increasing the impact of publications: self-archiving and escholar
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Increasing the impact of publications: self-archiving and eScholar. The University of Manchester Research Staff Conference, 11th May 2010. Dr Phil Butler, Steve McIndoe, Samantha Aston. What is self-archiving?. - PowerPoint PPT PresentationTRANSCRIPT
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Increasing the impact of publications: self-archiving and eScholar Dr Phil Butler, Steve McIndoe, Samantha AstonThe University of ManchesterResearch Staff Conference, 11th May 2010
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What is self-archiving?
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Self-archiving involves depositing a free copy of a digital document ... in the authors institutional repository ...
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What is an institutional repository?
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Manchester eScholar is a locus for individuals to manage, disseminate and share their scholarly work
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Manchester eScholar is a place to store and preserve intellectual assets
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Manchester eScholar is a catalogue of research outputs
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Technology
sustainable, scaleable storage ~15,000 items per yearfuture-sensitive e.g. primary research datametadata + full-textindefinite preservation
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Dissemination
search enginesfaculty, school, personal websitesricher content
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Why self-archive?more dissemination and sharing of scholarly work
Self-archiving in Manchester eScholar means ...
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Why self-archive?more dissemination and sharing of scholarly workbetter storage and preservation of intellectual assetsSelf-archiving in Manchester eScholar means ...
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Why self-archive?more dissemination and sharing of scholarly workbetter storage and preservation of intellectual assetseasier cataloguing of research outputsSelf-archiving in Manchester eScholar means ...
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Why self-archive?Self-archiving in Manchester eScholar means ...easier access,better usage, greater impact of your research ...
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There are risks many are myths
open access
Self-archiving DOES NOT mean ...
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There are risks many are myths
open accessless peer reviewSelf-archiving DOES NOT mean ...
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There are risks many are myths
open accessless peer reviewmore piracy
Self-archiving DOES NOT mean ...
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There are risks many are myths
open accessless peer reviewmore piracymore work
Self-archiving DOES NOT mean ...
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There are risks many are myths
open accessless peer reviewmore piracymore workmore SPAMSelf-archiving DOES NOT mean ...
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What are your self-archiving options?Option 1.Lite-cite submission (not recommended)Option 2.Key metadata Option 3.Option 2 + supplementary metadataOption 4.Option 2 + full-textpre-peer review (draft), post-peer review (non-publishers document), post-peer review (publishers document)Option 5.Option 2 + supplementary files
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What are your self-archiving options?Option 1.Lite-cite submission (not recommended)Option 2.Key metadata Option 3.Option 2 + supplementary metadataOption 4.Option 2 + full-textpre-peer review (draft), post-peer review (non-publishers document), post-peer review (publishers document)Option 5.Option 2 + supplementary files
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What are your self-archiving options?Option 1.Lite-cite submission (not recommended)Option 2.Key metadata Option 3.Option 2 + supplementary metadataOption 4.Option 2 + full-textpre-peer review (draft), post-peer review (non-publishers document), post-peer review (publishers document)Option 5.Option 2 + supplementary files
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What are your self-archiving options?Option 1.Lite-cite submission (not recommended)Option 2.Key metadata Option 3.Option 2 + supplementary metadataOption 4.Option 2 + full-textpre-peer review (draft), post-peer review (non-publishers document), post-peer review (publishers document)Option 5.Option 2 + supplementary files
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What are your self-archiving options?Option 1.Lite-cite submission (not recommended)Option 2.Key metadata Option 3.Option 2 + supplementary metadataOption 4.Option 2 + full-textpre-peer review (draft), post-peer review (non-publishers document), post-peer review (publishers document)Option 5.Option 2 + supplementary files
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Who wants you to self-archive?Many of your colleagues in rival institutionsMost UK research councilsThe UniversityWho doesnt want you to self-archive?
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Manchester 2015
Goal Two World Class Research
among 25 strongest research universities on commonly accepted criteria
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Manchester research is under threat - ARWU Aug 09 [http://www.arwu.org]
Chart1 (3)
10039.953.648.438.628.226.328.224.221.910.319.318.67.312.616.30
86.6
68.8
53.6
65.6
57.4
56.5
61.9
50.5
48.4
57
54.1
57.4
59.7
58.3
53.1
52.6
54.1
43.1
43.1
60.6
38.6
38.6
36.1
38.6
43.8
39.9
50
38.6
46.7
39.9
46.1
29.2
39.3
31.8
41.9
40.6
37.9
46.1
28.2
30.9
45.5
30.9
23.1
26.3
37.2
28.2
46.7
14.6
38.6
31.8
40.6
24.7
39.9
26.3
16.3
25.3
37.2
35.7
32.6
28.2
41.9
31.8
17.9
30.1
24.2
17.9
26.3
21.9
0
12.6
31.8
27.3
12.6
23.1
28.2
21.9
30.1
21.9
30.1
21.9
24.2
30.1
21.9
35.7
16.3
20.6
32.6
21.9
14.6
21.9
26.3
24.2
7.3
32.6
16.3
14.6
25.3
21.9
20.6
8.9
7.3
10.3
7.3
7.3
19.3
0
7.3
26.3
7.3
10.3
21.9
21.9
7.3
12.6
14.6
0
0
14.6
7.3
12.6
0
7.3
16.3
16.3
19.3
12.6
12.6
10.3
16.3
26.3
7.3
16.3
0
7.3
10.3
0
7.3
0
7.3
7.3
7.3
7.3
19.3
0
7.3
12.6
20.6
16.3
10.3
24.2
0
7.3
7.3
7.3
7.3
16.3
12.6
10.3
10.3
19.3
7.3
12.6
19.3
7.3
10.3
10.3
7.3
12.6
0
10.3
16.3
0
14.6
7.3
0
20.6
14.6
21.9
12.6
16.3
7.3
12.6
7.3
7.3
0
12.6
10.3
17.9
0
7.3
17.9
14.6
10.3
16.3
17.9
7.3
0
10.3
10.3
0
0
0
7.3
0
7.3
10.3
10.3
24.2
10.3
12.6
33.4
7.3
7.3
7.3
0
26.3
23.1
7.3
10.3
19.3
10.3
10.3
12.6
7.3
12.6
10.3
0
7.3
16.3
12.6
19.3
12.6
7.3
14.6
0
18.6
17.9
0
27.3
16.3
10.3
7.3
17.9
17.9
7.3
12.6
7.3
23.1
0
0
12.6
0
7.3
7.3
16.3
0
23.1
7.3
0
7.3
12.6
16.3
0
0
14.6
0
0
16.3
10.3
7.3
14.6
28.2
0
7.3
16.3
20.6
14.6
12.6
16.3
7.3
7.3
12.6
7.3
0
21.9
10.3
19.3
27.3
21.9
12.6
0
14.6
20.6
16.3
0
0
7.3
0
7.3
12.6
10.3
7.3
7.3
16.3
16.3
10.3
12.6
14.6
19.3
10.3
7.3
7.3
16.3
10.3
10.3
25.3
7.3
7.3
7.3
7.3
7.3
16.3
7.3
16.3
21.9
12.6
16.3
10.3
14.6
0
14.6
12.6
10.3
16.3
14.6
7.3
0
17.9
0
17.9
0
17.9
12.6
10.3
0
10.3
0
10.3
14.6
14.6
14.6
10.3
17.9
10.3
14.6
12.6
19.3
12.6
20.6
17.9
0
7.3
0
7.3
24.2
29.2
20.6
0
7.3
10.3
7.3
0
0
0
7.3
10.3
0
20.6
20.6
0
0
14.6
0
0
12.6
7.3
7.3
7.3
12.6
7.3
10.3
0
23.1
7.3
7.3
19.3
0
7.3
0
10.3
7.3
7.3
17.9
0
17.9
0
7.3
16.3
16.3
34.2
0
10.3
7.3
0
12.6
12.6
7.3
14.6
7.3
10.3
7.3
0
7.3
10.3
7.3
7.3
12.6
7.3
7.3
14.6
16.3
12.6
0
14.6
14.6
25.3
0
7.3
0
0
7.3
0
24.2
10.3
10.3
12.6
0
27.3
0
16.3
14.6
7.3
10.3
17.9
7.3
7.3
16.3
16.3
0
7.3
16.3
21.9
7.3
10.3
27.3
23.1
0
0
0
0
30.9
14.6
23.1
7.3
20.6
0
7.3
14.6
12.6
7.3
19.3
0
10.3
10.3
17.9
7.3
0
12.6
10.3
7.3
7.3
7.3
12.6
12.6
7.3
7.3
10.3
24.2
12.6
14.6
14.6
10.3
Imperial College
Cambridge
Oxford
UCL
Manchester
Edinburgh
Bristol
Nottingham
Birmingham
Leeds
Southampton
Warwick
Cardiff
Liverpool
Newcastle
Queens Belfast
Score on PUB
Score on HiCi
Chart1 (2)
100
86.6
68.8
65.6
61.9
60.6
59.7
58.3
57.4
57.4
57
56.5
54.1
54.1
53.6
53.1
52.6
50.5
50
48.4
46.7
46.7
46.1
46.1
45.5
43.8
43.1
43.1
41.9
41.9
40.6
40.6
39.9
39.9
39.9
39.3
38.6
38.6
38.6
38.6
38.6
37.9
37.2
37.2
36.1
35.7
35.7
34.2
33.4
32.6
32.6
32.6
31.8
31.8
31.8
31.8
30.9
30.9
30.9
30.1
30.1
30.1
30.1
29.2
29.2
28.2
28.2
28.2
28.2
28.2
27.3
27.3
27.3
27.3
27.3
26.3
26.3
26.3
26.3
26.3
26.3
26.3
25.3
25.3
25.3
25.3
24.7
24.2
24.2
24.2
24.2
24.2
24.2
24.2
24.2
23.1
23.1
23.1
23.1
23.1
23.1
23.1
23.1
21.9
21.9
21.9
21.9
