Western Australia,Australia,34.6,88.6,34.7,58.0,63.3,20851.0,20.7,27.0,50.0,2014
+1162,169,University of Liverpool,United Kingdom,31.1,75.0,31.2,70.3,37.7,18815.0,13.6,30.0,52.0,2014
+1163,170,University of Twente,Netherlands,32.7,65.5,43.8,54.3,81.8,6631.0,12.0,26.0,37.0,2014
+1164,170,University of Vienna,Austria,35.8,89.5,36.1,57.4,29.3,34651.0,20.5,25.0,67.0,2014
+1165,172,Université Catholique de Louvain,Belgium,30.1,63.4,35.3,67.5,57.8,28856.0,42.0,19.0,54.0,2014
+1166,172,Yeshiva University,United States of America,47.3,25.6,20.6,77.5,49.0,6753.0,5.5,7.0,53.0,2014
+1167,174,University of Delaware,United States of America,27.0,37.1,35.5,73.6,98.1,19262.0,15.9,10.0,56.0,2014
+1168,174,University of East Anglia,United Kingdom,27.2,72.3,24.0,81.7,29.5,14992.0,14.7,28.0,58.0,2014
+1169,176,University at Buffalo,United States of America,40.2,55.4,39.3,56.2,39.4,25668.0,19.0,19.0,47.0,2014
+1170,176,Université Libre de Bruxelles,Belgium,22.7,77.5,30.4,77.8,49.0,23819.0,26.1,32.0,54.0,2014
+1171,178,Paris Diderot University – Paris 7,France,24.0,67.0,19.1,90.2,29.1,27756.0,14.8,17.0,63.0,2014
+1172,178,Stony Brook University,United States of America,32.5,57.8,22.9,80.3,32.3,21908.0,10.9,24.0,50.0,2014
+1173,180,Wake Forest University,United States of America,36.1,23.7,21.8,85.1,38.8,7326.0,4.6,5.0,51.0,2014
+1174,181,Rensselaer Polytechnic Institute,United States of America,30.7,35.6,35.5,71.5,65.6,6671.0,15.0,16.0,30.0,2014
+1175,181,University of Bonn,Germany,35.8,54.2,20.4,80.7,49.0,32474.0,70.4,13.0,55.0,2014
+1176,183,Iowa State University,United States of America,35.6,38.8,32.4,71.5,28.2,29991.0,17.4,11.0,44.0,2014
+1177,184,Northeastern University,United States of America,34.5,48.5,19.8,82.0,34.5,18539.0,15.1,26.0,50.0,2014
+1178,185,University of Miami,United States of America,43.2,32.9,25.8,71.5,49.0,15286.0,5.7,14.0,50.0,2014
+1179,185,University of Oslo,Norway,32.4,70.3,33.0,65.4,32.5,27139.0,18.8,18.0,50.0,2014
+1180,185,University of Ottawa,Canada,36.5,62.4,34.8,60.6,41.6,36733.0,26.3,15.0,60.0,2014
+1181,188,University of Aberdeen,United Kingdom,27.9,83.6,26.8,71.3,45.1,12938.0,15.8,33.0,54.0,2014
+1182,188,University of Texas at Dallas,United States of America,25.5,46.8,28.6,81.2,44.4,16306.0,22.8,23.0,44.0,2014
+1183,190,Yonsei University,South Korea,44.5,35.0,47.0,44.2,70.1,24774.0,11.6,14.0,50.0,2014
+1184,191,Hebrew University of Jerusalem,Israel,42.8,52.9,37.0,54.3,33.3,17612.0,10.7,5.0,55.0,2014
+1185,191,University of Illinois at Chicago,United States of America,45.5,43.3,34.9,56.2,31.1,24313.0,9.2,17.0,53.0,2014
+1186,193,Mines ParisTech,France,41.6,58.7,22.5,62.7,99.1,1283.0,5.6,22.0,28.0,2014
+1187,194,George Washington University,United States of America,45.6,36.0,26.3,65.9,30.0,20541.0,12.0,16.0,56.0,2014
+1188,194,University of Reading,United Kingdom,36.0,70.6,34.1,58.7,34.4,12050.0,14.8,28.0,55.0,2014
+1189,196,University of Dundee,United Kingdom,22.5,65.7,21.4,84.9,46.5,11628.0,15.3,25.0,60.0,2014
+1190,197,Florida Institute of Technology,United States of America,15.9,61.5,14.5,99.0,44.7,4408.0,13.7,26.0,34.0,2014
+1191,198,Newcastle University,United Kingdom,29.7,76.3,28.3,68.1,36.9,20174.0,15.2,29.0,50.0,2014
+1192,199,Boğaziçi University,Turkey,20.5,49.8,22.8,88.2,45.9,11506.0,25.0,7.0,50.0,2014
+1193,199,Tel Aviv University,Israel,39.9,43.3,48.3,44.8,44.7,23977.0,24.4,4.0,50.0,2014
+1194,201225,"Birkbeck, University of London",United Kingdom,31.3,83.5,27.4,59.9,29.0,9454.0,17.2,38.0,55.0,2014
+1195,201225,Cardiff University,United Kingdom,28.0,70.6,30.9,64.6,34.4,23347.0,13.1,23.0,57.0,2014
+1196,201225,City University of Hong Kong,Hong Kong,30.9,65.9,33.5,60.2,55.7,10015.0,7.1,28.0,51.0,2014
+1197,201225,Fudan University,China,41.6,37.9,31.9,54.1,46.7,32175.0,12.2,11.0,50.0,2014
+1198,201225,Goethe University Frankfurt,Germany,28.9,56.4,20.4,80.7,39.8,31861.0,9.3,15.0,60.0,2014
+1199,201225,Istanbul Technical University,Turkey,26.2,35.7,19.2,82.3,68.2,34550.0,16.0,5.0,34.0,2014
+1200,201225,Korea University,South Korea,46.2,35.5,42.2,41.1,70.3,24043.0,15.8,14.0,50.0,2014
+1201,201225,Laval University,Canada,37.7,54.0,29.1,59.3,68.5,27227.0,16.2,12.0,50.0,2014
+1202,201225,Middle East Technical University,Turkey,39.2,31.2,30.0,56.4,57.0,25779.0,22.2,7.0,44.0,2014
+1203,201225,Nagoya University,Japan,37.4,28.0,32.1,55.1,80.6,15529.0,7.9,10.0,29.0,2014
+1204,201225,"St George’s, University of London",United Kingdom,20.5,57.3,22.9,84.1,30.6,2958.0,13.4,17.0,61.0,2014
+1205,201225,Sungkyunkwan University (SKKU),South Korea,37.6,33.7,38.8,45.8,98.6,24365.0,20.3,9.0,39.0,2014
+1206,201225,Technion Israel Institute of Technology,Israel,35.1,59.7,37.2,48.9,36.2,13855.0,19.4,4.0,35.0,2014
+1207,201225,Tokyo Metropolitan University,Japan,19.3,29.4,9.6,100.0,31.0,9303.0,9.9,4.0,35.0,2014
+1208,201225,Ulm University,Germany,38.6,54.6,20.6,68.4,51.1,9187.0,11.2,10.0,47.0,2014
+1209,201225,University of Adelaide,Australia,28.7,78.2,34.3,56.8,54.1,20771.0,30.1,26.0,48.0,2014
+1210,201225,University of Bergen,Norway,30.8,62.9,28.2,66.6,34.7,11623.0,11.1,12.0,60.0,2014
+1211,201225,University of Calgary,Canada,32.8,62.9,30.2,56.8,45.4,28341.0,16.5,17.0,53.0,2014
+1212,201225,University of Gothenburg,Sweden,23.4,47.1,35.8,64.1,38.0,26420.0,16.4,12.0,50.0,2014
+1213,201225,University of Innsbruck,Austria,25.2,91.4,17.2,70.6,40.2,18209.0,16.9,39.0,54.0,2014
+1214,201225,University of Science and Technology of China,China,38.7,25.8,26.1,69.6,69.4,14290.0,7.9,2.0,50.0,2014
+1215,201225,University of Strasbourg,France,25.2,69.2,21.1,76.6,32.0,46208.0,17.8,21.0,58.0,2014
+1216,201225,University of Trento,Italy,27.2,54.7,22.9,71.5,42.8,16841.0,43.2,8.0,51.0,2014
+1217,201225,University of Tübingen,Germany,31.1,56.6,21.6,71.8,32.3,28327.0,38.9,12.0,58.0,2014
+1218,201225,University of Victoria,Canada,18.1,67.0,28.5,75.5,30.1,17581.0,21.5,11.0,56.0,2014
+1219,201225,William & Mary,United States of America,37.2,26.0,18.5,73.6,31.9,7867.0,11.8,7.0,54.0,2014
+1220,226250,Autonomous University of Barcelona,Spain,30.6,48.3,28.0,64.2,39.1,30538.0,12.3,10.0,59.0,2014
+1221,226250,Bilkent University,Turkey,24.4,43.7,26.0,69.2,46.6,23874.0,18.4,15.0,50.0,2014
+1222,226250,Lomonosov Moscow State University,Russian Federation,54.4,55.7,36.6,27.0,72.2,30822.0,7.7,20.0,43.0,2014
+1223,226250,Panjab University,India,25.8,29.3,14.0,84.7,28.4,16691.0,23.9,1.0,46.0,2014
+1224,226250,Queen’s University,Canada,36.2,59.8,29.5,51.6,63.5,20488.0,22.1,10.0,58.0,2014
+1225,226250,Renmin University of China,China,35.5,48.4,13.4,69.6,40.4,24954.0,12.7,6.0,50.0,2014
+1226,226250,Simon Fraser University,Canada,22.0,58.4,27.9,66.7,41.8,26640.0,28.3,19.0,55.0,2014
+1227,226250,Technical University of Darmstadt,Germany,37.6,66.3,30.7,43.3,88.0,20300.0,53.6,18.0,28.0,2014
+1228,226250,Tilburg University,Netherlands,32.0,57.6,45.7,39.0,55.5,7576.0,22.4,10.0,49.0,2014
+1229,226250,Tulane University,United States of America,43.0,29.0,20.6,61.1,49.0,11381.0,8.4,8.0,56.0,2014
+1230,226250,University of Barcelona,Spain,24.5,45.0,24.7,74.9,30.3,47491.0,12.2,10.0,62.0,2014
+1231,226250,University of Cincinnati,United States of America,31.8,25.4,22.3,69.3,36.5,36108.0,15.7,6.0,54.0,2014
+1232,226250,University of ErlangenNuremberg,Germany,32.7,49.6,16.5,71.8,47.5,36146.0,53.9,9.0,49.0,2014
+1233,226250,University of Kiel,Germany,29.7,44.2,22.7,69.5,39.8,24444.0,23.8,8.0,53.0,2014
+1234,226250,University of Konstanz,Germany,27.0,58.9,30.7,59.9,59.5,10930.0,59.1,12.0,54.0,2014
+1235,226250,University of MilanBicocca,Italy,25.2,42.8,23.3,76.0,35.3,33370.0,72.5,5.0,60.0,2014
+1236,226250,University of Münster,Germany,30.0,45.1,18.2,70.7,39.5,39838.0,46.1,8.0,53.0,2014
+1237,226250,University of Otago,New Zealand,24.6,84.8,26.9,56.9,37.6,18600.0,20.3,21.0,57.0,2014
+1238,226250,University of São Paulo,Brazil,47.2,24.9,50.8,29.4,40.1,81402.0,14.6,4.0,48.0,2014
+1239,226250,University of the Witwatersrand,South Africa,22.4,68.2,29.3,55.8,99.0,23321.0,18.6,9.0,56.0,2014
+1240,226250,University of Trieste,Italy,19.1,49.8,15.0,86.7,32.9,18135.0,25.8,9.0,56.0,2014
+1241,226250,University of Turin,Italy,26.1,39.7,20.9,72.7,41.9,67552.0,66.0,6.0,62.0,2014
+1242,226250,University of Waterloo,Canada,28.9,62.0,37.4,47.7,38.5,30726.0,24.2,14.0,45.0,2014
+1243,226250,University of Western Ontario,Canada,37.3,62.7,33.7,45.1,52.3,27387.0,20.7,16.0,54.0,2014
+1244,226250,University of Würzburg,Germany,27.1,47.4,16.0,77.0,30.4,26576.0,38.4,8.0,57.0,2014
+1245,226250,Vienna University of Technology,Austria,39.2,72.4,30.8,40.9,66.6,26419.0,52.0,27.0,27.0,2014
+1246,251275,Brunel University London,United Kingdom,21.6,89.1,19.1,64.6,34.1,12613.0,17.6,38.0,46.0,2014
+1247,251275,Dalhousie University,Canada,32.6,59.1,28.8,50.3,67.1,15064.0,14.4,18.0,55.0,2014
+1248,251275,Hong Kong Polytechnic University,Hong Kong,28.4,62.6,35.7,48.4,40.3,22064.0,25.9,26.0,51.0,2014
+1249,251275,Medical University of Vienna,Austria,25.9,69.4,15.9,68.3,33.7,7426.0,2.9,28.0,50.0,2014
+1250,251275,Montpellier University,France,23.4,54.2,24.7,67.7,33.4,36731.0,18.4,14.0,51.0,2014
+1251,251275,Nanjing University,China,36.8,50.8,23.2,52.6,51.8,29743.0,13.3,10.0,46.0,2014
+1252,251275,National Chiao Tung University,Taiwan,37.3,28.9,42.1,37.3,99.5,12646.0,16.6,5.0,27.0,2014
+1253,251275,National Tsing Hua University,Taiwan,39.5,21.5,35.4,44.7,43.4,10221.0,13.5,5.0,33.0,2014
+1254,251275,Norwegian University of Science and Technology,Norway,32.2,54.2,26.7,52.9,46.2,17381.0,13.9,9.0,46.0,2014
+1255,251275,Queen’s University Belfast,United Kingdom,26.9,87.5,22.8,53.8,48.5,17940.0,17.9,30.0,54.0,2014
+1256,251275,Sharif University of Technology,Iran,29.7,20.7,37.2,49.0,98.3,10977.0,18.7,0.0,27.0,2014
+1257,251275,Swedish University of Agricultural Sciences,Sweden,29.0,45.2,23.9,59.3,99.8,3879.0,4.6,15.0,67.0,2014
+1258,251275,TU Dresden,Germany,28.7,49.5,15.0,71.8,38.4,35487.0,37.4,12.0,42.0,2014
+1259,251275,University of Cologne,Germany,29.7,53.4,18.7,63.6,49.0,43280.0,43.4,11.0,60.0,2014
+1260,251275,University of Essex,United Kingdom,30.6,82.4,30.5,47.6,32.7,12695.0,19.8,39.0,55.0,2014
+1261,251275,University of Iceland,Iceland,12.5,59.9,24.3,71.1,78.5,13960.0,25.9,8.0,66.0,2014
+1262,251275,University of NebraskaLincoln,United States of America,32.6,42.0,30.0,52.4,34.2,21789.0,16.4,9.0,46.0,2014
+1263,251275,University of Newcastle,Australia,21.2,70.5,28.2,58.0,74.2,23508.0,21.9,18.0,56.0,2014
+1264,251275,University of Pavia,Italy,27.9,40.5,20.0,66.7,63.3,22958.0,40.6,6.0,56.0,2014
+1265,251275,University of South Carolina,United States of America,34.6,34.4,27.9,56.2,31.5,29336.0,16.3,1.0,55.0,2014
+1266,251275,"University of the Andes, Colombia",Colombia,14.5,55.7,10.5,89.3,30.6,15773.0,16.9,2.0,44.0,2014
+1267,251275,Vrije Universiteit Brussel,Belgium,30.0,54.4,24.9,59.3,44.7,9020.0,17.1,16.0,55.0,2014
+1268,276300,Carleton University,Canada,19.4,57.5,24.1,66.7,49.0,25036.0,29.8,18.0,47.0,2014
+1269,276300,Chalmers University of Technology,Sweden,26.2,61.5,34.8,44.3,77.3,8605.0,11.6,15.0,30.0,2014
+1270,276300,Colorado State University,United States of America,28.6,31.4,29.8,57.4,38.5,26769.0,19.0,5.0,52.0,2014
+1271,276300,Creighton University,United States of America,41.3,21.7,10.9,68.2,49.0,7086.0,8.3,2.0,57.0,2014
+1272,276300,Koç University,Turkey,16.6,57.8,17.1,72.1,41.1,4488.0,14.6,8.0,52.0,2014
+1273,276300,Macquarie University,Australia,20.9,91.1,23.8,54.2,37.9,27930.0,20.0,44.0,55.0,2014
+1274,276300,Plymouth University,United Kingdom,16.4,48.3,16.0,75.4,28.9,24121.0,25.9,13.0,52.0,2014
+1275,276300,Polytechnic University of Milan,Italy,28.6,36.4,25.0,56.3,75.9,30025.0,22.2,12.0,34.0,2014
+1276,276300,Queensland University of Technology,Australia,26.6,67.9,32.3,44.0,65.3,33391.0,35.8,17.0,54.0,2014
+1277,276300,Tokyo Medical and Dental University (TMDU),Japan,43.3,22.0,21.1,52.0,46.6,2872.0,3.3,7.0,51.0,2014
+1278,276300,University College Cork,Republic of Ireland,27.2,67.1,20.1,56.8,50.0,15805.0,22.3,15.0,55.0,2014
+1279,276300,University of Alaska Fairbanks,United States of America,26.1,38.2,25.5,57.4,52.5,3837.0,8.2,7.0,53.0,2014
+1280,276300,University of Bath,United Kingdom,26.7,77.4,25.2,50.1,35.0,12830.0,18.8,30.0,46.0,2014
+1281,276300,University of Bologna,Italy,30.7,40.7,18.6,64.2,33.5,85532.0,22.9,7.0,56.0,2014
+1282,276300,University of Fribourg,Switzerland,25.9,84.5,16.3,57.6,30.6,10416.0,46.9,19.0,58.0,2014
+1283,276300,University of Georgia,United States of America,39.6,35.0,28.9,46.1,30.7,33119.0,19.9,7.0,57.0,2014
+1284,276300,University of Kansas,United States of America,33.9,33.6,19.8,59.9,35.9,23874.0,18.4,15.0,50.0,2014
+1285,276300,University of Milan,Italy,25.7,35.6,19.8,65.5,39.0,58618.0,24.3,5.0,60.0,2014
+1286,276300,University of Montana,United States of America,29.5,22.6,15.0,74.6,34.5,12470.0,15.2,3.0,54.0,2014
+1287,276300,University of South Florida,United States of America,24.1,38.5,31.1,52.4,95.0,31424.0,21.5,10.0,50.0,2014
+1288,276300,University of Southern Denmark,Denmark,18.5,66.4,18.3,64.7,70.9,22210.0,12.7,16.0,52.0,2014
+1289,276300,University of Wollongong,Australia,22.8,83.9,25.2,49.1,59.6,16489.0,25.4,24.0,50.0,2014
+1290,276300,Victoria University of Wellington,New Zealand,19.7,82.9,27.7,52.9,46.4,17142.0,21.1,21.0,55.0,2014
+1291,276300,Virginia Polytechnic Institute and State University,United States of America,33.7,27.5,40.4,38.7,42.0,30850.0,18.6,10.0,42.0,2014
+1292,276300,York University,Canada,24.2,55.3,28.1,55.5,36.2,48007.0,39.4,9.0,59.0,2014
+1293,301350,Aalborg University,Denmark,20.0,70.8,24.5,46.0,39.8,17422.0,15.9,15.0,48.0,2014
+1294,301350,Aalto University,Finland,26.9,64.3,17.0,57.4,39.4,16099.0,24.2,17.0,32.0,2014
+1295,301350,Aberystwyth University,United Kingdom,19.3,65.5,17.6,57.5,32.8,9252.0,19.2,18.0,48.0,2014
+1296,301350,Autonomous University of Madrid,Spain,24.5,46.0,19.4,55.0,33.4,28296.0,13.0,15.0,56.0,2014
+1297,301350,Bangor University,United Kingdom,20.6,68.8,23.2,50.1,30.7,9567.0,19.5,22.0,55.0,2014
+1298,301350,Bayreuth University,Germany,22.8,54.1,12.7,66.0,49.0,12520.0,35.5,8.0,46.0,2014
+1299,301350,Bielefeld University,Germany,22.8,46.9,17.9,59.9,35.8,21428.0,67.8,8.0,57.0,2014
+1300,301350,Claude Bernard University Lyon 1,France,21.2,50.6,16.3,61.4,33.3,35308.0,16.1,11.0,50.0,2014
+1301,301350,Deakin University,Australia,16.6,73.4,18.7,54.2,31.1,32713.0,30.4,17.0,60.0,2014
+1302,301350,Drexel University,United States of America,33.9,38.2,15.0,56.2,32.5,20713.0,10.8,18.0,48.0,2014
+1303,301350,HeriotWatt University,United Kingdom,24.7,87.8,20.8,39.0,44.3,8773.0,17.8,43.0,41.0,2014
+1304,301350,Hokkaido University,Japan,41.0,24.6,28.3,32.3,44.2,18162.0,8.2,9.0,29.0,2014
+1305,301350,Hong Kong Baptist University,Hong Kong,20.7,59.5,13.9,65.3,30.2,10441.0,11.0,25.0,61.0,2014
+1306,301350,Kansas State University,United States of America,26.1,34.1,15.5,57.4,38.7,21379.0,15.1,10.0,50.0,2014
+1307,301350,Keele University,United Kingdom,19.4,71.2,19.4,58.7,30.4,8397.0,15.7,20.0,55.0,2014
+1308,301350,King Mongkut’s University of Technology Thonburi,Thailand,13.0,24.4,10.5,75.4,62.2,17791.0,23.7,1.0,42.0,2014
+1309,301350,Kyushu University,Japan,38.6,24.5,28.0,30.9,75.0,18925.0,6.7,8.0,28.0,2014
+1310,301350,Lehigh University,United States of America,28.9,35.7,16.0,53.7,39.7,6300.0,11.3,15.0,44.0,2014
+1311,301350,Linköping University,Sweden,20.6,50.2,26.0,55.6,49.0,17866.0,7.7,10.0,52.0,2014
+1312,301350,Murdoch University,Australia,16.7,86.4,16.0,51.7,49.9,16606.0,32.8,43.0,59.0,2014
+1313,301350,National Cheng Kung University,Taiwan,31.5,24.9,40.7,27.6,100.0,21234.0,14.4,11.0,36.0,2014
+1314,301350,National Sun YatSen University,Taiwan,27.3,22.1,32.6,43.2,45.0,9336.0,19.6,4.0,37.0,2014
+1315,301350,"National University of Ireland, Galway",Republic of Ireland,24.5,69.5,21.0,50.6,45.7,14067.0,26.8,14.0,56.0,2014
+1316,301350,Oregon State University,United States of America,25.7,35.4,19.7,63.5,31.6,22578.0,16.8,9.0,47.0,2014
+1317,301350,Sapienza University of Rome,Italy,27.0,36.3,25.2,48.2,36.3,120986.0,32.3,7.0,59.0,2014
+1318,301350,Shanghai Jiao Tong University,China,35.7,22.8,31.8,32.3,79.2,38191.0,12.8,6.0,37.0,2014
+1319,301350,State University of Campinas,Brazil,41.3,19.0,37.5,27.9,49.0,27095.0,15.3,3.0,48.0,2014
+1320,301350,State University of New York Albany,United States of America,23.8,33.9,26.2,58.7,49.0,15387.0,18.5,8.0,51.0,2014
+1321,301350,Stellenbosch University,South Africa,24.7,46.7,29.3,47.1,95.9,21849.0,23.0,8.0,53.0,2014
+1322,301350,Umeå University,Sweden,19.8,50.1,29.6,53.1,30.5,16667.0,11.9,7.0,60.0,2014
+1323,301350,University of Canterbury,New Zealand,18.2,88.0,24.4,51.6,52.3,12187.0,16.5,20.0,51.0,2014
+1324,301350,University of Connecticut,United States of America,36.1,38.7,22.8,49.9,31.7,25742.0,13.0,11.0,51.0,2014
+1325,301350,University of Crete,Greece,18.2,47.1,16.6,65.6,35.0,14650.0,26.9,5.0,63.0,2014
+1326,301350,University of Eastern Finland,Finland,23.8,39.7,18.6,56.1,33.4,10798.0,17.3,6.0,64.0,2014
+1327,301350,University of Hertfordshire,United Kingdom,14.1,81.1,10.2,66.9,30.3,19665.0,19.4,27.0,54.0,2014
+1328,301350,University of Houston,United States of America,37.0,31.5,23.8,42.4,36.9,40325.0,43.7,9.0,50.0,2014
+1329,301350,University of Liège,Belgium,25.1,67.1,16.4,47.0,60.7,20951.0,25.9,23.0,54.0,2014
+1330,301350,University of Manitoba,Canada,30.8,40.0,29.3,45.1,52.8,28576.0,27.8,11.0,55.0,2014
+1331,301350,University of Missouri,United States of America,32.6,28.9,31.4,44.9,31.1,29885.0,14.1,5.0,53.0,2014
+1332,301350,University of Padua,Italy,19.3,38.9,17.3,70.4,32.0,62577.0,18.3,4.0,56.0,2014
+1333,301350,University of Pisa,Italy,20.3,35.0,18.1,64.2,41.7,47247.0,18.0,4.0,52.0,2014
+1334,301350,University of Salento,Italy,31.0,37.4,20.4,48.2,51.2,19959.0,58.4,1.0,64.0,2014
+1335,301350,University of South Australia,Australia,22.5,80.0,21.8,40.2,83.2,18971.0,26.2,32.0,59.0,2014
+1336,301350,University of Tampere,Finland,23.1,33.9,22.2,52.3,45.6,10045.0,9.5,4.0,66.0,2014
+1337,301350,University of Technology Sydney,Australia,22.1,87.3,22.0,47.8,36.4,24519.0,44.1,31.0,53.0,2014
+1338,301350,University of Tsukuba,Japan,36.6,32.6,20.9,48.9,35.3,15930.0,12.6,16.0,38.0,2014
+1339,301350,University of Waikato,New Zealand,18.4,82.4,18.1,56.9,46.3,10159.0,17.0,25.0,57.0,2014
+1340,301350,University of Warsaw,Poland,18.7,42.8,14.3,71.1,28.3,49292.0,14.1,7.0,67.0,2014
