Appendix D: Results of the Grid@CLEF Track

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Results of the GRID@CLEF Track

Prepared by:

Giorgio Maria Di Nunzio and Nicola Ferro

{dinunzio, ferro}@dei.unipd.it

Department of Information Engineering University of Padua

Italy

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The following pages contain the results and graphs for all the experiments that have been officially submitted to the CLEF 2007 campaign for the GRID@CLEF track.

This document is divided in three main parts:

List of submitted experiments Track overview results and graphs Individual experiment results and graphs

1. List of Submitted Experiments

This section gives a listing of all experiments and their characteristics:

2. Track Overview Results and Graphs

For each track/task graphs and tables are shown in order to compare the experiments.

The graphs and tables contain the following information:

Best experiments of at most top five participants Interpolated recall vs precision averages plot Average precision comparison to median plot All experiments

Average precision box plot Average precision Tukey t-test plot

Best experiments of at most top five participants Document cutoff levels (DCL) vs precision at DCL plot R-Precision comparison to median plot

All experiments R-Precision box plot R-Precision Tukey t-test plot

A table with descriptive statistics of performance figures for each topic Min: The minimum of a set of observations

1st Q: The first quartile of a set of observations

2nd Q: The second quartile (median) of a set of observations 3rd Q: The third quartile of a set of observations

Max: The maximum of a set of observations Mean: The arithmetic mean of a set of observations Std: The standard deviation of a set of observations

IQR: Interquartile range, the difference between the 3rd and 1st quartiles

Range: The difference between the maximum and the minimum of a set of observations C.Var: Coefficient of variation, the spread of a set of data as a proportion of its mean Geom.: The geometric mean of a set of observations

Harm.: The harmonic mean of a set of observations

MAO: The mean of absolute deviation of the values in a set of observations

LOT: The lower threshold below which values of a set of observations are considered outliers UOT: The upper threshold below which values of a set of observations are considered outliers MNO: Mean without outliers, the arithmetic mean of a set of observations without outliers SNO: Std without outliers, the standard deviation a set of observations without outliers Participant: name of the participant who submitted the experiment.

Country: country of the participant.

Expeirment DOI: Digital Object Identifier (DOI) for each experiment.

Task: track/task to which the experiment belongs.

Lang.: language of the topics used to create the experiment (ISO identifiers for language).

Fields: identifies the parts of the topics used to create the experiment (T = title, D = Description, N = Narrative).

Constr.: identifies how the query has been constructed from topic fields (manual/automatic).

Pool: specifies if experiment was used for relevance assessment pooling.

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Overall statistics and information

Interpolated recall vs precision averages plot Average precision statistics and box plot Average precision comparison to median plot Document cutoff levels vs precision at DCL plot R-Precision statistics and box plot

R-Precision comparison to median plot

Topics are identified with DOIs, as well as the experiments. The prefix for the DOI of a topic is 10.2452. The following example

shows how to build the DOI for a topic given its number: for topic 200-AH, the corresponding DOI is 10.2452/200-AH

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CLEF2009.CHEMNITZ.CUT_GRID_MONO_EN_LUCENE _KROVETZ

chemnitz Germany 10.2415/GRIDCLEF-MONO-EN-

CLEF2009.CHEMNITZ.CUT_GRID_MONO_EN_LUCENE _PORTER

GRIDCLEF-MONO-EN-CLEF2009 en TD AUTOMATIC no

CLEF2009.CHEMNITZ.CUT_GRID_MONO_EN_MERGED _LUCENE_TERRIER

CLEF2009.CHEMNITZ.CUT_GRID_MONO_EN_TERRIE R_KROVETZ

CLEF2009.CHEMNITZ.CUT_GRID_MONO_EN_TERRIE R_PORTER

cheshire United States 10.2415/GRIDCLEF-MONO-EN-

CLEF2009.CHESHIRE.CHESHIRE_GRID_ENG_T2FB

GRIDCLEF-MONO-EN-CLEF2009 en TD AUTOMATIC no chemnitz Germany 10.2415/GRIDCLEF-MONO-DE-

CLEF2009.CHEMNITZ.CUT_GRID_MONO_DE_LUCENE _PGDEC

GRIDCLEF-MONO-DE-CLEF2009 de TD AUTOMATIC no

chemnitz Germany 10.2415/GRIDCLEF-MONO-DE-

CLEF2009.CHEMNITZ.CUT_GRID_MONO_DE_LUCENE _PORTER

CLEF2009.CHEMNITZ.CUT_GRID_MONO_DE_MERGED _LUCENE_TERRIER

CLEF2009.CHEMNITZ.CUT_GRID_MONO_DE_TERRIE R_PGDEC

CLEF2009.CHEMNITZ.CUT_GRID_MONO_DE_TERRIE R_PORTER

cheshire United States 10.2415/GRIDCLEF-MONO-DE-

CLEF2009.CHESHIRE.CHESHIRE_GRID_GER_T2FB

GRIDCLEF-MONO-DE-CLEF2009 de TD AUTOMATIC no chemnitz Germany 10.2415/GRIDCLEF-MONO-FR-

CLEF2009.CHEMNITZ.CUT_GRID_MONO_FR_LUCENE _PORTER

GRIDCLEF-MONO-FR-CLEF2009 fr TD AUTOMATIC no

chemnitz Germany 10.2415/GRIDCLEF-MONO-FR-

CLEF2009.CHEMNITZ.CUT_GRID_MONO_FR_LUCENE _SAVOY

CLEF2009.CHEMNITZ.CUT_GRID_MONO_FR_MERGED _LUCENE_TERRIER

CLEF2009.CHEMNITZ.CUT_GRID_MONO_FR_TERRIE R_PORTER

CLEF2009.CHEMNITZ.CUT_GRID_MONO_FR_TERRIE R_SAVOY

cheshire United States 10.2415/GRIDCLEF-MONO-FR-

CLEF2009.CHESHIRE.CHESHIRE_GRID_FRE_T2FB

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0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%

0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

Recall

Precision

Grid@CLEF 2009 Monolingual English Top 5 Participants − Standard Recall Levels vs Mean Interpolated Precision

chemnitz [Experiment CUT_GRID_MONO_EN_MERGED_LUCENE_TERRIER; MAP 54.46%; Not Pooled]

cheshire [Experiment CHESHIRE_GRID_ENG_T2FB; MAP 53.13%; Not Pooled]

100−AH102−AH103−AH104−AH105−AH106−AH107−AH108−AH109−AH111−AH112−AH113−AH114−AH115−AH116−AH119−AH121−AH122−AH123−AH124−AH125−AH126−AH128−AH129−AH130−AH

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−0.5 0 0.5 1

Topic Identifier

Difference

Grid@CLEF 2009 Monolingual English Top 5 Participants − Comparison to Median Average Precision by Topic (Topics 100−AH to 130−AH)

chemnitz [Experiment CUT_GRID_MONO_EN_MERGED_LUCENE_TERRIER; MAP 54.46%; Not Pooled]

cheshire [Experiment CHESHIRE_GRID_ENG_T2FB; MAP 53.13%; Not Pooled]

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−0.5 0 0.5 1

Topic Identifier

Difference

Grid@CLEF 2009 Monolingual English Top 5 Participants − Comparison to Median Average Precision by Topic (Topics 131−AH to 62−AH

0 0.5 1

Difference

Grid@CLEF 2009 Monolingual English Top 5 Participants − Comparison to Median Average Precision by Topic (Topics 63−AH

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0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%

chemnitz [Experiment CUT_GRID_MONO_EN_TERRIER_KROVETZ; MAP 48.59%; Not Pooled]

chemnitz [Experiment CUT_GRID_MONO_EN_TERRIER_PORTER; MAP 49.26%; Not Pooled]

chemnitz [Experiment CUT_GRID_MONO_EN_LUCENE_KROVETZ; MAP 49.37%; Not Pooled]

chemnitz [Experiment CUT_GRID_MONO_EN_LUCENE_PORTER; MAP 50.67%; Not Pooled]

