From 94bf29bd9f1b6e9812b0a3cd836f971924946cfa Mon Sep 17 00:00:00 2001 From: wenruifan Date: Thu, 3 Jul 2025 16:14:21 +0100 Subject: [PATCH 1/9] Fix bugs in the urls. --- .../tutorial.ipynb | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/tutorials/multiomics-cancer-classification/tutorial.ipynb b/tutorials/multiomics-cancer-classification/tutorial.ipynb index 340d167..640c101 100644 --- a/tutorials/multiomics-cancer-classification/tutorial.ipynb +++ b/tutorials/multiomics-cancer-classification/tutorial.ipynb @@ -174,9 +174,9 @@ "source": [ "### Configuration\n", "\n", - "To minimize the footprint of the notebook when specifying configurations, we provide a [`config.py`](https://github.com/pykale/mmai-tutorial/blob/main/tutorials/multiomics-cancer-classification/config.py) file that defines default parameters. These can be customized by supplying a `.yaml` configuration file, such as [`experiments/BRCA.yaml`](https://github.com/pykale/mmai-tutorial/blob/main/tutorials/multiomics-cancer-classification/experiments/base.yaml) as an example.\n", + "To minimize the footprint of the notebook when specifying configurations, we provide a [`config.py`](https://github.com/pykale/mmai-tutorial/blob/main/tutorials/multiomics-cancer-classification/config.py) file that defines default parameters. These can be customized by supplying a `.yaml` configuration file, such as [`experiments/BRCA.yaml`](https://github.com/pykale/mmai-tutorial/blob/main/tutorials/multiomics-cancer-classification/experiments/BRCA.yaml) as an example.\n", "\n", - "First, we load the configuration from [`experiments/BRCA.yaml`](https://github.com/pykale/mmai-tutorial/blob/main/tutorials/multiomics-cancer-classification/experiments/base.yaml)." + "First, we load the configuration from [`experiments/BRCA.yaml`](https://github.com/pykale/mmai-tutorial/blob/main/tutorials/multiomics-cancer-classification/experiments/BRCA.yaml)." ] }, { @@ -197,7 +197,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Besides, we also provide a configuration file for another dataset **ROSMAP**, named [`experiments/ROSMAP.yaml`](https://github.com/pykale/embc-mmai25/blob/main/tutorials/multiomics-cancer-classification/experiments/MOGONET_ROSMAP_quick_test.yaml). Users can try with this dataset later." + "Besides, we also provide a configuration file for another dataset **ROSMAP**, named [`experiments/ROSMAP.yaml`](https://github.com/pykale/embc-mmai25/blob/main/tutorials/multiomics-cancer-classification/experiments/ROSMAP.yaml). Users can try with this dataset later." ] }, { @@ -375,7 +375,7 @@ "source": [ "## Step 2: Model Definition\n", "\n", - "`PyKale` applies `kale.embed` and `kale.predict` to define `MogonetModel` class in `model.py`, which wraps all the necessary components of the MOGONET pipeline based on the configuration.\n", + "`PyKale` applies `kale.embed` and `kale.predict` to define `MogonetModel` class in [`model.py`](https://github.com/pykale/mmai-tutorials/blob/main/tutorials/multiomics-cancer-classification/model.py), which wraps all the necessary components of the MOGONET pipeline based on the configuration.\n", "\n", "This wrapper takes care of:\n", "- Building GCN encoders for each omics modality.\n", @@ -412,16 +412,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Descriptions of Other APIs in `model.py`\n", + "### Descriptions of Other APIs in [`model.py`](https://github.com/pykale/mmai-tutorials/blob/main/tutorials/multiomics-cancer-classification/model.py)\n", "\n", - "`model.py` also calls `kale.pipeline.multiomics_trainer`, which provides `MultiomicsTrainer`, the training and evaluation engine that orchestrates how unimodal encoders and the multimodal VCDN fusion layer work together. It supports pretraining and full training regimes." + "[`model.py`](https://github.com/pykale/mmai-tutorials/blob/main/tutorials/multiomics-cancer-classification/model.py) also calls `kale.pipeline.multiomics_trainer`, which provides `MultiomicsTrainer`, the training and evaluation engine that orchestrates how unimodal encoders and the multimodal VCDN fusion layer work together. It supports pretraining and full training regimes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "To initialize the model, we firstly call `MogonetModel` from `model.py`." + "To initialize the model, we firstly call `MogonetModel` from [`model.py`](https://github.com/pykale/mmai-tutorials/blob/main/tutorials/multiomics-cancer-classification/model.py)." ] }, { From 572a248f14e4b9e6fced840b8d9ffcf4e4356535 Mon Sep 17 00:00:00 2001 From: wenruifan Date: Thu, 3 Jul 2025 16:58:30 +0100 Subject: [PATCH 2/9] Support torch==2.6.0. --- tutorials/multiomics-cancer-classification/tutorial.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tutorials/multiomics-cancer-classification/tutorial.ipynb b/tutorials/multiomics-cancer-classification/tutorial.ipynb index 640c101..a0940ad 100644 --- a/tutorials/multiomics-cancer-classification/tutorial.ipynb +++ b/tutorials/multiomics-cancer-classification/tutorial.ipynb @@ -76,7 +76,7 @@ "metadata": {}, "outputs": [], "source": [ - "!pip install --quiet git+https://github.com/pykale/pykale@main\\\n", + "!pip install --quiet git+https://github.com/pykale/pykale@support-torch-2.6\\\n", " && echo \"PyKale installed successfully ✅\" \\\n", " || echo \"Failed to install PyKale ❌\"" ] From 2c076fc89320f6999c9037eb19ca5a2562b52871 Mon Sep 17 00:00:00 2001 From: wenruifan Date: Fri, 4 Jul 2025 13:15:39 +0100 Subject: [PATCH 3/9] Start adding extend readings. --- .../data-example/1_feat_name.csv | 5 +++++ .../data-example/1_lbl_te.csv | 5 +++++ .../data-example/1_lbl_tr.csv | 5 +++++ .../data-example/1_te.csv | 5 +++++ .../data-example/1_tr.csv | 5 +++++ .../extend-reading/configuration.md | 0 .../extend-reading/data.md | 12 ++++++++++++ .../extend-reading/extension_tasks.md | 0 .../extend-reading/helper_functions.md | 0 9 files changed, 37 insertions(+) create mode 100644 tutorials/multiomics-cancer-classification/data-example/1_feat_name.csv create mode 100644 tutorials/multiomics-cancer-classification/data-example/1_lbl_te.csv create mode 100644 tutorials/multiomics-cancer-classification/data-example/1_lbl_tr.csv create mode 100644 tutorials/multiomics-cancer-classification/data-example/1_te.csv create mode 100644 tutorials/multiomics-cancer-classification/data-example/1_tr.csv create mode 100644 tutorials/multiomics-cancer-classification/extend-reading/configuration.md create mode 100644 tutorials/multiomics-cancer-classification/extend-reading/data.md create mode 100644 tutorials/multiomics-cancer-classification/extend-reading/extension_tasks.md create mode 100644 tutorials/multiomics-cancer-classification/extend-reading/helper_functions.md diff --git a/tutorials/multiomics-cancer-classification/data-example/1_feat_name.csv b/tutorials/multiomics-cancer-classification/data-example/1_feat_name.csv new file mode 100644 index 0000000..217ed42 --- /dev/null +++ b/tutorials/multiomics-cancer-classification/data-example/1_feat_name.csv @@ -0,0 +1,5 @@ +A2ML1|144568 +ABAT|18 +ABCA13|154664 +ABCC11|85320 +ABCC8|6833 \ No newline at end of file diff --git a/tutorials/multiomics-cancer-classification/data-example/1_lbl_te.csv b/tutorials/multiomics-cancer-classification/data-example/1_lbl_te.csv new file mode 100644 index 0000000..d1fe6e4 --- /dev/null +++ b/tutorials/multiomics-cancer-classification/data-example/1_lbl_te.csv @@ -0,0 +1,5 @@ +1.000000000000000000e+00 +2.000000000000000000e+00 +3.000000000000000000e+00 +0.000000000000000000e+00 +4.000000000000000000e+00 diff --git a/tutorials/multiomics-cancer-classification/data-example/1_lbl_tr.csv b/tutorials/multiomics-cancer-classification/data-example/1_lbl_tr.csv new file mode 100644 index 0000000..52a271c --- /dev/null +++ b/tutorials/multiomics-cancer-classification/data-example/1_lbl_tr.csv @@ -0,0 +1,5 @@ +1.000000000000000000e+00 +2.000000000000000000e+00 +3.000000000000000000e+00 +0.000000000000000000e+00 +4.000000000000000000e+00 \ No newline at end of file diff --git a/tutorials/multiomics-cancer-classification/data-example/1_te.csv b/tutorials/multiomics-cancer-classification/data-example/1_te.csv new file mode 100644 index 0000000..0bdc24f --- /dev/null +++ b/tutorials/multiomics-cancer-classification/data-example/1_te.csv @@ -0,0 +1,5 @@ +2.009664663689423869e-01,1.790052094853341325e-01,5.323006817484541298e-01,2.117087887228068233e-01,4.927442532831394773e-01,1.885327050948535088e-01,4.992779559593737426e-01,4.429853006620342870e-01,5.727659545897902937e-01,4.040166717912639371e-01,6.226204292627826042e-01,2.794487388137986694e-01,3.511112447851788554e-01,4.398655672980761322e-01,5.372619182530262716e-01,3.959636616961399458e-01,5.598743727780868262e-01,4.085935038186618296e-01,5.481685755832950147e-01,6.922464744951744020e-01,6.004710104946562321e-01,5.697436818858622187e-01,4.670093003942577536e-01,2.296114492059209145e-01,3.522525594644001501e-01,5.876375238524135236e-01,6.082369247085256392e-01,3.419821849668122082e-01,1.681710832693718571e-01,4.268755446231897177e-01,4.652635967300792208e-01,5.307732647786982394e-01,3.481837704144609691e-01,4.596370637367463430e-01,2.296114492059209145e-01,4.121265750668477446e-01,2.719980515508546026e-01,5.575832124771122889e-01,3.603248301886019522e-01,3.743523833640889364e-01,6.088804160859561110e-01,5.413096882359578199e-01,5.822862068420797677e-01,3.323922358971137525e-01,3.909152475186662423e-01,1.222550356767654334e-01,4.540502697166871049e-01,1.222550356767654334e-01,5.278119674797795424e-01,4.908019682842498788e-01,3.919510225378448620e-01,4.861450389617423817e-01,5.981515844221410028e-01,6.344419909197680785e-02,5.675013070693198936e-01,6.035560473710772644e-01,3.626786716632607876e-01,4.505311593692464811e-01,5.905538619742386475e-01,3.068240814288261675e-01,1.556141004969890385e-01,1.320024177900157858e-01,4.749629615783942937e-01,1.222550356767654334e-01,5.351014841178485248e-01,5.575125929626038035e-01,4.752028339427670223e-01,4.464237606907858757e-01,6.153285284494036667e-01,4.527886412841133357e-01,4.250908699882229302e-01,6.307345522469209875e-01,5.820293808968227678e-01,6.707437366629478426e-01,1.265951539459281017e-01,2.372418333410131752e-01,1.484992911545788552e-01,4.930315216238414511e-01,6.776053814995014468e-01,4.842454093602389098e-01,2.442005336433367702e-01,4.417155814534768909e-01,6.090733304462461195e-01,5.943142274417854143e-01,5.367135561907381280e-01,3.366453073742334268e-01,4.077552838702670490e-01,2.994476765918792638e-01,0.000000000000000000e+00,4.825176958674191607e-01,3.117011596696205866e-01,3.676491263618552052e-01,3.785251320621074167e-01,2.794487388137986694e-01,4.522846752324203301e-01,3.703990010098565655e-01,2.920068141694306396e-01,5.111483920928014957e-01,5.323588429276379097e-01,3.996146080976650805e-01,1.484992911545788552e-01,5.405794408668523898e-01,2.149881581030819444e-01,9.819343617032995353e-02,2.181369762607100193e-01,3.734907697771360779e-01,4.039754330268301996e-01,2.268951761713381421e-01,4.377793027747071131e-01,3.026934865745818937e-01,1.790052094853341325e-01,3.481837704144609691e-01,5.293366747526814242e-01,4.565147472734675804e-01,1.406794372480783539e-01,4.377793027747071131e-01,5.685384926123220328e-01,5.713935858199923334e-01,5.035753991329310342e-01,3.739227496198769263e-01,5.259426515307651373e-01,4.809743758190775931e-01,2.526182484521117266e-01,5.546994188418558069e-01,3.791890561551682776e-02,4.627810607578578539e-01,4.471901443839660373e-01,2.296114492059209145e-01,4.315853613956343038e-01,2.931991147630287342e-01,2.949017693638447679e-01,5.003308373570738432e-01,1.222550356767654334e-01,4.147999605538585377e-01,3.862631751979386796e-01,0.000000000000000000e+00,4.798532558583917806e-01,2.925269465274678016e-01,6.485388329914033578e-01,1.406794372480783539e-01,3.791890561551682776e-02,3.789305454835636966e-01,5.525668081241850160e-01,6.238370276996683117e-01,0.000000000000000000e+00,2.888254400975108771e-01,4.526294876257695998e-01,4.568174747698882654e-01,2.960629702278085862e-01,3.005444774654784656e-01,6.066617595098586779e-01,4.551379267791741956e-01,2.526182484521117266e-01,1.790052094853341325e-01,3.919510225378448620e-01,3.068240814288261675e-01,2.862579065173794790e-01,4.034254966579014501e-01,5.264454754350655907e-01,2.888254400975108771e-01,4.211592746006664889e-01,6.344419909197680785e-02,3.179904113920570818e-01,3.988449349937009947e-01,2.117087887228068233e-01,5.664881235825006689e-01,2.211657240019499759e-01,6.449655380850144448e-01,6.496289540496356096e-01,6.283173789467273451e-01,6.268519431744374870e-01,5.315758983562373086e-01,2.268951761713381421e-01,2.047116821841125089e-01,4.947335788657297728e-01,1.222550356767654334e-01,2.808582229400368169e-01,3.561223605046589524e-01,1.885327050948535088e-01,2.813317832559137921e-01,2.949017693638447679e-01,2.960629702278085862e-01,3.068240814288261675e-01,3.016262792238966206e-01,5.943673435671756877e-01,2.765521169787213407e-01,1.320024177900157858e-01,5.466787742236811631e-01,1.406794372480783539e-01,3.078238482264617493e-01,4.013208835882737247e-01,3.571940923247404198e-01,3.762741695537410447e-01,3.292576262068234727e-01,3.400228051313730626e-01,1.928980706689014113e-01,4.444118839884368954e-01,2.602260608089675409e-01,3.413344357736641799e-01,3.966130749016032464e-01,3.323922358971137525e-01,3.975773068075983963e-01,2.822430327617808654e-01,3.667108667732519867e-01,1.970350889801857075e-01,2.808582229400368169e-01,4.172714634123838584e-01,5.571169056709390777e-01,6.857214398280411238e-01,5.375891148419228438e-01,4.811967020936261386e-01,3.623452878778003483e-01,3.638274112016436357e-01,5.763799970882953483e-01,3.505343526235802920e-01,5.925682291986235084e-01,5.303569434048919229e-01,5.444649769294209740e-01,6.333075766252539429e-01,4.155085762021075713e-01,1.320024177900157858e-01,6.756343130882088710e-01,4.641698415173730052e-01,5.260056783008436598e-01,2.347792525323287582e-01,1.111355650241199339e-01,4.929358813722429233e-01,3.359521521801500099e-01,5.643831878081552178e-01,3.331171505870825778e-01,5.170780369598934056e-01,2.322375426703169876e-01,5.346509251651014871e-01,5.377522070363751627e-01,5.952649119392717791e-01,6.433669631409671963e-01,4.535795138121889170e-01,5.765131940669554478e-01,3.037466581480582350e-01,4.660740855694728291e-01,6.656602538427973670e-01,4.007091359893354965e-01,3.005444774654784656e-01,2.808582229400368169e-01,4.429853006620342870e-01,3.791890561551682776e-02,0.000000000000000000e+00,4.790589226211443008e-01,5.681326458249991163e-01,7.719428049904668576e-01,1.790052094853341325e-01,2.862579065173794790e-01,4.031282440832436587e-01,3.953088731255131605e-01,4.204447227452056679e-01,5.093803367020084405e-01,4.937290644189317179e-01,6.998781614259258488e-01,3.966130749016032464e-01,5.179652337990083844e-01,6.344419909197680785e-02,4.232650392089197799e-01,6.428220492986704837e-01,1.320024177900157858e-01,1.839123042638744210e-01,2.396300636293801078e-01,5.554411399136012228e-01,0.000000000000000000e+00,6.344419909197680785e-02,0.000000000000000000e+00,0.000000000000000000e+00,3.828744105180353907e-01,5.113002826111278099e-01,4.340408805420198357e-01,4.940514736432100040e-01,4.914872105181092854e-01,5.030718687950673784e-01,5.066116483785262359e-01,2.396300636293801078e-01,5.633965742146184175e-01,3.255503789876401100e-01,3.997732058400829125e-01,6.085704184136706552e-01,6.561276840194365523e-01,3.577245620971832296e-01,5.246714443156608176e-01,4.368125160240032834e-01,5.207304493235037635e-01,3.791890561551682776e-02,2.671657157667303717e-01,2.704198455892036779e-01,2.671657157667303717e-01,4.697503412177871374e-01,5.419817839401395165e-01,3.316606168322791537e-01,4.194818346753859117e-01,3.413344357736641799e-01,4.438799254799767335e-01,5.559605539780063665e-01,1.981557112925635689e-01,1.737734747794528745e-01,7.342681862313280572e-01,5.409975452955985142e-01,4.640320554610231074e-01,5.305951136928491740e-01,4.905064730716412469e-01,4.816394888745994529e-01,5.685384926123220328e-01,6.427500704779671725e-01,6.753105171715197974e-01,3.271227191046301441e-01,5.843920939239366508e-01,1.737734747794528745e-01,4.997183548507994066e-01,3.331171505870825778e-01,1.681710832693718571e-01,4.473605864096492080e-01,4.571190482052473469e-01,5.287911629550774428e-01,4.883050922691831164e-01,5.525884211190021933e-01,4.452906370611641185e-01,4.961245122027953536e-01,4.983897194536126563e-01,2.047116821841125089e-01,4.373940047472854031e-01,5.240280921480687804e-01,4.400525247697713582e-01,5.434608269536040925e-01,5.420332478664068310e-01,6.765508660232585347e-01,1.556141004969890385e-01,6.344419909197680785e-02,4.192781305040144679e-01,1.928980706689014113e-01,5.188908570203513149e-01,1.320024177900157858e-01,1.111355650241199339e-01,2.211657240019499759e-01,1.111355650241199339e-01,2.082875727119255505e-01,2.686954190993581237e-01,2.240823091439597958e-01,3.764663014298627597e-01,5.386164072081081056e-01,1.320024177900157858e-01,5.296381290411888987e-01,5.583822284781915224e-01,6.507693552149280691e-01,4.175201278303812269e-01,4.342421050295724450e-01,4.232650392089197799e-01,4.759180596815284492e-01,3.323922358971137525e-01,4.836019371386510168e-01,4.731404825686055249e-01,3.493677918002505156e-01,4.777943239922254337e-01,1.111355650241199339e-01,5.732875147930698301e-01,6.161592965588761350e-01,5.023104985176349846e-01,2.946558318640594143e-01,6.133902464224635365e-01,5.941546647428009864e-01,5.022254492428562811e-01,6.344419909197680785e-02,3.088111373942585836e-01,5.257241906405820675e-01,1.484992911545788552e-01,6.344419909197680785e-02,0.000000000000000000e+00,7.062011790190921845e-01,5.919410683560240027e-01,2.117087887228068233e-01,3.936477354393401185e-01,5.710734723739224750e-01,5.653086021738805700e-01,6.584171185887471855e-01,2.568359875660879976e-01,6.666778805471623714e-01,2.009664663689423869e-01,4.123919213198067313e-01,4.216321200991815510e-01,3.180602734941378462e-01,3.789305454835636966e-01,3.338354826616984905e-01,2.333402934483916336e-01,6.067072018031787195e-01,2.925269465274678016e-01,5.718536944119815280e-01,5.586745845394156529e-01,5.379691503760259952e-01,5.279964903847210733e-01,2.983354548246874294e-01,6.253947265384401932e-01,4.583139992701402154e-01,5.435113379196310213e-01,5.249260458006593799e-01,2.347792525323287582e-01,1.839123042638744210e-01,4.905064730716412469e-01,3.902171189994039224e-01,2.937232692124485123e-01,5.276270131568248090e-01,5.211335085922518262e-01,4.245861598452313479e-01,5.293970654320038216e-01,1.556141004969890385e-01,3.946486194598450292e-01,2.009664663689423869e-01,6.416624424914324498e-01,5.341409610611529413e-01,3.858937353325439523e-01,1.621414824864611526e-01,5.663747431018751888e-01,4.354388200832030043e-01,5.920778302940812310e-01,6.435382651436990509e-01,5.716062735585293320e-01,4.643073880005537113e-01,0.000000000000000000e+00,1.790052094853341325e-01,5.162242724919463566e-01,0.000000000000000000e+00,1.406794372480783539e-01,3.153972775812726725e-01,6.344419909197680785e-02,6.223599394369500049e-01,4.876939172167792380e-01,6.315020036728744568e-01,5.302375936760078678e-01,4.991895812051777015e-01,5.775379468569438179e-01,6.714482925000790914e-01,4.411650848212622100e-01,1.839123042638744210e-01,1.222550356767654334e-01,7.227903207583415979e-01,2.322375426703169876e-01,4.693645339984436338e-01,6.235438082200801535e-01,4.189959596010840448e-01,3.791890561551682776e-02,0.000000000000000000e+00,5.754412743263308538e-01,5.057210968542720231e-01,6.276752326937395932e-01,5.020550758881688891e-01,3.791890561551682776e-02,6.810784504656747229e-01,5.799954717327169273e-01,5.321842214746116406e-01,6.203784364165075838e-01,5.713935858199923334e-01,2.047116821841125089e-01,1.406794372480783539e-01,3.419821849668122082e-01,2.047116821841125089e-01,3.451437838640289968e-01,1.928980706689014113e-01,2.794487388137986694e-01,6.350569822313520962e-01,4.319999386321806689e-01,5.638383218391190832e-01,5.156547289921697974e-01,6.022691860103717154e-01,5.781921003093890565e-01,6.218551307013227003e-01,5.938078331337403037e-01,4.569684051949983172e-01,5.368784616229018702e-01,3.555810000933209425e-01,4.926482648834029643e-01,3.505343526235802920e-01,5.899730691205504751e-01,1.484992911545788552e-01,1.839123042638744210e-01,5.414652948330166415e-01,2.396300636293801078e-01,1.484992911545788552e-01,1.928980706689014113e-01,3.426247773332759539e-01,2.637719611696522914e-01,1.621414824864611526e-01,0.000000000000000000e+00,2.875520894406219385e-01,4.144832881824314086e-01,5.585076533459176762e-01,4.913896836982190597e-01,3.309220475879908752e-01,5.439644992866961015e-01,4.571190482052473469e-01,5.348765208343811972e-01,4.115931974224215084e-01,5.131005906492440705e-01,4.137055063232530916e-01,6.679867566271093793e-01,2.925269465274678016e-01,8.271169611667676669e-02,1.320024177900157858e-01,4.013208835882737247e-01,1.839123042638744210e-01,5.364931461797779466e-01,4.560584727405167516e-01,4.058705024976649173e-02,6.542197961716256227e-01,1.681710832693718571e-01,5.193033743332539087e-01,6.788835390157871297e-01,0.000000000000000000e+00,5.467757407399640446e-01,6.510032610890846838e-01,5.487378251319849909e-01,1.584865823371772175e-01,1.222550356767654334e-01,1.681710832693718571e-01,4.574194763451872037e-01,3.088111373942585836e-01,2.396300636293801078e-01,1.111355650241199339e-01,5.887284318521334159e-01,1.112558331641582965e-01,1.839123042638744210e-01,5.417755927773667546e-01,5.930556067623763417e-01,3.791890561551682776e-02,6.451334168476449138e-01,6.854098577423050065e-01,2.983354548246874294e-01,2.211657240019499759e-01,3.352528696845802347e-01,2.149881581030819444e-01,4.336348478554225006e-01,1.928980706689014113e-01,4.270958199118972121e-01,4.719017582975365555e-01,3.386890599525910761e-01,0.000000000000000000e+00,6.831536308601341423e-01,4.563629479855156879e-01,1.222550356767654334e-01,5.406778942263814614e-01,4.862492463491072114e-01,5.756433721963363226e-01,5.030718687950673784e-01,4.145554924943536945e-01,3.162949403393411352e-01,5.580047562738261746e-01,4.429853006620342870e-01,1.790052094853341325e-01,6.260555757645012154e-01,1.484992911545788552e-01,4.477004002807943861e-01,5.784197854594235189e-01,5.289734185144776557e-01,5.304761230226093804e-01,5.639284857720393562e-01,0.000000000000000000e+00,3.991586934204979231e-01,5.240926622736550300e-01,1.320024177900157858e-01,4.400375844211393828e-01,6.402332304382857275e-01,4.309593930936999606e-01,1.953653289953318217e-01,4.829759753287338753e-01,5.319508043147841425e-01,5.475952000553205856e-01,6.506521413496357820e-01,6.011318493651429673e-01,8.271169611667676669e-02,5.353258003648420082e-01,5.505600858090645700e-01,4.815290243131675751e-01,3.690360489982809078e-01,5.535069049891330195e-01,4.982108719613742021e-01,5.334558668593040176e-01,4.715263267698382443e-01,5.666013417932284080e-01,5.292762477650582165e-01,6.344419909197680785e-02,4.617941776707793489e-01,4.326177923307962248e-01,1.737734747794528745e-01,7.647509503657130558e-01,5.472106330184293155e-01,5.902605042899800036e-01,4.162689147735431083e-01,5.734260228343809329e-01,4.144832881824314086e-01,5.153669590195470995e-01,6.754440057216674065e-01,4.182615053150234852e-01,5.595864320251582313e-01,4.680647276285294089e-01,2.698919205452742220e-01,2.211657240019499759e-01,5.301180636113109745e-01,1.320024177900157858e-01,1.320024177900157858e-01,1.406794372480783539e-01,4.381627332720711698e-01,8.271169611667676669e-02,4.917790716354913938e-01,4.435232887093584209e-01,1.484992911545788552e-01,6.309856271975133879e-01,4.947335788657297728e-01,3.323922358971137525e-01,5.088343020363028657e-01,4.995424893944024336e-01,5.562619739095782112e-01,5.009386001102098529e-01,5.417755927773667546e-01,5.367135561907381280e-01,1.484992911545788552e-01,5.813215187550365703e-01,6.344419909197680785e-02,2.735453868783577214e-01,3.721804938806194119e-01,2.082875727119255505e-01,4.681852038937738825e-01,4.712750455600260291e-01,4.981212963580560760e-01,5.082844721801185184e-01,5.160129610490646890e-01,4.778406646605500852e-01,1.790052094853341325e-01,5.163695781871112667e-01,2.117087887228068233e-01,5.165117761184681022e-01,4.237254627930470141e-01,2.117087887228068233e-01,5.357168297336655227e-01,8.622501277109183293e-02,1.111355650241199339e-01,1.111355650241199339e-01,1.885327050948535088e-01,2.347792525323287582e-01,4.216321200991815510e-01,5.049849189613091482e-01,4.627810607578578539e-01,4.710229430943134177e-01,6.059540378868052413e-01,5.342545780382400578e-01,0.000000000000000000e+00,6.169614833850927127e-01,4.732633147656193362e-01,1.111355650241199339e-01,5.426482258918665647e-01,2.637719611696522914e-01,5.034079115512053448e-01,5.331686411694941397e-01,4.157628352554448292e-01,6.238004350186471259e-01,6.462343572121996838e-01,3.408123902883102851e-01,4.921665522829455353e-01,5.219334965130851822e-01,2.671657157667303717e-01,5.019697514131276073e-01,1.928980706689014113e-01,0.000000000000000000e+00,5.366034279489425574e-01,5.435113379196310213e-01,6.009608059559068405e-01,5.845124758481621274e-01,5.366585112340405139e-01,3.771019785379800537e-01,5.020550758881688891e-01,2.994476765918792638e-01,9.819343617032995353e-02,2.485213031229183411e-01,3.135708032975801918e-01,5.725563661280042016e-01,5.345378856160202252e-01,2.117087887228068233e-01,4.930315216238414511e-01,5.045729589123805203e-01,5.031560134057992961e-01,2.322375426703169876e-01,5.275034696002200985e-01,4.874891439271986093e-01,3.316606168322791537e-01,4.118603357781909224e-01,0.000000000000000000e+00,9.819343617032995353e-02,4.372006497074669706e-01,1.790052094853341325e-01,3.828744105180353907e-01,0.000000000000000000e+00,5.935131671663392838e-01,5.897200742653276873e-01,3.884442995350010919e-01,5.120554034039400682e-01,5.343680228517183606e-01,6.901227925427575460e-01,3.862631751979386796e-01,3.481837704144609691e-01,3.189285239431133290e-01,0.000000000000000000e+00,4.048952799314803896e-01,0.000000000000000000e+00,3.985299271694435208e-01,5.649628376151477616e-01,5.234445769893214528e-01,6.219863181424766241e-01,4.565147472734675804e-01,4.284047444453149001e-01,5.774393564101354404e-01,4.571927709151004660e-01,5.053947447925571934e-01,4.660740855694728291e-01,5.393116856695764350e-01,2.545898066740227561e-01,8.271169611667676669e-02,4.420804426939536902e-01,5.018843348084666145e-01,6.772895696517919895e-01,6.659830262786637922e-01,4.241832221008137727e-01,3.016262792238966206e-01,2.211657240019499759e-01,3.493325278023606817e-01,1.885327050948535088e-01,3.791890561551682776e-02,5.519338098546590077e-01,5.370978110598155775e-01,5.513871780233763342e-01,4.860406771439734208e-01,6.091451654317671105e-01,5.244597194285434139e-01,5.501432778932121570e-01,6.115529772127578090e-01,1.320024177900157858e-01,5.684648580768876247e-01,4.744810630067537449e-01,4.884064945318023487e-01,1.406794372480783539e-01,4.733859366101621502e-01,4.019279367401390468e-01,7.055702482308197077e-01,5.008520622125109956e-01,6.221920265189964105e-01,4.586099318273319514e-01,4.028298703422609761e-01,5.218007257389015718e-01,1.222550356767654334e-01,1.556141004969890385e-01,3.016262792238966206e-01,1.556141004969890385e-01,5.494436727019389455e-01,6.657249148245661940e-01,4.999814221308963580e-01,4.622186261622251435e-01,0.000000000000000000e+00,5.011113924230715666e-01,6.464350423299013437e-01,4.377793027747071131e-01,2.808582229400368169e-01,5.900726417208034258e-01,6.156334819020387039e-01,4.605069944882454469e-01,3.959636616961399458e-01,3.623452878778003483e-01,4.211592746006664889e-01,4.632002609609451871e-01,3.667108667732519867e-01,5.478346163156744275e-01,5.969016063931696925e-01,4.864572502113253538e-01,5.326490091297314544e-01,5.350452963911201953e-01,5.049026983989510775e-01,0.000000000000000000e+00,5.461921507249117846e-01,4.627810607578578539e-01,4.034254966579014501e-01,5.245431938611149203e-01,4.644446957422269651e-01,5.831475414732383289e-01,3.047858247873323490e-01,6.181890143952444294e-01,5.891549405239606685e-01,8.271169611667676669e-02,6.399054561149571940e-01,5.425460623677180738e-01,4.478697476360816720e-01,6.998851563549088883e-01,5.203929998832992343e-01,5.539064127514997660e-01,4.873865581640332567e-01,6.913789113787777163e-01,3.359521521801500099e-01,4.609383868738211043e-01,5.862376805664351043e-01,5.933250821493480931e-01,8.190244588654529423e-01,2.780136851222773098e-01,3.717166855202450604e-01,8.271169611667676669e-02,3.734907697771360779e-01,8.271169611667676669e-02,3.582514983812232212e-01,2.211657240019499759e-01,5.210664654120692463e-01,1.885327050948535088e-01,2.117757262163501297e-01,6.938932340683197086e-01,3.909152475186662423e-01,1.484992911545788552e-01,4.913896836982190597e-01,3.752047135320119020e-01,1.222550356767654334e-01,4.867682341055747375e-01,4.965964836940112148e-01,4.859361944659489896e-01,3.708481494923654975e-01,3.791890561551682776e-02,7.087180566141879634e-01,6.123818606793972608e-01,6.958899031337576480e-01,6.057703695083480611e-01,4.733859366101621502e-01,5.292980067983612535e-01,4.594911445946024409e-01,2.268951761713381421e-01,4.827357503877639511e-01,3.088111373942585836e-01,3.026934865745818937e-01,3.791890561551682776e-02,5.990074527620434797e-01,4.498741333472573989e-01,5.650398035038463052e-01,5.906994397755562787e-01,3.730564180724622037e-01,5.299384291900131050e-01,4.334341176137141982e-01,4.808629779290615192e-01,9.819343617032995353e-02,5.702134587798098897e-01,6.244565332892040299e-01,2.654870363520706045e-01,2.913122539580457193e-01,3.239461521267237853e-01,7.462172797504571520e-01,4.841385268132047393e-01,5.190286094037763753e-01,1.681710832693718571e-01,4.466766037947159651e-01,6.128035837596518265e-01,5.630139241941499728e-01,4.022297253062144251e-01,5.498641732864526510e-01,5.371525512927559642e-01,4.152534972982997452e-01,4.850953276267001568e-01,3.988449349937009947e-01,3.571940923247404198e-01,4.286208083045610073e-01,5.815403849084090915e-01,5.397365350253923166e-01,3.611746615981835662e-01,5.096906852072028427e-01,4.958482781842322717e-01,3.991586934204979231e-01,5.089906969093884737e-01,5.880124245019320295e-01,8.170834098832399084e-01,3.499532225371936311e-01,3.681141157691287802e-01,6.011318493651429673e-01,5.248634309838291490e-01,4.199647437259026450e-01,5.479301771973761337e-01,4.860406771439734208e-01,3.891582365536860877e-01,5.379149724947051014e-01,3.792573813521343817e-01,6.789108984987020090e-01,3.764871233322080180e-01,6.344419909197680785e-02,5.408410149813797085e-01,3.997825519685637707e-01,4.659395794376307021e-01,5.697074298386888280e-01,5.032400686089684161e-01,6.524305974818713771e-01,4.921665522829455353e-01,2.972073723407261392e-01,4.730174793659746579e-01,2.719980515508546026e-01,5.984042747338801371e-01,4.617941776707793489e-01,4.340408805420198357e-01,3.777080184173316479e-01,5.850220492996521804e-01,5.755760599410382206e-01,0.000000000000000000e+00,5.846743971562975428e-01,7.817608079551563449e-01,5.463871594831251066e-01,3.016262792238966206e-01,5.144973498706272297e-01,8.271169611667676669e-02,3.633364490266848268e-01,5.147156499942154850e-01,4.326177923307962248e-01,5.017988258750157859e-01,1.681710832693718571e-01,1.621414824864611526e-01,1.790052094853341325e-01,6.062584496422026570e-01,5.695259199881266277e-01,5.944204240519999072e-01,3.916072688544782188e-01,1.885327050948535088e-01,2.822430327617808654e-01,0.000000000000000000e+00,6.807138648799324621e-01,6.497213221927331528e-01,4.288363186299917196e-01,0.000000000000000000e+00,0.000000000000000000e+00,3.058115175685877651e-01,1.320024177900157858e-01,1.839123042638744210e-01,6.403372397477566924e-01,3.982136599576388547e-01,6.176765593864780302e-01,5.698523384557671045e-01,3.681141157691287802e-01,4.419547407922206350e-01,5.769021803221077160e-01,2.117087887228068233e-01,5.388818698115035444e-01,5.160129610490646890e-01,2.322375426703169876e-01,5.267581187317879055e-01,3.988449349937009947e-01,5.560898746055525921e-01,1.222550356767654334e-01,3.791890561551682776e-02,7.331874516379257578e-01,3.562786207672489214e-01,4.535795138121889170e-01,1.111355650241199339e-01,5.490680010014055146e-01,2.704198455892036779e-01,5.151504512848077422e-01,4.288363186299917196e-01,4.753224881981113481e-01,4.307496314165876750e-01,4.019279367401390468e-01,1.737734747794528745e-01,1.621414824864611526e-01,2.913122539580457193e-01,8.271169611667676669e-02,3.912620148990664237e-01,5.298784602888190198e-01,5.103077283280958998e-01,5.039093142116490842e-01,4.680647276285294089e-01,4.881018969670427032e-01,6.028913998360424520e-01,5.445647017220718311e-01,1.737734747794528745e-01,3.231316718152277834e-01,5.038259674866558679e-01,2.808582229400368169e-01,5.675013070693198936e-01,4.374326191077917980e-01,2.972073723407261392e-01,6.182282963608772830e-01,7.990856178770449070e-01,5.693075510675797979e-01,5.490209173084020788e-01,5.602839137398495373e-01,6.543940245717111415e-01,5.627736307025841267e-01,4.852009260760466458e-01,4.475306896208084417e-01,6.510681118046909299e-01,5.414652948330166415e-01,5.909216004526328669e-01,2.082875727119255505e-01,1.222550356767654334e-01,5.527467362435720677e-01,2.419483017302014316e-01,0.000000000000000000e+00,3.592949566107497272e-01,3.255503789876401100e-01,2.794487388137986694e-01,3.643153451126323050e-01,4.889115652513014165e-01,1.225664656666628632e-01,4.239546735529542976e-01,4.016249924627335877e-01 +3.892116630004403555e-01,5.924824062765950139e-02,6.818617252161597309e-01,5.924824062765950139e-02,4.939493937694390824e-01,4.210942446391410243e-01,5.553606366838388375e-01,4.248740191495119500e-01,5.357416160137562500e-01,3.275925431617385253e-01,5.861142866816043684e-01,1.769293430198586037e-01,5.408729740205207026e-01,6.580023568570275705e-01,5.575751574336760275e-01,4.330488397823768487e-01,5.590177948245454997e-01,4.445589315636968020e-01,5.645037324856985173e-01,6.639518369018674315e-01,6.270748249557989151e-01,8.680582553489128994e-01,7.090609577663323781e-01,1.342704883921918557e-01,6.765435441807982064e-01,5.456025682120104747e-01,5.041393962851351551e-01,5.924824062765950139e-02,1.613623861949866622e-01,4.688684243178597999e-01,4.772291434531049648e-01,5.662395312360045674e-01,2.138846497949768166e-01,5.137675014651786887e-01,1.899309124023484951e-01,3.275925431617385253e-01,5.412035146653270123e-01,6.104926473789425989e-01,2.562844220973791165e-01,5.736424394179154840e-01,6.025728222350363872e-01,5.170959594743170795e-01,5.369441849239692255e-01,4.555846570228194725e-01,3.059476081059124275e-01,5.924824062765950139e-02,4.853648649980598639e-01,3.504594970863345038e-02,3.604137901246206033e-01,5.338510772838872542e-01,3.845724280020313968e-01,5.692049788686888157e-01,5.443445820313604910e-01,5.924824062765950139e-02,5.646440094128554188e-01,6.521272822447830020e-01,4.358786566596306589e-01,4.907157721133306727e-01,5.616428996384558170e-01,4.778613396632462873e-01,3.954000695390402775e-01,2.274200582669427539e-01,4.035920492081787603e-01,1.419611726621190229e-01,1.815047757416254903e-01,5.563784599753308635e-01,5.042898162624708247e-01,4.473856644244587621e-01,7.496372695041204626e-01,4.451958906566427232e-01,2.812590425459103871e-01,5.794294041235565906e-01,6.075834732664943116e-01,8.208183981741289381e-01,4.657543744749043646e-01,3.888891703591597082e-01,1.053393562226882657e-01,5.215082011049599897e-01,7.811564738824259280e-01,5.039886762125832531e-01,4.887284864141435703e-01,4.581839927261086576e-01,6.707561931062140381e-01,6.192848949256064550e-01,5.127612847689186903e-01,7.775475491723171650e-02,3.724231624689193776e-01,4.077731402035565944e-01,0.000000000000000000e+00,4.824482944385059535e-01,3.765930470129891239e-01,3.261773062360470155e-01,4.100313853276489340e-01,4.461417728650595715e-01,4.959524770460232990e-01,5.007555769953521141e-01,3.932489884693929350e-01,5.548071022367350169e-01,5.054830155869168840e-01,4.402314680293426541e-01,4.173505547140122229e-01,6.602940100375825905e-01,4.933476788148976055e-01,1.257508122525934358e-01,1.053393562226882657e-01,2.629091110260330932e-01,4.561141579437996141e-01,3.622451605364340188e-01,5.908821763570060170e-01,2.195798844302906672e-01,2.451747674531827570e-01,2.812590425459103871e-01,2.077479354335321216e-01,5.146293248547699761e-01,5.924824062765950139e-02,4.801370915260831373e-01,5.426972092625556021e-01,5.988873688138051099e-01,4.829419240729163065e-01,3.785468727133139422e-01,4.464545982206022945e-01,5.441178271159455848e-01,1.489699826886725365e-01,5.829259045177817011e-01,7.775475491723171650e-02,5.427896415284828580e-01,4.784885236267411024e-01,1.162015925491205470e-01,4.635179608476738822e-01,3.970319863728515308e-01,4.530407781625280239e-01,4.171247287979295004e-01,7.775475491723171650e-02,3.899771440177208226e-01,3.613347337782868429e-01,0.000000000000000000e+00,4.557236105661749970e-01,3.789143030098894305e-01,7.860297381487035828e-01,0.000000000000000000e+00,1.752632168827205350e-01,4.991682846564983733e-01,6.002840308907082534e-01,5.639401366906239277e-01,3.504594970863345038e-02,1.815047757416254903e-01,5.068042075042996641e-01,4.390987524946650677e-01,3.695873807674377454e-01,3.674976993168663220e-01,5.038376819882051105e-01,5.310081962268282663e-01,7.775475491723171650e-02,2.950932647753310989e-01,4.348767379584934645e-01,4.152944897999584217e-01,5.070948243903707908e-01,3.838869171347178422e-01,3.724231624689193776e-01,4.323056679299334681e-01,4.232163698638191640e-01,0.000000000000000000e+00,4.663222443589243316e-01,5.658954075913877890e-01,4.844045789398476742e-01,4.996478268603192774e-01,3.462491999739197301e-01,6.209386212139886840e-01,6.145102833303145440e-01,6.441174945729920553e-01,6.624194047174356559e-01,5.498965884735821374e-01,5.059258691531218766e-01,3.895328462889963705e-01,5.161314550537761114e-01,3.617912160553398149e-01,5.123551844537387323e-01,4.453543251871253661e-01,3.849129685975902215e-01,4.652907251659046395e-01,4.617367426493106386e-01,2.704784021535174832e-01,4.689859144708319327e-01,5.499809768374535057e-01,6.469032985247565870e-01,3.310237983179347143e-01,4.793171019432466706e-01,5.963470660369533105e-01,3.792800345876090606e-01,4.916028498649713807e-01,6.452132537436453541e-01,4.124672209385613075e-01,4.213819228680247275e-01,3.565410175856495445e-01,4.319314641816163203e-01,4.798305975054429351e-01,4.510040418835578602e-01,2.849510425767888266e-01,5.675337239206863504e-01,4.709570645409149603e-01,4.059710356701782819e-01,4.152944897999584217e-01,1.419611726621190229e-01,5.322843321773573777e-01,1.668987917861020909e-01,2.562844220973791165e-01,3.617912160553398149e-01,4.371915834381293609e-01,7.220140463242199491e-01,4.858406802684679393e-01,5.181750314887885178e-01,4.960617742360836635e-01,2.799891426459012456e-01,3.908047523814353608e-01,1.053393562226882657e-01,4.892754462593794096e-01,6.144729643046082934e-01,4.124672209385613075e-01,5.142327256492638110e-01,1.342704883921918557e-01,5.924824062765950139e-02,4.989274262387639047e-01,2.195798844302906672e-01,5.702563423437968515e-01,2.248920295335728736e-01,2.629091110260330932e-01,5.183639446647595461e-01,4.785925694405979147e-01,5.643632126788504788e-01,4.447186456403446897e-01,5.482758180441653639e-01,1.815047757416254903e-01,7.669265184271844005e-01,5.767393204893618286e-01,5.489195655356072789e-01,5.940372304579548679e-01,4.134209011934085187e-01,6.388663071491881285e-01,3.473494781458292269e-01,4.612203820010465360e-01,5.927460697998673256e-01,2.077479354335321216e-01,1.419611726621190229e-01,0.000000000000000000e+00,5.536480252055745455e-01,0.000000000000000000e+00,0.000000000000000000e+00,4.947163733089481319e-01,6.458936100276692072e-01,6.892668659797100972e-01,1.419611726621190229e-01,6.086460667296375027e-01,2.010948287070626617e-01,5.005194962587383722e-01,3.679200598776612430e-01,4.679221465050970585e-01,5.923365544691951978e-01,6.780198961352554843e-01,4.655057016322903807e-01,5.332062019963813571e-01,7.775475491723171650e-02,6.827169659338993002e-01,5.887152694761331739e-01,3.608756021124895352e-01,3.862607179694797499e-01,3.971659802533257233e-01,5.518563420649719165e-01,0.000000000000000000e+00,3.504594970863345038e-02,0.000000000000000000e+00,5.924824062765950139e-02,3.561313957225433757e-01,5.880925374003699302e-01,5.344691834617710802e-01,5.448906670253604867e-01,5.400175731107976773e-01,5.304703430648711748e-01,6.039277642748905883e-01,3.504594970863345038e-02,4.665344612959509418e-01,3.516038436113451682e-01,4.416108554239073225e-01,4.720940127209373172e-01,4.005837163862293604e-01,3.770597765668492474e-01,5.924824062765950139e-02,4.756261991979152115e-01,4.527529882718129284e-01,2.451747674531827570e-01,3.434295269568734543e-01,4.701513588382382203e-01,3.904887021072017128e-01,5.045149112993659868e-01,5.653763958121699185e-01,4.330488397823768487e-01,3.343122748231328600e-01,2.837394938772664355e-01,3.679200598776612430e-01,5.530011907811746008e-01,3.859158902502038413e-01,2.746953080830177862e-01,7.639707323637605629e-01,5.509450498100918470e-01,4.899088200718281771e-01,4.655057016322903807e-01,2.527518735285579354e-01,2.918549484099578484e-01,5.288344780375247023e-01,7.128849100344438749e-01,7.493256865645104847e-01,1.815047757416254903e-01,6.972595717019048900e-01,4.262965094001976984e-01,5.332801956187390724e-01,5.201671540232934987e-01,4.097836341442784303e-01,5.410148082899367550e-01,0.000000000000000000e+00,5.436166501176263877e-01,4.923054094637709377e-01,5.875396603546131358e-01,3.316925207048290192e-01,4.956437835514349577e-01,5.103624401038290292e-01,5.924824062765950139e-02,3.828473823265699516e-01,4.440778454385948537e-01,4.997274663206778267e-01,5.978810153154544560e-01,5.013036888609626596e-01,5.987508895751054716e-01,1.613623861949866622e-01,0.000000000000000000e+00,4.146647637418506283e-01,3.551473599914143353e-01,6.075333709222952017e-01,3.468012519710940156e-01,2.873198562574110215e-01,4.090356907965449484e-01,3.994608148916108936e-01,4.005837163862293604e-01,3.671752086469859955e-01,2.490538354260109222e-01,3.428533489182730709e-01,3.416882481475365108e-01,1.053393562226882657e-01,5.892304964927794764e-01,4.985243441907369899e-01,6.068581597747757517e-01,4.630131336659003560e-01,5.281705371445516439e-01,2.410956349894849693e-01,6.205939132033800876e-01,3.504594970863345038e-02,5.694361623235887349e-01,4.486102720600348981e-01,5.268257107672019712e-01,5.060729334002028734e-01,3.504594970863345038e-02,5.173511922267350904e-01,7.274048270769035707e-01,4.138934642688067989e-01,5.337610487390808123e-01,6.102764673276505070e-01,5.145633648844778474e-01,5.616083157653534164e-01,1.053393562226882657e-01,3.917453969813610160e-01,5.874060220077547134e-01,1.815047757416254903e-01,1.053393562226882657e-01,0.000000000000000000e+00,3.585390158540522898e-01,5.697652542839333201e-01,0.000000000000000000e+00,5.960178230727015691e-01,6.029839035777526668e-01,5.403507512492020659e-01,8.102929350055845248e-01,1.257508122525934358e-01,6.212133145145565249e-01,1.489699826886725365e-01,4.536131847891262669e-01,3.926750431940718156e-01,4.414613510501569915e-01,4.276938719245577669e-01,3.959930796235994199e-01,1.668987917861020909e-01,6.058448252587591565e-01,2.545378644809427326e-01,5.859271003532492417e-01,6.239090004251574006e-01,5.750065027658590733e-01,4.965604620813336978e-01,3.374695994622732842e-01,5.671612643204172466e-01,3.670730716282195050e-01,3.585390158540522898e-01,5.064394154434065376e-01,5.924824062765950139e-02,3.504594970863345038e-02,5.210839646817936321e-01,3.275925431617385253e-01,3.679200598776612430e-01,4.380745841522697415e-01,4.492155259510002829e-01,5.176386107282151539e-01,6.910590049640762400e-01,9.274457628282412047e-02,4.496664735240129551e-01,2.010948287070626617e-01,5.450209889276675934e-01,5.435709322243028607e-01,3.594819987118195170e-01,4.011392956062419524e-01,6.498214661831824834e-01,4.184701543214954245e-01,5.488340366562753925e-01,7.045362513963249196e-01,6.464561403161941389e-01,5.347253144308016237e-01,7.775475491723171650e-02,4.605701316525273037e-01,5.731924327962374388e-01,0.000000000000000000e+00,2.367946736304947508e-01,2.044913041518933716e-01,3.504594970863345038e-02,6.073497945753816296e-01,4.900888518704513697e-01,4.437554592675345688e-01,5.315424267415931325e-01,5.525125666018028125e-01,5.831480538711409922e-01,6.480957175738794040e-01,2.345527938966445181e-01,1.342704883921918557e-01,3.440016409817734933e-01,8.212146398803532588e-01,5.924824062765950139e-02,3.445695455782048500e-01,6.608982203468006800e-01,4.159858268942638326e-01,0.000000000000000000e+00,0.000000000000000000e+00,5.285032041387699442e-01,4.714137983633075457e-01,5.317551052232867281e-01,3.121522382292027942e-01,3.504594970863345038e-02,5.215686194644572060e-01,5.967216722029899945e-01,5.653069316772043607e-01,5.884304607307615509e-01,5.554787459428937035e-01,1.419611726621190229e-01,5.023886493668281439e-01,5.159371396021157352e-01,4.655057016322903807e-01,4.225856996158017242e-01,1.257508122525934358e-01,0.000000000000000000e+00,6.673523923816730985e-01,5.426509567475535922e-01,6.476061736648327516e-01,4.621218362029670956e-01,7.062861452376961724e-01,5.617538172963187915e-01,5.669233260301879129e-01,5.625493107810973781e-01,4.670847623050400910e-01,5.600270672555828222e-01,4.236340406169926132e-01,4.019653424847870471e-01,5.426509567475535922e-01,5.676687340127392067e-01,4.087847965720755039e-01,4.394406130523714760e-01,5.704193651708111545e-01,4.122269503958666537e-01,4.266982706000090886e-01,5.277806508972874289e-01,5.054089672443767833e-01,4.783843407865073227e-01,4.857457493021958839e-01,1.342704883921918557e-01,5.202286049395308254e-01,3.751607972865003138e-01,5.490050097027984188e-01,5.185523965226757070e-01,4.792140053376705011e-01,3.445695455782048500e-01,2.490538354260109222e-01,2.562844220973791165e-01,1.419611726621190229e-01,6.284004658417233768e-01,3.068644791504484548e-01,4.401199338076439704e-01,1.053393562226882657e-01,0.000000000000000000e+00,3.504594970863345038e-02,2.451747674531827570e-01,3.504594970863345038e-02,4.580492980011374726e-01,4.804424208683724107e-01,6.449432732332259499e-02,5.463125342573391663e-01,3.504594970863345038e-02,3.743881855307497064e-01,6.138358762134601410e-01,0.000000000000000000e+00,4.826461267086654128e-01,5.013816794592457216e-01,5.069496494023096878e-01,7.938963724663769539e-02,3.796440830813903045e-01,3.059476081059124275e-01,3.622451605364340188e-01,4.182475064610211013e-01,1.419611726621190229e-01,3.504594970863345038e-02,4.661167735079075891e-01,1.770239326483196984e-01,1.053393562226882657e-01,6.204382997813027156e-01,4.168982563756243875e-01,5.924824062765950139e-02,6.080815613078256465e-01,6.870911061837895462e-01,3.194752516548347576e-01,5.008341095753451322e-01,3.666461523415397994e-01,3.068644791504484548e-01,4.957602047133324863e-01,3.504594970863345038e-02,4.274957586617443850e-01,2.644820200372177688e-01,4.378904394389457333e-01,0.000000000000000000e+00,7.779918787481994169e-01,4.977119803482241145e-01,1.815047757416254903e-01,3.720242318831498696e-01,4.755181750809330254e-01,5.935038324469479321e-01,3.895328462889963705e-01,5.129197707673196494e-01,9.274457628282412047e-02,6.679242000650470468e-01,4.798305975054429351e-01,0.000000000000000000e+00,6.503093965434530999e-01,3.962879259420680200e-01,5.386658036164635455e-01,6.191646813321242115e-01,5.641519575173972179e-01,5.545686813285819472e-01,6.201782660481237608e-01,0.000000000000000000e+00,3.814396753891868830e-01,4.870645602702461385e-01,4.332335386802193544e-01,4.839336389491496471e-01,5.895380259602124307e-01,3.484347592770384305e-01,2.933069021995850512e-01,2.998744710913071043e-01,4.756261991979152115e-01,4.127067210208716919e-01,5.897423849549283670e-01,7.339081794737011277e-01,2.799891426459012456e-01,5.534060798603652742e-01,3.965816773981253318e-01,4.656283117940610006e-01,1.938303711904236226e-01,5.017704832585003771e-01,5.156772959460274031e-01,5.610236317436124720e-01,5.431582696045976766e-01,5.579573547200724626e-01,4.641445203280955001e-01,1.613623861949866622e-01,4.793171019432466706e-01,3.724231624689193776e-01,5.108480637376674460e-01,6.005984681946849868e-01,4.858406802684679393e-01,5.436787870314007121e-01,4.232163698638191640e-01,6.080815613078256465e-01,6.650524548134694180e-01,4.359535537097152802e-01,6.687460486178541386e-01,5.651330196281905138e-01,5.830648178403130544e-01,5.089582989780432332e-01,4.698441766357361882e-01,4.553060155617550397e-01,5.409675527974410203e-01,9.274457628282412047e-02,5.924824062765950139e-02,4.502637303015840642e-01,4.005837163862293604e-01,3.521198823182611903e-01,4.865020431687254177e-01,5.003617262245533270e-01,2.509246273961590612e-01,6.242560870270063011e-01,4.469214871868548711e-01,4.371915834381293609e-01,5.339544294062734675e-01,5.260305370045941231e-01,5.764380465625540406e-01,5.334882684755246629e-01,5.409675527974410203e-01,3.704080090162955030e-01,7.775475491723171650e-02,6.107669320501517563e-01,0.000000000000000000e+00,1.489699826886725365e-01,3.541510191870959612e-01,1.720729411744434945e-01,5.096564692389009554e-01,4.591205122240125114e-01,4.640196092954291252e-01,4.670847623050400910e-01,5.271640692715646725e-01,5.446158408367602899e-01,6.126034409513861911e-01,4.976302700497481912e-01,2.918549484099578484e-01,4.998865051186878183e-01,5.524717125806068996e-01,3.504594970863345038e-02,4.830402779165919869e-01,3.328362243888544070e-01,3.504594970863345038e-02,3.504594970863345038e-02,3.171087289521158370e-01,3.316925207048290192e-01,4.812508874744084730e-01,3.374695994622732842e-01,5.828980925572726512e-01,4.553060155617550397e-01,3.484347592770384305e-01,4.850780063300504930e-01,1.053393562226882657e-01,5.717756396385788031e-01,4.732148516789862480e-01,9.274457628282412047e-02,6.208181432675624611e-01,4.453543251871253661e-01,5.264291230011199918e-01,5.028491038296197813e-01,3.594819987118195170e-01,4.957275555586517224e-01,6.707541779845923591e-01,3.445695455782048500e-01,4.693373625354047562e-01,5.291094854782294465e-01,2.733143326457866951e-01,4.986051221794605692e-01,5.711972216181926409e-01,1.720729411744434945e-01,3.704080090162955030e-01,5.294928928797832945e-01,6.524539217972317173e-01,5.472784509553521026e-01,5.168399120724850304e-01,3.349539931725137865e-01,5.684405855694798504e-01,3.504594970863345038e-02,2.825088785618023457e-01,4.669644121844883089e-01,4.162149227873280788e-01,6.465308409431999026e-01,3.736080238065542791e-01,1.053393562226882657e-01,4.870645602702461385e-01,4.895475226480636155e-01,4.064901120771700072e-01,3.763056462080730524e-01,4.508565380732342809e-01,4.837253695184475788e-01,2.896197948821317425e-01,3.743881855307497064e-01,5.924824062765950139e-02,7.775475491723171650e-02,2.690213780525722020e-01,0.000000000000000000e+00,5.590177948245454997e-01,0.000000000000000000e+00,6.816145222639568013e-01,5.447060514367038087e-01,4.143632631646111952e-01,5.226483541292277213e-01,3.810838154635196595e-01,5.467091146569962312e-01,5.426972092625556021e-01,5.160667362562052496e-01,1.489699826886725365e-01,0.000000000000000000e+00,3.932887563162525968e-01,0.000000000000000000e+00,2.562844220973791165e-01,5.914584529534001600e-01,5.830925712567917030e-01,5.869908158075181071e-01,4.802389928813592945e-01,9.274457628282412047e-02,5.679716593486155984e-01,5.164967822482997573e-01,4.786964785880519768e-01,4.797281683776220551e-01,2.077479354335321216e-01,4.995681071439816434e-01,1.554080455655836301e-01,2.410956349894849693e-01,4.907157721133306727e-01,6.739379317403670910e-01,6.470904789674204460e-01,5.116052193179195795e-01,4.090356907965449484e-01,4.033232518178628823e-01,3.824977499176748785e-01,3.869260490183278334e-01,0.000000000000000000e+00,5.601755036730939885e-01,5.448411828175174776e-01,5.886376972658234896e-01,4.990077938880740915e-01,6.350030798639851870e-01,5.160492528668618739e-01,6.800252705185734214e-01,3.556409520608902475e-01,3.504594970863345038e-02,5.783466450149654658e-01,4.807465581122893350e-01,4.845011320778216390e-01,4.268984244812252249e-01,4.447186456403446897e-01,5.119469886459518948e-01,7.185965984414783847e-01,6.998575472423471666e-01,5.880925374003699302e-01,5.686740104083684022e-01,4.902684909786136913e-01,3.778068523254378142e-01,0.000000000000000000e+00,1.162015925491205470e-01,3.980343438184404947e-01,2.077479354335321216e-01,5.881185820946260856e-01,7.893147877407853397e-01,4.394406130523714760e-01,5.519797967672099848e-01,3.504594970863345038e-02,5.490050097027984188e-01,5.846058766423953834e-01,4.414613510501569915e-01,5.053348495240030935e-01,6.090959890312553915e-01,4.543229426902611889e-01,4.515913220525386018e-01,1.720729411744434945e-01,3.504594970863345038e-02,4.016909508178658217e-01,4.693373625354047562e-01,3.959930796235994199e-01,5.327051736068806331e-01,5.493883437994552255e-01,4.651367931281164547e-01,5.820872424997046712e-01,2.971807649982912136e-01,4.898186502959607780e-01,3.504594970863345038e-02,5.882746751093049786e-01,3.954000695390402775e-01,2.077479354335321216e-01,4.092857918080883284e-01,2.345527938966445181e-01,6.389485284447939950e-01,1.053393562226882657e-01,7.721429831111766839e-01,4.378904394389457333e-01,1.053393562226882657e-01,6.428239748566132450e-01,5.102928230835531709e-01,6.798049446459798473e-01,6.739379317403670910e-01,6.358194696819562397e-01,5.504015811118180279e-01,4.596507165351103597e-01,6.540628889834355641e-01,4.987664311254342286e-01,5.743584049983010420e-01,4.138934642688067989e-01,5.695679669824716962e-01,5.086744473432268654e-01,1.554080455655836301e-01,3.146693701005950361e-01,3.386980264582096223e-01,4.401199338076439704e-01,0.000000000000000000e+00,3.942004900999572792e-01,3.835419211237089399e-01,4.948011326628578010e-01,3.920564759474247096e-01,4.329452011236500364e-01,6.803262046726433754e-01,3.631451482468718850e-01,1.668987917861020909e-01,4.306075988966070467e-01,4.878084089568489601e-01,0.000000000000000000e+00,5.098738169029106704e-01,4.938705752303675367e-01,4.785925694405979147e-01,4.306075988966070467e-01,7.775475491723171650e-02,7.510509669291829393e-01,6.593366245218681421e-01,7.498533012737513825e-01,4.913377630937513230e-01,6.097631416999790277e-01,5.499202229595959723e-01,4.210942446391410243e-01,3.504594970863345038e-02,0.000000000000000000e+00,7.775475491723171650e-02,0.000000000000000000e+00,1.720729411744434945e-01,7.147454952050802390e-01,6.075333709222952017e-01,7.551118307198793067e-01,6.029407331314471374e-01,1.938303711904236226e-01,5.532443757252148986e-01,4.828434477940307112e-01,5.497698293101478395e-01,5.924824062765950139e-02,2.918549484099578484e-01,3.349539931725137865e-01,2.490538354260109222e-01,1.899309124023484951e-01,5.606559991794177744e-01,7.004325642523419049e-01,6.135909197356124167e-01,6.949656356124153112e-01,3.594819987118195170e-01,5.121513559396303483e-01,5.835353216552759958e-01,4.085330588605501911e-01,3.971659802533257233e-01,5.366452499681153565e-01,6.055946683616596493e-01,3.473494781458292269e-01,3.232684008854367352e-01,2.044913041518933716e-01,4.286770987352340745e-01,4.238420892063641254e-01,5.327576205406291399e-01,6.653669283133429868e-01,3.110275165931586372e-01,5.617901492727148671e-01,5.321259317213136164e-01,3.904887021072017128e-01,5.053348495240030935e-01,5.788752417743232570e-01,4.663598779670676819e-01,4.810495305422736179e-01,3.380861974071717180e-01,5.796325940356548134e-01,5.711972216181926409e-01,3.885653576458880654e-01,5.388116385117220908e-01,4.964750681536133081e-01,3.380861974071717180e-01,5.296566389945649433e-01,4.565522695907522355e-01,6.966345165554181929e-01,3.261773062360470155e-01,0.000000000000000000e+00,4.986858177683806681e-01,2.884781837266590654e-01,4.952235725325121463e-01,4.520289646944387618e-01,5.373326061904359907e-01,6.354051665195833420e-01,4.115018595680400848e-01,7.151071878060314413e-01,6.433568778621165940e-01,1.975459579243650232e-01,6.342072688720656881e-01,3.892116630004403555e-01,4.370159083767952701e-01,3.380861974071717180e-01,5.485768860831220506e-01,6.609085971462409503e-01,0.000000000000000000e+00,5.985327198994229159e-01,7.824796935407830611e-01,5.289995912808578282e-01,2.837394938772664355e-01,4.723194505310788771e-01,9.274457628282412047e-02,4.572362531919188511e-01,5.662395312360045674e-01,4.236340406169926132e-01,5.012256212971570868e-01,0.000000000000000000e+00,3.785468727133139422e-01,1.858299800875555796e-01,6.214123828010993389e-01,5.789337613901467394e-01,5.514848103296683401e-01,6.552643489221864348e-01,2.108757842996975274e-01,5.710034777373378390e-01,0.000000000000000000e+00,4.833346254400492925e-01,4.306075988966070467e-01,5.068042075042996641e-01,0.000000000000000000e+00,3.504594970863345038e-02,4.375417675005285889e-01,4.543229426902611889e-01,0.000000000000000000e+00,6.366557229232254755e-01,1.554080455655836301e-01,7.671218668307524524e-01,6.797804267231259967e-01,5.359936666049333054e-01,4.593237300272154378e-01,5.019726942116301549e-01,3.138392435732959007e-01,5.052606622956699045e-01,5.865935961886369343e-01,4.483058722947143027e-01,4.581839927261086576e-01,1.489699826886725365e-01,6.456045436654409553e-01,5.150239456515375291e-01,4.072624417181571754e-01,7.992704438608143613e-01,4.903133330676714419e-01,3.130003135050682950e-01,5.271640692715646725e-01,4.641445203280955001e-01,5.196119259533936718e-01,5.219902716218428607e-01,3.792800345876090606e-01,4.309881024949002160e-01,5.003617262245533270e-01,1.668987917861020909e-01,3.590119546436855713e-01,1.668987917861020909e-01,2.367946736304947508e-01,3.086666243005048993e-01,4.635179608476738822e-01,5.830648178403130544e-01,5.039132151262184500e-01,5.112619546832497530e-01,1.053393562226882657e-01,4.794200643630487924e-01,5.954739325152073048e-01,5.069496494023096878e-01,1.938303711904236226e-01,3.929824949005195633e-01,5.095229522472819461e-01,3.399077766938046752e-01,5.970480047629851406e-01,5.864841451856825927e-01,1.162015925491205470e-01,6.405886680228116692e-01,8.174172383582561929e-01,5.402554231553746700e-01,5.409675527974410203e-01,5.694361623235887349e-01,6.501312347721625029e-01,5.013762251368828471e-01,1.419611726621190229e-01,5.234191038045772348e-01,5.984772267795164247e-01,5.642928527477868439e-01,5.631228669059350489e-01,3.504594970863345038e-02,0.000000000000000000e+00,5.727619894922357791e-01,5.199208608263506948e-01,0.000000000000000000e+00,3.640350120523209165e-01,3.362217954048364321e-01,1.720729411744434945e-01,5.145633648844778474e-01,6.210245655716887248e-01,2.774128407871673252e-01,5.525125666018028125e-01,3.849129685975902215e-01 +3.678699401571576266e-01,5.497133526265107067e-02,6.007991789405737748e-01,0.000000000000000000e+00,6.063228987309488005e-01,4.136707177335240959e-01,6.380311121200760160e-01,3.531042476473347791e-01,5.043180522020651591e-01,4.123843400289701755e-01,6.715462743362122788e-01,0.000000000000000000e+00,5.173484721949714871e-01,5.881591412857716250e-01,5.399412916008787811e-01,3.724760445841325818e-01,5.641457841388312078e-01,5.168306749362194807e-01,5.884397902095513944e-01,6.950385462172394835e-01,7.144897904662008692e-01,6.922443600172923928e-01,7.105825508086751618e-01,3.420818773003240221e-01,1.569514109329700480e-01,5.677291495848308944e-01,5.364610549052934996e-01,9.343230073582031725e-02,1.098734215274755760e-01,4.082810619571200506e-01,4.755205604131891861e-01,1.770922594100517514e-02,1.718335627069909888e-01,4.857731979995133509e-01,5.497133526265107067e-02,2.826457978535549254e-01,4.000093493133895506e-01,5.122563587176496291e-01,1.770922594100517514e-02,6.232944415568820729e-01,6.344528279265334580e-01,5.900115895245953146e-01,5.680016731057386803e-01,3.756338348657484727e-01,3.085458613364280844e-01,1.881237106534668913e-01,4.765837419379758133e-01,0.000000000000000000e+00,4.759572197565350993e-01,4.878817421095229534e-01,5.286822316412778111e-01,5.216180557754963587e-01,5.368877468784523099e-01,0.000000000000000000e+00,5.917209260131973680e-01,6.484789801645313156e-01,2.756603381704593181e-01,4.221331235924979941e-01,5.842705819411458945e-01,3.902004134218297060e-01,3.073317213095311251e-01,1.718335627069909888e-01,2.982680393446114908e-01,1.386039414498581590e-01,8.020032095124494942e-02,5.785945718090039769e-01,5.395524498616086628e-01,4.492129568513668070e-01,6.712230938842367323e-01,4.592068148817368134e-01,6.430506687754848627e-02,5.905362377809793006e-01,6.325368860267599480e-01,7.826796035675782637e-01,3.540384252272702481e-01,3.000764080251949739e-01,0.000000000000000000e+00,5.083064107766778195e-01,6.418239313917014632e-01,4.044327400356332869e-01,3.560221144118978498e-01,4.674339787648285061e-01,5.700069328095475063e-01,6.190100882905540391e-01,5.418729048599790765e-01,9.343230073582031725e-02,3.277107265952491910e-01,3.035736629005891252e-01,0.000000000000000000e+00,4.847407752117324220e-01,2.809562929785443530e-01,3.878777408742782873e-01,3.267593880908759574e-01,3.817540436838741669e-01,4.746409241364551446e-01,4.466626402026059317e-01,3.502928753330606937e-01,5.448093823030298877e-01,4.664579939374450257e-01,4.420676269286538673e-01,3.479070712250185715e-01,6.583314341802406489e-01,3.891926068944280281e-01,0.000000000000000000e+00,8.020032095124494942e-02,1.350849872629624193e-01,3.816569104542920643e-01,2.331893869395027796e-01,4.554725736024879956e-01,2.673246333201700908e-01,2.220267227606164961e-01,2.447890211776314884e-01,1.314021814769699426e-01,5.140701325713494807e-01,0.000000000000000000e+00,4.822334000364098539e-01,5.319195158493384978e-01,5.830294472528242400e-01,5.329148844588744716e-01,3.526455943664260073e-01,4.782932225919215852e-01,5.335248581400280354e-01,4.438715098595650416e-02,6.618789373035205426e-01,1.234801809908063763e-01,5.616470191789429967e-01,3.594716564508029233e-01,8.020032095124494942e-02,5.157017002364568947e-01,3.003396493474110307e-01,4.637949054478330835e-01,4.253166396068471244e-01,1.770922594100517514e-02,4.188131630283982720e-01,3.154630133942072368e-01,0.000000000000000000e+00,4.932313549622523996e-01,4.185166498789103517e-01,8.235115232723297929e-01,0.000000000000000000e+00,6.456780649791472870e-02,5.202203172529636932e-01,5.807083706282322177e-01,5.508352682302094516e-01,0.000000000000000000e+00,8.020032095124494942e-02,3.771666848727341370e-01,4.822780850742344749e-01,3.701143917061172073e-01,2.372477468903702313e-01,5.717215945908126207e-01,5.364160010592994299e-01,1.770922594100517514e-02,1.191994693257209942e-01,4.345730592718990981e-01,3.902004134218297060e-01,4.232714210842350999e-01,3.479070712250185715e-01,3.418185894618062659e-01,3.947856858061095098e-01,4.008890229720769582e-01,0.000000000000000000e+00,3.191298591898656389e-01,4.821886897432600128e-01,3.639817331849859450e-01,5.697948956863623238e-01,2.104266482443355735e-01,6.643405974879686982e-01,6.505979831939334712e-01,6.479140999036142601e-01,6.670483933166753143e-01,5.485251474371310998e-01,4.119508710796303541e-01,3.056834914998446395e-01,4.690343225804659011e-01,3.391365798298207612e-01,4.190151350980489409e-01,3.803083481191381621e-01,2.392016229917320602e-01,3.457913936658184029e-01,4.282886344606131046e-01,2.266828025577385941e-01,3.992474421522026473e-01,4.227991256874431558e-01,6.310599440174209374e-01,2.411080256935912991e-01,3.446674515105626613e-01,6.093194742707213063e-01,2.780579413639877040e-01,3.768285791357920411e-01,4.987514398464364951e-01,3.464282911172850143e-01,3.999726699897156457e-01,3.372873745245824617e-01,3.128443119085014268e-01,3.651684313178372721e-01,5.016361735197146787e-01,2.580059870370973174e-01,3.089463093980814867e-01,4.631148970683344746e-01,3.372036260583334277e-01,4.133510577732409375e-01,3.217013146436253912e-02,5.292269483964129329e-01,0.000000000000000000e+00,1.569514109329700480e-01,2.679980305407526076e-01,3.639817331849859450e-01,7.026094409007905828e-01,4.973240483755356212e-01,4.894882509245607194e-01,4.153539264888567173e-01,3.771666848727341370e-01,1.647419370949470552e-01,0.000000000000000000e+00,5.465132705416909653e-01,6.301075341921360540e-01,3.706656573397839050e-01,5.445251867963059045e-01,1.098734215274755760e-01,0.000000000000000000e+00,3.235033997799410255e-01,4.438715098595650416e-02,5.816042766984822476e-01,8.020032095124494942e-02,1.622290469127938839e-01,5.380439253560211910e-01,1.569514109329700480e-01,5.873348552308572668e-01,5.407986009244852843e-01,5.429435990468798323e-01,5.874539839635584126e-02,8.269640573016369123e-01,4.129228679981054584e-01,5.487616315950111234e-01,5.350065784545543490e-01,3.301928343200121740e-01,6.304651740783364655e-01,2.076006939544952912e-01,4.714782161244986947e-01,4.145167988431402994e-01,3.217013146436253912e-02,0.000000000000000000e+00,1.770922594100517514e-02,5.215365191494565344e-01,0.000000000000000000e+00,0.000000000000000000e+00,5.381762520497720415e-01,6.255534315189914540e-01,7.932877376201267206e-01,1.770922594100517514e-02,7.717155271170453856e-01,2.420444564849827673e-01,3.052659700172740687e-01,3.267593880908759574e-01,5.327970410509708099e-01,5.610040141247457646e-01,7.134630586974564093e-01,3.128443119085014268e-01,5.765439869499465741e-01,9.343230073582031725e-02,6.882415783347235472e-01,5.943747899291049741e-01,2.774654964636354970e-01,3.035736629005891252e-01,2.617211457469147406e-01,5.569227735706391291e-01,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,3.992474421522026473e-01,5.444641575970444736e-01,5.477333668332149408e-01,4.642377500374231247e-01,5.134996524511450389e-01,5.174344393788327112e-01,5.374457139639227110e-01,1.770922594100517514e-02,4.983306572605671336e-01,3.143512465903177677e-01,4.336880772075812351e-01,4.361892353926525856e-01,1.098734215274755760e-01,3.844147360206671693e-01,1.770922594100517514e-02,4.794589867004399597e-01,4.622565659942481919e-01,3.217013146436253912e-02,3.388633964178843772e-01,4.451773375615788453e-01,2.673246333201700908e-01,4.020058740765929395e-01,5.875122097496994211e-01,3.883184428569081414e-01,4.156656104968312615e-01,3.241653542838364155e-01,4.674339787648285061e-01,6.242726091514833042e-01,2.957640108980331139e-01,1.695392963771870931e-01,7.123180465477726431e-01,6.978018699105339451e-01,5.313690742325209992e-01,4.666759200187083345e-01,1.234801809908063763e-01,1.843551422597987655e-01,6.535482426138720102e-01,7.427947869194563291e-01,8.661666883822305429e-01,0.000000000000000000e+00,6.940802124162226416e-01,3.325994257210349581e-01,5.397902976194119962e-01,3.686252383204575711e-01,3.526455943664260073e-01,5.559782998878507465e-01,0.000000000000000000e+00,5.408412272917727526e-01,5.258751726214039302e-01,6.325676291786732630e-01,3.910540805212081583e-01,5.923344682928032290e-01,5.120420093995728950e-01,1.770922594100517514e-02,4.684023340466340057e-01,2.991774810143025820e-01,5.296698535470272251e-01,5.988278316915849331e-01,5.292762772528928350e-01,6.447187118379974491e-01,4.438715098595650416e-02,0.000000000000000000e+00,3.833907983930292529e-01,2.255442215601974609e-01,6.203398163077821215e-01,2.880298745568911634e-01,1.483078007259114595e-01,2.631598079178468219e-01,2.131556576747744847e-01,3.562421905573011083e-01,3.371756530333462343e-01,2.232166856074649930e-01,4.079388609694597490e-01,3.217013146436253912e-02,1.740631619162444355e-01,6.494079713333890114e-01,5.092331580777040845e-01,6.403963720763803380e-01,4.820991932766799937e-01,5.464537565538226671e-01,9.930137455386327250e-02,5.940166149095413850e-01,0.000000000000000000e+00,5.371560658346294925e-01,3.665307172162745597e-01,5.688286152237846949e-01,5.962792816007502772e-01,0.000000000000000000e+00,5.612035629371994183e-01,7.489193931188964370e-01,2.392016229917320602e-01,4.362795730683124984e-01,6.418120407595014898e-01,5.442399666261956703e-01,4.785277575405128547e-01,8.709264676773741110e-02,2.645724938390769387e-01,5.887923441702387350e-01,1.047649272738296750e-01,0.000000000000000000e+00,1.770922594100517514e-02,1.512951796698190909e-01,6.012273507807934791e-01,3.217013146436253912e-02,5.562067050889227815e-01,6.411972992843248953e-01,5.674100163506760053e-01,8.062420261186146186e-01,1.881237106534668913e-01,8.145385002536609242e-01,1.047649272738296750e-01,3.498366724346482770e-01,4.347361838363608677e-01,4.016353560550986468e-01,3.238350034471908501e-01,2.982680393446114908e-01,1.770922594100517514e-02,5.504776966873712318e-01,3.136014425225236990e-01,5.841094726176636609e-01,5.811191863316826911e-01,5.862022554054109325e-01,5.291528924665105382e-01,2.617211457469147406e-01,5.492420666836639320e-01,2.090265709965572205