[galaxy-dev] [hg] galaxy 3478: Added a new tool set for performing multivaria...

details: http://www.bx.psu.edu/hg/galaxy/rev/11dcd9d18663 changeset: 3478:11dcd9d18663 user: gua110 date: Thu Mar 04 11:48:10 2010 -0500 description: Added a new tool set for performing multivariate statistical analyses diffstat: test-data/cca_out1.tabular | 22 + test-data/cca_out2.pdf | 858 +++++++++++++++++++++ test-data/iris.tabular | 151 +++ test-data/kcca_out1.tabular | 304 +++++++ test-data/kcca_out2.tabular | 304 +++++++ test-data/kpca_out1.tabular | 304 +++++++ test-data/kpca_out2.pdf | 1190 ++++++++++++++++++++++++++++++ test-data/kpca_out3.tabular | 304 +++++++ test-data/kpca_out4.pdf | 624 +++++++++++++++ test-data/pca_out1.tabular | 159 ++++ test-data/pca_out2.pdf | 705 +++++++++++++++++ test-data/pca_out3.tabular | 159 ++++ test-data/pca_out4.pdf | 705 +++++++++++++++++ tool_conf.xml.sample | 6 + tools/multivariate_stats/cca.py | 159 ++++ tools/multivariate_stats/cca.xml | 95 ++ tools/multivariate_stats/kcca.py | 146 +++ tools/multivariate_stats/kcca.xml | 150 +++ tools/multivariate_stats/kpca.py | 134 +++ tools/multivariate_stats/kpca.xml | 151 +++ tools/multivariate_stats/pca.py | 98 ++ tools/multivariate_stats/pca.xml | 76 + tools/regVariation/linear_regression.xml | 8 +- 23 files changed, 6809 insertions(+), 3 deletions(-) diffs (truncated from 6932 to 3000 lines): diff -r d9afcaa386f6 -r 11dcd9d18663 test-data/cca_out1.tabular --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/cca_out1.tabular Thu Mar 04 11:48:10 2010 -0500 @@ -0,0 +1,22 @@ +#Component 1 2 +#Correlation 0.940897180432 0.131074795925 +#F-statistic 144.410560578 2.5696974623 +#p-value 6.21285598619e-68 0.111075110551 +#X-Coefficients 1 2 +c3 1.50661351834 -3.37790409332 +c4 -0.537226204038 3.65944099051 +#Y-Coefficients 1 2 +c1 6.35046749378 3.37940792566 +c2 -2.6597206473 6.66976562808 +#X-Loadings 1 2 +c3 0.989395177676 0.145248691528 +c4 0.913276653253 0.407339851504 +#Y-Loadings 1 2 +c1 0.928869265104 0.370407732566 +c2 -0.469775462051 0.882785939656 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347.80 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 343.19 350.47 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 346.02 347.75 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 372.35 359.47 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 353.36 393.10 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 352.91 369.12 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 408.79 382.78 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 428.99 398.47 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 365.36 377.95 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 373.69 362.43 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 342.70 356.45 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 341.43 364.38 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 390.35 383.17 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 364.81 361.11 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 323.46 332.43 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 354.88 363.16 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 378.35 365.44 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 371.47 365.80 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 397.48 376.83 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 341.88 329.96 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 367.72 363.23 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 372.30 434.31 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 339.00 391.90 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 409.11 443.63 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 367.29 414.42 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 374.30 428.48 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 420.93 475.72 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 299.97 359.69 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 408.20 455.63 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 359.82 425.71 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 445.99 459.92 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 407.45 409.66 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 366.64 408.76 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 401.25 426.13 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 323.72 387.44 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 338.35 396.98 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 392.56 415.56 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 387.57 416.69 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 482.63 488.15 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 386.43 486.67 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 328.36 387.15 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 412.65 436.99 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 337.62 384.87 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 411.68 478.64 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 371.84 396.06 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 409.91 431.08 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 431.01 446.81 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 374.57 392.27 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 378.79 393.76 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 362.59 418.87 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 425.45 437.89 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 411.65 452.74 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 509.16 481.64 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 361.20 419.85 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 377.17 398.64 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 343.58 404.69 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 438.91 465.67 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 390.61 423.35 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 388.08 415.17 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 375.41 389.47 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 416.57 426.28 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 394.94 430.25 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 421.28 420.43 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 339.00 391.90 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 401.15 440.18 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 404.12 435.21 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 400.00 418.17 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 356.25 398.26 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 392.21 411.03 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 391.09 415.07 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 363.10 394.60 Tm (l) Tj 0 Tr +ET +Q q 53.78 53.78 228.24 216.29 re W n +Q q 47.81 47.81 240.19 228.24 re W n +Q q +0.000 0.000 0.000 RG +0.75 w +[] 0 d +1 J +1 j +10.00 M +53.78 53.78 m +282.02 53.78 l +282.02 270.07 l +53.78 270.07 l +53.78 53.78 l +S +75.97 53.78 m 280.25 53.78 l S +75.97 53.78 m 75.97 47.81 l S +110.01 53.78 m 110.01 47.81 l S +144.06 53.78 m 144.06 47.81 l S +178.11 53.78 m 178.11 47.81 l S +212.15 53.78 m 212.15 47.81 l S +246.20 53.78 m 246.20 47.81 l S +280.25 53.78 m 280.25 47.81 l S +BT +0.000 0.000 0.000 rg +/F2 1 Tf 10.00 0.00 -0.00 10.00 64.71 32.27 Tm (-400) Tj +ET +BT +/F2 1 Tf 10.00 0.00 -0.00 10.00 98.75 32.27 Tm (-200) Tj +ET +BT +/F2 1 Tf 10.00 0.00 -0.00 10.00 141.28 32.27 Tm (0) Tj +ET +BT +/F2 1 Tf 10.00 0.00 -0.00 10.00 169.77 32.27 Tm (200) Tj +ET +BT +/F2 1 Tf 10.00 0.00 -0.00 10.00 203.81 32.27 Tm (400) Tj +ET +BT +/F2 1 Tf 10.00 0.00 -0.00 10.00 237.86 32.27 Tm (600) Tj +ET +BT +/F2 1 Tf 10.00 0.00 -0.00 10.00 271.91 32.27 Tm (800) Tj +ET +53.78 95.29 m 53.78 257.05 l S +53.78 95.29 m 47.81 95.29 l S +53.78 149.21 m 47.81 149.21 l S +53.78 203.13 m 47.81 203.13 l S +53.78 257.05 m 47.81 257.05 l S +BT +/F2 1 Tf 0.00 10.00 -10.00 0.00 39.44 84.03 Tm (-100) Tj +ET +BT +/F2 1 Tf 0.00 10.00 -10.00 0.00 39.44 146.43 Tm (0) Tj +ET +BT +/F2 1 Tf 0.00 10.00 -10.00 0.00 39.44 194.79 Tm (100) Tj +ET +BT +/F2 1 Tf 0.00 10.00 -10.00 0.00 39.44 248.71 Tm (200) Tj +ET +Q q 53.78 53.78 228.24 216.29 re W n +0.000 0.000 0.000 RG +0.75 w +[] 0 d +1 J +1 j +10.00 M +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 73.69 174.79 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 70.46 138.86 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 67.31 139.19 