Average Precision

Experiments

Grid@CLEF 2009 Monolingual English − Box Plot of the Topics

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0.7 0.75 0.8 0.85 0.9 0.95 CUT_GRID_MONO_EN_TERRIER_KROVETZ

CUT_GRID_MONO_EN_TERRIER_PORTER CUT_GRID_MONO_EN_LUCENE_KROVETZ CUT_GRID_MONO_EN_LUCENE_PORTER CHESHIRE_GRID_ENG_T2FB CUT_GRID_MONO_EN_MERGED_LUCENE_TERRIER

Grid@CLEF 2009 Monolingual English − Tukey T test with "top group" highlighted

arcsin(sqrt(Average Precsion))

Experiments

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5 10 15 20 30 100 200 500 1000 0%

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30%

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50%

60%

70%

80%

90%

100%

Retrieved Documents (logarithmic scale)

Precision

Grid@CLEF 2009 Monolingual English Top 5 Participants − Retrieved documents vs Mean Precision

chemnitz [Experiment CUT_GRID_MONO_EN_MERGED_LUCENE_TERRIER; R−Prec 49.19%; Not Pooled]

cheshire [Experiment CHESHIRE_GRID_ENG_T2FB; R−Prec 49.83%; Not Pooled]

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−0.5 0 0.5 1

Topic Identifier

Difference

Grid@CLEF 2009 Monolingual English Top 5 Participants − Comparison to Median R−Precision by Topic (Topics 100−AH to 130−AH)

chemnitz [Experiment CUT_GRID_MONO_EN_MERGED_LUCENE_TERRIER; R−Prec 49.19%; Not Pooled]

cheshire [Experiment CHESHIRE_GRID_ENG_T2FB; R−Prec 49.83%; Not Pooled]

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−0.5 0 0.5 1

Topic Identifier

Difference

Grid@CLEF 2009 Monolingual English Top 5 Participants − Comparison to Median R−Precision by Topic (Topics 131−AH to 62−AH

0 0.5 1

Difference

Grid@CLEF 2009 Monolingual English Top 5 Participants − Comparison to Median R−Precision by Topic (Topics 63−AH

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0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%

chemnitz [Experiment CUT_GRID_MONO_EN_TERRIER_PORTER; R−Prec 43.76%; Not Pooled]

chemnitz [Experiment CUT_GRID_MONO_EN_TERRIER_KROVETZ; R−Prec 43.85%; Not Pooled]

chemnitz [Experiment CUT_GRID_MONO_EN_LUCENE_KROVETZ; R−Prec 45.55%; Not Pooled]

chemnitz [Experiment CUT_GRID_MONO_EN_LUCENE_PORTER; R−Prec 45.67%; Not Pooled]

R−Precision

Experiments

Grid@CLEF 2009 Monolingual English − Box Plot of the Topics

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0.65 0.7 0.75 0.8 0.85 CUT_GRID_MONO_EN_TERRIER_PORTER

CUT_GRID_MONO_EN_TERRIER_KROVETZ CUT_GRID_MONO_EN_LUCENE_PORTER CUT_GRID_MONO_EN_LUCENE_KROVETZ CUT_GRID_MONO_EN_MERGED_LUCENE_TERRIER CHESHIRE_GRID_ENG_T2FB

Grid@CLEF 2009 Monolingual English − Tukey T test with "top group" highlighted

arcsin(sqrt(R−Precision))

Experiments

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Topic Min 1st Q 2nd Q 3rd Q Max Mean Std IQR Range C.Var Geom. Harm. MAD LOT UOT MNO SNO 100-AH 13.00 14.00 14.00 14.00 14.00 13.83 0.41 0.00 1.00 0.03 13.83 13.82 0.28 14.00 14.00 14.00 0.00 102-AH 21.00 21.00 21.00 21.00 21.00 21.00 0.00 0.00 0.00 0.00 21.00 21.00 0.00 21.00 21.00 21.00 0.00 103-AH 10.00 10.00 10.00 10.00 10.00 10.00 0.00 0.00 0.00 0.00 10.00 10.00 0.00 10.00 10.00 10.00 0.00 104-AH 18.00 18.00 18.00 18.00 18.00 18.00 0.00 0.00 0.00 0.00 18.00 18.00 0.00 18.00 18.00 18.00 0.00 105-AH 49.00 49.00 50.00 50.00 50.00 49.67 0.52 1.00 1.00 0.01 49.66 49.66 0.44 49.00 50.00 49.67 0.52

106-AH 7.00 7.00 7.00 7.00 7.00 7.00 0.00 0.00 0.00 0.00 7.00 7.00 0.00 7.00 7.00 7.00 0.00

107-AH 30.00 31.00 31.00 31.00 31.00 30.83 0.41 0.00 1.00 0.01 30.83 30.83 0.28 31.00 31.00 31.00 0.00 108-AH 18.00 18.00 18.00 18.00 18.00 18.00 0.00 0.00 0.00 0.00 18.00 18.00 0.00 18.00 18.00 18.00 0.00 109-AH 25.00 25.00 25.50 27.00 27.00 25.83 0.98 2.00 2.00 0.04 25.82 25.80 0.83 25.00 27.00 25.83 0.98 111-AH 19.00 20.00 20.00 20.00 20.00 19.83 0.41 0.00 1.00 0.02 19.83 19.83 0.28 20.00 20.00 20.00 0.00 112-AH 10.00 10.00 10.00 10.00 10.00 10.00 0.00 0.00 0.00 0.00 10.00 10.00 0.00 10.00 10.00 10.00 0.00

113-AH 8.00 8.00 8.00 8.00 8.00 8.00 0.00 0.00 0.00 0.00 8.00 8.00 0.00 8.00 8.00 8.00 0.00

114-AH 7.00 7.00 7.00 7.00 7.00 7.00 0.00 0.00 0.00 0.00 7.00 7.00 0.00 7.00 7.00 7.00 0.00

115-AH 21.00 22.00 22.50 23.00 24.00 22.50 1.05 1.00 3.00 0.05 22.48 22.46 0.83 21.00 24.00 22.50 1.05 116-AH 11.00 11.00 11.00 11.00 11.00 11.00 0.00 0.00 0.00 0.00 11.00 11.00 0.00 11.00 11.00 11.00 0.00 119-AH 56.00 56.00 56.00 56.00 56.00 56.00 0.00 0.00 0.00 0.00 56.00 56.00 0.00 56.00 56.00 56.00 0.00 121-AH 13.00 13.00 13.00 13.00 13.00 13.00 0.00 0.00 0.00 0.00 13.00 13.00 0.00 13.00 13.00 13.00 0.00 122-AH 26.00 26.00 26.00 26.00 27.00 26.17 0.41 0.00 1.00 0.02 26.16 26.16 0.28 26.00 26.00 26.00 0.00 123-AH 19.00 19.00 19.00 19.00 19.00 19.00 0.00 0.00 0.00 0.00 19.00 19.00 0.00 19.00 19.00 19.00 0.00 124-AH 29.00 30.00 32.00 32.00 32.00 31.17 1.33 2.00 3.00 0.04 31.14 31.12 1.11 29.00 32.00 31.17 1.33

125-AH 4.00 4.00 4.00 4.00 4.00 4.00 0.00 0.00 0.00 0.00 4.00 4.00 0.00 4.00 4.00 4.00 0.00

126-AH 3.00 3.00 3.00 3.00 3.00 3.00 0.00 0.00 0.00 0.00 3.00 3.00 0.00 3.00 3.00 3.00 0.00

128-AH 3.00 3.00 4.00 5.00 6.00 4.17 1.33 2.00 3.00 0.32 3.99 3.83 1.17 3.00 6.00 4.17 1.33

129-AH 9.00 9.00 9.00 9.00 9.00 9.00 0.00 0.00 0.00 0.00 9.00 9.00 0.00 9.00 9.00 9.00 0.00

130-AH 63.00 63.00 63.00 63.00 63.00 63.00 0.00 0.00 0.00 0.00 63.00 63.00 0.00 63.00 63.00 63.00 0.00 131-AH 40.00 40.00 40.00 40.00 40.00 40.00 0.00 0.00 0.00 0.00 40.00 40.00 0.00 40.00 40.00 40.00 0.00 133-AH 10.00 10.00 10.00 10.00 10.00 10.00 0.00 0.00 0.00 0.00 10.00 10.00 0.00 10.00 10.00 10.00 0.00