e-01,2.798098015494176471e-01,5.299072607861240458e-01,0.000000000000000000e+00,3.217013146436253912e-02,5.868837593154030419e-01,3.551357245695066500e-01,3.890475724199679020e-01,5.301198044095691841e-01,4.150410512370230620e-01,4.369819196841991382e-01,3.503118543490585934e-01,0.000000000000000000e+00,4.977660020189031975e-01,2.362528078275544785e-01,4.679174925592142764e-01,5.544325210549151395e-01,3.571163366275923456e-01,3.441570123133153580e-01,6.067963479971226759e-01,3.154630133942072368e-01,5.456358419753095657e-01,6.774900799658958306e-01,6.422625953240771457e-01,4.021290117848403400e-01,3.217013146436253912e-02,3.273948832481927695e-01,5.234979837203879161e-01,3.116950068692225795e-01,1.047649272738296750e-01,1.098734215274755760e-01,1.622290469127938839e-01,6.381370599779642161e-01,4.972131804597964555e-01,4.254083677482973780e-01,4.559724630169624260e-01,5.598748267693525182e-01,6.069812411151276343e-01,6.330971586537090801e-01,1.234801809908063763e-01,1.596337070905340660e-01,3.712131080049214660e-01,7.090244903557725298e-01,8.709264676773741110e-02,1.803972157627923290e-01,6.601062001885821262e-01,4.580624779502098232e-01,5.497133526265107067e-02,4.438715098595650416e-02,3.969167290682840687e-01,6.429863858390076903e-01,5.025402684862741998e-01,7.265283760793980750e-02,3.217013146436253912e-02,6.356636628463659955e-01,6.379874471569850769e-01,5.895064770564795165e-01,5.876420218724016653e-01,5.653114693620610032e-01,1.386039414498581590e-01,2.157936539530302678e-01,4.237409134568496660e-01,4.223239935953896906e-01,2.768683422618910539e-01,1.881237106534668913e-01,1.917215844823937920e-01,6.429922414376700868e-01,5.693949508579968510e-01,6.047239528230594630e-01,4.635688848516399951e-01,5.964904336778906746e-01,5.437896777370933021e-01,5.973085775178450518e-01,6.118688462231695047e-01,4.257741840049154569e-01,6.523240693383667299e-01,3.132237830175157445e-01,4.400146521779360609e-01,4.396326668350786782e-01,5.787141247742585426e-01,2.631598079178468219e-01,3.179976560622477799e-01,5.773964137989250345e-01,3.014060187161086146e-01,3.081432149645901841e-01,3.690001256779025796e-01,3.842606631147629237e-01,4.029855532273235452e-01,3.877302733266058121e-01,9.343230073582031725e-02,3.337758119821121472e-01,3.573333937530249749e-01,5.951184999987808588e-01,7.265283760793980750e-02,3.936982697568058853e-01,2.118029203959445050e-01,0.000000000000000000e+00,7.265283760793980750e-02,0.000000000000000000e+00,5.751364322430942977e-01,4.438715098595650416e-02,1.098734215274755760e-01,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.046694410003343512e-01,3.217013146436253912e-02,4.501578197794323666e-01,5.134400324362339285e-01,5.902723368404990539e-02,6.577892016131050568e-01,0.000000000000000000e+00,3.323026641969925032e-01,6.393238790632650437e-01,0.000000000000000000e+00,5.505342676596131080e-01,3.839516758411423147e-01,5.839366675625726755e-01,1.770922594100517514e-02,1.770922594100517514e-02,1.275395170221629570e-01,3.147235743002149144e-01,2.372477468903702313e-01,9.930137455386327250e-02,3.217013146436253912e-02,2.602558343718085476e-01,7.288930374855320804e-02,6.430506687754848627e-02,5.872282447333014854e-01,5.371783862036386692e-01,0.000000000000000000e+00,6.597278770898545863e-01,7.063018671881164945e-01,4.023746647757319161e-01,4.149364699898719366e-01,4.054667743267529323e-01,2.832010417440822270e-01,5.204439674294933926e-01,0.000000000000000000e+00,4.420460751873541705e-01,1.671774553178209943e-01,3.328951958032552727e-01,0.000000000000000000e+00,8.048379811781425364e-01,5.016011902215207208e-01,1.234801809908063763e-01,3.008945585323918315e-01,4.515533135988977764e-01,6.096147693648344967e-01,3.970480420677616196e-01,4.923376202571470572e-01,0.000000000000000000e+00,5.470863045781358958e-01,4.263197379197483095e-01,9.343230073582031725e-02,6.210231879174575864e-01,3.187072500767446637e-01,5.083064107766778195e-01,6.223344528245964291e-01,4.697178971852048468e-01,5.176346820946686744e-01,5.107891051898446610e-01,0.000000000000000000e+00,4.139890489836202114e-01,5.381321648122306955e-01,3.349350751755422739e-01,5.150679874378014667e-01,5.303782521537063754e-01,4.541451274355946532e-01,2.989238966842214240e-01,0.000000000000000000e+00,4.957951667158030928e-01,2.362528078275544785e-01,6.060243796195164956e-01,7.610265101142074107e-01,2.195922053302619414e-01,5.965431337514378596e-01,3.228357257779612133e-01,4.177124978510574627e-01,1.146737981441182663e-01,5.797501067194026358e-01,4.897731867342527412e-01,5.933392663689928126e-01,5.234706554870999229e-01,5.903541481873540997e-01,4.646367941056490647e-01,1.770922594100517514e-02,4.951524750440411404e-01,4.308968297763580702e-01,3.943796679769795421e-01,4.204656895132909966e-01,4.434449614534594075e-01,5.356896428656351405e-01,3.093448990272486543e-01,5.743173775388761282e-01,6.808524408365884684e-01,4.471516262972624056e-01,6.765299435837970332e-01,4.987151570013563240e-01,5.141298868484329709e-01,4.116242143668856213e-01,3.947343877905146181e-01,3.555802051376077966e-01,5.092331580777040845e-01,5.497133526265107067e-02,1.770922594100517514e-02,3.009654110181202435e-01,3.860899034874757385e-01,2.331893869395027796e-01,5.305968150254035676e-01,4.868345034508808622e-01,2.031620513881076118e-01,6.367168699130488774e-01,4.529245905136434769e-01,3.911954857930529106e-01,5.164255861259645641e-01,5.369101430722650337e-01,5.700604066315521079e-01,5.159892455851060600e-01,4.698225257729831683e-01,3.101361034213469536e-01,9.343230073582031725e-02,7.061302166501592925e-01,1.770922594100517514e-02,1.452031650169075538e-01,2.580059870370973174e-01,1.647419370949470552e-01,4.414106873393966457e-01,4.425643507019136336e-01,4.812439787828047266e-01,5.128048731477137245e-01,5.244202746621251521e-01,5.288125614541919761e-01,3.267593880908759574e-01,4.753744765079751522e-01,1.541738376183473258e-01,3.850279833974208921e-01,4.787615805878761011e-01,0.000000000000000000e+00,4.455335242293002040e-01,3.066601528049592851e-01,0.000000000000000000e+00,0.000000000000000000e+00,3.363604402096161961e-01,2.624437472633301405e-01,5.369549164470005520e-01,1.191994693257209942e-01,5.852965063321811101e-01,4.023746647757319161e-01,1.951629175132821581e-01,5.048571127335479414e-01,3.073317213095311251e-01,5.998752263199577106e-01,5.227776622698043774e-01,0.000000000000000000e+00,6.152171777317786416e-01,3.961242933940332667e-01,5.103686943927765451e-01,4.823504109942753360e-01,4.096353415943985721e-01,4.498892039117969865e-01,6.957903302668678736e-01,3.356395467851343573e-01,5.068792580207629461e-01,4.885447855071283763e-01,2.000588962272642490e-01,5.194981132889626707e-01,3.627769617927599777e-01,0.000000000000000000e+00,2.170798718311665598e-01,5.560486481376781809e-01,4.153539264888567173e-01,5.970472702939411125e-01,5.524154249618545842e-01,4.310677054978351852e-01,5.184023092864210591e-01,3.217013146436253912e-02,1.899431001315269874e-01,3.874345700078828392e-01,3.231702671815722683e-01,5.993888439870863616e-01,2.321413047826522968e-01,2.564698385573544459e-01,5.094235538938121088e-01,5.844785001276883163e-01,4.541451274355946532e-01,2.905902531692740598e-01,4.594456292123546559e-01,4.837824104848766904e-01,2.310795762656513430e-01,4.183163969120867187e-01,0.000000000000000000e+00,8.709264676773741110e-02,3.217013146436253912e-02,1.770922594100517514e-02,4.653039218057840043e-01,0.000000000000000000e+00,6.730505860518803951e-01,5.165415359605649570e-01,4.212685402610042984e-01,5.298169425085071937e-01,3.785047075885115686e-01,5.161349600145208605e-01,5.743313319320112464e-01,5.561540568520866312e-01,1.671774553178209943e-01,9.343230073582031725e-02,3.977013054016620419e-01,0.000000000000000000e+00,1.718335627069909888e-01,6.082272007854809814e-01,5.821243470750970816e-01,6.128694533637905062e-01,4.731501147422909614e-01,1.770922594100517514e-02,5.605253759544437386e-01,5.076537698734910897e-01,4.529245905136434769e-01,7.521515375014261595e-01,0.000000000000000000e+00,3.869888430554367931e-01,5.497133526265107067e-02,5.497133526265107067e-02,5.194143609054944211e-01,6.920492744388083706e-01,7.111636894998728531e-01,4.775854166080075736e-01,3.340672243105889394e-01,3.464282911172850143e-01,3.301073178849998069e-01,3.254730034360734936e-01,0.000000000000000000e+00,5.115190352058665013e-01,5.317762883256503814e-01,5.443011689611669812e-01,5.308389490295152280e-01,6.366597824807410655e-01,4.703052080739646978e-01,6.176426187851851157e-01,3.244943313160109644e-01,4.438715098595650416e-02,5.702075298589449615e-01,4.448912347098046283e-01,4.773005076014268377e-01,1.917215844823937920e-01,4.440990527187365644e-01,4.785745662778930765e-01,7.112971337314918374e-01,6.328578422011426063e-01,5.789118786830566021e-01,4.596242620979463234e-01,4.412247619696121892e-01,2.624437472633301405e-01,1.770922594100517514e-02,4.438715098595650416e-02,5.717936617659660214e-01,7.265283760793980750e-02,5.056256428105967426e-01,7.271067413681275848e-01,4.364288262408793639e-01,5.259780756813819957e-01,0.000000000000000000e+00,5.751916549663510514e-01,6.331503074240856233e-01,4.487372932069074727e-01,4.602168398844815322e-01,6.403587778083437154e-01,4.195104988323510864e-01,4.944662347261502000e-01,0.000000000000000000e+00,3.217013146436253912e-02,4.345730592718990981e-01,4.749835823883490349e-01,3.651684313178372721e-01,5.234175690133954229e-01,4.974347758291359778e-01,6.073497432856084233e-01,5.783038643246999344e-01,7.265283760793980750e-02,5.937223527552498714e-01,1.770922594100517514e-02,6.500748678994842100e-01,3.120800178477472486e-01,1.541738376183473258e-01,2.991774810143025820e-01,1.647419370949470552e-01,6.889065440840755894e-01,8.709264676773741110e-02,7.502921371777850901e-01,2.500073437418752764e-01,1.622290469127938839e-01,6.445063887968844885e-01,4.769668275213763686e-01,5.417099683196598958e-01,5.215365191494565344e-01,6.038065328289526912e-01,5.488964431918472719e-01,4.592665920413114278e-01,6.700086397991089626e-01,5.960569670435078571e-01,6.025274526607370396e-01,1.047649272738296750e-01,5.980873516294540337e-01,2.266828025577385941e-01,1.146737981441182663e-01,3.031276852276628686e-01,2.321413047826522968e-01,3.407566933150040223e-01,1.770922594100517514e-02,8.709264676773741110e-02,3.105287577615961081e-01,5.444030731605137285e-01,2.342237645701829851e-01,2.411365544810651906e-01,7.240194645352624470e-01,3.444126436116869416e-01,1.386039414498581590e-01,4.490098423254565430e-01,5.052924140014914967e-01,0.000000000000000000e+00,5.402424091305971787e-01,4.582600106165096721e-01,3.930109512181664266e-01,4.232714210842350999e-01,5.497133526265107067e-02,8.991534610489747559e-01,6.449933123392310730e-01,7.014038766287505888e-01,5.204412088106727952e-01,5.868718525647994566e-01,6.082526456621046851e-01,4.266814094263309265e-01,0.000000000000000000e+00,9.343230073582031725e-02,0.000000000000000000e+00,0.000000000000000000e+00,1.047649272738296750e-01,6.100334471801023284e-01,5.332673650463467530e-01,6.660700549524180003e-01,5.984481721107081098e-01,2.000588962272642490e-01,4.971761850159119311e-01,4.728990557162400798e-01,5.163675416289722486e-01,0.000000000000000000e+00,8.020032095124494942e-02,5.497133526265107067e-02,2.232166856074649930e-01,9.930137455386327250e-02,4.360290827741614139e-01,6.146660804604725525e-01,5.842942040084740940e-01,6.619941827054854899e-01,3.752890993880217962e-01,4.792272004696689347e-01,6.074415975770106613e-01,3.211415989616532296e-01,3.830172811750260919e-01,5.201096287073448954e-01,5.937878404541472310e-01,3.238350034471908501e-01,1.596337070905340660e-01,9.930137455386327250e-02,3.775033516891166396e-01,2.731877905106126492e-01,5.236826669495454611e-01,5.262603784956680908e-01,2.557764073543858929e-01,5.551647557101664354e-01,5.556786181704598260e-01,3.704823042474271189e-01,6.119747661937948724e-01,5.418783699762835804e-01,4.386307979743798158e-01,5.178344078609126155e-01,4.781050964507549406e-01,6.197762709904145462e-01,4.670558682072904477e-01,1.740631619162444355e-01,5.724678998158726495e-01,4.436636126865191043e-01,3.611415708749876607e-01,5.856963164588906423e-01,3.994195159953046748e-01,7.490114498716048397e-01,2.300461630213830599e-01,8.020032095124494942e-02,6.362972697498975316e-01,2.144856514803169245e-01,4.261383163999190038e-01,5.255139489656989182e-01,5.608895084159299937e-01,5.904907546613694658e-01,4.391718608532055312e-01,5.972459416257515086e-01,5.725250164627916361e-01,1.843551422597987655e-01,5.983658445369482992e-01,4.137769846533673745e-01,4.155618522165500095e-01,3.517203250010516591e-01,4.282886344606131046e-01,6.828274049789828659e-01,0.000000000000000000e+00,6.104001461463323119e-01,7.968451761761676799e-01,6.344658777129186245e-01,3.301928343200121740e-01,5.332439132697559536e-01,1.146737981441182663e-01,4.296903557758444681e-01,6.238335565842021424e-01,4.465223929059217722e-01,5.632039218939783876e-01,0.000000000000000000e+00,5.282587214531767605e-01,2.508446638585554167e-01,6.151208474732752229e-01,6.622425448548246996e-01,5.438102029733595799e-01,4.610390568266470313e-01,2.664339350065941248e-01,4.855163484731413459e-01,0.000000000000000000e+00,1.622290469127938839e-01,5.295224905847303321e-01,4.382420550385531244e-01,0.000000000000000000e+00,1.770922594100517514e-02,3.165592271786151768e-01,3.097414903896401617e-01,0.000000000000000000e+00,6.224484468461256581e-01,4.438715098595650416e-02,7.585212441051587540e-01,6.103614888488602119e-01,6.439759672541449653e-01,3.918300686377367281e-01,4.718837295032745627e-01,4.893658300020378715e-01,5.049540996058344833e-01,5.539285337849479962e-01,2.372477468903702313e-01,4.741959316752991094e-01,5.497133526265107067e-02,6.284355979965444705e-01,1.622290469127938839e-01,4.438715098595650416e-02,7.205852678681824441e-01,3.965254778939913960e-01,3.022802860743482034e-01,4.130301436033870788e-01,4.071345725140986804e-01,3.713947769919524466e-01,4.651931164541035502e-01,4.456045751767075402e-01,4.628298202452388876e-01,4.430792235742309071e-01,0.000000000000000000e+00,1.718335627069909888e-01,1.047649272738296750e-01,4.438715098595650416e-02,3.154630133942072368e-01,4.748855465349017813e-01,5.774366668300023875e-01,4.994375991276643334e-01,5.100863347720275831e-01,1.770922594100517514e-02,4.866656350232757555e-01,6.191057627129229468e-01,5.115498971790218841e-01,2.278047841555111419e-01,4.005132242784378849e-01,5.119806686445305122e-01,2.638691634901432770e-01,6.385842056838318959e-01,5.251674385660779487e-01,4.438715098595650416e-02,6.654904146611038129e-01,9.285590636391475305e-01,5.815660899229808667e-01,5.561189338840692997e-01,6.309849886210496805e-01,6.379000423689039634e-01,5.133996520812030839e-01,1.047649272738296750e-01,5.390527978406249865e-01,6.515288550065089224e-01,5.469286430838784518e-01,5.735602287274683686e-01,4.446759549953143154e-01,3.346468481277097284e-01,4.788082698176281404e-01,4.120594720085093976e-01,0.000000000000000000e+00,3.510192242827005482e-01,2.774654964636354970e-01,6.430506687754848627e-02,4.713757560254870360e-01,6.299142857849714394e-01,1.623571642003853177e-01,5.150207442239085331e-01,3.667234503831411363e-01 +3.066057077679126830e-01,5.910971526133760451e-02,5.609794869038211562e-01,7.759176612377584326e-02,4.642547012921875993e-01,3.843103750492108395e-01,5.536253414990410793e-01,3.346936745904676158e-01,3.756639912503701439e-01,2.488011336456604772e-01,6.268903194862336381e-01,1.051448530615735205e-01,4.266354813552786784e-01,5.030432392265619113e-01,5.404196299239475421e-01,4.221114894951188412e-01,5.635346895039045068e-01,5.240937432434074061e-01,5.647296876045377889e-01,6.772106669775388443e-01,6.186363945166919454e-01,8.423054202767983334e-01,5.335872553858431733e-01,2.042469805373290093e-01,6.056640278614719985e-01,5.938698400371281716e-01,5.510966892331387035e-01,0.000000000000000000e+00,7.759176612377584326e-02,4.072555935363370572e-01,4.486502383192229604e-01,4.899151251987813316e-01,2.937707478517315729e-01,4.782250164692988248e-01,1.718389702141723818e-01,2.610496781852846282e-01,4.239935920186556628e-01,4.952123397200137722e-01,2.246432329513342596e-01,4.930840667514942433e-01,6.182649419383396960e-01,5.598374104844549004e-01,5.399915847024908677e-01,4.882817430997387076e-01,4.041304577761096750e-01,1.896910777297160511e-01,5.495482278407299859e-01,5.910971526133760451e-02,5.135704011495020316e-01,5.086945823241351139e-01,6.056224344372715951e-01,5.122270636796224519e-01,5.039509546672645834e-01,7.759176612377584326e-02,5.714796750743236231e-01,6.545084327535446445e-01,2.742337868425772651e-01,4.791565540326655492e-01,5.820155548292709202e-01,4.248159125675924908e-01,3.543896272806181802e-01,2.365436966441573086e-01,3.804643733648340187e-01,2.008516362572273783e-01,3.459883767161122670e-01,5.694684761713567633e-01,4.951283076158571883e-01,4.277468880452704458e-01,6.810142806023784523e-01,4.755783294201548217e-01,2.797326518638541537e-01,6.469852945544208866e-01,6.160903609648749057e-01,6.997455126892343502e-01,4.125945375787162805e-01,2.926914173903608640e-01,3.495446676698962113e-02,4.999399740404865122e-01,7.007393366135729051e-01,4.820856654740265368e-01,4.288040172345196077e-01,4.904521870438172670e-01,6.450976103455280386e-01,6.395276367426301345e-01,5.691392433173394494e-01,1.159973927477264966e-01,4.364003082300805803e-01,3.152316689732463928e-01,0.000000000000000000e+00,5.065405099895604613e-01,3.374008280153609207e-01,3.829333774959536307e-01,3.779158201426712216e-01,3.492443468193989209e-01,5.599471783666751801e-01,4.484987938586701972e-01,2.618881980397893550e-01,3.977719635366686601e-01,5.098896929869749517e-01,4.628231491896518390e-01,3.168494453619023488e-01,6.510474096410515665e-01,3.548862620088426567e-01,1.159973927477264966e-01,3.495446676698962113e-02,2.687661179044158466e-01,3.567018533439345052e-01,2.784422574130171468e-01,3.092936984644356624e-01,1.340542865785020465e-01,2.610496781852846282e-01,3.101696701982092352e-01,3.009393334036507550e-01,5.175954305978729408e-01,3.495446676698962113e-02,4.489523144875915417e-01,6.035143533244962111e-01,5.852874232843107150e-01,5.830226163821884411e-01,3.152316689732463928e-01,4.741662473395834576e-01,5.177219201309486429e-01,1.766932205269305944e-01,6.868940643533049117e-01,7.759176612377584326e-02,5.770744880420151102e-01,3.709585484591247928e-01,7.759176612377584326e-02,4.603067975586689897e-01,3.378810878236608861e-01,4.173129618010076869e-01,5.200262453772630522e-01,3.495446676698962113e-02,3.974835430691796567e-01,3.790180790371115438e-01,3.495446676698962113e-02,5.217265037397812444e-01,4.085221584823300889e-01,7.174967368216460528e-01,5.910971526133760451e-02,0.000000000000000000e+00,5.719268281129076259e-01,5.610891355265881231e-01,5.593908581685437253e-01,0.000000000000000000e+00,1.896910777297160511e-01,4.870807483018037565e-01,5.502634474070773329e-01,3.314323741932805878e-01,2.577392977315066669e-01,5.656659619463895172e-01,5.181001910486439099e-01,1.896910777297160511e-01,0.000000000000000000e+00,3.869944843552530211e-01,4.384922733124201333e-01,3.717624834334684603e-01,3.917942549241766326e-01,3.563575536925783771e-01,3.889494989938681035e-01,3.905424868848501596e-01,3.495446676698962113e-02,4.279751537296157538e-01,5.179743053926115781e-01,4.416954503090805839e-01,5.850179633990183481e-01,2.702228709800652551e-01,6.326530345478200701e-01,6.561947479587625365e-01,6.686228119815428306e-01,6.475627853718235460e-01,5.624151654369783371e-01,4.573804851469913668e-01,3.273326738482801312e-01,4.704642577962044880e-01,3.587505971859538123e-01,4.322291116657778764e-01,3.729533070147497131e-01,3.334052666239715745e-01,3.890523745472944661e-01,4.301536791096241541e-01,2.408440222287471510e-01,4.303446022502658841e-01,4.843340210074624785e-01,5.975940025103937403e-01,3.876515192712129965e-01,3.921040845554441545e-01,5.365310269206369220e-01,3.287229820052811058e-01,3.538899452146530011e-01,4.937713718002129659e-01,3.725583304749698343e-01,4.273160898999101009e-01,3.564449705181801376e-01,3.568420234966893090e-01,4.367528334454455208e-01,4.322291116657778764e-01,2.870627907774053189e-01,4.383200559175764455e-01,3.839683353794567378e-01,3.582777959679250279e-01,4.057084804038017523e-01,2.271710391298125409e-01,6.489221758293012288e-01,1.159973927477264966e-01,2.165362434011913195e-01,3.582777959679250279e-01,4.225336170824187110e-01,6.634978274100400419e-01,5.344614879022034915e-01,4.743851366153727378e-01,5.030432392265619113e-01,2.193320737519733610e-01,3.905424868848501596e-01,2.271710391298125409e-01,6.272234845607916887e-01,6.360100803385460022e-01,4.637562338254717642e-01,4.653649111085753631e-01,9.256065985647754513e-02,3.495446676698962113e-02,3.966119706782456067e-01,2.387228834320871129e-01,5.299903654904921657e-01,3.495446676698962113e-02,1.973033472455286430e-01,4.798735767529436202e-01,1.487470550576699690e-01,5.402772025250640597e-01,4.710364077654658477e-01,5.376687140156695133e-01,2.239728160862568818e-01,7.385911899923942592e-01,5.023555444941907311e-01,5.619247982958712750e-01,5.883478433579947264e-01,3.465404631397877577e-01,6.193566276538828852e-01,3.528809200884252539e-01,4.588571597612826070e-01,5.577696717439769580e-01,1.417412964635645090e-01,1.255407383437282531e-01,1.051448530615735205e-01,5.196571055060512645e-01,0.000000000000000000e+00,0.000000000000000000e+00,5.632508734983829868e-01,6.048069512161952099e-01,7.492547661146723437e-01,9.256065985647754513e-02,7.914020933827613513e-01,2.365436966441573086e-01,5.434897905187628941e-01,2.387228834320871129e-01,5.205157675776502790e-01,5.378046344707292370e-01,6.866180734780228390e-01,4.043956731199738197e-01,5.434057949005940413e-01,5.910971526133760451e-02,5.755985018997658020e-01,5.643450433565306845e-01,3.294090177003604625e-01,3.633298822360546687e-01,3.672361379556450811e-01,5.540656497627195476e-01,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,3.314323741932805878e-01,5.723714678250980681e-01,4.164083602197433120e-01,4.909368560446787932e-01,5.127725231821446128e-01,4.972848513585730879e-01,5.756896657105424753e-01,2.193320737519733610e-01,5.306333558416435059e-01,2.506715198833521785e-01,3.745290774693103009e-01,4.233711741759564329e-01,4.182073760181932442e-01,3.767979178531865037e-01,2.657693016881451653e-01,4.309146905841208519e-01,4.643788177687488972e-01,7.759176612377584326e-02,3.548862620088426567e-01,4.102619483543175072e-01,3.448726098328590006e-01,4.540596563193676771e-01,5.574643517470564413e-01,4.100157183006711281e-01,4.019763003450553263e-01,3.047616485018708188e-01,3.408385745455550508e-01,5.873320666800725398e-01,2.546189300518398313e-01,1.159973927477264966e-01,7.404063257267834430e-01,6.451892511865398028e-01,4.955476084470406550e-01,5.220263036444716676e-01,2.771302264696348661e-01,3.646534630561155121e-01,4.314806999439444457e-01,7.278094349692038056e-01,8.223521751166775751e-01,1.666663010323829186e-01,6.402037865182780285e-01,3.075119450825723466e-01,4.934284734412186513e-01,4.411982210737199761e-01,3.672361379556450811e-01,5.548599856372267158e-01,2.560305116219124266e-01,5.337938269425872573e-01,5.182258766976104436e-01,5.830231694505524365e-01,3.465404631397877577e-01,6.025254473129449950e-01,5.302604878475933869e-01,3.495446676698962113e-02,4.514742195471894703e-01,4.075105523366794325e-01,5.218465622368007040e-01,6.284643971941902274e-01,5.025088814851557117e-01,8.066739677489978000e-01,1.255407383437282531e-01,0.000000000000000000e+00,3.704518626202385478e-01,2.271710391298125409e-01,5.535851883980591470e-01,3.846508810267231793e-01,2.136385018490283005e-01,3.009393334036507550e-01,2.657693016881451653e-01,3.839683353794567378e-01,4.023874235602837302e-01,1.611326220604464843e-01,3.144101283356190435e-01,3.963193346737109990e-01,0.000000000000000000e+00,5.746195183732444312e-01,5.299903654904921657e-01,6.619208441012278676e-01,4.431686274031669814e-01,5.023555444941907311e-01,2.449225828187273912e-01,5.198418852197878026e-01,1.718389702141723818e-01,5.461369695835384119e-01,3.948395317661094750e-01,5.411749194203964164e-01,4.702342299381290225e-01,0.000000000000000000e+00,5.184140371830248117e-01,7.606272953764653399e-01,5.471889415660003975e-01,5.056805767336748358e-01,5.833816548194269425e-01,5.697963385951441140e-01,5.297193176038453855e-01,0.000000000000000000e+00,4.764349518842483366e-01,5.626124739456471735e-01,5.910971526133760451e-02,0.000000000000000000e+00,5.910971526133760451e-02,5.287357907154812686e-01,5.057357504929073100e-01,9.256065985647754513e-02,5.615988508888062336e-01,5.993923362378769104e-01,5.663524227302128011e-01,7.772373267459676827e-01,1.812675434531514918e-01,7.582463187514669745e-01,5.910971526133760451e-02,4.372787088397503963e-01,4.124440230354485259e-01,3.659553398483608722e-01,3.628836675596636141e-01,3.222645861408617307e-01,1.896910777297160511e-01,5.242684561775234897e-01,2.948355500621776537e-01,5.960126396199207921e-01,5.878025093875075546e-01,5.317034095056875076e-01,4.921291785776308325e-01,7.253156071456962062e-01,6.244032770690076672e-01,3.066057077679126830e-01,3.528809200884252539e-01,5.180372675963774709e-01,9.256065985647754513e-02,5.910971526133760451e-02,5.235085359834490415e-01,2.730587894363283863e-01,4.143343527097508305e-01,5.533841383524391588e-01,4.583233754100370927e-01,4.498456469659565804e-01,5.924575205789965882e-01,0.000000000000000000e+00,1.666663010323829186e-01,2.610496781852846282e-01,7.142077177758539008e-01,5.364313211685888261e-01,3.741264004591046688e-01,3.756639912503701439e-01,6.372052258696593308e-01,3.974835430691796567e-01,6.031073908400876871e-01,6.667144135822019591e-01,5.850449526710583825e-01,4.697721369689511484e-01,3.495446676698962113e-02,3.899091244259916267e-01,5.730664281199060461e-01,0.000000000000000000e+00,1.340542865785020465e-01,2.296201322041709347e-01,3.495446676698962113e-02,6.346381939531219318e-01,4.698879187175267202e-01,4.347941942976384366e-01,4.307251400324707546e-01,5.068311294613526696e-01,6.168156233219376228e-01,6.921790639842693160e-01,2.296201322041709347e-01,1.487470550576699690e-01,3.038233292577672828e-01,8.283332121839878104e-01,1.666663010323829186e-01,3.729533070147497131e-01,6.526821794401447274e-01,4.046600022726584700e-01,2.165362434011913195e-01,0.000000000000000000e+00,4.030607112686686033e-01,5.022019097064817084e-01,5.763248767629807201e-01,3.908573048835490282e-01,5.910971526133760451e-02,5.921128033719561534e-01,6.450882639860692214e-01,5.725612628579708208e-01,6.350121010064174731e-01,5.438993674161988201e-01,1.551814309715276730e-01,3.192157892871773095e-01,4.871737903571047856e-01,4.484987938586701972e-01,3.237460247616076869e-01,3.495446676698962113e-02,1.718389702141723818e-01,6.387666149698668638e-01,5.282947160639922535e-01,6.725214153402176986e-01,5.026619218316075166e-01,5.510966892331387035e-01,5.843947040353815181e-01,5.634283746014799865e-01,5.813157810800126946e-01,4.030607112686686033e-01,6.197752064458974530e-01,3.215132637567129636e-01,4.557375074474065979e-01,4.599140668196721737e-01,6.534359369586455468e-01,2.744392672538615296e-01,2.784422574130171468e-01,5.957538347087124597e-01,2.989566104944348379e-01,3.365877197055855419e-01,4.237866506288031077e-01,4.264353455127196657e-01,4.117233174414959840e-01,4.150317616485144634e-01,1.417412964635645090e-01,4.486502383192229604e-01,3.266281844348047914e-01,5.661813636372211578e-01,4.201835148433787359e-01,4.008768173619874919e-01,2.657693016881451653e-01,3.207548743868225971e-01,2.797326518638541537e-01,2.271710391298125409e-01,5.979844507598822689e-01,2.642270763846950032e-01,4.896452369824311757e-01,2.042469805373290093e-01,7.759176612377584326e-02,0.000000000000000000e+00,4.057084804038017523e-01,5.910971526133760451e-02,4.630025707409257119e-01,4.730626027503418984e-01,6.492721931920890366e-02,6.443522354411185260e-01,3.495446676698962113e-02,3.633298822360546687e-01,5.881924175441024527e-01,0.000000000000000000e+00,5.686428165092775044e-01,4.157230759321531854e-01,6.042585902522641383e-01,3.551693353393714503e-02,1.611326220604464843e-01,2.702228709800652551e-01,3.822357217188048772e-01,5.552934939170369733e-01,9.256065985647754513e-02,7.759176612377584326e-02,2.560305116219124266e-01,9.256065985647754513e-02,1.666663010323829186e-01,4.770713714834801111e-01,5.058092424728377612e-01,3.495446676698962113e-02,6.435062686381075592e-01,6.907368433127804019e-01,3.596878896216609833e-01,3.859986153136656384e-01,3.752824206866903767e-01,2.784422574130171468e-01,4.774581453947470688e-01,9.256065985647754513e-02,4.254271097547900893e-01,2.075031460500811886e-01,4.455645407612343623e-01,0.000000000000000000e+00,8.416691054652840620e-01,4.801788990264841961e-01,3.793821554594321022e-01,3.273326738482801312e-01,4.610864345478760118e-01,6.158161592343809332e-01,3.866639389109354230e-01,4.195543018504354071e-01,3.353300369875392151e-01,6.098942912472037348e-01,4.768597999969872991e-01,7.759176612377584326e-02,7.568287126787333063e-01,3.118933473740217455e-01,4.791565540326655492e-01,5.758110506260547545e-01,5.251363207780851416e-01,5.086237237552383439e-01,5.652920888871323379e-01,0.000000000000000000e+00,3.846508810267231793e-01,5.008055881868167525e-01,3.889494989938681035e-01,4.695958469319424511e-01,5.398005896989043206e-01,3.933315187220087217e-01,2.046450379268099085e-01,3.384375842792539668e-01,4.940275660040286398e-01,3.558701866078182730e-01,5.674722187934776452e-01,6.986428250533516238e-01,3.144101283356190435e-01,5.787282769805383031e-01,3.448726098328590006e-01,5.000980749171785034e-01,2.165362434011913195e-01,4.264353455127196657e-01,5.225631118162403776e-01,5.965277231163547134e-01,5.203325570563878122e-01,5.546621463948658848e-01,4.710364077654658477e-01,0.000000000000000000e+00,4.653649111085753631e-01,3.587505971859538123e-01,4.082704444379530728e-01,5.091177465542258140e-01,5.330163817135730175e-01,5.960452820961514853e-01,3.019122785367768791e-01,5.516336339612705197e-01,4.495529743490676022e-01,4.808867559788628232e-01,6.693511589802955131e-01,2.948355500621776537e-01,5.710943781640005490e-01,4.492532145163072865e-01,4.149414333249579756e-01,3.592206737466098754e-01,4.775978472356170457e-01,1.051448530615735205e-01,3.495446676698962113e-02,4.027910232804056134e-01,4.344328116514880045e-01,2.870627907774053189e-01,5.429863004232964308e-01,4.678963542217124405e-01,1.551814309715276730e-01,5.958245034190782219e-01,4.829730809241818967e-01,4.092724855752405966e-01,5.013515221382893738e-01,5.055885481289734695e-01,5.535851883980591470e-01,4.974483284474520706e-01,4.887388572821640409e-01,4.765413684373348557e-01,1.487470550576699690e-01,5.799463166024052541e-01,3.495446676698962113e-02,1.159973927477264966e-01,3.307636155264926936e-01,1.417412964635645090e-01,4.418605111779805861e-01,4.652423112818306894e-01,4.684873323454474825e-01,5.606128723113794621e-01,5.035740116686430179e-01,5.291957443302370834e-01,4.112391878085419061e-01,4.985833199602538457e-01,1.255407383437282531e-01,4.102619483543175072e-01,6.680295960815670897e-01,7.759176612377584326e-02,5.630016932396412210e-01,3.013299485827133917e-01,0.000000000000000000e+00,0.000000000000000000e+00,2.542843156577618835e-01,3.287229820052811058e-01,4.947912381098241164e-01,3.760437983532380346e-01,6.174272163814104042e-01,4.480426582064128138e-01,3.721613719488840455e-01,4.736163496795022798e-01,0.000000000000000000e+00,6.026767296608479541e-01,4.401943175283937748e-01,1.611326220604464843e-01,5.988956246901326885e-01,3.009393334036507550e-01,5.179743053926115781e-01,4.362234388240444627e-01,2.904877481620800617e-01,4.579206722318965861e-01,7.020482785407413662e-01,3.075119450825723466e-01,3.957307417509408065e-01,4.603067975586689897e-01,4.474303754612227180e-01,4.825799064832637653e-01,2.042469805373290093e-01,0.000000000000000000e+00,3.684964540639307229e-01,5.495059504639908665e-01,6.481517686969545666e-01,5.838487204574718259e-01,5.000980749171785034e-01,3.824002675314311372e-01,5.636408617180196368e-01,2.106300133477080061e-01,2.220324569067097797e-01,4.252238893906935546e-01,3.176460224546226452e-01,6.448732408807000827e-01,4.756859231432055690e-01,9.256065985647754513e-02,4.878219887668756027e-01,5.540257195877635876e-01,4.823825840269570508e-01,2.672817651233876934e-01,4.809873529783368906e-01,4.693073498660300102e-01,2.846941572506042628e-01,3.790180790371115438e-01,0.000000000000000000e+00,5.910971526133760451e-02,2.810025616024055539e-01,3.495446676698962113e-02,5.062488189203978584e-01,0.000000000000000000e+00,5.740944579169144912e-01,4.166355026450019317e-01,3.914831509450832914e-01,5.447122138534461477e-01,4.168619540315575689e-01,5.728451071660047855e-01,5.811742286747992869e-01,5.184140371830248117e-01,1.855909986787371846e-01,0.000000000000000000e+00,4.312924684671654574e-01,0.000000000000000000e+00,3.637735144558186806e-01,5.998635725068111046e-01,5.832437543615448527e-01,6.301909587915787148e-01,4.830710787719222354e-01,1.973033472455286430e-01,5.796580061592175870e-01,5.023317396478862440e-01,4.831689377650073558e-01,4.810878402906595408e-01,2.165362434011913195e-01,4.430062763122054603e-01,3.495446676698962113e-02,2.687661179044158466e-01,4.818871047882465342e-01,6.829475345503480677e-01,7.034299168530599999e-01,4.918667516276840068e-01,3.578020660744983261e-01,3.443088197957025476e-01,2.846941572506042628e-01,3.390447525724076816e-01,5.910971526133760451e-02,4.221114894951188412e-01,4.927381696714844272e-01,5.361314476813566765e-01,5.445323035334546091e-01,6.539231833195174870e-01,4.297127473755998350e-01,6.282302741224226050e-01,3.991983475037446660e-01,3.495446676698962113e-02,5.550967372146076162e-01,4.436536620377763973e-01,4.967923832903339276e-01,3.592206737466098754e-01,4.792593925370828845e-01,4.725049724286078390e-01,7.155356318698609108e-01,5.406091294273365211e-01,6.575442895011018862e-01,4.927381696714844272e-01,4.112391878085419061e-01,3.610733702155378699e-01,3.495446676698962113e-02,1.051448530615735205e-01,3.668114796499722940e-01,3.495446676698962113e-02,5.485701625885659460e-01,7.021824996589014489e-01,4.652423112818306894e-01,4.610864345478760118e-01,3.495446676698962113e-02,5.274051095890739393e-01,6.115244472145958676e-01,3.866639389109354230e-01,4.227438202758502239e-01,6.095373481195800469e-01,4.945375