+1341,301350,Washington State University,United States of America,28.4,35.2,26.5,46.1,55.6,24550.0,18.3,7.0,50.0,2014
+1342,301350,Wayne State University,United States of America,35.3,28.2,15.7,59.9,49.0,23065.0,10.7,7.0,57.0,2014
+1343,301350,Wuhan University of Technology,China,14.8,18.9,7.8,78.1,58.7,50260.0,14.9,2.0,31.0,2014
+1344,301350,Zhejiang University,China,35.9,21.0,32.1,36.5,94.5,47508.0,15.9,5.0,41.0,2014
+1345,351400,Charles Darwin University,Australia,17.9,58.9,18.6,49.1,35.5,5570.0,25.4,15.0,67.0,2014
+1346,351400,Charles University in Prague,Czech Republic,29.1,53.2,19.9,43.6,29.0,51438.0,13.0,15.0,62.0,2014
+1347,351400,"China Medical University, Taiwan",Taiwan,18.9,20.5,28.1,46.2,60.8,7983.0,15.4,8.0,53.0,2014
+1348,351400,George Mason University,United States of America,24.5,37.3,18.0,54.9,28.8,26622.0,17.0,7.0,54.0,2014
+1349,351400,Hanyang University,South Korea,30.4,42.9,27.7,26.9,55.3,16729.0,10.4,19.0,50.0,2014
+1350,351400,Indian Institute of Technology Delhi,India,33.8,15.3,23.0,38.5,49.0,8371.0,17.3,1.0,18.0,2014
+1351,351400,Indian Institute of Technology Kanpur,India,31.3,17.3,25.2,41.8,42.4,6167.0,12.2,0.0,13.0,2014
+1352,351400,Indian Institute of Technology Kharagpur,India,39.3,14.7,30.0,35.3,49.0,9928.0,17.5,0.0,15.0,2014
+1353,351400,Indian Institute of Technology Roorkee,India,25.1,15.6,12.3,53.6,64.8,8061.0,18.7,1.0,17.0,2014
+1354,351400,Johannes Kepler University of Linz,Austria,20.0,57.7,15.3,51.0,41.9,19646.0,29.1,10.0,48.0,2014
+1355,351400,King Abdulaziz University,Saudi Arabia,18.2,74.3,9.4,58.2,39.7,35889.0,8.4,21.0,57.0,2014
+1356,351400,King Saud University,Saudi Arabia,21.4,72.2,21.1,32.3,93.9,40666.0,13.4,7.0,50.0,2014
+1357,351400,Leibniz University of Hanover,Germany,30.9,47.2,15.4,39.5,42.7,22401.0,62.7,12.0,41.0,2014
+1358,351400,Liverpool John Moores University,United Kingdom,14.9,58.1,12.5,57.5,28.8,18513.0,19.8,13.0,52.0,2014
+1359,351400,Loughborough University,United Kingdom,30.5,65.4,27.9,22.8,42.6,13951.0,15.9,22.0,38.0,2014
+1360,351400,National Central University,Taiwan,22.6,34.5,22.1,46.2,83.9,10915.0,9.8,6.0,31.0,2014
+1361,351400,National Taiwan University of Science and Technology (Taiwan Tech),Taiwan,25.5,21.6,40.4,33.0,47.9,7446.0,17.4,11.0,34.0,2014
+1362,351400,"National University of Ireland, Maynooth",Republic of Ireland,24.9,70.3,20.9,34.6,33.0,7653.0,28.0,11.0,55.0,2014
+1363,351400,Polytechnic University of Valencia,Spain,20.9,28.2,13.1,59.0,39.8,33172.0,13.6,7.0,36.0,2014
+1364,351400,Ruhr University Bochum,Germany,27.8,50.9,20.9,42.0,45.2,38675.0,46.3,13.0,48.0,2014
+1365,351400,San Diego State University,United States of America,15.0,22.2,23.1,61.1,29.2,27420.0,31.7,5.0,57.0,2014
+1366,351400,Sun Yatsen University,China,29.4,25.5,18.2,48.1,43.4,51351.0,16.6,8.0,51.0,2014
+1367,351400,Swinburne University of Technology,Australia,17.0,68.5,19.4,49.1,46.7,20314.0,36.5,33.0,44.0,2014
+1368,351400,Temple University,United States of America,35.4,22.4,15.0,42.4,49.0,33268.0,13.3,5.0,51.0,2014
+1369,351400,UiT The Arctic University of Norway,Norway,20.3,59.6,15.8,54.2,39.2,10398.0,12.2,10.0,60.0,2014
+1370,351400,University of Bari Aldo Moro,Italy,26.8,34.7,21.1,48.2,34.9,51560.0,65.1,2.0,65.0,2014
+1371,351400,University of DuisburgEssen,Germany,20.4,47.7,12.0,59.9,41.7,36051.0,46.6,11.0,49.0,2014
+1372,351400,University of Ferrara,Italy,15.4,38.6,14.4,64.2,38.5,18882.0,30.2,7.0,56.0,2014
+1373,351400,University of Florence,Italy,17.7,37.3,13.2,57.7,34.2,54290.0,17.2,7.0,59.0,2014
+1374,351400,University of Graz,Austria,24.6,59.9,14.4,51.0,29.5,20584.0,26.8,12.0,65.0,2014
+1375,351400,University of Guelph,Canada,20.6,39.1,22.6,45.1,47.8,21643.0,28.3,4.0,60.0,2014
+1376,351400,University of Jyväskylä,Finland,27.5,42.8,16.3,47.2,49.0,9703.0,15.2,5.0,62.0,2014
+1377,351400,"University of Maryland, Baltimore County",United States of America,16.9,34.4,15.0,65.9,32.6,13908.0,18.1,7.0,46.0,2014
+1378,351400,University of Minho,Portugal,17.2,46.9,18.6,50.3,37.4,19090.0,18.8,9.0,52.0,2014
+1379,351400,University of Navarra,Spain,27.3,45.7,23.4,33.7,86.2,11259.0,10.6,16.0,52.0,2014
+1380,351400,University of Oklahoma,United States of America,34.1,26.7,14.7,46.1,35.2,23874.0,18.4,15.0,50.0,2014
+1381,351400,University of Porto,Portugal,20.5,43.9,17.8,47.6,36.7,32720.0,18.8,9.0,54.0,2014
+1382,351400,University of Portsmouth,United Kingdom,13.7,73.3,11.8,56.3,29.1,20161.0,19.1,23.0,45.0,2014
+1383,351400,University of Rovira i Virgili,Spain,19.0,34.3,13.6,64.2,30.6,12533.0,12.8,9.0,61.0,2014
+1384,351400,University of Stirling,United Kingdom,19.0,62.8,22.6,50.1,30.3,7828.0,15.9,22.0,61.0,2014
+1385,351400,University of Surrey,United Kingdom,31.1,83.5,22.7,25.7,40.3,12063.0,16.6,38.0,55.0,2014
+1386,351400,University of Tartu,Estonia,20.3,43.7,21.2,46.2,30.3,10269.0,13.0,3.0,66.0,2014
+1387,351400,University of Tasmania,Australia,18.7,69.9,16.7,49.1,36.9,18340.0,23.8,21.0,57.0,2014
+1388,351400,University of Valencia,Spain,16.6,39.3,12.4,59.0,31.7,58413.0,15.4,9.0,60.0,2014
+1389,351400,University of Vigo,Spain,19.7,25.9,10.7,62.9,38.2,22793.0,19.0,3.0,51.0,2014
+1390,351400,University of Wyoming,United States of America,18.9,29.7,28.6,46.1,29.6,23874.0,18.4,15.0,50.0,2014
+1391,1,California Institute of Technology,United States of America,92.2,67.0,98.1,99.7,89.1,2243.0,6.9,27.0,33.0,2015
+1392,2,Harvard University,United States of America,92.9,67.6,98.6,98.9,44.0,20152.0,8.9,25.0,50.0,2015
+1393,3,University of Oxford,United Kingdom,88.6,90.7,97.7,95.5,72.9,19919.0,11.6,34.0,46.0,2015
+1394,4,Stanford University,United States of America,91.5,69.0,96.7,99.1,63.1,15596.0,7.8,22.0,42.0,2015
+1395,5,University of Cambridge,United Kingdom,89.7,87.8,95.6,95.2,51.1,18812.0,11.8,34.0,46.0,2015
+1396,6,Massachusetts Institute of Technology,United States of America,89.1,84.3,88.2,100.0,95.7,11074.0,9.0,33.0,37.0,2015
+1397,7,Princeton University,United States of America,86.6,61.2,94.7,99.6,82.7,7929.0,8.4,27.0,45.0,2015
+1398,8,"University of California, Berkeley",United States of America,84.2,58.5,96.7,99.1,44.8,36186.0,16.4,15.0,50.0,2015
+1399,9,Imperial College London,United Kingdom,84.6,92.7,88.3,89.4,72.7,15060.0,11.7,51.0,37.0,2015
+1400,9,Yale University,United States of America,88.5,59.8,90.8,94.0,42.0,11751.0,4.4,20.0,50.0,2015
+1401,11,University of Chicago,United States of America,83.9,65.2,89.9,97.3,36.8,14221.0,6.9,21.0,42.0,2015
+1402,12,"University of California, Los Angeles",United States of America,82.4,49.2,90.5,95.3,49.0,38206.0,10.3,15.0,52.0,2015
+1403,13,ETH Zurich – Swiss Federal Institute of Technology Zurich,Switzerland,78.2,96.6,90.2,83.5,73.2,18178.0,14.7,37.0,31.0,2015
+1404,14,Columbia University,United States of America,83.9,68.3,79.4,95.3,49.0,25055.0,5.9,28.0,50.0,2015
+1405,15,Johns Hopkins University,United States of America,75.6,59.7,84.2,93.6,100.0,15128.0,3.6,23.0,50.0,2015
+1406,16,University of Pennsylvania,United States of America,79.0,43.8,82.0,94.4,43.0,20376.0,6.5,20.0,51.0,2015
+1407,17,University of Michigan,United States of America,77.0,49.8,86.5,88.9,55.7,41786.0,9.0,16.0,48.0,2015
+1408,18,Duke University,United States of America,73.5,50.5,75.2,96.6,100.0,15172.0,4.8,17.0,49.0,2015
+1409,19,Cornell University,United States of America,71.6,59.0,83.8,91.5,33.7,21424.0,10.2,19.0,48.0,2015
+1410,20,University of Toronto,Canada,74.4,71.2,85.1,83.0,46.1,66198.0,19.5,15.0,50.0,2015
+1411,21,Northwestern University,United States of America,72.7,36.7,78.9,96.9,77.0,18334.0,13.8,15.0,48.0,2015
+1412,22,University College London,United Kingdom,70.4,90.6,80.4,85.1,46.2,26607.0,10.7,46.0,56.0,2015
+1413,23,University of Tokyo,Japan,81.4,32.4,85.1,74.7,51.2,26199.0,5.7,10.0,50.0,2015
+1414,24,Carnegie Mellon University,United States of America,61.6,59.3,74.9,92.0,53.0,11885.0,13.1,35.0,39.0,2015
+1415,25,National University of Singapore,Singapore,72.0,94.9,78.1,66.0,53.4,31592.0,15.5,34.0,49.0,2015
+1416,26,University of Washington,United States of America,64.5,47.9,68.9,95.0,44.7,44020.0,11.8,13.0,53.0,2015
+1417,27,Georgia Institute of Technology,United States of America,62.5,68.9,71.2,85.8,72.3,19967.0,20.1,26.0,31.0,2015
+1418,28,University of Texas at Austin,United States of America,64.3,33.1,72.0,91.5,58.1,49427.0,17.4,9.0,51.0,2015
+1419,29,LMU Munich,Germany,65.1,56.4,69.1,83.0,100.0,35691.0,15.5,13.0,62.0,2015
+1420,29,University of Illinois at UrbanaChampaign,United States of America,67.7,43.9,79.0,77.8,51.7,42727.0,18.7,20.0,47.0,2015
+1421,29,University of WisconsinMadison,United States of America,67.7,33.6,71.3,87.7,53.3,39655.0,10.8,11.0,51.0,2015
+1422,32,University of British Columbia,Canada,60.5,84.8,69.0,85.3,40.1,50152.0,17.6,25.0,54.0,2015
+1423,33,University of Melbourne,Australia,60.4,81.3,70.9,80.6,61.2,40128.0,23.7,35.0,55.0,2015
+1424,34,London School of Economics and Political Science,United Kingdom,65.4,87.4,74.2,71.3,40.6,23874.0,18.4,15.0,50.0,2015
+1425,34,École Polytechnique Fédérale de Lausanne,Switzerland,54.7,98.8,56.9,95.0,61.9,9666.0,10.5,54.0,27.0,2015
+1426,36,University of Edinburgh,United Kingdom,58.9,84.3,62.9,88.3,41.2,25774.0,14.1,36.0,58.0,2015
+1427,37,"University of California, Santa Barbara",United States of America,49.4,64.3,61.4,99.2,87.1,22020.0,27.3,11.0,52.0,2015
+1428,38,New York University,United States of America,68.3,41.2,62.4,89.5,30.2,42056.0,6.8,19.0,55.0,2015
+1429,39,McGill University,Canada,63.3,79.0,69.9,76.0,38.6,31326.0,13.7,23.0,56.0,2015
+1430,40,King’s College London,United Kingdom,55.6,87.0,62.3,88.3,39.0,21394.0,11.4,37.0,61.0,2015
+1431,41,"University of California, San Diego",United States of America,52.0,37.0,66.6,96.4,54.2,27233.0,6.5,11.0,48.0,2015
+1432,42,Washington University in St Louis,United States of America,57.6,46.5,55.2,97.1,49.0,12528.0,5.7,17.0,50.0,2015
+1433,43,University of Hong Kong,Hong Kong,62.1,81.9,72.6,65.1,56.0,19835.0,17.6,38.0,53.0,2015
+1434,44,Karolinska Institute,Sweden,57.1,60.6,68.0,76.8,65.5,7774.0,11.5,22.0,70.0,2015
+1435,45,Australian National University,Australia,53.7,91.3,70.9,71.1,38.9,14604.0,19.2,35.0,52.0,2015
+1436,46,University of Minnesota,United States of America,59.9,33.8,64.7,82.9,49.0,46825.0,18.0,13.0,52.0,2015
+1437,46,University of North Carolina at Chapel Hill,United States of America,57.9,35.3,58.6,91.0,40.5,26518.0,7.3,8.0,58.0,2015
+1438,48,Peking University,China,70.0,53.7,61.9,63.7,100.0,40148.0,8.3,14.0,50.0,2015
+1439,49,Tsinghua University,China,64.1,44.6,68.3,65.0,99.7,39763.0,13.7,10.0,32.0,2015
+1440,50,Seoul National University,South Korea,75.5,30.3,77.1,48.7,86.3,26389.0,13.9,10.0,50.0,2015
+1441,51,Hong Kong University of Science and Technology,Hong Kong,51.8,77.8,66.8,72.9,57.6,11385.0,23.8,36.0,50.0,2015
+1442,52,Korea Advanced Institute of Science and Technology (KAIST),South Korea,63.5,34.9,63.2,71.4,100.0,9027.0,10.0,9.0,20.0,2015
+1443,52,University of Manchester,United Kingdom,58.1,82.0,58.7,74.3,39.4,34938.0,15.3,34.0,52.0,2015
+1444,54,Brown University,United States of America,55.5,37.0,54.2,92.0,32.7,8653.0,10.1,19.0,50.0,2015
+1445,55,KU Leuven,Belgium,53.0,62.3,63.6,71.8,99.9,42503.0,41.9,18.0,54.0,2015
+1446,55,"University of California, Davis",United States of America,54.4,52.9,59.7,80.4,55.4,35364.0,13.9,13.0,54.0,2015
+1447,57,Boston University,United States of America,56.4,47.8,46.7,94.4,30.3,24789.0,8.6,17.0,58.0,2015
+1448,58,Pennsylvania State University,United States of America,54.6,37.4,64.8,76.0,60.4,44501.0,12.4,12.0,46.0,2015
+1449,59,Kyoto University,Japan,70.4,29.0,68.4,57.0,73.3,22809.0,5.6,7.0,50.0,2015
+1450,60,University of Sydney,Australia,52.8,83.6,60.8,69.0,67.3,41868.0,20.2,28.0,57.0,2015
+1451,61,Nanyang Technological University,Singapore,43.9,92.5,55.9,75.9,100.0,25028.0,16.2,33.0,48.0,2015
+1452,61,École Polytechnique,France,50.5,94.5,47.1,79.9,76.8,2429.0,4.8,30.0,18.0,2015
+1453,63,Scuola Normale Superiore di Pisa,Italy,48.2,50.1,46.0,96.4,40.1,462.0,16.5,5.0,28.0,2015
+1454,64,Leiden University,Netherlands,45.0,59.5,58.2,82.3,47.3,21222.0,17.1,10.0,59.0,2015
+1455,65,The University of Queensland,Australia,45.8,80.4,58.4,74.2,66.2,34718.0,32.7,27.0,53.0,2015
+1456,66,Pohang University of Science and Technology,South Korea,52.7,36.0,49.3,84.4,100.0,3055.0,10.1,4.0,20.0,2015
+1457,67,University of Göttingen,Germany,46.9,53.9,48.0,92.3,32.8,25581.0,25.6,12.0,51.0,2015
+1458,68,Ohio State University,United States of America,54.0,51.5,51.1,80.4,46.8,51462.0,13.4,12.0,49.0,2015
+1459,69,Rice University,United States of America,41.7,70.8,37.1,99.9,34.6,6333.0,9.0,26.0,44.0,2015
+1460,70,Heidelberg University,Germany,52.6,63.1,45.4,81.4,41.6,28881.0,24.5,17.0,55.0,2015
+1461,71,Delft University of Technology,Netherlands,55.5,77.9,71.4,42.6,100.0,15920.0,19.4,25.0,26.0,2015
+1462,72,Erasmus University Rotterdam,Netherlands,39.8,66.2,53.7,82.3,54.4,20580.0,18.9,18.0,48.0,2015
+1463,73,Wageningen University and Research Center,Netherlands,44.3,78.7,46.8,77.5,100.0,9248.0,17.0,21.0,56.0,2015
+1464,74,University of Bristol,United Kingdom,43.7,76.6,44.7,85.1,42.1,17906.0,14.0,25.0,53.0,2015
+1465,75,University of Basel,Switzerland,41.2,91.2,41.1,81.4,97.7,12551.0,17.3,24.0,54.0,2015
+1466,75,University of Southern California,United States of America,55.2,42.7,44.6,81.3,34.4,36534.0,12.9,20.0,52.0,2015
+1467,77,University of Amsterdam,Netherlands,42.0,60.5,55.4,76.6,56.7,24570.0,14.4,11.0,53.0,2015
+1468,78,École Normale Supérieure,France,48.7,81.9,36.2,84.8,39.4,2400.0,7.9,20.0,46.0,2015
+1469,79,Utrecht University,Netherlands,38.2,52.9,54.8,80.0,84.1,30779.0,15.4,7.0,59.0,2015
+1470,80,Humboldt University of Berlin,Germany,51.9,55.7,52.6,71.9,31.9,29987.0,52.5,16.0,50.0,2015
+1471,81,Free University of Berlin,Germany,49.4,56.6,58.0,67.6,33.5,33062.0,39.3,20.0,58.0,2015
+1472,82,Michigan State University,United States of America,51.1,55.0,49.4,74.0,31.7,44750.0,15.7,15.0,51.0,2015
+1473,83,Durham University,United Kingdom,37.2,80.4,40.7,88.9,34.8,15489.0,15.7,24.0,54.0,2015
+1474,83,Monash University,Australia,43.7,79.6,54.4,65.7,73.4,50882.0,40.5,36.0,56.0,2015
+1475,85,Middle East Technical University,Turkey,45.5,38.7,36.9,92.0,55.2,25779.0,22.2,7.0,44.0,2015
+1476,86,University of Arizona,United States of America,44.9,38.8,51.4,74.0,99.6,36429.0,12.7,8.0,52.0,2015
+1477,86,University of Notre Dame,United States of America,43.3,51.4,38.5,90.0,49.0,11829.0,13.8,10.0,44.0,2015
+1478,88,Tufts University,United States of America,43.6,51.1,33.9,92.9,58.7,10410.0,10.0,14.0,54.0,2015
+1479,88,"University of California, Irvine",United States of America,39.5,56.1,41.7,89.5,40.0,26614.0,16.1,16.0,52.0,2015
+1480,90,Ghent University,Belgium,42.5,49.1,51.6,73.8,85.3,32166.0,34.1,9.0,57.0,2015
+1481,91,University of Massachusetts,United States of America,44.8,40.3,49.1,78.7,52.8,56959.0,13.0,11.0,49.0,2015
+1482,91,University of Pittsburgh,United States of America,45.2,32.2,46.3,84.4,38.5,26485.0,5.8,10.0,51.0,2015
+1483,93,Emory University,United States of America,49.0,42.9,32.4,89.5,42.3,12338.0,4.5,18.0,56.0,2015
+1484,94,McMaster University,Canada,38.1,69.4,43.2,78.8,85.0,23823.0,19.3,15.0,53.0,2015
+1485,94,University of Glasgow,United Kingdom,37.0,78.8,40.5,83.7,39.9,22616.0,16.0,29.0,57.0,2015
+1486,96,Vanderbilt University,United States of America,46.0,28.3,38.2,87.7,59.4,12161.0,3.6,10.0,52.0,2015
+1487,97,University of Colorado Boulder,United States of America,35.0,39.1,38.3,97.4,49.0,29325.0,16.1,8.0,45.0,2015
+1488,98,Stockholm University,Sweden,30.1,53.2,45.0,90.9,32.4,31715.0,23.7,8.0,62.0,2015
+1489,98,Technical University of Munich,Germany,45.6,64.0,37.4,78.8,49.0,35565.0,31.5,20.0,33.0,2015
+1490,98,Uppsala University,Sweden,40.2,57.5,53.0,70.9,39.6,25266.0,18.2,12.0,57.0,2015
+1491,101,Maastricht University,Netherlands,32.4,89.7,48.1,70.1,96.1,15626.0,18.9,48.0,56.0,2015
+1492,102,Purdue University,United States of America,47.8,64.3,50.5,62.2,49.0,39256.0,18.1,22.0,42.0,2015
+1493,103,Pierre and Marie Curie University,France,47.3,64.7,30.0,83.3,33.4,27862.0,8.7,18.0,48.0,2015
+1494,103,University of Helsinki,Finland,37.5,49.7,48.1,79.0,31.5,23505.0,15.1,6.0,66.0,2015
+1495,103,University of Warwick,United Kingdom,41.1,85.7,45.8,68.2,35.6,18529.0,16.6,37.0,48.0,2015
+1496,103,University of Zurich,Switzerland,40.2,86.9,33.1,81.4,40.1,26583.0,6.5,19.0,57.0,2015
+1497,107,Queen Mary University of London,United Kingdom,32.4,88.6,32.9,88.9,37.1,14260.0,14.0,40.0,52.0,2015
+1498,107,University of Geneva,Switzerland,34.5,96.8,37.2,78.2,65.1,15668.0,15.0,39.0,61.0,2015
+1499,109,"University of California, Santa Cruz",United States of America,30.6,54.6,31.9,100.0,33.8,17404.0,22.7,1.0,53.0,2015
+1500,109,University of New South Wales,Australia,41.1,83.5,51.9,61.1,47.8,38309.0,25.9,33.0,47.0,2015
+1501,111,University of St Andrews,United Kingdom,35.7,90.5,35.9,81.4,39.8,8338.0,12.7,47.0,56.0,2015
+1502,111,University of Sussex,United Kingdom,31.9,83.6,30.4,92.8,31.2,12001.0,17.4,35.0,54.0,2015
+1503,113,University of Montreal,Canada,43.8,76.7,44.4,62.9,91.8,38264.0,20.3,25.0,57.0,2015
+1504,113,University of Tübingen,Germany,41.5,53.0,44.7,74.0,54.7,28327.0,38.9,12.0,58.0,2015
+1505,113,University of York,United Kingdom,32.2,75.0,33.8,90.5,32.2,23874.0,18.4,15.0,50.0,2015
+1506,116,Case Western Reserve University,United States of America,46.5,34.4,37.4,82.9,49.0,9259.0,6.4,17.0,48.0,2015
+1507,117,University of Groningen,Netherlands,36.9,56.1,50.8,68.1,88.9,24556.0,25.6,12.0,52.0,2015
+1508,118,"Royal Holloway, University of London",United Kingdom,29.1,94.4,22.4,98.9,32.8,8747.0,15.9,37.0,57.0,2015
+1509,119,Lund University,Sweden,32.6,70.1,48.5,74.9,32.6,28251.0,11.5,15.0,50.0,2015
+1510,120,ParisSud University,France,37.3,62.7,33.1,87.7,28.9,27603.0,15.0,17.0,50.0,2015
+1511,121,Technical University of Denmark,Denmark,39.9,79.7,28.2,79.6,98.6,9990.0,5.0,18.0,27.0,2015
+1512,121,University of Rochester,United States of America,41.9,55.5,29.2,87.7,36.4,9390.0,4.5,26.0,49.0,2015
+1513,121,University of Sheffield,United Kingdom,40.0,74.8,39.1,74.3,43.8,23311.0,15.5,31.0,50.0,2015
+1514,124,University of Alberta,Canada,43.8,73.4,47.1,61.8,51.8,36299.0,21.6,23.0,55.0,2015
+1515,124,University of Cape Town,South Africa,26.8,76.7,35.3,86.6,88.0,20040.0,12.1,18.0,53.0,2015
+1516,126,Boston College,United States of America,32.4,54.6,29.1,95.9,46.5,13216.0,17.4,19.0,54.0,2015
+1517,126,KTH Royal Institute of Technology,Sweden,45.7,84.0,44.8,55.1,100.0,12062.0,14.6,21.0,30.0,2015