21.9
21.9
21.9
21.9
21.9
21.9
21.9
21.9
21.9
21.9
21.9
20.6
20.6
20.6
20.6
20.6
20.6
20.6
20.6
20.6
20.6
20.6
19.3
19.3
19.3
19.3
19.3
19.3
19.3
19.3
19.3
19.3
19.3
19.3
18.6
17.9
17.9
17.9
17.9
17.9
17.9
17.9
17.9
17.9
17.9
17.9
17.9
17.9
17.9
17.9
17.9
17.9
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
16.3
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
14.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
12.6
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
10.3
8.9
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
7.3
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
Score on PUB
Score on HiCi
Chart1
10039.953.648.438.628.226.328.224.221.910.319.318.67.312.616.30
86.6
68.8
53.6
65.6
57.4
56.5
61.9
50.5
48.4
57
54.1
57.4
59.7
58.3
53.1
52.6
54.1
43.1
43.1
60.6
38.6
38.6
36.1
38.6
43.8
39.9
50
38.6
46.7
39.9
46.1
29.2
39.3
31.8
41.9
40.6
37.9
46.1
28.2
30.9
45.5
30.9
23.1
26.3
37.2
28.2
46.7
14.6
38.6
31.8
40.6
24.7
39.9
26.3
16.3
25.3
37.2
35.7
32.6
28.2
41.9
31.8
17.9
30.1
24.2
17.9
26.3
21.9
0
12.6
31.8
27.3
12.6
23.1
28.2
21.9
30.1
21.9
30.1
21.9
24.2
30.1
21.9
35.7
16.3
20.6
32.6
21.9
14.6
21.9
26.3
24.2
7.3
32.6
16.3
14.6
25.3
21.9
20.6
8.9
7.3
10.3
7.3
7.3
19.3
0
7.3
26.3
7.3
10.3
21.9
21.9
7.3
12.6
14.6
0
0
14.6
7.3
12.6
0
7.3
16.3
16.3
19.3
12.6
12.6
10.3
16.3
26.3
7.3
16.3
0
7.3
10.3
0
7.3
0
7.3
7.3
7.3
7.3
19.3
0
7.3
12.6
20.6
16.3
10.3
24.2
0
7.3
7.3
7.3
7.3
16.3
12.6
10.3
10.3
19.3
7.3
12.6
19.3
7.3
10.3
10.3
7.3
12.6
0
10.3
16.3
0
14.6
7.3
0
20.6
14.6
21.9
12.6
16.3
7.3
12.6
7.3
7.3
0
12.6
10.3
17.9
0
7.3
17.9
14.6
10.3
16.3
17.9
7.3
0
10.3
10.3
0
0
0
7.3
0
7.3
10.3
10.3
24.2
10.3
12.6
33.4
7.3
7.3
7.3
0
26.3
23.1
7.3
10.3
19.3
10.3
10.3
12.6
7.3
12.6
10.3
0
7.3
16.3
12.6
19.3
12.6
7.3
14.6
0
18.6
17.9
0
27.3
16.3
10.3
7.3
17.9
17.9
7.3
12.6
7.3
23.1
0
0
12.6
0
7.3
7.3
16.3
0
23.1
7.3
0
7.3
12.6
16.3
0
0
14.6
0
0
16.3
10.3
7.3
14.6
28.2
0
7.3
16.3
20.6
14.6
12.6
16.3
7.3
7.3
12.6
7.3
0
21.9
10.3
19.3
27.3
21.9
12.6
0
14.6
20.6
16.3
0
0
7.3
0
7.3
12.6
10.3
7.3
7.3
16.3
16.3
10.3
12.6
14.6
19.3
10.3
7.3
7.3
16.3
10.3
10.3
25.3
7.3
7.3
7.3
7.3
7.3
16.3
7.3
16.3
21.9
12.6
16.3
10.3
14.6
0
14.6
12.6
10.3
16.3
14.6
7.3
0
17.9
0
17.9
0
17.9
12.6
10.3
0
10.3
0
10.3
14.6
14.6
14.6
10.3
17.9
10.3
14.6
12.6
19.3
12.6
20.6
17.9
0
7.3
0
7.3
24.2
29.2
20.6
0
7.3
10.3
7.3
0
0
0
7.3
10.3
0
20.6
20.6
0
0
14.6
0
0
12.6
7.3
7.3
7.3
12.6
7.3
10.3
0
23.1
7.3
7.3
19.3
0
7.3
0
10.3
7.3
7.3
17.9
0
17.9
0
7.3
16.3
16.3
34.2
0
10.3
7.3
0
12.6
12.6
7.3
14.6
7.3
10.3
7.3
0
7.3
10.3
7.3
7.3
12.6
7.3
7.3
14.6
16.3
12.6
0
14.6
14.6
25.3
0
7.3
0
0
7.3
0
24.2
10.3
10.3
12.6
0
27.3
0
16.3
14.6
7.3
10.3
17.9
7.3
7.3
16.3
16.3
0
7.3
16.3
21.9
7.3
10.3
27.3
23.1
0
0
0
0
30.9
14.6
23.1
7.3
20.6
0
7.3
14.6
12.6
7.3
19.3
0
10.3
10.3
17.9
7.3
0
12.6
10.3
7.3
7.3
7.3
12.6
12.6
7.3
7.3
10.3
24.2
12.6
14.6
14.6
10.3
Imperial College
Cambridge
Oxford
UCL
Manchester
Edinburgh
Bristol
Nottingham
Birmingham
Leeds
Southampton
Warwick
Cardiff
Liverpool
Newcastle
Queens Belfast
Score on PUB
Score on HiCi
Sheet1
SUMMARY OUTPUT
Regression Statistics
Multiple R0.6782358844
R Square0.4600039148
Adjusted R Square0.4589260783
Standard Error10.2761014132
Observations503
ANOVA
dfSSMSFSignificance F
Regression145067.70111600145067.701116001426.78450390970
Residual50152904.7283869819105.5982602535
Total50297972.4295029829
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept-11.80052694631.398630862-8.43719902550-14.5484313206-9.052622572-14.5484313206-9.052622572
X Variable 10.72851280730.035264105320.658763368400.65922905850.79779655610.65922905850.7977965561
RESIDUAL OUTPUT
ObservationPredicted YResiduals
161.050753786238.9492462138
240.360990058246.2390099418
339.195369566529.6046304335
434.897144003218.7028559968
533.075861984932.5241380151
624.406559577832.9934404222
739.559625970116.9403740299
820.836846821941.0631531781
926.009287753924.4907122461
1036.281318337212.1186816628Univ CambridgeEurope1UK190.391.553.65664.1
1133.658672230823.3413277692Univ OxfordEurope2UK25957.948.45266
1235.334251687618.7657483124Univ Coll LondonEurope3UK331.232.238.644.365.8
1343.347892568214.0521074318Imperial Coll LondonEurope5UK418.637.439.938.261.8
1436.791277302322.9087226977Univ ManchesterEurope6UK524.418.928.228.360.5
1538.466856759119.8331432409Univ EdinburghEurope13UK620.216.726.332.349.7
1642.182272076510.9177279235Univ BristolEurope16UK79.717.928.228.147.8
1737.811195232514.7888047675Univ SheffieldEurope24UK820.914.121.925.547
1832.493051739121.6069482609Univ NottinghamEurope26UK1013.72024.21647.9
1948.8845899039-5.7845899039Univ BirminghamEurope30UK1122.410.921.915.647.3
2038.10260035554.9973996445Univ LeedsEurope35-58UK12-1620.2010.32443.6
2145.096323305815.5036766942Univ SouthamptonEurope59-79UK17-220019.31443.6
2236.13561577572.4643842243Univ WarwickEurope59-79UK17-220018.615.235.9
2339.6324772508-1.0324772508Univ GlasgowEurope35-58UK12-1611.2021.915.543.4
2427.24775952638.8522404737Cardiff UnivEurope35-58UK12-16016.37.318.943.8
2546.3347950782-7.7347950782Univ LiverpoolEurope35-58UK12-1620.915.512.619.242.4
2632.128795335411.6712046646Univ Newcastle-upon-TyneEurope80-124UK23-330016.315.337.5
2733.22156454646.6784354536Queen's Univ BelfastEurope80-124UK23-3320.90014.433.2
2837.374087548112.6259124519
2928.99619026399.6038097361
3030.963174843715.7368251563
3127.102056964912.7979430351
3234.387185038111.7128149619
334.44530865724.754691343
3421.34680578717.953194213
3536.1356157757-4.3356157757
3619.671226330122.2287736699
3726.883503122713.7164968773
3833.36726710794.5327328921
3927.684867210718.4151327893
4032.2744978969-4.0744978969
4116.830026381614.0699736184
4231.108877405114.3911225949
4330.59891844-7.49891844
4424.84366726216.0563327379
4527.9034210529-1.6034210529
4624.115154454813.0848455452
4727.02920568411.1707943159
4834.241482476612.4585175234
4922.439574998-7.839574998
5026.51924671912.080753281
5124.69796470077.1020352993
5234.16863119596.4313688041
5324.7708159814-0.0708159814
5420.25403657619.645963424
5524.40655957781.8934404222
5626.5920979997-10.2920979997
5720.83684682194.4631531781
5835.47995424911.7200457509
5919.816928891615.8830711084
6032.12879533540.4712046646
6123.02238524385.1776147562
6214.207380275217.5926197248
6334.09577991527.8042200848
6422.2210211558-4.3210211558
6520.32688785673.8731121433
6626.66494928053.4350507195
6724.0423031741-6.1423031741
6834.5328875996-8.2328875996
6927.3934620878-5.4934620878
7026.9563544034-26.9563544034
7117.631390469614.1686095304
7224.2608570163-11.6608570163
737.06795476345.5320452366
7430.5260671593-7.4260671593
7520.32688785676.9731121433
7622.87668268245.3233173176
7727.68486721072.4151327893
7822.439574998-0.539574998
7934.7514414418-12.8514414418
8023.16808780536.9319121947
8123.6780467704-1.7780467704
8223.09523652461.1047634754
8325.71788263094.3821173691
8418.86986224213.0301377579
8525.79073391179.9092660883
8614.57163667891.7283633211
8714.20738027526.3926197248
8828.26767745664.3323225434
8921.78391347140.1160865286
9017.5585391889-2.9585391889
9122.6581288402-0.7581288402
9216.83002638169.4699736184
9323.3137903668-16.0137903668
9419.59837504944.6016249506
9522.585277559410.0147224406
9615.88295973210.4170402679
9725.8635851924-0.5635851924
989.690600869812.2093991302
9918.2870519962-3.6870519962
10030.4532158786-9.8532158786
10119.8169288916-0.5169288916
10220.1083340145-12.8083340145
10311.074775203710.8252247963
10424.98936982365.9106301764
10521.71106219071.3889378093
10621.41965706773.8803429323
10726.3006928768-11.7006928768
10824.04230317411.2576968259
10925.6450313502-9.3450313502
11029.9432569134-15.3432569134
11120.03548273388.1645172662
11215.300149486211.9998505138
11317.92279559266.2772044074
11417.1942827852-2.5942827852
11526.2278415961-2.0278415961
11622.148169875-0.248169875
11716.83002638166.2699736184
11828.3405287373-9.0405287373
11924.7708159814-5.4708159814
12014.353082836712.9469171633
12110.564816238616.7351837614
12216.90287766232.3971223377
12313.69742131016.9025786899
12420.69114426045.6088557396
12526.5920979997-10.2920979997
12619.81692889162.0830711084
12722.6581288402-4.7581288402
12815.810108451310.4898915487
12923.09523652463.2047634754
13024.042303174110.1576968259
13119.9626314531-9.6626314531
13225.2079236658-3.3079236658
13311.22047776521.3795222348
13419.0884160843-6.4884160843
13519.3798212072-1.4798212072
13615.88295973212.0170402679
13714.717339240318.6826607597
1388.67068293955.9293170605
13926.6649492805-7.3649492805
14026.6649492805-12.0649492805
14115.5187033284-2.9187033284
14215.9558110128-1.3558110128
14317.6313904696-3.0313904696