091597837836e-01,4.645027621068757440e-01,2.075031460500811886e-01,2.106300133477080061e-01,4.184293784395735627e-01,4.608274083543693056e-01,3.921040845554441545e-01,5.214255524788991014e-01,5.243847314076920396e-01,5.554505448621279706e-01,5.931181181503621946e-01,3.038233292577672828e-01,4.797715341018214952e-01,3.495446676698962113e-02,6.061201216742068132e-01,4.299622595722573104e-01,1.718389702141723818e-01,3.942397826030052954e-01,1.973033472455286430e-01,6.527280662320600335e-01,1.666663010323829186e-01,8.721239079307457898e-01,4.041304577761096750e-01,7.759176612377584326e-02,6.923251948051357685e-01,5.302604878475933869e-01,4.906303951125339791e-01,6.013705095644061860e-01,5.765354853527718815e-01,5.525747599328598714e-01,4.379744611017826750e-01,6.806525197012381900e-01,5.870694935646513235e-01,2.822521839616264905e-01,3.697370794899882962e-01,5.937007189849369260e-01,5.662498304360389367e-01,1.340542865785020465e-01,2.882209286142076721e-01,2.771302264696348661e-01,3.729533070147497131e-01,0.000000000000000000e+00,2.449225828187273912e-01,3.793821554594321022e-01,5.657693137498828184e-01,3.548862620088426567e-01,3.414276589069296652e-01,7.104228351404979769e-01,3.384375842792539668e-01,0.000000000000000000e+00,5.053672230692761724e-01,4.688398158059406962e-01,1.417412964635645090e-01,4.989847617789701650e-01,4.697721369689511484e-01,4.670615226999724201e-01,4.337050227614728248e-01,7.759176612377584326e-02,8.768439827092151528e-01,6.439688257793164672e-01,7.649488681705050031e-01,5.471889415660003975e-01,7.006517784410984939e-01,5.430514778744960358e-01,4.588571597612826070e-01,1.051448530615735205e-01,2.271710391298125409e-01,1.051448530615735205e-01,3.495446676698962113e-02,0.000000000000000000e+00,6.636977497908790324e-01,4.410318010360984031e-01,6.963307807477275846e-01,5.895803911104332551e-01,1.666663010323829186e-01,3.764217906502593802e-01,4.627497532151123028e-01,5.193481620759561324e-01,5.910971526133760451e-02,3.118933473740217455e-01,4.046600022726584700e-01,1.487470550576699690e-01,1.611326220604464843e-01,4.665804625897805868e-01,6.490063673519167464e-01,5.817389198080901158e-01,6.525673438072949750e-01,2.958860220920928041e-01,4.312924684671654574e-01,5.907689320315820947e-01,5.108605200892889497e-01,3.908573048835490282e-01,5.596888396187544856e-01,5.443970977113155030e-01,4.237866506288031077e-01,3.075119450825723466e-01,2.075031460500811886e-01,3.876515192712129965e-01,6.233296226017842612e-01,5.161260696459190056e-01,6.474402665193051964e-01,3.180571508963825345e-01,5.471453918134935313e-01,6.444796275849511424e-01,3.818846362620344492e-01,5.675059085495703926e-01,5.563475971531517406e-01,5.370276882434310561e-01,2.136385018490283005e-01,3.384375842792539668e-01,6.239920552451091451e-01,5.103765958113480883e-01,2.408440222287471510e-01,5.730965585346198266e-01,4.805841587685893979e-01,3.487108745232852525e-01,5.856898951039153367e-01,4.489523144875915417e-01,6.769155630895193898e-01,2.506715198833521785e-01,0.000000000000000000e+00,5.013515221382893738e-01,2.193320737519733610e-01,4.526337351907610551e-01,3.839683353794567378e-01,5.652512053881587617e-01,6.142649153378353377e-01,4.565632615900286351e-01,6.752423193571148730e-01,7.464991904709941117e-01,1.417412964635645090e-01,6.443394863134436212e-01,3.866639389109354230e-01,4.426806004956859719e-01,3.538899452146530011e-01,4.792593925370828845e-01,6.541825781639046822e-01,0.000000000000000000e+00,6.063269848997248079e-01,8.191984440956536773e-01,4.705790110614996857e-01,2.468858005235221031e-01,5.694356121108558044e-01,1.255407383437282531e-01,4.166355026450019317e-01,5.947339373645754712e-01,4.529210036704341968e-01,5.385478018436766767e-01,1.255407383437282531e-01,5.302604878475933869e-01,2.008516362572273783e-01,5.958511017800953713e-01,5.530613785762296120e-01,5.201489102077295756e-01,6.009523378123403647e-01,3.495446676698962113e-02,4.968746670945568544e-01,0.000000000000000000e+00,5.095400594440991915e-01,5.343079173638083379e-01,4.642547012921875993e-01,0.000000000000000000e+00,3.495446676698962113e-02,4.114816447640913810e-01,3.384375842792539668e-01,0.000000000000000000e+00,6.392576444552725556e-01,1.417412964635645090e-01,6.946543043528409234e-01,5.694684761713567633e-01,6.440712512652421173e-01,3.206480760928626106e-01,4.637162150058579124e-01,5.910971526133760451e-02,5.087519370080606507e-01,5.416900418341522583e-01,3.672361379556450811e-01,4.670615226999724201e-01,2.771302264696348661e-01,6.248613198639750843e-01,5.212444284465110877e-01,4.780165120424594294e-01,7.560683505497647339e-01,4.642161867287314392e-01,3.646534630561155121e-01,4.460351483991723542e-01,4.327858268441858169e-01,4.274309283058448927e-01,5.137034875403110323e-01,5.540257195877635876e-01,4.117233174414959840e-01,4.210461899582418899e-01,1.812675434531514918e-01,7.759176612377584326e-02,1.417412964635645090e-01,1.611326220604464843e-01,2.449225828187273912e-01,4.600451780994419537e-01,5.774911838139903386e-01,5.008055881868167525e-01,5.147602061685484509e-01,2.008516362572273783e-01,4.665804625897805868e-01,5.919151481208595467e-01,4.850058106104574440e-01,2.365436966441573086e-01,3.725583304749698343e-01,5.258808365391712814e-01,2.810025616024055539e-01,6.500334709118092968e-01,2.870627907774053189e-01,1.766932205269305944e-01,6.378999104035890655e-01,9.032317017241585644e-01,5.615988508888062336e-01,5.448020158099048382e-01,6.060373915555073987e-01,6.463165477405992121e-01,4.908019842703731928e-01,3.047616485018708188e-01,5.295018125592633185e-01,6.353699693921559533e-01,5.350220642469833976e-01,6.167975620812219395e-01,3.495446676698962113e-02,7.759176612377584326e-02,3.914831509450832914e-01,4.962139279486007526e-01,0.000000000000000000e+00,3.899091244259916267e-01,2.488011336456604772e-01,1.666663010323829186e-01,4.836564775833929741e-01,5.879326893012153388e-01,1.340542865785020465e-01,4.519110450721469663e-01,3.425927245438979973e-01 +2.419159764014127412e-01,3.535519081828046584e-02,6.161874679670821253e-01,3.535519081828046584e-02,6.750798855427164735e-01,5.439723931370976651e-01,5.184653601032843673e-01,4.184324114204175382e-01,6.007192035374824268e-01,3.138449324428277953e-01,6.671443407273057735e-01,1.426797223233975676e-01,5.339837750330244104e-01,3.187510197359568753e-01,5.675791445636271249e-01,3.691930405925529790e-01,5.837585528122684053e-01,5.733055394598493004e-01,5.662714285300812778e-01,6.745343026419651222e-01,6.603560338530368723e-01,6.860512659055028051e-01,4.339062490562498042e-01,2.257031257590555728e-01,5.865731091791615004e-01,6.009433801354827631e-01,5.406625833326477171e-01,7.829465819150036032e-02,1.561488834131880277e-01,3.942293787639944980e-01,4.664869332883540554e-01,6.463771168665081168e-01,4.892209609127753933e-01,4.371668032974698748e-01,1.349744771001078480e-01,4.052488460559715011e-01,5.365511305203680692e-01,5.135534363443396977e-01,3.956577568542958834e-01,5.084604630172532280e-01,6.272000452589936437e-01,4.571353445393623316e-01,5.967132323867374577e-01,4.576849049890299170e-01,3.195399148432946923e-01,3.535519081828046584e-02,4.721586480923016804e-01,3.535519081828046584e-02,6.144138015657195639e-01,4.335355355392701004e-01,5.210269606177271307e-01,5.835077974454337957e-01,5.255083824229965783e-01,0.000000000000000000e+00,5.991319112534052582e-01,6.188916217603088743e-01,3.573098049935188314e-01,4.998672343415320185e-01,5.990280859917008760e-01,4.322241505424532781e-01,3.850847590129229392e-01,5.970328896151783776e-02,3.579548751398379802e-01,2.306839362806182014e-01,3.442794801502457314e-01,5.598780647197334481e-01,5.429072868135855767e-01,4.073460887496332394e-01,7.549473808188271740e-01,5.002678745798163629e-01,3.103964214636448227e-01,5.674083107372741575e-01,5.579481063281936937e-01,6.987471076342507414e-01,4.141871995741483459e-01,3.857673698700139209e-01,3.535519081828046584e-02,4.806896100210422129e-01,6.265224994749004628e-01,4.483977879764906582e-01,4.052488460559715011e-01,4.731782651407108187e-01,7.141459584554625817e-01,6.126959915307943483e-01,5.112520179814110666e-01,1.676558785351377201e-01,4.525956543624312101e-01,3.598637985996777644e-01,0.000000000000000000e+00,4.840957333268196550e-01,3.289642355530670303e-01,3.498224240828748388e-01,3.555020838675052586e-01,3.049243600836417656e-01,4.743370411815765464e-01,4.636180404246287856e-01,3.971697396777901234e-01,5.238055359591127225e-01,5.245146167859279229e-01,3.847412319787976709e-01,2.571118682511066567e-01,6.850448635449349899e-01,2.604947957041679474e-01,3.535519081828046584e-02,5.970328896151783776e-02,3.338615235844828444e-01,4.173774536365845722e-01,3.345138110787318486e-01,5.996114520110752411e-01,3.830007948491643832e-01,3.887683748910339965e-01,3.129966820148472051e-01,3.569829002681351726e-01,4.775573744030956469e-01,1.059739075691593507e-01,4.373440920966673029e-01,4.669754097753440747e-01,6.479125554179303581e-01,5.208423180980599199e-01,3.487444906731062000e-01,4.287486577452839787e-01,5.226094391637575720e-01,9.333997645311915836e-02,6.099274365344042881e-01,0.000000000000000000e+00,4.983260350368602931e-01,2.698538154001246525e-01,1.059739075691593507e-01,4.496200763994254723e-01,4.034050872124432252e-01,3.413551615214523438e-01,5.917426884796446185e-01,7.829465819150036032e-02,3.956337507505302553e-01,3.095103212333821241e-01,0.000000000000000000e+00,4.465281843901399150e-01,2.990454659164904494e-01,7.507580482925858556e-01,0.000000000000000000e+00,0.000000000000000000e+00,3.867804270566178593e-01,5.336700156970609621e-01,6.003366340659221922e-01,0.000000000000000000e+00,1.676558785351377201e-01,3.903876218743208559e-01,4.269519403701447224e-01,2.698538154001246525e-01,2.990454659164904494e-01,5.483129704840005170e-01,5.498651810162564768e-01,1.866091986178339823e-01,1.983364351675613035e-01,3.712610819242480042e-01,4.586375678171604742e-01,3.801339486731614703e-01,4.068269791309377936e-01,4.273547443997259832e-01,3.358025823925641640e-01,4.359147543083556897e-01,3.535519081828046584e-02,4.700240724613034549e-01,5.275158929446065459e-01,4.509729444803637910e-01,5.654342246238611702e-01,2.857886894185213134e-01,6.437499062042986164e-01,6.479249170398121427e-01,6.387614306419301391e-01,6.085568026902911098e-01,5.352095544672644811e-01,5.011421884769340362e-01,3.519352025976212883e-01,5.015364393798935616e-01,3.771592886988888171e-01,5.142932244500943995e-01,4.817067158874161481e-01,3.263070852388768039e-01,4.124212489036844786e-01,4.674609099633452169e-01,3.067907009465661305e-01,4.569973558152350401e-01,5.260871799261624959e-01,5.723151985782427564e-01,3.305168835273299410e-01,3.736734022285999046e-01,4.759434870013680707e-01,3.589150523713813268e-01,4.277555432610034569e-01,5.695676539428522478e-01,3.971432110321914122e-01,4.118710025714817924e-01,3.726972520158625124e-01,3.338615235844828444e-01,4.543286973670652151e-01,3.884405098383171273e-01,2.741482800973158995e-01,5.512617744194593383e-01,4.359147543083556897e-01,4.273547443997259832e-01,4.154535653338268797e-01,1.497006220996662806e-01,5.004275586007898013e-01,2.376127414794639015e-01,2.668555966918766398e-01,3.704403707875837948e-01,4.946372800284455362e-01,7.401103579100520857e-01,4.865098578105520599e-01,4.674609099633452169e-01,4.434745686201516657e-01,3.332038128383145725e-01,4.103912708090579620e-01,2.479614092380511003e-01,6.302873814175665723e-01,5.963107443738621116e-01,4.900437854765967161e-01,5.151586764939642960e-01,1.426797223233975676e-01,3.535519081828046584e-02,5.043943533664089207e-01,2.969846295080103560e-01,5.489634295636921513e-01,1.728366124473645626e-01,2.498780710355353596e-01,4.797628959427051032e-01,1.497006220996662806e-01,5.406851188497303617e-01,4.589076802850854397e-01,5.263175101926911292e-01,1.320054001022733237e-01,4.782994015101962315e-01,5.242199367224474882e-01,5.759897570796654875e-01,5.897564849584835400e-01,4.534669087840343393e-01,5.751878096099491966e-01,4.098918262498625342e-01,4.655008152821301093e-01,5.762960436414255039e-01,2.257031257590555728e-01,1.349744771001078480e-01,1.497006220996662806e-01,5.483129704840005170e-01,0.000000000000000000e+00,0.000000000000000000e+00,4.961671713104687798e-01,5.883253548208333683e-01,6.585719694824582193e-01,1.676558785351377201e-01,2.782218033103118215e-01,2.052877132467771926e-01,2.052877132467771926e-01,4.994645547218393156e-01,4.340909563779786207e-01,6.036175736956672644e-01,6.949036276752212915e-01,3.913435520945039436e-01,5.159695703050177773e-01,3.535519081828046584e-02,5.752188036947871730e-01,5.669623962952777818e-01,3.589150523713813268e-01,4.303121898274193113e-01,3.332038128383145725e-01,5.739064539577971580e-01,3.535519081828046584e-02,7.829465819150036032e-02,0.000000000000000000e+00,0.000000000000000000e+00,1.822793946485090355e-01,5.552695647341515661e-01,4.103912708090579620e-01,4.997377904327942599e-01,5.001406904200679238e-01,4.842915935340286193e-01,5.050741818727334520e-01,1.059739075691593507e-01,5.771806583632570486e-01,4.140399409401352981e-01,4.450691193577688276e-01,5.014577490246883151e-01,4.219510679774439166e-01,3.635486950057066347e-01,1.059739075691593507e-01,4.879237465260776174e-01,5.001078533607056231e-01,1.059739075691593507e-01,2.517497193424327318e-01,4.364537750418581163e-01,4.283529067996279527e-01,4.620788672306125888e-01,5.401076167875412670e-01,4.093891636594209071e-01,4.221658681877142327e-01,3.370705822945239127e-01,4.394407966490093687e-01,5.688991721392288037e-01,3.947983840600208238e-01,2.795342507588500780e-01,7.450267893023504451e-01,6.121538626562769148e-01,4.901346825646712979e-01,5.297494853663134995e-01,2.845767799223436478e-01,3.332038128383145725e-01,4.156867259428319028e-01,7.204118974242657014e-01,5.905518550984056869e-01,1.621119330810111003e-01,7.103834217601305845e-01,3.771592886988888171e-01,5.255664510529018951e-01,4.303121898274193113e-01,2.571118682511066567e-01,5.750637116934965709e-01,1.676558785351377201e-01,5.442020553365212177e-01,5.046216081541831100e-01,5.498032461927083725e-01,4.310825349983036237e-01,3.389352692899194608e-01,5.038615259437234650e-01,1.426797223233975676e-01,4.943268566675956821e-01,4.719302751949476793e-01,4.833073893394219667e-01,6.311936209990577362e-01,4.980799262669253213e-01,6.395486062413684447e-01,3.535519081828046584e-02,0.000000000000000000e+00,4.508968947517938419e-01,2.376127414794639015e-01,5.164719402309581042e-01,3.298305228283757717e-01,2.018884020469819407e-01,3.270244393702211871e-01,2.604947957041679474e-01,4.380491759875496105e-01,3.864947108912791807e-01,1.907142655879562887e-01,3.720733658214751549e-01,4.404686860893312628e-01,9.333997645311915836e-02,5.738749413051442705e-01,5.055989305593597827e-01,6.014565908719661236e-01,3.419487163722062517e-01,5.141592235119134546e-01,2.845767799223436478e-01,4.822104154372510165e-01,1.168652363170772507e-01,5.417330555954541493e-01,4.324128227121291079e-01,3.881112217243337104e-01,5.490497603527560999e-01,9.333997645311915836e-02,5.587794783455665160e-01,7.014506880070687789e-01,3.994634524178265478e-01,4.837458908281849213e-01,5.524277199828150353e-01,4.738507878227818382e-01,5.724115794890681785e-01,3.535519081828046584e-02,5.137558892545410760e-01,5.550251394455681941e-01,9.333997645311915836e-02,3.535519081828046584e-02,0.000000000000000000e+00,5.618839264644827081e-01,6.667458532591750142e-01,1.776988142295017337e-01,5.222470506095613363e-01,6.061624138085346392e-01,5.637685801215337467e-01,6.961496753229378109e-01,2.282327252048782507e-01,6.868412232586412758e-01,5.970328896151783776e-02,4.569973558152350401e-01,3.786606328084251016e-01,4.383993751951713036e-01,4.299242030109106105e-01,4.177548523457669805e-01,1.615925107764559499e-01,5.543066780913885605e-01,2.713113612449919998e-01,6.203237796627848466e-01,5.763266066330384740e-01,5.739694416285926470e-01,5.596520181496550395e-01,3.679258030965595894e-01,6.321952283450947840e-01,3.138449324428277953e-01,4.502241973462928759e-01,5.158180393500003680e-01,2.085469514538101921e-01,1.168652363170772507e-01,5.517218747230563380e-01,3.728774647681243892e-01,4.305055062298780433e-01,4.951189837038367236e-01,4.450964156961682017e-01,5.002262925294185258e-01,7.017392000360235249e-01,1.426797223233975676e-01,3.938375358129603820e-01,3.318717555370398475e-01,5.543470323420055523e-01,5.335126727822698811e-01,3.648874198014563919e-01,4.306983171969516744e-01,6.547537744125104808e-01,3.962552898831034898e-01,5.519717185249094493e-01,6.577902027214119762e-01,6.477516761050088334e-01,5.138232546001310075e-01,3.535519081828046584e-02,3.867804270566178593e-01,6.040104820969567356e-01,0.000000000000000000e+00,4.736272548794999704e-01,2.959337225864648313e-01,5.970328896151783776e-02,6.281738769261880906e-01,4.965031563021287120e-01,5.148933942193396618e-01,4.891290072257351018e-01,5.880886865062732172e-01,5.744089677256135618e-01,6.905687696310457424e-01,2.376127414794639015e-01,7.829465819150036032e-02,2.535777860552820284e-01,8.260041639780227873e-01,9.333997645311915836e-02,3.370705822945239127e-01,6.500229340373246956e-01,4.751789203114861748e-01,5.970328896151783776e-02,0.000000000000000000e+00,6.110977212325620078e-01,5.613318201315415923e-01,5.239241653677663146e-01,3.950556223904631015e-01,3.535519081828046584e-02,6.018559269804387712e-01,6.502513141073157366e-01,5.300791530956739939e-01,5.666176698882320339e-01,5.487472087153888456e-01,9.333997645311915836e-02,3.187510197359568753e-01,5.013789663305133759e-01,5.101007529018383169e-01,3.857673698700139209e-01,1.497006220996662806e-01,1.264369248611630636e-01,6.523243909467308921e-01,3.822937801993262497e-01,7.068952178104118689e-01,4.931647120002109475e-01,6.343228289335426373e-01,5.609244869571059500e-01,6.167577451729308047e-01,6.331992034265693237e-01,4.493162770066925771e-01,5.472168462728561611e-01,4.123581445234735798e-01,4.685424857071803229e-01,5.054493610111046031e-01,5.907048793227688277e-01,3.564923974177946486e-01,3.944489235753045886e-01,6.094865892575113131e-01,3.691930405925529790e-01,4.414833906743881875e-01,4.943794043300566710e-01,5.019287212871708093e-01,4.728398575892144295e-01,4.719302751949476793e-01,1.561488834131880277e-01,5.117768649082936605e-01,3.465434337341440907e-01,5.624686156958750294e-01,6.890620255530776062e-01,4.217356829315422884e-01,3.833520088044317098e-01,2.203875118290848645e-01,2.146882956962365141e-01,1.264369248611630636e-01,6.050225735489994650e-01,3.086141830367075678e-01,3.277353468684383597e-01,1.426797223233975676e-01,5.970328896151783776e-02,0.000000000000000000e+00,2.808252786421410185e-01,1.059739075691593507e-01,4.943794043300566710e-01,4.692554142683550422e-01,6.438222765170431572e-02,5.500783792882213419e-01,0.000000000000000000e+00,3.980213280986490409e-01,6.670958513565008463e-01,0.000000000000000000e+00,5.711493453815048582e-01,5.290304685472645430e-01,6.030201705347748575e-01,8.233263133549391377e-02,3.218606026549200028e-01,4.558846694645208864e-01,4.221658681877142327e-01,3.736734022285999046e-01,1.264369248611630636e-01,3.535519081828046584e-02,4.831090564448535241e-01,1.625692197436536257e-01,1.866091986178339823e-01,4.979154273535606468e-01,5.386451302095177640e-01,1.059739075691593507e-01,6.693715780583531227e-01,6.977833996310544018e-01,3.187510197359568753e-01,3.000560949466878347e-01,3.965019443341431526e-01,2.306839362806182014e-01,4.792016039788488113e-01,9.333997645311915836e-02,4.019949203123635573e-01,3.425378508326805127e-01,4.514187987302843430e-01,0.000000000000000000e+00,8.224372161119631874e-01,4.627238365096002504e-01,2.085469514538101921e-01,3.980125981026277349e-01,4.533223644468932778e-01,6.316808344691633437e-01,3.639974585503386040e-01,4.380860400668545873e-01,2.419159764014127412e-01,7.058441983815361143e-01,4.731782651407108187e-01,3.535519081828046584e-02,8.079479917688905388e-01,3.752417166174230601e-01,5.480512803265791266e-01,6.237191893555953381e-01,6.088004092192579320e-01,5.103122255871422874e-01,6.107585353534166206e-01,0.000000000000000000e+00,3.593908056968843634e-01,4.838993695457993183e-01,4.261401265218376366e-01,4.482529217364896734e-01,5.984417719268766422e-01,3.782879761472162650e-01,2.675249160371035995e-01,2.526688709106005848e-01,5.350207388402858921e-01,4.312739463644179594e-01,6.211083601063150939e-01,7.435017398022487622e-01,3.311972201102213464e-01,5.333023848869012928e-01,4.369891478432190168e-01,4.965869300542949949e-01,2.857886894185213134e-01,4.800730023343130481e-01,5.095340672998130982e-01,5.608502017090520875e-01,4.846818651453191351e-01,5.826661553933483173e-01,5.052994948241871231e-01,1.676558785351377201e-01,4.499227135597165805e-01,4.242824257366516472e-01,4.614285962025777565e-01,5.663515430715660992e-01,5.692341191491649965e-01,6.015706056061871365e-01,3.291382782698993870e-01,6.143949187229346132e-01,5.352265049109574679e-01,4.730656233969443569e-01,6.380784174242120077e-01,4.627238365096002504e-01,6.033248676146204525e-01,4.538989893454365432e-01,4.686307612006718193e-01,4.506743061295831465e-01,5.007459628816678388e-01,9.333997645311915836e-02,3.535519081828046584e-02,4.068269791309377936e-01,3.740683878459313272e-01,2.419159764014127412e-01,3.786606328084251016e-01,4.342752334318779051e-01,2.517497193424327318e-01,6.026705032603575374e-01,4.458950523153702439e-01,4.025466130281482591e-01,5.148269344156413130e-01,5.291969742316646741e-01,5.305165805827487535e-01,3.775372876886582407e-01,5.678857309089806460e-01,5.650827591983080822e-01,1.497006220996662806e-01,7.177726091431527733e-01,3.535519081828046584e-02,1.621119330810111003e-01,3.579548751398379802e-01,1.561488834131880277e-01,5.202013360612338655e-01,4.747386758691415909e-01,4.541857205539883147e-01,5.290860093914337980e-01,5.187189603694046802e-01,4.981891355302567326e-01,3.790315421964113307e-01,5.561025849769061224e-01,3.413551615214523438e-01,5.250422820937979962e-01,4.221658681877142327e-01,7.829465819150036032e-02,5.217612725596907364e-01,3.454648387144728106e-01,3.535519081828046584e-02,5.970328896151783776e-02,3.794007206196000626e-01,3.712610819242480042e-01,4.223800867297662909e-01,4.057784274149909276e-01,5.510517459272291640e-01,4.488583519356874607e-01,3.771592886988888171e-01,5.206572326394883765e-01,0.000000000000000000e+00,6.144704264134234206e-01,4.497715397025729422e-01,3.535519081828046584e-02,6.156502374205350403e-01,3.318717555370398475e-01,4.988159818766583764e-01,5.144142850590670557e-01,3.687728796358619721e-01,4.844869700123588530e-01,7.055185717135598056e-01,3.291382782698993870e-01,4.964192937404592887e-01,4.565819149184062731e-01,3.039744137823988668e-01,4.929896563093127959e-01,3.187510197359568753e-01,5.970328896151783776e-02,3.833520088044317098e-01,5.442479062479023133e-01,6.298368634198978633e-01,5.636610582435981343e-01,4.199911205697148819e-01,3.210946251419936615e-01,5.279676851637833401e-01,1.497006220996662806e-01,2.926945468523998173e-01,4.712411534812817604e-01,3.857673698700139209e-01,6.450936364020619651e-01,4.246990550599878955e-01,9.333997645311915836e-02,4.920198322235985744e-01,5.177637579673394219e-01,5.147604187306487056e-01,3.584364205339026221e-01,4.818077270292281944e-01,4.690184916086538314e-01,2.869823124790302771e-01,4.041790229571434745e-01,5.970328896151783776e-02,5.970328896151783776e-02,2.439828808951505779e-01,1.168652363170772507e-01,5.321891385964334642e-01,5.970328896151783776e-02,7.191208518537627326e-01,5.368033449162363802e-01,4.182072159357841379e-01,5.020851048514006765e-01,4.505245631158907860e-01,5.787045745501654403e-01,5.476132022839205193e-01,5.155549509992917168e-01,3.782879761472162650e-01,0.000000000000000000e+00,3.431226302565483777e-01,0.000000000000000000e+00,2.146882956962365141e-01,5.915916605744953038e-01,5.210269606177271307e-01,6.201132360758859763e-01,4.686617506860863980e-01,2.397936159472544848e-01,5.797941938872812617e-01,5.019482878831960093e-01,4.821099353453616732e-01,6.410054590523370788e-01,2.698538154001246525e-01,4.159192013542466482e-01,7.829465819150036032e-02,2.146882956962365141e-01,4.166125972172792236e-01,6.619145344998523806e-01,6.863247695031305939e-01,5.198501794263414855e-01,4.030944848824332127e-01,3.907075882626608876e-01,3.732445767650727220e-01,3.790315421964113307e-01,3.535519081828046584e-02,4.520094149916578652e-01,4.954908747261358992e-01,4.997064140946320121e-01,5.223075623144383117e-01,6.449012321538416526e-01,4.736272548794999704e-01,6.580190173352608030e-01,3.988897536040847402e-01,7.829465819150036032e-02,5.621036867936971548e-01,4.780881084025928596e-01,4.228067913508342102e-01,2.257031257590555728e-01,4.387480618091317841e-01,5.096051238238563652e-01,7.237188911926205614e-01,6.458078379855374251e-01,5.242199367224474882e-01,5.196001965918369825e-01,4.567206295751555234e-01,4.720445440540760873e-01,3.535519081828046584e-02,3.535519081828046584e-02,2.116772050395090143e-01,1.264369248611630636e-01,4.962513014340275141e-01,7.455502679264401911e-01,4.694916294742595420e-01,4.394407966490093687e-01,0.000000000000000000e+00,5.434184714460013055e-01,5.339044111576104479e-01,4.468428602938975813e-01,4.845844775987294684e-01,5.907115030377213527e-01,5.414486355246488358e-01,4.320350273107808059e-01,1.426797223233975676e-01,1.349744771001078480e-01,4.433105137849849275e-01,4.230193212962258809e-01,3.812212672581603012e-01,5.487905001899117119e-01,5.639831737632406972e-01,6.063926018990174471e-01,5.284169117843445784e-01,2.459971538444104822e-01,4.500735990750080462e-01,7.829465819150036032e-02,5.452952324214948021e-01,3.687728796358619721e-01,2.535777860552820284e-01,4.657484941146336488e-01,3.657674802266033254e-01,6.419708859000232692e-01,5.970328896151783776e-02,6.572097590649483845e-01,4.327888224360542657e-01,5.970328896151783776e-02,7.165983975036376297e-01,5.016935856521507198e-01,5.112221015914552025e-01,6.139023659220175233e-01,6.414359942009513205e-01,5.383493584178278279e-01,4.438016032247009690e-01,6.800587687817014615e-01,3.077077768400351965e-01,5.797941938872812617e-01,3.508858665752963568e-01,5.861963775915405295e-01,6.184263632994683180e-01,2.116772050395090143e-01,3.187272379416424828e-01,3.058630343472247270e-01,3.847412319787976709e-01,3.535519081828046584e-02,2.376127414794639015e-01,4.036385884357345244e-01,5.644816525684227537e-01,3.383185778341430971e-01,3.926439778800010494e-01,6.799516469922095574e-01,3.833520088044317098e-01,1.776988142295017337e-01,5.506722896877981333e-01,4.655008152821301093e-01,9.333997645311915836e-02,5.868143484424394041e-01,4.655169258883030126e-01,4.674609099633452169e-01,4.271535987627636533e-01,0.000000000000000000e+00,7.249374536934786173e-01,6.377838850185242325e-01,6.424624621325292217e-01,4.915750561105456384e-01,6.276645073187634427e-01,5.063166724821189790e-01,5.712797389312760377e-01,1.561488834131880277e-01,2.668555966918766398e-01,1.059739075691593507e-01,5.970328896151783776e-02,1.264369248611630636e-01,5.816156439275064205e-01,4.567206295751555234e-01,7.211402866626061003e-01,6.254787597489697148e-01,2.085469514538101921e-01,5.358915902347275440e-01,4.575478723816570614e-01,4.917532667550950642e-01,0.000000000000000000e+00,2.419159764014127412e-01,4.289457932506476889e-01,3.555020838675052586e-01,2.230899582090722089e-01,5.126017767519781554e-01,7.094518918665744245e-01,5.779917772986000735e-01,7.140250220545979465e-01,2.085469514538101921e-01,4.234426009530393165e-01,6.353438120050642901e-01,4.575478723816570614e-01,6.059735779401078659e-01,5.680894556554345609e-01,5.753735977174182503e-01,3.163360032829434787e-01,2.727425370622595935e-01,2.257031257590555728e-01,4.263438623484962497e-01,4.536112150734675774e-01,5.414961099400953382e-01,6.148280978218072512e-01,2.840005844942677937e-01,5.611099020347649624e-01,5.613687525828765512e-01,4.003163244137948329e-01,5.511358212681073399e-01,5.729555479556079911e-01,5.096761291729990928e-01,3.318717555370398475e-01,4.525956543624312101e-01,5.370547488342077846e-01,5.343482601099206475e-01,5.235677632435296047e-01,5.669967858477444889e-01,5.039378622913155414e-01,3.364391228898279684e-01,4.593110918027245027e-01,4.078618597304591309e-01,6.849442907416657400e-01,2.927275942375770490e-01,0.000000000000000000e+00,4.881103655968832000e-01,3.129966820148472051e-01,4.715864749132747114e-01,4.506743061295831465e-01,4.994346751617758651e-01,6.080403121554728285e-01,4.431461472206619234e-01,4.779822310388719964e-01,6.745431320858185087e-01,1.426797223233975676e-01,6.459980524147678205e-01,4.159192013542466482e-01,4.571353445393623316e-01,3.696110557157636922e-01,4.829102427156504729e-01,6.502273055734802965e-01,0.000000000000000000e+00,5.883292920576781437e-01,8.098190927971690156e-01,5.089632929359422242e-01,2.741482800973158995e-01,4.841937240461945402e-01,0.000000000000000000e+00,3.487444906731062000e-01,5.818724595284576750e-01,4.406387049330509065e-01,6.298847036515244913e-01,3.535519081828046584e-02,5.970328896151783776e-02,1.776988142295017337e-01,5.920999790397737383e-01,6.229602028723080220e-01,6.125028017635693045e-01,4.959986272014094699e-01,3.226192344586119032e-01,5.310599925361768614e-01,0.000000000000000000e+00,5.104528856508165902e-01,4.862240288918049935e-01,5.977688642788216988e-01,0.000000000000000000e+00,0.000000000000000000e+00,4.128423050116165061e-01,4.439646149272745146e-01,7.829465819150036032e-02,7.256023710314346564e-01,1.907142655879562887e-01,6.343521828187941303e-01,6.220739821685919990e-01,4.814029602782864403e-01,3.779660214414327091e-01,5.092192268946140743e-01,4.875491824310606015e-01,5.073720876287577397e-01,5.270615056533929366e-01,3.648874198014563919e-01,4.466856788080296736e-01,3.953572892344704992e-01,6.269587277991396368e-01,2.980217584161538591e-01,2.948686666418826041e-01,7.765595549726712621e-01,5.136506798420479303e-01,3.487444906731062000e-01,4.715864749132747114e-01,4.765930021378637638e-01,4.145139474246037903e-01,4.965869300542949949e-01,3.010541514399084351e-01,4.279551660685402825e-01,4.656247516312195245e-01,2.203875118290848645e-01,1.426797223233975676e-01,1.497006220996662806e-01,1.776988142295017337e-01,1.907142655879562887e-01,4.283529067996279527e-01,5.252173981693101235e-01,4.880171110922093547e-01,4.960829516198090317e-01,2.498780710355353596e-01,4.912174099750102330e-01,6.055100704545230972e-01,4.911277492040612147e-01,2.076803644233451429e-01,3.529708927889385062e-01,4.882965619582015915e-01,2.498780710355353596e-01,6.296514530024093226e-01,5.049115529128392899e-01,2.146882956962365141e-01,6.055734346328791595e-01,8.705884929148332008e-01,5.914655870881881938e-01,5.602908143593504642e-01,6.059735779401078659e-01,6.808127422023699804e-01,5.246263092708823850e-01,5.148933942193396618e-01,5.410200618654864568e-01,6.369220583474912711e-01,5.668246822770102167e-01,6.006967512962436695e-01,1.349744771001078480e-01,1.264369248611630636e-01,4.943794043300566710e-01,3.890948866940515671e-01,0.000000000000000000e+00,3.454195556091078645e-01,3.171492281711018602e-01,2.782218033103118215e-01,5.103825868822841061e-01,5.280802287087917879e-01,1.947315718298812393e-01,6.042319761027700187e-01,4.058285188688442457e-01 \ No newline at end of file diff --git a/tutorials/multiomics-cancer-classification/data-example/1_tr.csv b/tutorials/multiomics-cancer-classification/data-example/1_tr.csv new file mode 100644 index 0000000..0bdc24f --- /dev/null +++ b/tutorials/multiomics-cancer-classification/data-example/1_tr.csv @@ -0,0 +1,5 @@ +2.009664663689423869e-01,1.790052094853341325e-01,5.323006817484541298e-01,2.117087887228068233e-01,4.927442532831394773e-01,1.885327050948535088e-01,4.992779559593737426e-01,4.429853006620342870e-01,5.727659545897902937e-01,4.040166717912639371e-01,6.226204292627826042e-01,2.794487388137986694e-01,3.511112447851788554e-01,4.398655672980761322e-01,5.372619182530262716e-01,3.959636616961399458e-01,5.598743727780868262e-01,4.085935038186618296e-01,5.481685755832950147e-01,6.922464744951744020e-01,6.004710104946562321e-01,5.697436818858622187e-01,4.670093003942577536e-01,2.296114492059209145e-01,3.522525594644001501e-01,5.876375238524135236e-01,6.082369247085256392e-01,3.419821849668122082e-01,1.681710832693718571e-01,4.268755446231897177e-01,4.652635967300792208e-01,5.307732647786982394e-01,3.481837704144609691e-01,4.596370637367463430e-01,2.296114492059209145e-01,4.121265750668477446e-01,2.719980515508546026e-01,5.575832124771122889e-01,3.603248301886019522e-01,3.743523833640889364e-01,6.088804160859561110e-01,5.413096882359578199e-01,5.822862068420797677e-01,3.323922358971137525e-01,3.909152475186662423e-01,1.222550356767654334e-01,4.540502697166871049e-01,1.222550356767654334e-01,5.278119674797795424e-01,4.908019682842498788e-01,3.919510225378448620e-01,4.861450389617423817e-01,5.981515844221410028e-01,6.344419909197680785e-02,5.675013070693198936e-01,6.035560473710772644e-01,3.626786716632607876e-01,4.505311593692464811e-01,5.905538619742386475e-01,3.068240814288261675e-01,1.556141004969890385e-01,1.320024177900157858e-01,4.749629615783942937e-01,1.222550356767654334e-01,5.351014841178485248e-01,5.575125929626038035e-01,4.752028339427670223e-01,4.464237606907858757e-01,6.153285284494036667e-01,4.527886412841133357e-01,4.250908699882229302e-01,6.307345522469209875e-01,5.820293808968227678e-01,6.707437366629478426e-01,1.265951539459281017e-01,2.372418333410131752e-01,1.484992911545788552e-01,4.930315216238414511e-01,6.776053814995014468e-01,4.842454093602389098e-01,2.442005336433367702e-01,4.417155814534768909e-01,6.090733304462461195e-01,5.943142274417854143e-01,5.367135561907381280e-01,3.366453073742334268e-01,4.077552838702670490e-01,2.994476765918792638e-01,0.000000000000000000e+00,4.825176958674191607e-01,3.117011596696205866e-01,3.676491263618552052e-01,3.785251320621074167e-01,2.794487388137986694e-01,4.522846752324203301e-01,3.703990010098565655e-01,2.920068141694306396e-01,5.111483920928014957e-01,5.323588429276379097e-01,3.996146080976650805e-01,1.484992911545788552e-01,5.405794408668523898e-01,2.149881581030819444e-01,9.819343617032995353e-02,2.181369762607100193e-01,3.734907697771360779e-01,4.039754330268301996e-01,2.268951761713381421e-01,4.377793027747071131e-01,3.026934865745818937e-01,1.790052094853341325e-01,3.481837704144609691e-01,5.293366747526814242e-01,4.565147472734675804e-01,1.406794372480783539e-01,4.377793027747071131e-01,5.685384926123220328e-01,5.713935858199923334e-01,5.035753991329310342e-01,3.739227496198769263e-01,5.259426515307651373e-01,4.809743758190775931e-01,2.526182484521117266e-01,5.546994188418558069e-01,3.791890561551682776e-02,4.627810607578578539e-01,4.471901443839660373e-01,2.296114492059209145e-01,4.315853613956343038e-01,2.931991147630287342e-01,2.949017693638447679e-01,5.003308373570738432e-01,1.222550356767654334e-01,4.147999605538585377e-01,3.862631751979386796e-01,0.000000000000000000e+00,4.798532558583917806e-01,2.925269465274678016e-01,6.485388329914033578e-01,1.406794372480783539e-01,3.791890561551682776e-02,3.789305454835636966e-01,5.525668081241850160e-01,6.238370276996683117e-01,0.000000000000000000e+00,2.888254400975108771e-01,4.526294876257695998e-01,4.568174747698882654e-01,2.960629702278085862e-01,3.005444774654784656e-01,6.066617595098586779e-01,4.551379267791741956e-01,2.526182484521117266e-01,1.790052094853341325e-01,3.919510225378448620e-01,3.068240814288261675e-01,2.862579065173794790e-01,4.034254966579014501e-01,5.264454754350655907e-01,2.888254400975108771e-01,4.211592746006664889e-01,6.344419909197680785e-02,3.179904113920570818e-01,3.988449349937009947e-01,2.117087887228068233e-01,5.664881235825006689e-01,2.211657240019499759e-01,6.449655380850144448e-01,6.496289540496356096e-01,6.283173789467273451e-01,6.268519431744374870e-01,5.315758983562373086e-01,2.268951761713381421e-01,2.047116821841125089e-01,4.947335788657297728e-01,1.222550356767654334e-01,2.808582229400368169e-01,3.561223605046589524e-01,1.885327050948535088e-01,2.813317832559137921e-01,2.949017693638447679e-01,2.960629702278085862e-01,3.068240814288261675e-01,3.016262792238966206e-01,5.943673435671756877e-01,2.765521169787213407e-01,1.320024177900157858e-01,5.466787742236811631e-01,1.406794372480783539e-01,3.078238482264617493e-01,4.013208835882737247e-01,3.571940923247404198e-01,3.762741695537410447e-01,3.292576262068234727e-01,3.400228051313730626e-01,1.928980706689014113e-01,4.444118839884368954e-01,2.602260608089675409e-01,3.413344357736641799e-01,3.966130749016032464e-01,3.323922358971137525e-01,3.975773068075983963e-01,2.822430327617808654e-01,3.667108667732519867e-01,1.970350889801857075e-01,2.808582229400368169e-01,4.172714634123838584e-01,5.571169056709390777e-01,6.857214398280411238e-01,5.375891148419228438e-01,4.811967020936261386e-01,3.623452878778003483e-01,3.638274112016436357e-01,5.763799970882953483e-01,3.505343526235802920e-01,5.925682291986235084e-01,5.303569434048919229e-01,5.444649769294209740e-01,6.333075766252539429e-01,4.155085762021075713e-01,1.320024177900157858e-01,6.756343130882088710e-01,4.641698415173730052e-01,5.260056783008436598e-01,2.347792525323287582e-01,1.111355650241199339e-01,4.929358813722429233e-01,3.359521521801500099e-01,5.643831878081552178e-01,3.331171505870825778e-01,5.170780369598934056e-01,2.322375426703169876e-01,5.346509251651014871e-01,5.377522070363751627e-01,5.952649119392717791e-01,6.433669631409671963e-01,4.535795138121889170e-01,5.765131940669554478e-01,3.037466581480582350e-01,4.660740855694728291e-01,6.656602538427973670e-01,4.007091359893354965e-01,3.005444774654784656e-01,2.808582229400368169e-01,4.429853006620342870e-01,3.791890561551682776e-02,0.000000000000000000e+00,4.790589226211443008e-01,5.681326458249991163e-01,7.719428049904668576e-01,1.790052094853341325e-01,2.862579065173794790e-01,4.031282440832436587e-01,3.953088731255131605e-01,4.204447227452056679e-01,5.093803367020084405e-01,4.937290644189317179e-01,6.998781614259258488e-01,3.966130749016032464e-01,5.179652337990083844e-01,6.344419909197680785e-02,4.232650392089197799e-01,6.428220492986704837e-01,1.320024177900157858e-01,1.839123042638744210e-01,2.396300636293801078e-01,5.554411399136012228e-01,0.000000000000000000e+00,6.344419909197680785e-02,0.000000000000000000e+00,0.000000000000000000e+00,3.828744105180353907e-01,5.113002826111278099e-01,4.340408805420198357e-01,4.940514736432100040e-01,4.914872105181092854e-01,5.030718687950673784e-01,5.066116483785262359e-01,2.396300636293801078e-01,5.633965742146184175e-01,3.255503789876401100e-01,3.997732058400829125e-01,6.085704184136706552e-01,6.561276840194365523e-01,3.577245620971832296e-01,5.246714443156608176e-01,4.368125160240032834e-01,5.207304493235037635e-01,3.791890561551682776e-02,2.671657157667303717e-01,2.704198455892036779e-01,2.671657157667303717e-01,4.697503412177871374e-01,5.419817839401395165e-01,3.316606168322791537e-01,4.194818346753859117e-01,3.413344357736641799e-01,4.438799254799767335e-01,5.559605539780063665e-01,1.981557112925635689e-01,1.737734747794528745e-01,7.342681862313280572e-01,5.409975452955985142e-01,4.640320554610231074e-01,5.305951136928491740e-01,4.905064730716412469e-01,4.816394888745994529e-01,5.685384926123220328e-01,6.427500704779671725e-01,6.753105171715197974e-01,3.271227191046301441e-01,5.843920939239366508e-01,1.737734747794528745e-01,4.997183548507994066e-01,3.331171505870825778e-01,1.681710832693718571e-01,4.473605864096492080e-01,4.571190482052473469e-01,5.287911629550774428e-01,4.883050922691831164e-01,5.525884211190021933e-01,4.452906370611641185e-01,4.961245122027953536e-01,4.983897194536126563e-01,2.047116821841125089e-01,4.373940047472854031e-01,5.240280921480687804e-01,4.400525247697713582e-01,5.434608269536040925e-01,5.420332478664068310e-01,6.765508660232585347e-01,1.556141004969890385e-01,6.344419909197680785e-02,4.192781305040144679e-01,1.928980706689014113e-01,5.188908570203513149e-01,1.320024177900157858e-01,1.111355650241199339e-01,2.211657240019499759e-01,1.111355650241199339e-01,2.082875727119255505e-01,2.686954190993581237e-01,2.240823091439597958e-01,3.764663014298627597e-01,5.386164072081081056e-01,1.320024177900157858e-01,5.296381290411888987e-01,5.583822284781915224e-01,6.507693552149280691e-01,4.175201278303812269e-01,4.342421050295724450e-01,4.232650392089197799e-01,4.759180596815284492e-01,3.323922358971137525e-01,4.836019371386510168e-01,4.731404825686055249e-01,3.493677918002505156e-01,4.777943239922254337e-01,1.111355650241199339e-01,5.732875147930698301e-01,6.161592965588761350e-01,5.023104985176349846e-01,2.946558318640594143e-01,6.133902464224635365e-01,5.941546647428009864e-01,5.022254492428562811e-01,6.344419909197680785e-02,3.088111373942585836e-01,5.257241906405820675e-01,1.484992911545788552e-01,6.344419909197680785e-02,0.000000000000000000e+00,7.062011790190921845e-01,5.919410683560240027e-01,2.117087887228068233e-01,3.936477354393401185e-01,5.710734723739224750e-01,5.653086021738805700e-01,6.584171185887471855e-01,2.568359875660879976e-01,6.666778805471623714e-01,2.009664663689423869e-01,4.123919213198067313e-01,4.216321200991815510e-01,3.180602734941378462e-01,3.789305454835636966e-01,3.338354826616984905e-01,2.333402934483916336e-01,6.067072018031787195e-01,2.925269465274678016e-01,5.718536944119815280e-01,5.586745845394156529e-01,5.379691503760259952e-01,5.279964903847210733e-01,2.983354548246874294e-01,6.253947265384401932e-01,4.583139992701402154e-01,5.435113379196310213e-01,5.249260458006593799e-01,2.347792525323287582e-01,1.839123042638744210e-01,4.905064730716412469e-01,3.902171189994039224e-01,2.937232692124485123e-01,5.276270131568248090e-01,5.211335085922518262e-01,4.245861598452313479e-01,5.293970654320038216e-01,1.556141004969890385e-01,3.946486194598450292e-01,2.009664663689423869e-01,6.416624424914324498e-01,5.341409610611529413e-01,3.858937353325439523e-01,1.621414824864611526e-01,5.663747431018751888e-01,4.354388200832030043e-01,5.920778302940812310e-01,6.435382651436990509e-01,5.716062735585293320e-01,4.643073880005537113e-01,0.000000000000000000e+00,1.790052094853341325e-01,5.162242724919463566e-01,0.000000000000000000e+00,1.406794372480783539e-01,3.153972775812726725e-01,6.344419909197680785e-02,6.223599394369500049e-01,4.876939172167792380e-01,6.315020036728744568e-01,5.302375936760078678e-01,4.991895812051777015e-01,5.775379468569438179e-01,6.714482925000790914e-01,4.411650848212622100e-01,1.839123042638744210e-01,1.222550356767654334e-01,7.227903207583415979e-01,2.322375426703169876e-01,4.693645339984436338e-01,6.235438082200801535e-01,4.189959596010840448e-01,3.791890561551682776e-02,0.000000000000000000e+00,5.754412743263308538e-01,5.057210968542720231e-01,6.276752326937395932e-01,5.020550758881688891e-01,3.791890561551682776e-02,6.810784504656747229e-01,5.799954717327169273e-01,5.321842214746116406e-01,6.203784364165075838e-01,5.713935858199923334e-01,2.047116821841125089e-01,1.406794372480783539e-01,3.419821849668122082e-01,2.047116821841125089e-01,3.451437838640289968e-01,1.928980706689014113e-01,2.794487388137986694e-01,6.350569822313520962e-01,4.319999386321806689e-01,5.638383218391190832e-01,5.156547289921697974e-01,6.022691860103717154e-01,5.781921003093890565e-01,6.218551307013227003e-01,5.938078331337403037e-01,4.569684051949983172e-01,5.368784616229018702e-01,3.555810000933209425e-01,4.926482648834029643e-01,3.505343526235802920e-01,5.899730691205504751e-01,1.484992911545788552e-01,1.839123042638744210e-01,5.414652948330166415e-01,2.396300636293801078e-01,1.484992911545788552e-01,1.928980706689014113e-01,3.426247773332759539e-01,2.637719611696522914e-01,1.621414824864611526e-01,0.000000000000000000e+00,2.875520894406219385e-01,4.144832881824314086e-01,5.585076533459176762e-01,4.913896836982190597e-01,3.309220475879908752e-01,5.439644992866961015e-01,4.571190482052473469e-01,5.348765208343811972e-01,4.115931974224215084e-01,5.131005906492440705e-01,4.137055063232530916e-01,6.679867566271093793e-01,2.925269465274678016e-01,8.271169611667676669e-02,1.320024177900157858e-01,4.013208835882737247e-01,1.839123042638744210e-01,5.364931461797779466e-01,4.560584727405167516e-01,4.058705024976649173e-02,6.542197961716256227e-01,1.681710832693718571e-01,5.193033743332539087e-01,6.788835390157871297e-01,0.000000000000000000e+00,5.467757407399640446e-01,6.510032610890846838e-01,5.487378251319849909e-01,1.584865823371772175e-01,1.222550356767654334e-01,1.681710832693718571e-01,4.574194763451872037e-01,3.088111373942585836e-01,2.396300636293801078e-01,1.111355650241199339e-01,5.887284318521334159e-01,1.112558331641582965e-01,1.839123042638744210e-01,5.417755927773667546e-01,5.930556067623763417e-01,3.791890561551682776e-02,6.451334168476449138e-01,6.854098577423050065e-01,2.983354548246874294e-01,2.211657240019499759e-01,3.352528696845802347e-01,2.149881581030819444e-01,4.336348478554225006e-01,1.928980706689014113e-01,4.270958199118972121e-01,4.719017582975365555e-01,3.386890599525910761e-01,0.000000000000000000e+00,6.831536308601341423e-01,4.563629479855156879e-01,1.222550356767654334e-01,5.406778942263814614e-01,4.862492463491072114e-01,5.756433721963363226e-01,5.030718687950673784e-01,4.145554924943536945e-01,3.162949403393411352e-01,5.580047562738261746e-01,4.429853006620342870e-01,1.790052094853341325e-01,6.260555757645012154e-01,1.484992911545788552e-01,4.477004002807943861e-01,5.784197854594235189e-01,5.289734185144776557e-01,5.304761230226093804e-01,5.639284857720393562e-01,0.000000000000000000e+00,3.991586934204979231e-01,5.240926622736550300e-01,1.320024177900157858e-01,4.400375844211393828e-01,6.402332304382857275e-01,4.309593930936999606e-01,1.953653289953318217e-01,4.829759753287338753e-01,5.319508043147841425e-01,5.475952000553205856e-01,6.506521413496357820e-01,6.011318493651429673e-01,8.271169611667676669e-02,5.353258003648420082e-01,5.505600858090645700e-01,4.815290243131675751e-01,3.690360489982809078e-01,5.535069049891330195e-01,4.982108719613742021e-01,5.334558668593040176e-01,4.715263267698382443e-01,5.666013417932284080e-01,5.292762477650582165e-01,6.344419909197680785e-02,4.617941776707793489e-01,4.326177923307962248e-01,1.737734747794528745e-01,7.647509503657130558e-01,5.472106330184293155e-01,5.902605042899800036e-01,4.162689147735431083e-01,5.734260228343809329e-01,4.144832881824314086e-01,5.153669590195470995e-01,6.754440057216674065e-01,4.182615053150234852e-01,5.595864320251582313e-01,4.680647276285294089e-01,2.698919205452742220e-01,2.211657240019499759e-01,5.301180636113109745e-01,1.320024177900157858e-01,1.320024177900157858e-01,1.406794372480783539e-01,4.381627332720711698e-01,8.271169611667676669e-02,4.917790716354913938e-01,4.435232887093584209e-01,1.484992911545788552e-01,6.309856271975133879e-01,4.947335788657297728e-01,3.323922358971137525e-01,5.088343020363028657e-01,4.995424893944024336e-01,5.562619739095782112e-01,5.009386001102098529e-01,5.417755927773667546e-01,5.367135561907381280e-01,1.484992911545788552e-01,5.813215187550365703e-01,6.344419909197680785e-02,2.735453868783577214e-01,3.721804938806194119e-01,2.082875727119255505e-01,4.681852038937738825e-01,4.712750455600260291e-01,4.981212963580560760e-01,5.082844721801185184e-01,5.160129610490646890e-01,4.778406646605500852e-01,1.790052094853341325e-01,5.163695781871112667e-01,2.117087887228068233e-01,5.165117761184681022e-01,4.237254627930470141e-01,2.117087887228068233e-01,5.357168297336655227e-01,8.622501277109183293e-02,1.111355650241199339e-01,1.111355650241199339e-01,1.885327050948535088e-01,2.347792525323287582e-01,4.216321200991815510e-01,5.049849189613091482e-01,4.627810607578578539e-01,4.710229430943134177e-01,6.059540378868052413e-01,5.342545780382400578e-01,0.000000000000000000e+00,6.169614833850927127e-01,4.732633147656193362e-01,1.111355650241199339e-01,5.426482258918665647e-01,2.637719611696522914e-01,5.034079115512053448e-01,5.331686411694941397e-01,4.157628352554448292e-01,6.238004350186471259e-01,6.462343572121996838e-01,3.408123902883102851e-01,4.921665522829455353e-01,5.219334965130851822e-01,2.671657157667303717e-01,5.019697514131276073e-01,1.928980706689014113e-01,0.000000000000000000e+00,5.366034279489425574e-01,5.435113379196310213e-01,6.009608059559068405e-01,5.845124758481621274e-01,5.366585112340405139e-01,3.771019785379800537e-01,5.020550758881688891e-01,2.994476765918792638e-01,9.819343617032995353e-02,2.485213031229183411e-01,3.135708032975801918e-01,5.725563661280042016e-01,5.345378856160202252e-01,2.117087887228068233e-01,4.930315216238414511e-01,5.045729589123805203e-01,5.031560134057992961e-01,2.322375426703169876e-01,5.275034696002200985e-01,4.874891439271986093e-01,3.316606168322791537e-01,4.118603357781909224e-01,0.000000000000000000e+00,9.819343617032995353e-02,4.372006497074669706e-01,1.790052094853341325e-01,3.828744105180353907e-01,0.000000000000000000e+00,5.935131671663392838e-01,5.897200742653276873e-01,3.884442995350010919e-01,5.120554034039400682e-01,5.343680228517183606e-01,6.901227925427575460e-01,3.862631751979386796e-01,3.481837704144609691e-01,3.189285239431133290e-01,0.000000000000000000e+00,4.048952799314803896e-01,0.000000000000000000e+00,3.985299271694435208e-01,5.649628376151477616e-01,5.234445769893214528e-01,6.219863181424766241e-01,4.565147472734675804e-01,4.284047444453149001e-01,5.774393564101354404e-01,4.571927709151004660e-01,5.053947447925571934e-01,4.660740855694728291e-01,5.393116856695764350e-01,2.545898066740227561e-01,8.271169611667676669e-02,4.420804426939536902e-01,5.018843348084666145e-01,6.772895696517919895e-01,6.659830262786637922e-01,4.241832221008137727e-01,3.016262792238966206e-01,2.211657240019499759e-01,3.493325278023606817e-01,1.885327050948535088e-01,3.791890561551682776e-02,5.519338098546590077e-01,5.370978110598155775e-01,5.513871780233763342e-01,4.860406771439734208e-01,6.091451654317671105e-01,5.244597194285434139e-01,5.501432778932121570e-01,6.115529772127578090e-01,1.320024177900157858e-01,5.684648580768876247e-01,4.744810630067537449e-01,4.884064945318023487e-01,1.406794372480783539e-01,4.733859366101621502e-01,4.019279367401390468e-01,7.055702482308197077e-01,5.008520622125109956e-01,6.221920265189964105e-01,4.586099318273319514e-01,4.028298703422609761e-01,5.218007257389015718e-01,1.222550356767654334e-01,1.556141004969890385e-01,3.016262792238966206e-01,1.556141004969890385e-01,5.494436727019389455e-01,6.657249148245661940e-01,4.999814221308963580e-01,4.622186261622251435e-01,0.000000000000000000e+00,5.011113924230715666e-01,6.464350423299013437e-01,4.377793027747071131e-01,2.808582229400368169e-01,5.900726417208034258e-01,6.156334819020387039e-01,4.605069944882454469e-01,3.959636616961399458e-01,3.623452878778003483e-01,4.211592746006664889e-01,4.632002609609451871e-01,3.667108667732519867e-01,5.478346163156744275e-01,5.969016063931696925e-01,4.864572502113253538e-01,5.326490091297314544e-01,5.350452963911201953e-01,5.049026983989510775e-01,0.000000000000000000e+00,5.461921507249117846e-01,4.627810607578578539e-01,4.034254966579014501e-01,5.245431938611149203e-01,4.644446957422269651e-01,5.831475414732383289e-01,3.047858247873323490e-01,6.181890143952444294e-01,5.891549405239606685e-01,8.271169611667676669e-02,6.399054561149571940e-01,5.425460623677180738e-01,4.478697476360816720e-01,6.998851563549088883e-01,5.203929998832992343e-01,5.539064127514997660e-01,4.873865581640332567e-01,6.913789113787777163e-01,3.359521521801500099e-01,4.609383868738211043e-01,5.862376805664351043e-01,5.933250821493480931e-01,8.190244588654529423e-01,2.780136851222773098e-01,3.717166855202450604e-01,8.271169611667676669e-02,3.734907697771360779e-01,8.271169611667676669e-02,3.582514983812232212e-01,2.211657240019499759e-01,5.210664654120692463e-01,1.885327050948535088e-01,2.117757262163501297e-01,6.938932340683197086e-01,3.909152475186662423e-01,1.484992911545788552e-01,4.913896836982190597e-01,3.752047135320119020e-01,1.222550356767654334e-01,4.867682341055747375e-01,4.965964836940112148e-01,4.859361944659489896e-01,3.708481494923654975e-01,3.791890561551682776e-02,7.087180566141879634e-01,6.123818606793972608e-01,6.958899031337576480e-01,6.057703695083480611e-01,4.733859366101621502e-01,5.292980067983612535e-01,4.594911445946024409e-01,2.268951761713381421e-01,4.827357503877639511e-01,3.088111373942585836e-01,3.026934865745818937e-01,3.791890561551682776e-02,5.990074527620434797e-01,4.498741333472573989e-01,5.650398035038463052e-01,5.906994397755562787e-01,3.730564180724622037e-01,5.299384291900131050e-01,4.334341176137141982e-01,4.808629779290615192e-01,9.819343617032995353e-02,5.702134587798098897e-01,6.244565332892040299e-01,2.654870363520706045e-01,2.913122539580457193e-01,3.239461521267237853e-01,7.462172797504571520e-01,4.841385268132047393e-01,5.190286094037763753e-01,1.681710832693718571e-01,4.466766037947159651e-01,6.128035837596518265e-01,5.630139241941499728e-01,4.022297253062144251e-01,5.498641732864526510e-01,5.371525512927559642e-01,4.152534972982997452e-01,4.850953276267001568e-01,3.988449349937009947e-01,3.571940923247404198e-01,4.286208083045610073e-01,5.815403849084090915e-01,5.397365350253923166e-01,3.611746615981835662e-01,5.096906852072028427e-01,4.958482781842322717e-01,3.991586934204979231e-01,5.089906969093884737e-01,5.880124245019320295e-01,8.170834098832399084e-01,3.499532225371936311e-01,3.681141157691287802e-01,6.011318493651429673e-01,5.248634309838291490e-01,4.199647437259026450e-01,5.479301771973761337e-01,4.860406771439734208e-01,3.891582365536860877e-01,5.379149724947051014e-01,3.792573813521343817e-01,6.789108984987020090e-01,3.764871233322080180e-01,6.344419909197680785e-02,5.408410149813797085e-01,3.997825519685637707e-01,4.659395794376307021e-01,5.697074298386888280e-01,5.032400686089684161e-01,6.524305974818713771e-01,4.921665522829455353e-01,2.972073723407261392e-01,4.730174793659746579e-01,2.719980515508546026e-01,5.984042747338801371e-01,4.617941776707793489e-01,4.340408805420198357e-01,3.777080184173316479e-01,5.850220492996521804e-01,5.755760599410382206e-01,0.000000000000000000e+00,5.846743971562975428e-01,7.817608079551563449e-01,5.463871594831251066e-01,3.016262792238966206e-01,5.144973498706272297e-01,8.271169611667676669e-02,3.633364490266848268e-01,5.147156499942154850e-01,4.326177923307962248e-01,5.017988258750157859e-01,1.681710832693718571e-01,1.621414824864611526e-01,1.790052094853341325e-01,6.062584496422026570e-01,5.695259199881266277e-01,5.944204240519999072e-01,3.916072688544782188e-01,1.885327050948535088e-01,2.822430327617808654e-01,0.000000000000000000e+00,6.807138648799324621e-01,6.497213221927331528e-01,4.288363186299917196e-01,0.000000000000000000e+00,0.000000000000000000e+00,3.058115175685877651e-01,1.320024177900157858e-01,1.839123042638744210e-01,6.403372397477566924e-01,3.982136599576388547e-01,6.176765593864780302e-01,5.698523384557671045e-01,3.681141157691287802e-01,4.419547407922206350e-01,5.769021803221077160e-01,2.117087887228068233e-01,5.388818698115035444e-01,5.160129610490646890e-01,2.322375426703169876e-01,5.267581187317879055e-01,3.988449349937009947e-01,5.560898746055525921e-01,1.222550356767654334e-01,3.791890561551682776e-02,7.331874516379257578e-01,3.562786207672489214e-01,4.535795138121889170e-01,1.111355650241199339e-01,5.490680010014055146e-01,2.704198455892036779e-01,5.151504512848077422e-01,4.288363186299917196e-01,4.753224881981113481e-01,4.307496314165876750e-01,4.019279367401390468e-01,1.737734747794528745e-01,1.621414824864611526e-01,2.913122539580457193e-01,8.271169611667676669e-02,3.912620148990664237e-01,5.298784602888190198e-01,5.103077283280958998e-01,5.039093142116490842e-01,4.680647276285294089e-01,4.881018969670427032e-01,6.028913998360424520e-01,5.445647017220718311e-01,1.737734747794528745e-01,3.231316718152277834e-01,5.038259674866558679e-01,2.808582229400368169e-01,5.675013070693198936e-01,4.374326191077917980e-01,2.972073723407261392e-01,6.182282963608772830e-01,7.990856178770449070e-01,5.693075510675797979e-01,5.490209173084020788e-01,5.602839137398495373e-01,6.543940245717111415e-01,5.627736307025841267e-01,4.852009260760466458e-01,4.475306896208084417e-01,6.510681118046909299e-01,5.414652948330166415e-01,5.909216004526328669e-01,2.082875727119255505e-01,1.222550356767654334e-01,5.527467362435720677e-01,2.419483017302014316e-01,0.000000000000000000e+00,3.592949566107497272e-01,3.255503789876401100e-01,2.794487388137986694e-01,3.643153451126323050e-01,4.889115652513014165e-01,1.225664656666628632e-01,4.239546735529542976e-01,4.016249924627335877e-01 +3.892116630004403555e-01,5.924824062765950139e-02,6.818617252161597309e-01,5.924824062765950139e-02,4.939493937694390824e-01,4.210942446391410243e-01,5.553606366838388375e-01,4.248740191495119500e-01,5.357416160137562500e-01,3.275925431617385253e-01,5.861142866816043684e-01,1.769293430198586037e-01,5.408729740205207026e-01,6.580023568570275705e-01,5.575751574336760275e-01,4.330488397823768487e-01,5.590177948245454997e-01,4.445589315636968020e-01,5.645037324856985173e-01,6.639518369018674315e-01,6.270748249557989151e-01,8.680582553489128994e-01,7.090609577663323781e-01,1.342704883921918557e-01,6.765435441807982064e-01,5.456025682120104747e-01,5.041393962851351551e-01,5.924824062765950139e-02,1.613623861949866622e-01,4.688684243178597999e-01,4.772291434531049648e-01,5.662395312360045674e-01,2.138846497949768166e-01,5.137675014651786887e-01,1.899309124023484951e-01,3.275925431617385253e-01,5.412035146653270123e-01,6.104926473789425989e-01,2.562844220973791165e-01,5.736424394179154840e-01,6.025728222350363872e-01,5.170959594743170795e-01,5.369441849239692255e-01,4.555846570228194725e-01,3.059476081059124275e-01,5.924824062765950139e-02,4.853648649980598639e-01,3.504594970863345038e-02,3.604137901246206033e-01,5.338510772838872542e-01,3.845724280020313968e-01,5.692049788686888157e-01,5.443445820313604910e-01,5.924824062765950139e-02,5.646440094128554188e-01,6.521272822447830020e-01,4.358786566596306589e-01,4.907157721133306727e-01,5.616428996384558170e-01,4.778613396632462873e-01,3.954000695390402775e-01,2.274200582669427539e-01,4.035920492081787603e-01,1.419611726621190229e-01,1.815047757416254903e-01,5.563784599753308635e-01,5.042898162624708247e-01,4.473856644244587621e-01,7.496372695041204626e-01,4.451958906566427232e-01,2.812590425459103871e-01,5.794294041235565906e-01,6.075834732664943116e-01,8.208183981741289381e-01,4.657543744749043646e-01,3.888891703591597082e-01,1.053393562226882657e-01,5.215082011049599897e-01,7.811564738824259280e-01,5.039886762125832531e-01,4.887284864141435703e-01,4.581839927261086576e-01,6.707561931062140381e-01,6.192848949256064550e-01,5.127612847689186903e-01,7.775475491723171650e-02,3.724231624689193776e-01,4.077731402035565944e-01,0.000000000000000000e+00,4.824482944385059535e-01,3.765930470129891239e-01,3.261773062360470155e-01,4.100313853276489340e-01,4.461417728650595715e-01,4.959524770460232990e-01,5.007555769953521141e-01,3.932489884693929350e-01,5.548071022367350169e-01,5.054830155869168840e-01,4.402314680293426541e-01,4.173505547140122229e-01,6.602940100375825905e-01,4.933476788148976055e-01,1.257508122525934358e-01,1.053393562226882657e-01,2.629091110260330932e-01,4.561141579437996141e-01,3.622451605364340188e-01,5.908821763570060170e-01,2.195798844302906672e-01,2.451747674531827570e-01,2.812590425459103871e-01,2.077479354335321216e-01,5.146293248547699761e-01,5.924824062765950139e-02,4.801370915260831373e-01,5.426972092625556021e-01,5.988873688138051099e-01,4.829419240729163065e-01,3.785468727133139422e-01,4.464545982206022945e-01,5.441178271159455848e-01,1.489699826886725365e-01,5.829259045177817011e-01,7.775475491723171650e-02,5.427896415284828580e-01,4.784885236267411024e-01,1.162015925491205470e-01,4.635179608476738822e-01,3.970319863728515308e-01,4.530407781625280239e-01,4.171247287979295004e-01,7.775475491723171650e-02,3.899771440177208226e-01,3.613347337782868429e-01,0.000000000000000000e+00,4.557236105661749970e-01,3.789143030098894305e-01,7.860297381487035828e-01,0.000000000000000000e+00,1.752632168827205350e-01,4.991682846564983733e-01,6.002840308907082534e-01,5.639401366906239277e-01,3.504594970863345038e-02,1.815047757416254903e-01,5.068042075042996641e-01,4.390987524946650677e-01,3.695873807674377454e-01,3.674976993168663220e-01,5.038376819882051105e-01,5.310081962268282663e-01,7.775475491723171650e-02,2.950932647753310989e-01,4.348767379584934645e-01,4.152944897999584217e-01,5.070948243903707908e-01,3.838869171347178422e-01,3.724231624689193776e-01,4.323056679299334681e-01,4.232163698638191640e-01,0.000000000000000000e+00,4.663222443589243316e-01,5.658954075913877890e-01,4.844045789398476742e-01,4.996478268603192774e-01,3.462491999739197301e-01,6.209386212139886840e-01,6.145102833303145440e-01,6.441174945729920553e-01,6.624194047174356559e-01,5.498965884735821374e-01,5.059258691531218766e-01,3.895328462889963705e-01,5.161314550537761114e-01,3.617912160553398149e-01,5.123551844537387323e-01,4.453543251871253661e-01,3.849129685975902215e-01,4.652907251659046395e-01,4.617367426493106386e-01,2.704784021535174832e-01,4.689859144708319327e-01,5.499809768374535057e-01,6.469032985247565870e-01,3.310237983179347143e-01,4.793171019432466706e-01,5.963470660369533105e-01,3.792800345876090606e-01,4.916028498649713807e-01,6.452132537436453541e-01,4.124672209385613075e-01,4.213819228680247275e-01,3.565410175856495445e-01,4.319314641816163203e-01,4.798305975054429351e-01,4.510040418835578602e-01,2.849510425767888266e-01,5.675337239206863504e-01,4.709570645409149603e-01,4.059710356701782819e-01,4.152944897999584217e-01,1.419611726621190229e-01,5.322843321773573777e-01,1.668987917861020909e-01,2.562844220973791165e-01,3.617912160553398149e-01,4.371915834381293609e-01,7.220140463242199491e-01,4.858406802684679393e-01,5.181750314887885178e-01,4.960617742360836635e-01,2.799891426459012456e-01,3.908047523814353608e-01,1.053393562226882657e-01,4.892754462593794096e-01,6.144729643046082934e-01,4.124672209385613075e-01,5.142327256492638110e-01,1.342704883921918557e-01,5.924824062765950139e-02,4.989274262387639047e-01,2.195798844302906672e-01,5.702563423437968515e-01,2.248920295335728736e-01,2.629091110260330932e-01,5.183639446647595461e-01,4.785925694405979147e-01,5.643632126788504788e-01,4.447186456403446897e-01,5.482758180441653639e-01,1.815047757416254903e-01,7.669265184271844005e-01,5.767393204893618286e-01,5.489195655356072789e-01,5.940372304579548679e-01,4.134209011934085187e-01,6.388663071491881285e-01,3.473494781458292269e-01,4.612203820010465360e-01,5.927460697998673256e-01,2.077479354335321216e-01,1.419611726621190229e-01,0.000000000000000000e+00,5.536480252055745455e-01,0.000000000000000000e+00,0.000000000000000000e+00,4.947163733089481319e-01,6.458936100276692072e-01,6.892668659797100972e-01,1.419611726621190229e-01,6.086460667296375027e-01,2.010948287070626617e-01,5.005194962587383722e-01,3.679200598776612430e-01,4.679221465050970585e-01,5.923365544691951978e-01,6.780198961352554843e-01,4.655057016322903807e-01,5.332062019963813571e-01,7.775475491723171650e-02,6.827169659338993002e-01,5.887152694761331739e-01,3.608756021124895352e-01,3.862607179694797499e-01,3.971659802533257233e-01,5.518563420649719165e-01,0.000000000000000000e+00,3.504594970863345038e-02,0.000000000000000000e+00,5.924824062765950139e-02,3.561313957225433757e-01,5.880925374003699302e-01,5.344691834617710802e-01,5.448906670253604867e-01,5.400175731107976773e-01,5.304703430648711748e-01,6.039277642748905883e-01,3.504594970863345038e-02,4.665344612959509418e-01,3.516038436113451682e-01,4.416108554239073225e-01,4.720940127209373172e-01,4.005837163862293604e-01,3.770597765668492474e-01,5.924824062765950139e-02,4.756261991979152115e-01,4.527529882718129284e-01,2.451747674531827570e-01,3.434295269568734543e-01,4.701513588382382203e-01,3.904887021072017128e-01,5.045149112993659868e-01,5.653763958121699185e-01,4.330488397823768487e-01,3.343122748231328600e-01,2.837394938772664355e-01,3.679200598776612430e-01,5.530011907811746008e-01,3.859158902502038413e-01,2.746953080830177862e-01,7.639707323637605629e-01,5.509450498100918470e-01,4.899088200718281771e-01,4.655057016322903807e-01,2.527518735285579354e-01,2.918549484099578484e-01,5.288344780375247023e-01,7.128849100344438749e-01,7.493256865645104847e-01,1.815047757416254903e-01,6.972595717019048900e-01,4.262965094001976984e-01,5.332801956187390724e-01,5.201671540232934987e-01,4.097836341442784303e-01,5.410148082899367550e-01,0.000000000000000000e+00,5.436166501176263877e-01,4.923054094637709377e-01,5.875396603546131358e-01,3.316925207048290192e-01,4.956437835514349577e-01,5.103624401038290292e-01,5.924824062765950139e-02,3.828473823265699516e-01,4.440778454385948537e-01,4.997274663206778267e-01,5.978810153154544560e-01,5.013036888609626596e-01,5.987508895751054716e-01,1.613623861949866622e-01,0.000000000000000000e+00,4.146647637418506283e-01,3.551473599914143353e-01,6.075333709222952017e-01,3.468012519710940156e-01,2.873198562574110215e-01,4.090356907965449484e-01,3.994608148916108936e-01,4.005837163862293604e-01,3.671752086469859955e-01,2.490538354260109222e-01,3.428533489182730709e-01,3.416882481475365108e-01,1.053393562226882657e-01,5.892304964927794764e-01,4.985243441907369899e-01,6.068581597747757517e-01,4.630131336659003560e-01,5.281705371445516439e-01,2.410956349894849693e-01,6.205939132033800876e-01,3.504594970863345038e-02,5.694361623235887349e-01,4.486102720600348981e-01,5.268257107672019712e-01,5.060729334002028734e-01,3.504594970863345038e-02,5.173511922267350904e-01,7.274048270769035707e-01,4.138934642688067989e-01,5.337610487390808123e-01,6.102764673276505070e-01,5.145633648844778474e-01,5.616083157653534164e-01,1.053393562226882657e-01,3.917453969813610160e-01,5.874060220077547134e-01,1.815047757416254903e-01,1.053393562226882657e-01,0.000000000000000000e+00,3.585390158540522898e-01,5.697652542839333201e-01,0.000000000000000000e+00,5.960178230727015691e-01,6.029839035777526668e-01,5.403507512492020659e-01,8.102929350055845248e-01,1.257508122525934358e-01,6.212133145145565249e-01,1.489699826886725365e-01,4.536131847891262669e-01,3.926750431940718156e-01,4.414613510501569915e-01,4.276938719245577669e-01,3.959930796235994199e-01,1.668987917861020909e-01,6.058448252587591565e-01,2.545378644809427326e-01,5.859271003532492417e-01,6.239090004251574006e-01,5.750065027658590733e-01,4.965604620813336978e-01,3.374695994622732842e-01,5.671612643204172466e-01,3.670730716282195050e-01,3.585390158540522898e-01,5.064394154434065376e-01,5.924824062765950139e-02,3.504594970863345038e-02,5.210839646817936321e-01,3.275925431617385253e-01,3.679200598776612430e-01,4.380745841522697415e-01,4.492155259510002829e-01,5.176386107282151539e-01,6.910590049640762400e-01,9.274457628282412047e-02,4.496664735240129551e-01,2.010948287070626617e-01,5.450209889276675934e-01,5.435709322243028607e-01,3.594819987118195170e-01,4.011392956062419524e-01,6.498214661831824834e-01,4.184701543214954245e-01,5.488340366562753925e-01,7.045362513963249196e-01,6.464561403161941389e-01,5.347253144308016237e-01,7.775475491723171650e-02,4.605701316525273037e-01,5.731924327962374388e-01,0.000000000000000000e+00,2.367946736304947508e-01,2.044913041518933716e-01,3.504594970863345038e-02,6.073497945753816296e-01,4.900888518704513697e-01,4.437554592675345688e-01,5.315424267415931325e-01,5.525125666018028125e-01,5.831480538711409922e-01,6.480957175738794040e-01,2.345527938966445181e-01,1.342704883921918557e-01,3.440016409817734933e-01,8.212146398803532588e-01,5.924824062765950139e-02,3.445695455782048500e-01,6.608982203468006800e-01,4.159858268942638326e-01,0.000000000000000000e+00,0.000000000000000000e+00,5.285032041387699442e-01,4.714137983633075457e-01,5.317551052232867281e-01,3.121522382292027942e-01,3.504594970863345038e-02,5.215686194644572060e-01,5.967216722029899945e-01,5.653069316772043607e-01,5.884304607307615509e-01,5.554787459428937035e-01,1.419611726621190229e-01,5.023886493668281439e-01,5.159371396021157352e-01,4.655057016322903807e-01,4.225856996158017242e-01,1.257508122525934358e-01,0.000000000000000000e+00,6.673523923816730985e-01,5.426509567475535922e-01,6.476061736648327516e-01,4.621218362029670956e-01,7.062861452376961724e-01,5.617538172963187915e-01,5.669233260301879129e-01,5.625493107810973781e-01,4.670847623050400910e-01,5.600270672555828222e-01,4.236340406169926132e-01,4.019653424847870471e-01,5.426509567475535922e-01,5.676687340127392067e-01,4.087847965720755039e-01,4.394406130523714760e-