+1518,126,University of Florida,United States of America,49.8,32.2,52.1,62.2,49.0,50095.0,18.7,9.0,54.0,2015
+1519,129,Chinese University of Hong Kong,Hong Kong,43.9,64.0,53.5,57.8,42.8,17916.0,10.2,22.0,53.0,2015
+1520,130,University of Virginia,United States of America,48.7,31.8,35.9,76.9,49.8,23845.0,10.2,12.0,52.0,2015
+1521,131,Lancaster University,United Kingdom,35.4,84.7,36.1,78.0,34.1,11512.0,14.9,33.0,52.0,2015
+1522,132,University of Bern,Switzerland,42.0,80.7,36.9,70.1,47.4,14708.0,22.5,14.0,54.0,2015
+1523,132,"University of Maryland, College Park",United States of America,36.5,44.8,39.1,83.6,33.2,31331.0,8.4,9.0,48.0,2015
+1524,132,University of Southampton,United Kingdom,35.2,82.4,34.1,79.7,38.9,20925.0,13.5,29.0,53.0,2015
+1525,135,TU Dresden,Germany,39.8,44.7,42.0,70.8,99.5,35487.0,37.4,12.0,42.0,2015
+1526,136,University of Lausanne,Switzerland,29.4,85.1,39.9,76.5,50.9,11964.0,13.1,22.0,50.0,2015
+1527,136,VU University Amsterdam,Netherlands,35.5,50.6,43.2,74.9,60.0,23280.0,16.3,6.0,56.0,2015
+1528,138,Trinity College Dublin,Republic of Ireland,39.4,83.9,30.3,77.6,30.6,15521.0,18.0,25.0,57.0,2015
+1529,139,Boğaziçi University,Turkey,28.5,54.1,27.6,96.8,47.7,11506.0,25.0,7.0,50.0,2015
+1530,140,Radboud University Nijmegen,Netherlands,30.5,61.6,46.7,73.9,42.8,17713.0,13.0,10.0,58.0,2015
+1531,141,Colorado School of Mines,United States of America,26.1,52.6,26.7,97.1,79.4,5287.0,18.2,12.0,26.0,2015
+1532,141,Texas A&M University,United States of America,46.2,49.1,51.9,55.1,49.6,50657.0,21.4,9.0,47.0,2015
+1533,141,Tokyo Institute of Technology,Japan,53.5,37.0,52.9,48.1,69.4,9586.0,7.3,13.0,13.0,2015
+1534,144,Eindhoven University of Technology,Netherlands,38.3,69.0,47.1,57.3,99.9,8176.0,16.0,14.0,19.0,2015
+1535,144,"Rutgers, the State University of New Jersey",United States of America,40.5,34.3,45.3,71.0,35.2,37032.0,17.3,8.0,51.0,2015
+1536,146,University of Leeds,United Kingdom,39.4,67.6,39.1,69.3,39.4,27703.0,14.7,21.0,58.0,2015
+1537,147,Brandeis University,United States of America,25.8,54.7,29.1,95.3,43.9,5495.0,12.6,22.0,55.0,2015
+1538,148,Sungkyunkwan University (SKKU),South Korea,48.1,35.8,50.2,51.7,98.5,24365.0,20.3,9.0,39.0,2015
+1539,148,University of Birmingham,United Kingdom,42.8,75.8,39.8,62.7,36.0,25295.0,16.4,23.0,54.0,2015
+1540,150,Indiana University,United States of America,46.5,37.1,35.1,73.1,49.0,62468.0,13.6,13.0,53.0,2015
+1541,150,"University of California, Riverside",United States of America,29.4,61.6,27.5,91.5,39.5,20626.0,22.0,12.0,51.0,2015
+1542,152,Dartmouth College,United States of America,38.3,33.1,35.4,80.4,49.1,6178.0,6.6,16.0,47.0,2015
+1543,153,Aarhus University,Denmark,30.9,66.3,47.5,66.5,59.8,23895.0,13.6,14.0,54.0,2015
+1544,154,University of Exeter,United Kingdom,32.0,79.8,32.7,78.0,35.8,17755.0,18.8,28.0,54.0,2015
+1545,155,National Taiwan University,Taiwan,48.8,27.5,57.3,47.7,43.8,31891.0,11.9,7.0,39.0,2015
+1546,156,RWTH Aachen University,Germany,39.0,56.8,29.9,75.0,69.8,37917.0,27.6,16.0,31.0,2015
+1547,157,Osaka University,Japan,51.3,29.1,48.0,51.1,73.6,23144.0,7.8,9.0,31.0,2015
+1548,157,University of Liverpool,United Kingdom,31.3,79.5,33.2,76.2,40.0,18815.0,13.6,30.0,52.0,2015
+1549,157,University of Western Australia,Australia,36.3,87.3,38.1,62.2,63.3,20851.0,20.7,27.0,50.0,2015
+1550,160,University of Copenhagen,Denmark,34.0,71.8,34.4,73.5,44.4,27545.0,4.1,19.0,67.0,2015
+1551,160,École Normale Supérieure de Lyon,France,38.1,64.4,33.8,73.0,29.3,2218.0,8.0,14.0,49.0,2015
+1552,162,University of Utah,United States of America,38.8,27.5,36.5,75.0,58.1,25674.0,16.9,9.0,45.0,2015
+1553,163,University of Freiburg,Germany,38.0,56.7,28.1,74.0,81.4,26467.0,31.2,16.0,52.0,2015
+1554,164,University of Adelaide,Australia,33.8,79.3,40.4,61.1,65.3,20771.0,30.1,26.0,48.0,2015
+1555,165,Istanbul Technical University,Turkey,30.2,37.3,36.9,79.7,51.1,34550.0,16.0,5.0,34.0,2015
+1556,165,Karlsruhe Institute of Technology,Germany,40.5,60.1,34.9,62.9,82.7,25294.0,24.6,16.0,26.0,2015
+1557,165,Pompeu Fabra University,Spain,25.1,63.2,28.3,88.3,35.9,10901.0,18.3,13.0,59.0,2015
+1558,165,Tohoku University,Japan,49.7,29.7,47.3,49.6,76.8,17200.0,5.0,7.0,25.0,2015
+1559,169,University of Miami,United States of America,42.7,56.7,27.2,73.1,49.0,15286.0,5.7,14.0,50.0,2015
+1560,170,University of Antwerp,Belgium,34.6,61.0,33.6,67.7,100.0,12346.0,30.3,16.0,56.0,2015
+1561,171,University of Nottingham,United Kingdom,39.9,70.6,35.8,62.7,39.6,30144.0,15.0,27.0,54.0,2015
+1562,171,Université Catholique de Louvain,Belgium,37.9,59.7,34.9,67.7,46.1,28856.0,42.0,19.0,54.0,2015
+1563,173,Georgetown University,United States of America,51.1,43.3,28.2,62.2,80.0,15408.0,8.5,14.0,53.0,2015
+1564,173,University of Victoria,Canada,21.6,70.1,30.6,86.7,31.6,17581.0,21.5,11.0,56.0,2015
+1565,175,University of Auckland,New Zealand,28.6,87.3,33.4,68.4,74.2,29787.0,18.9,28.0,54.0,2015
+1566,175,University of Iowa,United States of America,41.9,31.7,33.5,71.0,49.3,27526.0,11.6,11.0,52.0,2015
+1567,177,Syracuse University,United States of America,32.4,41.2,24.4,87.1,40.6,19660.0,15.9,15.0,55.0,2015
+1568,178,Joseph Fourier University,France,38.0,57.3,29.3,73.0,31.3,16130.0,12.1,13.0,50.0,2015
+1569,178,University of Aberdeen,United Kingdom,28.0,84.1,30.2,74.3,42.1,12938.0,15.8,33.0,54.0,2015
+1570,180,Paris Diderot University – Paris 7,France,25.6,67.4,19.7,92.2,29.1,27756.0,14.8,17.0,63.0,2015
+1571,180,University of Delaware,United States of America,29.0,40.6,36.3,73.1,99.3,19262.0,15.9,10.0,56.0,2015
+1572,182,Arizona State University,United States of America,35.7,29.5,37.5,73.1,32.6,83236.0,29.9,9.0,50.0,2015
+1573,182,Sabancı University,Turkey,26.0,44.6,27.1,88.5,42.9,2739.0,15.9,6.0,39.0,2015
+1574,182,University of Vienna,Austria,35.2,91.0,39.7,56.3,29.4,34651.0,20.5,25.0,67.0,2015
+1575,185,Northeastern University,United States of America,36.4,54.7,21.9,81.3,34.0,18539.0,15.1,26.0,50.0,2015
+1576,186,University of Oslo,Norway,36.1,60.3,35.2,66.3,36.6,27139.0,18.8,18.0,50.0,2015
+1577,186,Yeshiva University,United States of America,45.2,27.6,23.9,77.8,49.0,6753.0,5.5,7.0,53.0,2015
+1578,188,Stony Brook University,United States of America,32.8,60.5,24.4,80.4,31.3,21908.0,10.9,24.0,50.0,2015
+1579,188,Tel Aviv University,Israel,43.5,46.1,51.1,45.5,42.6,23977.0,24.4,4.0,50.0,2015
+1580,188,University of Ottawa,Canada,37.9,63.2,34.7,62.9,45.9,36733.0,26.3,15.0,60.0,2015
+1581,191,University at Buffalo,United States of America,40.1,57.0,39.8,57.5,39.6,25668.0,19.0,19.0,47.0,2015
+1582,192,City University of Hong Kong,Hong Kong,31.0,71.3,32.9,68.6,49.8,10015.0,7.1,28.0,51.0,2015
+1583,193,Fudan University,China,45.6,37.4,34.0,61.0,49.4,32175.0,12.2,11.0,50.0,2015
+1584,193,Iowa State University,United States of America,36.4,40.6,30.9,72.0,54.4,29991.0,17.4,11.0,44.0,2015
+1585,195,University of Bonn,Germany,32.2,54.8,22.2,83.8,49.0,32474.0,70.4,13.0,55.0,2015
+1586,196,Lomonosov Moscow State University,Russian Federation,55.9,60.4,42.1,33.8,78.5,30822.0,7.7,20.0,43.0,2015
+1587,196,"St George’s, University of London",United Kingdom,23.1,55.8,27.3,86.4,32.4,2958.0,13.4,17.0,61.0,2015
+1588,198,University of East Anglia,United Kingdom,25.2,76.5,22.6,83.7,29.2,14992.0,14.7,28.0,58.0,2015
+1589,199,University of Leicester,United Kingdom,29.8,83.9,31.6,67.1,34.8,14541.0,13.4,35.0,54.0,2015
+1590,200,Florida Institute of Technology,United States of America,19.7,63.0,13.1,99.2,53.7,4408.0,13.7,26.0,34.0,2015
+1591,200,George Washington University,United States of America,44.6,39.9,25.1,70.0,29.3,20541.0,12.0,16.0,56.0,2015
+1592,201225,Bilkent University,Turkey,28.0,44.6,27.7,76.0,46.4,23874.0,18.4,15.0,50.0,2015
+1593,201225,Cardiff University,United Kingdom,30.5,69.3,30.4,69.3,34.8,23347.0,13.1,23.0,57.0,2015
+1594,201225,Goethe University Frankfurt,Germany,28.1,55.6,22.4,78.8,38.8,31861.0,9.3,15.0,60.0,2015
+1595,201225,Hebrew University of Jerusalem,Israel,41.5,53.3,36.3,57.2,31.5,17612.0,10.7,5.0,55.0,2015
+1596,201225,Hong Kong Polytechnic University,Hong Kong,33.7,69.9,36.5,56.5,42.6,22064.0,25.9,26.0,51.0,2015
+1597,201225,Korea University,South Korea,48.9,35.9,44.3,39.9,98.5,24043.0,15.8,14.0,50.0,2015
+1598,201225,Newcastle University,United Kingdom,30.3,73.8,29.6,70.3,35.0,20174.0,15.2,29.0,50.0,2015
+1599,201225,Technion Israel Institute of Technology,Israel,36.9,60.6,37.5,52.0,36.5,13855.0,19.4,4.0,35.0,2015
+1600,201225,Ulm University,Germany,35.0,54.1,22.0,73.0,56.7,9187.0,11.2,10.0,47.0,2015
+1601,201225,University of Barcelona,Spain,28.4,47.8,28.8,79.7,31.0,47491.0,12.2,10.0,62.0,2015
+1602,201225,University of Bergen,Norway,29.5,65.3,27.9,68.5,34.2,11623.0,11.1,12.0,60.0,2015
+1603,201225,University of Dundee,United Kingdom,24.4,64.5,22.5,84.4,47.7,11628.0,15.3,25.0,60.0,2015
+1604,201225,University of Illinois at Chicago,United States of America,43.0,53.4,34.1,55.1,40.7,24313.0,9.2,17.0,53.0,2015
+1605,201225,University of Innsbruck,Austria,23.9,93.4,17.1,77.0,42.0,18209.0,16.9,39.0,54.0,2015
+1606,201225,University of Reading,United Kingdom,32.8,75.0,34.0,58.1,34.9,12050.0,14.8,28.0,55.0,2015
+1607,201225,University of Science and Technology of China,China,36.9,26.3,27.3,73.6,71.6,14290.0,7.9,2.0,50.0,2015
+1608,201225,University of Strasbourg,France,28.6,69.5,23.4,74.0,32.0,46208.0,17.8,21.0,58.0,2015
+1609,201225,University of São Paulo,Brazil,51.6,25.3,51.6,32.3,40.1,81402.0,14.6,4.0,48.0,2015
+1610,201225,University of Texas at Dallas,United States of America,26.0,55.4,28.2,77.8,41.6,16306.0,22.8,23.0,44.0,2015
+1611,201225,University of Trieste,Italy,28.7,50.7,16.0,88.1,33.3,18135.0,25.8,9.0,56.0,2015
+1612,201225,University of Twente,Netherlands,32.3,67.2,45.3,49.4,89.2,6631.0,12.0,26.0,37.0,2015
+1613,201225,Université Libre de Bruxelles,Belgium,26.7,79.4,36.2,64.4,50.7,23819.0,26.1,32.0,54.0,2015
+1614,201225,Wake Forest University,United States of America,33.3,26.0,23.5,81.3,38.2,7326.0,4.6,5.0,51.0,2015
+1615,201225,William & Mary,United States of America,36.8,26.5,19.9,78.7,30.0,7867.0,11.8,7.0,54.0,2015
+1616,201225,Yonsei University,South Korea,44.5,35.7,45.8,44.3,69.7,24774.0,11.6,14.0,50.0,2015
+1617,226250,Autonomous University of Barcelona,Spain,30.4,46.4,29.2,67.0,34.6,30538.0,12.3,10.0,59.0,2015
+1618,226250,"Birkbeck, University of London",United Kingdom,28.3,84.4,29.3,60.4,28.7,9454.0,17.2,38.0,55.0,2015
+1619,226250,Brunel University London,United Kingdom,22.1,88.8,21.4,75.3,31.9,12613.0,17.6,38.0,46.0,2015
+1620,226250,Carleton University,Canada,24.3,61.1,24.5,76.9,30.7,25036.0,29.8,18.0,47.0,2015
+1621,226250,Dalhousie University,Canada,33.6,71.6,30.0,54.4,68.9,15064.0,14.4,18.0,55.0,2015
+1622,226250,Laval University,Canada,35.8,55.7,29.9,58.1,62.7,27227.0,16.2,12.0,50.0,2015
+1623,226250,Mines ParisTech,France,39.6,58.7,23.2,55.1,99.0,1283.0,5.6,22.0,28.0,2015
+1624,226250,Nagoya University,Japan,37.5,31.8,31.8,59.9,86.3,15529.0,7.9,10.0,29.0,2015
+1625,226250,Rensselaer Polytechnic Institute,United States of America,30.9,42.8,26.2,67.8,49.9,6671.0,15.0,16.0,30.0,2015
+1626,226250,Simon Fraser University,Canada,24.6,61.4,29.3,67.6,41.8,26640.0,28.3,19.0,55.0,2015
+1627,226250,State University of New York Albany,United States of America,25.7,39.6,35.0,68.9,49.0,15387.0,18.5,8.0,51.0,2015
+1628,226250,Technical University of Berlin,Germany,42.2,70.4,32.3,47.0,63.4,23874.0,18.4,15.0,50.0,2015
+1629,226250,Tokyo Metropolitan University,Japan,19.6,39.5,9.8,100.0,31.0,9303.0,9.9,4.0,35.0,2015
+1630,226250,University College Dublin,Republic of Ireland,31.7,79.4,28.1,61.7,33.8,22193.0,24.5,23.0,50.0,2015
+1631,226250,University of Calgary,Canada,34.4,63.1,30.5,59.4,41.5,28341.0,16.5,17.0,53.0,2015
+1632,226250,University of Gothenburg,Sweden,24.1,46.8,38.2,64.4,37.0,26420.0,16.4,12.0,50.0,2015
+1633,226250,University of Kiel,Germany,31.1,44.2,24.3,70.8,42.0,24444.0,23.8,8.0,53.0,2015
+1634,226250,University of Konstanz,Germany,30.5,57.0,33.4,59.4,52.5,10930.0,59.1,12.0,54.0,2015
+1635,226250,University of MilanBicocca,Italy,27.1,40.6,23.0,76.6,45.0,33370.0,72.5,5.0,60.0,2015
+1636,226250,University of Technology Sydney,Australia,27.8,86.9,32.5,58.7,40.1,24519.0,44.1,31.0,53.0,2015
+1637,226250,University of Western Ontario,Canada,38.3,63.7,35.7,47.0,50.7,27387.0,20.7,16.0,54.0,2015
+1638,226250,University of Würzburg,Germany,28.6,50.2,17.3,81.4,30.0,26576.0,38.4,8.0,57.0,2015
+1639,226250,Vienna University of Technology,Austria,43.3,75.9,32.4,41.7,64.1,26419.0,52.0,27.0,27.0,2015
+1640,226250,York University,Canada,27.5,59.7,35.3,62.9,34.1,48007.0,39.4,9.0,59.0,2015
+1641,251275,Aalto University,Finland,31.8,59.4,31.3,50.2,64.5,16099.0,24.2,17.0,32.0,2015
+1642,251275,Federico Santa María Technical University,Chile,13.0,48.7,10.1,99.7,28.1,11718.0,34.0,2.0,24.0,2015
+1643,251275,Medical University of Vienna,Austria,28.6,73.1,17.0,71.1,33.7,7426.0,2.9,28.0,50.0,2015
+1644,251275,Nanjing University,China,34.6,50.2,23.3,59.6,51.7,29743.0,13.3,10.0,46.0,2015
+1645,251275,National Tsing Hua University,Taiwan,39.4,24.8,40.3,49.1,49.4,10221.0,13.5,5.0,33.0,2015
+1646,251275,"National University of Ireland, Galway",Republic of Ireland,26.7,71.7,24.8,62.8,43.1,14067.0,26.8,14.0,56.0,2015
+1647,251275,Queen’s University,Canada,37.3,55.4,33.4,48.2,59.0,20488.0,22.1,10.0,58.0,2015
+1648,251275,Queen’s University Belfast,United Kingdom,30.1,88.6,25.1,52.2,43.7,17940.0,17.9,30.0,54.0,2015
+1649,251275,Swedish University of Agricultural Sciences,Sweden,27.9,49.6,25.2,59.9,99.8,3879.0,4.6,15.0,67.0,2015
+1650,251275,Technical University of Darmstadt,Germany,36.9,59.6,33.7,42.0,88.9,20300.0,53.6,18.0,28.0,2015
+1651,251275,University of Bremen,Germany,33.9,53.0,27.6,55.7,46.3,18590.0,25.6,11.0,50.0,2015
+1652,251275,University of Hawai’i at Mānoa,United States of America,35.1,59.4,30.7,51.5,38.3,23874.0,18.4,15.0,50.0,2015
+1653,251275,University of Iceland,Iceland,14.9,59.1,24.7,74.8,64.0,13960.0,25.9,8.0,66.0,2015
+1654,251275,University of Münster,Germany,30.6,48.2,18.1,73.0,38.2,39838.0,46.1,8.0,53.0,2015
+1655,251275,University of New Mexico,United States of America,29.6,32.2,23.4,73.1,44.5,23874.0,18.4,15.0,50.0,2015
+1656,251275,University of Newcastle,Australia,26.5,70.6,29.9,57.5,75.6,23508.0,21.9,18.0,56.0,2015
+1657,251275,University of Otago,New Zealand,27.1,81.5,27.7,57.6,31.9,18600.0,20.3,21.0,57.0,2015
+1658,251275,University of Pavia,Italy,26.3,43.5,19.2,75.6,64.4,22958.0,40.6,6.0,56.0,2015
+1659,251275,University of Salento,Italy,32.3,40.3,25.6,64.5,38.4,19959.0,58.4,1.0,64.0,2015
+1660,251275,University of South Florida,United States of America,27.7,41.0,37.9,55.1,99.8,31424.0,21.5,10.0,50.0,2015
+1661,251275,"University of the Andes, Colombia",Colombia,17.3,54.6,12.1,89.8,36.5,15773.0,16.9,2.0,44.0,2015
+1662,251275,University of the Witwatersrand,South Africa,22.3,66.3,21.7,67.3,94.8,23321.0,18.6,9.0,56.0,2015
+1663,251275,University of Trento,Italy,26.8,57.3,20.3,70.3,46.0,16841.0,43.2,8.0,51.0,2015
+1664,251275,University of Turin,Italy,29.4,39.3,20.3,72.5,40.8,67552.0,66.0,6.0,62.0,2015
+1665,251275,University of Waterloo,Canada,30.9,63.1,40.4,47.0,41.7,30726.0,24.2,14.0,45.0,2015
+1666,276300,Chalmers University of Technology,Sweden,35.7,62.5,32.8,40.8,75.8,8605.0,11.6,15.0,30.0,2015
+1667,276300,Colorado State University,United States of America,27.6,30.4,31.3,59.9,38.8,26769.0,19.0,5.0,52.0,2015
+1668,276300,Indian Institute of Science,India,32.6,18.2,39.5,51.6,37.9,3318.0,8.2,1.0,19.0,2015
+1669,276300,Lappeenranta University of Technology,Finland,25.2,59.1,25.5,59.9,73.8,3486.0,23.9,19.0,31.0,2015
+1670,276300,Montpellier University,France,23.7,56.6,22.5,67.4,33.6,36731.0,18.4,14.0,51.0,2015
+1671,276300,National Chiao Tung University,Taiwan,35.0,30.7,40.7,40.4,98.2,12646.0,16.6,5.0,27.0,2015
+1672,276300,Norwegian University of Science and Technology,Norway,33.5,54.7,29.6,49.6,45.0,17381.0,13.9,9.0,46.0,2015
+1673,276300,Panjab University,India,23.7,29.2,10.5,84.4,28.3,16691.0,23.9,1.0,46.0,2015
+1674,276300,Plymouth University,United Kingdom,18.4,51.3,18.1,80.5,28.8,24121.0,25.9,13.0,52.0,2015
+1675,276300,Queensland University of Technology,Australia,29.9,69.8,36.0,42.9,71.9,33391.0,35.8,17.0,54.0,2015
+1676,276300,Shanghai Jiao Tong University,China,37.9,23.9,37.9,38.9,88.4,38191.0,12.8,6.0,37.0,2015
+1677,276300,Stellenbosch University,South Africa,30.0,47.8,31.2,45.6,94.7,21849.0,23.0,8.0,53.0,2015
+1678,276300,Tilburg University,Netherlands,33.0,62.2,45.1,34.9,55.1,7576.0,22.4,10.0,49.0,2015
+1679,276300,Tokyo Medical and Dental University (TMDU),Japan,42.7,21.8,22.9,51.1,56.9,2872.0,3.3,7.0,51.0,2015
+1680,276300,University College Cork,Republic of Ireland,26.7,70.8,22.2,56.9,45.9,15805.0,22.3,15.0,55.0,2015
+1681,276300,University of Bologna,Italy,31.0,43.1,23.2,64.5,34.9,85532.0,22.9,7.0,56.0,2015
+1682,276300,University of Cincinnati,United States of America,32.0,26.0,22.4,67.8,35.6,36108.0,15.7,6.0,54.0,2015
+1683,276300,University of ErlangenNuremberg,Germany,28.4,49.0,15.3,68.7,46.8,36146.0,53.9,9.0,49.0,2015
+1684,276300,University of Fribourg,Switzerland,29.2,84.4,19.7,58.6,48.2,10416.0,46.9,19.0,58.0,2015
+1685,276300,University of Georgia,United States of America,39.7,35.3,28.9,46.6,31.1,33119.0,19.9,7.0,57.0,2015
+1686,276300,University of Macau,Macau,17.1,73.3,20.3,68.1,33.6,8521.0,14.9,31.0,58.0,2015
+1687,276300,University of Milan,Italy,25.3,37.4,22.9,66.9,40.1,58618.0,24.3,5.0,60.0,2015
+1688,276300,University of NebraskaLincoln,United States of America,31.0,47.8,24.4,57.5,35.0,21789.0,16.4,9.0,46.0,2015
+1689,276300,University of South Australia,Australia,25.7,80.8,24.0,52.7,83.9,18971.0,26.2,32.0,59.0,2015
+1690,276300,University of South Carolina,United States of America,34.5,37.3,27.5,55.1,31.8,29336.0,16.3,1.0,55.0,2015
+1691,276300,University of Wollongong,Australia,25.2,80.4,27.8,55.1,44.7,16489.0,25.4,24.0,50.0,2015
+1692,276300,Victoria University of Wellington,New Zealand,21.6,84.2,28.5,53.8,49.7,17142.0,21.1,21.0,55.0,2015
+1693,276300,Virginia Polytechnic Institute and State University,United States of America,40.1,28.9,40.0,40.7,42.6,30850.0,18.6,10.0,42.0,2015
+1694,301350,Autonomous University of Madrid,Spain,28.6,48.8,19.3,59.7,32.2,28296.0,13.0,15.0,56.0,2015
+1695,301350,Bangor University,United Kingdom,22.4,73.1,23.0,55.8,31.1,9567.0,19.5,22.0,55.0,2015
+1696,301350,Charles Darwin University,Australia,20.3,45.5,17.8,64.5,32.7,5570.0,25.4,15.0,67.0,2015
