From 6ea0136335d3ff1fe3f43507cc3f234de37089aa Mon Sep 17 00:00:00 2001 From: jeffersonfparil Date: Thu, 6 Jun 2024 14:49:15 +1000 Subject: [PATCH] testing --- exec/tests/logfile | 360 +++ ...3-0.506533726816997ETA_MRK_ScaleBayesA.dat | 597 +++++ ...06-14.46.42.658033-0.506533726816997mu.dat | 597 +++++ ...-14.46.42.658033-0.506533726816997varE.dat | 597 +++++ ...4-0.678508335724473ETA_MRK_ScaleBayesA.dat | 599 +++++ ...06-14.46.42.743424-0.678508335724473mu.dat | 599 +++++ ...-14.46.42.743424-0.678508335724473varE.dat | 599 +++++ ...2-0.617225074209273ETA_MRK_ScaleBayesA.dat | 597 +++++ ...06-14.46.42.849002-0.617225074209273mu.dat | 598 +++++ ...-14.46.42.849002-0.617225074209273varE.dat | 598 +++++ ...1-0.760495992843062ETA_MRK_ScaleBayesA.dat | 601 +++++ ...06-14.46.43.038931-0.760495992843062mu.dat | 601 +++++ ...-14.46.43.038931-0.760495992843062varE.dat | 600 +++++ ...4-0.348103576805443ETA_MRK_ScaleBayesA.dat | 602 +++++ ...06-14.46.43.350634-0.348103576805443mu.dat | 602 +++++ ...-14.46.43.350634-0.348103576805443varE.dat | 603 +++++ ...733-0.698543984442949ETA_MRK_parBayesB.dat | 504 ++++ ...06-14.46.42.668733-0.698543984442949mu.dat | 504 ++++ ...-14.46.42.668733-0.698543984442949varE.dat | 504 ++++ ...764-0.976780039956793ETA_MRK_parBayesB.dat | 515 ++++ ...06-14.46.42.757764-0.976780039956793mu.dat | 516 ++++ ...-14.46.42.757764-0.976780039956793varE.dat | 515 ++++ ...15-0.0576269561424851ETA_MRK_parBayesB.dat | 504 ++++ ...6-14.46.42.881315-0.0576269561424851mu.dat | 504 ++++ ...14.46.42.881315-0.0576269561424851varE.dat | 504 ++++ ...763-0.959135704440996ETA_MRK_parBayesB.dat | 519 ++++ ...06-14.46.43.089763-0.959135704440996mu.dat | 519 ++++ ...-14.46.43.089763-0.959135704440996varE.dat | 519 ++++ ...3465-0.38209713739343ETA_MRK_parBayesB.dat | 528 ++++ ...-06-14.46.43.843465-0.38209713739343mu.dat | 528 ++++ ...6-14.46.43.843465-0.38209713739343varE.dat | 528 ++++ ...894-0.402643151581287ETA_MRK_parBayesC.dat | 2215 ---------------- ...06-14.46.42.678894-0.402643151581287mu.dat | 2215 ---------------- ...-14.46.42.678894-0.402643151581287varE.dat | 2215 ---------------- ...466-0.649563813116401ETA_MRK_parBayesC.dat | 2157 ---------------- ...06-14.46.42.772466-0.649563813116401mu.dat | 2157 ---------------- ...-14.46.42.772466-0.649563813116401varE.dat | 2157 ---------------- ...747-0.336323488969356ETA_MRK_parBayesC.dat | 2144 ---------------- ...06-14.46.42.894747-0.336323488969356mu.dat | 2144 ---------------- ...-14.46.42.894747-0.336323488969356varE.dat | 2145 ---------------- ...773-0.825898634735495ETA_MRK_parBayesC.dat | 2215 ---------------- ...06-14.46.43.109773-0.825898634735495mu.dat | 2215 ---------------- ...-14.46.43.109773-0.825898634735495varE.dat | 2215 ---------------- ...211-0.417777209775522ETA_MRK_parBayesC.dat | 2253 ----------------- ...06-14.46.44.899211-0.417777209775522mu.dat | 2253 ----------------- ...-14.46.44.899211-0.417777209775522varE.dat | 2253 ----------------- 46 files changed, 17061 insertions(+), 32953 deletions(-) delete mode 100644 exec/tests/outdir/bglr_Bayes_C-within-pop_1--2024-06-06-14.46.42.678894-0.402643151581287ETA_MRK_parBayesC.dat delete mode 100644 exec/tests/outdir/bglr_Bayes_C-within-pop_1--2024-06-06-14.46.42.678894-0.402643151581287mu.dat delete mode 100644 exec/tests/outdir/bglr_Bayes_C-within-pop_1--2024-06-06-14.46.42.678894-0.402643151581287varE.dat delete mode 100644 exec/tests/outdir/bglr_Bayes_C-within-pop_1--2024-06-06-14.46.42.772466-0.649563813116401ETA_MRK_parBayesC.dat delete mode 100644 exec/tests/outdir/bglr_Bayes_C-within-pop_1--2024-06-06-14.46.42.772466-0.649563813116401mu.dat