134-AH 4.00 4.00 4.00 4.00 4.00 4.00 0.00 0.00 0.00 0.00 4.00 4.00 0.00 4.00 4.00 4.00 0.00

135-AH 5.00 5.00 5.00 5.00 5.00 5.00 0.00 0.00 0.00 0.00 5.00 5.00 0.00 5.00 5.00 5.00 0.00

136-AH 1.00 1.00 1.00 1.00 1.00 1.00 0.00 0.00 0.00 0.00 1.00 1.00 0.00 1.00 1.00 1.00 0.00

137-AH 2.00 2.00 2.00 2.00 2.00 2.00 0.00 0.00 0.00 0.00 2.00 2.00 0.00 2.00 2.00 2.00 0.00

138-AH 8.00 8.00 8.00 8.00 8.00 8.00 0.00 0.00 0.00 0.00 8.00 8.00 0.00 8.00 8.00 8.00 0.00

139-AH 3.00 3.00 3.00 3.00 3.00 3.00 0.00 0.00 0.00 0.00 3.00 3.00 0.00 3.00 3.00 3.00 0.00

140-AH 65.00 67.00 68.50 69.00 69.00 67.83 1.60 2.00 4.00 0.02 67.82 67.80 1.22 65.00 69.00 67.83 1.60

41-AH 8.00 8.00 8.00 8.00 8.00 8.00 0.00 0.00 0.00 0.00 8.00 8.00 0.00 8.00 8.00 8.00 0.00

42-AH 51.00 51.00 51.00 51.00 51.00 51.00 0.00 0.00 0.00 0.00 51.00 51.00 0.00 51.00 51.00 51.00 0.00 45-AH 33.00 33.00 33.00 33.00 33.00 33.00 0.00 0.00 0.00 0.00 33.00 33.00 0.00 33.00 33.00 33.00 0.00

46-AH 9.00 9.00 9.00 9.00 9.00 9.00 0.00 0.00 0.00 0.00 9.00 9.00 0.00 9.00 9.00 9.00 0.00

47-AH 41.00 41.00 41.00 41.00 41.00 41.00 0.00 0.00 0.00 0.00 41.00 41.00 0.00 41.00 41.00 41.00 0.00 48-AH 33.00 33.00 33.00 33.00 33.00 33.00 0.00 0.00 0.00 0.00 33.00 33.00 0.00 33.00 33.00 33.00 0.00 49-AH 14.00 14.00 14.00 14.00 14.00 14.00 0.00 0.00 0.00 0.00 14.00 14.00 0.00 14.00 14.00 14.00 0.00 50-AH 106.00 106.00 106.00 106.00 106.00 106.00 0.00 0.00 0.00 0.00 106.00 106.00 0.00 106.00 106.00 106.00 0.00

51-AH 6.00 6.00 6.00 6.00 6.00 6.00 0.00 0.00 0.00 0.00 6.00 6.00 0.00 6.00 6.00 6.00 0.00

53-AH 36.00 36.00 36.00 36.00 36.00 36.00 0.00 0.00 0.00 0.00 36.00 36.00 0.00 36.00 36.00 36.00 0.00

55-AH 3.00 3.00 3.00 3.00 3.00 3.00 0.00 0.00 0.00 0.00 3.00 3.00 0.00 3.00 3.00 3.00 0.00

56-AH 3.00 6.00 7.00 8.00 8.00 6.50 1.87 2.00 5.00 0.29 6.19 5.79 1.33 3.00 8.00 6.50 1.87

58-AH 48.00 49.00 51.00 53.00 53.00 50.83 2.40 4.00 5.00 0.05 50.79 50.74 2.17 48.00 53.00 50.83 2.40

59-AH 1.00 1.00 1.00 1.00 1.00 1.00 0.00 0.00 0.00 0.00 1.00 1.00 0.00 1.00 1.00 1.00 0.00

61-AH 5.00 5.00 5.00 5.00 5.00 5.00 0.00 0.00 0.00 0.00 5.00 5.00 0.00 5.00 5.00 5.00 0.00

62-AH 1.00 1.00 1.00 1.00 1.00 1.00 0.00 0.00 0.00 0.00 1.00 1.00 0.00 1.00 1.00 1.00 0.00

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63-AH 1.00 1.00 1.00 1.00 1.00 1.00 0.00 0.00 0.00 0.00 1.00 1.00 0.00 1.00 1.00 1.00 0.00 65-AH 12.00 14.00 14.00 15.00 15.00 14.00 1.10 1.00 3.00 0.08 13.96 13.92 0.67 14.00 15.00 14.40 0.55 66-AH 11.00 11.00 11.00 11.00 11.00 11.00 0.00 0.00 0.00 0.00 11.00 11.00 0.00 11.00 11.00 11.00 0.00

67-AH 2.00 2.00 2.00 2.00 2.00 2.00 0.00 0.00 0.00 0.00 2.00 2.00 0.00 2.00 2.00 2.00 0.00

68-AH 7.00 7.00 7.00 7.00 7.00 7.00 0.00 0.00 0.00 0.00 7.00 7.00 0.00 7.00 7.00 7.00 0.00

69-AH 8.00 8.00 8.00 8.00 8.00 8.00 0.00 0.00 0.00 0.00 8.00 8.00 0.00 8.00 8.00 8.00 0.00

70-AH 33.00 33.00 33.00 33.00 33.00 33.00 0.00 0.00 0.00 0.00 33.00 33.00 0.00 33.00 33.00 33.00 0.00 71-AH 17.00 17.00 18.00 18.00 19.00 17.83 0.75 1.00 2.00 0.04 17.82 17.81 0.56 17.00 19.00 17.83 0.75

72-AH 8.00 8.00 8.00 8.00 8.00 8.00 0.00 0.00 0.00 0.00 8.00 8.00 0.00 8.00 8.00 8.00 0.00

73-AH 1.00 1.00 1.00 1.00 1.00 1.00 0.00 0.00 0.00 0.00 1.00 1.00 0.00 1.00 1.00 1.00 0.00

74-AH 2.00 2.00 2.00 2.00 2.00 2.00 0.00 0.00 0.00 0.00 2.00 2.00 0.00 2.00 2.00 2.00 0.00

75-AH 1.00 1.00 1.00 1.00 1.00 1.00 0.00 0.00 0.00 0.00 1.00 1.00 0.00 1.00 1.00 1.00 0.00

76-AH 36.00 36.00 36.00 36.00 36.00 36.00 0.00 0.00 0.00 0.00 36.00 36.00 0.00 36.00 36.00 36.00 0.00 77-AH 2.00 10.00 16.50 21.00 32.00 16.33 10.13 11.00 30.00 0.62 12.41 7.50 7.00 2.00 32.00 16.33 10.13