+1697,301350,Charles University in Prague,Czech Republic,31.5,53.9,24.3,50.1,29.4,51438.0,13.0,15.0,62.0,2015
+1698,301350,Creighton University,United States of America,40.7,29.1,10.4,63.3,32.4,7086.0,8.3,2.0,57.0,2015
+1699,301350,Deakin University,Australia,20.1,71.8,20.6,57.5,30.6,32713.0,30.4,17.0,60.0,2015
+1700,301350,Drexel University,United States of America,31.8,42.2,14.3,57.5,34.6,20713.0,10.8,18.0,48.0,2015
+1701,301350,Hong Kong Baptist University,Hong Kong,21.2,62.3,13.2,70.8,29.1,10441.0,11.0,25.0,61.0,2015
+1702,301350,Kansas State University,United States of America,27.0,41.5,16.5,61.0,39.2,21379.0,15.1,10.0,50.0,2015
+1703,301350,Koç University,Turkey,21.6,49.8,24.4,58.5,50.6,4488.0,14.6,8.0,52.0,2015
+1704,301350,Macquarie University,Australia,24.0,89.2,24.8,50.2,36.2,27930.0,20.0,44.0,55.0,2015
+1705,301350,Novosibirsk State University,Russian Federation,24.6,43.8,17.2,70.5,33.4,7131.0,7.1,13.0,52.0,2015
+1706,301350,Oregon State University,United States of America,27.8,36.7,21.1,63.3,32.0,22578.0,16.8,9.0,47.0,2015
+1707,301350,Polytechnic University of Milan,Italy,27.6,42.9,26.6,55.8,67.8,30025.0,22.2,12.0,34.0,2015
+1708,301350,Renmin University of China,China,34.9,44.4,14.7,59.6,42.8,24954.0,12.7,6.0,50.0,2015
+1709,301350,San Diego State University,United States of America,19.7,26.9,24.8,65.6,29.2,27420.0,31.7,5.0,57.0,2015
+1710,301350,Sapienza University of Rome,Italy,32.3,37.5,28.1,50.7,34.2,120986.0,32.3,7.0,59.0,2015
+1711,301350,Sharif University of Technology,Iran,28.7,19.4,34.7,50.4,86.2,10977.0,18.7,0.0,27.0,2015
+1712,301350,State University of Campinas,Brazil,43.4,20.7,38.8,28.0,44.5,27095.0,15.3,3.0,48.0,2015
+1713,301350,Sun Yatsen University,China,32.5,37.0,25.2,54.1,58.9,51351.0,16.6,8.0,51.0,2015
+1714,301350,Tulane University,United States of America,40.7,29.7,20.7,53.9,49.0,11381.0,8.4,8.0,56.0,2015
+1715,301350,University of Bath,United Kingdom,29.2,76.1,25.1,47.5,36.7,12830.0,18.8,30.0,46.0,2015
+1716,301350,University of Canterbury,New Zealand,21.1,88.2,23.4,53.8,49.5,12187.0,16.5,20.0,51.0,2015
+1717,301350,University of Cologne,Germany,25.6,52.1,18.4,65.3,28.8,43280.0,43.4,11.0,60.0,2015
+1718,301350,University of Connecticut,United States of America,37.6,38.8,27.1,45.4,31.1,25742.0,13.0,11.0,51.0,2015
+1719,301350,University of Crete,Greece,19.0,47.0,16.8,67.0,36.0,14650.0,26.9,5.0,63.0,2015
+1720,301350,University of DuisburgEssen,Germany,21.9,49.2,13.7,64.1,44.2,36051.0,46.6,11.0,49.0,2015
+1721,301350,University of Essex,United Kingdom,31.6,86.7,29.0,39.3,29.1,12695.0,19.8,39.0,55.0,2015
+1722,301350,University of Houston,United States of America,39.3,33.1,25.8,44.2,43.2,40325.0,43.7,9.0,50.0,2015
+1723,301350,University of Jyväskylä,Finland,27.6,47.2,24.0,50.2,49.0,9703.0,15.2,5.0,62.0,2015
+1724,301350,University of Kansas,United States of America,30.6,32.2,20.1,62.2,36.2,23874.0,18.4,15.0,50.0,2015
+1725,301350,University of Manitoba,Canada,31.6,43.4,29.4,48.2,43.5,28576.0,27.8,11.0,55.0,2015
+1726,301350,University of Marrakech Cadi Ayyad,Morocco,16.3,45.1,6.5,83.0,28.6,56060.0,38.7,1.0,46.0,2015
+1727,301350,University of Montana,United States of America,29.1,20.7,13.7,75.0,34.4,12470.0,15.2,3.0,54.0,2015
+1728,301350,University of Nebraska Medical Center,United States of America,36.4,34.8,16.5,51.5,34.5,2857.0,2.6,8.0,67.0,2015
+1729,301350,University of Oklahoma,United States of America,32.6,30.0,15.7,57.5,34.5,23874.0,18.4,15.0,50.0,2015
+1730,301350,University of Padua,Italy,20.7,40.4,18.2,68.0,32.9,62577.0,18.3,4.0,56.0,2015
+1731,301350,University of Pisa,Italy,22.4,36.7,18.8,69.2,37.7,47247.0,18.0,4.0,52.0,2015
+1732,301350,University of Southern Denmark,Denmark,19.5,67.1,20.5,61.2,72.6,22210.0,12.7,16.0,52.0,2015
+1733,301350,University of Stirling,United Kingdom,21.5,66.9,25.1,49.9,30.7,7828.0,15.9,22.0,61.0,2015
+1734,301350,University of Stuttgart,Germany,30.6,59.3,17.3,56.9,48.2,24099.0,45.4,20.0,31.0,2015
+1735,301350,University of Tampere,Finland,22.9,45.6,22.2,58.7,42.5,10045.0,9.5,4.0,66.0,2015
+1736,301350,University of Tsukuba,Japan,33.4,36.1,21.6,51.1,36.9,15930.0,12.6,16.0,38.0,2015
+1737,301350,University of Valencia,Spain,17.9,43.7,12.0,72.7,30.8,58413.0,15.4,9.0,60.0,2015
+1738,301350,University of Warsaw,Poland,20.8,41.6,13.6,70.0,28.5,49292.0,14.1,7.0,67.0,2015
+1739,301350,Wayne State University,United States of America,32.0,30.7,15.2,61.0,49.0,23065.0,10.7,7.0,57.0,2015
+1740,301350,Zhejiang University,China,36.0,21.5,33.1,40.2,88.6,47508.0,15.9,5.0,41.0,2015
+1741,351400,Aalborg University,Denmark,23.8,65.8,28.5,39.9,43.9,17422.0,15.9,15.0,48.0,2015
+1742,351400,Aberystwyth University,United Kingdom,20.7,66.5,20.6,52.2,33.0,9252.0,19.2,18.0,48.0,2015
+1743,351400,Aston University,United Kingdom,19.4,79.7,21.6,45.1,35.7,23874.0,18.4,15.0,50.0,2015
+1744,351400,Bayreuth University,Germany,21.3,53.9,12.9,61.8,34.8,12520.0,35.5,8.0,46.0,2015
+1745,351400,Bielefeld University,Germany,27.5,48.6,19.1,52.0,37.4,21428.0,67.8,8.0,57.0,2015
+1746,351400,Claude Bernard University Lyon 1,France,19.1,52.1,17.2,62.6,33.6,35308.0,16.1,11.0,50.0,2015
+1747,351400,Curtin University,Australia,20.1,91.3,17.1,45.3,36.1,30333.0,17.1,38.0,53.0,2015
+1748,351400,Ewha Womans University,South Korea,23.5,36.0,18.0,57.6,61.3,17625.0,14.4,6.0,100.0,2015
+1749,351400,George Mason University,United States of America,26.3,35.8,20.3,53.9,28.7,26622.0,17.0,7.0,54.0,2015
+1750,351400,Hanyang University,South Korea,31.5,48.4,32.3,29.0,88.7,16729.0,10.4,19.0,50.0,2015
+1751,351400,Hokkaido University,Japan,38.4,25.2,27.5,32.2,43.4,18162.0,8.2,9.0,29.0,2015
+1752,351400,Indian Institute of Technology Bombay,India,34.2,19.5,24.6,43.5,49.7,8327.0,14.9,1.0,16.0,2015
+1753,351400,Indian Institute of Technology Roorkee,India,25.2,16.6,14.3,62.6,69.0,8061.0,18.7,1.0,17.0,2015
+1754,351400,Isfahan University of Technology,Iran,20.7,20.0,27.3,48.9,84.1,10964.0,26.5,1.0,39.0,2015
+1755,351400,King Mongkut’s University of Technology Thonburi,Thailand,16.7,22.5,10.0,75.0,56.5,17791.0,23.7,1.0,42.0,2015
+1756,351400,Kyushu University,Japan,36.5,26.1,28.5,33.6,68.7,18925.0,6.7,8.0,28.0,2015
+1757,351400,Lehigh University,United States of America,25.4,34.5,16.6,56.3,39.2,6300.0,11.3,15.0,44.0,2015
+1758,351400,Linköping University,Sweden,20.2,50.9,27.6,51.5,49.0,17866.0,7.7,10.0,52.0,2015
+1759,351400,Murdoch University,Australia,21.2,85.3,17.8,46.5,40.5,16606.0,32.8,43.0,59.0,2015
+1760,351400,National Cheng Kung University,Taiwan,31.8,26.7,40.1,28.4,100.0,21234.0,14.4,11.0,36.0,2015
+1761,351400,National Sun YatSen University,Taiwan,26.4,24.2,32.9,39.0,47.0,9336.0,19.6,4.0,37.0,2015
+1762,351400,National Taiwan University of Science and Technology (Taiwan Tech),Taiwan,27.7,26.7,42.6,30.9,82.0,7446.0,17.4,11.0,34.0,2015
+1763,351400,Royal College of Surgeons in Ireland,Republic of Ireland,24.7,82.6,18.9,43.5,28.4,2473.0,15.6,63.0,55.0,2015
+1764,351400,Ruhr University Bochum,Germany,31.5,53.6,22.5,42.0,47.4,38675.0,46.3,13.0,48.0,2015
+1765,351400,Swinburne University of Technology,Australia,20.2,86.9,16.3,50.2,38.8,20314.0,36.5,33.0,44.0,2015
+1766,351400,UiT The Arctic University of Norway,Norway,20.7,60.0,16.9,53.2,38.8,10398.0,12.2,10.0,60.0,2015
+1767,351400,Umeå University,Sweden,21.2,50.3,25.7,52.7,31.3,16667.0,11.9,7.0,60.0,2015
+1768,351400,University of Bari Aldo Moro,Italy,29.1,38.1,18.1,52.0,35.2,51560.0,65.1,2.0,65.0,2015
+1769,351400,University of Eastern Finland,Finland,24.3,44.1,21.6,53.8,32.8,10798.0,17.3,6.0,64.0,2015
+1770,351400,University of Ferrara,Italy,19.5,42.1,15.2,64.5,40.4,18882.0,30.2,7.0,56.0,2015
+1771,351400,University of Florence,Italy,18.1,37.4,17.3,60.8,35.4,54290.0,17.2,7.0,59.0,2015
+1772,351400,University of Graz,Austria,23.7,64.8,17.3,55.1,30.2,20584.0,26.8,12.0,65.0,2015
+1773,351400,University of Hertfordshire,United Kingdom,16.2,74.9,10.9,65.0,29.6,19665.0,19.4,27.0,54.0,2015
+1774,351400,University of Lisbon,Portugal,30.1,46.8,22.8,44.8,33.9,47849.0,17.5,9.0,51.0,2015
+1775,351400,University of Liège,Belgium,25.9,69.1,18.4,44.6,70.4,20951.0,25.9,23.0,54.0,2015
+1776,351400,University of Minho,Portugal,20.2,49.7,16.2,60.6,44.5,19090.0,18.8,9.0,52.0,2015
+1777,351400,University of Missouri,United States of America,31.7,29.6,22.0,46.6,31.2,29885.0,14.1,5.0,53.0,2015
+1778,351400,University of Navarra,Spain,29.5,46.2,22.3,41.7,90.2,11259.0,10.6,16.0,52.0,2015
+1779,351400,University of Portsmouth,United Kingdom,16.1,73.3,10.6,61.6,29.2,20161.0,19.1,23.0,45.0,2015
+1780,351400,University of Rome III,Italy,19.3,48.0,11.8,62.1,37.7,36353.0,61.2,5.0,59.0,2015
+1781,351400,University of Seoul,South Korea,21.0,34.3,20.2,63.3,29.1,10243.0,19.0,3.0,36.0,2015
+1782,351400,University of Turku,Finland,24.3,46.3,21.8,47.7,32.1,12326.0,14.6,5.0,61.0,2015
+1783,351400,University of Waikato,New Zealand,18.6,80.3,17.0,50.0,50.0,10159.0,17.0,25.0,57.0,2015
+1784,351400,Vrije Universiteit Brussel,Belgium,31.2,54.5,17.9,48.1,44.8,9020.0,17.1,16.0,55.0,2015
+1785,351400,Waseda University,Japan,25.5,43.1,16.3,55.5,32.6,52316.0,16.9,8.0,35.0,2015
+1786,351400,Washington State University,United States of America,28.5,36.0,27.5,44.2,54.5,24550.0,18.3,7.0,50.0,2015
+1787,351400,Western Sydney University,Australia,17.8,50.1,22.4,58.7,30.4,30704.0,32.2,9.0,56.0,2015
+1788,351400,Wuhan University,China,34.1,33.1,17.4,48.5,85.9,46227.0,14.4,7.0,50.0,2015
+1789,351400,Wuhan University of Technology,China,16.2,21.4,8.0,75.8,57.8,50260.0,14.9,2.0,31.0,2015
+1790,1,California Institute of Technology,United States of America,95.6,64.0,97.6,99.8,97.8,2243.0,6.9,27.0,33.0,2016
+1791,2,University of Oxford,United Kingdom,86.5,94.4,98.9,98.8,73.1,19919.0,11.6,34.0,46.0,2016
+1792,3,Stanford University,United States of America,92.5,76.3,96.2,99.9,63.3,15596.0,7.8,22.0,42.0,2016
+1793,4,University of Cambridge,United Kingdom,88.2,91.5,96.7,97.0,55.0,18812.0,11.8,34.0,46.0,2016
+1794,5,Massachusetts Institute of Technology,United States of America,89.4,84.0,88.6,99.7,95.4,11074.0,9.0,33.0,37.0,2016
+1795,6,Harvard University,United States of America,83.6,77.2,99.0,99.8,45.2,20152.0,8.9,25.0,50.0,2016
+1796,7,Princeton University,United States of America,85.1,78.5,91.9,99.3,52.1,7929.0,8.4,27.0,45.0,2016
+1797,8,Imperial College London,United Kingdom,83.3,96.0,88.5,96.7,53.7,15060.0,11.7,51.0,37.0,2016
+1798,9,ETH Zurich – Swiss Federal Institute of Technology Zurich,Switzerland,77.0,97.9,95.0,91.1,80.0,18178.0,14.7,37.0,31.0,2016
+1799,10,University of Chicago,United States of America,85.7,65.0,88.9,99.2,36.6,14221.0,6.9,21.0,42.0,2016
+1800,11,Johns Hopkins University,United States of America,77.6,70.0,90.4,98.2,100.0,15128.0,3.6,23.0,50.0,2016
+1801,12,Yale University,United States of America,86.5,64.3,87.8,97.2,43.3,11751.0,4.4,20.0,50.0,2016
+1802,13,"University of California, Berkeley",United States of America,80.4,61.9,91.1,99.7,47.9,36186.0,16.4,15.0,50.0,2016
+1803,14,University College London,United Kingdom,78.1,94.4,91.0,94.2,40.5,26607.0,10.7,46.0,56.0,2016
+1804,15,Columbia University,United States of America,85.9,73.5,82.2,98.1,49.0,25055.0,5.9,28.0,50.0,2016
+1805,16,"University of California, Los Angeles",United States of America,80.8,56.4,88.6,98.5,47.9,38206.0,10.3,15.0,52.0,2016
+1806,17,University of Pennsylvania,United States of America,82.0,49.5,86.9,98.6,47.9,20376.0,6.5,20.0,51.0,2016
+1807,18,Cornell University,United States of America,77.9,63.9,86.1,97.2,33.7,21424.0,10.2,19.0,48.0,2016
+1808,19,University of Toronto,Canada,75.9,77.8,89.3,90.9,49.1,66198.0,19.5,15.0,50.0,2016
+1809,20,Duke University,United States of America,76.0,56.5,78.0,99.0,100.0,15172.0,4.8,17.0,49.0,2016
+1810,21,University of Michigan,United States of America,76.8,53.7,85.2,94.4,56.3,41786.0,9.0,16.0,48.0,2016
+1811,22,Carnegie Mellon University,United States of America,67.4,57.1,88.8,99.1,57.5,11885.0,13.1,35.0,39.0,2016
+1812,23,London School of Economics and Political Science,United Kingdom,69.8,93.6,80.6,94.3,32.2,23874.0,18.4,15.0,50.0,2016
+1813,24,University of Edinburgh,United Kingdom,68.6,89.8,77.2,96.3,36.1,25774.0,14.1,36.0,58.0,2016
+1814,25,Northwestern University,United States of America,69.8,53.9,78.4,96.5,81.2,18334.0,13.8,15.0,48.0,2016
+1815,26,National University of Singapore,Singapore,71.7,96.2,84.5,79.4,49.8,31592.0,15.5,34.0,49.0,2016
+1816,27,King’s College London,United Kingdom,64.5,93.8,75.8,93.8,40.1,21394.0,11.4,37.0,61.0,2016
+1817,28,Karolinska Institute,Sweden,60.6,73.1,81.1,92.2,75.8,7774.0,11.5,22.0,70.0,2016
+1818,29,LMU Munich,Germany,70.5,62.8,77.4,85.7,100.0,35691.0,15.5,13.0,62.0,2016
+1819,30,New York University,United States of America,74.7,49.3,72.3,95.3,30.4,42056.0,6.8,19.0,55.0,2016
+1820,31,École Polytechnique Fédérale de Lausanne,Switzerland,61.3,98.6,67.5,94.6,65.4,9666.0,10.5,54.0,27.0,2016
+1821,32,University of Washington,United States of America,67.1,51.2,70.0,98.6,43.1,44020.0,11.8,13.0,53.0,2016
+1822,33,University of Melbourne,Australia,62.0,87.1,75.5,86.6,64.6,40128.0,23.7,35.0,55.0,2016
+1823,34,University of British Columbia,Canada,60.2,90.5,73.2,91.5,42.6,50152.0,17.6,25.0,54.0,2016
+1824,35,KU Leuven,Belgium,59.9,68.6,76.9,87.3,100.0,42503.0,41.9,18.0,54.0,2016
+1825,36,University of Illinois at UrbanaChampaign,United States of America,64.5,45.8,81.2,86.8,52.8,42727.0,18.7,20.0,47.0,2016
+1826,37,Heidelberg University,Germany,68.8,62.8,69.6,88.2,68.2,28881.0,24.5,17.0,55.0,2016
+1827,38,McGill University,Canada,66.1,85.5,72.1,78.9,40.3,31326.0,13.7,23.0,56.0,2016
+1828,39,"University of California, San Diego",United States of America,56.9,42.9,69.8,98.7,56.7,27233.0,6.5,11.0,48.0,2016
+1829,39,"University of California, Santa Barbara",United States of America,52.6,61.5,66.0,99.2,90.4,22020.0,27.3,11.0,52.0,2016
+1830,41,Georgia Institute of Technology,United States of America,57.8,71.5,72.7,86.0,73.7,19967.0,20.1,26.0,31.0,2016
+1831,42,Peking University,China,77.8,49.2,72.4,69.1,100.0,40148.0,8.3,14.0,50.0,2016
+1832,43,University of Tokyo,Japan,81.4,30.3,83.0,60.9,50.8,26199.0,5.7,10.0,50.0,2016
+1833,44,"University of California, Davis",United States of America,60.1,58.4,72.7,84.3,57.3,35364.0,13.9,13.0,54.0,2016
+1834,44,University of Hong Kong,Hong Kong,64.6,99.5,72.8,70.1,53.7,19835.0,17.6,38.0,53.0,2016
+1835,46,University of Texas at Austin,United States of America,59.3,31.7,69.7,92.2,63.1,49427.0,17.4,9.0,51.0,2016
+1836,47,Tsinghua University,China,73.3,39.5,83.0,58.8,100.0,39763.0,13.7,10.0,32.0,2016
+1837,47,Wageningen University and Research Center,Netherlands,52.6,70.3,66.9,87.8,100.0,9248.0,17.0,21.0,56.0,2016
+1838,49,Humboldt University of Berlin,Germany,63.7,62.6,77.0,73.6,36.1,29987.0,52.5,16.0,50.0,2016
+1839,50,University of WisconsinMadison,United States of America,65.1,33.0,68.2,86.6,48.5,39655.0,10.8,11.0,51.0,2016
+1840,51,Brown University,United States of America,62.8,57.8,55.7,96.4,31.4,8653.0,10.1,19.0,50.0,2016
+1841,52,Australian National University,Australia,54.7,93.3,77.3,72.3,48.0,14604.0,19.2,35.0,52.0,2016
+1842,53,Technical University of Munich,Germany,61.0,63.8,66.0,80.1,99.2,35565.0,31.5,20.0,33.0,2016
+1843,54,École Normale Supérieure,France,70.6,85.5,47.7,87.1,37.1,2400.0,7.9,20.0,46.0,2016
+1844,55,Nanyang Technological University,Singapore,48.4,94.6,61.3,85.6,99.9,25028.0,16.2,33.0,48.0,2016
+1845,56,University of Manchester,United Kingdom,58.4,87.0,66.0,77.3,42.0,34938.0,15.3,34.0,52.0,2016
+1846,56,University of Sydney,Australia,54.3,84.4,68.1,77.5,72.4,41868.0,20.2,28.0,57.0,2016
+1847,58,University of Amsterdam,Netherlands,52.2,66.5,64.7,87.4,62.8,24570.0,14.4,11.0,53.0,2016
+1848,59,Hong Kong University of Science and Technology,Hong Kong,49.4,80.5,66.1,82.6,68.1,11385.0,23.8,36.0,50.0,2016
+1849,60,The University of Queensland,Australia,49.2,89.3,62.8,82.4,76.7,34718.0,32.7,27.0,53.0,2016
+1850,60,Washington University in St Louis,United States of America,54.3,44.9,55.6,99.2,33.5,12528.0,5.7,17.0,50.0,2016
+1851,62,Utrecht University,Netherlands,48.1,55.8,64.3,88.1,89.1,30779.0,15.4,7.0,59.0,2016
+1852,63,University of North Carolina at Chapel Hill,United States of America,58.0,39.0,54.5,95.9,39.4,26518.0,7.3,8.0,58.0,2016
+1853,64,Boston University,United States of America,57.8,51.0,49.5,97.7,30.3,24789.0,8.6,17.0,58.0,2016
+1854,65,Delft University of Technology,Netherlands,55.0,84.0,73.8,61.5,100.0,15920.0,19.4,25.0,26.0,2016
+1855,65,University of Minnesota,United States of America,53.5,35.3,61.0,88.0,98.5,46825.0,18.0,13.0,52.0,2016
+1856,67,Leiden University,Netherlands,50.5,64.3,63.1,85.2,49.8,21222.0,17.1,10.0,59.0,2016
+1857,68,University of Southern California,United States of America,49.3,56.3,58.9,93.0,38.0,36534.0,12.9,20.0,52.0,2016
+1858,69,University of Bristol,United Kingdom,47.6,82.4,51.6,91.2,40.0,17906.0,14.0,25.0,53.0,2016
+1859,70,Durham University,United Kingdom,47.9,86.4,51.9,87.7,34.4,15489.0,15.7,24.0,54.0,2016
+1860,71,Erasmus University Rotterdam,Netherlands,37.2,76.1,55.2,95.6,54.6,20580.0,18.9,18.0,48.0,2016
+1861,72,Free University of Berlin,Germany,57.9,69.2,72.2,60.2,35.1,33062.0,39.3,20.0,58.0,2016
+1862,73,Monash University,Australia,48.1,87.6,58.5,73.3,79.7,50882.0,40.5,36.0,56.0,2016
+1863,74,University of Groningen,Netherlands,43.3,63.9,56.9,84.0,92.4,24556.0,25.6,12.0,52.0,2016
+1864,75,Pennsylvania State University,United States of America,50.4,40.8,61.9,80.5,56.2,44501.0,12.4,12.0,46.0,2016
+1865,76,University of Glasgow,United Kingdom,41.6,85.8,48.3,92.3,31.6,22616.0,16.0,29.0,57.0,2016
+1866,76,University of Helsinki,Finland,48.4,51.8,60.4,82.1,31.6,23505.0,15.1,6.0,66.0,2016
+1867,78,University of Tübingen,Germany,47.0,58.2,59.8,79.3,59.2,28327.0,38.9,12.0,58.0,2016
+1868,79,University of Pittsburgh,United States of America,50.6,33.9,50.3,92.3,39.3,26485.0,5.8,10.0,51.0,2016
+1869,80,University of Warwick,United Kingdom,47.4,90.3,53.1,78.2,37.7,18529.0,16.6,37.0,48.0,2016
+1870,81,Uppsala University,Sweden,44.1,59.6,61.0,80.9,39.5,25266.0,18.2,12.0,57.0,2016
+1871,82,University of Copenhagen,Denmark,49.8,83.3,42.7,86.2,45.0,27545.0,4.1,19.0,67.0,2016
+1872,82,University of New South Wales,Australia,40.7,89.5,53.9,82.1,50.0,38309.0,25.9,33.0,47.0,2016
+1873,84,University of Freiburg,Germany,47.4,60.3,51.1,80.5,100.0,26467.0,31.2,16.0,52.0,2016
+1874,85,Seoul National University,South Korea,66.5,30.9,70.5,50.0,85.4,26389.0,13.9,10.0,50.0,2016
+1875,86,University of St Andrews,United Kingdom,49.7,92.3,47.3,78.8,30.6,8338.0,12.7,47.0,56.0,2016