01,5.704193651708111545e-01,4.122269503958666537e-01,4.266982706000090886e-01,5.277806508972874289e-01,5.054089672443767833e-01,4.783843407865073227e-01,4.857457493021958839e-01,1.342704883921918557e-01,5.202286049395308254e-01,3.751607972865003138e-01,5.490050097027984188e-01,5.185523965226757070e-01,4.792140053376705011e-01,3.445695455782048500e-01,2.490538354260109222e-01,2.562844220973791165e-01,1.419611726621190229e-01,6.284004658417233768e-01,3.068644791504484548e-01,4.401199338076439704e-01,1.053393562226882657e-01,0.000000000000000000e+00,3.504594970863345038e-02,2.451747674531827570e-01,3.504594970863345038e-02,4.580492980011374726e-01,4.804424208683724107e-01,6.449432732332259499e-02,5.463125342573391663e-01,3.504594970863345038e-02,3.743881855307497064e-01,6.138358762134601410e-01,0.000000000000000000e+00,4.826461267086654128e-01,5.013816794592457216e-01,5.069496494023096878e-01,7.938963724663769539e-02,3.796440830813903045e-01,3.059476081059124275e-01,3.622451605364340188e-01,4.182475064610211013e-01,1.419611726621190229e-01,3.504594970863345038e-02,4.661167735079075891e-01,1.770239326483196984e-01,1.053393562226882657e-01,6.204382997813027156e-01,4.168982563756243875e-01,5.924824062765950139e-02,6.080815613078256465e-01,6.870911061837895462e-01,3.194752516548347576e-01,5.008341095753451322e-01,3.666461523415397994e-01,3.068644791504484548e-01,4.957602047133324863e-01,3.504594970863345038e-02,4.274957586617443850e-01,2.644820200372177688e-01,4.378904394389457333e-01,0.000000000000000000e+00,7.779918787481994169e-01,4.977119803482241145e-01,1.815047757416254903e-01,3.720242318831498696e-01,4.755181750809330254e-01,5.935038324469479321e-01,3.895328462889963705e-01,5.129197707673196494e-01,9.274457628282412047e-02,6.679242000650470468e-01,4.798305975054429351e-01,0.000000000000000000e+00,6.503093965434530999e-01,3.962879259420680200e-01,5.386658036164635455e-01,6.191646813321242115e-01,5.641519575173972179e-01,5.545686813285819472e-01,6.201782660481237608e-01,0.000000000000000000e+00,3.814396753891868830e-01,4.870645602702461385e-01,4.332335386802193544e-01,4.839336389491496471e-01,5.895380259602124307e-01,3.484347592770384305e-01,2.933069021995850512e-01,2.998744710913071043e-01,4.756261991979152115e-01,4.127067210208716919e-01,5.897423849549283670e-01,7.339081794737011277e-01,2.799891426459012456e-01,5.534060798603652742e-01,3.965816773981253318e-01,4.656283117940610006e-01,1.938303711904236226e-01,5.017704832585003771e-01,5.156772959460274031e-01,5.610236317436124720e-01,5.431582696045976766e-01,5.579573547200724626e-01,4.641445203280955001e-01,1.613623861949866622e-01,4.793171019432466706e-01,3.724231624689193776e-01,5.108480637376674460e-01,6.005984681946849868e-01,4.858406802684679393e-01,5.436787870314007121e-01,4.232163698638191640e-01,6.080815613078256465e-01,6.650524548134694180e-01,4.359535537097152802e-01,6.687460486178541386e-01,5.651330196281905138e-01,5.830648178403130544e-01,5.089582989780432332e-01,4.698441766357361882e-01,4.553060155617550397e-01,5.409675527974410203e-01,9.274457628282412047e-02,5.924824062765950139e-02,4.502637303015840642e-01,4.005837163862293604e-01,3.521198823182611903e-01,4.865020431687254177e-01,5.003617262245533270e-01,2.509246273961590612e-01,6.242560870270063011e-01,4.469214871868548711e-01,4.371915834381293609e-01,5.339544294062734675e-01,5.260305370045941231e-01,5.764380465625540406e-01,5.334882684755246629e-01,5.409675527974410203e-01,3.704080090162955030e-01,7.775475491723171650e-02,6.107669320501517563e-01,0.000000000000000000e+00,1.489699826886725365e-01,3.541510191870959612e-01,1.720729411744434945e-01,5.096564692389009554e-01,4.591205122240125114e-01,4.640196092954291252e-01,4.670847623050400910e-01,5.271640692715646725e-01,5.446158408367602899e-01,6.126034409513861911e-01,4.976302700497481912e-01,2.918549484099578484e-01,4.998865051186878183e-01,5.524717125806068996e-01,3.504594970863345038e-02,4.830402779165919869e-01,3.328362243888544070e-01,3.504594970863345038e-02,3.504594970863345038e-02,3.171087289521158370e-01,3.316925207048290192e-01,4.812508874744084730e-01,3.374695994622732842e-01,5.828980925572726512e-01,4.553060155617550397e-01,3.484347592770384305e-01,4.850780063300504930e-01,1.053393562226882657e-01,5.717756396385788031e-01,4.732148516789862480e-01,9.274457628282412047e-02,6.208181432675624611e-01,4.453543251871253661e-01,5.264291230011199918e-01,5.028491038296197813e-01,3.594819987118195170e-01,4.957275555586517224e-01,6.707541779845923591e-01,3.445695455782048500e-01,4.693373625354047562e-01,5.291094854782294465e-01,2.733143326457866951e-01,4.986051221794605692e-01,5.711972216181926409e-01,1.720729411744434945e-01,3.704080090162955030e-01,5.294928928797832945e-01,6.524539217972317173e-01,5.472784509553521026e-01,5.168399120724850304e-01,3.349539931725137865e-01,5.684405855694798504e-01,3.504594970863345038e-02,2.825088785618023457e-01,4.669644121844883089e-01,4.162149227873280788e-01,6.465308409431999026e-01,3.736080238065542791e-01,1.053393562226882657e-01,4.870645602702461385e-01,4.895475226480636155e-01,4.064901120771700072e-01,3.763056462080730524e-01,4.508565380732342809e-01,4.837253695184475788e-01,2.896197948821317425e-01,3.743881855307497064e-01,5.924824062765950139e-02,7.775475491723171650e-02,2.690213780525722020e-01,0.000000000000000000e+00,5.590177948245454997e-01,0.000000000000000000e+00,6.816145222639568013e-01,5.447060514367038087e-01,4.143632631646111952e-01,5.226483541292277213e-01,3.810838154635196595e-01,5.467091146569962312e-01,5.426972092625556021e-01,5.160667362562052496e-01,1.489699826886725365e-01,0.000000000000000000e+00,3.932887563162525968e-01,0.000000000000000000e+00,2.562844220973791165e-01,5.914584529534001600e-01,5.830925712567917030e-01,5.869908158075181071e-01,4.802389928813592945e-01,9.274457628282412047e-02,5.679716593486155984e-01,5.164967822482997573e-01,4.786964785880519768e-01,4.797281683776220551e-01,2.077479354335321216e-01,4.995681071439816434e-01,1.554080455655836301e-01,2.410956349894849693e-01,4.907157721133306727e-01,6.739379317403670910e-01,6.470904789674204460e-01,5.116052193179195795e-01,4.090356907965449484e-01,4.033232518178628823e-01,3.824977499176748785e-01,3.869260490183278334e-01,0.000000000000000000e+00,5.601755036730939885e-01,5.448411828175174776e-01,5.886376972658234896e-01,4.990077938880740915e-01,6.350030798639851870e-01,5.160492528668618739e-01,6.800252705185734214e-01,3.556409520608902475e-01,3.504594970863345038e-02,5.783466450149654658e-01,4.807465581122893350e-01,4.845011320778216390e-01,4.268984244812252249e-01,4.447186456403446897e-01,5.119469886459518948e-01,7.185965984414783847e-01,6.998575472423471666e-01,5.880925374003699302e-01,5.686740104083684022e-01,4.902684909786136913e-01,3.778068523254378142e-01,0.000000000000000000e+00,1.162015925491205470e-01,3.980343438184404947e-01,2.077479354335321216e-01,5.881185820946260856e-01,7.893147877407853397e-01,4.394406130523714760e-01,5.519797967672099848e-01,3.504594970863345038e-02,5.490050097027984188e-01,5.846058766423953834e-01,4.414613510501569915e-01,5.053348495240030935e-01,6.090959890312553915e-01,4.543229426902611889e-01,4.515913220525386018e-01,1.720729411744434945e-01,3.504594970863345038e-02,4.016909508178658217e-01,4.693373625354047562e-01,3.959930796235994199e-01,5.327051736068806331e-01,5.493883437994552255e-01,4.651367931281164547e-01,5.820872424997046712e-01,2.971807649982912136e-01,4.898186502959607780e-01,3.504594970863345038e-02,5.882746751093049786e-01,3.954000695390402775e-01,2.077479354335321216e-01,4.092857918080883284e-01,2.345527938966445181e-01,6.389485284447939950e-01,1.053393562226882657e-01,7.721429831111766839e-01,4.378904394389457333e-01,1.053393562226882657e-01,6.428239748566132450e-01,5.102928230835531709e-01,6.798049446459798473e-01,6.739379317403670910e-01,6.358194696819562397e-01,5.504015811118180279e-01,4.596507165351103597e-01,6.540628889834355641e-01,4.987664311254342286e-01,5.743584049983010420e-01,4.138934642688067989e-01,5.695679669824716962e-01,5.086744473432268654e-01,1.554080455655836301e-01,3.146693701005950361e-01,3.386980264582096223e-01,4.401199338076439704e-01,0.000000000000000000e+00,3.942004900999572792e-01,3.835419211237089399e-01,4.948011326628578010e-01,3.920564759474247096e-01,4.329452011236500364e-01,6.803262046726433754e-01,3.631451482468718850e-01,1.668987917861020909e-01,4.306075988966070467e-01,4.878084089568489601e-01,0.000000000000000000e+00,5.098738169029106704e-01,4.938705752303675367e-01,4.785925694405979147e-01,4.306075988966070467e-01,7.775475491723171650e-02,7.510509669291829393e-01,6.593366245218681421e-01,7.498533012737513825e-01,4.913377630937513230e-01,6.097631416999790277e-01,5.499202229595959723e-01,4.210942446391410243e-01,3.504594970863345038e-02,0.000000000000000000e+00,7.775475491723171650e-02,0.000000000000000000e+00,1.720729411744434945e-01,7.147454952050802390e-01,6.075333709222952017e-01,7.551118307198793067e-01,6.029407331314471374e-01,1.938303711904236226e-01,5.532443757252148986e-01,4.828434477940307112e-01,5.497698293101478395e-01,5.924824062765950139e-02,2.918549484099578484e-01,3.349539931725137865e-01,2.490538354260109222e-01,1.899309124023484951e-01,5.606559991794177744e-01,7.004325642523419049e-01,6.135909197356124167e-01,6.949656356124153112e-01,3.594819987118195170e-01,5.121513559396303483e-01,5.835353216552759958e-01,4.085330588605501911e-01,3.971659802533257233e-01,5.366452499681153565e-01,6.055946683616596493e-01,3.473494781458292269e-01,3.232684008854367352e-01,2.044913041518933716e-01,4.286770987352340745e-01,4.238420892063641254e-01,5.327576205406291399e-01,6.653669283133429868e-01,3.110275165931586372e-01,5.617901492727148671e-01,5.321259317213136164e-01,3.904887021072017128e-01,5.053348495240030935e-01,5.788752417743232570e-01,4.663598779670676819e-01,4.810495305422736179e-01,3.380861974071717180e-01,5.796325940356548134e-01,5.711972216181926409e-01,3.885653576458880654e-01,5.388116385117220908e-01,4.964750681536133081e-01,3.380861974071717180e-01,5.296566389945649433e-01,4.565522695907522355e-01,6.966345165554181929e-01,3.261773062360470155e-01,0.000000000000000000e+00,4.986858177683806681e-01,2.884781837266590654e-01,4.952235725325121463e-01,4.520289646944387618e-01,5.373326061904359907e-01,6.354051665195833420e-01,4.115018595680400848e-01,7.151071878060314413e-01,6.433568778621165940e-01,1.975459579243650232e-01,6.342072688720656881e-01,3.892116630004403555e-01,4.370159083767952701e-01,3.380861974071717180e-01,5.485768860831220506e-01,6.609085971462409503e-01,0.000000000000000000e+00,5.985327198994229159e-01,7.824796935407830611e-01,5.289995912808578282e-01,2.837394938772664355e-01,4.723194505310788771e-01,9.274457628282412047e-02,4.572362531919188511e-01,5.662395312360045674e-01,4.236340406169926132e-01,5.012256212971570868e-01,0.000000000000000000e+00,3.785468727133139422e-01,1.858299800875555796e-01,6.214123828010993389e-01,5.789337613901467394e-01,5.514848103296683401e-01,6.552643489221864348e-01,2.108757842996975274e-01,5.710034777373378390e-01,0.000000000000000000e+00,4.833346254400492925e-01,4.306075988966070467e-01,5.068042075042996641e-01,0.000000000000000000e+00,3.504594970863345038e-02,4.375417675005285889e-01,4.543229426902611889e-01,0.000000000000000000e+00,6.366557229232254755e-01,1.554080455655836301e-01,7.671218668307524524e-01,6.797804267231259967e-01,5.359936666049333054e-01,4.593237300272154378e-01,5.019726942116301549e-01,3.138392435732959007e-01,5.052606622956699045e-01,5.865935961886369343e-01,4.483058722947143027e-01,4.581839927261086576e-01,1.489699826886725365e-01,6.456045436654409553e-01,5.150239456515375291e-01,4.072624417181571754e-01,7.992704438608143613e-01,4.903133330676714419e-01,3.130003135050682950e-01,5.271640692715646725e-01,4.641445203280955001e-01,5.196119259533936718e-01,5.219902716218428607e-01,3.792800345876090606e-01,4.309881024949002160e-01,5.003617262245533270e-01,1.668987917861020909e-01,3.590119546436855713e-01,1.668987917861020909e-01,2.367946736304947508e-01,3.086666243005048993e-01,4.635179608476738822e-01,5.830648178403130544e-01,5.039132151262184500e-01,5.112619546832497530e-01,1.053393562226882657e-01,4.794200643630487924e-01,5.954739325152073048e-01,5.069496494023096878e-01,1.938303711904236226e-01,3.929824949005195633e-01,5.095229522472819461e-01,3.399077766938046752e-01,5.970480047629851406e-01,5.864841451856825927e-01,1.162015925491205470e-01,6.405886680228116692e-01,8.174172383582561929e-01,5.402554231553746700e-01,5.409675527974410203e-01,5.694361623235887349e-01,6.501312347721625029e-01,5.013762251368828471e-01,1.419611726621190229e-01,5.234191038045772348e-01,5.984772267795164247e-01,5.642928527477868439e-01,5.631228669059350489e-01,3.504594970863345038e-02,0.000000000000000000e+00,5.727619894922357791e-01,5.199208608263506948e-01,0.000000000000000000e+00,3.640350120523209165e-01,3.362217954048364321e-01,1.720729411744434945e-01,5.145633648844778474e-01,6.210245655716887248e-01,2.774128407871673252e-01,5.525125666018028125e-01,3.849129685975902215e-01 +3.678699401571576266e-01,5.497133526265107067e-02,6.007991789405737748e-01,0.000000000000000000e+00,6.063228987309488005e-01,4.136707177335240959e-01,6.380311121200760160e-01,3.531042476473347791e-01,5.043180522020651591e-01,4.123843400289701755e-01,6.715462743362122788e-01,0.000000000000000000e+00,5.173484721949714871e-01,5.881591412857716250e-01,5.399412916008787811e-01,3.724760445841325818e-01,5.641457841388312078e-01,5.168306749362194807e-01,5.884397902095513944e-01,6.950385462172394835e-01,7.144897904662008692e-01,6.922443600172923928e-01,7.105825508086751618e-01,3.420818773003240221e-01,1.569514109329700480e-01,5.677291495848308944e-01,5.364610549052934996e-01,9.343230073582031725e-02,1.098734215274755760e-01,4.082810619571200506e-01,4.755205604131891861e-01,1.770922594100517514e-02,1.718335627069909888e-01,4.857731979995133509e-01,5.497133526265107067e-02,2.826457978535549254e-01,4.000093493133895506e-01,5.122563587176496291e-01,1.770922594100517514e-02,6.232944415568820729e-01,6.344528279265334580e-01,5.900115895245953146e-01,5.680016731057386803e-01,3.756338348657484727e-01,3.085458613364280844e-01,1.881237106534668913e-01,4.765837419379758133e-01,0.000000000000000000e+00,4.759572197565350993e-01,4.878817421095229534e-01,5.286822316412778111e-01,5.216180557754963587e-01,5.368877468784523099e-01,0.000000000000000000e+00,5.917209260131973680e-01,6.484789801645313156e-01,2.756603381704593181e-01,4.221331235924979941e-01,5.842705819411458945e-01,3.902004134218297060e-01,3.073317213095311251e-01,1.718335627069909888e-01,2.982680393446114908e-01,1.386039414498581590e-01,8.020032095124494942e-02,5.785945718090039769e-01,5.395524498616086628e-01,4.492129568513668070e-01,6.712230938842367323e-01,4.592068148817368134e-01,6.430506687754848627e-02,5.905362377809793006e-01,6.325368860267599480e-01,7.826796035675782637e-01,3.540384252272702481e-01,3.000764080251949739e-01,0.000000000000000000e+00,5.083064107766778195e-01,6.418239313917014632e-01,4.044327400356332869e-01,3.560221144118978498e-01,4.674339787648285061e-01,5.700069328095475063e-01,6.190100882905540391e-01,5.418729048599790765e-01,9.343230073582031725e-02,3.277107265952491910e-01,3.035736629005891252e-01,0.000000000000000000e+00,4.847407752117324220e-01,2.809562929785443530e-01,3.878777408742782873e-01,3.267593880908759574e-01,3.817540436838741669e-01,4.746409241364551446e-01,4.466626402026059317e-01,3.502928753330606937e-01,5.448093823030298877e-01,4.664579939374450257e-01,4.420676269286538673e-01,3.479070712250185715e-01,6.583314341802406489e-01,3.891926068944280281e-01,0.000000000000000000e+00,8.020032095124494942e-02,1.350849872629624193e-01,3.816569104542920643e-01,2.331893869395027796e-01,4.554725736024879956e-01,2.673246333201700908e-01,2.220267227606164961e-01,2.447890211776314884e-01,1.314021814769699426e-01,5.140701325713494807e-01,0.000000000000000000e+00,4.822334000364098539e-01,5.319195158493384978e-01,5.830294472528242400e-01,5.329148844588744716e-01,3.526455943664260073e-01,4.782932225919215852e-01,5.335248581400280354e-01,4.438715098595650416e-02,6.618789373035205426e-01,1.234801809908063763e-01,5.616470191789429967e-01,3.594716564508029233e-01,8.020032095124494942e-02,5.157017002364568947e-01,3.003396493474110307e-01,4.637949054478330835e-01,4.253166396068471244e-01,1.770922594100517514e-02,4.188131630283982720e-01,3.154630133942072368e-01,0.000000000000000000e+00,4.932313549622523996e-01,4.185166498789103517e-01,8.235115232723297929e-01,0.000000000000000000e+00,6.456780649791472870e-02,5.202203172529636932e-01,5.807083706282322177e-01,5.508352682302094516e-01,0.000000000000000000e+00,8.020032095124494942e-02,3.771666848727341370e-01,4.822780850742344749e-01,3.701143917061172073e-01,2.372477468903702313e-01,5.717215945908126207e-01,5.364160010592994299e-01,1.770922594100517514e-02,1.191994693257209942e-01,4.345730592718990981e-01,3.902004134218297060e-01,4.232714210842350999e-01,3.479070712250185715e-01,3.418185894618062659e-01,3.947856858061095098e-01,4.008890229720769582e-01,0.000000000000000000e+00,3.191298591898656389e-01,4.821886897432600128e-01,3.639817331849859450e-01,5.697948956863623238e-01,2.104266482443355735e-01,6.643405974879686982e-01,6.505979831939334712e-01,6.479140999036142601e-01,6.670483933166753143e-01,5.485251474371310998e-01,4.119508710796303541e-01,3.056834914998446395e-01,4.690343225804659011e-01,3.391365798298207612e-01,4.190151350980489409e-01,3.803083481191381621e-01,2.392016229917320602e-01,3.457913936658184029e-01,4.282886344606131046e-01,2.266828025577385941e-01,3.992474421522026473e-01,4.227991256874431558e-01,6.310599440174209374e-01,2.411080256935912991e-01,3.446674515105626613e-01,6.093194742707213063e-01,2.780579413639877040e-01,3.768285791357920411e-01,4.987514398464364951e-01,3.464282911172850143e-01,3.999726699897156457e-01,3.372873745245824617e-01,3.128443119085014268e-01,3.651684313178372721e-01,5.016361735197146787e-01,2.580059870370973174e-01,3.089463093980814867e-01,4.631148970683344746e-01,3.372036260583334277e-01,4.133510577732409375e-01,3.217013146436253912e-02,5.292269483964129329e-01,0.000000000000000000e+00,1.569514109329700480e-01,2.679980305407526076e-01,3.639817331849859450e-01,7.026094409007905828e-01,4.973240483755356212e-01,4.894882509245607194e-01,4.153539264888567173e-01,3.771666848727341370e-01,1.647419370949470552e-01,0.000000000000000000e+00,5.465132705416909653e-01,6.301075341921360540e-01,3.706656573397839050e-01,5.445251867963059045e-01,1.098734215274755760e-01,0.000000000000000000e+00,3.235033997799410255e-01,4.438715098595650416e-02,5.816042766984822476e-01,8.020032095124494942e-02,1.622290469127938839e-01,5.380439253560211910e-01,1.569514109329700480e-01,5.873348552308572668e-01,5.407986009244852843e-01,5.429435990468798323e-01,5.874539839635584126e-02,8.269640573016369123e-01,4.129228679981054584e-01,5.487616315950111234e-01,5.350065784545543490e-01,3.301928343200121740e-01,6.304651740783364655e-01,2.076006939544952912e-01,4.714782161244986947e-01,4.145167988431402994e-01,3.217013146436253912e-02,0.000000000000000000e+00,1.770922594100517514e-02,5.215365191494565344e-01,0.000000000000000000e+00,0.000000000000000000e+00,5.381762520497720415e-01,6.255534315189914540e-01,7.932877376201267206e-01,1.770922594100517514e-02,7.717155271170453856e-01,2.420444564849827673e-01,3.052659700172740687e-01,3.267593880908759574e-01,5.327970410509708099e-01,5.610040141247457646e-01,7.134630586974564093e-01,3.128443119085014268e-01,5.765439869499465741e-01,9.343230073582031725e-02,6.882415783347235472e-01,5.943747899291049741e-01,2.774654964636354970e-01,3.035736629005891252e-01,2.617211457469147406e-01,5.569227735706391291e-01,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,3.992474421522026473e-01,5.444641575970444736e-01,5.477333668332149408e-01,4.642377500374231247e-01,5.134996524511450389e-01,5.174344393788327112e-01,5.374457139639227110e-01,1.770922594100517514e-02,4.983306572605671336e-01,3.143512465903177677e-01,4.336880772075812351e-01,4.361892353926525856e-01,1.098734215274755760e-01,3.844147360206671693e-01,1.770922594100517514e-02,4.794589867004399597e-01,4.622565659942481919e-01,3.217013146436253912e-02,3.388633964178843772e-01,4.451773375615788453e-01,2.673246333201700908e-01,4.020058740765929395e-01,5.875122097496994211e-01,3.883184428569081414e-01,4.156656104968312615e-01,3.241653542838364155e-01,4.674339787648285061e-01,6.242726091514833042e-01,2.957640108980331139e-01,1.695392963771870931e-01,7.123180465477726431e-01,6.978018699105339451e-01,5.313690742325209992e-01,4.666759200187083345e-01,1.234801809908063763e-01,1.843551422597987655e-01,6.535482426138720102e-01,7.427947869194563291e-01,8.661666883822305429e-01,0.000000000000000000e+00,6.940802124162226416e-01,3.325994257210349581e-01,5.397902976194119962e-01,3.686252383204575711e-01,3.526455943664260073e-01,5.559782998878507465e-01,0.000000000000000000e+00,5.408412272917727526e-01,5.258751726214039302e-01,6.325676291786732630e-01,3.910540805212081583e-01,5.923344682928032290e-01,5.120420093995728950e-01,1.770922594100517514e-02,4.684023340466340057e-01,2.991774810143025820e-01,5.296698535470272251e-01,5.988278316915849331e-01,5.292762772528928350e-01,6.447187118379974491e-01,4.438715098595650416e-02,0.000000000000000000e+00,3.833907983930292529e-01,2.255442215601974609e-01,6.203398163077821215e-01,2.880298745568911634e-01,1.483078007259114595e-01,2.631598079178468219e-01,2.131556576747744847e-01,3.562421905573011083e-01,3.371756530333462343e-01,2.232166856074649930e-01,4.079388609694597490e-01,3.217013146436253912e-02,1.740631619162444355e-01,6.494079713333890114e-01,5.092331580777040845e-01,6.403963720763803380e-01,4.820991932766799937e-01,5.464537565538226671e-01,9.930137455386327250e-02,5.940166149095413850e-01,0.000000000000000000e+00,5.371560658346294925e-01,3.665307172162745597e-01,5.688286152237846949e-01,5.962792816007502772e-01,0.000000000000000000e+00,5.612035629371994183e-01,7.489193931188964370e-01,2.392016229917320602e-01,4.362795730683124984e-01,6.418120407595014898e-01,5.442399666261956703e-01,4.785277575405128547e-01,8.709264676773741110e-02,2.645724938390769387e-01,5.887923441702387350e-01,1.047649272738296750e-01,0.000000000000000000e+00,1.770922594100517514e-02,1.512951796698190909e-01,6.012273507807934791e-01,3.217013146436253912e-02,5.562067050889227815e-01,6.411972992843248953e-01,5.674100163506760053e-01,8.062420261186146186e-01,1.881237106534668913e-01,8.145385002536609242e-01,1.047649272738296750e-01,3.498366724346482770e-01,4.347361838363608677e-01,4.016353560550986468e-01,3.238350034471908501e-01,2.982680393446114908e-01,1.770922594100517514e-02,5.504776966873712318e-01,3.136014425225236990e-01,5.841094726176636609e-01,5.811191863316826911e-01,5.862022554054109325e-01,5.291528924665105382e-01,2.617211457469147406e-01,5.492420666836639320e-01,2.090265709965572205e-01,2.798098015494176471e-01,5.299072607861240458e-01,0.000000000000000000e+00,3.217013146436253912e-02,5.868837593154030419e-01,3.551357245695066500e-01,3.890475724199679020e-01,5.301198044095691841e-01,4.150410512370230620e-01,4.369819196841991382e-01,3.503118543490585934e-01,0.000000000000000000e+00,4.977660020189031975e-01,2.362528078275544785e-01,4.679174925592142764e-01,5.544325210549151395e-01,3.571163366275923456e-01,3.441570123133153580e-01,6.067963479971226759e-01,3.154630133942072368e-01,5.456358419753095657e-01,6.774900799658958306e-01,6.422625953240771457e-01,4.021290117848403400e-01,3.217013146436253912e-02,3.273948832481927695e-01,5.234979837203879161e-01,3.116950068692225795e-01,1.047649272738296750e-01,1.098734215274755760e-01,1.622290469127938839e-01,6.381370599779642161e-01,4.972131804597964555e-01,4.254083677482973780e-01,4.559724630169624260e-01,5.598748267693525182e-01,6.069812411151276343e-01,6.330971586537090801e-01,1.234801809908063763e-01,1.596337070905340660e-01,3.712131080049214660e-01,7.090244903557725298e-01,8.709264676773741110e-02,1.803972157627923290e-01,6.601062001885821262e-01,4.580624779502098232e-01,5.497133526265107067e-02,4.438715098595650416e-02,3.969167290682840687e-01,6.429863858390076903e-01,5.025402684862741998e-01,7.265283760793980750e-02,3.217013146436253912e-02,6.356636628463659955e-01,6.379874471569850769e-01,5.895064770564795165e-01,5.876420218724016653e-01,5.653114693620610032e-01,1.386039414498581590e-01,2.157936539530302678e-01,4.237409134568496660e-01,4.223239935953896906e-01,2.768683422618910539e-01,1.881237106534668913e-01,1.917215844823937920e-01,6.429922414376700868e-01,5.693949508579968510e-01,6.047239528230594630e-01,4.635688848516399951e-01,5.964904336778906746e-01,5.437896777370933021e-01,5.973085775178450518e-01,6.118688462231695047e-01,4.257741840049154569e-01,6.523240693383667299e-01,3.132237830175157445e-01,4.400146521779360609e-01,4.396326668350786782e-01,5.787141247742585426e-01,2.631598079178468219e-01,3.179976560622477799e-01,5.773964137989250345e-01,3.014060187161086146e-01,3.081432149645901841e-01,3.690001256779025796e-01,3.842606631147629237e-01,4.029855532273235452e-01,3.877302733266058121e-01,9.343230073582031725e-02,3.337758119821121472e-01,3.573333937530249749e-01,5.951184999987808588e-01,7.265283760793980750e-02,3.936982697568058853e-01,2.118029203959445050e-01,0.000000000000000000e+00,7.265283760793980750e-02,0.000000000000000000e+00,5.751364322430942977e-01,4.438715098595650416e-02,1.098734215274755760e-01,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.046694410003343512e-01,3.217013146436253912e-02,4.501578197794323666e-01,5.134400324362339285e-01,5.902723368404990539e-02,6.577892016131050568e-01,0.000000000000000000e+00,3.323026641969925032e-01,6.393238790632650437e-01,0.000000000000000000e+00,5.505342676596131080e-01,3.839516758411423147e-01,5.839366675625726755e-01,1.770922594100517514e-02,1.770922594100517514e-02,1.275395170221629570e-01,3.147235743002149144e-01,2.372477468903702313e-01,9.930137455386327250e-02,3.217013146436253912e-02,2.602558343718085476e-01,7.288930374855320804e-02,6.430506687754848627e-02,5.872282447333014854e-01,5.371783862036386692e-01,0.000000000000000000e+00,6.597278770898545863e-01,7.063018671881164945e-01,4.023746647757319161e-01,4.149364699898719366e-01,4.054667743267529323e-01,2.832010417440822270e-01,5.204439674294933926e-01,0.000000000000000000e+00,4.420460751873541705e-01,1.671774553178209943e-01,3.328951958032552727e-01,0.000000000000000000e+00,8.048379811781425364e-01,5.016011902215207208e-01,1.234801809908063763e-01,3.008945585323918315e-01,4.515533135988977764e-01,6.096147693648344967e-01,3.970480420677616196e-01,4.923376202571470572e-01,0.000000000000000000e+00,5.470863045781358958e-01,4.263197379197483095e-01,9.343230073582031725e-02,6.210231879174575864e-01,3.187072500767446637e-01,5.083064107766778195e-01,6.223344528245964291e-01,4.697178971852048468e-01,5.176346820946686744e-01,5.107891051898446610e-01,0.000000000000000000e+00,4.139890489836202114e-01,5.381321648122306955e-01,3.349350751755422739e-01,5.150679874378014667e-01,5.303782521537063754e-01,4.541451274355946532e-01,2.989238966842214240e-01,0.000000000000000000e+00,4.957951667158030928e-01,2.362528078275544785e-01,6.060243796195164956e-01,7.610265101142074107e-01,2.195922053302619414e-01,5.965431337514378596e-01,3.228357257779612133e-01,4.177124978510574627e-01,1.146737981441182663e-01,5.797501067194026358e-01,4.897731867342527412e-01,5.933392663689928126e-01,5.234706554870999229e-01,5.903541481873540997e-01,4.646367941056490647e-01,1.770922594100517514e-02,4.951524750440411404e-01,4.308968297763580702e-01,3.943796679769795421e-01,4.204656895132909966e-01,4.434449614534594075e-01,5.356896428656351405e-01,3.093448990272486543e-01,5.743173775388761282e-01,6.808524408365884684e-01,4.471516262972624056e-01,6.765299435837970332e-01,4.987151570013563240e-01,5.141298868484329709e-01,4.116242143668856213e-01,3.947343877905146181e-01,3.555802051376077966e-01,5.092331580777040845e-01,5.497133526265107067e-02,1.770922594100517514e-02,3.009654110181202435e-01,3.860899034874757385e-01,2.331893869395027796e-01,5.305968150254035676e-01,4.868345034508808622e-01,2.031620513881076118e-01,6.367168699130488774e-01,4.529245905136434769e-01,3.911954857930529106e-01,5.164255861259645641e-01,5.369101430722650337e-01,5.700604066315521079e-01,5.159892455851060600e-01,4.698225257729831683e-01,3.101361034213469536e-01,9.343230073582031725e-02,7.061302166501592925e-01,1.770922594100517514e-02,1.452031650169075538e-01,2.580059870370973174e-01,1.647419370949470552e-01,4.414106873393966457e-01,4.425643507019136336e-01,4.812439787828047266e-01,5.128048731477137245e-01,5.244202746621251521e-01,5.288125614541919761e-01,3.267593880908759574e-01,4.753744765079751522e-01,1.541738376183473258e-01,3.850279833974208921e-01,4.787615805878761011e-01,0.000000000000000000e+00,4.455335242293002040e-01,3.066601528049592851e-01,0.000000000000000000e+00,0.000000000000000000e+00,3.363604402096161961e-01,2.624437472633301405e-01,5.369549164470005520e-01,1.191994693257209942e-01,5.852965063321811101e-01,4.023746647757319161e-01,1.951629175132821581e-01,5.048571127335479414e-01,3.073317213095311251e-01,5.998752263199577106e-01,5.227776622698043774e-01,0.000000000000000000e+00,6.152171777317786416e-01,3.961242933940332667e-01,5.103686943927765451e-01,4.823504109942753360e-01,4.096353415943985721e-01,4.498892039117969865e-01,6.957903302668678736e-01,3.356395467851343573e-01,5.068792580207629461e-01,4.885447855071283763e-01,2.000588962272642490e-01,5.194981132889626707e-01,3.627769617927599777e-01,0.000000000000000000e+00,2.170798718311665598e-01,5.560486481376781809e-01,4.153539264888567173e-01,5.970472702939411125e-01,5.524154249618545842e-01,4.310677054978351852e-01,5.184023092864210591e-01,3.217013146436253912e-02,1.899431001315269874e-01,3.874345700078828392e-01,3.231702671815722683e-01,5.993888439870863616e-01,2.321413047826522968e-01,2.564698385573544459e-01,5.094235538938121088e-01,5.844785001276883163e-01,4.541451274355946532e-01,2.905902531692740598e-01,4.594456292123546559e-01,4.837824104848766904e-01,2.310795762656513430e-01,4.183163969120867187e-01,0.000000000000000000e+00,8.709264676773741110e-02,3.217013146436253912e-02,1.770922594100517514e-02,4.653039218057840043e-01,0.000000000000000000e+00,6.730505860518803951e-01,5.165415359605649570e-01,4.212685402610042984e-01,5.298169425085071937e-01,3.785047075885115686e-01,5.161349600145208605e-01,5.743313319320112464e-01,5.561540568520866312e-01,1.671774553178209943e-01,9.343230073582031725e-02,3.977013054016620419e-01,0.000000000000000000e+00,1.718335627069909888e-01,6.082272007854809814e-01,5.821243470750970816e-01,6.128694533637905062e-01,4.731501147422909614e-01,1.770922594100517514e-02,5.605253759544437386e-01,5.076537698734910897e-01,4.529245905136434769e-01,7.521515375014261595e-01,0.000000000000000000e+00,3.869888430554367931e-01,5.497133526265107067e-02,5.497133526265107067e-02,5.194143609054944211e-01,6.920492744388083706e-01,7.111636894998728531e-01,4.775854166080075736e-01,3.340672243105889394e-01,3.464282911172850143e-01,3.301073178849998069e-01,3.254730034360734936e-01,0.000000000000000000e+00,5.115190352058665013e-01,5.317762883256503814e-01,5.443011689611669812e-01,5.308389490295152280e-01,6.366597824807410655e-01,4.703052080739646978e-01,6.176426187851851157e-01,3.244943313160109644e-01,4.438715098595650416e-02,5.702075298589449615e-01,4.448912347098046283e-01,4.773005076014268377e-01,1.917215844823937920e-01,4.440990527187365644e-01,4.785745662778930765e-01,7.112971337314918374e-01,6.328578422011426063e-01,5.789118786830566021e-01,4.596242620979463234e-01,4.412247619696121892e-01,2.624437472633301405e-01,1.770922594100517514e-02,4.438715098595650416e-02,5.717936617659660214e-01,7.265283760793980750e-02,5.056256428105967426e-01,7.271067413681275848e-01,4.364288262408793639e-01,5.259780756813819957e-01,0.000000000000000000e+00,5.751916549663510514e-01,6.331503074240856233e-01,4.487372932069074727e-01,4.602168398844815322e-01,6.403587778083437154e-01,4.195104988323510864e-01,4.944662347261502000e-01,0.000000000000000000e+00,3.217013146436253912e-02,4.345730592718990981e-01,4.749835823883490349e-01,3.651684313178372721e-01,5.234175690133954229e-01,4.974347758291359778e-01,6.073497432856084233e-01,5.783038643246999344e-01,7.265283760793980750e-02,5.937223527552498714e-01,1.770922594100517514e-02,6.500748678994842100e-01,3.120800178477472486e-01,1.541738376183473258e-01,2.991774810143025820e-01,1.647419370949470552e-01,6.889065440840755894e-01,8.709264676773741110e-02,7.502921371777850901e-01,2.500073437418752764e-01,1.622290469127938839e-01,6.445063887968844885e-01,4.769668275213763686e-01,5.417099683196598958e-01,5.215365191494565344e-01,6.038065328289526912e-01,5.488964431918472719e-01,4.592665920413114278e-01,6.700086397991089626e-01,5.960569670435078571e-01,6.025274526607370396e-01,1.047649272738296750e-01,5.980873516294540337e-01,2.266828025577385941e-01,1.146737981441182663e-01,3.031276852276628686e-01,2.321413047826522968e-01,3.407566933150040223e-01,1.770922594100517514e-02,8.709264676773741110e-02,3.105287577615961081e-01,5.444030731605137285e-01,2.342237645701829851e-01,2.411365544810651906e-01,7.240194645352624470e-01,3.444126436116869416e-01,1.386039414498581590e-01,4.490098423254565430e-01,5.052924140014914967e-01,0.000000000000000000e+00,5.402424091305971787e-01,4.582600106165096721e-01,3.930109512181664266e-01,4.232714210842350999e-01,5.497133526265107067e-02,8.991534610489747559e-01,6.449933123392310730e-01,7.014038766287505888e-01,5.204412088106727952e-01,5.868718525647994566e-01,6.082526456621046851e-01,4.266814094263309265e-01,0.000000000000000000e+00,9.343230073582031725e-02,0.000000000000000000e+00,0.000000000000000000e+00,1.047649272738296750e-01,6.100334471801023284e-01,5.332673650463467530e-01,6.660700549524180003e-01,5.984481721107081098e-01,2.000588962272642490e-01,4.971761850159119311e-01,4.728990557162400798e-01,5.163675416289722486e-01,0.000000000000000000e+00,8.020032095124494942e-02,5.497133526265107067e-02,2.232166856074649930e-01,9.930137455386327250e-02,4.360290827741614139e-01,6.146660804604725525e-01,5.842942040084740940e-01,6.619941827054854899e-01,3.752890993880217962e-01,4.792272004696689347e-01,6.074415975770106613e-01,3.211415989616532296e-01,3.830172811750260919e-01,5.201096287073448954e-01,5.937878404541472310e-01,3.238350034471908501e-01,1.596337070905340660e-01,9.930137455386327250e-02,3.775033516891166396e-01,2.731877905106126492e-01,5.236826669495454611e-01,5.262603784956680908e-01,2.557764073543858929e-01,5.551647557101664354e-01,5.556786181704598260e-01,3.704823042474271189e-01,6.119747661937948724e-01,5.418783699762835804e-01,4.386307979743798158e-01,5.178344078609126155e-01,4.781050964507549406e-01,6.197762709904145462e-01,4.670558682072904477e-01,1.740631619162444355e-01,5.724678998158726495e-01,4.436636126865191043e-01,3.611415708749876607e-01,5.856963164588906423e-01,3.994195159953046748e-01,7.490114498716048397e-01,2.300461630213830599e-01,8.020032095124494942e-02,6.362972697498975316e-01,2.144856514803169245e-01,4.261383163999190038e-01,5.255139489656989182e-01,5.608895084159299937e-01,5.904907546613694658e-01,4.391718608532055312e-01,5.972459416257515086e-01,5.725250164627916361e-01,1.843551422597987655e-01,5.983658445369482992e-01,4.137769846533673745e-01,4.155618522165500095e-01,3.517203250010516591e-01,4.282886344606131046e-01,6.828274049789828659e-01,0.000000000000000000e+00,6.104001461463323119e-01,7.968451761761676799e-01,6.344658777129186245e-01,3.301928343200121740e-01,5.332439132697559536e-01,1.146737981441182663e-01,4.296903557758444681e-01,6.238335565842021424e-01,4.465223929059217722e-01,5.632039218939783876e-01,0.000000000000000000e+00,5.282587214531767605e-01,2.508446638585554167e-01,6.151208474732752229e-01,6.622425448548246996e-01,5.438102029733595799e-01,4.610390568266470313e-01,2.664339350065941248e-01,4.855163484731413459e-01,0.000000000000000000e+00,1.622290469127938839e-01,5.295224905847303321e-01,4.382420550385531244e-01,0.000000000000000000e+00,1.770922594100517514e-02,3.165592271786151768e-01,3.097414903896401617e-01,0.000000000000000000e+00,6.224484468461256581e-01,4.438715098595650416e-02,7.585212441051587540e-01,6.103614888488602119e-01,6.439759672541449653e-01,3.918300686377367281e-01,4.718837295032745627e-01,4.893658300020378715e-01,5.049540996058344833e-01,5.539285337849479962e-01,2.372477468903702313e-01,4.741959316752991094e-01,5.497133526265107067e-02,6.284355979965444705e-01,1.622290469127938839e-01,4.438715098595650416e-02,7.205852678681824441e-01,3.965254778939913960e-01,3.022802860743482034e-01,4.130301436033870788e-01,4.071345725140986804e-01,3.713947769919524466e-01,4.651931164541035502e-01,4.456045751767075402e-01,4.628298202452388876e-01,4.430792235742309071e-01,0.000000000000000000e+00,1.718335627069909888e-01,1.047649272738296750e-01,4.438715098595650416e-02,3.154630133942072368e-01,4.748855465349017813e-01,5.774366668300023875e-01,4.994375991276643334e-01,5.100863347720275831e-01,1.770922594100517514e-02,4.866656350232757555e-01,6.191057627129229468e-01,5.115498971790218841e-01,2.278047841555111419e-01,4.005132242784378849e-01,5.119806686445305122e-01,2.638691634901432770e-01,6.385842056838318959e-01,5.251674385660779487e-01,4.438715098595650416e-02,6.654904146611038129e-01,9.285590636391475305e-01,5.815660899229808667e-01,5.561189338840692997e-01,6.309849886210496805e-01,6.379000423689039634e-01,5.133996520812030839e-01,1.047649272738296750e-01,5.390527978406249865e-01,6.515288550065089224e-01,5.469286430838784518e-01,5.735602287274683686e-01,4.446759549953143154e-01,3.346468481277097284e-01,4.788082698176281404e-01,4.120594720085093976e-01,0.000000000000000000e+00,3.510192242827005482e-01,2.774654964636354970e-01,6.430506687754848627e-02,4.713757560254870360e-01,6.299142857849714394e-01,1.623571642003853177e-01,5.150207442239085331e-01,3.667234503831411363e-01 +3.066057077679126830e-01,5.910971526133760451e-02,5.609794869038211562e-01,7.759176612377584326e-02,4.642547012921875993e-01,3.843103750492108395e-01,5.536253414990410793e-01,3.346936745904676158e-01,3.756639912503701439e-01,2.488011336456604772e-01,6.268903194862336381e-01,1.051448530615735205e-01,4.266354813552786784e-01,5.030432392265619113e-01,5.404196299239475421e-01,4.221114894951188412e-01,5.635346895039045068e-01,5.240937432434074061e-01,5.647296876045377889e-01,6.772106669775388443e-01,6.186363945166919454e-01,8.423054202767983334e-01,5.335872553858431733e-01,2.042469805373290093e-01,6.056640278614719985e-01,5.938698400371281716e-01,5.510966892331387035e-01,0.000000000000000000e+00,7.759176612377584326e-02,4.072555935363370572e-01,4.486502383192229604e-01,4.899151251987813316e-01,2.937707478517315729e-01,4.782250164692988248e-01,1.718389702141723818e-01,2.610496781852846282e-01,4.239935920186556628e-01,4.952123397200137722e-01,2.246432329513342596e-01,4.930840667514942433e-01,6.182649419383396960e-01,5.598374104844549004e-01,5.399915847024908677e-01,4.882817430997387076e-01,4.041304577761096750e-01,1.896910777297160511e-01,5.495482278407299859e-01,5.910971526133760451e-02,5.135704011495020316e-01,5.086945823241351139e-01,6.056224344372715951e-01,5.122270636796224519e-01,5.039509546672645834e-01,7.759176612377584326e-02,5.714796750743236231e-01,6.545084327535446445e-01,2.742337868425772651e-01,4.791565540326655492e-01,5.820155548292709202e-01,4.248159125675924908e-01,3.543896272806181802e-01,2.365436966441573086e-01,3.804643733648340187e-01,2.008516362572273783e-01,3.459883767161122670e-01,5.694684761713567633e-01,4.951283076158571883e-01,4.277468880452704458e-01,6.810142806023784523e-01,4.755783294201548217e-01,2.797326518638541537e-01,6.469852945544208866e-01,6.160903609648749057e-01,6.997455126892343502e-01,4.125945375787162805e-01,2.926914173903608640e-01,3.495446676698962113e-02,4.999399740404865122e-01,7.007393366135729051e-01,4.820856654740265368e-01,4.288040172345196077e-01,4.904521870438172670e-01,6.450976103455280386e-01,6.395276367426301345e-01,5.691392433173394494e-01,1.159973927477264966e-01,4.364003082300805803e-01,3.152316689732463928e-01,0.000000000000000000e+00,5.065405099895604613e-01,3.374008280153609207e-01,3.829333774959536307e-01,3.779158201426712216e-01,3.492443468193989209e-01,5.599471783666751801e-01,4.484987938586701972e-01,2.618881980397893550e-01,3.977719635366686601e-01,5.098896929869749517e-01,4.628231491896518390e-01,3.168494453619023488e-01,6.510474096410515665e-01,3.548862620088426567e-01,1.159973927477264966e-01,3.495446676698962113e-02,2.687661179044158466e-01,3.567018533439345052e-01,2.784422574130171468e-01,3.092936984644356624e-01,1.340542865785020465e-01,2.610496781852846282e-01,3.101696701982092352e-01,3.009393334036507550e-01,5.175954305978729408e-01,3.495446676698962113e-02,4.489523144875915417e-01,6.035143533244962111e-01,5.852874232843107150e-01,5.830226163821884411e-01,3.152316689732463928e-01,4.741662473395834576e-01,5.177219201309486429e-01,1.766932205269305944e-01,6.868940643533049117e-01,7.759176612377584326e-02,5.770744880420151102e-01,3.709585484591247928e-01,7.759176612377584326e-02,4.603067975586689897e-01,3.378810878236608861e-01,4.173129618010076869e-01,5.200262453772630522e-01,3.495446676698962113e-02,3.974835430691796567e-01,3.790180790371115438e-01,3.495446676698962113e-02,5.217265037397812444e-01,4.085221584823300889e-01,7.174967368216460528e-01,5.910971526133760451e-02,0.000000000000000000e+00,5.719268281129076259e-01,5.610891355265881231e-01,5.593908581685437253e-01,0.000000000000000000e+00,1.896910777297160511e-01,4.870807483018037565e-01,5.502634474070773329e-01,3.314323741932805878e-01,2.577392977315066669e-01,5.656659619463895172e-01,5.181001910486439099e-01,1.896910777297160511e-01,0.000000000000000000e+00,3.869944843552530211e-01,4.384922733124201333e-01,3.717624834334684603e-01,3.917942549241766326e-01,3.563575536925783771e-01,3.889494989938681035e-01,3.905424868848501596e-01,3.495446676698962113e-02,4.279751537296157538e-01,5.179743053926115781e-01,4.416954503090805839e-01,5.850179633990183481e-01,2.702228709800652551e-01,6.326530345478200701e-01,6.561947479587625365e-01,6.686228119815428306e-01,6.475627853718235460e-01,5.624151654369783371e-01,4.573804851469913668e-01,3.273326738482801312e-01,4.704642577962044880e-01,3.587505971859538123e-01,4.322291116657778764e-01,3.729533070147497131e-01,3.334052666239715745e-01,3.890523745472944661e-01,4.301536791096241541e-01,2.408440222287471510e-01,4.303446022502658841e-01,4.843340210074624785e-01,5.975940025103937403e-01,3.876515192712129965e-01,3.921040845554441545e-01,5.365310269206369220e-01,3.287229820052811058e-01,3.538899452146530011e-01,4.937713718002129659e-01,3.725583304749698343e-01,4.273160898999101009e-01,3.564449705181801376e-01,3.568420234966893090e-01,4.367528334454455208e-01,4.322291116657778764e-01,2.870627907774053189e-01,4.383200559175764455e-01,3.839683353794567378e-01,3.582777959679250279e-01,4.057084804038017523e-01,2.271710391298125409e-01,6.489221758293012288e-01,1.159973927477264966e-01,2.165362434011913195e-01,3.582777959679250279e-01,4.225336170824187110e-01,6.634978274100400419e-01,5.344614879022034915e-01,4.743851366153727378e-01,5.030432392265619113e-01,2.193320737519733610e-01,3.905424868848501596e-01,2.271710391298125409e-01,6.272234845607916887e-01,6.360100803385460022e-01,4.637562338254717642e-01,4.653649111085753631e-01,9.256065985647754513e-02,3.495446676698962113e-02,3.966119706782456067e-01,2.387228834320871129e-01,5.299903654904921657e-01,3.495446676698962113e-02,1.973033472455286430e-01,4.798735767529436202e-01,1.487470550576699690e-01,5.402772025250640597e-01,4.710364077654658477e-01,5.376687140156695133e-01,2.239728160862568818e-01,7.385911899923942592e-01,5.023555444941907311e-01,5.619247982958712750e-01,5.883478433579947264e-01,3.465404631397877577e-01,6.193566276538828852e-01,3.528809200884252539e-01,4.588571597612826070e-01,5.577696717439769580e-01,1.417412964635645090e-01,1.255407383437282531e-01,1.051448530615735205e-01,5.196571055060512645e-01,0.000000000000000000e+00,0.000000000000000000e+00,5.632508734983829868e-01,6.048069512161952099e-01,7.492547661146723437e-01,9.256065985647754513e-02,7.914020933827613513e-01,2.365436966441573086e-01,5.434897905187628941e-01,2.387228834320871129e-01,5.205157675776502790e-01,5.378046344707292370e-01,6.866180734780228390e-01,4.043956731199738197e-01,5.434057949005940413e-01,5.910971526133760451e-02,5.755985018997658020e-01,5.643450433565306845e-01,3.294090177003604625e-01,3.633298822360546687e-01,3.672361379556450811e-01,5.540656497627195476e-01,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,3.314323741932805878e-01,5.723714678250980681e-01,4.164083602197433120e-01,4.909368560446787932e-01,5.127725231821446128e-01,4.972848513585730879e-01,5.756896657105424753e-01,2.193320737519733610e-01,5.306333558416435059e-01,2.506715198833521785e-01,3.745290774693103009e-01,4.233711741759564329e-01,4.182073760181932442e-01,3.767979178531865037e-01,2.657693016881451653e-01,4.309146905841208519e-01,4.643788177687488972e-01,7.759176612377584326e-02,3.548862620088426567e-01,4.102619483543175072e-01,3.448726098328590006e-01,4.540596563193676771e-01,5.574643517470564413e-01,4.100157183006711281e-01,4.019763003450553263e-01,3.047616485018708188e-01,3.408385745455550508e-01,5.873320666800725398e-01,2.546189300518398313e-01,1.159973927477264966e-01,7.404063257267834430e-01,6.451892511865398028e-01,4.955476084470406550e-01,5.220263036444716676e-01,2.771302264696348661e-01,3.646534630561155121e-01,4.314806999439444457e-01,7.278094349692038056e-01,8.223521751166775751e-01,1.666663010323829186e-01,6.402037865182780285e-01,3.075119450825723466e-01,4.934284734412186513e-01,4.411982210737199761e-01,3.672361379556450811e-01,5.548599856372267158e-01,2.560305116219124266e-01,5.337938269425872573e-01,5.182258766976104436e-01,5.830231694505524365e-01,3.465404631397877577e-01,6.025254473129449950e-01,5.302604878475933869e-01,3.495446676698962113e-02,4.514742195471894703e-01,4.075105523366794325e-01,5.218465622368007040e-01,6.284643971941902274e-01,5.025088814851557117e-01,8.066739677489978000e-01,1.255407383437282531e-01,0.000000000000000000e+00,3.704518626202385478e-01,2.271710391298125409e-01,5.535851883980591470e-01,3.846508810267231793e-01,2.136385018490283005e-01,3.009393334036507550e-01,2.657693016881451653e-01,3.839683353794567378e-01,4.023874235602837302e-01,1.611326220604464843e-01,3.144101283356190435e-01,3.963193346737109990e-01,0.000000000000000000e+00,5.746195183732444312e-01,5.299903654904921657e-01,6.619208441012278676e-01,4.431686274031669814e-01,5.023555444941907311e-01,2.449225828187273912e-01,5.198418852197878026e-01,1.718389702141723818e-01,5.461369695835384119e-01,3.948395317661094750e-01,5.411749194203964164e-01,4.702342299381290225e-01,0.000000000000000000e+00,5.184140371830248117e-01,7.606272953764653399e-01,5.471889415660003975e-01,5.056805767336748358e-01,5.833816548194269425e-01,5.697963385951441140e-01,5.297193176038453855e-01,0.000000000000000000e+00,4.764349518842483366e-01,5.626124739456471735e-01,5.910971526133760451e-02,0.000000000000000000e+00,5.910971526133760451e-02,5.287357907154812686e-01,5.057357504929073100e-01,9.256065985647754513e-02,5.615988508888062336e-01,5.993923362378769104e-01,5.663524227302128011e-01,7.772373267459676827e-01,1.812675434531514918e-01,7.582463187514669745e-01,5.910971526133760451e-02,4.372787088397503963e-01,4.124440230354485259e-01,3.659553398483608722e-01,3.628836675596636141e-01,3.222645861408617307e-01,1.896910777297160511e-01,5.242684561775234897e-01,2.948355500621776537e-01,5.960126396199207921e-01,5.878025093875075546e-01,5.317034095056875076e-01,4.921291785776308325e-01,7.253156071456962062e-01,6.244032770690076672e-01,3.066057077679126830e-01,3.528809200884252539e-01,5.180372675963774709e-01,9.256065985647754513e-02,5.910971526133760451e-02,5.235085359834490415e-01,2.730587894363283863e-01,4.143343527097508305e-01,5.533841383524391588e-01,4.583233754100370927e-01,4.498456469659565804e-01,5.924575205789965882e-01,0.000000000000000000e+00,1.666663010323829186e-01,2.610496781852846282e-01,7.142077177758539008e-01,5.364313211685888261e-01,3.741264004591046688e-01,3.756639912503701439e-01,6.372052258696593308e-01,3.974835430691796567e-01,6.031073908400876871e-01,6.667144135822019591e-01,5.850449526710583825e-01,4.697721369689511484e-01,3.495446676698962113e-02,3.899091244259916267e-01,5.730664281199060461e-01,0.000000000000000000e+00,1.340542865785020465e-01,2.296201322041709347e-01,3.495446676698962113e-02,6.346381939531219318e-01,4.698879187175267202e-01,4.347941942976384366e-01,4.307251400324707546e-01,5.068311294613526696e-01,6.168156233219376228e-01,6.921790639842693160e-01,2.296201322041709347e-01,1.487470550576699690e-01,3.038233292577672828e-01,8.283332121839878104e-01,1.666663010323829186e-01,3.729533070147497131e-01,6.526821794401447274e-01,4.046600022726584700e-01,2.165362434011913195e-01,0.000000000000000000e+00,4.030607112686686033e-01,5.022019097064817084e-01,5.763248767629807201e-01,3.908573048835490282e-01,5.910971526133760451e-02,5.921128033719561534e-01,6.450882639860692214e-01,5.725612628579708208e-01,6.350121010064174731e-01,5.438993674161988201e-01,1.551814309715276730e-01,3.192157892871773095e-01,4.871737903571047856e-01,4.484987938586701972e-01,3.237460247616076869e-01,3.495446676698962113e-02,1.718389702141723818e-01,6.387666149698668638e-01,5.282947160639922535e-01,6.725214153402176986e-01,5.026619218316075166e-01,5.510966892331387035e-01,5.843947040353815181e-01,5.634283746014799865e-01,5.813157810800126946e-01,4.030607112686686033e-01,6.197752064458974530e-01,3.215132637567129636e-01,4.557375074474065979e-01,4.599140668196721737e-01,6.534359369586455468e-01,2.744392672538615296e-01,2.784422574130171468e-01,5.957538347087124597e-01,2.989566104944348379e-01,3.365877197055855419e-01,4.237866506288031077e-01,4.264353455127196657e-01,4.117233174414959840e-01,4.150317616485144634e-01,1.417412964635645090e-01,4.486502383192229604e-01,3.266281844348047914e-01,5.661813636372211578e-01,4.201835148433787359e-01,4.008768173619874919e-01,2.657693016881451653e-01,3.207548743868225971e-01,2.797326518638541537e-01,2.271710391298125409e-01,5.979844507598822689e-01,2.642270763846950032e-01,4.896452369824311757e-01,2.042469805373290093e-01,7.759176612377584326e-02,0.000000000000000000e+00,4.057084804038017523e-01,5.910971526133760451e-02,4.630025707409257119e-01,4.730626027503418984e-01,6.492721931920890366e-02,6.443522354411185260e-01,3.495446676698962113e-02,3.633298822360546687e-01,5.881924175441024527e-01,0.000000000000000000e+00,5.686428165092775044e-01,4.157230759321531854e-01,6.042585902522641383e-01,3.551693353393714503e-02,1.611326220604464843e-01,2.702228709800652551e-01,3.822357217188048772e-01,5.552934939170369733e-01,9.256065985647754513e-02,7.759176612377584326e-02,2.560305116219124266e-01,9.256065985647754513e-02,1.666663010323829186e-01,4.770713714834801111e-01,5.058092424728377612e-01,3.495446676698962113e-02,6.435062686381075592e-01,6.907368433127804019e-01,3.596878896216609833e-01,3.859986153136656384e-01,3.752824206866903767e-01,2.784422574130171468e-01,4.774581453947470688e-01,9.256065985647754513e-02,4.254271097547900893e-01,2.075031460500811886e-01,4.455645407612343623e-01,0.000000000000000000e+00,8.416691054652840620e-01,4.801788990264841961e-01,3.793821554594321022e-01,3.273326738482801312e-01,4.610864345478760118e-01,6.158161592343809332e-01,3.866639389109354230e-01,4.195543018504354071e-01,3.353300369875392151e-01,6.098942912472037348e-01,4.768597999969872991e-01,7.759176612377584326e-02,7.568287126787333063e-01,3.118933473740217455e-01,4.791565540326655492e-01,5.758110506260547545e-01,5.251363207780851416e-01,5.086237237552383439e-01,5.652920888871323379e-01,0.000000000000000000e+00,3.846508810267231793e-01,5.008055881868167525e-01,3.889494989938681035e-01,4.695958469319424511e-01,5.398005896989043206e-01,3.933315187220087217e-01,2.046450379268099085e-01,3.384375842792539668e-01,4.940275660040286398e-01,3.558701866078182730e-01,5.674722187934776452e-01,6.986428250533516238e-01,3.144101283356190435e-01,5.787282769805383031e-01,3.448726098328590006e-01,5.000980749171785034e-01,2.165362434011913195e-01,4.264353455127196657e-01,5.225631118162403776e-01,5.965277231163547134e-01,5.203325570563878122e-01,5.546621463948658848e-01,4.710364077654658477e-01,0.000000000000000000e+00,4.653649111085753631e-01,3.587505971859538123e-01,4.082704444379530728e-01,5.091177465542258140e-01,5.330163817135730175e-01,5.960452820961514853e-01,3.019122785367768791e-01,5.516336339612705197e-01,4.495529743490676022e-01,4.808867559788628232e-01,6.693511589802955131e-01,2.948355500621776537e-01,5.710943781640005490e-01,4.492532145163072865e-01,4.149414333249579756e-01,3.592206737466098754e-01,4.775978472356170457e-01,1.051448530615735205e-01,3.495446676698962113e-02,4.027910232804056134e-01,4.344328116514880045e-01,2.870627907774053189e-01,5.429863004232964308e-01,4.678963542217124405e-01,1.551814309715276730e-01,5.958245034190782219e-01,4.829730809241818967e-01,4.092724855752405966e-01,5.013515221382893738e-01,5.055885481289734695e-01,5.535851883980591470e-01,4.974483284474520706e-01,4.887388572821640409e-01,4.765413684373348557e-01,1.487470550576699690e-01,5.799463166024052541e-01,3.495446676698962113e-02,1.159973927477264966e-01,3.307636155264926936e-01,1.417412964635645090e-01,4.418605111779805861e-01,4.652423112818306894e-01,4.684873323454474825e-01,5.606128723113794621e-01,5.035740116686430179e-01,5.291957443302370834e-01,4.112391878085419061e-01,4.985833199602538457e-01,1.255407383437282531e-01,4.102619483543175072e-01,6.680295960815670897e-01,7.759176612377584326e-02,5.630016932396412210e-01,3.013299485827133917e-01,0.000000000000000000e+00,0.000000000000000000e+00,2.542843156577618835e-01,3.287229820052811058e-01,4.947912381098241164e-01,3.760437983532380346e-01,6.174272163814104042e-01,4.480426582064128138e-01,3.721613719488840455e-01,4.736163496795022798e-01,0.000000000000000000e+00,6.026767296608479541e-01,4.401943175283937748e-01,1.611326220604464843e-01,5.988956246901326885e-01,3.009393334036507550e-01,5.179743053926115781e-01,4.362234388240444627e-01,2.904877481620800617e-01,4.579206722318965861e-01,7.020482785407413662e-01,3.075119450825723466e-01,3.957307417509408065e-01,4.603067975586689897e-01,4.474303754612227180e-01,4.825799064832637653e-01,2.042469805373290093e-01,0.000000000000000000e+00,3.684964540639307229e-01,5.495059504639908665e-01,6.481517686969545666e-01,5.838487204574718259e-01,5.000980749171785034e-01,3.824002675314311372e-01,5.636408617180196368e-01,2.106300133477080061e-01,2.220324569067097797e-01,4.252238893906935546e-01,3.176460224546226452e-01,6.448732408807000827e-01,4.756859231432055690e-01,9.256065985647754513e-02,4.878219887668756027e-01,5.540257195877635876e-01,4.823825840269570508e-01,2.672817651233876934e-01,4.809873529783368906e-01,4.693073498660300102e-01,2.846941572506042628e-01,3.790180790371115438e-01,0.000000000000000000e+00,5.910971526133760451e-02,2.810025616024055539e-01,3.495446676698962113e-02,5.062488189203978584e-01,0.000000000000000000e+00,5.740944579169144912e-01,4.166355026450019317e-01,3.914831509450832914e-01,5.447122138534461477e-01,4.168619540315575689e-01,5.728451071660047855e-01,5.811742286747992869e-01,5.184140371830248117e-01,1.855909986787371846e-01,0.000000000000000000e+00,4.312924684671654574e-01,0.000000000000000000e+00,3.637735144558186806e-01,5.998635725068111046e-01,5.832437543615448527e-01,6.301909587915787148e-01,4.830710787719222354e-01,1.973033472455286430e-01,5.796580061592175870e-01,5.023317396478862440e-01,4.831689377650073558e-01,4.810878402906595408e-01,2.165362434011913195e-01,4.430062763122054603e-01,3.495446676698962113e-02,2.687661179044158466e-01,4.818871047882465342e-01,6.829475345503480677e-01,7.034299168530599999e-01,4.918667516276840068e-01,3.578020660744983261e-01,3.443088197957025476e-01,2.846941572506042628e-01,3.390447525724076816e-01,5.910971526133760451e-02,4.221114894951188412e-01,4.927381696714844272e-01,5.361314476813566765e-01,5.445323035334546091e-01,6.539231833195174870e-01,4.297127473755998350e-01,6.282302741224226050e-01,3.991983475037446660e-01,3.495446676698962113e-02,5.550967372146076162e-01,4.436536620377763973e-01,4.967923832903339276e-01,3.592206737466098754e-01,4.792593925370828845e-01,4.725049724286078390e-01,7.155356318698609108e-01,5.406091294273365211e-01,6.575442895011018862e-01,4.927381696714844272e-01,4.112391878085419061e-01,3.610733702155378699e-01,3.495446676698962113e-02,1.051448530615735205e-01,3.668114796499722940e-01,3.495446676698962113e-02,5.485701625885659460e-01,7.021824996589014489e-01,4.652423112818306894e-01,4.610864345478760118e-01,3.495446676698962113e-02,5.274051095890739393e-01,6.115244472145958676e-01,3.866639389109354230e-01,4.227438202758502239e-01,6.095373481195800469e-01,4.945375091597837836e-01,4.645027621068757440e-01,2.075031460500811886e-01,2.106300133477080061e-01,4.184293784395735627e-01,4.608274083543693056e-01,3.921040845554441545e-01,5.214255524788991014e-01,5.243847314076920396e-01,5.554505448621279706e-01,5.931181181503621946e-01,3.038233292577672828e-01,4.797715341018214952e-01,3.495446676698962113e-02,6.061201216742068132e-01,4.299622595722573104e-01,1.718389702141723818e-01,3.942397826030052954e-01,1.973033472455286430e-01,6.527280662320600335e-01,1.666663010323829186e-01,8.721239079307457898e-01,4.041304577761096750e-01,7.759176612377584326e-02,6.923251948051357685e-01,5.302604878475933869e-01,4.906303951125339791e-01,6.013705095644061860e-01,5.765354853527718815e-01,5.525747599328598714e-01,4.379744611017826750e-01,6.806525197012381900e-01,5.870694935646513235e-01,2.822521839616264905e-01,3.697370794899882962e-01,5.937007189849369260e-01,5.662498304360389367e-01,1.340542865785020465e-01,2.882209286142076721e-01,2.771302264696348661e-01,3.729533070147497131e-01,0.000000000000000000e+00,2.449225828187273912e-01,3.793821554594321022e-01,5.657693137498828184e-01,3.548862620088426567e-01,3.414276589069296652e-01,7.104228351404979769e-01,3.384375842792539668e-01,0.000000000000000000e+00,5.053672230692761724e-01,4.688398158059406962e-01,1.417412964635645090e-01,4.989847617789701650e-01,4.697721369689511484e-01,4.670615226999724201e-01,4.337050227614728248e-01,7.759176612377584326e-02,8.768439827092151528e-01,6.439688257793164672e-01,7.649488681705050031e-01,5.471889415660003975e-01,7.006517784410984939e-01,5.430514778744960358e-01,4.588571597612826070e-01,1.051448530615735205e-01,2.271710391298125409e-01,1.051448530615735205e-01,3.495446676698962113e-02,0.000000000000000000e+00,6.636977497908790324e-01,4.410318010360984031e-01,6.963307807477275846e-01,5.895803911104332551e-01,1.666663010323829186e-01,3.764217906502593802e-01,4.627497532151123028e-01,5.193481620759561324e-01,5.910971526133760451e-02,3.118933473740217455e-01,4.046600022726584700e-01,1.487470550576699690e-01,1.611326220604464843e-01,4.665804625897805868e-01,6.490063673519167464e-01,5.817389198080901158e-01,6.525673438072949750e-01,2.958860220920928041e-01,4.312924684671654574e-01,5.907689320315820947e-01,5.108605200892889497e-01,3.908573048835490282e-01,5.596888396187544856e-01,5.443970977113155030e-01,4.237866506288031077e-01,3.075119450825723466e-01,2.075031460500811886e-01,3.876515192712129965e-01,6.233296226017842612e-01,5.161260696459190056e-01,6.474402665193051964e-01,3.180571508963825345e-01,5.471453918134935313e-01,6.444796275849511424e-01,3.818846362620344492e-01,5.675059085495703926e-01,5.563475971531517406e-01,5.370276882434310561e-01,2.136385018490283005e-01,3.384375842792539668e-01,6.239920552451091451e-01,5.103765958113480883e-01,2.408440222287471510e-01,5.730965585346198266e-01,4.805841587685893979e-01,3.487108745232852525e-01,5.856898951039153367e-01,4.489523144875915417e-01,6.769155630895193898e-01,2.506715198833521785e-01,0.000000000000000000e+00,5.013515221382893738e-01,2.193320737519733610e-01,4.526337351907610551e-01,3.839683353794567378e-01,5.652512053881587617e-01,6.142649153378353377e-01,4.565632615900286351e-01,6.752423193571148730e-01,7.464991904709941117e-01,1.417412964635645090e-01,6.443394863134436212e-01,3.866639389109354230e-01,4.426806004956859719e-01,3.538899452146530011e-01,4.792593925370828845e-01,6.541825781639046822e-01,0.000000000000000000e+00,6.063269848997248079e-01,8.191984440956536773e-01,4.705790110614996857e-01,2.468858005235221031e-01,5.694356121108558044e-01,1.255407383437282531e-01,4.166355026450019317e-01,5.947339373645754712e-01,4.529210036704341968e-01,5.385478018436766767e-01,1.255407383437282531e-01,5.302604878475933869e-01,2.008516362572273783e-01,5.958511017800953713e-01,5.530613785762296120e-01,5.201489102077295756e-01,6.009523378123403647e-01,3.495446676698962113e-02,4.968746670945568544e-01,0.000000000000000000e+00,5.095400594440991915e-01,5.343079173638083379e-01,4.642547012921875993e-01,0.000000000000000000e+00,3.495446676698962113e-02,4.114816447640913810e-01,3.384375842792539668e-01,0.000000000000000000e+00,6.392576444552725556e-01,1.417412964635645090e-01,6.946543043528409234e-01,5.694684761713567633e-01,6.440712512652421173e-01,3.206480760928626106e-01,4.637162150058579124e-01,5.910971526133760451e-02,5.087519370080606507e-01,5.416900418341522583e-01,3.672361379556450811e-01,4.670615226999724201e-01,2.771302264696348661e-01,6.248613198639750843e-01,5.212444284465110877e-01,4.780165120424594294e-01,7.560683505497647339e-01,4.642161867287314392e-01,3.646534630561155121e-01,4.460351483991723542e-01,4.327858268441858169e-01,4.274309283058448927e-01,5.137034875403110323e-01,5.540257195877635876e-01,4.117233174414959840e-01,4.210461899582418899e-01,1.812675434531514918e-01,7.759176612377584326e-02,1.417412964635645090e-01,1.611326220604464843e-01,2.449225828187273912e-01,4.600451780994419537e-01,5.774911838139903386e-01,5.008055881868167525e-01,5.147602061685484509e-01,2.008516362572273783e-01,4.665804625897805868e-01,5.919151481208595467e-01,4.850058106104574440e-01,2.365436966441573086e-01,3.725583304749698343e-01,5.258808365391712814e-01,2.810025616024055539e-01,6.500334709118092968e-01,2.870627907774053189e-01,1.766932205269305944e-01,6.378999104035890655e-01,9.032317017241585644e-01,5.615988508888062336e-01,5.448020158099048382e-01,6.060373915555073987e-01,6.463165477405992121e-01,4.908019842703731928e-01,3.047616485018708188e-01,5.295018125592633185e-01,6.353699693921559533e-01,5.350220642469833976e-01,6.167975620812219395e-01,3.495446676698962113e-02,7.759176612377584326e-02,3.914831509450832914e-01,4.962139279486007526e-01,0.000000000000000000e+00,3.899091244259916267e-01,2.488011336456604772e-01,1.666663010323829186e-01,4.836564775833929741e-01,5.879326893012153388e-01,1.340542865785020465e-01,4.519110450721469663e-01,3.425927245438979973e-01 +2.419159764014127412e-01,3.535519081828046584e-02,6.161874679670821253e-01,3.535519081828046584e-02,6.750798855427164735e-01,5.439723931370976651e-01,5.184653601032843673e-01,4.184324114204175382e-01,6.007192035374824268e-01,3.138449324428277953e-01,6.671443407273057735e-01,1.426797223233975676e-01,5.339837750330244104e-01,3.187510197359568753e-01,5.675791445636271249e-01,3.691930405925529790e-01,5.837585528122684053e-01,5.733055394598493004e-01,5.662714285300812778e-01,6.745343026419651222e-01,6.603560338530368723e-01,6.860512659055028051e-01,4.339062490562498042e-01,2.257031257590555728e-01,5.865731091791615004e-01,6.009433801354827631e-01,5.406625833326477171e-01,7.829465819150036032e-02,1.561488834131880277e-01,3.942293787639944980e-01,4.664869332883540554e-01,6.463771168665081168e-01,4.892209609127753933e-01,4.371668032974698748e-01,1.349744771001078480e-01,4.052488460559715011e-01,5.365511305203680692e-01,5.135534363443396977e-01,3.956577568542958834e-01,5.084604630172532280e-01,6.272000452589936437e-01,4.571353445393623316e-01,5.967132323867374577e-01,4.576849049890299170e-01,3.195399148432946923e-01,3.535519081828046584e-02,4.721586480923016804e-01,3.535519081828046584e-02,6.144138015657195639e-01,4.335355355392701004e-01,5.210269606177271307e-01,5.835077974454337957e-01,5.255083824229965783e-01,0.000000000000000000e+00,5.991319112534052582e-01,6.188916217603088743e-01,3.573098049935188314e-01,4.998672343415320185e-01,5.990280859917008760e-01,4.322241505424532781e-01,3.850847590129229392e-01,5.970328896151783776e-02,3.579548751398379802e-01,2.306839362806182014e-01,3.442794801502457314e-01,5.598780647197334481e-01,5.429072868135855767e-01,4.073460887496332394e-01,7.549473808188271740e-01,5.002678745798163629e-01,3.103964214636448227e-01,5.674083107372741575e-01,5.579481063281936937e-01,6.987471076342507414e-01,4.141871995741483459e-01,3.857673698700139209e-01,3.535519081828046584e-02,4.806896100210422129e-01,6.265224994749004628e-01,4.483977879764906582e-01,4.052488460559715011e-01,4.731782651407108187e-01,7.141459584554625817e-01,6.126959915307943483e-01,5.112520179814110666e-01,1.676558785351377201e-01,4.525956543624312101e-01,3.598637985996777644e-01,0.000000000000000000e+00,4.840957333268196550e-01,3.289642355530670303e-01,3.498224240828748388e-01,3.555020838675052586e-01,3.049243600836417656e-01,4.743370411815765464e-01,4.636180404246287856e-01,3.971697396777901234e-01,5.238055359591127225e-01,5.245146167859279229e-01,3.847412319787976709e-01,2.571118682511066567e-01,6.850448635449349899e-01,2.604947957041679474e-01,3.535519081828046584e-02,5.970328896151783776e-02,3.338615235844828444e-01,4.173774536365845722e-01,3.345138110787318486e-01,5.996114520110752411e-01,3.830007948491643832e-01,3.887683748910339965e-01,3.129966820148472051e-01,3.569829002681351726e-01,4.775573744030956469e-01,1.059739075691593507e-01,4.373440920966673029e-01,4.669754097753440747e-01,6.479125554179303581e-01,5.208423180980599199e-01,3.487444906731062000e-01,4.287486577452839787e-01,5.226094391637575720e-01,9.333997645311915836e-02,6.099274365344042881e-01,0.000000000000000000e+00,4.983260350368602931e-01,2.698538154001246525e-01,1.059739075691593507e-01,4.496200763994254723e-01,4.034050872124432252e-01,3.413551615214523438e-01,5.917426884796446185e-01,7.829465819150036032e-02,3.956337507505302553e-01,3.095103212333821241e-01,0.000000000000000000e+00,4.465281843901399150e-01,2.990454659164904494e-01,7.507580482925858556e-01,0.000000000000000000e+00,0.000000000000000000e+00,3.867804270566178593e-01,5.336700156970609621e-01,6.003366340659221922e-01,0.000000000000000000e+00,1.676558785351377201e-01,3.903876218743208559e-01,4.269519403701447224e-01,2.698538154001246525e-01,2.990454659164904494e-01,5.483129704840005170e-01,5.498651810162564768e-01,1.866091986178339823e-01,1.983364351675613035e-01,3.712610819242480042e-01,4.586375678171604742e-01,3.801339486731614703e-01,4.068269791309377936e-01,4.273547443997259832e-01,3.358025823925641640e-01,4.359147543083556897e-01,3.535519081828046584e-02,4.700240724613034549e-01,5.275158929446065459e-01,4.509729444803637910e-01,5.654342246238611702e-01,2.857886894185213134e-01,6.437499062042986164e-01,6.479249170398121427e-01,6.387614306419301391e-01,6.085568026902911098e-01,5.352095544672644811e-01,5.011421884769340362e-01,3.519352025976212883e-01,5.015364393798935616e-01,3.771592886988888171e-01,5.142932244500943995e-01,4.817067158874161481e-01,3.263070852388768039e-01,4.124212489036844786e-01,4.674609099633452169e-01,3.067907009465661305e-01,4.569973558152350401e-01,5.260871799261624959e-01,5.723151985782427564e-01,3.305168835273299410e-01,3.736734022285999046e-01,4.759434870013680707e-01,3.589150523713813268e-01,4.277555432610034569e-01,5.695676539428522478e-01,3.971432110321914122e-01,4.118710025714817924e-01,3.726972520158625124e-01,3.338615235844828444e-01,4.543286973670652151e-01,3.884405098383171273e-01,2.741482800973158995e-01,5.512617744194593383e-01,4.359147543083556897e-01,4.273547443997259832e-01,4.154535653338268797e-01,1.497006220996662806e-01,5.004275586007898013e-01,2.376127414794639015e-01,2.668555966918766398e-01,3.704403707875837948e-01,4.946372800284455362e-01,7.401103579100520857e-01,4.865098578105520599e-