14427.9034210529-15.3034210529
14527.1749082456-16.8749082456
14638.4668567591-28.1668567591
14713.18746234493.1125376551
1488.379277816610.9207221834
14919.0155648035-2.7155648035
15018.2142007155-0.3142007155
15115.22729820558.9727017945
15216.028662293511.2713377065
15314.4987853981-7.1987853981
15411.14762648449.4523735156
15517.12143150453.4785684955
1567.94217013222.3578298678
15725.4993287887-9.1993287887
15820.18118529532.9188147047
15930.1618107556-22.8618107556
16015.30014948625.2998505138
16111.73043673034.5695632697
16234.678590161-27.378590161
16316.24721613571.6527838643
16412.60465209915.2953479009
16518.2870519962-5.6870519962
16620.6911442604-4.3911442604
16724.5522621392-17.2522621392
16814.9358930825-4.6358930825
16914.5716366789-14.5716366789
17019.37982120723.7201787928
17117.77709303110.1229069689
17214.86304180181.4369581982
17312.38609825698.2139017431
17413.47886746794.4211325321
1758.59783165887.7021683412
17614.2802315559-3.9802315559
17716.90287766230.9971223377
17810.5648162386-0.2648162386
17916.3200674164-9.0200674164
18012.8960572226.403942778
18116.90287766234.9971223377
18213.69742131019.4025786899
18317.48568790826.7143120918
18424.8436672621-17.5436672621
18513.47886746792.8211325321
18623.532344209-4.232344209
18720.8368468219-10.5368468219
18823.4594929282-10.8594929282
18913.8431238715-3.5431238715
19019.9626314531-0.6626314531
19117.12143150453.4785684955
19211.0019239236.898076077
19319.88978017232.0102198277
19417.1214315045-4.5214315045
19515.5187033284-8.2187033284
19615.882959732113.3170402679
19714.35308283674.2469171633
19814.35308283673.5469171633
19917.99564687333.9043531267
20010.929072642213.2709273578
2012.11406767365.1859323264
2029.39919574696.9008042531
20319.5983750494-19.5983750494
20419.161267365-4.561267365
20513.84312387150.7568761285
2067.21365732490.0863426751
2070.5113394975-0.5113394975
20811.94899057250.6510094275
20912.53180081840.0681991816
21016.2472161357-16.2472161357
21116.174364855-8.874364855
21212.60465209913.6953479009
21313.9159751523-3.6159751523
21412.7503546606-0.1503546606
21515.3730007669-15.3730007669
2167.43221116718.8677888329
2179.1077906239-9.1077906239
21816.46576997791.4342300221
2197.14080604427.4591939558
22011.9489905725-4.6489905725
22122.0024673136-14.7024673136
22213.55171874865.7482812514
22319.8897801723-19.8897801723
22413.1874623449-2.8874623449
22527.9762723336-27.9762723336
22614.13452899452.1654710055
22712.3860982569-12.3860982569
2287.796467570710.1035324293
22915.4458520477-15.4458520477
23027.1020569649-27.1020569649
23111.87613929180.7238607082
2329.98200599279.3179940073
23317.1214315045-0.8214315045
2349.32634446613.2736555339
23516.0286622935-8.7286622935
2369.10779062393.4922093761
2379.5448983083-2.2448983083
23829.2147441061-29.2147441061
23912.02184185324.2781581468
24013.5517187486-0.9517187486
24113.8431238715-3.5431238715
24212.38609825690.2139017431
24320.254036576-7.654036576
24415.1544469247-4.8544469247
24515.1544469247-0.5544469247
2469.10779062391.1922093761
24715.2272982055-2.6272982055
24824.1151544548-13.8151544548
2499.9091547122.690845288
25021.9296160328-11.6296160328
25111.7304367303-1.4304367303
25217.1942827852-17.1942827852
25312.24039569540.3596043046
2548.08787269376.5121273063
25518.1413494348-1.8413494348
25618.6513083999-11.3513083999
25717.5585391889-1.2585391889
25812.96890850283.3310914972
2599.6177495891-2.3177495891
26020.4725904182-7.8725904182
26113.26031362577.3396863743
26212.24039569540.3596043046
26311.5118828881-1.2118828881
26419.7440776109-12.4440776109
26510.05485727356.2451427265
26610.12770855422.4722914458
26716.7571751008-0.4571751008
26814.2802315559-14.2802315559
26910.27341111560.0265888844
27017.9956468733-17.9956468733
27114.35308283671.9469171633
27211.58473416883.0152658312
2737.57791372857.0220862715
27417.8499443118-10.5499443118
27511.58473416881.0152658312
27614.3530828367-4.0530828367
27715.51870332840.7812966716
27811.36618032661.2338196734
2798.08787269372.2121273063
28012.4589495376-2.1589495376
28117.8499443118-10.5499443118
2829.9091547124.690845288
28313.26031362573.0396863743
28421.346805787-14.046805787
28513.69742131012.6025786899
28615.9558110128-1.3558110128
2879.6906008698-2.3906008698
2889.10779062391.1922093761
2899.836303431313.2636965687
2909.61774958918.2822504109
29113.988826433-13.988826433
2929.54489830835.0551016917
29310.85622136153.7437786385
29417.92279559261.3772044074
29520.4725904182-11.5725904182
29611.8032880116.096711989
29712.6775033798-2.3775033798
29812.02184185328.5781581468
29918.5784571192-11.2784571192
30013.1146110642-0.5146110642
30122.0753185943-14.7753185943
30231.2545799666-31.2545799666
3038.45212909734.1478709027
30414.9358930825-7.6358930825
3057.35935988632.9406401137
30614.5716366789-7.2716366789
3070.3656369369.934363064
3088.30642653594.2935734641
309-4.29684503094.2968450309
3106.48514451763.8148554824
3114.59101121852.7089887815
31220.9825493833-20.9825493833
31315.2272982055-15.2272982055
31415.8829597321-8.5829597321
31512.24039569540.3596043046
3169.18064190471.1193580953
31716.3929186972-16.3929186972
3185.829482991-5.829482991
31911.2204777652-3.9204777652
3204.08105225343.2189477466
3219.83630343130.4636965687
3229.10779062395.4922093761
32320.1811852953-20.1811852953
3248.59783165881.7021683412
32510.12770855424.4722914458
32620.6911442604-20.6911442604
32721.5653596292-21.5653596292
32815.1544469247-7.8544469247
32914.2802315559-14.2802315559
3308.59783165884.0021683412
33113.988826433-6.688826433
3324.08105225348.5189477466
3339.1806419047-1.8806419047
3349.1077906239-9.1077906239
3353.42539072683.8746092732
3367.65076500934.9492349907
33711.2204777652-11.2204777652
3386.41229323680.8877067632
3391.02129846269.2787015374
34018.068498154-18.068498154
3416.70369835989.5963016402
3425.61092914881.6890708512
3439.4720470276-2.1720470276
34414.7173392403-7.4173392403
34510.34626239644.2537376036
34610.7833700808-0.4833700808
3479.32634446616.9736555339
3488.0150214129-0.7150214129
3498.96208806255.6379119375
3503.64394456910.956055431
3516.6308470793.669152921
35217.0485802238-17.0485802238
3535.8294829911.470517009
35412.896057222-12.896057222
3557.14080604427.4591939558
3569.9091547126.390845288
3575.683780429510.6162195705
35811.5118828881-4.2118828881
3595.10097018365.1990298164
3609.9820059927-2.6820059927
3613.57109328833.7289067117
3628.5978316588-8.5978316588
36311.3661803266-4.0661803266
36416.7571751008-16.7571751008
3657.94217013222.3578298678
36611.65758544962.9424145504
36710.7105188-3.4105188
3683.2068368846-3.2068368846
36913.9159751523-13.9159751523
3705.17382146449.4261785356
37114.8630418018-14.8630418018
3721.604108708510.9958912915
3734.2996060956-4.2996060956
37419.3069699265-12.0069699265
3755.246672745111.0533272549
3765.8294829911.470517009
3775.39237530669.2076246934
3787.35935988632.9406401137
3799.25349318541.0465068146
3809.6906008698-2.3906008698
38110.20055983492.3994401651
382-3.71403478511.014034785
3839.3263444661-2.0263444661
38412.1675444147-4.8675444147
3853.498242007517.1017579925
3868.96208806255.6379119375
3879.5448983083-2.2448983083
3885.61092914881.6890708512
3897.06795476340.2320452366
3905.90233427174.3976657283
39116.3200674164-9.0200674164
39212.2403956954-1.9403956954
3938.96208806251.3379119375
39411.5847341688-4.2847341688
39516.5386212586-9.2386212586
39612.6046520991-12.6046520991
3978.0878726937-8.0878726937
3987.35935988635.2406401137
3997.1408060442-7.1408060442
40010.12770855422.4722914458
4014.299606095612.0003939044
40210.3462623964-3.0462623964
4034.59101121852.7089887815
4046.77654964053.5234503595
4056.77654964055.8234503595
4069.8363034313-2.5363034313
40712.094693134-12.094693134
40811.5118828881-11.5118828881
4093.57109328833.7289067117
41014.4987853981-14.4987853981
4119.1806419047-9.1806419047
4123.27968816534.0203118347
4135.24667274512.0533272549
41411.0747752037-11.0747752037
4156.77654964050.5234503595
4165.31952402581.9804759742
4179.1806419047-9.1806419047
41816.3200674164-16.3200674164
41915.8829597321-15.8829597321
42016.6843238201-16.6843238201
4214.88241634145.4175836586
4225.02811890292.2718810971
42312.094693134-12.094693134
42410.4919649578-3.1919649578
4255.90233427171.3976657283
4268.1607239744-0.8607239744
4273.27968816534.0203118347
4285.75663171026.8433682898
4290.51133949759.7886605025
4305.97518555241.3248144476
4314.22675481493.0732451851
4326.70369835983.5963016402
43313.6974213101-13.6974213101
4341.31270358568.9872964144
4358.8892367817-8.8892367817
4368.5249803781-8.5249803781
4372.76972920027.5302707998
4389.9820059927-2.6820059927