78-AH 1.00 1.00 1.00 1.00 1.00 1.00 0.00 0.00 0.00 0.00 1.00 1.00 0.00 1.00 1.00 1.00 0.00

79-AH 1.00 1.00 1.00 1.00 1.00 1.00 0.00 0.00 0.00 0.00 1.00 1.00 0.00 1.00 1.00 1.00 0.00

80-AH 55.00 55.00 55.00 56.00 56.00 55.33 0.52 1.00 1.00 0.01 55.33 55.33 0.44 55.00 56.00 55.33 0.52

81-AH 8.00 8.00 8.00 8.00 8.00 8.00 0.00 0.00 0.00 0.00 8.00 8.00 0.00 8.00 8.00 8.00 0.00

82-AH 10.00 10.00 10.00 10.00 10.00 10.00 0.00 0.00 0.00 0.00 10.00 10.00 0.00 10.00 10.00 10.00 0.00

83-AH 5.00 5.00 5.00 5.00 5.00 5.00 0.00 0.00 0.00 0.00 5.00 5.00 0.00 5.00 5.00 5.00 0.00

84-AH 15.00 15.00 15.00 15.00 15.00 15.00 0.00 0.00 0.00 0.00 15.00 15.00 0.00 15.00 15.00 15.00 0.00 85-AH 32.00 32.00 32.00 32.00 32.00 32.00 0.00 0.00 0.00 0.00 32.00 32.00 0.00 32.00 32.00 32.00 0.00 86-AH 76.00 78.00 78.00 78.00 79.00 77.83 0.98 0.00 3.00 0.01 77.83 77.82 0.61 78.00 78.00 78.00 0.00 87-AH 12.00 12.00 12.00 12.00 12.00 12.00 0.00 0.00 0.00 0.00 12.00 12.00 0.00 12.00 12.00 12.00 0.00

88-AH 1.00 1.00 1.00 1.00 1.00 1.00 0.00 0.00 0.00 0.00 1.00 1.00 0.00 1.00 1.00 1.00 0.00

89-AH 4.00 4.00 4.00 4.00 4.00 4.00 0.00 0.00 0.00 0.00 4.00 4.00 0.00 4.00 4.00 4.00 0.00

90-AH 9.00 9.00 11.50 12.00 12.00 10.83 1.47 3.00 3.00 0.14 10.75 10.65 1.22 9.00 12.00 10.83 1.47

91-AH 7.00 7.00 7.00 7.00 7.00 7.00 0.00 0.00 0.00 0.00 7.00 7.00 0.00 7.00 7.00 7.00 0.00

92-AH 27.00 27.00 27.00 27.00 27.00 27.00 0.00 0.00 0.00 0.00 27.00 27.00 0.00 27.00 27.00 27.00 0.00 94-AH 12.00 12.00 12.00 12.00 12.00 12.00 0.00 0.00 0.00 0.00 12.00 12.00 0.00 12.00 12.00 12.00 0.00 95-AH 96.00 96.00 96.00 96.00 96.00 96.00 0.00 0.00 0.00 0.00 96.00 96.00 0.00 96.00 96.00 96.00 0.00