+1876,87,Vanderbilt University,United States of America,47.8,29.1,44.2,95.7,63.2,12161.0,3.6,10.0,52.0,2016
+1877,88,Kyoto University,Japan,70.6,26.1,69.3,46.6,79.0,22809.0,5.6,7.0,50.0,2016
+1878,88,Maastricht University,Netherlands,37.5,95.5,47.7,82.7,95.4,15626.0,18.9,48.0,56.0,2016
+1879,90,Emory University,United States of America,48.3,51.0,37.1,96.7,48.9,12338.0,4.5,18.0,56.0,2016
+1880,90,Lund University,Sweden,39.7,74.1,53.6,81.3,70.4,28251.0,11.5,15.0,50.0,2016
+1881,90,Ohio State University,United States of America,51.6,53.0,46.6,83.2,53.1,51462.0,13.4,12.0,49.0,2016
+1882,93,University of Exeter,United Kingdom,39.4,87.3,40.0,94.3,31.9,17755.0,18.8,28.0,54.0,2016
+1883,94,University of Bonn,Germany,45.1,63.6,47.5,85.3,49.0,32474.0,70.4,13.0,55.0,2016
+1884,94,Georgetown University,United States of America,54.4,52.7,39.3,82.5,80.7,15408.0,8.5,14.0,53.0,2016
+1885,94,McMaster University,Canada,39.8,76.1,44.8,84.9,88.0,23823.0,19.3,15.0,53.0,2016
+1886,97,University of Sheffield,United Kingdom,42.4,81.9,48.8,80.1,43.4,23311.0,15.5,31.0,50.0,2016
+1887,98,Queen Mary University of London,United Kingdom,34.1,93.5,41.3,93.3,36.8,14260.0,14.0,40.0,52.0,2016
+1888,99,University of Göttingen,Germany,49.3,56.4,54.5,72.7,31.8,25581.0,25.6,12.0,51.0,2016
+1889,99,Michigan State University,United States of America,47.3,56.4,52.6,76.8,32.2,44750.0,15.7,15.0,51.0,2016
+1890,101,University of Basel,Switzerland,39.5,94.7,33.1,88.3,99.9,12551.0,17.3,24.0,54.0,2016
+1891,101,École Polytechnique,France,53.5,92.8,44.6,64.7,82.3,2429.0,4.8,30.0,18.0,2016
+1892,101,Rice University,United States of America,37.9,66.6,35.1,99.7,41.7,6333.0,9.0,26.0,44.0,2016
+1893,104,Dartmouth College,United States of America,50.7,38.3,35.8,93.3,40.8,6178.0,6.6,16.0,47.0,2016
+1894,104,University of Zurich,Switzerland,49.5,90.4,31.5,85.4,44.0,26583.0,6.5,19.0,57.0,2016
+1895,106,Aarhus University,Denmark,36.9,76.8,50.7,79.8,68.3,23895.0,13.6,14.0,54.0,2016
+1896,106,"University of California, Irvine",United States of America,39.9,59.2,41.8,91.6,48.9,26614.0,16.1,16.0,52.0,2016
+1897,106,University of Mannheim,Germany,34.5,64.6,47.7,86.9,85.3,11761.0,85.8,15.0,55.0,2016
+1898,108,University of Notre Dame,United States of America,47.6,47.6,48.1,81.7,33.7,11829.0,13.8,10.0,44.0,2016
+1899,109,University of Western Australia,Australia,33.4,92.6,46.1,83.6,64.5,20851.0,20.7,27.0,50.0,2016
+1900,110,RWTH Aachen University,Germany,49.4,54.1,56.3,63.2,98.1,37917.0,27.6,16.0,31.0,2016
+1901,110,University of Southampton,United Kingdom,39.8,88.4,43.6,82.0,37.5,20925.0,13.5,29.0,53.0,2016
+1902,112,Scuola Normale Superiore di Pisa,Italy,54.2,46.3,53.1,67.2,52.0,462.0,16.5,5.0,28.0,2016
+1903,113,University of Montreal,Canada,46.3,84.2,45.5,69.6,92.6,38264.0,20.3,25.0,57.0,2016
+1904,113,Pierre and Marie Curie University,France,52.8,74.1,32.7,82.9,37.4,27862.0,8.7,18.0,48.0,2016
+1905,113,Purdue University,United States of America,50.2,66.4,57.7,63.2,49.0,39256.0,18.1,22.0,42.0,2016
+1906,116,Pohang University of Science and Technology,South Korea,49.1,33.7,47.1,76.7,100.0,3055.0,10.1,4.0,20.0,2016
+1907,117,"University of Maryland, College Park",United States of America,45.0,43.5,42.1,88.2,32.3,31331.0,8.4,9.0,48.0,2016
+1908,118,Ghent University,Belgium,42.1,54.2,54.5,71.2,88.3,32166.0,34.1,9.0,57.0,2016
+1909,119,University of Birmingham,United Kingdom,39.4,82.0,41.8,82.7,34.7,25295.0,16.4,23.0,54.0,2016
+1910,120,University of Bern,Switzerland,40.0,83.7,42.5,76.6,82.9,14708.0,22.5,14.0,54.0,2016
+1911,120,University of Cape Town,South Africa,34.9,80.2,38.7,85.6,92.7,20040.0,12.1,18.0,53.0,2016
+1912,120,University of Florida,United States of America,51.8,33.3,56.8,67.7,49.0,50095.0,18.7,9.0,54.0,2016
+1913,123,University of ErlangenNuremberg,Germany,51.7,47.0,39.7,75.2,99.4,36146.0,53.9,9.0,49.0,2016
+1914,123,"Rutgers, the State University of New Jersey",United States of America,43.9,34.7,55.7,75.4,35.9,37032.0,17.3,8.0,51.0,2016
+1915,125,University of Münster,Germany,40.3,46.3,44.1,85.6,58.2,39838.0,46.1,8.0,53.0,2016
+1916,125,Radboud University Nijmegen,Netherlands,34.3,60.9,48.5,84.9,39.2,17713.0,13.0,10.0,58.0,2016
+1917,127,University of Colorado Boulder,United States of America,39.7,36.6,37.6,96.4,35.7,29325.0,16.1,8.0,45.0,2016
+1918,127,Tufts University,United States of America,45.2,49.4,33.3,90.1,60.7,10410.0,10.0,14.0,54.0,2016
+1919,129,"Royal Holloway, University of London",United Kingdom,35.1,92.7,33.2,91.2,34.4,8747.0,15.9,37.0,57.0,2016
+1920,130,Lancaster University,United Kingdom,34.0,87.0,41.4,85.3,33.6,11512.0,14.9,33.0,52.0,2016
+1921,131,University of Geneva,Switzerland,34.9,98.5,40.5,78.5,72.4,15668.0,15.0,39.0,61.0,2016
+1922,131,University of York,United Kingdom,41.9,83.5,46.3,73.1,31.1,23874.0,18.4,15.0,50.0,2016
+1923,133,Case Western Reserve University,United States of America,46.1,40.5,33.2,92.0,34.1,9259.0,6.4,17.0,48.0,2016
+1924,133,University of Leeds,United Kingdom,43.7,77.4,39.0,79.2,36.7,27703.0,14.7,21.0,58.0,2016
+1925,135,University of Oslo,Norway,43.3,68.2,44.7,75.5,38.3,27139.0,18.8,18.0,50.0,2016
+1926,136,Stockholm University,Sweden,34.1,48.5,51.2,82.5,31.1,31715.0,23.7,8.0,62.0,2016
+1927,137,University of Alberta,Canada,46.4,80.7,48.1,63.6,47.4,36299.0,21.6,23.0,55.0,2016
+1928,138,Chinese University of Hong Kong,Hong Kong,41.5,81.1,48.5,68.4,37.5,17916.0,10.2,22.0,53.0,2016
+1929,138,Karlsruhe Institute of Technology,Germany,37.7,56.7,47.5,73.8,99.5,25294.0,24.6,16.0,26.0,2016
+1930,140,University of Sussex,United Kingdom,33.4,88.3,37.2,86.1,30.6,12001.0,17.4,35.0,54.0,2016
+1931,141,University of Massachusetts,United States of America,40.2,48.9,36.3,88.1,52.2,56959.0,13.0,11.0,49.0,2016
+1932,142,University of Vienna,Austria,40.8,92.6,50.5,63.6,30.2,34651.0,20.5,25.0,67.0,2016
+1933,143,University of Nottingham,United Kingdom,40.3,80.6,39.0,77.5,39.8,30144.0,15.0,27.0,54.0,2016
+1934,144,"University of California, Santa Cruz",United States of America,31.1,45.6,34.2,99.9,36.1,17404.0,22.7,1.0,53.0,2016
+1935,144,University of Lausanne,Switzerland,30.9,89.2,45.6,76.2,56.0,11964.0,13.1,22.0,50.0,2016
+1936,146,Autonomous University of Barcelona,Spain,40.3,50.3,40.0,83.8,34.9,30538.0,12.3,10.0,59.0,2016
+1937,147,University of Virginia,United States of America,38.8,43.4,37.5,87.3,37.9,23845.0,10.2,12.0,52.0,2016
+1938,148,Korea Advanced Institute of Science and Technology (KAIST),South Korea,43.3,33.9,40.5,75.9,100.0,9027.0,10.0,9.0,20.0,2016
+1939,149,University of Adelaide,Australia,32.8,85.1,43.2,72.4,79.3,20771.0,30.1,26.0,48.0,2016
+1940,149,University of East Anglia,United Kingdom,31.9,83.5,28.7,92.7,28.5,14992.0,14.7,28.0,58.0,2016
+1941,149,University of Twente,Netherlands,34.1,80.1,45.6,68.8,91.2,6631.0,12.0,26.0,37.0,2016
+1942,153,Sungkyunkwan University (SKKU),South Korea,51.4,36.7,53.5,53.8,97.5,24365.0,20.3,9.0,39.0,2016
+1943,154,VU University Amsterdam,Netherlands,28.4,54.9,37.1,90.7,60.1,23280.0,16.3,6.0,56.0,2016
+1944,155,KTH Royal Institute of Technology,Sweden,39.0,84.4,44.3,63.9,78.1,12062.0,14.6,21.0,30.0,2016
+1945,156,University of Cologne,Germany,42.2,53.1,38.0,75.0,68.5,43280.0,43.4,11.0,60.0,2016
+1946,157,University of Liverpool,United Kingdom,32.8,85.4,30.9,85.9,36.6,18815.0,13.6,30.0,52.0,2016
+1947,158,TU Dresden,Germany,41.4,47.7,45.8,66.1,99.7,35487.0,37.4,12.0,42.0,2016
+1948,158,University of Rochester,United States of America,39.7,55.8,27.9,89.0,37.0,9390.0,4.5,26.0,49.0,2016
+1949,160,Trinity College Dublin,Republic of Ireland,41.9,90.5,30.8,75.8,28.0,15521.0,18.0,25.0,57.0,2016
+1950,161,Lomonosov Moscow State University,Russian Federation,75.4,57.8,66.7,8.6,95.7,30822.0,7.7,20.0,43.0,2016
+1951,161,University of Miami,United States of America,41.7,64.0,22.3,90.1,35.5,15286.0,5.7,14.0,50.0,2016
+1952,163,University of Arizona,United States of America,38.7,38.6,41.8,79.5,32.4,36429.0,12.7,8.0,52.0,2016
+1953,164,Pompeu Fabra University,Spain,32.9,63.3,28.0,90.7,37.2,10901.0,18.3,13.0,59.0,2016
+1954,164,University of Reading,United Kingdom,39.3,85.1,37.3,69.9,34.2,12050.0,14.8,28.0,55.0,2016
+1955,164,Yeshiva University,United States of America,44.8,28.5,23.7,92.8,49.0,6753.0,5.5,7.0,53.0,2016
+1956,167,"University of California, Riverside",United States of America,27.5,59.5,33.3,91.2,42.5,20626.0,22.0,12.0,51.0,2016
+1957,167,University of Leicester,United Kingdom,32.1,86.6,27.8,86.0,31.7,14541.0,13.4,35.0,54.0,2016
+1958,167,National Taiwan University,Taiwan,54.1,27.7,58.0,47.3,49.6,31891.0,11.9,7.0,39.0,2016
+1959,167,Technical University of Denmark,Denmark,37.3,85.1,29.9,77.8,50.0,9990.0,5.0,18.0,27.0,2016
+1960,167,Université Catholique de Louvain,Belgium,38.7,74.2,40.6,68.4,51.0,28856.0,42.0,19.0,54.0,2016
+1961,172,University of Aberdeen,United Kingdom,29.7,91.4,31.4,82.6,43.1,12938.0,15.8,33.0,54.0,2016
+1962,172,University of Auckland,New Zealand,31.4,90.5,39.5,69.8,78.0,29787.0,18.9,28.0,54.0,2016
+1963,174,University of Barcelona,Spain,38.5,49.2,37.4,78.9,31.1,47491.0,12.2,10.0,62.0,2016
+1964,175,University of Konstanz,Germany,38.5,58.3,46.7,61.9,92.4,10930.0,59.1,12.0,54.0,2016
+1965,176,Eindhoven University of Technology,Netherlands,34.3,71.3,41.0,70.7,57.3,8176.0,16.0,14.0,19.0,2016
+1966,176,University College Dublin,Republic of Ireland,35.0,86.3,38.5,70.8,33.5,22193.0,24.5,23.0,50.0,2016
+1967,178,Hebrew University of Jerusalem,Israel,45.8,55.6,41.4,64.6,31.9,17612.0,10.7,5.0,55.0,2016
+1968,179,University of Waterloo,Canada,35.4,74.4,43.9,66.5,39.5,30726.0,24.2,14.0,45.0,2016
+1969,180,University of Gothenburg,Sweden,28.5,58.3,39.8,81.8,30.3,26420.0,16.4,12.0,50.0,2016
+1970,180,Scuola Superiore Sant’Anna,Italy,42.5,45.2,23.2,84.5,71.2,769.0,8.5,17.0,35.0,2016
+1971,182,University of Bergen,Norway,32.5,70.0,31.5,82.4,36.2,11623.0,11.1,12.0,60.0,2016
+1972,182,Cardiff University,United Kingdom,30.9,78.1,31.6,82.0,34.6,23347.0,13.1,23.0,57.0,2016
+1973,182,University of Utah,United States of America,35.6,30.1,35.3,83.7,57.4,25674.0,16.9,9.0,45.0,2016
+1974,185,Brandeis University,United States of America,28.3,47.0,25.7,97.3,38.6,5495.0,12.6,22.0,55.0,2016
+1975,185,University of Dundee,United Kingdom,25.6,78.5,26.9,90.2,49.5,11628.0,15.3,25.0,60.0,2016
+1976,185,University of Würzburg,Germany,34.6,50.9,35.8,79.1,47.9,26576.0,38.4,8.0,57.0,2016
+1977,188,ParisSud University,France,38.7,64.2,29.0,79.8,28.8,27603.0,15.0,17.0,50.0,2016
+1978,189,Arizona State University,United States of America,32.4,31.9,38.1,84.6,32.0,83236.0,29.9,9.0,50.0,2016
+1979,190,University of Antwerp,Belgium,31.6,64.8,40.8,71.7,60.3,12346.0,30.3,16.0,56.0,2016
+1980,190,Boston College,United States of America,34.1,60.0,29.3,83.3,46.8,13216.0,17.4,19.0,54.0,2016
+1981,192,Ulm University,Germany,35.2,58.2,23.9,86.4,58.4,9187.0,11.2,10.0,47.0,2016
+1982,193,University of Luxembourg,Luxembourg,25.0,99.8,26.7,84.8,38.1,5144.0,15.9,52.0,50.0,2016
+1983,193,Texas A&M University,United States of America,49.4,47.8,52.4,47.1,46.4,50657.0,21.4,9.0,47.0,2016
+1984,195,Charité  Universitätsmedizin Berlin,Germany,37.3,61.1,22.2,83.8,68.4,6853.0,6.6,16.0,64.0,2016
+1985,196,Newcastle University,United Kingdom,30.9,84.3,27.5,81.5,34.7,20174.0,15.2,29.0,50.0,2016
+1986,196,"St George’s, University of London",United Kingdom,25.6,69.5,18.1,100.0,37.7,2958.0,13.4,17.0,61.0,2016
+1987,198,University of Trento,Italy,30.8,55.9,27.4,87.7,47.1,16841.0,43.2,8.0,51.0,2016
+1988,199,Paris Diderot University – Paris 7,France,30.5,64.9,22.9,91.0,29.0,27756.0,14.8,17.0,63.0,2016
+1989,200,Queen’s University Belfast,United Kingdom,34.1,93.4,33.3,68.9,35.7,17940.0,17.9,30.0,54.0,2016
+1990,201250,Aalborg University,Denmark,25.1,71.0,28.4,73.8,43.7,17422.0,15.9,15.0,48.0,2016
+1991,201250,"Birkbeck, University of London",United Kingdom,33.5,89.9,35.1,66.3,28.5,9454.0,17.2,38.0,55.0,2016
+1992,201250,University of Bologna,Italy,39.3,39.9,29.5,73.0,34.5,85532.0,22.9,7.0,56.0,2016
+1993,201250,University at Buffalo,United States of America,36.5,60.6,37.9,62.0,43.8,25668.0,19.0,19.0,47.0,2016
+1994,201250,University of Calgary,Canada,33.9,70.1,36.7,67.8,52.0,28341.0,16.5,17.0,53.0,2016
+1995,201250,Chalmers University of Technology,Sweden,36.6,77.6,35.3,52.2,79.5,8605.0,11.6,15.0,30.0,2016
+1996,201250,City University of Hong Kong,Hong Kong,32.1,81.6,26.7,76.8,50.1,10015.0,7.1,28.0,51.0,2016
+1997,201250,Copenhagen Business School,Denmark,19.3,88.5,26.5,79.4,35.3,18293.0,42.7,19.0,48.0,2016
+1998,201250,Dalhousie University,Canada,30.4,78.3,29.4,65.2,50.3,15064.0,14.4,18.0,55.0,2016
+1999,201250,University of DuisburgEssen,Germany,32.3,48.5,27.0,81.3,82.3,36051.0,46.6,11.0,49.0,2016
+2000,201250,École Normale Supérieure de Lyon,France,41.6,65.6,30.0,69.0,31.7,2218.0,8.0,14.0,49.0,2016
+2001,201250,Florida State University,United States of America,38.5,41.6,40.1,64.7,32.0,41226.0,31.8,7.0,55.0,2016
+2002,201250,University of Fribourg,Switzerland,32.3,87.4,32.9,64.1,60.8,10416.0,46.9,19.0,58.0,2016
+2003,201250,Fudan University,China,44.7,38.6,30.4,61.1,28.0,32175.0,12.2,11.0,50.0,2016
+2004,201250,George Washington University,United States of America,44.7,48.1,23.5,65.7,29.5,20541.0,12.0,16.0,56.0,2016
+2005,201250,Goethe University Frankfurt,Germany,35.8,60.2,28.6,79.3,38.1,31861.0,9.3,15.0,60.0,2016
+2006,201250,University of Hawai’i at Mānoa,Unisted States of America,32.0,63.4,35.5,67.7,44.7,23874.0,18.4,15.0,50.0,2016
+2007,201250,Hong Kong Polytechnic University,Hong Kong,29.3,79.0,35.2,63.3,45.1,22064.0,25.9,26.0,51.0,2016
+2008,201250,University of Illinois at Chicago,United States of America,40.9,58.1,29.2,63.2,38.0,24313.0,9.2,17.0,53.0,2016
+2009,201250,Indiana University,United States of America,43.0,41.2,27.3,74.8,49.0,62468.0,13.6,13.0,53.0,2016
+2010,201250,University of Iowa,United States of America,41.0,32.3,26.7,73.5,54.1,27526.0,11.6,11.0,52.0,2016
+2011,201250,Johannes Gutenberg University of Mainz,Germany,34.9,53.3,21.7,72.6,70.7,35609.0,32.6,10.0,58.0,2016
+2012,201250,Joseph Fourier University,France,34.2,58.6,21.6,83.2,31.6,16130.0,12.1,13.0,50.0,2016
+2013,201250,University of Kiel,Germany,32.3,49.4,20.5,89.5,49.0,24444.0,23.8,8.0,53.0,2016
+2014,201250,Laval University,Canada,37.5,63.8,31.7,62.2,57.5,27227.0,16.2,12.0,50.0,2016
+2015,201250,Medical University of Vienna,Austria,26.6,81.7,14.6,89.1,33.9,7426.0,2.9,28.0,50.0,2016
+2016,201250,Northeastern University,United States of America,35.5,58.7,20.6,84.0,32.9,18539.0,15.1,26.0,50.0,2016
+2017,201250,Oregon Health and Science University,United States of America,27.8,21.4,15.7,96.0,44.6,2838.0,1.1,3.0,65.0,2016
+2018,201250,University of Otago,New Zealand,30.7,89.9,30.5,74.9,31.5,18600.0,20.3,21.0,57.0,2016
+2019,201250,University of Ottawa,Canada,37.1,69.9,36.7,61.5,41.5,36733.0,26.3,15.0,60.0,2016
+2020,201250,Paris Descartes University,France,24.6,49.1,28.8,83.3,29.0,34691.0,26.9,15.0,63.0,2016
+2021,201250,Peter the Great St Petersburg Polytechnic University,Russian Federation,30.8,29.6,17.8,97.4,42.5,17155.0,7.2,8.0,40.0,2016
+2022,201250,Polytechnic University of Milan,Italy,30.1,48.8,31.7,76.3,66.3,30025.0,22.2,12.0,34.0,2016
+2023,201250,Royal Veterinary College,United Kingdom,26.0,81.7,27.8,74.9,45.5,1819.0,10.9,18.0,77.0,2016
+2024,201250,Rush University,United States of America,37.7,21.8,17.4,88.9,45.4,1855.0,2.1,5.0,71.0,2016
+2025,201250,Sapienza University of Rome,Italy,38.0,34.7,37.3,61.5,32.6,120986.0,32.3,7.0,59.0,2016
+2026,201250,University of Science and Technology of China,China,46.7,21.4,36.6,67.2,80.3,14290.0,7.9,2.0,50.0,2016
+2027,201250,University of South Florida,United States of America,24.8,45.1,35.7,73.4,99.8,31424.0,21.5,10.0,50.0,2016
+2028,201250,Stony Brook University,United States of America,32.6,53.2,22.0,83.0,33.4,21908.0,10.9,24.0,50.0,2016
+2029,201250,University of Stuttgart,Germany,40.0,52.7,44.5,55.7,99.8,24099.0,45.4,20.0,31.0,2016
+2030,201250,Swedish University of Agricultural Sciences,Sweden,31.5,40.1,32.8,68.1,99.9,3879.0,4.6,15.0,67.0,2016
+2031,201250,Technical University of Darmstadt,Germany,37.1,54.4,43.2,51.1,99.1,20300.0,53.6,18.0,28.0,2016
+2032,201250,University of Technology Sydney,Australia,27.0,90.1,35.1,66.9,42.3,24519.0,44.1,31.0,53.0,2016
+2033,201250,Tel Aviv University,Israel,41.0,47.5,50.5,49.2,42.9,23977.0,24.4,4.0,50.0,2016
+2034,201250,University of Texas at Dallas,United States of America,24.3,52.3,26.7,86.8,41.8,16306.0,22.8,23.0,44.0,2016
+2035,201250,Tilburg University,Netherlands,34.1,71.6,47.1,51.5,57.4,7576.0,22.4,10.0,49.0,2016
+2036,201250,Tohoku University,Japan,45.3,29.3,42.7,49.4,74.7,17200.0,5.0,7.0,25.0,2016
+2037,201250,Tokyo Institute of Technology,Japan,45.6,31.9,47.6,42.2,70.9,9586.0,7.3,13.0,13.0,2016
+2038,201250,University of Victoria,Canada,20.6,70.2,30.0,79.0,36.6,17581.0,21.5,11.0,56.0,2016
+2039,201250,Wake Forest University,United States of America,34.6,24.2,19.5,94.8,42.5,7326.0,4.6,5.0,51.0,2016
+2040,201250,University of Western Ontario,Canada,38.6,73.6,32.4,59.0,59.7,27387.0,20.7,16.0,54.0,2016
+2041,201250,William & Mary,United States of America,38.5,26.6,17.5,85.0,29.1,7867.0,11.8,7.0,54.0,2016
+2042,201250,University of the Witwatersrand,South Africa,26.2,68.4,31.5,76.0,99.7,23321.0,18.6,9.0,56.0,2016
+2043,251300,Aalto University,Finland,31.1,65.4,32.8,62.1,61.6,16099.0,24.2,17.0,32.0,2016
+2044,251300,AixMarseille University,France,36.7,63.0,22.1,64.9,33.1,71749.0,45.5,13.0,61.0,2016
+2045,251300,University of Bath,United Kingdom,28.9,84.8,27.9,56.7,36.3,12830.0,18.8,30.0,46.0,2016
+2046,251300,Bayreuth University,Germany,32.2,52.6,31.2,60.1,56.4,12520.0,35.5,8.0,46.0,2016
+2047,251300,Bielefeld University,Germany,35.2,45.4,46.2,49.9,60.9,21428.0,67.8,8.0,57.0,2016
+2048,251300,University of Bordeaux,France,25.3,54.6,22.0,71.7,30.6,51239.0,19.4,12.0,58.0,2016
+2049,251300,Charles Darwin University,Australia,17.8,63.7,22.6,85.9,43.2,5570.0,25.4,15.0,67.0,2016
+2050,251300,Colorado School of Mines,United States of America,28.5,35.5,30.3,71.8,83.7,5287.0,18.2,12.0,26.0,2016
+2051,251300,Colorado State University,United States of America,31.6,34.5,33.0,59.3,41.0,26769.0,19.0,5.0,52.0,2016
+2052,251300,University of Delaware,United States of America,23.7,41.6,34.0,70.0,98.7,19262.0,15.9,10.0,56.0,2016
+2053,251300,Flinders University,Australia,21.4,64.7,25.7,69.5,41.7,15655.0,22.6,15.0,63.0,2016
+2054,251300,University of Georgia,United States of America,41.1,39.2,30.5,52.2,30.9,33119.0,19.9,7.0,57.0,2016