4395.90233427171.3976657283
4408.0150214129-0.7150214129
4415.68378042954.6162195705
4426.26659067546.3334093246
4436.12088811391.1791118861
44411.9489905725-11.9489905725
4450.219934374612.3800656254
44616.8300263816-16.8300263816
44717.4128366274-17.4128366274
4481.89551383145.4044861686
449-4.29684503094.2968450309
4508.4521290973-8.4521290973
45113.3331649064-13.3331649064
4525.68378042951.6162195705
4536.12088811391.1791118861
4544.22675481493.0732451851
4553.13398560397.1660143961
45611.0747752037-11.0747752037
4576.04803683321.2519631668
4587.2136573249-7.2136573249
4595.46522658734.8347734127
4605.10097018362.1990298164
4619.1077906239-1.8077906239
46210.1277085542-10.1277085542
4635.39237530661.9076246934
46414.4987853981-14.4987853981
46512.7503546606-12.7503546606
4660.147083093810.1529169062
46713.6245700293-13.6245700293
4684.80956506072.4904349393
4696.41229323680.8877067632
4700.58419077826.7158092218
4713.6439445693.656055431
47211.8761392918-11.8761392918
4735.24667274512.0533272549
4743.49824200759.1017579925
4757.14080604420.1591939558
4765.61092914881.6890708512
4773.93534969193.3646503081
4786.2665906754-6.2665906754
47913.6245700293-13.6245700293
48011.3661803266-11.3661803266
4812.76972920024.5302707998
4822.332621515810.2673784842
4834.00820097273.2917990273
4848.7435342203-1.4435342203
48510.9290726422-10.9290726422
4869.3991957469-2.0991957469
48711.7304367303-11.7304367303
48813.3331649064-13.3331649064
4898.5978316588-1.2978316588
49012.6046520991-12.6046520991
4919.9820059927-9.9820059927
4926.70369835980.5963016402
4938.816385501-8.816385501
4945.90233427171.3976657283
4955.68378042954.6162195705
4965.17382146445.1261785356
4974.4453086572.854691343
4985.68378042951.6162195705
4999.909154712-2.609154712
5005.61092914881.6890708512
5013.8624984112-3.8624984112
5028.816385501-8.816385501
50316.3929186972-16.3929186972
Sheet1
100
71.6
70
64.1
61.6
49.7
70.5
44.8
51.9
66
62.4
64.7
75.7
66.7
69
74.1
68.1
60.8
83.3
68.5
78.1
65.8
70.6
53.6
79.8
60.3
61.8
67.5
56
58.7
53.4
63.4
22.3
45.5
65.8
43.2
53.1
62
54.2
60.5
39.3
58.9
50.3
58.2
54.5
49.3
53.3
63.2
47
52.6
50.1
63.1
50.2
44
49.7
52.7
44.8
64.9
43.4
60.3
47.8
63
35.7
46.7
52.8
44.1
49.2
63.6
53.8
53.2
49.5
40.4
44.1
25.9
58.1
47.6
47
54.2
63.9
48
48.7
47.9
51.5
42.1
51.6
36.2
35.7
55
46.1
40.3
47.3
39.3
43.1
48.2
47.2
38
41.3
51.7
29.5
58
44.3
25.4
28.7
63.8
19.1
33.9
28.3
36.1
44.6
24
43.6
50.8
43.4
40.7
33.4
38.1
36.1
43.1
29.3
29.8
48.4
33.2
23.9
40.3
26.4
48.5
44
33.7
24.3
41.1
47.9
38
36.6
40.9
24.3
24
26.1
21.2
33.5
22.5
36.7
23.4
24.2
55.1
29.9
27.4
33
35
39.2
29.7
40.2
24.8
23.6
22
23.9
18.8
29.8
27.6
35.2
31
43.6
17
24.8
29.9
50.3
25.1
28
24.5
39.7
38.6
23.7
52.7
54.6
30.4
40.7
39.3
39.7
35.2
40.9
29.8
35.6
36.4
31.6
23.4
46.4
21.5
33
35.2
38.8
34.9
29.3
38
23.3
32
42.3
38.5
31.6
56.3
16.4
20.5
34.9
10.3
39.1
20.7
32.8
38.9
23.3
27.1
37.1
36.7
34.2
36.4
29.5
22.5
22.8
22.1
37.9
39.3
25
23.2
34.8
33
46.3
41.3
21.6
33.2
35.3
20.6
24.3
29
30.2
50.2
31.8
38.4
23.6
45
35.9
34.7
39.2
35.9
32.7
34.3
28.8
31.3
42.8
32
42.4
24.3
46
31.4
59.1
37.1
38.5
24.6
29
29.1
31.2
35
24.4
37.3
23.2
34.8
34.4
53.4
35.8
29.8
32.3
28.3
34.3
20
29.9
57.3
43.7
37.1
22.3
32.3
31.5
52.3
33
44.6
31.8
29.4
32.1
23.1
27.8
43.5
28.9
40.8
30.7
31.4
30.1
36.2
52.8
21
34.7
34.5
28.4
29.7
40.1
43.3
29
37
29.2
38.2
30
51.4
25.3
21
28.7
52.8
33.3
25.5
42.7
23.4
26.3
25.5
45.6
32.9
23.9
41.7
30.4
26.1
33.5
21.1
24
46.6
32.5
25.4
27.3
37
31.8
32.1
19.4
44.8
35
26
46.5
32
39.4
26
41.2
32.6
33.5
54.5
30.7
39.6
28.7
35.8
27.1
38.1
27.3
32.2
17.6
32.4
49.3
39.8
25.5
39.4
28
33.2
47.3
35.4
29.5
27.3
57.6
52.2
38
34.4
27.9
30.6
16.9
49.9
44.6
34.5
24.2
22
24
37.4
37.2
39.7
16.9
28.8
31.1
32.5
41
18.4
37
41.8
25.9
37.5
23.5
30.3
43.5
43.9
37.5
38.6
43.4
33.5
11.1
39.8
33.6
25
29.1
26.9
28.8
35.9
38
45.5
37.5
34
49.2
28.7
53.5
30.9
28
32.6
44.3
21.7
42.5
20.9
35.8
20.7
43.9
38.6
18
23.9
20
24.1
43.8
24
28.1
35.9
30.1
31.4
21.2
26
49.2
38.7
28
33.7
32.8
27.2
28.7
31.2
16.7
25.4
21.8
45.8
38.2
33.9
28
28.5
28.2
69
40.6
26
28.7
39.7
22.1
36.1
32.1
51.2
39.4
29.9
28.5
37.2
29.7
38.7
31.6
10.3
36.6
50.5
26.6
42.8
24.2
32.7
35
27.2
40.4
16.5
21.1
27.7
30.1
28.8
22.9
29.4
24.6
35.3
27.8
35.9
29.3
35.4
21.8
26.7
26.3
36.2
32.6
26.3
40.8
28.7
28.5
30.1
32.3
X Variable 1
Residuals
X Variable 1 Residual Plot
Top 500
100100
86.671.6
68.870
53.664.1
65.661.6
57.449.7
56.570.5
61.944.8
50.551.9
48.466
5762.4
54.164.7
57.475.7
59.766.7
58.369
53.174.1
52.668.1
54.160.8
43.183.3
43.168.5
60.678.1
38.665.8
38.670.6
36.153.6
38.679.8
43.860.3
39.961.8
5067.5
38.656
46.758.7
39.953.4
46.163.4
29.222.3
39.345.5
31.865.8
41.943.2
40.653.1
37.962
46.154.2
28.260.5
30.939.3
45.558.9
30.950.3
23.158.2
26.354.5
37.249.3
28.253.3
46.763.2
14.647
38.652.6
31.850.1
40.663.1
24.750.2
39.944
26.349.7
16.352.7
25.344.8
37.264.9
35.743.4
32.660.3
28.247.8
41.963
31.835.7
17.946.7
30.152.8
24.244.1
17.949.2
26.363.6
21.953.8
053.2
12.649.5
31.840.4
27.344.1
12.625.9
23.158.1
28.247.6
21.947
30.154.2
21.963.9
30.148
21.948.7
24.247.9
30.151.5
21.942.1
35.751.6
16.336.2
20.635.7
32.655
21.946.1
14.640.3
21.947.3
26.339.3
24.243.1
7.348.2
32.647.2
16.338
14.641.3
25.351.7
21.929.5
20.658
8.944.3
7.325.4
10.328.7
7.363.8
7.319.1
19.333.9
028.3
7.336.1
26.344.6
7.324
10.343.6
21.950.8
21.943.4
7.340.7
12.633.4
14.638.1
036.1
043.1
14.629.3
7.329.8
12.648.4
033.2
7.323.9
16.340.3
16.326.4
19.348.5
12.644
12.633.7
10.324.3
16.341.1
26.347.9
7.338
16.336.6
040.9
7.324.3
10.324
026.1
7.321.2
033.5
7.322.5
7.336.7
7.323.4
7.324.2
19.355.1
029.9
7.327.4
12.633
20.635
16.339.2
10.329.7
24.240.2
024.8
7.323.6
7.322
7.323.9
7.318.8
16.329.8
12.627.6
10.335.2
10.331
19.343.6
7.317
12.624.8
19.329.9
7.350.3
10.325.1
10.328
7.324.5
12.639.7
038.6
10.323.7
16.352.7
054.6
14.630.4
7.340.7
039.3
20.639.7
14.635.2
21.940.9
12.629.8
16.335.6
7.336.4
12.631.6
7.323.4
7.346.4
021.5
12.633
10.335.2
17.938.8
034.9
7.329.3
17.938
14.623.3
10.332
16.342.3
17.938.5
7.331.6
056.3
10.316.4
10.320.5
034.9
010.3
039.1
7.320.7
032.8
7.338.9
10.323.3
10.327.1
24.237.1
10.336.7
12.634.2
33.436.4
7.329.5
7.322.5
7.322.8
022.1
26.337.9
23.139.3
7.325
10.323.2
19.334.8
10.333
10.346.3
12.641.3
7.321.6
12.633.2
10.335.3
020.6
7.324.3
16.329
12.630.2
19.350.2
12.631.8
7.338.4
14.623.6
045
18.635.9
17.934.7
039.2
27.335.9
16.332.7
10.334.3
7.328.8
17.931.3
17.942.8
7.332
12.642.4
7.324.3
23.146
031.4
059.1
12.637.1
038.5
7.324.6
7.329
16.329.1
031.2
23.135
7.324.4
037.3
7.323.2
12.634.8
16.334.4
053.4
035.8
14.629.8
032.3
028.3
16.334.3
10.320
7.329.9
14.657.3
28.243.7
037.1
7.322.3
16.332.3
20.631.5
14.652.3
12.633
16.344.6
7.331.8
7.329.4
12.632.1
7.323.1
027.8
21.943.5
10.328.9
19.340.8
27.330.7
21.931.4
12.630.1
036.2
14.652.8
20.621
16.334.7
034.5
028.4
7.329.7
040.1
7.343.3
12.629
10.337
7.329.2
7.338.2
16.330
16.351.4
10.325.3
12.621
14.628.7
19.352.8
10.333.3
7.325.5
7.342.7
16.323.4
10.326.3
10.325.5
25.345.6
7.332.9
7.323.9
7.341.7
7.330.4
7.326.1
16.333.5
7.321.1
16.324
21.946.6
12.632.5
16.325.4
10.327.3
14.637
031.8
14.632.1
12.619.4
10.344.8
16.335
14.626
7.346.5
032
17.939.4
026
17.941.2
032.6
17.933.5
12.654.5
10.330.7
039.6
10.328.7
035.8
10.327.1
14.638.1
14.627.3
14.632.2
10.317.6
17.932.4
10.349.3
14.639.8
12.625.5
19.339.4
12.628
20.633.2
17.947.3
035.4
7.329.5
027.3
7.357.6
24.252.2
29.238
20.634.4
027.9
7.330.6
10.316.9
7.349.9
044.6
034.5
024.2
7.322
10.324
037.4
20.637.2
20.639.7
016.9
028.8
14.631.1
032.5
041
12.618.4
7.337
7.341.8
7.325.9
12.637.5
7.323.5
10.330.3
043.5
23.143.9
7.337.5
7.338.6
19.343.4
033.5
7.311.1
039.8
10.333.6
7.325
7.329.1
17.926.9
028.8
17.935.9
038
7.345.5
16.337.5
16.334
34.249.2
028.7
10.353.5
7.330.9
028
12.632.6
12.644.3
7.321.7
14.642.5
7.320.9
10.335.8
7.320.7
043.9
7.338.6
10.318
7.323.9
7.320
12.624.1
7.343.8
7.324
14.628.1
16.335.9
12.630.1
031.4
14.621.2
14.626
25.349.2
038.7
7.328
033.7
032.8
7.327.2
028.7
24.231.2
10.316.7
10.325.4
12.621.8
045.8
27.338.2
033.9
16.328
14.628.5
7.328.2
10.369
17.940.6
7.326
7.328.7
16.339.7
16.322.1
036.1
7.332.1
16.351.2
21.939.4
7.329.9
10.328.5
27.337.2
23.129.7
038.7
031.6
010.3
036.6
30.950.5
14.626.6
23.142.8
7.324.2
20.632.7
035
7.327.2
14.640.4
12.616.5
7.321.1
19.327.7
030.1
10.328.8
10.322.9
17.929.4
7.324.6
035.3
12.627.8
10.335.9
7.329.3
7.335.4
7.321.8
12.626.7
12.626.3
7.336.2
7.332.6
10.326.3
24.240.8
12.628.7
14.628.5
14.630.1
10.332.3
Y
Predicted Y
X Variable 1
Y
X Variable 1 Line Fit Plot
Top Amer
World RankInstitution*RegionRegional RankCountryNational RankScore on AlumniScore on AwardScore on HiCiScore on N&SScore on PUBScore on PCPTotal ScoreResidual