97-AH 1.00 1.00 1.00 1.00 1.00 1.00 0.00 0.00 0.00 0.00 1.00 1.00 0.00 1.00 1.00 1.00 0.00

98-AH 1.00 1.00 1.00 1.00 1.00 1.00 0.00 0.00 0.00 0.00 1.00 1.00 0.00 1.00 1.00 1.00 0.00

99-AH 7.00 7.00 7.00 7.00 7.00 7.00 0.00 0.00 0.00 0.00 7.00 7.00 0.00 7.00 7.00 7.00 0.00

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Topic Min 1st Q 2nd Q 3rd Q Max Mean Std IQR Range C.Var Geom. Harm. MAD LOT UOT MNO SNO 100-AH 0.1344 0.1450 0.1664 0.2553 0.3323 0.1999 0.0778 0.1102 0.1980 0.3890 0.1891 0.1801 0.0626 0.1344 0.3323 0.1999 0.0778 102-AH 0.6819 0.7690 0.7955 0.8079 0.8579 0.7846 0.0582 0.0389 0.1760 0.0742 0.7827 0.7808 0.0394 0.7690 0.8579 0.8052 0.0327 103-AH 0.5029 0.5731 0.5927 0.6623 0.6660 0.5983 0.0611 0.0892 0.1631 0.1021 0.5956 0.5929 0.0453 0.5029 0.6660 0.5983 0.0611 104-AH 0.5910 0.7941 0.8053 0.8125 0.8129 0.7702 0.0881 0.0184 0.2219 0.1144 0.7654 0.7599 0.0597 0.7941 0.8129 0.8060 0.0080 105-AH 0.4661 0.5682 0.6224 0.7414 0.7635 0.6307 0.1105 0.1732 0.2973 0.1752 0.6223 0.6137 0.0812 0.4661 0.7635 0.6307 0.1105 106-AH 0.2118 0.2393 0.2824 0.3723 0.4600 0.3080 0.0927 0.1330 0.2482 0.3008 0.2973 0.2876 0.0721 0.2118 0.4600 0.3080 0.0927 107-AH 0.4550 0.6706 0.7593 0.7940 0.8079 0.7077 0.1328 0.1234 0.3530 0.1877 0.6951 0.6802 0.0966 0.6706 0.8079 0.7582 0.0538 108-AH 0.4667 0.4884 0.5177 0.5701 0.5863 0.5245 0.0475 0.0817 0.1197 0.0905 0.5227 0.5209 0.0395 0.4667 0.5863 0.5245 0.0475 109-AH 0.3023 0.3033 0.3480 0.3718 0.3780 0.3419 0.0332 0.0684 0.0756 0.0970 0.3405 0.3391 0.0272 0.3023 0.3780 0.3419 0.0332 111-AH 0.1345 0.3298 0.3601 0.4352 0.4919 0.3519 0.1221 0.1054 0.3574 0.3469 0.3273 0.2948 0.0799 0.3298 0.4919 0.3954 0.0667 112-AH 0.5880 0.6015 0.6172 0.6242 0.6526 0.6168 0.0224 0.0227 0.0646 0.0362 0.6164 0.6161 0.0168 0.5880 0.6526 0.6168 0.0224 113-AH 0.0646 0.1300 0.2127 0.3270 0.4642 0.2352 0.1475 0.1969 0.3996 0.6272 0.1940 0.1557 0.1188 0.0646 0.4642 0.2352 0.1475 114-AH 0.5488 0.5602 0.6752 0.7012 0.7148 0.6459 0.0739 0.1409 0.1660 0.1144 0.6422 0.6385 0.0609 0.5488 0.7148 0.6459 0.0739 115-AH 0.1735 0.1742 0.1928 0.2635 0.2662 0.2105 0.0432 0.0893 0.0927 0.2052 0.2070 0.2038 0.0362 0.1735 0.2662 0.2105 0.0432 116-AH 0.3076 0.5122 0.5193 0.5404 0.5550 0.4923 0.0919 0.0281 0.2474 0.1866 0.4833 0.4722 0.0616 0.5122 0.5550 0.5292 0.0179 119-AH 0.8215 0.8309 0.8695 0.8920 0.9097 0.8655 0.0369 0.0611 0.0882 0.0426 0.8648 0.8642 0.0323 0.8215 0.9097 0.8655 0.0369 121-AH 0.5525 0.5610 0.5733 0.6082 0.6691 0.5895 0.0434 0.0472 0.1167 0.0736 0.5883 0.5871 0.0327 0.5525 0.6691 0.5895 0.0434 122-AH 0.2737 0.2757 0.3034 0.3091 0.3439 0.3015 0.0257 0.0334 0.0702 0.0852 0.3006 0.2998 0.0179 0.2737 0.3439 0.3015 0.0257 123-AH 0.5105 0.5170 0.6088 0.6303 0.6383 0.5856 0.0570 0.1133 0.1278 0.0974 0.5832 0.5807 0.0479 0.5105 0.6383 0.5856 0.0570 124-AH 0.2185 0.3278 0.3512 0.4035 0.4172 0.3449 0.0707 0.0758 0.1987 0.2051 0.3379 0.3297 0.0478 0.2185 0.4172 0.3449 0.0707 125-AH 0.1630 0.5571 0.8277 1.0000 1.0000 0.7292 0.3236 0.4429 0.8370 0.4437 0.6289 0.4855 0.2461 0.1630 1.0000 0.7292 0.3236 126-AH 0.2927 0.3376 0.4118 0.4836 0.7333 0.4451 0.1559 0.1460 0.4406 0.3503 0.4256 0.4091 0.1089 0.2927 0.4836 0.3875 0.0740 128-AH 0.0086 0.0139 0.0951 0.1865 0.1867 0.0976 0.0787 0.1726 0.1781 0.8058 0.0578 0.0273 0.0615 0.0086 0.1867 0.0976 0.0787 129-AH 0.6376 0.8086 0.8243 0.8398 0.8742 0.8015 0.0838 0.0312 0.2367 0.1045 0.7974 0.7930 0.0546 0.8086 0.8742 0.8343 0.0266 130-AH 0.5588 0.6509 0.6597 0.6718 0.6723 0.6455 0.0433 0.0209 0.1134 0.0671 0.6442 0.6428 0.0289 0.6509 0.6723 0.6629 0.0094 131-AH 0.5529 0.5883 0.6338 0.6986 0.7688 0.6460 0.0809 0.1104 0.2158 0.1252 0.6419 0.6379 0.0664 0.5529 0.7688 0.6460 0.0809 133-AH 0.2054 0.2652 0.4834 0.5256 0.7451 0.4513 0.1946 0.2604 0.5396 0.4312 0.4133 0.3744 0.1440 0.2054 0.7451 0.4513 0.1946 134-AH 0.2519 0.2678 0.3157 0.4663 0.5865 0.3673 0.1340 0.1985 0.3346 0.3647 0.3491 0.3334 0.1061 0.2519 0.5865 0.3673 0.1340 135-AH 0.5024 0.5222 0.5889 0.6818 0.7611 0.6076 0.1010 0.1596 0.2587 0.1663 0.6008 0.5943 0.0824 0.5024 0.7611 0.6076 0.1010 136-AH 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 0.0000 0.0000 0.0000 0.0000 1.0000 1.0000 0.0000 1.0000 1.0000 1.0000 0.0000 137-AH 0.0566 0.0943 0.1163 0.1520 0.1750 0.1184 0.0424 0.0577 0.1184 0.3577 0.1113 0.1036 0.0329 0.0566 0.1750 0.1184 0.0424 138-AH 0.3673 0.5742 0.7147 0.7566 0.7577 0.6475 0.1545 0.1824 0.3904 0.2386 0.6284 0.6054 0.1178 0.3673 0.7577 0.6475 0.1545 139-AH 0.1005 0.4016 0.4419 0.4657 0.4747 0.3877 0.1430 0.0641 0.3742 0.3689 0.3469 0.2828 0.0957 0.4016 0.4747 0.4452 0.0286 140-AH 0.3859 0.5750 0.6473 0.6602 0.6955 0.6019 0.1129 0.0852 0.3095 0.1876 0.5912 0.5784 0.0809 0.5750 0.6955 0.6451 0.0442 41-AH 0.1566 0.2901 0.3582 0.3725 0.3777 0.3189 0.0860 0.0824 0.2211 0.2696 0.3059 0.2891 0.0637 0.2901 0.3777 0.3513 0.0366 42-AH 0.2701 0.2736 0.2966 0.3092 0.3198 0.2943 0.0196 0.0357 0.0497 0.0665 0.2937 0.2932 0.0153 0.2701 0.3198 0.2943 0.0196 45-AH 0.5436 0.5753 0.6428 0.6664 0.6682 0.6232 0.0528 0.0911 0.1246 0.0847 0.6212 0.6192 0.0425 0.5436 0.6682 0.6232 0.0528 46-AH 0.2829 0.4240 0.4365 0.4886 0.5388 0.4346 0.0859 0.0646 0.2559 0.1977 0.4265 0.4173 0.0544 0.4240 0.5388 0.4649 0.0483 47-AH 0.9323 0.9347 0.9525 0.9609 0.9648 0.9496 0.0141 0.0262 0.0325 0.0149 0.9495 0.9494 0.0122 0.9323 0.9648 0.9496 0.0141 48-AH 0.1751 0.1806 0.2188 0.2802 0.3699 0.2406 0.0738 0.0997 0.1948 0.3067 0.2322 0.2250 0.0563 0.1751 0.3699 0.2406 0.0738 49-AH 0.1951 0.2102 0.2263 0.2301 0.2643 0.2254 0.0232 0.0200 0.0692 0.1029 0.2244 0.2235 0.0152 0.1951 0.2301 0.2176 0.0147 50-AH 0.8964 0.8987 0.9009 0.9051 0.9153 0.9029 0.0067 0.0064 0.0190 0.0075 0.9029 0.9029 0.0049 0.8964 0.9051 0.9004 0.0032 51-AH 0.0353 0.0362 0.0435 0.0664 0.0904 0.0526 0.0219 0.0302 0.0551 0.4162 0.0493 0.0467 0.0172 0.0353 0.0904 0.0526 0.0219 53-AH 0.5891 0.6087 0.6363 0.6560 0.6606 0.6312 0.0296 0.0473 0.0714 0.0470 0.6306 0.6300 0.0255 0.5891 0.6606 0.6312 0.0296 55-AH 0.0917 0.0942 0.1382 0.1564 0.4479 0.1778 0.1349 0.0622 0.3562 0.7589 0.1503 0.1344 0.0900 0.0917 0.1564 0.1237 0.0293 56-AH 0.0042 0.0086 0.0116 0.0158 0.0178 0.0116 0.0050 0.0072 0.0136 0.4301 0.0105 0.0093 0.0040 0.0042 0.0178 0.0116 0.0050 58-AH 0.5531 0.6288 0.6992 0.7851 0.8079 0.6956 0.0955 0.1564 0.2548 0.1373 0.6899 0.6841 0.0718 0.5531 0.8079 0.6956 0.0955 59-AH 0.0476 0.0667 0.0833 0.2500 0.3333 0.1440 0.1185 0.1833 0.2857 0.8230 0.1099 0.0882 0.0984 0.0476 0.3333 0.1440 0.1185 61-AH 0.4722 0.5568 0.6303 0.7232 0.7237 0.6228 0.1001 0.1663 0.2515 0.1607 0.6157 0.6084 0.0818 0.4722 0.7237 0.6228 0.1001 62-AH 0.5000 1.0000 1.0000 1.0000 1.0000 0.9167 0.2041 0.0000 0.5000 0.2227 0.8909 0.8571 0.1389 1.0000 1.0000 1.0000 0.0000