delete mode 100644 exec/tests/outdir/bglr_Bayes_C-within-pop_1--2024-06-06-14.46.42.772466-0.649563813116401varE.dat delete mode 100644 exec/tests/outdir/bglr_Bayes_C-within-pop_1--2024-06-06-14.46.42.894747-0.336323488969356ETA_MRK_parBayesC.dat delete mode 100644 exec/tests/outdir/bglr_Bayes_C-within-pop_1--2024-06-06-14.46.42.894747-0.336323488969356mu.dat delete mode 100644 exec/tests/outdir/bglr_Bayes_C-within-pop_1--2024-06-06-14.46.42.894747-0.336323488969356varE.dat delete mode 100644 exec/tests/outdir/bglr_Bayes_C-within-pop_1--2024-06-06-14.46.43.109773-0.825898634735495ETA_MRK_parBayesC.dat delete mode 100644 exec/tests/outdir/bglr_Bayes_C-within-pop_1--2024-06-06-14.46.43.109773-0.825898634735495mu.dat delete mode 100644 exec/tests/outdir/bglr_Bayes_C-within-pop_1--2024-06-06-14.46.43.109773-0.825898634735495varE.dat delete mode 100644 exec/tests/outdir/bglr_Bayes_C-within-pop_1--2024-06-06-14.46.44.899211-0.417777209775522ETA_MRK_parBayesC.dat delete mode 100644 exec/tests/outdir/bglr_Bayes_C-within-pop_1--2024-06-06-14.46.44.899211-0.417777209775522mu.dat delete mode 100644 exec/tests/outdir/bglr_Bayes_C-within-pop_1--2024-06-06-14.46.44.899211-0.417777209775522varE.dat diff --git a/exec/tests/logfile b/exec/tests/logfile index 88c4ba4..3372b73 100644 --- a/exec/tests/logfile +++ b/exec/tests/logfile @@ -1620,3 +1620,363 @@ [1] "Output file names:" [1] " - outdir/within-pop_1-metrics-rep_1-fold_5-model_ridge-1717649227374254.tsv" [1] " - outdir/within-pop_1-y_pred-rep_1-fold_5-model_ridge-1717649227374254.tsv" +[1] "Allele effects distribution:" + +----------+-----------------+------------------+-----------+ + | ***** | +20 + *** ** + + | ** ** | + | ** ** | +15 + ** ** + + | ** * | + | * ** | +10 + * ** + + | * ** | + | ** ** | + 5 + ** *** + + | **** *** | + 0 + ************ ************* + + +----------+-----------------+------------------+-----------+ + -0.05 0 0.05 +[1] "Relative posisitions of allele effects across the genome:" + +-+-------------+-------------+-------------+------------+ + | * * * * * | + | * ** *** *** **** * ** *** ** * ******* | + 0.05 + ************************************************** + + | ************************************************** | + | ************************************************** | + | *************************************************** | + 0 + ************************************************** + + | ************************************************** | + | *************************************************** | + | *************************************************** | +-0.05 + ************************************************** + + | ******* * * * ********** *** ***** ***** ** ***** | + | * * * * * * * ***** * * * | + +-+-------------+-------------+-------------+------------+ + 0 10000 20000 30000 +[1] "Number of non-zero effects: 36437 (100%)" +[1] "Scatter plot of the observed and predicted phenotypes" + +---------+----------+----------+----------+-----------+----+ + | * | + | | +40 + * + + | * * | + | | + | * | +35 + * + + | * | + | * ** | +30 + * * + + | * * ** | + | * * * | + | * * | + +---------+----------+----------+----------+-----------+----+ + 0 20 40 60 80 +[1] "Mean bias error (mbe) = 3.27395637621819" +[1] "Mean absolute error (mae) = 17.882626344392" +[1] "Root mean square error (rmse) = 23.1628378494082" +[1] "Coefficient of determination (r2) = 0.0779798763269079" +[1] "Power to identify top 10 (power_t10) = 3.27395637621819" +[1] "Power to identify bottom 10 (power_b10) = 0" +[1] "Pearson's correlation (corr) = 0.346145248006778" +[1] "Variance of predicted phenotypes (var_pred) = 