1Harvard UnivAmericas1USA110010010010010074.110038.9492462138
2Stanford UnivAmericas2USA24078.786.668.971.666.973.746.2390099418
3Univ California - BerkeleyAmericas3USA36977.168.870.6705371.429.6046304335
5Massachusetts Inst Tech (MIT)Americas4USA47180.665.668.761.653.969.632.5241380151
8Princeton UnivAmericas7USA759.380.461.940.544.859.358.941.0631531781
21Univ Michigan - Ann ArborAmericas18USA1838.4060.641.778.131.444.215.5036766942
14Univ California - San DiegoAmericas12USA1215.83459.75366.747.450.322.9087226977
15Univ PennsylvaniaAmericas13USA1331.734.458.341.36939.249.019.8331432409
13Univ California - Los AngelesAmericas11USA1124.442.857.448.975.73652.414.0521074318
6California Inst TechAmericas5USA552.869.157.466.149.710065.432.9934404222
11Yale UnivAmericas9USA948.543.65755.762.448.754.923.3413277692
7Columbia UnivAmericas6USA672.465.756.552.370.546.662.516.9403740299
12Cornell UnivAmericas10USA1041.551.354.152.364.740.454.118.7657483124
18Univ California - San FranciscoAmericas16USA16036.854.151.560.847.546.621.6069482609
4Univ CambridgeEurope1UK190.391.553.65664.16570.418.7028559968
16Univ Washington - SeattleAmericas14USA1425.731.853.149.574.12848.310.9177279235
17Univ Wisconsin - MadisonAmericas15USA1538.435.552.641.268.128.847.414.7888047675
9Univ ChicagoAmericas8USA867.481.950.539.551.941.357.124.4907122461
28Univ Minnesota - Twin CitiesAmericas21USA2032.216.35034.867.524.440.412.6259124519
10Univ OxfordEurope2UK25957.948.4526645.756.812.1186816628
48Univ California - DavisAmericas37USA350046.731.763.23032.212.4585175234
30Northwestern UnivAmericas23USA2219.418.946.732.858.737.738.115.7368251563
32Duke UnivAmericas25USA2418.6046.142.663.439.837.224.754691343
39Univ Texas - AustinAmericas32USA3019.416.746.126.754.221.333.718.4151327893
42Pennsylvania State Univ - Univ ParkAmericas34USA3212.5045.538.558.924.433.114.3911225949
26Univ Illinois - Urbana ChampaignAmericas20USA1937.136.643.836.160.326.942.911.6712046646
19Tokyo UnivAsia/Pac1Japan132.214.143.151.983.33546.4-5.7845899039
20Johns Hopkins UnivAmericas17USA1745.827.843.148.768.524.845.54.9973996445
62Ohio State Univ - ColumbusAmericas43USA4015.8041.919.86320.329.317.5926197248
36Univ California - Santa BarbaraAmericas29USA27035.341.934.943.235.435.522.2287736699
52Univ Pittsburgh - PittsburghAmericas39USA3722.4040.623.263.128.331.36.4313688041
37Univ Maryland - Coll ParkAmericas30USA2823.12040.630.453.126.134.613.7164968773
27Imperial Coll LondonEurope5UK418.637.439.938.261.839.442.46.6784354536
31New York UnivAmericas24USA2334.124.539.934.453.425.937.412.7979430351
54Rutgers State Univ - New BrunswickAmericas40USA3813.72039.927.94423.830.919.645963424
34Univ Colorado - BoulderAmericas27USA2614.830.839.339.445.530.436.417.953194213
24Univ TorontoAmericas19Canada12519.338.63779.845.843.1-7.7347950782
23Kyoto UnivAsia/Pac2Japan235.433.438.635.870.631.543.5-1.0324772508
22Univ Coll LondonEurope3UK331.232.238.644.365.835.444.02.4643842243
29Washington Univ - St. LouisAmericas22USA2122.42638.643.25640.540.19.6038097361
50Univ Southern CaliforniaAmericas38USA36026.838.624.752.626.732.012.080753281
38Univ North Carolina - Chapel HillAmericas31USA2911.216.337.928.86229.133.94.5327328921
58Univ FloridaAmericas41USA3920.2037.222.764.926.630.41.7200457509
46Univ California - IrvineAmericas36USA34029.437.227.549.332.932.813.0848455452
24Swiss Fed Inst Tech - ZurichEurope4Switzerland135.936.336.138.153.65643.18.8522404737
83Michigan State UnivAmericas50USA4711.2035.722.451.618.525.63.0301377579
59Australian Natl UnivAsia/Pac3Australia115.812.635.730.543.432.230.015.8830711084
101-151Univ IowaAmericas59-77USA55-700034.221.849.221.4-9.0200674164
101-151Univ Massachusetts - AmherstAmericas59-77USA55-7015.8033.420.436.422.43.656055431
60McGill UnivAmericas42Canada325.7032.622.860.334.329.90.4712046646
88Texas A&M Univ - Coll StationAmericas53USA500032.624.55520.925.24.3323225434
95Univ VirginiaAmericas57USA530032.626.347.225.524.410.0147224406
35Univ British ColumbiaAmericas28Canada218.618.931.831.965.838.236.3-4.3356157757
51Karolinska Inst StockholmEurope11Sweden127.427.331.818.350.125.731.67.1020352993
71Brown UnivAmericas46USA4316.813.631.826.640.429.927.9-11.6608570163
62Carnegie Mellon UnivAmericas43USA4031.232.831.811.335.730.929.37.8042200848
101-151Emory UnivAmericas59-77USA55-700030.921.350.523.5-15.3432569134
42Vanderbilt UnivAmericas34USA3218.629.630.923.150.33633.16.0563327379
41Univ Texas Southwestern Med CenterAmericas33USA3121.733.230.931.739.332.133.314.0699736184
77Univ ArizonaAmericas48USA450030.136.554.225.927.5-0.539574998
65Purdue Univ - West LafayetteAmericas45USA4216.816.730.12252.82128.83.8731121433
83Boston UnivAmericas50USA4713.7030.127.551.517.825.69.9092660883
79Univ UtahAmericas49USA46011.530.129.24826.127.1-12.8514414418
152-200Univ WageningenEurope59-79Netherlands6-90029.214.43826.7-3.9204777652
32Rockefeller UnivAmericas25USA2420.258.629.242.222.337.937.211.7128149619
40Univ ManchesterEurope6UK524.418.928.228.360.530.433.6-4.0744978969
47Univ UtrechtEurope9Netherlands127.420.928.228.853.32632.41.1707943159
61Univ BristolEurope16UK79.717.928.228.147.833.529.55.1776147562
76Univ LeidenEurope23Netherlands222.415.528.217.747.628.827.65.3233173176
101-151North Carolina State Univ - RaleighAmericas59-77USA55-700028.217.443.7191.3976657283
73Univ RochesterAmericas47USA4429.68.927.321.644.136.127.76.9731121433
152-200Colorado State UnivAmericas78-99USA71-900027.313.938.222.4-12.6046520991
101-151Oregon State UnivAmericas59-77USA55-7013.7027.324.437.228.2-14.5716366789
101-151Univ California - RiversideAmericas59-77USA55-7014.8027.325.735.927.62.4904349393
101-151Univ California - Santa CruzAmericas59-77USA55-700027.330.330.730.10.9971223377
68Osaka UnivAsia/Pac5Japan311.2026.328.263.628.728.3-5.4934620878
45Univ CopenhagenEurope8Denmark127.424.226.325.454.533.433.0-1.6034210529
55Univ EdinburghEurope13UK620.216.726.332.349.73030.81.8934404222
101-151Univ Illinois - ChicagoAmericas59-77USA55-700026.312.847.921.49.2787015374
101-151Univ GeorgiaAmericas59-77USA55-700026.319.844.617.912.0003939044
92Indiana Univ - BloomingtonAmericas55USA5112.517.926.321.239.318.124.69.4699736184
101-151Univ Hawaii - ManoaAmericas59-77USA55-700026.33137.923.13.4785684955
97Lund UnivEurope33Sweden426.3025.31851.718.624.1-0.5635851924
101-151Mayo Clinic Coll MedAmericas59-77USA55-700025.315.249.226.4-11.6296160328
101-151Georgia Inst TechAmericas59-77USA55-7014.8025.323.645.628.2-0.5169288916
57Tech Univ MunichEurope15Germany241.123.625.318.944.830.630.54.4631531781
53Univ ZurichEurope12Switzerland211.226.824.727.550.232.431.0-0.0708159814
101-151Tel Aviv UnivAsia/Pac9-16Israel2-30024.220.552.228.1-3.8624984112
82Univ NottinghamEurope26UK1013.72024.21647.928.726.51.1047634754
65Hebrew Univ JerusalemAsia/Pac4Israel129.62024.222.944.128.728.83.4350507195
93Arizona State Univ - TempeAmericas56USA52014.124.228.243.118.924.54.6016249506
101-151Swiss Fed Inst Tech - LausanneEurope35-58Switzerland4-50024.217.340.843.3-27.378590161
152-200Univ MiamiAmericas78-99USA71-900024.217.840.223.26.9008042531
101-151Univ WuerzburgEurope35-58Germany7-1122.48.924.214.437.1233.7201787928
152-200Weizmann Inst SciAsia/Pac17-22Israel40024.227.331.222.1-12.094693134
42Univ Paris 06Europe7France136.623.623.127.358.221.333.1-7.49891844
73Univ MelbourneAsia/Pac6Australia213.714.123.119.658.126.727.7-7.4260671593
101-151VU Univ AmsterdamEurope35-58Netherlands3-50023.114.64624.22.1990298164
152-200Iowa State UnivAmericas78-99USA71-900023.111.743.918.2-7.4173392403
152-200Univ Cincinnati - CincinnatiAmericas78-99USA71-900023.111.142.820-15.4458520477
101-151Tufts UnivAmericas59-77USA55-7016.816.723.114.439.3263.4785684955
152-200Univ Med & Dentistry New JerseyAmericas78-99USA71-900023.113.83520.31.9076246934
201-302Univ Texas Health Sci Center - San AntonioAmericas100-136USA91-1140023.18.429.717.7-14.7024673136
79Tohoku UnivAsia/Pac7Japan416.8021.923.263.928.927.16.9319121947
68Univ HelsinkiEurope19Finland116.817.921.920.853.830.128.3-8.2328875996
101-151Univ LeuvenEurope35-58Belgium1-40021.915.650.824.811.0533272549
81King's Coll LondonEurope25UK914.823.121.915.348.728.626.8-1.7780467704
91Univ BirminghamEurope30UK1122.410.921.915.647.32824.8-0.7581288402
77Univ SheffieldEurope24UK820.914.121.925.54729.727.52.4151327893
101-151Tokyo Inst TechAsia/Pac9-16Japan5-714.8021.923.946.630.6-1.2585391889
89McMaster UnivAmericas54Canada414.818.921.914.746.126.425.10.1160865286
152-200Univ Texas M.D. Anderson Cancer CenterAmericas78-99USA71-900021.910.143.522.91.1193580953
101-151Univ GlasgowEurope35-58UK12-1611.2021.915.543.423.411.014034785