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63-AH 0.0096 0.0119 0.0150 0.0200 0.0435 0.0192 0.0125 0.0081 0.0339 0.6539 0.0167 0.0150 0.0084 0.0096 0.0200 0.0143 0.0044 65-AH 0.2942 0.3314 0.3683 0.3907 0.4118 0.3608 0.0433 0.0593 0.1175 0.1199 0.3585 0.3562 0.0345 0.2942 0.4118 0.3608 0.0433 66-AH 0.7049 0.7286 0.7690 0.7850 0.8293 0.7643 0.0437 0.0563 0.1244 0.0571 0.7633 0.7622 0.0317 0.7049 0.8293 0.7643 0.0437 67-AH 0.0733 0.2540 0.2603 0.5014 0.5081 0.3096 0.1674 0.2474 0.4349 0.5406 0.2617 0.2052 0.1301 0.0733 0.5081 0.3096 0.1674 68-AH 0.1298 0.3652 0.6168 0.7072 0.7805 0.5360 0.2476 0.3420 0.6507 0.4619 0.4628 0.3653 0.1924 0.1298 0.7805 0.5360 0.2476 69-AH 0.3642 0.4357 0.4742 0.5490 0.5621 0.4765 0.0736 0.1133 0.1979 0.1544 0.4716 0.4665 0.0551 0.3642 0.5621 0.4765 0.0736 70-AH 0.5883 0.5917 0.6122 0.6325 0.6876 0.6208 0.0365 0.0407 0.0993 0.0589 0.6199 0.6191 0.0262 0.5883 0.6876 0.6208 0.0365 71-AH 0.1775 0.2734 0.4036 0.5439 0.6314 0.4056 0.1688 0.2705 0.4539 0.4162 0.3730 0.3387 0.1332 0.1775 0.6314 0.4056 0.1688 72-AH 0.4594 0.4975 0.5091 0.5278 0.5822 0.5142 0.0410 0.0303 0.1228 0.0797 0.5128 0.5115 0.0292 0.4594 0.5278 0.5006 0.0266 73-AH 0.3333 0.5000 0.7500 1.0000 1.0000 0.7222 0.3103 0.5000 0.6667 0.4297 0.6609 0.6000 0.2778 0.3333 1.0000 0.7222 0.3103 74-AH 0.5500 0.5526 0.5541 0.5625 0.5909 0.5607 0.0154 0.0099 0.0409 0.0275 0.5605 0.5604 0.0107 0.5500 0.5625 0.5547 0.0048 75-AH 0.0088 0.0119 0.0319 0.0667 1.0000 0.1919 0.3965 0.0548 0.9912 2.0663 0.0434 0.0214 0.2694 0.0088 0.0667 0.0302 0.0238 76-AH 0.4855 0.6144 0.6258 0.6487 0.6649 0.6108 0.0644 0.0343 0.1795 0.1054 0.6077 0.6042 0.0418 0.6144 0.6649 0.6359 0.0216 77-AH 0.0003 0.0028 0.0090 0.0241 0.0710 0.0194 0.0266 0.0213 0.0706 1.3740 0.0071 0.0017 0.0188 0.0003 0.0241 0.0091 0.0093 78-AH 0.1667 0.1667 0.2917 0.5000 0.5000 0.3194 0.1529 0.3333 0.3333 0.4787 0.2887 0.2609 0.1250 0.1667 0.5000 0.3194 0.1529 79-AH 0.0588 0.0769 0.4167 1.0000 1.0000 0.4948 0.4246 0.9231 0.9412 0.8580 0.3017 0.1622 0.3385 0.0588 1.0000 0.4948 0.4246 80-AH 0.6426 0.6573 0.7548 0.8556 0.8713 0.7561 0.1087 0.1983 0.2287 0.1438 0.7495 0.7430 0.0983 0.6426 0.8713 0.7561 0.1087 81-AH 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 0.0000 0.0000 0.0000 0.0000 1.0000 1.0000 0.0000 1.0000 1.0000 1.0000 0.0000 82-AH 0.3672 0.3851 0.4784 0.5807 0.6364 0.4877 0.1118 0.1956 0.2692 0.2292 0.4771 0.4668 0.0964 0.3672 0.6364 0.4877 0.1118 83-AH 0.4413 0.4617 0.6594 0.8850 0.9000 0.6678 0.2323 0.4233 0.4587 0.3479 0.6333 0.6005 0.2115 0.4413 0.9000 0.6678 0.2323 84-AH 0.7554 0.7619 0.7684 0.7721 0.7750 0.7669 0.0072 0.0102 0.0196 0.0094 0.7668 0.7668 0.0056 0.7554 0.7750 0.7669 0.0072 85-AH 0.5193 0.5408 0.5849 0.6216 0.6366 0.5813 0.0465 0.0808 0.1173 0.0800 0.5798 0.5782 0.0388 0.5193 0.6366 0.5813 0.0465 86-AH 0.5010 0.5179 0.5749 0.6107 0.6115 0.5651 0.0465 0.0928 0.1105 0.0824 0.5635 0.5619 0.0371 0.5010 0.6115 0.5651 0.0465 87-AH 0.7405 0.7704 0.8290 0.8925 0.9594 0.8368 0.0834 0.1221 0.2189 0.0997 0.8334 0.8300 0.0695 0.7405 0.9594 0.8368 0.0834 88-AH 0.1111 0.2000 0.7500 1.0000 1.0000 0.6352 0.4199 0.8000 0.8889 0.6611 0.4724 0.3158 0.3648 0.1111 1.0000 0.6352 0.4199 89-AH 0.1298 0.2875 0.3279 0.4512 0.7763 0.3834 0.2190 0.1637 0.6465 0.5712 0.3344 0.2882 0.1535 0.1298 0.4512 0.3049 0.1169 90-AH 0.0295 0.0788 0.2103 0.3347 0.5737 0.2395 0.1967 0.2559 0.5443 0.8212 0.1640 0.0984 0.1431 0.0295 0.5737 0.2395 0.1967 91-AH 0.1997 0.2178 0.4350 0.4989 0.6932 0.4133 0.1871 0.2810 0.4936 0.4528 0.3757 0.3390 0.1451 0.1997 0.6932 0.4133 0.1871 92-AH 0.7559 0.7594 0.7706 0.7902 0.8155 0.7770 0.0224 0.0308 0.0596 0.0288 0.7768 0.7765 0.0172 0.7559 0.8155 0.7770 0.0224 94-AH 0.6137 0.7977 0.8393 0.8599 0.8624 0.8020 0.0952 0.0622 0.2487 0.1187 0.7967 0.7907 0.0642 0.7977 0.8624 0.8397 0.0261 95-AH 0.3729 0.3839 0.4571 0.5328 0.5867 0.4651 0.0855 0.1489 0.2138 0.1838 0.4587 0.4524 0.0708 0.3729 0.5867 0.4651 0.0855 97-AH 0.0714 1.0000 1.0000 1.0000 1.0000 0.8452 0.3791 0.0000 0.9286 0.4485 0.6441 0.3158 0.2579 1.0000 1.0000 1.0000 0.0000 98-AH 0.1250 0.2500 0.2917 0.5000 1.0000 0.4097 0.3145 0.2500 0.8750 0.7676 0.3305 0.2727 0.2269 0.1250 0.5000 0.2917 0.1382 99-AH 0.0734 0.0769 0.2360 0.4702 0.8064 0.3165 0.2804 0.3933 0.7329 0.8859 0.2219 0.1560 0.2145 0.0734 0.8064 0.3165 0.2804