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 68.98 127.77 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 72.79 174.50 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 84.35 209.76 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 68.70 142.36 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 73.93 163.25 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 65.11 109.76 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 71.59 143.54 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 79.16 201.86 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 73.26 151.72 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 68.83 134.44 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 59.78 112.33 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 79.46 246.29 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 85.75 259.91 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 77.59 213.44 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 74.31 174.12 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 87.18 222.87 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 76.55 189.27 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 81.80 183.51 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 76.97 183.18 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 62.77 155.80 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 79.92 159.55 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 77.97 148.96 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 74.59 142.20 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 76.75 160.99 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 76.40 179.50 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 74.59 175.08 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 71.74 136.70 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 72.60 136.90 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 79.78 183.98 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 77.05 213.14 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 79.74 237.48 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 71.59 143.54 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 68.95 155.59 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 76.59 198.41 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 71.59 143.54 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 63.93 115.05 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 75.05 168.69 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 71.65 169.45 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 64.07 88.41 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 64.30 124.22 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 78.24 164.76 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 83.84 184.79 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 69.98 133.17 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 77.53 189.08 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 67.73 133.34 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 77.99 196.03 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 72.17 159.00 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 182.34 207.51 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 165.84 174.72 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 185.94 189.45 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 131.19 90.09 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 168.19 154.41 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 148.33 116.31 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 170.33 169.74 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 105.69 82.10 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 168.83 168.39 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 126.62 96.72 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 109.34 65.19 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 147.95 141.22 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 137.01 112.03 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 162.22 137.52 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 127.16 132.82 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 167.88 189.32 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 149.25 119.85 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 138.03 126.72 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 156.53 106.81 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 130.09 108.75 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 166.08 137.22 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 144.30 146.60 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 169.90 120.01 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 159.82 134.15 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 157.50 163.12 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 165.34 177.34 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 178.47 168.33 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 185.73 166.72 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 156.38 135.09 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 123.00 126.66 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 125.83 100.60 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 122.96 103.27 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 135.33 128.23 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 170.81 110.23 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 145.51 109.81 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 159.92 162.77 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 176.48 181.90 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 154.82 121.60 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 138.45 129.50 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 132.14 100.13 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 140.50 98.93 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 160.33 145.28 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 137.05 121.09 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 106.79 81.90 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 139.22 111.67 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 141.63 133.92 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 142.01 127.40 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 153.65 152.04 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 104.18 99.36 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 139.29 123.84 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 214.30 128.18 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 169.55 96.62 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 224.14 163.06 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 193.31 123.43 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 208.14 130.08 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 258.00 174.26 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 135.56 59.64 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 236.80 162.20 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 205.22 116.36 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 241.32 198.01 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 188.29 161.49 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 187.34 122.82 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 205.67 155.62 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 164.84 82.15 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 174.91 96.01 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 194.51 147.38 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 195.71 142.65 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 271.11 232.74 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 269.56 141.57 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 164.54 86.54 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 217.13 166.42 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 162.13 95.32 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 261.08 165.50 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 173.93 127.75 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 210.90 163.82 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 227.49 183.82 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 169.93 130.33 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 171.51 134.33 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 198.01 118.98 Tm (l) Tj 0 Tr +ET +BT +/F1 1 Tf 1 Tr 6.21 0 0 6.21 218.08 178.55 Tm (l) Tj 0 Tr +ET +BT