83Case Western Reserve UnivAmericas50USA4736.311.521.915.242.131.525.64.3821173691
152-200Virginia TechAmericas78-99USA71-9013.7021.91340.918.25.1261785356
152-200Univ Maryland - BaltimoreAmericas78-99USA71-900021.91439.421.7-14.2802315559
101-151Dartmouth CollAmericas59-77USA55-7021.7021.920.631.428.70.8877067632
97Rice UnivAmericas58USA5419.421.921.919.729.529.324.1-3.6870519962
97Univ SydneyAsia/Pac8Australia317.7020.616.45826.824.1-9.8532158786
152-200Univ Tennessee - KnoxvilleAmericas78-99USA71-9012.5020.619.839.717.85.1990298164
152-200Florida State UnivAmericas78-99USA71-900020.620.639.719.7-4.7581288402
152-200Oregon Health & Sci UnivAmericas78-99USA71-900020.619.237.221.5-4.6489905725
87Univ BaselEurope28Switzerland323.117.120.621.135.734.925.46.3926197248
101-151Univ GenevaEurope35-58Switzerland4-526.3020.622.93523.87.0220862715
201-302Univ HoustonAmericas100-136USA91-1140020.611.134.417.2-3.9802315559
152-200Univ DelawareAmericas78-99USA71-9012.5020.61433.217-3.2068368846
201-302Washington State Univ - PullmanAmericas100-136USA91-1140020.612.932.716.6-16.2472161357
152-200Erasmus UnivEurope59-79Netherlands6-9015.520.65.831.518.41.3379119375
303-401Univ Rhode IslandAmericas137-163USA115-1390020.611.32116.80.7238607082
101-151Univ AlbertaAmericas59-77Canada5-613.7019.319.155.128.67.4591939558
101-151Univ MilanEurope35-58Italy1-320.2019.314.252.820.7-0.248169875
101-151Univ AmsterdamEurope35-58Netherlands3-57.9019.323.650.223.82.9406401137
152-200Univ New South WalesAsia/Pac17-22Australia60019.311.748.522.39.5963016402
152-200Univ SouthamptonEurope59-79UK17-220019.31443.625.56.2699736184
101-151Baylor Coll MedAmericas59-77USA55-700019.330.943.426.1-7.8544469247
201-302Univ WaterlooAmericas100-136Canada7-180019.39.340.821.21.0152658312
101-151Univ FrankfurtEurope35-58Germany7-1135.98.919.31439.424.6-3.0462623964
201-302Mt Sinai Sch MedAmericas100-136USA91-1140019.31634.819.83.2917990273
152-200Univ LeicesterEurope59-79UK17-220019.315.833.929.913.2636965687
201-302State Univ New York - AlbanyAmericas100-136USA91-1140019.35.929.919.55.9293170605
101-151Univ SussexEurope35-58UK12-16022.819.316.527.731.6-16.8300263816
152-200Univ WarwickEurope59-79UK17-220018.615.235.9252.7089887815
67Univ HeidelbergEurope18Germany317.727.217.920.449.229.328.4-6.1423031741
101-151Univ GroningenEurope35-58Netherlands3-502017.917.247.321.9-3.3079236658
64Univ OsloEurope17Norway123.133.417.91746.729.829.0-4.3210211558
101-151Univ LouvainEurope35-58Belgium1-412.513.617.912.442.827.72.3578298678
101-151Univ Western AustraliaAsia/Pac9-16Australia4-515.814.117.910.541.226.7-2.1720470276
152-200Univ Colorado - DenverAmericas78-99USA71-900017.916.740.621.8-13.6245700293
152-200Univ HamburgEurope59-79Germany12-1414.8017.918.839.422.2-2.0991957469
201-302Louisiana State Univ - Baton RougeAmericas100-136USA91-1140017.912.938.816.64.4722914458
152-200State Univ New York - Stony BrookAmericas78-99USA71-900017.924.638.5194.2537376036
101-151Univ MainzEurope35-58Germany7-1108.217.920.43821.84.2968450309
152-200Virginia Commonwealth UnivAmericas78-99USA71-9012.514.117.97.935.918-8.816385501
152-200Univ DurhamEurope59-79UK17-220017.916.934.730.82.690845288
152-200Tech Univ DenmarkEurope59-79Denmark37.912.617.913.533.519.6-2.2448983083
201-302Univ YorkEurope80-124UK23-330017.911.932.427.2-2.7155648035
152-200Univ Texas Health Sci Center - HoustonAmericas78-99USA71-90015.517.918.731.3202.3971223377
201-302Univ Texas Med Branch - GalvestonAmericas100-136USA91-1140017.98.929.416.3-17.2522621392
201-302Rensselaer Polytechnic InstAmericas100-136USA91-11414.8017.913.326.924.9-8.5978316588
55Univ MunichEurope13Germany133.122.916.325.652.731.830.8-10.2920979997
101-151Univ GhentEurope35-58Belgium1-47.915.516.37.752.729.55.4175836586
101-151Nagoya UnivAsia/Pac9-16Japan5-7014.116.320.751.425.40.0863426751
152-200Hokkaido UnivAsia/Pac17-22Japan8-90016.316.251.221.4-14.2802315559
152-200Univ Alabama - BirminghamAmericas78-99USA71-900016.316.344.624.31.2519631668
101-151Univ TuebingenEurope35-58Germany7-1126.3016.320.642.324.54.2781581468
201-302Univ Erlangen NuernbergEurope80-124Germany15-240016.312.541.121.19.3179940073
201-302Univ FlorenceEurope80-124Italy6-70016.311.440.315.99.934363064
201-302State Univ New York - BuffaloAmericas100-136USA91-1140016.310.939.716.8-13.8151544548
201-302Univ LavalAmericas100-136Canada7-180016.311.539.220.36.9736555339
96Univ FreiburgEurope32Germany522.420.916.319.23824.224.20.4170402679
201-302Univ Newcastle-upon-TyneEurope80-124UK23-330016.315.337.523-8.8892367817
152-200Univ Connecticut - StorrsAmericas78-99USA71-9013.7016.312.336.619.39.1017579925
86Stockholm UnivEurope27Sweden326.329.616.319.236.219.725.51.7283633211
201-302Univ ManitobaAmericas100-136Canada7-180016.39.735.918.7-11.2784571192
201-302Queen's UnivAmericas100-136Canada7-180016.314.835.619.34.9971223377
201-302Univ South Carolina - ColumbiaAmericas100-136USA91-1140016.313.83517.2-1.8806419047
152-200Univ Nebraska - LincolnAmericas78-99USA71-9020.9016.315.234.7180.6510094275
201-302Univ SaskatchewanAmericas100-136Canada7-1811.2016.35.834.418.11.6890708512
101-151Univ Strasbourg 1Europe35-58France4-526.322.516.316.134.318.61.4369581982
201-302Univ GuelphAmericas100-136Canada7-180016.312.13418.2-9.0200674164
201-302Hong Kong Univ Sci & TechAsia/Pac23-41China-hk1-30016.3333.523.3-0.8607239744
201-302Umea UnivEurope80-124Sweden5-90016.311.732.713.72.4722914458
152-200Queen Mary, Univ LondonEurope59-79UK17-2221.7016.315.632.325.31.3772044074
201-302Univ LancasterEurope80-124UK23-330016.310.53026.10.1229069689
303-401Univ Central FloridaAmericas137-163USA115-1390016.37.229.814.16.403942778
201-302Chalmers Univ TechEurope80-124Sweden5-90016.311.229.117.71.9804759742
303-401Thomas Jefferson UnivAmericas137-163USA115-1390016.39.12915.92.9424145504
152-200Univ East AngliaEurope59-79UK17-2215.8016.320.52830.9-12.8083340145
201-302London Sch EconomicsEurope80-124UK23-3317.7016.326.429.39.7886605025
303-401Syracuse UnivAmericas137-163USA115-1390016.310.725.414.6-1.3558110128
303-401Univ Coll CorkEurope125-168Ireland2-30016.33.72413.5-1.2118828881
303-401Univ Nebraska - Med CenterAmericas137-163USA115-1390016.37.623.413.6-0.4833700808
303-401Yamaguchi UnivAsia/Pac42-68Japan13-180016.35.322.115.8-13.9159751523
101-151Natl Univ SingaporeAsia/Pac9-16Singapore10014.61357.327.91.3976657283
101-151Univ MontrealAmericas59-77Canada5-613.7014.615.652.826.60.7568761285
101-151Kyushu UnivAsia/Pac9-16Japan5-70014.617.752.321.51.3248144476
49Univ Paris 11Europe10France233.346.214.620.44723.132.1-7.839574998
201-302Chinese Univ Hong KongAsia/Pac23-41China-hk1-30014.66.742.522-9.3450313502
97Univ BonnEurope33Germany617.72014.620.241.324.724.112.2093991302
101-151Univ PisaEurope35-58Italy1-316.823.614.6540.418.7-16.3929186972
90Univ GoettingenEurope29Germany434.52014.616.540.325.624.9-2.9585391889
101-151Technion Israel Inst TechAsia/Pac9-16Israel2-316.823.114.614.639.823.9-2.9187033284
201-302Univ South FloridaAmericas100-136USA91-1140014.69.838.114.310.9207221834
101-151Univ Paris 07Europe35-58France4-516.313.814.621.838.115.5-2.609154712
201-302Univ Autonoma MadridEurope80-124Spain2-30014.612.13719.1-1.4304367303
201-302Dalhousie UnivAmericas100-136Canada7-180014.615.935.2195.1859323264
303-401Univ GenovaEurope125-168Italy8-120014.64.332.213.6-2.6820059927
201-302Univ MarburgEurope80-124Germany15-2415.8014.613.132.118.1-1.4798212072
201-302Univ VictoriaAmericas100-136Canada7-180014.614.131.117.1-5.4708159814
303-401Temple UnivAmericas137-163USA115-1390014.6430.4135.2998505138
303-401Med Univ South CarolinaAmericas137-163USA115-1390014.65.630.115.6-29.2147441061
201-302Univ ReadingEurope80-124UK23-330014.618.629.827.31.6162195705
201-302Univ VermontAmericas100-136USA91-11415.8014.68.329.320.310.4898915487
303-401Kansas State UnivAmericas137-163USA115-1390014.6828.715-0.1503546606
303-401Univ Southern DenmarkEurope125-168Denmark40014.612.728.515.8-12.896057222
303-401Tulane UnivAmericas137-163USA115-1390014.611.828.514.1-28.1668567591
101-151Univ Massachusetts Med SchAmericas59-77USA55-7002014.62528.120.7-11.2204777652
201-302Univ DundeeEurope80-124UK23-330014.614.927.326.2-2.6272982055
201-302Univ MediterraneeEurope80-124France8-140014.616.726.612.6-15.3730007669
303-401Univ BielefeldEurope125-168Germany25-350014.611.92614.8-1.9403956954
201-302Macquarie UnivAsia/Pac23-41Australia7-90014.616.72623.4-11.5725904182
303-401Univ New Hampshire - DurhamAmericas137-163USA115-1390014.612.723.616.72.8211325321
303-401Univ KonstanzEurope125-168Germany25-350014.611.523.313.74.2968450309