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Topic Min 1st Q 2nd Q 3rd Q Max Mean Std IQR Range C.Var Geom. Harm. MAD LOT UOT MNO SNO 100-AH 0.0714 0.2143 0.2143 0.2143 0.2857 0.2024 0.0702 0.0000 0.2143 0.3470 0.1872 0.1659 0.0437 0.2143 0.2143 0.2143 0.0000 102-AH 0.6190 0.6667 0.6905 0.7143 0.7619 0.6905 0.0499 0.0476 0.1429 0.0723 0.6890 0.6875 0.0397 0.6190 0.7619 0.6905 0.0499 103-AH 0.5000 0.5000 0.5500 0.7000 0.7000 0.5833 0.0983 0.2000 0.2000 0.1685 0.5766 0.5701 0.0833 0.5000 0.7000 0.5833 0.0983 104-AH 0.6111 0.6667 0.6667 0.6667 0.7222 0.6667 0.0351 0.0000 0.1111 0.0527 0.6659 0.6651 0.0185 0.6667 0.6667 0.6667 0.0000 105-AH 0.3800 0.5200 0.6200 0.6600 0.6800 0.5800 0.1124 0.1400 0.3000 0.1938 0.5694 0.5573 0.0867 0.3800 0.6800 0.5800 0.1124 106-AH 0.1429 0.1429 0.2143 0.2857 0.4286 0.2381 0.1166 0.1429 0.2857 0.4899 0.2162 0.1978 0.0952 0.1429 0.4286 0.2381 0.1166 107-AH 0.4688 0.5625 0.6719 0.7188 0.7188 0.6354 0.1001 0.1562 0.2500 0.1576 0.6282 0.6203 0.0799 0.4688 0.7188 0.6354 0.1001 108-AH 0.4444 0.5000 0.5000 0.5000 0.5000 0.4907 0.0227 0.0000 0.0556 0.0462 0.4903 0.4898 0.0154 0.5000 0.5000 0.5000 0.0000 109-AH 0.3333 0.3333 0.3704 0.4074 0.4444 0.3765 0.0433 0.0741 0.1111 0.1150 0.3745 0.3726 0.0329 0.3333 0.4444 0.3765 0.0433 111-AH 0.2000 0.3500 0.4000 0.4000 0.5000 0.3750 0.0987 0.0500 0.3000 0.2633 0.3617 0.3457 0.0667 0.3500 0.4000 0.3875 0.0250 112-AH 0.5000 0.5000 0.5000 0.6000 0.6000 0.5333 0.0516 0.1000 0.1000 0.0968 0.5313 0.5294 0.0444 0.5000 0.6000 0.5333 0.0516 113-AH 0.0000 0.1250 0.3125 0.5000 0.5000 0.2917 0.2041 0.3750 0.5000 0.6999 0.0555 0.0001 0.1667 0.0000 0.5000 0.2917 0.2041 114-AH 0.5714 0.5714 0.6429 0.7143 0.7143 0.6429 0.0782 0.1429 0.1429 0.1217 0.6389 0.6349 0.0714 0.5714 0.7143 0.6429 0.0782 115-AH 0.1600 0.2000 0.2000 0.2400 0.2400 0.2067 0.0301 0.0400 0.0800 0.1457 0.2048 0.2028 0.0222 0.1600 0.2400 0.2067 0.0301 116-AH 0.3636 0.3636 0.3636 0.5455 0.6364 0.4394 0.1208 0.1818 0.2727 0.2750 0.4271 0.4165 0.1010 0.3636 0.6364 0.4394 0.1208 119-AH 0.7321 0.7321 0.7679 0.8214 0.8214 0.7738 0.0461 0.0893 0.0893 0.0596 0.7727 0.7715 0.0417 0.7321 0.8214 0.7738 0.0461 121-AH 0.4615 0.4615 0.5000 0.5385 0.5385 0.5000 0.0421 0.0769 0.0769 0.0843 0.4985 0.4970 0.0385 0.4615 0.5385 0.5000 0.0421 122-AH 0.2593 0.2593 0.2778 0.3333 0.3704 0.2963 0.0468 0.0741 0.1111 0.1581 0.2934 0.2906 0.0370 0.2593 0.3704 0.2963 0.0468 123-AH 0.4737 0.5263 0.5263 0.5263 0.5263 0.5175 0.0215 0.0000 0.0526 0.0415 0.5172 0.5167 0.0146 0.5263 0.5263 0.5263 0.0000 124-AH 0.2353 0.3235 0.3676 0.4412 0.4706 0.3676 0.0887 0.1176 0.2353 0.2413 0.3580 0.3478 0.0735 0.2353 0.4706 0.3676 0.0887 125-AH 0.2500 0.2500 0.6250 1.0000 1.0000 0.6250 0.3446 0.7500 0.7500 0.5514 0.5350 0.4500 0.2917 0.2500 1.0000 0.6250 0.3446 126-AH 0.3333 0.3333 0.3333 0.3333 0.6667 0.3889 0.1361 0.0000 0.3333 0.3499 0.3742 0.3636 0.0926 0.3333 0.3333 0.3333 0.0000 128-AH 0.0000 0.0000 0.1667 0.1667 0.1667 0.1111 0.0861 0.1667 0.1667 0.7746 0.0065 0.0000 0.0741 0.0000 0.1667 0.1111 0.0861 129-AH 0.6667 0.6667 0.7778 0.7778 0.7778 0.7407 0.0574 0.1111 0.1111 0.0775 0.7388 0.7368 0.0494 0.6667 0.7778 0.7407 0.0574 130-AH 0.5714 0.5714 0.5952 0.6032 0.6032 0.5899 0.0156 0.0317 0.0317 0.0265 0.5898 0.5896 0.0132 0.5714 0.6032 0.5899 0.0156 131-AH 0.5500 0.5750 0.6375 0.7000 0.7500 0.6417 0.0753 0.1250 0.2000 0.1173 0.6380 0.6344 0.0583 0.5500 0.7500 0.6417 0.0753 133-AH 0.2000 0.3000 0.4000 0.5000 0.7000 0.4167 0.1722 0.2000 0.5000 0.4134 0.3870 0.3580 0.1222 0.2000 0.7000 0.4167 0.1722 134-AH 0.2500 0.2500 0.2500 0.2500 0.5000 0.2917 0.1021 0.0000 0.2500 0.3499 0.2806 0.2727 0.0694 0.2500 0.2500 0.2500 0.0000 135-AH 0.4000 0.4000 0.6000 0.6000 0.8000 0.5667 0.1506 0.2000 0.4000 0.2657 0.5499 0.5333 0.1111 0.4000 0.8000 0.5667 0.1506 136-AH 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 0.0000 0.0000 0.0000 0.0000 1.0000 1.0000 0.0000 1.0000 1.0000 1.0000 0.0000 137-AH 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 N/D 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 138-AH 0.3750 0.6250 0.6250 0.6250 0.6250 0.5833 0.1021 0.0000 0.2500 0.1750 0.5740 0.5625 0.0694 0.6250 0.6250 0.6250 0.0000 139-AH 0.0000 0.3333 0.3333 0.3333 0.3333 0.2778 0.1361 0.0000 0.3333 0.4899 0.0588 0.0001 0.0926 0.3333 0.3333 0.3333 0.0000 140-AH 0.5000 0.5857 0.6000 0.6143 0.6286 0.5881 0.0456 0.0286 0.1286 0.0775 0.5865 0.5848 0.0302 0.5857 0.6286 0.6057 0.0163 41-AH 0.2500 0.2500 0.2500 0.2500 0.2500 0.2500 0.0000 0.0000 0.0000 0.0000 0.2500 0.2500 0.0000 0.2500 0.2500 0.2500 0.0000 42-AH 0.2353 0.2549 0.3137 0.3333 0.3725 0.3039 0.0522 0.0784 0.1373 0.1719 0.3001 0.2962 0.0425 0.2353 0.3725 0.3039 0.0522 45-AH 0.4848 0.5152 0.5909 0.6364 0.6667 0.5808 0.0702 0.1212 0.1818 0.1209 0.5772 0.5735 0.0556 0.4848 0.6667 0.5808 0.0702 46-AH 0.3333 0.3333 0.3889 0.4444 0.4444 0.3889 0.0609 0.1111 0.1111 0.1565 0.3849 0.3810 0.0556 0.3333 0.4444 0.3889 0.0609 47-AH 0.8780 0.8780 0.9024 0.9024 0.9268 0.8984 0.0184 0.0244 0.0488 0.0204 0.8982 0.8981 0.0136 0.8780 0.9268 0.8984 0.0184 48-AH 0.2121 0.2424 0.2576 0.2727 0.3333 0.2626 0.0414 0.0303 0.1212 0.1576 0.2600 0.2575 0.0303 0.2121 0.2727 0.2485 0.0254 49-AH 0.2143 0.2143 0.2500 0.2857 0.2857 0.2500 0.0391 0.0714 0.0714 0.1565 0.2474 0.2449 0.0357 0.2143 0.2857 0.2500 0.0391 50-AH 0.7850 0.8131 0.8318 0.8505 0.8598 0.8287 0.0269 0.0374 0.0748 0.0324 0.8283 0.8279 0.0197 0.7850 0.8598 0.8287 0.0269 51-AH 0.0000 0.0000 0.0000 0.0000 0.1667 0.0278 0.0680 0.0000 0.1667 2.4495 0.0001 0.0000 0.0463 0.0000 0.0000 0.0000 0.0000 53-AH 0.5000 0.5278 0.5694 0.5833 0.5833 0.5556 0.0351 0.0556 0.0833 0.0632 0.5546 0.5536 0.0278 0.5000 0.5833 0.5556 0.0351 55-AH 0.0000 0.0000 0.0000 0.3333 0.3333 0.1111 0.1721 0.3333 0.3333 1.5492 0.0003 0.0000 0.1481 0.0000 0.3333 0.1111 0.1721 56-AH 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 N/D 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 58-AH 0.5094 0.5660 0.6509 0.7170 0.7170 0.6352 0.0849 0.1509 0.2075 0.1337 0.6303 0.6252 0.0692 0.5094 0.7170 0.6352 0.0849 59-AH 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 N/D 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 61-AH 0.4000 0.6000 0.6000 0.8000 0.8000 0.6333 0.1506 0.2000 0.4000 0.2377 0.6172 0.6000 0.1111 0.4000 0.8000 0.6333 0.1506 62-AH 0.0000 1.0000 1.0000 1.0000 1.0000 0.8333 0.4082 0.0000 1.0000 0.4899 0.1468 0.0001 0.2778 1.0000 1.0000 1.0000 0.0000