+2055,251300,Griffith University,Australia,22.5,81.7,25.2,66.3,34.6,30251.0,22.0,21.0,50.0,2016
+2056,251300,University of Iceland,Iceland,16.2,61.0,16.2,91.4,28.0,13960.0,25.9,8.0,66.0,2016
+2057,251300,Indian Institute of Science,India,42.7,16.4,47.2,42.4,52.4,3318.0,8.2,1.0,19.0,2016
+2058,251300,Iowa State University,United States of America,31.2,35.4,29.4,61.5,54.0,29991.0,17.4,11.0,44.0,2016
+2059,251300,James Cook University,Australia,19.0,70.4,22.8,81.4,40.7,11713.0,21.9,11.0,63.0,2016
+2060,251300,Justus Liebig University Giessen,Germany,32.9,46.8,33.9,52.9,46.4,25682.0,53.9,9.0,62.0,2016
+2061,251300,King Abdulaziz University,Saudi Arabia,23.9,93.0,11.8,76.6,73.1,35889.0,8.4,21.0,57.0,2016
+2062,251300,Koç University,Turkey,21.2,53.5,27.1,74.9,82.4,4488.0,14.6,8.0,52.0,2016
+2063,251300,Korea University,South Korea,43.9,40.2,43.4,41.8,99.8,24043.0,15.8,14.0,50.0,2016
+2064,251300,University of Liège,Belgium,29.1,69.7,36.6,46.5,98.9,20951.0,25.9,23.0,54.0,2016
+2065,251300,Linköping University,Sweden,24.2,57.7,18.9,76.8,42.1,17866.0,7.7,10.0,52.0,2016
+2066,251300,Nanjing University,China,37.2,50.4,32.2,54.2,58.6,29743.0,13.3,10.0,46.0,2016
+2067,251300,National Tsing Hua University,Taiwan,37.7,23.2,36.6,53.0,49.5,10221.0,13.5,5.0,33.0,2016
+2068,251300,"National University of Ireland, Galway",Republic of Ireland,27.3,76.5,25.4,68.5,41.9,14067.0,26.8,14.0,56.0,2016
+2069,251300,University of Newcastle,Australia,27.4,75.9,26.5,67.2,64.4,23508.0,21.9,18.0,56.0,2016
+2070,251300,North Carolina State University,United States of America,36.1,49.0,30.5,60.0,40.7,30533.0,13.6,11.0,44.0,2016
+2071,251300,Oregon State University,United States of America,30.6,42.8,28.5,63.8,32.1,22578.0,16.8,9.0,47.0,2016
+2072,251300,Osaka University,Japan,46.8,26.6,45.2,37.4,76.1,23144.0,7.8,9.0,31.0,2016
+2073,251300,Queen’s University,Canada,35.8,61.6,35.8,54.4,54.2,20488.0,22.1,10.0,58.0,2016
+2074,251300,Queensland University of Technology,Australia,28.8,76.0,35.6,56.0,73.7,33391.0,35.8,17.0,54.0,2016
+2075,251300,Rensselaer Polytechnic Institute,United States of America,30.4,40.3,31.5,65.1,79.6,6671.0,15.0,16.0,30.0,2016
+2076,251300,Royal College of Surgeons in Ireland,Republic of Ireland,29.9,90.1,20.1,65.3,33.9,2473.0,15.6,63.0,55.0,2016
+2077,251300,Ruhr University Bochum,Germany,32.8,51.7,30.0,54.4,66.6,38675.0,46.3,13.0,48.0,2016
+2078,251300,Saint Louis University,United States of America,36.9,26.6,10.9,85.0,29.9,11919.0,5.8,8.0,58.0,2016
+2079,251300,University of São Paulo,Brazil,59.1,25.3,57.1,20.4,30.5,81402.0,14.6,4.0,48.0,2016
+2080,251300,Simon Fraser University,Canada,23.2,61.4,29.2,72.8,42.3,26640.0,28.3,19.0,55.0,2016
+2081,251300,University of Surrey,United Kingdom,31.7,90.4,28.9,51.2,34.9,12063.0,16.6,38.0,55.0,2016
+2082,251300,Syracuse University,United States of America,31.4,38.3,20.8,77.1,36.3,19660.0,15.9,15.0,55.0,2016
+2083,251300,University of Tasmania,Australia,21.8,79.1,25.7,68.0,42.7,18340.0,23.8,21.0,57.0,2016
+2084,251300,"University of Tennessee, Knoxville",United States of America,29.5,39.3,23.2,81.4,41.3,24716.0,17.0,5.0,50.0,2016
+2085,251300,Tomsk Polytechnic University,Russian Federation,31.6,32.7,15.1,82.4,60.2,11902.0,6.9,17.0,39.0,2016
+2086,251300,Tulane University,United States of America,39.1,35.3,19.3,67.8,32.4,11381.0,8.4,8.0,56.0,2016
+2087,251300,Umeå University,Sweden,20.8,56.1,25.0,74.5,31.1,16667.0,11.9,7.0,60.0,2016
+2088,251300,Vienna University of Technology,Austria,34.1,77.3,32.0,54.6,86.5,26419.0,52.0,27.0,27.0,2016
+2089,251300,Virginia Polytechnic Institute and State University,United States of America,34.9,29.5,38.2,54.2,43.3,30850.0,18.6,10.0,42.0,2016
+2090,251300,University of Wollongong,Australia,25.8,86.8,28.4,59.3,57.9,16489.0,25.4,24.0,50.0,2016
+2091,251300,Zhejiang University,China,44.3,19.6,46.0,36.1,96.2,47508.0,15.9,5.0,41.0,2016
+2092,301350,Aberystwyth University,United Kingdom,21.6,72.2,18.9,67.2,31.3,9252.0,19.2,18.0,48.0,2016
+2093,301350,University of Alaska Fairbanks,United States of America,25.1,53.5,23.1,63.0,51.2,3837.0,8.2,7.0,53.0,2016
+2094,301350,Autonomous University of Madrid,Spain,35.6,48.6,30.9,46.9,33.0,28296.0,13.0,15.0,56.0,2016
+2095,301350,Bangor University,United Kingdom,22.6,81.3,22.1,65.4,31.0,9567.0,19.5,22.0,55.0,2016
+2096,301350,University of Bremen,Germany,30.9,50.0,32.7,50.0,46.0,18590.0,25.6,11.0,50.0,2016
+2097,301350,University of Cincinnati,United States of America,31.3,28.3,20.4,72.1,35.3,36108.0,15.7,6.0,54.0,2016
+2098,301350,University of Connecticut,United States of America,35.9,43.1,25.6,57.0,30.9,25742.0,13.0,11.0,51.0,2016
+2099,301350,Deakin University,Australia,22.4,76.9,21.9,66.8,30.0,32713.0,30.4,17.0,60.0,2016
+2100,301350,University of Essex,United Kingdom,33.9,93.7,33.3,38.6,28.9,12695.0,19.8,39.0,55.0,2016
+2101,301350,George Mason University,United States of America,29.6,36.9,21.2,64.9,29.1,26622.0,17.0,7.0,54.0,2016
+2102,301350,University of Greifswald,Germany,30.1,41.7,23.5,61.3,32.6,10931.0,24.0,6.0,55.0,2016
+2103,301350,Gwangju Institute of Science and Technology,South Korea,35.2,36.2,42.0,43.7,45.2,1394.0,9.6,8.0,25.0,2016
+2104,301350,University of Hohenheim,Germany,30.9,50.3,33.8,51.5,52.8,9163.0,41.2,13.0,56.0,2016
+2105,301350,University of Innsbruck,Austria,23.6,95.7,16.9,67.3,39.9,18209.0,16.9,39.0,54.0,2016
+2106,301350,Kazan Federal University,Russian Federation,21.9,25.5,12.3,87.5,42.4,23321.0,12.2,6.0,69.0,2016
+2107,301350,University of Kent,United Kingdom,24.6,87.2,19.1,60.9,28.8,17638.0,14.4,27.0,53.0,2016
+2108,301350,Leibniz University of Hanover,Germany,36.5,43.2,36.9,39.0,69.6,22401.0,62.7,12.0,41.0,2016
+2109,301350,Macquarie University,Australia,28.5,90.0,27.2,52.3,33.1,27930.0,20.0,44.0,55.0,2016
+2110,301350,Medical College of Wisconsin,United States of America,25.4,30.4,12.1,85.2,31.8,1211.0,0.6,5.0,48.0,2016
+2111,301350,University of Milan,Italy,30.5,37.7,24.2,64.8,40.9,58618.0,24.3,5.0,60.0,2016
+2112,301350,University of MilanBicocca,Italy,24.3,34.3,25.5,65.8,46.6,33370.0,72.5,5.0,60.0,2016
+2113,301350,Montpellier University,France,38.7,54.4,16.7,59.5,31.9,36731.0,18.4,14.0,51.0,2016
+2114,301350,Nagoya University,Japan,40.8,27.4,38.9,40.1,91.4,15529.0,7.9,10.0,29.0,2016
+2115,301350,University of Naples Federico II,Italy,24.7,21.1,14.8,81.3,47.4,83653.0,64.2,1.0,50.0,2016
+2116,301350,National Chiao Tung University,Taiwan,32.9,32.0,45.4,34.2,96.9,12646.0,16.6,5.0,27.0,2016
+2117,301350,National Research Nuclear University MePhI,Russian Federation,43.9,27.5,24.1,52.8,28.1,7801.0,7.3,7.0,29.0,2016
+2118,301350,National Taiwan University of Science and Technology (Taiwan Tech),Taiwan,31.7,30.5,43.1,39.1,92.2,7446.0,17.4,11.0,34.0,2016
+2119,301350,University of Navarra,Spain,31.9,52.6,20.8,57.5,63.5,11259.0,10.6,16.0,52.0,2016
+2120,301350,University of NebraskaLincoln,United States of America,30.1,45.8,30.2,53.5,35.6,21789.0,16.4,9.0,46.0,2016
+2121,301350,Örebro University,Sweden,18.3,39.4,10.4,87.8,29.8,8788.0,15.8,2.0,61.0,2016
+2122,301350,University of Oregon,United States of America,21.2,33.5,22.7,72.6,30.8,24418.0,20.2,11.0,52.0,2016
+2123,301350,University of Padua,Italy,25.7,37.9,22.6,74.6,32.6,62577.0,18.3,4.0,56.0,2016
+2124,301350,University of Pavia,Italy,25.0,40.5,22.5,65.1,69.4,22958.0,40.6,6.0,56.0,2016
+2125,301350,Plymouth University,United Kingdom,19.3,64.0,18.0,75.2,28.5,24121.0,25.9,13.0,52.0,2016
+2126,301350,Shanghai Jiao Tong University,China,37.8,27.5,45.2,34.0,92.9,38191.0,12.8,6.0,37.0,2016
+2127,301350,University of Southern Denmark,Denmark,19.2,71.8,14.7,79.7,28.0,22210.0,12.7,16.0,52.0,2016
+2128,301350,Stellenbosch University,South Africa,28.2,49.8,35.0,46.9,100.0,21849.0,23.0,8.0,53.0,2016
+2129,301350,University of Strasbourg,France,25.5,71.6,23.4,64.4,32.8,46208.0,17.8,21.0,58.0,2016
+2130,301350,Technical University of Dortmund,Germany,34.2,40.8,29.8,55.3,48.6,29143.0,88.9,10.0,47.0,2016
+2131,301350,Technion Israel Institute of Technology,Israel,30.8,61.9,33.3,52.1,28.8,13855.0,19.4,4.0,35.0,2016
+2132,301350,Toulouse 1 Capitole University,France,18.6,66.7,35.7,56.3,32.5,19011.0,43.8,19.0,59.0,2016
+2133,301350,University of Trieste,Italy,26.5,47.3,18.5,74.1,32.3,18135.0,25.8,9.0,56.0,2016
+2134,301350,University of Turin,Italy,27.4,38.8,22.3,67.5,54.2,67552.0,66.0,6.0,62.0,2016
+2135,301350,University of Turku,Finland,27.1,66.2,21.2,65.8,31.2,12326.0,14.6,5.0,61.0,2016
+2136,301350,Vrije Universiteit Brussel,Belgium,28.7,64.5,24.5,56.8,77.1,9020.0,17.1,16.0,55.0,2016
+2137,301350,VÅ B  Technical University of Ostrava,Czech Republic,18.8,22.3,15.7,85.5,32.1,14991.0,23.9,5.0,49.0,2016
+2138,301350,Yonsei University,South Korea,37.2,41.5,34.1,39.4,75.9,24774.0,11.6,14.0,50.0,2016
+2139,301350,York University,Canada,30.2,58.2,30.8,49.1,33.2,48007.0,39.4,9.0,59.0,2016
+2140,351400,Bilkent University,Turkey,22.6,47.5,17.5,64.1,30.2,23874.0,18.4,15.0,50.0,2016
+2141,351400,"Binghamton University, State University of New York",United States of America,22.7,53.6,17.4,62.0,34.0,15799.0,23.3,14.0,48.0,2016
+2142,351400,University of Crete,Greece,18.6,47.0,19.2,73.6,34.5,14650.0,26.9,5.0,63.0,2016
+2143,351400,University of Cyprus,Cyprus,18.0,74.7,28.5,56.7,30.0,6880.0,22.9,8.0,69.0,2016
+2144,351400,Drexel University,United States of America,31.2,46.3,14.6,57.7,36.3,20713.0,10.8,18.0,48.0,2016
+2145,351400,University of Eastern Finland,Finland,24.8,46.1,20.7,65.1,33.3,10798.0,17.3,6.0,64.0,2016
+2146,351400,University of Florence,Italy,21.7,38.5,20.4,72.1,35.9,54290.0,17.2,7.0,59.0,2016
+2147,351400,University of St Gallen,Switzerland,25.8,97.6,11.2,53.5,41.8,6848.0,10.8,34.0,32.0,2016
+2148,351400,Graz University of Technology,Austria,26.0,69.3,15.8,52.9,77.2,7542.0,12.5,16.0,22.0,2016
+2149,351400,University of Guelph,Canada,28.0,53.6,34.2,44.4,47.4,21643.0,28.3,4.0,60.0,2016
+2150,351400,Hanyang University,South Korea,33.9,54.3,32.6,31.1,87.9,16729.0,10.4,19.0,50.0,2016
+2151,351400,Hong Kong Baptist University,Hong Kong,22.6,75.0,12.1,67.9,28.8,10441.0,11.0,25.0,61.0,2016
+2152,351400,University of Houston,United States of America,34.9,33.9,26.5,52.0,42.3,40325.0,43.7,9.0,50.0,2016
+2153,351400,Indian Institute of Technology Bombay,India,37.8,17.7,28.6,48.5,42.3,8327.0,14.9,1.0,16.0,2016
+2154,351400,Instituto Superior Técnico Lisboa,Portugal,22.2,43.7,25.0,59.8,38.8,11778.0,16.9,9.0,27.0,2016
+2155,351400,University of Jyväskylä,Finland,28.2,47.1,25.5,55.5,34.2,9703.0,15.2,5.0,62.0,2016
+2156,351400,La Trobe University,Australia,27.0,78.0,28.5,45.4,43.7,22037.0,29.0,27.0,63.0,2016
+2157,351400,Loughborough University,United Kingdom,31.2,72.9,32.2,41.3,36.6,13951.0,15.9,22.0,38.0,2016
+2158,351400,University of Manitoba,Canada,27.1,57.8,26.9,49.7,41.8,28576.0,27.8,11.0,55.0,2016
+2159,351400,University of Missouri,United States of America,31.2,31.0,21.0,60.2,31.1,29885.0,14.1,5.0,53.0,2016
+2160,351400,University of Modena and Reggio Emilia,Italy,18.7,34.2,15.6,72.9,32.3,19693.0,25.3,6.0,54.0,2016
+2161,351400,University of Montana,United States of America,30.8,21.5,13.6,65.5,31.0,12470.0,15.2,3.0,54.0,2016
+2162,351400,"National University of Ireland, Maynooth",Republic of Ireland,24.6,75.6,22.8,50.2,36.6,7653.0,28.0,11.0,55.0,2016
+2163,351400,University of Nebraska Medical Center,United States of America,37.0,37.7,13.3,64.4,33.6,2857.0,2.6,8.0,67.0,2016
+2164,351400,University of New Mexico,United States of America,25.6,28.6,15.4,74.5,37.0,23874.0,18.4,15.0,50.0,2016
+2165,351400,Norwegian University of Science and Technology,Norway,16.3,59.9,25.8,59.8,51.8,17381.0,13.9,9.0,46.0,2016
+2166,351400,University of Oulu,Finland,23.1,56.9,15.9,62.3,30.9,14056.0,8.5,6.0,49.0,2016
+2167,351400,PanthéonSorbonne University – Paris 1,France,53.2,47.6,47.6,6.8,28.3,42215.0,34.3,20.0,59.0,2016
+2168,351400,Polytechnic University of Turin,Italy,23.7,50.6,18.6,65.9,42.5,27709.0,19.6,16.0,29.0,2016
+2169,351400,University of Rome III,Italy,23.1,35.9,21.0,64.8,37.5,36353.0,61.2,5.0,59.0,2016
+2170,351400,Sabancı University,Turkey,22.3,42.7,32.3,52.8,70.0,2739.0,15.9,6.0,39.0,2016
+2171,351400,San Diego State University,United States of America,20.3,25.9,27.0,62.7,29.3,27420.0,31.7,5.0,57.0,2016
+2172,351400,University of South Australia,Australia,26.4,89.0,26.7,41.2,85.9,18971.0,26.2,32.0,59.0,2016
+2173,351400,University of South Carolina,United States of America,31.1,24.5,21.5,58.7,30.3,29336.0,16.3,1.0,55.0,2016
+2174,351400,University of South Dakota,United States of America,29.3,17.1,12.1,70.4,28.0,8003.0,17.1,2.0,61.0,2016
+2175,351400,State University of Campinas,Brazil,44.6,21.1,42.3,22.6,49.4,27095.0,15.3,3.0,48.0,2016
+2176,351400,University of Stirling,United Kingdom,22.6,77.7,23.5,59.1,30.4,7828.0,15.9,22.0,61.0,2016
+2177,351400,Sun Yatsen University,China,31.9,37.0,24.6,45.7,79.4,51351.0,16.6,8.0,51.0,2016
+2178,351400,Swansea University,United Kingdom,22.2,72.4,23.8,58.2,32.7,12801.0,17.1,20.0,49.0,2016
+2179,351400,Swinburne University of Technology,Australia,21.5,84.8,20.2,53.4,32.2,20314.0,36.5,33.0,44.0,2016
+2180,351400,University of Tartu,Estonia,23.8,46.1,22.8,64.2,31.5,10269.0,13.0,3.0,66.0,2016
+2181,351400,Temple University,United States of America,34.0,28.6,18.2,58.3,41.6,33268.0,13.3,5.0,51.0,2016
+2182,351400,University of Texas at San Antonio,United States of America,18.1,29.6,16.6,74.9,28.6,27520.0,26.9,6.0,48.0,2016
+2183,351400,UiT The Arctic University of Norway,Norway,26.5,66.1,18.7,58.8,36.8,10398.0,12.2,10.0,60.0,2016
+2184,351400,Université Libre de Bruxelles,Belgium,26.1,84.5,28.3,47.9,39.1,23819.0,26.1,32.0,54.0,2016
+2185,351400,Lille 2 University – Health and Law,France,15.1,39.4,9.5,81.7,31.5,26894.0,38.5,8.0,58.0,2016
+2186,351400,University College Cork,Republic of Ireland,28.6,75.5,23.8,48.4,47.1,15805.0,22.3,15.0,55.0,2016
+2187,351400,Verona University,Italy,23.6,38.3,13.1,76.1,36.6,25250.0,19.7,7.0,65.0,2016
+2188,351400,Victoria University of Wellington,New Zealand,26.0,88.8,28.7,44.3,45.6,17142.0,21.1,21.0,55.0,2016
+2189,351400,Washington State University,United States of America,29.0,39.6,28.2,49.6,57.1,24550.0,18.3,7.0,50.0,2016
+2190,351400,Wayne State University,United States of America,31.9,29.6,14.2,65.3,41.7,23065.0,10.7,7.0,57.0,2016
+2191,401500,American University,United States of America,42.2,28.9,16.5,41.1,35.9,11604.0,12.0,12.0,60.0,2016
+2192,401500,Aston University,Unted Kingdom,18.4,92.5,20.4,51.9,34.6,23874.0,18.4,15.0,50.0,2016
+2193,401500,University of Aveiro,Portugal,24.8,45.9,26.5,43.6,40.1,10791.0,17.8,10.0,51.0,2016
+2194,401500,University of Bari Aldo Moro,Italy,28.7,31.7,21.6,48.8,45.4,51560.0,65.1,2.0,65.0,2016
+2195,401500,BarIlan University,Israel,22.6,49.4,21.3,42.3,28.9,17503.0,16.0,5.0,59.0,2016
+2196,401500,Bournemouth University,United Kingdom,32.0,70.6,12.6,35.2,28.8,14907.0,25.9,18.0,53.0,2016
+2197,401500,University of Brescia,Italy,15.6,36.6,14.8,72.3,35.8,14076.0,25.0,7.0,48.0,2016
+2198,401500,Brno University of Technology,Czech Republic,18.0,35.8,14.7,55.8,33.7,23694.0,21.3,15.0,27.0,2016
+2199,401500,Brunel University London,United Kingdom,24.8,91.8,23.3,39.5,34.7,12613.0,17.6,38.0,46.0,2016
+2200,401500,Ca’ Foscari University of Venice,Italy,23.9,38.1,27.8,48.9,32.3,19267.0,38.3,7.0,66.0,2016
+2201,401500,University of Cagliari,Italy,19.4,32.6,13.2,56.8,33.6,30638.0,51.0,1.0,62.0,2016
+2202,401500,University of Canterbury,New Zealand,23.5,91.0,22.5,38.9,52.1,12187.0,16.5,20.0,51.0,2016
+2203,401500,Catholic University of the Sacred Heart,Italy,18.6,39.0,11.3,55.4,38.7,30304.0,18.9,10.0,50.0,2016
+2204,401500,Charles University in Prague,Czech Republic,31.5,52.8,21.5,41.0,28.2,51438.0,13.0,15.0,62.0,2016
+2205,401500,"China Medical University, Taiwan",Taiwan,24.0,25.7,29.4,45.0,60.4,7983.0,15.4,8.0,53.0,2016
+2206,401500,City University London,United Kingdom,23.5,89.6,21.2,43.5,28.9,13053.0,17.8,50.0,55.0,2016
+2207,401500,Claude Bernard University Lyon 1,France,21.3,50.5,13.2,66.5,34.5,35308.0,16.1,11.0,50.0,2016
+2208,401500,University of Coimbra,Portugal,28.3,46.2,26.5,42.4,34.8,22795.0,19.0,11.0,55.0,2016
+2209,401500,Complutense University of Madrid,Spain,33.2,39.1,27.6,31.2,30.9,86519.0,17.5,13.0,62.0,2016
+2210,401500,Concordia University,Canada,19.3,77.4,23.4,36.4,30.9,31017.0,30.3,27.0,50.0,2016
+2211,401500,Curtin University,Australia,20.1,93.1,20.2,44.6,37.8,30333.0,17.1,38.0,53.0,2016
+2212,401500,Dublin City University,Republic of Ireland,26.1,76.7,25.2,36.3,51.7,8546.0,22.9,17.0,51.0,2016
+2213,401500,East China University of Science and Technology,China,24.1,21.7,17.1,46.4,64.7,27140.0,15.5,5.0,50.0,2016
+2214,401500,Ewha Womans University,South Korea,23.9,34.3,18.3,50.4,57.6,17625.0,14.4,6.0,100.0,2016
+2215,401500,Federico Santa María Technical University,Chile,17.2,54.1,10.1,70.5,35.1,11718.0,34.0,2.0,24.0,2016
+2216,401500,University of Ferrara,Italy,17.7,41.8,17.2,63.3,35.9,18882.0,30.2,7.0,56.0,2016
+2217,401500,Florida International University,United States of America,25.7,32.8,18.1,49.4,32.7,32566.0,25.9,7.0,56.0,2016
+2218,401500,University of Genoa,Italy,27.2,38.8,14.2,59.3,42.3,37373.0,29.5,9.0,56.0,2016
+2219,401500,Georgia State University,United States of America,26.3,29.5,19.5,52.9,28.7,28534.0,20.4,5.0,59.0,2016
+2220,401500,University of Graz,Austria,24.9,68.9,16.3,53.3,29.3,20584.0,26.8,12.0,65.0,2016
+2221,401500,HeriotWatt University,United Kingdom,23.4,90.1,22.4,36.4,45.6,8773.0,17.8,43.0,41.0,2016
+2222,401500,Hokkaido University,Japan,40.3,27.9,32.8,29.3,53.7,18162.0,8.2,9.0,29.0,2016
+2223,401500,Howard University,United States of America,38.8,30.3,11.0,44.5,49.0,10297.0,6.8,5.0,65.0,2016
+2224,401500,University of Hull,United Kingdom,22.4,73.2,16.1,41.1,31.8,15141.0,18.7,20.0,52.0,2016
+2225,401500,University of Idaho,United States of America,28.3,32.0,19.4,40.8,32.4,11641.0,21.5,6.0,47.0,2016
+2226,401500,Indian Institute of Technology Delhi,India,35.8,15.5,25.8,33.4,62.8,8371.0,17.3,1.0,18.0,2016
+2227,401500,Indian Institute of Technology Kharagpur,India,33.2,13.3,30.5,41.4,31.7,9928.0,17.5,0.0,15.0,2016
+2228,401500,Indian Institute of Technology Madras,India,34.6,16.1,20.7,31.4,88.9,8234.0,15.9,1.0,19.0,2016
+2229,401500,University of Ioannina,Greece,14.5,36.9,17.7,56.4,32.9,20825.0,36.3,4.0,58.0,2016
+2230,401500,Iran University of Science and Technology,Iran,25.9,12.2,26.0,42.3,61.2,10311.0,23.9,0.0,24.0,2016