303-401Univ Alaska - FairbanksAmericas137-163USA115-1390014.61621.223.3-11.5118828881
101-151Univ QueenslandAsia/Pac9-16Australia4-514.8012.62254.526.3-2.3177495891
71Uppsala UnivEurope21Sweden223.132.212.619.349.52127.914.1686095304
152-200Univ PaduaEurope59-79Italy4-50012.618.448.418.410.1576968259
201-302Univ Hong KongAsia/Pac23-41China-hk1-30012.61144.321.4-9.1993287887
201-302Univ AthensEurope80-124Greece10012.64.94421.29.4523735156
101-151Univ LiverpoolEurope35-58UK12-1620.915.512.619.242.428.62.2718810971
152-200Tsukuba UnivAsia/Pac17-22Japan8-902012.68.941.320.73.2047634754
152-200Univ TurinEurope59-79Italy4-519.4012.611.139.717.75.6379119375
101-151Univ MuensterEurope35-58Germany7-1122.415.512.613.537.521.8-7.1987853981
201-302Univ BochumEurope80-124Germany15-240012.615.237.119.42.0533272549
201-302Univ AberdeenEurope80-124UK23-330012.614.334.8271.6890708512
201-302Yeshiva UnivAmericas100-136USA91-1140012.618.234.220.23.669152921
201-302Kobe UnivAsia/Pac23-41Japan10-120012.613.433.717.19.4261785356
201-302Georgetown UnivAmericas100-136USA91-1140012.68.433.419.410.956055431
201-302Univ AntwerpEurope80-124Belgium5-60012.613.333.225.43.0732451851
201-302Univ DuesseldorfEurope80-124Germany15-240012.610.633177.1660143961
303-401Indian Inst SciAsia/Pac42-68India1-20012.68.23316.74.5695632697
201-302Univ Kansas - LawrenceAmericas100-136USA91-11413.7012.615.73315.41.2576968259
201-302George Washington UnivAmericas100-136USA91-11413.7012.610.232.617.7-9.1806419047
201-302Simon Fraser UnivAmericas100-136Canada7-180012.610.932.516.8-1.2978316588
201-302Univ Montpellier 2Europe80-124France8-1412.5012.61732.117.61.1922093761
201-302Univ Notre DameAmericas100-136USA91-11414.8012.614.431.818.72.9188147047
101-151Univ Libre BruxellesEurope35-58Belgium1-419.418.912.614.331.626.84.8347734127
303-401Univ PalermoEurope125-168Italy8-120012.68.830.212.72.9406401137
303-401Waseda UnivAsia/Pac42-68Japan13-180012.69.330.115.60.8877067632
201-302Univ LausanneEurope80-124Switzerland70012.617.930.120.2-11.3513083999
201-302Univ Bordeaux 1Europe80-124France8-147.9012.610.129.8165.0551016917
201-302Swedish Univ Agr SciEurope80-124Sweden5-90012.6162914.50.3596043046
201-302Tech Univ BerlinEurope80-124Germany15-2420.9012.66.428.716.2-27.9762723336
303-401Niigata UnivAsia/Pac42-68Japan13-180012.632816.7-3.1919649578
303-401Bar Ilan UnivAsia/Pac42-68Israel5-60012.68.727.814.6-17.9956468733
303-401Clemson UnivAmericas137-163USA115-1390012.67.527.613.56.390845288
303-401San Diego State UnivAmericas137-163USA115-1390012.610.526.713-20.6911442604
303-401Univ WollongongAsia/Pac42-68Australia10-140012.67.726.321.3-20.9825493833
73Ecole Normale Super ParisEurope22France353.424.512.617.225.956.227.75.5320452366
402-503Carleton UnivAmericas164-190Canada19-210012.64.825.513.3-3.0313904696
402-503Polytechnic Inst TurinEurope169-210Italy13-220012.6024.813.26.096711989
402-503Med Univ InnsbruckEurope169-210Austria5-70012.66.524.112.9-10.9290726422
303-401Open UnivEurope125-168UK34-380012.615.621.818.2-12.4440776109
402-503Univ Kansas Med CenterAmericas164-190USA140-1590012.652111.50.0265888844
402-503Univ Maryland - Baltimore CountyAmericas164-190USA140-1590012.66.419.414.8-1.8077906239
303-401Univ Montana - MissoulaAmericas137-163USA115-1397.9012.611.918.416.3-6.2665906754
402-503Scuola Normale Super - PisaEurope169-210Italy13-220012.6016.540.9-16.6843238201
101-151Univ Sao PauloAmericas59-77Brazil10010.312.76932.7-13.3331649064
101-151Univ Roma - La SapienzaEurope35-58Italy1-314.815.510.316.353.514.7-9.1077906239
201-302Univ BolognaEurope80-124Italy6-70010.311.249.316.2-2.8874623449
201-302Univ CalgaryAmericas100-136Canada7-180010.313.246.322.73.2189477466
152-200Radboud Univ NijmegenEurope59-79Netherlands6-90010.320.244.822.8-1.8413494348
101-151Univ LeedsEurope35-58UK12-1620.2010.32443.623.911.2713377065
201-302Univ AucklandAsia/Pac23-41New Zealand1-215.8010.316.437190.2320452366
152-200Univ BernEurope59-79Switzerland614.8010.319.836.726.73.6953479009
201-302Univ New Mexico - AlbuquerqueAmericas100-136USA91-1140010.317.535.918.7-18.068498154
152-200Univ Grenoble 1Europe59-79France6-7015.510.317.235.816.2-9.9820059927
201-302Keio UnivAsia/Pac23-41Japan10-120010.312.235.317.83.0732451851
201-302Univ AdelaideAsia/Pac23-41Australia7-917.7010.312.835.224.66.3334093246
152-200Univ Paris 05Europe59-79France6-714.41210.31535.213.54.5302707998
201-302Norwegian Univ Sci & TechEurope80-124Norway216.8010.315.634.318.82.4722914458
201-302Wake Forest UnivAmericas100-136USA91-1140010.39.433.623.5-8.4521290973
201-302Univ OtagoAsia/Pac23-41New Zealand1-20010.310.433.324.2-0.2648162386
303-401Univ TurkuEurope125-168Finland2-30010.37.13316.23.2736555339
201-302Univ Cape TownAfricas1South Africa122.4010.313.832.318.4-31.2545799666
201-302Univ KarlsruheEurope80-124Germany15-245.6010.313.23216.74.2935734641
303-401Texas Tech UnivAmericas137-163USA115-1390010.36.33114.36.2772044074
152-200Univ KielEurope59-79Germany12-1413.715.510.311.630.717.9-2.3775033798
201-302Univ LiegeEurope80-124Belgium5-69.7010.312.830.324.6-7.2716366789
303-401Kanazawa UnivAsia/Pac42-68Japan13-180010.36.729.718.16.9025786899
303-401Univ Oklahoma - NormanAmericas137-163USA115-1390010.31128.912.61.0465068146
303-401Indian Inst Tech - KharagpurAsia/Pac42-68India1-20010.34.828.814.3-17.0485802238
201-302Univ BathEurope80-124UK23-330010.316.728.726.516.7351837614
201-302Univ StuttgartEurope80-124Germany15-2421.7010.38.928.716.2-2.3906008698
303-401Univ TwenteEurope125-168Netherlands10-110010.39.328.516.3-14.4987853981
303-401Massey UnivAsia/Pac42-68New Zealand30010.35.32815.65.7482812514
201-302Univ OregonAmericas100-136USA91-11412.5010.32127.317.6-1.3558110128
303-401Univ FerraraEurope125-168Italy8-120010.35.327.117.23.7289067117
152-200George Mason UnivAmericas78-99USA71-90032.210.35.627.119.3-2.5942827852
303-401Brigham Young Univ - ProvoAmericas137-163USA115-13911.2010.3426.39.9-0.5113394975
303-401Univ NewcastleAsia/Pac42-68Australia10-140010.37.426.319.8-27.1020569649
402-503Brunel UnivEurope169-210UK39-420010.31.525.525.7-0.5146110642
402-503Nagasaki UnivAsia/Pac69-100Japan19-310010.34.425.416.6-12.3860982569
303-401Univ Arkansas - FayettevilleAmericas137-163USA115-1390010.310.925.3140.0681991816
303-401Eotvos Lorand UnivEurope125-168Hungary1-217.7010.310.425.114.65.8234503595
303-401Univ Texas - DallasAmericas137-163USA115-1390010.311.324.319.59.4025786899
402-503Univ TokushimaAsia/Pac69-100Japan19-310010.362416.78.8677888329
402-503Osaka Prefecture UnivAsia/Pac69-100Japan19-310010.35.82412.3-4.561267365
402-503Univ CagliariEurope169-210Italy13-220010.3623.713.15.4922093761
402-503Univ TromsoEurope169-210Norway40010.38.123.312.33.7289067117
303-401Univ Connecticut Health CenterAmericas137-163USA115-1390010.311.123.212.83.3310914972
402-503Kagoshima UnivAsia/Pac69-100Japan19-310010.35.822.913.9-17.1942827852
402-503Univ AkronAmericas164-190USA140-1590010.36.820.511.54.0203118347
402-503New Mexico State Univ - Las CrucesAmericas164-190USA140-1590010.38.92012.51.4342300221
402-503Nara Inst Sci & TechAsia/Pac69-100Japan19-310010.39.71810.5-10.5499443118
303-401State Univ New York Health Sci Center - BrooklynAmericas137-163USA115-139015.510.35.917.612.1-2.6820059927
402-503Michigan Tech UnivAmericas164-190USA140-15911.2010.35.816.915.5-4.2118828881
303-401City Univ New York - City CollAmericas137-163USA115-13935.4010.37.116.715-12.094693134
402-503Univ FribourgEurope169-210Switzerland80010.310.616.416.64.0203118347
201-302Univ Western OntarioAmericas100-136Canada7-18008.914.844.321.918.6826607597
152-200Seoul Natl UnivAsia/Pac17-22South Korea1007.311.563.819.313.3170402679
152-200Natl Taiwan UnivAsia/Pac17-22China-tw113.707.310.357.617.5-3.6159751523
152-200Univ Nacl Autonoma MexicoAmericas78-99Mexico114.807.313.150.324.75.9106301764
152-200Univ BarcelonaEurope59-79Spain1007.315.649.924.3-4.232344209
93Aarhus UnivEurope31Denmark213.718.97.324.548.22724.5-16.0137903668
201-302Yonsei UnivAsia/Pac23-41South Korea2-3007.39.746.516.2-2.0263444661
201-302Monash UnivAsia/Pac23-41Australia7-9007.314.746.420.14.6162195705
201-302Univ Sci & Tech ChinaAsia/Pac23-41China1-6007.39.945.523-8.874364855
101-151Cardiff UnivEurope35-58UK12-16016.37.318.943.824.8-11.0747752037
201-302Univ KentuckyAmericas100-136USA91-11412.507.311.743.317.90.3596043046
303-401Univ Naples Federico IIEurope125-168Italy8-12007.34.742.712.7-0.4571751008
201-302Univ Estadual CampinasAmericas100-136Brazil2007.36.341.819.8-6.688826433
201-302Wayne State UnivAmericas100-136USA91-114007.38.341.719.8-0.7150214129
201-302Univ OttawaAmericas100-136Canada7-18007.315.640.720.410.9958912915