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63-AH 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 N/D 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 65-AH 0.3333 0.3333 0.4000 0.4667 0.4667 0.4000 0.0596 0.1333 0.1333 0.1491 0.3963 0.3925 0.0444 0.3333 0.4667 0.4000 0.0596 66-AH 0.6364 0.7273 0.7273 0.7273 0.8182 0.7273 0.0575 0.0000 0.1818 0.0791 0.7254 0.7234 0.0303 0.7273 0.7273 0.7273 0.0000 67-AH 0.0000 0.5000 0.5000 0.5000 0.5000 0.4167 0.2041 0.0000 0.5000 0.4899 0.0824 0.0001 0.1389 0.5000 0.5000 0.5000 0.0000 68-AH 0.1429 0.4286 0.5000 0.5714 0.7143 0.4762 0.1952 0.1429 0.5714 0.4099 0.4277 0.3622 0.1429 0.4286 0.7143 0.5429 0.1195 69-AH 0.3750 0.3750 0.3750 0.3750 0.3750 0.3750 0.0000 0.0000 0.0000 0.0000 0.3750 0.3750 0.0000 0.3750 0.3750 0.3750 0.0000 70-AH 0.5758 0.6061 0.6364 0.6364 0.6364 0.6212 0.0254 0.0303 0.0606 0.0408 0.6208 0.6203 0.0202 0.5758 0.6364 0.6212 0.0254 71-AH 0.1579 0.2632 0.3947 0.5263 0.5789 0.3860 0.1585 0.2632 0.4211 0.4106 0.3539 0.3183 0.1228 0.1579 0.5789 0.3860 0.1585 72-AH 0.3750 0.5000 0.5000 0.5000 0.5000 0.4792 0.0510 0.0000 0.1250 0.1065 0.4766 0.4737 0.0347 0.5000 0.5000 0.5000 0.0000 73-AH 0.0000 0.0000 0.5000 1.0000 1.0000 0.5000 0.5477 1.0000 1.0000 1.0954 0.0032 0.0000 0.5000 0.0000 1.0000 0.5000 0.5477 74-AH 0.5000 0.5000 0.5000 0.5000 0.5000 0.5000 0.0000 0.0000 0.0000 0.0000 0.5000 0.5000 0.0000 0.5000 0.5000 0.5000 0.0000 75-AH 0.0000 0.0000 0.0000 0.0000 1.0000 0.1667 0.4082 0.0000 1.0000 2.4495 0.0001 0.0000 0.2778 0.0000 0.0000 0.0000 0.0000 76-AH 0.4444 0.5278 0.5417 0.5556 0.5833 0.5324 0.0478 0.0278 0.1389 0.0899 0.5305 0.5285 0.0324 0.5278 0.5833 0.5500 0.0232 77-AH 0.0000 0.0000 0.0135 0.0541 0.0811 0.0270 0.0342 0.0541 0.0811 1.2649 0.0007 0.0000 0.0270 0.0000 0.0811 0.0270 0.0342 78-AH 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 N/D 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 79-AH 0.0000 0.0000 0.0000 1.0000 1.0000 0.3333 0.5164 1.0000 1.0000 1.5492 0.0005 0.0000 0.4444 0.0000 1.0000 0.3333 0.5164 80-AH 0.6429 0.6429 0.7054 0.8036 0.8036 0.7173 0.0825 0.1607 0.1607 0.1151 0.7133 0.7094 0.0744 0.6429 0.8036 0.7173 0.0825 81-AH 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 0.0000 0.0000 0.0000 0.0000 1.0000 1.0000 0.0000 1.0000 1.0000 1.0000 0.0000 82-AH 0.3000 0.3000 0.4500 0.5000 0.5000 0.4167 0.0983 0.2000 0.2000 0.2360 0.4063 0.3956 0.0833 0.3000 0.5000 0.4167 0.0983 83-AH 0.2000 0.4000 0.6000 0.8000 0.8000 0.5667 0.2658 0.4000 0.6000 0.4691 0.5040 0.4364 0.2333 0.2000 0.8000 0.5667 0.2658 84-AH 0.6000 0.6667 0.6667 0.6667 0.6667 0.6556 0.0272 0.0000 0.0667 0.0415 0.6551 0.6545 0.0185 0.6667 0.6667 0.6667 0.0000 85-AH 0.4062 0.5000 0.5312 0.5312 0.5312 0.5052 0.0501 0.0312 0.1250 0.0991 0.5029 0.5004 0.0347 0.5000 0.5312 0.5250 0.0140 86-AH 0.4634 0.4878 0.5122 0.5244 0.5976 0.5163 0.0454 0.0366 0.1341 0.0880 0.5147 0.5131 0.0298 0.4634 0.5244 0.5000 0.0244 87-AH 0.6667 0.7500 0.8333 0.8333 0.8333 0.7917 0.0697 0.0833 0.1667 0.0881 0.7889 0.7860 0.0556 0.6667 0.8333 0.7917 0.0697 88-AH 0.0000 0.0000 0.5000 1.0000 1.0000 0.5000 0.5477 1.0000 1.0000 1.0954 0.0032 0.0000 0.5000 0.0000 1.0000 0.5000 0.5477 89-AH 0.2500 0.5000 0.5000 0.5000 0.7500 0.5000 0.1581 0.0000 0.5000 0.3162 0.4766 0.4500 0.0833 0.5000 0.5000 0.5000 0.0000 90-AH 0.1667 0.1667 0.2500 0.3333 0.5833 0.2917 0.1646 0.1667 0.4167 0.5642 0.2587 0.2333 0.1250 0.1667 0.5833 0.2917 0.1646 91-AH 0.2857 0.2857 0.3571 0.7143 0.7143 0.4524 0.2103 0.4286 0.4286 0.4648 0.4149 0.3838 0.1746 0.2857 0.7143 0.4524 0.2103 92-AH 0.6667 0.6667 0.7222 0.7407 0.7778 0.7160 0.0449 0.0741 0.1111 0.0626 0.7149 0.7137 0.0370 0.6667 0.7778 0.7160 0.0449 94-AH 0.6667 0.7500 0.7500 0.7500 0.8333 0.7500 0.0527 0.0000 0.1667 0.0703 0.7484 0.7469 0.0278 0.7500 0.7500 0.7500 0.0000 95-AH 0.4271 0.4375 0.4948 0.5833 0.5938 0.5052 0.0712 0.1458 0.1667 0.1409 0.5011 0.4970 0.0573 0.4271 0.5938 0.5052 0.0712 97-AH 0.0000 1.0000 1.0000 1.0000 1.0000 0.8333 0.4082 0.0000 1.0000 0.4899 0.1468 0.0001 0.2778 1.0000 1.0000 1.0000 0.0000 98-AH 0.0000 0.0000 0.0000 0.0000 1.0000 0.1667 0.4082 0.0000 1.0000 2.4495 0.0001 0.0000 0.2778 0.0000 0.0000 0.0000 0.0000 99-AH 0.0000 0.0000 0.2857 0.4286 0.7143 0.2857 0.2711 0.4286 0.7143 0.9487 0.0116 0.0000 0.1905 0.0000 0.7143 0.2857 0.2711

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