+2231,401500,Johannes Kepler University of Linz,Austria,19.2,58.5,13.8,51.6,37.4,19646.0,29.1,10.0,48.0,2016
+2232,401500,University of Kaiserslautern,Germany,29.6,44.1,22.6,47.5,80.2,14184.0,54.4,14.0,36.0,2016
+2233,401500,Keele University,United Kingdom,20.0,72.7,17.6,53.0,29.3,8397.0,15.7,20.0,55.0,2016
+2234,401500,University of KwaZuluNatal,South Africa,20.3,58.6,25.7,41.5,38.2,30572.0,24.9,6.0,58.0,2016
+2235,401500,Kyung Hee University,South Korea,26.1,46.4,27.6,39.2,89.4,24356.0,17.4,14.0,50.0,2016
+2236,401500,Kyushu University,Japan,36.5,26.4,27.5,31.8,83.2,18925.0,6.7,8.0,28.0,2016
+2237,401500,Lehigh University,United States of America,23.9,36.0,15.0,58.2,38.9,6300.0,11.3,15.0,44.0,2016
+2238,401500,Louisiana State University,United States of America,26.8,26.1,27.7,37.8,49.0,28116.0,20.1,6.0,52.0,2016
+2239,401500,University of Macau,Macau,18.5,98.4,17.0,49.7,34.9,8521.0,14.9,31.0,58.0,2016
+2240,401500,Makerere University,Uganda,15.1,58.0,10.6,70.7,28.0,37340.0,29.4,9.0,50.0,2016
+2241,401500,Marche Polytechnic University,Italy,15.2,27.3,11.0,80.2,28.0,16589.0,23.0,4.0,45.0,2016
+2242,401500,"University of Maryland, Baltimore County",United States of America,21.3,28.2,18.2,61.3,31.7,13908.0,18.1,7.0,46.0,2016
+2243,401500,Murdoch University,Australia,18.7,88.3,19.6,51.2,36.5,16606.0,32.8,43.0,59.0,2016
+2244,401500,University of Nantes,France,19.6,35.1,12.2,69.4,49.0,33866.0,22.2,11.0,56.0,2016
+2245,401500,National and Kapodistrian University of Athens,Greece,26.7,39.0,16.3,45.8,49.0,63052.0,32.3,9.0,61.0,2016
+2246,401500,National Autonomous University of Mexico,Mexico,42.7,35.9,40.2,14.8,63.7,137378.0,11.6,5.0,51.0,2016
+2247,401500,National Cheng Kung University,Taiwan,29.8,27.7,40.2,27.2,100.0,21234.0,14.4,11.0,36.0,2016
+2248,401500,National Institute of Applied Sciences of Lyon (INSA Lyon),France,27.0,63.6,10.6,41.8,40.3,6137.0,8.2,31.0,31.0,2016
+2249,401500,National YangMing University,Taiwan,41.5,15.8,18.5,33.3,30.2,4496.0,5.4,2.0,48.0,2016
+2250,401500,University of Neuchâtel,Switzerland,24.2,91.4,14.7,48.2,49.0,4358.0,8.5,22.0,59.0,2016
+2251,401500,New University of Lisbon,Portugal,26.9,44.5,21.9,38.3,41.3,18867.0,17.9,7.0,49.0,2016
+2252,401500,University of Nice Sophia Antipolis,France,21.4,79.5,16.1,53.7,28.5,27304.0,20.3,22.0,56.0,2016
+2253,401500,Novosibirsk State University,Russian Federation,41.4,32.4,30.8,26.2,38.2,7131.0,7.1,13.0,52.0,2016
+2254,401500,The Open University,United Kingdom,21.0,51.5,13.8,60.3,28.4,76683.0,35.9,9.0,61.0,2016
+2255,401500,Oxford Brookes University,United Kingdom,25.7,68.9,18.8,42.7,28.4,14238.0,18.5,25.0,57.0,2016
+2256,401500,University of Palermo,Italy,15.3,23.6,9.1,77.4,28.0,43875.0,22.4,1.0,60.0,2016
+2257,401500,University of Parma,Italy,17.7,36.8,16.6,56.4,37.1,26937.0,29.1,7.0,56.0,2016
+2258,401500,University of Pisa,Italy,21.6,31.1,18.9,64.5,31.4,47247.0,18.0,4.0,52.0,2016
+2259,401500,Polytechnic University of Catalonia,Spain,25.2,63.9,14.8,44.7,40.9,22893.0,11.7,28.0,12.0,2016
+2260,401500,Pontifical Catholic University of Chile,Chile,28.2,52.4,21.3,37.0,28.0,25075.0,15.3,7.0,50.0,2016
+2261,401500,University of Porto,Portugal,32.0,45.4,28.2,37.2,38.7,32720.0,18.8,9.0,54.0,2016
+2262,401500,University of Portsmouth,United Kingdom,17.2,79.3,10.9,58.2,28.9,20161.0,19.1,23.0,45.0,2016
+2263,401500,RMIT University,Australia,24.7,82.1,17.7,44.6,37.0,29501.0,18.1,25.0,47.0,2016
+2264,401500,University of Rome II – Tor Vergata,Italy,23.5,36.5,17.2,64.5,34.7,33504.0,26.5,6.0,52.0,2016
+2265,401500,University of Rovira i Virgili,Spain,20.8,41.5,14.8,66.9,30.9,12533.0,12.8,9.0,61.0,2016
+2266,401500,Saint Petersburg State University,Russian Federation,47.9,33.0,31.4,14.5,29.5,20836.0,5.2,7.0,60.0,2016
+2267,401500,University of Salento,Italy,29.6,24.5,13.2,53.0,36.2,19959.0,58.4,1.0,64.0,2016
+2268,401500,University of San Francisco,United States of America,34.2,40.1,12.9,43.8,28.6,10788.0,17.0,17.0,63.0,2016
+2269,401500,University of Saskatchewan,Canada,30.8,52.9,22.4,39.7,62.9,19028.0,16.3,14.0,57.0,2016
+2270,401500,Sharif University of Technology,Iran,26.6,15.9,30.1,33.7,87.8,10977.0,18.7,0.0,27.0,2016
+2271,401500,University of Siena,Italy,23.7,39.0,17.8,45.2,33.2,18846.0,23.6,5.0,59.0,2016
+2272,401500,Southern Cross University,Australia,18.9,52.7,18.3,53.3,37.7,9026.0,32.8,15.0,66.0,2016
+2273,401500,State University of New York Albany,United States of America,25.6,31.4,35.3,35.5,28.0,15387.0,18.5,8.0,51.0,2016
+2274,401500,University of Strathclyde,United Kingdom,25.9,71.0,28.0,31.8,44.1,15705.0,20.2,20.0,50.0,2016
+2275,401500,University of Tampere,Finland,23.5,41.9,13.7,63.7,40.0,10045.0,9.5,4.0,66.0,2016
+2276,401500,Tampere University of Technology,Finland,23.1,54.0,17.2,45.5,67.5,6147.0,15.5,13.0,23.0,2016
+2277,401500,Tokyo Medical and Dental University (TMDU),Japan,39.3,23.1,18.3,36.6,59.5,2872.0,3.3,7.0,51.0,2016
+2278,401500,Tokyo Metropolitan University,Japan,21.6,19.9,11.4,72.2,30.9,9303.0,9.9,4.0,35.0,2016
+2279,401500,University of Tsukuba,Japan,40.0,34.4,30.0,33.7,42.9,15930.0,12.6,16.0,38.0,2016
+2280,401500,University of Ulsan,South Korea,19.5,18.6,20.5,54.0,64.7,14037.0,13.3,3.0,50.0,2016
+2281,401500,Ulster University,United Kingdom,19.1,79.0,13.2,44.1,29.2,19622.0,15.8,15.0,55.0,2016
+2282,401500,Université du Québec à Montréal,Canada,26.8,42.9,24.5,41.6,29.2,27046.0,24.7,9.0,61.0,2016
+2283,401500,Universiti Teknologi Malaysia,Malaysia,26.3,51.7,14.6,44.7,31.1,16270.0,9.0,13.0,43.0,2016
+2284,401500,University of Urbino Carlo Bo,Italy,17.2,35.0,8.7,66.8,31.2,13435.0,37.4,7.0,61.0,2016
+2285,401500,University of Valencia,Spain,22.7,40.5,16.9,49.6,31.3,58413.0,15.4,9.0,60.0,2016
+2286,401500,University of Waikato,New Zealand,19.3,87.0,18.2,53.7,30.7,10159.0,17.0,25.0,57.0,2016
+2287,401500,Western Sydney University,Australia,20.1,54.0,24.6,52.3,30.7,30704.0,32.2,9.0,56.0,2016
+2288,401500,Wuhan University,China,38.2,36.7,26.8,18.0,97.8,46227.0,14.4,7.0,50.0,2016
+2289,401500,Xiamen University,China,26.7,25.0,15.6,47.0,49.0,32921.0,12.3,5.0,52.0,2016
+2290,501600,American University of Beirut,Lebanon,27.7,93.0,11.2,31.9,49.0,7695.0,8.9,25.0,51.0,2016
+2291,501600,Amirkabir University of Technology,Iran,24.5,7.7,25.7,34.8,55.7,14080.0,25.6,1.0,34.0,2016
+2292,501600,"University of the Andes, Colombia",Colombia,21.2,51.7,13.8,31.2,28.0,15773.0,16.9,2.0,44.0,2016
+2293,501600,University of Arkansas,United States of America,25.5,25.9,17.4,30.3,36.9,22819.0,21.2,5.0,50.0,2016
+2294,501600,Auburn University,United States of America,30.2,27.9,19.4,21.0,37.2,22386.0,17.6,4.0,51.0,2016
+2295,501600,BabeşBolyai University,Romania,27.9,35.4,12.5,32.1,28.6,37915.0,23.5,2.0,67.0,2016
+2296,501600,University of the Basque Country,Spain,18.2,34.9,11.9,43.1,30.3,46373.0,15.3,5.0,53.0,2016
+2297,501600,Bauman Moscow State Technical University,Russian Federation,44.0,15.6,23.7,3.1,68.1,18808.0,4.0,4.0,23.0,2016
+2298,501600,BenGurion University of the Negev,Israel,25.1,52.9,21.3,30.1,28.7,16695.0,12.6,2.0,49.0,2016
+2299,501600,Blaise Pascal University,France,20.2,66.6,2.9,46.9,49.0,15619.0,7.1,17.0,55.0,2016
+2300,501600,Boğaziçi University,Turkey,21.2,38.3,17.2,45.4,35.5,11506.0,25.0,7.0,50.0,2016
+2301,501600,University of Burgundy,France,21.4,50.9,8.8,46.3,49.0,26612.0,20.8,11.0,54.0,2016
+2302,501600,University of Canberra,Australia,18.4,54.6,19.3,29.8,36.2,11221.0,28.6,24.0,54.0,2016
+2303,501600,Carleton University,Canada,19.9,61.3,24.0,32.0,30.4,25036.0,29.8,18.0,47.0,2016
+2304,501600,University of Catania,Italy,19.2,25.3,15.9,52.9,29.5,55859.0,49.7,1.0,61.0,2016
+2305,501600,Central Queensland University,Australia,20.9,50.8,11.4,43.7,32.5,11452.0,29.6,27.0,59.0,2016
+2306,501600,University of Chile,Chile,28.3,44.1,19.6,30.5,49.0,29207.0,14.2,3.0,47.0,2016
+2307,501600,China Agricultural University,China,35.8,17.6,24.9,22.6,52.3,19342.0,12.0,1.0,57.0,2016
+2308,501600,ChungAng University,South Korea,29.9,43.7,27.6,17.4,61.3,13015.0,17.4,17.0,45.0,2016
+2309,501600,Czech Technical University in Prague,Czech Republic,20.6,25.0,9.3,46.5,28.2,22751.0,12.0,15.0,50.0,2016
+2310,501600,De Montfort University,United Kingdom,16.8,58.4,10.1,40.1,28.5,16812.0,19.1,21.0,57.0,2016
+2311,501600,East China Normal University,China,24.6,30.6,14.7,43.3,42.0,29623.0,14.0,11.0,63.0,2016
+2312,501600,Edith Cowan University,Australia,18.9,68.7,16.1,35.0,34.5,27491.0,16.1,16.0,61.0,2016
+2313,501600,Federal University of Rio de Janeiro,Brazil,32.4,25.1,19.7,18.3,42.9,52878.0,12.8,2.0,54.0,2016
+2314,501600,University of Granada,Spain,24.3,36.4,14.7,45.8,29.4,53476.0,16.0,6.0,56.0,2016
+2315,501600,University of Haifa,Israel,25.5,34.7,29.5,26.2,30.3,17758.0,30.8,1.0,65.0,2016
+2316,501600,Harbin Institute of Technology,China,29.4,25.6,27.3,15.7,99.8,31658.0,10.8,7.0,29.0,2016
+2317,501600,University of Hertfordshire,United Kingdom,15.5,78.9,9.5,50.5,29.3,19665.0,19.4,27.0,54.0,2016
+2318,501600,Hiroshima University,Japan,27.8,22.2,18.9,41.7,42.2,14686.0,8.2,5.0,36.0,2016
+2319,501600,Huazhong University of Science and Technology,China,29.3,17.3,22.7,31.6,71.8,57242.0,17.7,4.0,34.0,2016
+2320,501600,Indian Institute of Technology Guwahati,India,24.3,12.9,20.7,42.6,32.3,4710.0,14.2,1.0,14.0,2016
+2321,501600,Indian Institute of Technology Kanpur,India,33.1,16.4,15.0,31.5,28.0,6167.0,12.2,0.0,13.0,2016
+2322,501600,Indian Institute of Technology Roorkee,India,29.7,13.9,17.5,37.2,81.4,8061.0,18.7,1.0,17.0,2016
+2323,501600,Isfahan University of Technology,Iran,18.1,17.2,23.0,39.5,99.5,10964.0,26.5,1.0,39.0,2016
+2324,501600,Istanbul Technical University,Turkey,19.2,22.9,25.8,26.5,72.1,34550.0,16.0,5.0,34.0,2016
+2325,501600,Jadavpur University,India,32.8,7.7,22.2,31.8,33.8,10697.0,16.1,0.0,30.0,2016
+2326,501600,Kanazawa University,Japan,24.7,18.4,14.8,35.5,30.4,10546.0,10.4,5.0,36.0,2016
+2327,501600,Kansas State University,United States of America,22.9,41.7,17.5,39.3,43.1,21379.0,15.1,10.0,50.0,2016
+2328,501600,Keio University,Japan,25.0,22.7,17.5,28.5,41.4,33751.0,11.9,5.0,32.0,2016
+2329,501600,Kent State University,United States of America,18.4,32.4,14.2,53.8,28.5,23122.0,19.0,8.0,58.0,2016
+2330,501600,King Fahd University of Petroleum and Minerals,Saudi Arabia,25.4,84.5,16.1,24.4,81.2,6898.0,7.1,20.0,50.0,2016
+2331,501600,King Saud University,Saudi Arabia,20.0,75.5,17.5,22.3,57.4,40666.0,13.4,7.0,50.0,2016
+2332,501600,University of La Laguna,Spain,16.9,44.7,10.0,44.8,28.5,22422.0,14.9,5.0,58.0,2016
+2333,501600,Lappeenranta University of Technology,Finland,27.1,53.0,27.5,20.8,80.3,3486.0,23.9,19.0,31.0,2016
+2334,501600,University of Limerick,Republic of Ireland,19.8,76.5,16.3,36.6,34.0,12212.0,19.8,13.0,46.0,2016
+2335,501600,University of Lisbon,Portugal,25.9,46.6,18.3,32.4,35.4,47849.0,17.5,9.0,51.0,2016
+2336,501600,Liverpool John Moores University,United Kingdom,16.4,62.1,11.6,45.9,28.8,18513.0,19.8,13.0,52.0,2016
+2337,501600,Mahidol University,Thailand,26.8,44.1,15.1,28.3,71.6,27402.0,7.5,3.0,63.0,2016
+2338,501600,Manchester Metropolitan University,United Kingdom,22.7,57.8,10.6,30.8,28.3,28037.0,18.2,14.0,57.0,2016
+2339,501600,University of Maribor,Slovenia,17.1,33.6,11.5,42.1,38.7,14531.0,17.3,4.0,50.0,2016
+2340,501600,Masaryk University,Czech Republic,21.2,48.9,22.9,27.8,28.5,40898.0,26.6,17.0,62.0,2016
+2341,501600,Massey University,New Zealand,23.1,80.5,17.1,31.9,35.8,19101.0,16.8,15.0,62.0,2016
+2342,501600,Memorial University of Newfoundland,Canada,18.1,53.3,15.8,35.6,48.3,15464.0,14.6,10.0,59.0,2016
+2343,501600,Middle East Technical University,Turkey,29.9,26.7,17.3,28.8,60.0,25779.0,22.2,7.0,44.0,2016
+2344,501600,University of Minho,Portugal,23.9,43.6,20.1,35.3,51.6,19090.0,18.8,9.0,52.0,2016
+2345,501600,Missouri University of Science and Technology,United States of America,23.5,40.6,18.4,28.7,52.8,7647.0,15.5,12.0,23.0,2016
+2346,501600,Montana State University,United States of America,17.7,23.5,21.8,48.0,43.0,12331.0,17.8,4.0,46.0,2016
+2347,501600,Monterrey Institute of Technology and Higher Education,Mexico,23.9,59.6,12.7,23.4,75.8,14353.0,20.5,12.0,40.0,2016
+2348,501600,National Central University,Taiwan,26.3,27.1,23.2,17.5,75.3,10915.0,9.8,6.0,31.0,2016
+2349,501600,National Sun YatSen University,Taiwan,26.1,19.7,33.0,25.8,44.3,9336.0,19.6,4.0,37.0,2016
+2350,501600,National Taiwan Normal University,Taiwan,26.2,38.1,31.3,16.2,81.9,11072.0,13.0,19.0,57.0,2016
+2351,501600,National Technical University of Athens,Greece,20.2,31.3,15.0,36.2,40.3,14780.0,26.9,7.0,36.0,2016
+2352,501600,New Jersey Institute of Technology,United States of America,18.9,48.5,16.6,32.2,32.2,10646.0,26.2,17.0,25.0,2016
+2353,501600,New Mexico State University,United States of America,19.5,30.5,19.2,47.2,34.6,15035.0,18.8,7.0,54.0,2016
+2354,501600,University of North Carolina at Greensboro,United States of America,18.2,17.4,15.3,43.1,28.9,16446.0,19.2,2.0,66.0,2016
+2355,501600,Oklahoma State University,United States of America,27.5,25.6,22.7,33.1,33.7,21270.0,21.4,7.0,49.0,2016
+2356,501600,Osaka City University,Japan,26.3,21.3,13.4,34.4,40.7,8604.0,10.1,4.0,36.0,2016
+2357,501600,Otto von Guericke University of Magdeburg,Germany,22.9,43.9,14.4,39.7,37.7,14104.0,13.1,13.0,42.0,2016
+2358,501600,University of Oviedo,Spain,19.5,36.2,10.8,41.9,34.1,24210.0,13.7,5.0,54.0,2016
+2359,501600,Palacký University in Olomouc,Czech Republic,19.2,48.8,11.8,42.9,28.7,18540.0,11.4,9.0,70.0,2016
+2360,501600,Panjab University,India,24.6,14.1,8.8,41.0,28.1,16691.0,23.9,1.0,46.0,2016
+2361,501600,Paris Dauphine University,France,21.9,69.3,11.1,27.6,30.6,9565.0,15.4,28.0,53.0,2016
+2362,501600,Pontifical Catholic University of Rio de Janeiro (PUCRio),Brazil,24.5,31.3,24.1,23.1,100.0,14300.0,21.2,3.0,49.0,2016
+2363,501600,Portland State University,United States of America,16.8,31.6,14.4,43.3,44.6,20398.0,22.2,8.0,54.0,2016
+2364,501600,University of Pretoria,South Africa,25.6,46.0,21.2,17.5,52.4,37314.0,20.0,8.0,57.0,2016
+2365,501600,Pusan National University,South Korea,27.5,32.9,24.7,20.4,66.8,24929.0,19.7,12.0,51.0,2016
+2366,501600,Quaidiazam University,Pakistan,17.9,35.4,9.9,45.6,49.0,12688.0,25.7,0.0,53.0,2016
+2367,501600,University of Regina,Canada,15.6,47.7,15.8,34.2,34.4,11550.0,22.8,12.0,61.0,2016
+2368,501600,Renmin University of China,China,34.7,40.1,13.7,30.7,42.5,24954.0,12.7,6.0,50.0,2016
+2369,501600,University of Rennes 1,France,17.8,53.0,10.3,44.7,31.7,22186.0,13.9,12.0,50.0,2016
+2370,501600,University of Salamanca,Spain,26.1,40.8,16.9,25.9,31.6,31035.0,17.9,12.0,58.0,2016
+2371,501600,University of Santiago de Compostela,Spain,22.9,37.1,14.1,46.9,32.3,29085.0,15.3,6.0,63.0,2016
+2372,501600,Semmelweis University,Hungary,19.6,81.7,10.6,41.5,30.7,12920.0,10.9,25.0,64.0,2016
+2373,501600,University of Seville,Spain,21.5,32.0,14.9,32.6,36.7,64931.0,17.5,7.0,55.0,2016
+2374,501600,Université de Sherbrooke,Canada,25.6,39.8,9.5,41.3,29.6,13438.0,5.4,5.0,54.0,2016
+2375,501600,Soochow University,China,19.2,16.0,13.7,45.8,75.3,36465.0,12.9,2.0,78.0,2016
+2376,501600,South China University of Technology,China,19.5,17.5,22.1,28.1,86.8,41438.0,17.7,3.0,33.0,2016
+2377,501600,Tallinn University of Technology,Estonia,16.3,37.9,15.0,38.7,44.8,14061.0,28.6,5.0,44.0,2016
+2378,501600,Tehran University of Medical Sciences,Iran,51.8,14.1,20.0,9.3,30.0,13912.0,9.0,1.0,62.0,2016
+2379,501600,University of Texas at Arlington,United States of America,20.1,50.3,10.1,50.9,33.4,29396.0,10.5,10.0,60.0,2016
+2380,501600,Tianjin University,China,36.5,14.7,34.4,12.2,100.0,29693.0,12.2,1.0,50.0,2016
+2381,501600,Tokyo University of Agriculture and Technology,Japan,34.9,19.4,24.1,16.9,39.9,5865.0,14.4,5.0,27.0,2016
+2382,501600,University of Toledo,United States of America,31.6,37.7,13.4,29.9,32.9,19465.0,17.5,9.0,50.0,2016
+2383,501600,Tongji University,China,28.9,37.2,29.2,13.1,63.5,37394.0,13.5,10.0,38.0,2016
+2384,501600,University of Tulsa,United States of America,29.7,43.8,12.9,24.6,71.7,4597.0,12.5,25.0,43.0,2016
+2385,501600,United Arab Emirates University,United Arab Emirates,18.8,95.0,14.8,21.7,30.1,9221.0,12.5,26.0,76.0,2016
+2386,501600,University of Warsaw,Poland,26.1,41.6,15.8,42.2,28.5,49292.0,14.1,7.0,67.0,2016
+2387,501600,University of WisconsinMilwaukee,United States of America,17.3,26.0,13.8,45.5,29.0,22542.0,18.4,5.0,52.0,2016
+2388,501600,Xi’an Jiaotong University,China,28.7,25.8,22.5,25.5,70.4,29863.0,12.3,4.0,34.0,2016
+2389,501600,University of Zaragoza,Spain,20.1,33.5,12.7,49.5,36.7,31046.0,11.8,5.0,55.0,2016
+2390,601800,University of A Coruña,Spain,18.3,23.4,10.0,16.6,38.2,17062.0,13.0,2.0,52.0,2016
+2391,601800,Adam Mickiewicz University,Poland,20.0,25.7,11.0,15.3,28.7,40633.0,15.6,1.0,71.0,2016
+2392,601800,AGH University of Science and Technology,Poland,14.2,17.9,3.7,35.7,49.0,35569.0,17.0,1.0,50.0,2016
+2393,601800,Ajou University,South Korea,19.5,20.0,11.9,23.9,45.7,12706.0,11.3,2.0,33.0,2016
+2394,601800,University of Alcalá,Spain,17.6,50.0,11.2,28.3,43.3,30812.0,25.1,18.0,53.0,2016
+2395,601800,Alexandria University,Egypt,20.3,33.7,8.2,14.1,29.7,127431.0,23.3,1.0,46.0,2016
+2396,601800,Alexandru Ioan Cuza University,Romania,24.9,46.9,13.6,7.0,28.2,25724.0,33.0,5.0,63.0,2016
+2397,601800,Aligarh Muslim University,India,28.3,18.7,10.0,20.9,29.6,11197.0,10.5,2.0,17.0,2016
+2398,601800,American University of Sharjah,United Arab Emirates,12.4,95.6,10.6,13.3,33.3,5226.0,14.1,82.0,48.0,2016
+2399,601800,Amrita University,India,20.4,29.6,5.8,20.7,28.0,17273.0,6.6,8.0,50.0,2016
+2400,601800,Anadolu University,Turkey,12.2,14.3,22.6,10.9,100.0,379231.0,162.6,1.0,78.0,2016
+2401,601800,Andhra University,India,34.8,7.2,6.9,1.2,31.3,10407.0,20.2,3.0,36.0,2016
+2402,601800,University of Antioquia,Colombia,18.1,42.0,21.1,14.8,43.6,38872.0,23.0,1.0,50.0,2016
+2403,601800,Aristotle University of Thessaloniki,Greece,22.6,36.6,15.0,29.5,33.6,46288.0,22.2,9.0,52.0,2016
+2404,601800,"Asia University, Taiwan",Taiwan,14.4,18.3,15.9,30.5,38.4,12119.0,26.3,3.0,53.0,2016
+2405,601800,Athens University of Economics and Business,Greece,13.4,39.2,18.8,31.2,66.5,13167.0,57.5,6.0,47.0,2016
+2406,601800,Auckland University of Technology,New Zealand,17.3,95.6,9.8,21.7,28.5,18981.0,18.1,38.0,58.0,2016
+2407,601800,Austral University of Chile,Chile,16.7,45.2,9.7,14.2,41.1,13794.0,17.8,1.0,47.0,2016
+2408,601800,Beijing Institute of Technology,China,25.9,16.9,21.7,9.1,87.6,23874.0,18.4,15.0,50.0,2016