21.4599656049657 (estimator of additive genetic variance)" +[1] "Variance of observed phenotypes (var_true) = 609.602192082208 (estimator of total phenotypic variance)" +[1] "Narrow-sense heritability estimate (h2) = 0.1017007434" +[1] "Performance:" + rep fold model pop_training pop_validation n_training n_validation +1 1 5 Bayes_C pop_1 pop_1 86 22 + duration_mins n_non_zero_effects mbe mae rmse r2 +1 1.956493 36437 3.273956 17.88263 23.16284 0.07797988 + corr power_t10 power_b10 var_pred var_true h2 +1 0.3461452 0.5 0 21.45997 609.6022 0.1017007 +[1] "Output file names:" +[1] " - outdir/within-pop_1-metrics-rep_1-fold_5-model_Bayes_C-1717649322527293.tsv" +[1] " - outdir/within-pop_1-y_pred-rep_1-fold_5-model_Bayes_C-1717649322527293.tsv" +[1] "Allele effects distribution:" + ++---------+--------+--------+---------+--------+--------+--+ +30 + ***** + + | *** ** | +25 + ** * + + | * * | +20 + * ** + + | ** ** | +15 + ** ** + + | ** ** | +10 + ** ** + + | ** ** | + 5 + ** ** + + | **** *** | + 0 + ************* ************* + + ++---------+--------+--------+---------+--------+--------+--+ + -0.06 -0.04 -0.02 0 0.02 0.04 0.06 +[1] "Relative posisitions of allele effects across the genome:" + 0.06 +-+-------------+-------------+-------------+------------+ + | * * * | + | * * * ** ** * * ** * *** * * * | + 0.04 + *************************************************** + + | ************************************************** | + 0.02 + *************************************************** + + | *************************************************** | + 0 + *************************************************** + + | ************************************************** | +-0.02 + *************************************************** + + | ************************************************** | +-0.04 + ************************************************** + + | * ***** *** **** * * *** *** * ** * * | + | * * * | +-0.06 +-+-------------+-------------+-------------+------------+ + 0 10000 20000 30000 +[1] "Number of non-zero effects: 36437 (100%)" +[1] "Scatter plot of the observed and predicted phenotypes" +38 +------+-------------+------------+------------+------------+ + | * | + | * | +36 + * * + + | * | +34 + * * + + | * * * * * | +32 + + + | * * * | + | * * ** | +30 + + + | * | +28 + + + | * | + +------+-------------+------------+------------+------------+ + 0 20 40 60 +[1] "Mean bias error (mbe) = -2.34972643255531" +[1] "Mean absolute error (mae) = 21.8408435941852" +[1] "Root mean square error (rmse) = 25.2486964629324" +[1] "Coefficient of determination (r2) = 0.0520727033902856" +[1] "Power to identify top 10 (power_t10) = -2.34972643255531" +[1] "Power to identify bottom 10 (power_b10) = 0" +[1] "Pearson's correlation (corr) = 0.362576852328098" +[1] "Variance of predicted phenotypes (var_pred) = 6.31833481700705 (estimator of additive genetic variance)" +[1] "Variance of observed phenotypes (var_true) = 706.142242263919 (estimator of total phenotypic variance)" +[1] "Narrow-sense heritability estimate (h2) = 0.0246780233" +[1] "Allele effects distribution:" + +---+------------+------------+-------------+------------+--+ + | ******* | +15 + ** ** + + | ** ** | + | * ** | + | * * | +10 + ** * + + | ** ** | + | ** ** | + 5 + ** ** + + | ** ** | + | *** ** | + | *** *** | + 0 + ************* ************ + + +---+------------+------------+-------------+------------+--+ + -0.1 -0.05 0 0.05 0.1 +[1] "Relative posisitions of allele effects across the genome:" + +-+-------------+-------------+-------------+------------+ + 0.1 + * *** * * * * * * * + + | ******* ********* **************** ** ***** * *** | + | ************************************************** | + 0.05 + ************************************************** + + | ************************************************** | + | *************************************************** | + 0 + ************************************************** + + | *************************************************** | + | *************************************************** | +-0.05 + ************************************************** + + | ************************************************** | + | * ***** * * * *** ** ** ********* | + -0.1 + * * * * * + + +-+-------------+-------------+-------------+------------+ + 0 10000 20000 30000 +[1] "Number of non-zero effects: 36437 (100%)" +[1] "Scatter plot of the observed and predicted phenotypes" + +-----+--------------+---------------+---------------+------+ + | * | +35 + + + | * | + | * * | + | * * | +30 + * * + + | * * * | + | * * * * | + | * * | +25 + * + + | * | + | | + | * | + +-----+--------------+---------------+---------------+------+ + 0 20 40 60 +[1] "Mean bias error (mbe) = 3.54295009826367" +[1] "Mean absolute error (mae) = 13.9334783089898" +[1] "Root mean square error (rmse) = 17.4981312419168" +[1] "Coefficient of determination (r2) = -0.0212390084097478" +[1] "Power to identify top 10 (power_t10) = 3.54295009826367" +[1] "Power to identify bottom 10 (power_b10) = 0" +[1] "Pearson's correlation (corr) = 0.157389824231516" +[1] "Variance of predicted phenotypes (var_pred) = 15.4461569770459 (estimator of additive genetic variance)" +[1] "Variance of observed phenotypes (var_true) = 314.093775522401 (estimator of total phenotypic variance)" +[1] "Narrow-sense heritability estimate (h2) = 0.3124528309" +[1] "Performance:" + rep fold model pop_training pop_validation n_training n_validation +1 1 4 Bayes_C pop_1 pop_1 87 21 + duration_mins n_non_zero_effects mbe mae rmse r2 +1 2.014974 36437 -2.349726 21.84084 25.2487 0.0520727 + corr power_t10 power_b10 var_pred var_true h2 +1 0.3625769 0.5 0 6.318335 706.1422 0.02467802 +[1] "Output file names:" +[1] " - outdir/within-pop_1-metrics-rep_1-fold_4-model_Bayes_C-1717649324841283.tsv" +[1] " - outdir/within-pop_1-y_pred-rep_1-fold_4-model_Bayes_C-1717649324841283.tsv" +[1] "Performance:" + rep fold model pop_training pop_validation n_training n_validation +1 1 1 Bayes_C pop_1 pop_1 86 22 + duration_mins n_non_zero_effects mbe mae rmse r2 +1 2.024489 36437 3.54295 13.93348 17.49813 -0.02123901 + corr power_t10 power_b10 var_pred var_true h2 +1 0.1573898 0 0 15.44616 314.0938 0.3124528 +[1] "Output file names:" +[1] " - outdir/within-pop_1-metrics-rep_1-fold_1-model_Bayes_C-1717649324112452.tsv" +[1] " - outdir/within-pop_1-y_pred-rep_1-fold_1-model_Bayes_C-1717649324112452.tsv" +[1] "Allele effects distribution:" + +--+------------+------------+-----------+------------+-----+ + | **** | +15 + ** *** + + | ** ** | + | ** * | + | * * | +10 + * ** + + | ** ** | + | ** ** | + | ** ** | + 5 + ** ** + + | *** ** | + | *** **** | + 0 + ************ ************** + + +--+------------+------------+-----------+------------+-----+ + -0.1 -0.05 0 0.05 0.1 +[1] "Relative posisitions of allele effects across the genome:" + +-+-------------+-------------+-------------+------------+ + 0.1 + * ** * * + + | ** **** ** * * ** * * * * *** ** | + | ******** ***************************************** | + 0.05 + ************************************************** + + | ************************************************** | + | *************************************************** | + 0 + *************************************************** + + | *************************************************** | + | ************************************************** | +-0.05 + ************************************************** + + | *************************************************** | + | **** * **** *** ** ** ***** ********* *** **** ** | + -0.1 + * * * * ** * ** * * + + +-+-------------+-------------+-------------+------------+ + 0 10000 20000 30000 +[1] "Number of non-zero effects: 36437 (100%)" +[1] "Scatter plot of the observed and predicted phenotypes" + +----+----------+----------+---------+----------+----------++ + | * | +40 + + + | * | + | * * | +35 + * * + + | * * * | + | ** * | +30 + * * * + + | * * | + | * * | +25 + + + | * | + | * * | + +----+----------+----------+---------+----------+----------++ + 0 20 40 60 80 100 +[1] "Mean bias error (mbe) = 4.8908519443573" +[1] "Mean absolute error (mae) = 18.5199775192788" +[1] "Root mean square error (rmse) = 24.138075621607" +[1] "Coefficient of determination (r2) = 0.0331897782180482" +[1] "Power to identify top 10 (power_t10) = 4.8908519443573" +[1] "Power to identify bottom 10 (power_b10) = 0" +[1] "Pearson's correlation (corr) = 0.280962776789211" +[1] "Variance of predicted phenotypes (var_pred) = 26.0501739423863 (estimator of additive genetic variance)" +[1] "Variance of observed phenotypes (var_true) = 631.346009447519 (estimator of total phenotypic variance)" +[1] "Narrow-sense heritability estimate (h2) = 0.1468569152" +[1] "Performance:" + rep fold model pop_training pop_validation n_training n_validation +1 1 2 Bayes_C pop_1 pop_1 86 22 + duration_mins n_non_zero_effects mbe mae rmse r2 +1 2.067457 36437 4.890852 18.51998 24.13808 0.03318978 + corr power_t10 power_b10 var_pred var_true h2 +1 0.2809628 0.5 0 26.05017 631.346 0.1468569 +[1] "Output file names:" +[1] " - outdir/within-pop_1-metrics-rep_1-fold_2-model_Bayes_C-1717649327427943.tsv" +[1] " - outdir/within-pop_1-y_pred-rep_1-fold_2-model_Bayes_C-1717649327427943.tsv" +[1] "Allele effects distribution:" + +----------+----------+----------+-----------+----------+---+ +15 + ***** + + | ** ** | + | * ** | + | * ** | +10 + ** ** + + | ** ** | + | ** * | + | * ** | + 5 + ** ** + + | * ** | + | *** *** | + | *** *** | + 0 + ****************** ********** + + +----------+----------+----------+-----------+----------+---+ + -0.15 -0.1 -0.05 0 0.05 0.1 +[1] "Relative posisitions of allele effects across the genome:" + +-+-------------+-------------+-------------+------------+ + 0.1 + * * * * ** * ** * ** * * * * * + + | ************* **************** ***** ************* | + 0.05 + ************************************************** + + | ************************************************** | + | ************************************************** | + 0 + *************************************************** + + | *************************************************** | + | ************************************************** | +-0.05 + ************************************************** + + | **************************** ********************* | + -0.1 + * * ** ** * * * * * *** * ** * *** + + | * * * * | + | * * * | +-0.15 +-+-------------+-------------+-------------+------------+ + 0 10000 20000 30000 +[1] "Number of non-zero effects: 36437 (100%)" +[1] "Scatter plot of the observed and predicted phenotypes" +55 +------+----------------+----------------+----------------+-+ + | * | + | | +50 + + + | | +45 + + + | * | + | * | +40 + + + | * * | +35 + * * + + | * * * * | +30 + * * * * * + + | * * * * | + +------+----------------+----------------+----------------+-+ + 0 20 40 60 +[1] "Mean bias error (mbe) = -10.8854322500496" +[1] "Mean absolute error (mae) = 17.155906556466" +[1] "Root mean square error (rmse) = 20.390421814806" +[1] "Coefficient of determination (r2) = -0.740988083940161" +[1] "Power to identify top 10 (power_t10) = -10.8854322500496" +[1] "Power to identify bottom 10 (power_b10) = 0" +[1] "Pearson's correlation (corr) = -0.128656368173961" +[1] "Variance of predicted phenotypes (var_pred) = 35.0728428680617 (estimator of additive genetic variance)" +[1] "Variance of observed phenotypes (var_true) = 250.752874704918 (estimator of total phenotypic variance)" +[1] "Narrow-sense heritability estimate (h2) = NA" +[1] "Performance:" + rep fold model pop_training pop_validation n_training n_validation +1 1 3 Bayes_C pop_1 pop_1 87 21 + duration_mins n_non_zero_effects mbe mae rmse r2 +1 2.080002 36437 -10.88543 17.15591 20.39042 -0.7409881 + corr power_t10 power_b10 var_pred var_true h2 +1 -0.1286564 0 0 35.07284 250.7529 NA +[1] "Output file names:" +[1] " - outdir/within-pop_1-metrics-rep_1-fold_3-model_Bayes_C-1717649328120553.tsv" +[1] " - outdir/within-pop_1-y_pred-rep_1-fold_3-model_Bayes_C-1717649328120553.tsv" diff --git a/exec/tests/outdir/bglr_Bayes_A-within-pop_1--2024-06-06-14.46.42.658033-0.506533726816997ETA_MRK_ScaleBayesA.dat b/exec/tests/outdir/bglr_Bayes_A-within-pop_1--2024-06-06-14.46.42.658033-0.506533726816997ETA_MRK_ScaleBayesA.dat index 9551a2c..3e3cf4a 100644 --- a/exec/tests/outdir/bglr_Bayes_A-within-pop_1--2024-06-06-14.46.42.658033-0.506533726816997ETA_MRK_ScaleBayesA.dat +++ b/exec/tests/outdir/bglr_Bayes_A-within-pop_1--2024-06-06-14.46.42.658033-0.506533726816997ETA_MRK_ScaleBayesA.dat @@ -1580,3 +1580,600 @@ 0.8700999 0.8748261 0.8675787 +0.873059 +0.8773073 +0.8948941 +0.8885764 +0.8803148 +0.8671524 +0.8504132 +0.877492 +0.8816494 +0.8822206 +0.8738314 +0.8672826 +0.8483842 +0.8571624 +0.8520921 +0.8516215 +0.8549258 +0.8552311 +0.8572788 +0.8772827 +0.8737036 +0.8783851 +0.8748617 +0.8716674 +0.8744259 +0.8711023 +0.8706033 +0.8889769 +0.8955905 +0.8857476 +0.8845744 +0.8892758 +0.8940799 +0.8897236 +0.885817 +0.8870292 +0.8840091 +0.8850568 +0.8901808 +0.9013788 +0.8892908 +0.8877101 +0.8799233 +0.8811988 +0.8723195 +0.882625 +0.8788452 +0.8710744 +0.8603804 +0.8596649 +0.8604996 +0.869885 +0.8654605 +0.862648 +0.861606 +0.8750578 +0.8776928 +0.8844037 +0.8927231 +0.89611 +0.9044336 +0.902395 +0.8964002 +0.8829626 +0.8796578 +0.870719 +0.8711775 +0.8776875 +0.8771292 +0.8893327 +0.8741752 +0.8834534 +0.8714631 +0.8793746 +0.8799882 +0.8852691 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b/exec/tests/outdir/bglr_Bayes_A-within-pop_1--2024-06-06-14.46.42.658033-0.506533726816997mu.dat @@ -1580,3 +1580,600 @@ 32.97418 40.94884 49.75534 +55.19787 +47.18903 +44.4807 +40.53336 +34.72818 +33.71479 +29.79116 +28.91976 +33.91836 +30.77103 +31.86909 +34.39056 +30.30382 +26.52323 +30.00716 +24.74923 +33.07649 +40.66433 +44.68116 +51.37222 +48.09964 +46.05267 +41.8575 +37.6805 +47.44052 +40.63577 +43.54334 +43.59332 +42.9217 +43.89799 +46.11633 +48.95472 +51.31008 +39.15517 +42.10134 +45.30506 +44.34192 +43.93508 +43.09937 +41.88238 +44.59692 +42.16673 +39.43219 +30.66614 +30.42011 +36.20053 +37.45072 +31.78468 +35.52086 +43.63541 +34.65499 +45.81611 +44.75684 +47.9972 +49.9928 +47.16752 +48.8724 +53.81715 +51.41167 +58.26496 +59.93764 +71.90775 +69.46954 +68.49525 +66.13726 +63.47733 +67.83606 +67.65178 +69.20499 +78.02663 +82.50951 +85.61147 +89.58049 +91.71551 +97.95104 +94.81864 +91.60845 +86.303 +82.19205 +82.57459 +75.70495 +73.93196 +77.39424 +65.85031 +58.16191 +62.39862 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