201-302Univ Missouri - ColumbiaAmericas100-136USA91-11411.207.312.340.714.35.2953479009
303-401Univ ValenciaEurope125-168Spain4-6007.37.738.918.53.7437786385
152-200Univ KoelnEurope59-79Germany12-14012.67.319.638.621-7.654036576
303-401Univ ThessalonikiEurope125-168Greece2007.33.138.618.2-10.5368468219
201-302Hiroshima UnivAsia/Pac23-41Japan10-12007.31038.418.72.854691343
201-302Tech Univ AachenEurope80-124Germany15-245.607.38.538.218.40.1591939558
303-401Hong Kong Polytechnic UnivAsia/Pac42-68China-hk4-5007.31.53818.49.2076246934
152-200Univ ViennaEurope59-79Austria118.607.321.937.521.1-7.6358930825
303-401Natl Chiao Tung UnivAsia/Pac42-68China-tw2-4007.34.83721.5-6.4884160843
303-401Ben Gurion UnivAsia/Pac42-68Israel5-6007.311.136.7188.1645172662
303-401Tech Univ DresdenEurope125-168Germany25-35007.37.636.417.44.9492349907
303-401City Univ Hong KongAsia/Pac42-68China-hk4-5007.34.836.218.9-21.5653596292
152-200Delft Univ TechEurope59-79Netherlands6-913.707.323.936.116.612.3800656254
303-401Okayama UnivAsia/Pac42-68Japan13-18007.311.835.418.6-19.8897801723
303-401Univ RegensburgEurope125-168Germany25-35007.35.532.915.7-0.5544469247
201-302Med Univ ViennaEurope80-124Austria212.515.57.36.332.617.7-22.8618107556
303-401Univ UlmEurope125-168Germany25-35007.39.432.115.8-14.046805787
303-401Univ Coll DublinEurope125-168Ireland2-3007.35.43215.32.3578298678
303-401Univ Fed Minas GeraisAmericas137-163Brazil3-4007.36.631.815.31.2338196734
303-401Jagiellonian UnivEurope125-168Poland1-212.507.34.731.615.64.2469171633
303-401Univ GiessenEurope125-168Germany25-35007.35.530.914.8-9.1077906239
402-503Linkoping UnivEurope169-210Sweden10-11007.32.130.612.1-4.0661803266
402-503Auburn UnivAmericas164-190USA140-159007.36.230.412.6-0.7150214129
402-503Nihon UnivAsia/Pac69-100Japan19-31007.3029.914.21.3976657283
303-401Univ Duisburg EssenEurope125-168Germany25-35007.3929.914.8-14.4987853981
402-503Univ ZaragozaEurope169-210Spain7-9007.33.429.814.210.2673784842
402-503Chang Gung UnivAsia/Pac69-100China-tw5-7007.31.529.719.60.4636965687
303-401Univ OuluEurope125-168Finland2-3007.37.229.514.43.5963016402
201-302Univ St AndrewsEurope80-124UK23-3312.507.321.529.531.6-3.5431238715
201-302Univ Halle - WittenbergEurope80-124Germany15-245.68.97.31229.415.61.1922093761
303-401Univ SurreyEurope125-168UK34-38007.3529.322.54.3976657283
201-302Trinity Coll DublinEurope80-124Ireland113.714.17.39.129.316.5-19.5983750494
303-401Tech Univ DarmstadtEurope125-168Germany25-3517.707.37.929.215.50.2139017431
402-503Univ PerugiaEurope169-210Italy13-22007.34.929.114.6-8.5829597321
303-401Univ Polytechnic ValenciaEurope125-168Spain4-6007.38.52914.32.0102198277
303-401Pohang Univ Sci & TechAsia/Pac42-68South Korea4-7007.37.528.827.62.3994401651
402-503Univ Cattolica - Sacro CuoreEurope169-210Italy13-22007.3528.714-13.6974213101
402-503Univ ParmaEurope169-210Italy13-22007.36.428.214.3-13.3331649064
402-503Univ Rennes 1Europe169-210France18-23007.39.72810.5-11.7304367303
402-503Med Coll WisconsinAmericas164-190USA140-159007.3727.413.47.3396863743
402-503Osaka City UnivAsia/Pac69-100Japan19-31007.36.427.213.3-12.0069699265
303-401Tokyo Med & Dental UnivAsia/Pac42-68Japan13-18007.38.527.224.2-16.3929186972
201-302Ecole PolytechniqueEurope80-124France8-1420.207.311.826.120.5-0.8214315045
402-503Univ KuopioEurope169-210Finland4-6007.35.52612.7-13.6245700293
303-401Univ TasmaniaAsia/Pac42-68Australia10-14007.38.525.922.8-7.1408060442
402-503Gifu UnivAsia/Pac69-100Japan19-31007.36.925.516.7-0.3142007155
402-503Univ SherbrookeAmericas164-190Canada19-21007.39.425.412.917.1017579925
402-503Univ HannoverEurope169-210Germany36-40007.36.22512.33.3646503081
303-401St.Louis UnivAmericas137-163USA115-139012.67.34.62516.1-8.5249803781
402-503Pontificia Univ CatolicaAmericas164-190Chile1-2007.39.124.612.52.0170402679
402-503Tokyo Univ Agr & TechAsia/Pac69-100Japan19-31007.35.824.620.7-17.4128366274
402-503Univ Bordeaux 2Europe169-210France18-23007.38.524.511.75.6379119375
402-503Mississippi State UnivAmericas164-190USA140-159007.36.424.412.31.7021683412
402-503Med Coll GeorgiaAmericas164-190USA140-159007.36.524.3128.9727017945
402-503Northeastern UnivAmericas164-190USA140-159007.36.924.312.43.0152658312
402-503Univ Tennessee Health Sci CenterAmericas164-190USA140-159007.36.224.3122.2121273063
303-401Univ Nevada - RenoAmericas137-163USA115-139007.31524.215.47.5302707998
303-401Univ BayreuthEurope125-168Germany25-35007.314.224.213.3-15.8829597321
402-503Univ WyomingAmericas164-190USA140-159007.311.42414.911.9998505138
402-503Tokyo Metropolitan UnivAsia/Pac69-100Japan19-31007.38.32412.1-11.0747752037
402-503Univ KwaZulu-NatalAfricas3South Africa3007.311.323.912.610.1035324293
303-401Univ SzegedEurope125-168Hungary1-2015.57.36.823.913.96.7143120918
303-401Tech Univ BraunschweigEurope125-168Germany25-3514.807.37.623.913-0.6626314531
402-503Utah State UnivAmericas164-190USA140-159007.310.223.913.5-10.5499443118
402-503Univ DortmundEurope169-210Germany36-40007.37.123.611.86.8433682898
402-503Gunma UnivAsia/Pac69-100Japan19-31007.37.323.517.2-7.2136573249
402-503Ehime UnivAsia/Pac69-100Japan19-31007.38.723.4157.7021683412
402-503Univ JyvaskylaEurope169-210Finland4-6007.3723.411.74.690845288
402-503Univ CanterburyAsia/Pac69-100New Zealand4-5007.37.323.2171.6890708512
402-503La Trobe UnivAsia/Pac69-100Australia15007.39.523.116.31.1791118861
402-503Univ GreifswaldEurope169-210Germany36-4008.97.35.322.8123.5234503595
303-401Flinders Univ South AustraliaAsia/Pac42-68Australia10-1417.707.36.122.520.88.2139017431
402-503Boston CollAmericas164-190USA140-159007.3922.513.43.5469171633
402-503Univ Wales - SwanseaEurope169-210UK39-42007.3722.319.51.3795222348
402-503Montana State Univ - BozemanAmericas164-190USA140-159007.3102211.66.7158092218
402-503Univ Aix Marseille 1Europe169-210France18-237.907.310.12210.4-4.5214315045
303-401James Cook Univ North QueenslandAsia/Pac42-68Australia10-14007.31421.821.4-20.1811852953
402-503Univ NiceEurope169-210France18-23007.31321.79.9-9.2386212586
402-503Univ Lille 1Europe169-210France18-23007.31021.69.13.1125376551
402-503Univ IdahoAmericas164-190USA140-159007.3821.213.48.5189477466
402-503Cranfield UnivEurope169-210UK39-42007.3721.120-0.9517187486
303-401Univ EssexEurope125-168UK34-3815.807.37.321.122-16.7571751008
303-401Royal Holloway, Univ LondonEurope125-168UK34-38007.314.520.921.9-9.6626314531
402-503Ecole Normale Super LyonEurope169-210France18-23007.39.320.720.13.8746092732
402-503Med Univ GrazEurope169-210Austria5-7010.97.33.720.711.4-10.1277085542
402-503Univ Maine - OronoAmericas164-190USA140-159007.39.92013.9-10.8594929282
201-302Brandeis UnivAmericas100-136USA91-11422.407.320.219.124.113.2709273578
402-503Southern Methodist UnivAmericas164-190USA140-15913.707.35.618.813.46.5121273063
402-503Univ HertfordshireEurope169-210UK39-42007.310.51721.26.2451427265
303-401Univ Paris 09Europe125-168France15-17026.87.3011.120.1-8.0878726937
201-302Zhejiang UnivAsia/Pac23-41China1-60008.859.1172.0830711084
201-302Tsinghua UnivAsia/Pac23-41China1-612.5009.456.318.14.1478709027
201-302Peking UnivAsia/Pac23-41China1-600011.754.616.35.4044861686
201-302Shanghai Jiao Tong UnivAsia/Pac23-41China1-60009.153.417.41.6527838643
70Moscow State UnivEurope20Russia149.134.208.353.233.428.1-26.9563544034
303-401Natl Cheng Kung UnivAsia/Pac42-68China-tw2-40001.545.818.2-12.6046520991
303-401Fudan UnivAsia/Pac42-68China70006.54515.92.7089887815
303-401Nanyang Tech UnivAsia/Pac42-68Singapore20003.244.620.6-4.2847341688
303-401Korea UnivAsia/Pac42-68South Korea4-7000543.917.4-10.2920979997
201-302Nanjing UnivAsia/Pac23-41China1-600012.743.517.2-7.3649492805
201-302Charles Univ PragueEurope80-124Czech113.70012.443.118.410.6162195705
303-401Sungkyunkwan UnivAsia/Pac42-68South Korea4-700074116-5.829482991
201-302Univ Lyon 1Europe80-124France8-1413.70016.840.913.78.9872964144
402-503Sichuan UnivAsia/Pac69-100China8-18000040.111.50.3596043046
201-302Univ Complutense - MadridEurope80-124Spain2-317.7009.439.819.7-8.2187033284
303-401Univ Autonoma BarcelonaEurope125-168Spain4-60005.839.618.4-2.3906008698
402-503Shandong UnivAsia/Pac69-100China8-180002.139.311.25.2406401137
303-401Univ Fed Rio de JaneiroAmericas137-163Brazil3-400010.139.218.62.6025786899
402-503Jilin UnivAsia/Pac69-100China8-180003.739.110.93.8803429323
402-503Zhongshan UnivAsia/Pac69-100China8-180003.638.713.1-11.7006928768
303-401Indiana Univ - Purdue Univ - IndianapolisAmericas137-163USA115-1390007.338.712.1-14.7753185943
402-503Harbin Inst TechAsia/Pac69-100China8-18000038.611.65.6088557396
201-302Gothenburg UnivEurope80-124Sweden5-9015.5013.838.513.22.0533272549