+2409,601800,Belarusian State University,Belarus,20.2,48.2,8.7,6.0,28.0,29303.0,10.6,6.0,69.0,2016
+2410,601800,University of Belgrade,Serbia,20.4,30.5,13.2,14.0,45.6,96968.0,28.3,5.0,60.0,2016
+2411,601800,"Birla Institute of Technology and Science, Pilani",India,18.3,13.7,8.3,17.4,29.6,11837.0,19.5,0.0,22.0,2016
+2412,601800,University of Bradford,United Kingdom,18.7,79.1,15.9,22.7,32.7,11065.0,20.5,32.0,53.0,2016
+2413,601800,University of Brasília,Brazil,21.9,24.1,7.4,10.4,49.0,45880.0,14.5,2.0,52.0,2016
+2414,601800,University of Brighton,United Kingdom,16.7,62.8,10.7,20.1,29.4,16924.0,19.5,19.0,58.0,2016
+2415,601800,University of Bucharest,Romania,34.3,21.3,11.5,9.9,29.5,31806.0,24.9,2.0,70.0,2016
+2416,601800,Budapest University of Technology and Economics,Hungary,17.1,30.4,13.7,21.6,39.7,22447.0,22.1,4.0,32.0,2016
+2417,601800,Cairo University,Egypt,18.9,31.0,11.1,11.9,30.3,231941.0,39.1,3.0,47.0,2016
+2418,601800,University of Calcutta,India,34.7,13.1,8.7,19.8,29.2,18511.0,32.5,0.0,50.0,2016
+2419,601800,"California State University, Long Beach",United States of America,11.6,18.9,10.4,23.3,49.0,29594.0,32.3,5.0,58.0,2016
+2420,601800,Capital Medical University,China,26.3,18.8,14.9,16.3,28.8,11506.0,7.1,3.0,70.0,2016
+2421,601800,University of CastillaLa Mancha,Spain,18.4,28.6,10.3,30.5,29.7,26381.0,14.3,3.0,56.0,2016
+2422,601800,University of Central Lancashire,United Kingdom,15.7,54.1,9.4,28.2,28.9,18542.0,17.5,17.0,57.0,2016
+2423,601800,University of CergyPontoise,France,18.7,49.1,6.3,13.2,28.6,17000.0,9.2,11.0,53.0,2016
+2424,601800,Chang Gung University,Taiwan,19.3,15.7,24.7,27.6,31.9,7506.0,12.6,0.0,42.0,2016
+2425,601800,Carlos III University of Madrid,Spain,23.2,44.7,17.4,24.8,34.8,15730.0,11.4,9.0,43.0,2016
+2426,601800,"University of Chemistry and Technology, Prague",Czech Republic,21.6,46.3,12.0,17.4,38.9,4699.0,11.0,19.0,50.0,2016
+2427,601800,Chiang Mai University,Thailand,17.8,34.9,9.4,30.0,32.3,35617.0,16.5,1.0,19.0,2016
+2428,601800,Chiba University,Japan,26.9,21.0,16.8,24.8,55.3,14554.0,12.3,5.0,37.0,2016
+2429,601800,China University of Geosciences (Wuhan),China,21.1,16.1,21.4,21.5,64.5,29483.0,20.7,3.0,50.0,2016
+2430,601800,China University of Petroleum (Beijing),China,23.6,15.9,26.6,4.0,100.0,14579.0,19.4,6.0,50.0,2016
+2431,601800,Chonbuk National University,South Korea,19.7,27.2,14.7,24.5,33.3,23270.0,15.0,3.0,45.0,2016
+2432,601800,Chongqing University,China,19.5,15.5,15.5,8.7,73.8,43955.0,16.0,3.0,50.0,2016
+2433,601800,Chonnam National University,South Korea,17.5,20.4,11.7,29.1,31.4,35779.0,18.5,3.0,41.0,2016
+2434,601800,Chulalongkorn University,Thailand,23.8,32.8,14.1,16.7,37.8,38719.0,14.5,2.0,59.0,2016
+2435,601800,Chung Yuan Christian University,Taiwan,15.9,18.7,22.1,17.4,41.9,15020.0,30.2,3.0,41.0,2016
+2436,601800,Chungnam National University,South Korea,23.2,19.8,17.7,13.2,39.9,18361.0,17.2,3.0,50.0,2016
+2437,601800,Clemson University,United States of America,21.4,34.6,19.7,27.0,35.8,19198.0,17.1,8.0,46.0,2016
+2438,601800,Comenius University in Bratislava,Slovakia,23.0,46.9,10.3,19.6,28.0,20879.0,9.7,10.0,54.0,2016
+2439,601800,Coventry University,United Kingdom,17.1,69.6,7.7,18.4,29.1,21934.0,14.8,35.0,47.0,2016
+2440,601800,Dalian University of Technology,China,22.6,20.7,19.0,23.5,93.3,34326.0,15.2,2.0,33.0,2016
+2441,601800,University of Debrecen,Hungary,17.3,49.0,11.4,20.9,49.0,29714.0,20.3,13.0,57.0,2016
+2442,601800,University of Delhi,India,29.8,15.4,10.8,19.1,28.2,32567.0,22.9,1.0,50.0,2016
+2443,601800,University of Dhaka,Bangladesh,21.7,37.2,7.2,9.6,49.0,62716.0,6.9,5.0,34.0,2016
+2444,601800,Dublin Institute of Technology,Republic of Ireland,16.1,70.5,8.8,20.7,28.1,13839.0,18.9,25.0,41.0,2016
+2445,601800,Ehime University,Japan,19.2,20.9,11.3,17.5,37.8,8394.0,9.9,1.0,39.0,2016
+2446,601800,University of Electronic Science and Technology of China,China,20.5,13.4,12.9,8.8,28.0,21689.0,9.8,0.0,21.0,2016
+2447,601800,Eötvös Loránd University,Hungary,21.3,43.0,12.1,30.6,29.3,28698.0,22.4,4.0,50.0,2016
+2448,601800,Erciyes University,Turkey,15.5,17.2,10.9,18.0,30.3,28079.0,28.0,2.0,46.0,2016
+2449,601800,Federal University of Bahia,Brazil,18.2,19.7,8.1,14.3,49.0,39861.0,17.9,1.0,47.0,2016
+2450,601800,Federal University of Minas Gerais,Brazil,27.9,21.6,15.4,23.1,30.7,42612.0,13.5,1.0,55.0,2016
+2451,601800,Federal University of Paraná (UFPR),Brazil,24.6,15.5,9.6,7.0,49.0,21850.0,11.2,1.0,50.0,2016
+2452,601800,Federal University of Rio Grande do Sul,Brazil,32.6,18.9,13.7,16.8,49.0,38743.0,14.8,1.0,50.0,2016
+2453,601800,Federal University of Santa Catarina,Brazil,26.0,21.0,12.2,14.2,42.9,26078.0,12.6,1.0,48.0,2016
+2454,601800,Federal University of São Carlos,Brazil,29.0,16.8,10.8,11.5,49.0,18587.0,16.9,0.0,50.0,2016
+2455,601800,Federal University of Viçosa,Brazil,39.7,15.0,14.5,3.9,59.0,13163.0,11.4,3.0,70.0,2016
+2456,601800,Federal University of Lavras,Brazil,25.8,14.5,16.4,3.0,49.0,10350.0,20.9,2.0,53.0,2016
+2457,601800,Feng Chia University,Taiwan,14.6,21.1,13.7,34.4,33.9,20213.0,23.9,7.0,36.0,2016
+2458,601800,Florida Institute of Technology,United States of America,20.4,62.4,13.5,24.6,33.4,4408.0,13.7,26.0,34.0,2016
+2459,601800,Fu Jen Catholic University,Taiwan,14.4,19.1,9.8,18.2,47.0,25951.0,22.8,4.0,59.0,2016
+2460,601800,Gdańsk University of Technology,Poland,15.5,16.1,9.5,15.2,36.8,25217.0,23.3,1.0,39.0,2016
+2461,601800,University of Ghana,Ghana,15.6,48.4,15.6,19.5,49.0,37274.0,37.5,2.0,41.0,2016
+2462,601800,Gifu University,Japan,25.4,18.5,16.9,14.7,32.8,7318.0,12.4,4.0,35.0,2016
+2463,601800,Glasgow Caledonian University,United Kingdom,17.1,55.0,10.4,24.2,29.9,13527.0,21.6,16.0,60.0,2016
+2464,601800,University of Greenwich,United Kingdom,15.7,81.8,9.5,17.7,30.0,18096.0,24.6,32.0,53.0,2016
+2465,601800,Hacettepe University,Turkey,21.0,19.6,11.8,19.7,28.2,39606.0,20.4,4.0,56.0,2016
+2466,601800,University of Huddersfield,United Kingdom,17.4,55.2,5.4,16.5,28.0,15436.0,18.1,25.0,54.0,2016
+2467,601800,Hunan University,China,18.3,14.8,15.0,21.2,46.7,42756.0,24.7,2.0,43.0,2016
+2468,601800,University of Ibadan,Nigeria,22.7,26.1,11.1,4.6,29.2,26247.0,17.1,1.0,45.0,2016
+2469,601800,University of Indonesia,Indonesia,18.1,37.2,8.0,13.9,40.0,43565.0,15.8,0.0,51.0,2016
+2470,601800,Inha University,South Korea,20.7,23.5,20.0,22.5,64.7,20353.0,24.1,3.0,36.0,2016
+2471,601800,IShou University,Taiwan,12.8,24.8,11.5,13.3,41.0,16263.0,29.9,10.0,45.0,2016
+2472,601800,Istanbul University,Turkey,26.0,20.0,23.3,10.0,100.0,82096.0,41.1,6.0,44.0,2016
+2473,601800,Jagiellonian University,Poland,24.0,33.5,14.4,30.7,28.0,42835.0,11.5,5.0,67.0,2016
+2474,601800,Jilin University,China,28.2,20.3,14.4,14.6,42.1,65605.0,13.6,3.0,46.0,2016
+2475,601800,University of Jordan,Jordan,19.0,53.7,7.7,7.8,28.8,35577.0,13.6,13.0,67.0,2016
+2476,601800,Jordan University of Science and Technology,Jordan,16.4,62.2,6.2,16.4,31.4,24686.0,16.4,23.0,55.0,2016
+2477,601800,Juntendo University,Japan,32.3,16.7,10.5,24.0,51.1,3955.0,3.7,1.0,52.0,2016
+2478,601800,K.N. Toosi University of Technology,Iran,20.9,7.1,18.1,22.5,45.5,7146.0,24.6,0.0,32.0,2016
+2479,601800,Kaohsiung Medical University,Taiwan,20.6,19.9,22.2,20.5,33.2,7009.0,12.6,5.0,56.0,2016
+2480,601800,Khon Kaen University,Thailand,18.2,31.5,7.4,19.9,35.7,39669.0,16.9,1.0,62.0,2016
+2481,601800,King Mongkut’s University of Technology Thonburi,Thailand,18.2,28.5,11.4,36.2,70.3,17791.0,23.7,1.0,42.0,2016
+2482,601800,Kingston University,United Kingdom,16.9,76.8,12.1,26.7,28.5,20778.0,20.9,34.0,53.0,2016
+2483,601800,Kinki University,Japan,18.5,17.0,7.9,30.0,33.2,31216.0,11.6,2.0,50.0,2016
+2484,601800,Kobe University,Japan,27.8,21.1,15.4,24.3,45.1,15885.0,8.4,6.0,33.0,2016
+2485,601800,Konkuk University,South Korea,20.0,22.6,19.6,17.0,36.0,26483.0,23.5,6.0,47.0,2016
+2486,601800,Kumamoto University,Japan,23.4,22.2,11.6,28.1,43.1,10226.0,7.6,5.0,37.0,2016
+2487,601800,Kyungpook National University,South Korea,21.1,21.7,16.0,18.1,34.9,27152.0,14.4,4.0,42.0,2016
+2488,601800,Kyushu Institute of Technology,Japan,19.4,20.7,12.5,14.2,44.1,5890.0,12.1,4.0,11.0,2016
+2489,601800,University of Latvia,Latvia,22.6,31.5,10.2,20.9,28.3,15100.0,26.5,3.0,68.0,2016
+2490,601800,Lille 1 University – Science and Technology,France,20.0,60.3,8.6,32.4,31.8,19599.0,14.5,18.0,41.0,2016
+2491,601800,University of Lincoln,United Kingdom,17.9,60.5,11.9,26.4,29.3,10665.0,18.9,11.0,54.0,2016
+2492,601800,University of Ljubljana,Slovenia,24.9,34.5,13.6,24.0,32.3,48821.0,17.6,4.0,60.0,2016
+2493,601800,University of Marrakech Cadi Ayyad,Morocco,17.4,42.7,6.3,12.1,29.2,56060.0,38.7,1.0,46.0,2016
+2494,601800,Miami University,United States of America,19.2,24.8,15.7,36.1,30.2,16370.0,20.5,7.0,53.0,2016
+2495,601800,Middlesex University,United Kingdom,18.5,81.0,10.6,25.7,49.0,17753.0,24.7,44.0,59.0,2016
+2496,601800,Moscow Institute of Physics and Technology,Russian Federation,34.3,44.4,16.3,15.5,28.0,5395.0,7.0,12.0,50.0,2016
+2497,601800,University of Murcia,Spain,19.3,28.3,11.7,28.0,29.5,31460.0,15.8,6.0,62.0,2016
+2498,601800,Nagasaki University,Japan,22.8,21.9,10.8,14.3,49.0,9137.0,7.2,4.0,36.0,2016
+2499,601800,University of Nairobi,Kenya,13.7,45.5,9.0,19.5,28.0,72676.0,47.0,1.0,40.0,2016
+2500,601800,National Chengchi University,Taiwan,18.4,33.1,12.5,14.0,31.3,16867.0,18.4,10.0,57.0,2016
+2501,601800,National Chung Cheng University,Taiwan,21.3,14.2,20.3,15.7,40.8,11989.0,22.9,1.0,50.0,2016
+2502,601800,National Chung Hsing University,Taiwan,20.2,16.9,16.8,24.5,42.5,15632.0,20.3,4.0,39.0,2016
+2503,601800,National Taipei University of Technology,Taiwan,17.8,16.0,14.6,16.4,81.3,10227.0,16.5,3.0,25.0,2016
+2504,601800,National Taiwan Ocean University,Taiwan,18.1,20.3,21.0,18.2,49.3,8240.0,20.9,5.0,30.0,2016
+2505,601800,National University of Córdoba,Argentina,16.0,28.1,9.0,12.5,28.6,108373.0,38.1,2.0,62.0,2016
+2506,601800,National University of Science and Technology (MISiS),Russian Federation,24.8,33.7,17.5,10.8,67.2,4441.0,6.7,13.0,43.0,2016
+2507,601800,National University of Sciences and Technology,Pakistan,21.4,31.3,7.0,35.0,31.3,9808.0,7.8,3.0,27.0,2016
+2508,601800,Niigata University,Japan,21.9,19.3,10.1,17.5,33.0,12460.0,8.5,3.0,37.0,2016
+2509,601800,Northumbria University,United Kingdom,17.7,55.1,10.9,29.2,29.1,22750.0,19.3,16.0,55.0,2016
+2510,601800,Northwestern Polytechnical University,China,23.4,15.2,15.4,3.5,28.0,23056.0,14.1,3.0,25.0,2016
+2511,601800,Nottingham Trent University,United Kingdom,16.5,52.7,8.9,27.3,28.4,21852.0,17.4,18.0,55.0,2016
+2512,601800,Oakland University,United States of America,18.1,23.3,11.9,21.9,30.3,14584.0,19.8,2.0,60.0,2016
+2513,601800,Ocean University of China,China,18.9,15.6,10.7,12.9,50.1,36205.0,20.6,1.0,40.0,2016
+2514,601800,Ohio University,United States of America,25.0,33.6,14.9,24.6,30.1,22224.0,20.0,10.0,50.0,2016
+2515,601800,Okayama University,Japan,24.3,20.6,14.9,25.3,48.0,13035.0,8.6,3.0,38.0,2016
+2516,601800,Osaka Prefecture University,Japan,21.6,17.6,10.2,17.5,41.5,8051.0,7.5,3.0,36.0,2016
+2517,601800,University of Pardubice,Czech Republic,15.9,23.4,11.9,11.1,28.3,10671.0,19.8,4.0,55.0,2016
+2518,601800,University of Paris North – Paris 13,France,17.5,46.4,11.6,36.2,28.0,23026.0,23.4,22.0,60.0,2016
+2519,601800,ParisSorbonne University – Paris 4,France,31.1,44.2,21.3,7.1,28.5,21580.0,27.4,21.0,69.0,2016
+2520,601800,University of Patras,Greece,18.5,30.6,12.1,28.8,48.3,29251.0,40.9,4.0,46.0,2016
+2521,601800,University of Pécs,Hungary,19.7,50.8,9.0,23.4,28.4,21819.0,15.4,10.0,50.0,2016
+2522,601800,Polytechnic University of Valencia,Spain,20.3,32.9,12.7,34.3,43.8,33172.0,13.6,7.0,36.0,2016
+2523,601800,Pontifical Catholic University of Paraná,Brazil,18.4,18.6,6.5,32.2,28.0,7741.0,10.9,2.0,1.0,2016
+2524,601800,Pontifical Catholic University of Rio Grande do Sul (PUCRS),Brazil,21.1,18.7,10.9,27.6,52.3,14797.0,10.1,0.0,50.0,2016
+2525,601800,Pontifical Catholic University of Valparaíso,Chile,18.4,35.7,8.0,10.4,44.3,13493.0,10.4,0.0,45.0,2016
+2526,601800,Prince of Songkla University,Thailand,15.3,31.0,7.0,22.2,31.6,38274.0,16.1,1.0,69.0,2016
+2527,601800,Qatar University,Qatar,9.9,99.9,10.3,22.3,55.2,9583.0,19.0,42.0,74.0,2016
+2528,601800,Rio de Janeiro State University (UERJ),Brazil,21.7,16.8,9.1,12.3,30.8,28757.0,10.1,0.0,46.0,2016
+2529,601800,Rochester Institute of Technology,United States of America,17.4,29.8,13.4,25.1,30.4,12965.0,13.5,13.0,34.0,2016
+2530,601800,Saitama University,Japan,18.6,20.6,9.6,23.4,29.6,7469.0,11.7,2.0,33.0,2016
+2531,601800,University of Salford,United Kingdom,20.8,66.4,12.1,21.2,28.8,16152.0,17.0,25.0,51.0,2016
+2532,601800,"University of Santiago, Chile (USACH)",Chile,17.6,40.4,11.3,10.2,31.0,22739.0,23.6,1.0,39.0,2016
+2533,601800,São Paulo State University (UNESP),Brazil,28.0,18.7,22.6,6.7,40.1,50594.0,13.0,5.0,52.0,2016
+2534,601800,Savitribai Phule Pune University,India,38.3,17.3,12.4,11.4,29.3,4858.0,14.6,3.0,25.0,2016
+2535,601800,University of Science and Technology Beijing,China,25.1,15.6,22.4,6.9,89.7,22780.0,15.1,4.0,36.0,2016
+2536,601800,Sejong University,South Korea,18.9,25.2,12.2,38.7,35.4,11704.0,15.5,3.0,43.0,2016
+2537,601800,University of Seoul,South Korea,22.8,18.7,17.5,21.4,28.9,10243.0,19.0,3.0,36.0,2016
+2538,601800,Shahid Beheshti University,Iran,20.5,13.8,19.0,11.4,58.9,17800.0,24.9,1.0,52.0,2016
+2539,601800,Shanghai University,China,19.1,15.8,16.1,14.8,45.7,46044.0,17.5,3.0,48.0,2016
+2540,601800,Shantou University,China,17.6,30.7,9.1,28.3,30.7,9593.0,13.5,0.0,48.0,2016
+2541,601800,Sheffield Hallam University,United Kingdom,17.3,47.0,9.4,20.1,28.6,27477.0,18.8,15.0,53.0,2016
+2542,601800,Shinshu University,Japan,20.8,20.3,8.3,22.0,31.6,11232.0,9.6,3.0,50.0,2016
+2543,601800,Showa University,Japan,28.5,14.0,7.9,7.0,49.0,3675.0,2.5,0.0,57.0,2016
+2544,601800,Sichuan University,China,25.0,15.7,18.4,16.1,90.8,65035.0,14.5,2.0,48.0,2016
+2545,601800,University of Silesia in Katowice,Poland,17.7,18.5,8.0,20.4,28.1,32764.0,17.3,1.0,65.0,2016
+2546,601800,Slovak University of Technology in Bratislava,Slovakia,23.3,30.6,8.6,24.9,33.2,16400.0,15.3,2.0,31.0,2016
+2547,601800,Sogang University,South Korea,21.5,27.7,24.8,20.5,46.8,10625.0,24.1,7.0,43.0,2016
+2548,601800,Sophia University,Japan,22.0,32.8,9.4,5.3,29.5,12799.0,24.3,8.0,53.0,2016
+2549,601800,University of South Africa,South Africa,18.4,28.7,11.3,9.4,28.8,197102.0,108.5,9.0,65.0,2016
+2550,601800,Southern Federal University,Russian Federation,21.9,17.3,8.2,9.2,39.5,27556.0,9.0,3.0,56.0,2016
+2551,601800,University of Southern Mississippi,United States of America,21.0,20.8,11.8,20.1,39.9,14569.0,18.5,3.0,63.0,2016
+2552,601800,University of Southern Queensland,Australia,18.4,63.0,13.1,14.4,28.8,13761.0,29.2,21.0,55.0,2016
+2553,601800,Suez Canal University,Egypt,22.6,31.6,5.9,16.0,49.0,16817.0,6.0,15.0,65.0,2016
+2554,601800,Sultan Qaboos University,Oman,21.3,71.5,10.6,16.0,37.6,7089.0,9.0,3.0,50.0,2016
+2555,601800,Suranaree University of Technology,Thailand,21.1,25.9,11.6,18.4,38.1,12650.0,32.9,1.0,50.0,2016
+2556,601800,University of Szeged,Hungary,20.0,46.9,10.5,20.5,33.2,22684.0,13.8,9.0,58.0,2016
+2557,601800,Taipei Medical University,Taiwan,25.7,26.5,21.7,19.0,42.2,6001.0,11.1,6.0,58.0,2016
+2558,601800,Taras Shevchenko National University of Kyiv,Ukraine,27.9,28.2,11.0,4.2,28.0,22686.0,8.2,2.0,45.0,2016
+2559,601800,Technical University of Madrid,Spain,21.8,39.5,14.6,24.5,38.3,41500.0,13.8,11.0,32.0,2016
+2560,601800,University of Tehran,Iran,26.1,16.5,16.9,15.8,49.0,53802.0,27.0,1.0,45.0,2016
+2561,601800,University of Texas at El Paso,United States of America,18.6,30.4,18.7,18.4,49.0,19123.0,29.0,7.0,54.0,2016
+2562,601800,Texas Tech University,United States of America,27.9,36.8,17.2,22.0,49.0,29512.0,20.9,7.0,46.0,2016
+2563,601800,Tokai University,Japan,17.9,19.3,7.6,15.3,34.4,29700.0,12.7,1.0,27.0,2016
+2564,601800,Tokushima University,Japan,25.3,16.8,21.6,12.8,59.6,7519.0,8.9,3.0,34.0,2016
+2565,601800,Tokyo University of Marine Science and Technology,Japan,27.9,24.5,12.4,7.7,57.9,2597.0,11.1,7.0,34.0,2016
+2566,601800,Tokyo University of Science,Japan,23.0,15.4,24.1,21.4,37.6,20243.0,25.7,2.0,20.0,2016
+2567,601800,Tomsk State University,Russian Federation,34.8,36.9,20.8,7.6,44.0,10413.0,9.9,12.0,60.0,2016
+2568,601800,Tottori University,Japan,24.3,16.7,10.1,9.6,34.5,6248.0,8.2,2.0,34.0,2016
+2569,601800,Toyohashi University of Technology,Japan,22.0,25.4,18.9,15.8,50.3,2153.0,9.3,9.0,9.0,2016
+2570,601800,Universiti Kebangsaan Malaysia,Malaysia,24.3,29.7,15.9,10.9,28.4,24227.0,11.8,12.0,62.0,2016
+2571,601800,Universiti Putra Malaysia,Malaysia,25.3,50.1,20.9,10.2,34.2,23883.0,12.2,16.0,63.0,2016
+2572,601800,Universiti Sains Malaysia,Malaysia,26.9,44.2,16.6,12.4,34.4,28179.0,14.8,10.0,61.0,2016
+2573,601800,Universiti Teknologi MARA,Malaysia,15.2,14.8,7.7,18.2,28.3,69268.0,16.8,0.0,65.0,2016
+2574,601800,Ural Federal University,Russian Federation,24.8,17.3,10.6,16.8,35.6,28427.0,10.1,3.0,48.0,2016
+2575,601800,V.N. Karazin Kharkiv National University,Ukraine,21.7,48.4,8.9,1.7,28.8,14410.0,9.7,22.0,53.0,2016
+2576,601800,University of Vigo,Spain,18.4,30.7,10.5,31.8,38.1,22793.0,19.0,3.0,51.0,2016
+2577,601800,Vilnius University,Lithuania,18.3,40.8,13.6,26.1,41.0,19019.0,14.2,4.0,65.0,2016
+2578,601800,Warsaw University of Technology,Poland,19.4,20.7,8.5,40.3,47.4,34572.0,14.5,3.0,34.0,2016
+2579,601800,Waseda University,Japan,23.6,29.7,14.6,29.4,32.4,52316.0,16.9,8.0,35.0,2016
+2580,601800,University of West Bohemia,Czech Republic,16.3,23.1,9.7,29.8,32.1,15639.0,21.5,2.0,52.0,2016
+2581,601800,University of the West of England,United Kingdom,16.9,48.5,11.2,34.6,28.5,22525.0,21.4,15.0,53.0,2016
+2582,601800,West University of Timişoara,Romania,16.1,21.0,3.9,22.4,49.0,12933.0,19.0,3.0,62.0,2016
+2583,601800,University of Westminster,United Kingdom,17.3,81.9,11.7,21.1,28.5,16609.0,21.0,43.0,57.0,2016
+2584,601800,Xidian University,China,17.9,12.8,12.1,8.9,83.7,31618.0,16.4,2.0,29.0,2016
+2585,601800,Yeungnam University,South Korea,18.6,24.3,10.9,26.5,35.4,21958.0,15.3,3.0,48.0,2016
+2586,601800,Yıldız Technical University,Turkey,14.5,14.9,7.6,19.3,44.0,31268.0,28.7,2.0,36.0,2016
+2587,601800,Yokohama City University,Japan,24.0,16.1,10.2,36.4,37.9,4122.0,3.7,3.0,50.0,2016
+2588,601800,Yokohama National University,Japan,20.1,23.3,16.0,13.5,40.4,10117.0,12.1,8.0,28.0,2016
+2589,601800,Yuan Ze University,Taiwan,16.2,17.7,18.3,28.6,39.8,8663.0,20.6,4.0,43.0,2016