01,4.674609099633452169e-01,4.434745686201516657e-01,3.332038128383145725e-01,4.103912708090579620e-01,2.479614092380511003e-01,6.302873814175665723e-01,5.963107443738621116e-01,4.900437854765967161e-01,5.151586764939642960e-01,1.426797223233975676e-01,3.535519081828046584e-02,5.043943533664089207e-01,2.969846295080103560e-01,5.489634295636921513e-01,1.728366124473645626e-01,2.498780710355353596e-01,4.797628959427051032e-01,1.497006220996662806e-01,5.406851188497303617e-01,4.589076802850854397e-01,5.263175101926911292e-01,1.320054001022733237e-01,4.782994015101962315e-01,5.242199367224474882e-01,5.759897570796654875e-01,5.897564849584835400e-01,4.534669087840343393e-01,5.751878096099491966e-01,4.098918262498625342e-01,4.655008152821301093e-01,5.762960436414255039e-01,2.257031257590555728e-01,1.349744771001078480e-01,1.497006220996662806e-01,5.483129704840005170e-01,0.000000000000000000e+00,0.000000000000000000e+00,4.961671713104687798e-01,5.883253548208333683e-01,6.585719694824582193e-01,1.676558785351377201e-01,2.782218033103118215e-01,2.052877132467771926e-01,2.052877132467771926e-01,4.994645547218393156e-01,4.340909563779786207e-01,6.036175736956672644e-01,6.949036276752212915e-01,3.913435520945039436e-01,5.159695703050177773e-01,3.535519081828046584e-02,5.752188036947871730e-01,5.669623962952777818e-01,3.589150523713813268e-01,4.303121898274193113e-01,3.332038128383145725e-01,5.739064539577971580e-01,3.535519081828046584e-02,7.829465819150036032e-02,0.000000000000000000e+00,0.000000000000000000e+00,1.822793946485090355e-01,5.552695647341515661e-01,4.103912708090579620e-01,4.997377904327942599e-01,5.001406904200679238e-01,4.842915935340286193e-01,5.050741818727334520e-01,1.059739075691593507e-01,5.771806583632570486e-01,4.140399409401352981e-01,4.450691193577688276e-01,5.014577490246883151e-01,4.219510679774439166e-01,3.635486950057066347e-01,1.059739075691593507e-01,4.879237465260776174e-01,5.001078533607056231e-01,1.059739075691593507e-01,2.517497193424327318e-01,4.364537750418581163e-01,4.283529067996279527e-01,4.620788672306125888e-01,5.401076167875412670e-01,4.093891636594209071e-01,4.221658681877142327e-01,3.370705822945239127e-01,4.394407966490093687e-01,5.688991721392288037e-01,3.947983840600208238e-01,2.795342507588500780e-01,7.450267893023504451e-01,6.121538626562769148e-01,4.901346825646712979e-01,5.297494853663134995e-01,2.845767799223436478e-01,3.332038128383145725e-01,4.156867259428319028e-01,7.204118974242657014e-01,5.905518550984056869e-01,1.621119330810111003e-01,7.103834217601305845e-01,3.771592886988888171e-01,5.255664510529018951e-01,4.303121898274193113e-01,2.571118682511066567e-01,5.750637116934965709e-01,1.676558785351377201e-01,5.442020553365212177e-01,5.046216081541831100e-01,5.498032461927083725e-01,4.310825349983036237e-01,3.389352692899194608e-01,5.038615259437234650e-01,1.426797223233975676e-01,4.943268566675956821e-01,4.719302751949476793e-01,4.833073893394219667e-01,6.311936209990577362e-01,4.980799262669253213e-01,6.395486062413684447e-01,3.535519081828046584e-02,0.000000000000000000e+00,4.508968947517938419e-01,2.376127414794639015e-01,5.164719402309581042e-01,3.298305228283757717e-01,2.018884020469819407e-01,3.270244393702211871e-01,2.604947957041679474e-01,4.380491759875496105e-01,3.864947108912791807e-01,1.907142655879562887e-01,3.720733658214751549e-01,4.404686860893312628e-01,9.333997645311915836e-02,5.738749413051442705e-01,5.055989305593597827e-01,6.014565908719661236e-01,3.419487163722062517e-01,5.141592235119134546e-01,2.845767799223436478e-01,4.822104154372510165e-01,1.168652363170772507e-01,5.417330555954541493e-01,4.324128227121291079e-01,3.881112217243337104e-01,5.490497603527560999e-01,9.333997645311915836e-02,5.587794783455665160e-01,7.014506880070687789e-01,3.994634524178265478e-01,4.837458908281849213e-01,5.524277199828150353e-01,4.738507878227818382e-01,5.724115794890681785e-01,3.535519081828046584e-02,5.137558892545410760e-01,5.550251394455681941e-01,9.333997645311915836e-02,3.535519081828046584e-02,0.000000000000000000e+00,5.618839264644827081e-01,6.667458532591750142e-01,1.776988142295017337e-01,5.222470506095613363e-01,6.061624138085346392e-01,5.637685801215337467e-01,6.961496753229378109e-01,2.282327252048782507e-01,6.868412232586412758e-01,5.970328896151783776e-02,4.569973558152350401e-01,3.786606328084251016e-01,4.383993751951713036e-01,4.299242030109106105e-01,4.177548523457669805e-01,1.615925107764559499e-01,5.543066780913885605e-01,2.713113612449919998e-01,6.203237796627848466e-01,5.763266066330384740e-01,5.739694416285926470e-01,5.596520181496550395e-01,3.679258030965595894e-01,6.321952283450947840e-01,3.138449324428277953e-01,4.502241973462928759e-01,5.158180393500003680e-01,2.085469514538101921e-01,1.168652363170772507e-01,5.517218747230563380e-01,3.728774647681243892e-01,4.305055062298780433e-01,4.951189837038367236e-01,4.450964156961682017e-01,5.002262925294185258e-01,7.017392000360235249e-01,1.426797223233975676e-01,3.938375358129603820e-01,3.318717555370398475e-01,5.543470323420055523e-01,5.335126727822698811e-01,3.648874198014563919e-01,4.306983171969516744e-01,6.547537744125104808e-01,3.962552898831034898e-01,5.519717185249094493e-01,6.577902027214119762e-01,6.477516761050088334e-01,5.138232546001310075e-01,3.535519081828046584e-02,3.867804270566178593e-01,6.040104820969567356e-01,0.000000000000000000e+00,4.736272548794999704e-01,2.959337225864648313e-01,5.970328896151783776e-02,6.281738769261880906e-01,4.965031563021287120e-01,5.148933942193396618e-01,4.891290072257351018e-01,5.880886865062732172e-01,5.744089677256135618e-01,6.905687696310457424e-01,2.376127414794639015e-01,7.829465819150036032e-02,2.535777860552820284e-01,8.260041639780227873e-01,9.333997645311915836e-02,3.370705822945239127e-01,6.500229340373246956e-01,4.751789203114861748e-01,5.970328896151783776e-02,0.000000000000000000e+00,6.110977212325620078e-01,5.613318201315415923e-01,5.239241653677663146e-01,3.950556223904631015e-01,3.535519081828046584e-02,6.018559269804387712e-01,6.502513141073157366e-01,5.300791530956739939e-01,5.666176698882320339e-01,5.487472087153888456e-01,9.333997645311915836e-02,3.187510197359568753e-01,5.013789663305133759e-01,5.101007529018383169e-01,3.857673698700139209e-01,1.497006220996662806e-01,1.264369248611630636e-01,6.523243909467308921e-01,3.822937801993262497e-01,7.068952178104118689e-01,4.931647120002109475e-01,6.343228289335426373e-01,5.609244869571059500e-01,6.167577451729308047e-01,6.331992034265693237e-01,4.493162770066925771e-01,5.472168462728561611e-01,4.123581445234735798e-01,4.685424857071803229e-01,5.054493610111046031e-01,5.907048793227688277e-01,3.564923974177946486e-01,3.944489235753045886e-01,6.094865892575113131e-01,3.691930405925529790e-01,4.414833906743881875e-01,4.943794043300566710e-01,5.019287212871708093e-01,4.728398575892144295e-01,4.719302751949476793e-01,1.561488834131880277e-01,5.117768649082936605e-01,3.465434337341440907e-01,5.624686156958750294e-01,6.890620255530776062e-01,4.217356829315422884e-01,3.833520088044317098e-01,2.203875118290848645e-01,2.146882956962365141e-01,1.264369248611630636e-01,6.050225735489994650e-01,3.086141830367075678e-01,3.277353468684383597e-01,1.426797223233975676e-01,5.970328896151783776e-02,0.000000000000000000e+00,2.808252786421410185e-01,1.059739075691593507e-01,4.943794043300566710e-01,4.692554142683550422e-01,6.438222765170431572e-02,5.500783792882213419e-01,0.000000000000000000e+00,3.980213280986490409e-01,6.670958513565008463e-01,0.000000000000000000e+00,5.711493453815048582e-01,5.290304685472645430e-01,6.030201705347748575e-01,8.233263133549391377e-02,3.218606026549200028e-01,4.558846694645208864e-01,4.221658681877142327e-01,3.736734022285999046e-01,1.264369248611630636e-01,3.535519081828046584e-02,4.831090564448535241e-01,1.625692197436536257e-01,1.866091986178339823e-01,4.979154273535606468e-01,5.386451302095177640e-01,1.059739075691593507e-01,6.693715780583531227e-01,6.977833996310544018e-01,3.187510197359568753e-01,3.000560949466878347e-01,3.965019443341431526e-01,2.306839362806182014e-01,4.792016039788488113e-01,9.333997645311915836e-02,4.019949203123635573e-01,3.425378508326805127e-01,4.514187987302843430e-01,0.000000000000000000e+00,8.224372161119631874e-01,4.627238365096002504e-01,2.085469514538101921e-01,3.980125981026277349e-01,4.533223644468932778e-01,6.316808344691633437e-01,3.639974585503386040e-01,4.380860400668545873e-01,2.419159764014127412e-01,7.058441983815361143e-01,4.731782651407108187e-01,3.535519081828046584e-02,8.079479917688905388e-01,3.752417166174230601e-01,5.480512803265791266e-01,6.237191893555953381e-01,6.088004092192579320e-01,5.103122255871422874e-01,6.107585353534166206e-01,0.000000000000000000e+00,3.593908056968843634e-01,4.838993695457993183e-01,4.261401265218376366e-01,4.482529217364896734e-01,5.984417719268766422e-01,3.782879761472162650e-01,2.675249160371035995e-01,2.526688709106005848e-01,5.350207388402858921e-01,4.312739463644179594e-01,6.211083601063150939e-01,7.435017398022487622e-01,3.311972201102213464e-01,5.333023848869012928e-01,4.369891478432190168e-01,4.965869300542949949e-01,2.857886894185213134e-01,4.800730023343130481e-01,5.095340672998130982e-01,5.608502017090520875e-01,4.846818651453191351e-01,5.826661553933483173e-01,5.052994948241871231e-01,1.676558785351377201e-01,4.499227135597165805e-01,4.242824257366516472e-01,4.614285962025777565e-01,5.663515430715660992e-01,5.692341191491649965e-01,6.015706056061871365e-01,3.291382782698993870e-01,6.143949187229346132e-01,5.352265049109574679e-01,4.730656233969443569e-01,6.380784174242120077e-01,4.627238365096002504e-01,6.033248676146204525e-01,4.538989893454365432e-01,4.686307612006718193e-01,4.506743061295831465e-01,5.007459628816678388e-01,9.333997645311915836e-02,3.535519081828046584e-02,4.068269791309377936e-01,3.740683878459313272e-01,2.419159764014127412e-01,3.786606328084251016e-01,4.342752334318779051e-01,2.517497193424327318e-01,6.026705032603575374e-01,4.458950523153702439e-01,4.025466130281482591e-01,5.148269344156413130e-01,5.291969742316646741e-01,5.305165805827487535e-01,3.775372876886582407e-01,5.678857309089806460e-01,5.650827591983080822e-01,1.497006220996662806e-01,7.177726091431527733e-01,3.535519081828046584e-02,1.621119330810111003e-01,3.579548751398379802e-01,1.561488834131880277e-01,5.202013360612338655e-01,4.747386758691415909e-01,4.541857205539883147e-01,5.290860093914337980e-01,5.187189603694046802e-01,4.981891355302567326e-01,3.790315421964113307e-01,5.561025849769061224e-01,3.413551615214523438e-01,5.250422820937979962e-01,4.221658681877142327e-01,7.829465819150036032e-02,5.217612725596907364e-01,3.454648387144728106e-01,3.535519081828046584e-02,5.970328896151783776e-02,3.794007206196000626e-01,3.712610819242480042e-01,4.223800867297662909e-01,4.057784274149909276e-01,5.510517459272291640e-01,4.488583519356874607e-01,3.771592886988888171e-01,5.206572326394883765e-01,0.000000000000000000e+00,6.144704264134234206e-01,4.497715397025729422e-01,3.535519081828046584e-02,6.156502374205350403e-01,3.318717555370398475e-01,4.988159818766583764e-01,5.144142850590670557e-01,3.687728796358619721e-01,4.844869700123588530e-01,7.055185717135598056e-01,3.291382782698993870e-01,4.964192937404592887e-01,4.565819149184062731e-01,3.039744137823988668e-01,4.929896563093127959e-01,3.187510197359568753e-01,5.970328896151783776e-02,3.833520088044317098e-01,5.442479062479023133e-01,6.298368634198978633e-01,5.636610582435981343e-01,4.199911205697148819e-01,3.210946251419936615e-01,5.279676851637833401e-01,1.497006220996662806e-01,2.926945468523998173e-01,4.712411534812817604e-01,3.857673698700139209e-01,6.450936364020619651e-01,4.246990550599878955e-01,9.333997645311915836e-02,4.920198322235985744e-01,5.177637579673394219e-01,5.147604187306487056e-01,3.584364205339026221e-01,4.818077270292281944e-01,4.690184916086538314e-01,2.869823124790302771e-01,4.041790229571434745e-01,5.970328896151783776e-02,5.970328896151783776e-02,2.439828808951505779e-01,1.168652363170772507e-01,5.321891385964334642e-01,5.970328896151783776e-02,7.191208518537627326e-01,5.368033449162363802e-01,4.182072159357841379e-01,5.020851048514006765e-01,4.505245631158907860e-01,5.787045745501654403e-01,5.476132022839205193e-01,5.155549509992917168e-01,3.782879761472162650e-01,0.000000000000000000e+00,3.431226302565483777e-01,0.000000000000000000e+00,2.146882956962365141e-01,5.915916605744953038e-01,5.210269606177271307e-01,6.201132360758859763e-01,4.686617506860863980e-01,2.397936159472544848e-01,5.797941938872812617e-01,5.019482878831960093e-01,4.821099353453616732e-01,6.410054590523370788e-01,2.698538154001246525e-01,4.159192013542466482e-01,7.829465819150036032e-02,2.146882956962365141e-01,4.166125972172792236e-01,6.619145344998523806e-01,6.863247695031305939e-01,5.198501794263414855e-01,4.030944848824332127e-01,3.907075882626608876e-01,3.732445767650727220e-01,3.790315421964113307e-01,3.535519081828046584e-02,4.520094149916578652e-01,4.954908747261358992e-01,4.997064140946320121e-01,5.223075623144383117e-01,6.449012321538416526e-01,4.736272548794999704e-01,6.580190173352608030e-01,3.988897536040847402e-01,7.829465819150036032e-02,5.621036867936971548e-01,4.780881084025928596e-01,4.228067913508342102e-01,2.257031257590555728e-01,4.387480618091317841e-01,5.096051238238563652e-01,7.237188911926205614e-01,6.458078379855374251e-01,5.242199367224474882e-01,5.196001965918369825e-01,4.567206295751555234e-01,4.720445440540760873e-01,3.535519081828046584e-02,3.535519081828046584e-02,2.116772050395090143e-01,1.264369248611630636e-01,4.962513014340275141e-01,7.455502679264401911e-01,4.694916294742595420e-01,4.394407966490093687e-01,0.000000000000000000e+00,5.434184714460013055e-01,5.339044111576104479e-01,4.468428602938975813e-01,4.845844775987294684e-01,5.907115030377213527e-01,5.414486355246488358e-01,4.320350273107808059e-01,1.426797223233975676e-01,1.349744771001078480e-01,4.433105137849849275e-01,4.230193212962258809e-01,3.812212672581603012e-01,5.487905001899117119e-01,5.639831737632406972e-01,6.063926018990174471e-01,5.284169117843445784e-01,2.459971538444104822e-01,4.500735990750080462e-01,7.829465819150036032e-02,5.452952324214948021e-01,3.687728796358619721e-01,2.535777860552820284e-01,4.657484941146336488e-01,3.657674802266033254e-01,6.419708859000232692e-01,5.970328896151783776e-02,6.572097590649483845e-01,4.327888224360542657e-01,5.970328896151783776e-02,7.165983975036376297e-01,5.016935856521507198e-01,5.112221015914552025e-01,6.139023659220175233e-01,6.414359942009513205e-01,5.383493584178278279e-01,4.438016032247009690e-01,6.800587687817014615e-01,3.077077768400351965e-01,5.797941938872812617e-01,3.508858665752963568e-01,5.861963775915405295e-01,6.184263632994683180e-01,2.116772050395090143e-01,3.187272379416424828e-01,3.058630343472247270e-01,3.847412319787976709e-01,3.535519081828046584e-02,2.376127414794639015e-01,4.036385884357345244e-01,5.644816525684227537e-01,3.383185778341430971e-01,3.926439778800010494e-01,6.799516469922095574e-01,3.833520088044317098e-01,1.776988142295017337e-01,5.506722896877981333e-01,4.655008152821301093e-01,9.333997645311915836e-02,5.868143484424394041e-01,4.655169258883030126e-01,4.674609099633452169e-01,4.271535987627636533e-01,0.000000000000000000e+00,7.249374536934786173e-01,6.377838850185242325e-01,6.424624621325292217e-01,4.915750561105456384e-01,6.276645073187634427e-01,5.063166724821189790e-01,5.712797389312760377e-01,1.561488834131880277e-01,2.668555966918766398e-01,1.059739075691593507e-01,5.970328896151783776e-02,1.264369248611630636e-01,5.816156439275064205e-01,4.567206295751555234e-01,7.211402866626061003e-01,6.254787597489697148e-01,2.085469514538101921e-01,5.358915902347275440e-01,4.575478723816570614e-01,4.917532667550950642e-01,0.000000000000000000e+00,2.419159764014127412e-01,4.289457932506476889e-01,3.555020838675052586e-01,2.230899582090722089e-01,5.126017767519781554e-01,7.094518918665744245e-01,5.779917772986000735e-01,7.140250220545979465e-01,2.085469514538101921e-01,4.234426009530393165e-01,6.353438120050642901e-01,4.575478723816570614e-01,6.059735779401078659e-01,5.680894556554345609e-01,5.753735977174182503e-01,3.163360032829434787e-01,2.727425370622595935e-01,2.257031257590555728e-01,4.263438623484962497e-01,4.536112150734675774e-01,5.414961099400953382e-01,6.148280978218072512e-01,2.840005844942677937e-01,5.611099020347649624e-01,5.613687525828765512e-01,4.003163244137948329e-01,5.511358212681073399e-01,5.729555479556079911e-01,5.096761291729990928e-01,3.318717555370398475e-01,4.525956543624312101e-01,5.370547488342077846e-01,5.343482601099206475e-01,5.235677632435296047e-01,5.669967858477444889e-01,5.039378622913155414e-01,3.364391228898279684e-01,4.593110918027245027e-01,4.078618597304591309e-01,6.849442907416657400e-01,2.927275942375770490e-01,0.000000000000000000e+00,4.881103655968832000e-01,3.129966820148472051e-01,4.715864749132747114e-01,4.506743061295831465e-01,4.994346751617758651e-01,6.080403121554728285e-01,4.431461472206619234e-01,4.779822310388719964e-01,6.745431320858185087e-01,1.426797223233975676e-01,6.459980524147678205e-01,4.159192013542466482e-01,4.571353445393623316e-01,3.696110557157636922e-01,4.829102427156504729e-01,6.502273055734802965e-01,0.000000000000000000e+00,5.883292920576781437e-01,8.098190927971690156e-01,5.089632929359422242e-01,2.741482800973158995e-01,4.841937240461945402e-01,0.000000000000000000e+00,3.487444906731062000e-01,5.818724595284576750e-01,4.406387049330509065e-01,6.298847036515244913e-01,3.535519081828046584e-02,5.970328896151783776e-02,1.776988142295017337e-01,5.920999790397737383e-01,6.229602028723080220e-01,6.125028017635693045e-01,4.959986272014094699e-01,3.226192344586119032e-01,5.310599925361768614e-01,0.000000000000000000e+00,5.104528856508165902e-01,4.862240288918049935e-01,5.977688642788216988e-01,0.000000000000000000e+00,0.000000000000000000e+00,4.128423050116165061e-01,4.439646149272745146e-01,7.829465819150036032e-02,7.256023710314346564e-01,1.907142655879562887e-01,6.343521828187941303e-01,6.220739821685919990e-01,4.814029602782864403e-01,3.779660214414327091e-01,5.092192268946140743e-01,4.875491824310606015e-01,5.073720876287577397e-01,5.270615056533929366e-01,3.648874198014563919e-01,4.466856788080296736e-01,3.953572892344704992e-01,6.269587277991396368e-01,2.980217584161538591e-01,2.948686666418826041e-01,7.765595549726712621e-01,5.136506798420479303e-01,3.487444906731062000e-01,4.715864749132747114e-01,4.765930021378637638e-01,4.145139474246037903e-01,4.965869300542949949e-01,3.010541514399084351e-01,4.279551660685402825e-01,4.656247516312195245e-01,2.203875118290848645e-01,1.426797223233975676e-01,1.497006220996662806e-01,1.776988142295017337e-01,1.907142655879562887e-01,4.283529067996279527e-01,5.252173981693101235e-01,4.880171110922093547e-01,4.960829516198090317e-01,2.498780710355353596e-01,4.912174099750102330e-01,6.055100704545230972e-01,4.911277492040612147e-01,2.076803644233451429e-01,3.529708927889385062e-01,4.882965619582015915e-01,2.498780710355353596e-01,6.296514530024093226e-01,5.049115529128392899e-01,2.146882956962365141e-01,6.055734346328791595e-01,8.705884929148332008e-01,5.914655870881881938e-01,5.602908143593504642e-01,6.059735779401078659e-01,6.808127422023699804e-01,5.246263092708823850e-01,5.148933942193396618e-01,5.410200618654864568e-01,6.369220583474912711e-01,5.668246822770102167e-01,6.006967512962436695e-01,1.349744771001078480e-01,1.264369248611630636e-01,4.943794043300566710e-01,3.890948866940515671e-01,0.000000000000000000e+00,3.454195556091078645e-01,3.171492281711018602e-01,2.782218033103118215e-01,5.103825868822841061e-01,5.280802287087917879e-01,1.947315718298812393e-01,6.042319761027700187e-01,4.058285188688442457e-01 \ No newline at end of file diff --git a/tutorials/multiomics-cancer-classification/extend-reading/configuration.md b/tutorials/multiomics-cancer-classification/extend-reading/configuration.md new file mode 100644 index 0000000..e69de29 diff --git a/tutorials/multiomics-cancer-classification/extend-reading/data.md b/tutorials/multiomics-cancer-classification/extend-reading/data.md new file mode 100644 index 0000000..2d4ac22 --- /dev/null +++ b/tutorials/multiomics-cancer-classification/extend-reading/data.md @@ -0,0 +1,12 @@ +# Organization of Input Data + +To help users better understand the format and organization of the input data, we provide example data under [data-example folder](https://github.com/pykale/tutorials/multiomics-cancer-classification/data-example). + +For each modality/omics, the raw data is separated into five files: +- [`{}_feat_name.csv`](https://github.com/pykale/tutorials/multiomics-cancer-classification/data-example/1_feat_name.csv): Names of all features of current modality. Each row represents one example. +- `{}_lbl_te.csv`: Labels of test set. +- `{}_lbl_tr.csv`: Labels of training set. +- `{}_te.csv`: Values of all features for test examples. Each row is one example and each column is one feature. In this tutorial, it is the normalized gene expression level for mRNA and miRNA, and is $\beta$ value for DNA methylation. +- `{}_tr.csv`: Values of all features for training examples. Each row is one example and each column is one feature. In this tutorial, it is the normalized gene expression level for mRNA and miRNA, and is $\beta$ value for DNA methylation. + +Within in `{}` is the index of the modality, starting from 1. For example, if user has two modalities, the files are named as `1_feat_name.csv`, ..., `2_feat_name.csv`, ... \ No newline at end of file diff --git a/tutorials/multiomics-cancer-classification/extend-reading/extension_tasks.md b/tutorials/multiomics-cancer-classification/extend-reading/extension_tasks.md new file mode 100644 index 0000000..e69de29 diff --git a/tutorials/multiomics-cancer-classification/extend-reading/helper_functions.md b/tutorials/multiomics-cancer-classification/extend-reading/helper_functions.md new file mode 100644 index 0000000..e69de29 From 657591e85fc488fac465e29d320dcd2f36b71189 Mon Sep 17 00:00:00 2001 From: wenruifan Date: Fri, 4 Jul 2025 14:47:19 +0100 Subject: [PATCH 4/9] Add extend readings. --- _toc.yml | 9 + .../data-example/1_feat_name.csv | 2 +- .../data-example/1_lbl_tr.csv | 2 +- .../data-example/1_te.csv | 2 +- .../data-example/1_tr.csv | 2 +- .../extend-reading/configuration.md | 0 .../extend-reading/data.md | 50 +++++- .../extend-reading/extension-tasks.md | 9 + .../extend-reading/extension_tasks.md | 0 .../extend-reading/helper-functions.md | 34 ++++ .../extend-reading/helper_functions.md | 0 .../extend-reading/interpretation-study.md | 40 +++++ .../tutorial.ipynb | 165 +----------------- 13 files changed, 144 insertions(+), 171 deletions(-) delete mode 100644 tutorials/multiomics-cancer-classification/extend-reading/configuration.md create mode 100644 tutorials/multiomics-cancer-classification/extend-reading/extension-tasks.md delete mode 100644 tutorials/multiomics-cancer-classification/extend-reading/extension_tasks.md create mode 100644 tutorials/multiomics-cancer-classification/extend-reading/helper-functions.md delete mode 100644 tutorials/multiomics-cancer-classification/extend-reading/helper_functions.md create mode 100644 tutorials/multiomics-cancer-classification/extend-reading/interpretation-study.md diff --git a/_toc.yml b/_toc.yml index 6228d7b..de8fcca 100644 --- a/_toc.yml +++ b/_toc.yml @@ -35,3 +35,12 @@ parts: title: Data & Config - file: tutorials/drug-target-interaction/tutorial - file: tutorials/multiomics-cancer-classification/tutorial + sections: + - file: tutorials/multiomics-cancer-classification/extend-reading/data + title: Data + - file: tutorials/multiomics-cancer-classification/extend-reading/helper-functions + title: Helper Functions & Model Details + - file: tutorials/multiomics-cancer-classification/extend-reading/interpretation-study + title: Interpretation Study + - file: tutorials/multiomics-cancer-classification/extend-reading/extension-tasks + title: Extension Tasks diff --git a/tutorials/multiomics-cancer-classification/data-example/1_feat_name.csv b/tutorials/multiomics-cancer-classification/data-example/1_feat_name.csv index 217ed42..91cef9c 100644 --- a/tutorials/multiomics-cancer-classification/data-example/1_feat_name.csv +++ b/tutorials/multiomics-cancer-classification/data-example/1_feat_name.csv @@ -2,4 +2,4 @@ A2ML1|144568 ABAT|18 ABCA13|154664 ABCC11|85320 -ABCC8|6833 \ No newline at end of file +ABCC8|6833 diff --git a/tutorials/multiomics-cancer-classification/data-example/1_lbl_tr.csv b/tutorials/multiomics-cancer-classification/data-example/1_lbl_tr.csv index 52a271c..d1fe6e4 100644 --- a/tutorials/multiomics-cancer-classification/data-example/1_lbl_tr.csv +++ b/tutorials/multiomics-cancer-classification/data-example/1_lbl_tr.csv @@ -2,4 +2,4 @@ 2.000000000000000000e+00 3.000000000000000000e+00 0.000000000000000000e+00 -4.000000000000000000e+00 \ No newline at end of file +4.000000000000000000e+00 diff --git a/tutorials/multiomics-cancer-classification/data-example/1_te.csv b/tutorials/multiomics-cancer-classification/data-example/1_te.csv index 0bdc24f..cf43c51 100644 --- a/tutorials/multiomics-cancer-classification/data-example/1_te.csv +++ b/tutorials/multiomics-cancer-classification/data-example/1_te.csv @@ -2,4 +2,4 @@ 3.892116630004403555e-01,5.924824062765950139e-02,6.818617252161597309e-01,5.924824062765950139e-02,4.939493937694390824e-01,4.210942446391410243e-01,5.553606366838388375e-01,4.248740191495119500e-01,5.357416160137562500e-01,3.275925431617385253e-01,5.861142866816043684e-01,1.769293430198586037e-01,5.408729740205207026e-01,6.580023568570275705e-01,5.575751574336760275e-01,4.330488397823768487e-01,5.590177948245454997e-01,4.445589315636968020e-01,5.645037324856985173e-01,6.639518369018674315e-01,6.270748249557989151e-01,8.680582553489128994e-01,7.090609577663323781e-01,1.342704883921918557e-01,6.765435441807982064e-01,5.456025682120104747e-01,5.041393962851351551e-01,5.924824062765950139e-02,1.613623861949866622e-01,4.688684243178597999e-01,4.772291434531049648e-01,5.662395312360045674e-01,2.138846497949768166e-01,5.137675014651786887e-01,1.899309124023484951e-01,3.275925431617385253e-01,5.412035146653270123e-01,6.104926473789425989e-01,2.562844220973791165e-01,5.736424394179154840e-01,6.025728222350363872e-01,5.170959594743170795e-01,5.369441849239692255e-01,4.555846570228194725e-01,3.059476081059124275e-01,5.924824062765950139e-02,4.853648649980598639e-01,3.504594970863345038e-02,3.604137901246206033e-01,5.338510772838872542e-01,3.845724280020313968e-01,5.692049788686888157e-01,5.443445820313604910e-01,5.924824062765950139e-02,5.646440094128554188e-01,6.521272822447830020e-01,4.358786566596306589e-01,4.907157721133306727e-01,5.616428996384558170e-01,4.778613396632462873e-01,3.954000695390402775e-01,2.274200582669427539e-01,4.035920492081787603e-01,1.419611726621190229e-01,1.815047757416254903e-01,5.563784599753308635e-01,5.042898162624708247e-01,4.473856644244587621e-01,7.496372695041204626e-01,4.451958906566427232e-01,2.812590425459103871e-01,5.794294041235565906e-01,6.075834732664943116e-01,8.208183981741289381e-01,4.657543744749043646e-01,3.888891703591597082e-01,1.053393562226882657e-01,5.215082011049599897e-01,7.811564738824259280e-01,5.039886762125832531e-01,4.887284864141435703e-01,4.581839927261086576e-01,6.707561931062140381e-01,6.192848949256064550e-01,5.127612847689186903e-01,7.775475491723171650e-02,3.724231624689193776e-01,4.077731402035565944e-01,0.000000000000000000e+00,4.824482944385059535e-01,3.765930470129891239e-01,3.261773062360470155e-01,4.100313853276489340e-01,4.461417728650595715e-01,4.959524770460232990e-01,5.007555769953521141e-01,3.932489884693929350e-01,5.548071022367350169e-01,5.054830155869168840e-01,4.402314680293426541e-01,4.173505547140122229e-01,6.602940100375825905e-01,4.933476788148976055e-01,1.257508122525934358e-01,1.053393562226882657e-01,2.629091110260330932e-01,4.561141579437996141e-01,3.622451605364340188e-01,5.908821763570060170e-01,2.195798844302906672e-01,2.451747674531827570e-01,2.812590425459103871e-01,2.077479354335321216e-01,5.146293248547699761e-01,5.924824062765950139e-02,4.801370915260831373e-01,5.426972092625556021e-01,5.988873688138051099e-01,4.829419240729163065e-01,3.785468727133139422e-01,4.464545982206022945e-01,5.441178271159455848e-01,1.489699826886725365e-01,5.829259045177817011e-01,7.775475491723171650e-02,5.427896415284828580e-01,4.784885236267411024e-01,1.162015925491205470e-01,4.635179608476738822e-01,3.970319863728515308e-01,4.530407781625280239e-01,4.171247287979295004e-01,7.775475491723171650e-02,3.899771440177208226e-01,3.613347337782868429e-01,0.000000000000000000e+00,4.557236105661749970e-01,3.789143030098894305e-01,7.860297381487035828e-01,0.000000000000000000e+00,1.752632168827205350e-01,4.991682846564983733e-01,6.002840308907082534e-01,5.639401366906239277e-01,3.504594970863345038e-02,1.815047757416254903e-01,5.068042075042996641e-01,4.390987524946650677e-01,3.695873807674377454e-01,3.674976993168663220e-01,5.038376819882051105e-01,5.310081962268282663e-01,7.775475491723171650e-02,2.950932647753310989e-01,4.348767379584934645e-01,4.152944897999584217e-01,5.070948243903707908e-01,3.838869171347178422e-01,3.724231624689193776e-01,4.323056679299334681e-01,4.232163698638191640e-01,0.000000000000000000e+00,4.663222443589243316e-01,5.658954075913877890e-01,4.844045789398476742e-01,4.996478268603192774e-01,3.462491999739197301e-01,6.209386212139886840e-01,6.145102833303145440e-01,6.441174945729920553e-01,6.624194047174356559e-01,5.498965884735821374e-01,5.059258691531218766e-01,3.895328462889963705e-01,5.161314550537761114e-01,3.617912160553398149e-01,5.123551844537387323e-01,4.453543251871253661e-01,3.849129685975902215e-01,4.652907251659046395e-01,4.617367426493106386e-01,2.704784021535174832e-01,4.689859144708319327e-01,5.499809768374535057e-01,6.469032985247565870e-01,3.310237983179347143e-01,4.793171019432466706e-01,5.963470660369533105e-01,3.792800345876090606e-01,4.916028498649713807e-01,6.452132537436453541e-01,4.124672209385613075e-01,4.213819228680247275e-01,3.565410175856495445e-01,4.319314641816163203e-01,4.798305975054429351e-01,4.510040418835578602e-01,2.849510425767888266e-01,5.675337239206863504e-01,4.709570645409149603e-01,4.059710356701782819e-01,4.152944897999584217e-01,1.419611726621190229e-01,5.322843321773573777e-01,1.668987917861020909e-01,2.562844220973791165e-01,3.617912160553398149e-01,4.371915834381293609e-01,7.220140463242199491e-01,4.858406802684679393e-01,5.181750314887885178e-01,4.960617742360836635e-01,2.799891426459012456e-01,3.908047523814353608e-01,1.053393562226882657e-01,4.892754462593794096e-01,6.144729643046082934e-01,4.124672209385613075e-01,5.142327256492638110e-01,1.342704883921918557e-01,5.924824062765950139e-02,4.989274262387639047e-01,2.195798844302906672e-01,5.702563423437968515e-01,2.248920295335728736e-01,2.629091110260330932e-01,5.183639446647595461e-01,4.785925694405979147e-01,5.643632126788504788e-01,4.447186456403446897e-01,5.482758180441653639e-01,1.815047757416254903e-01,7.669265184271844005e-01,5.767393204893618286e-01,5.489195655356072789e-01,5.940372304579548679e-01,4.134209011934085187e-01,6.388663071491881285e-01,3.473494781458292269e-01,4.612203820010465360e-01,5.927460697998673256e-01,2.077479354335321216e-01,1.419611726621190229e-01,0.000000000000000000e+00,5.536480252055745455e-01,0.000000000000000000e+00,0.000000000000000000e+00,4.947163733089481319e-01,6.458936100276692072e-01,6.892668659797100972e-01,1.419611726621190229e-01,6.086460667296375027e-01,2.010948287070626617e-01,5.005194962587383722e-01,3.679200598776612430e-01,4.679221465050970585e-01,5.923365544691951978e-01,6.780198961352554843e-01,4.655057016322903807e-01,5.332062019963813571e-01,7.775475491723171650e-02,6.827169659338993002e-01,5.887152694761331739e-01,3.608756021124895352e-01,3.862607179694797499e-01,3.971659802533257233e-01,5.518563420649719165e-01,0.000000000000000000e+00,3.504594970863345038e-02,0.000000000000000000e+00,5.924824062765950139e-02,3.561313957225433757e-01,5.880925374003699302e-01,5.344691834617710802e-01,5.448906670253604867e-01,5.400175731107976773e-01,5.304703430648711748e-01,6.039277642748905883e-01,3.504594970863345038e-02,4.665344612959509418e-01,3.516038436113451682e-01,4.416108554239073225e-01,4.720940127209373172e-01,4.005837163862293604e-01,3.770597765668492474e-01,5.924824062765950139e-02,4.756261991979152115e-01,4.527529882718129284e-01,2.451747674531827570e-01,3.434295269568734543e-01,4.701513588382382203e-01,3.904887021072017128e-01,5.045149112993659868e-01,5.653763958121699185e-01,4.330488397823768487e-01,3.343122748231328600e-01,2.837394938772664355e-01,3.679200598776612430e-01,5.530011907811746008e-01,3.859158902502038413e-01,2.746953080830177862e-01,7.639707323637605629e-01,5.509450498100918470e-01,4.899088200718281771e-01,4.655057016322903807e-01,2.527518735285579354e-01,2.918549484099578484e-01,5.288344780375247023e-01,7.128849100344438749e-01,7.493256865645104847e-01,1.815047757416254903e-01,6.972595717019048900e-01,4.262965094001976984e-01,5.332801956187390724e-01,5.201671540232934987e-01,4.097836341442784303e-01,5.410148082899367550e-01,0.000000000000000000e+00,5.436166501176263877e-01,4.923054094637709377e-01,5.875396603546131358e-01,3.316925207048290192e-01,4.956437835514349577e-01,5.103624401038290292e-01,5.924824062765950139e-02,3.828473823265699516e-01,4.440778454385948537e-01,4.997274663206778267e-01,5.978810153154544560e-01,5.013036888609626596e-01,5.987508895751054716e-01,1.613623861949866622e-01,0.000000000000000000e+00,4.146647637418506283e-01,3.551473599914143353e-01,6.075333709222952017e-01,3.468012519710940156e-01,2.873198562574110215e-01,4.090356907965449484e-01,3.994608148916108936e-01,4.005837163862293604e-01,3.671752086469859955e-01,2.490538354260109222e-01,3.428533489182730709e-01,3.416882481475365108e-01,1.053393562226882657e-01,5.892304964927794764e-01,4.985243441907369899e-01,6.068581597747757517e-01,4.630131336659003560e-01,5.281705371445516439e-01,2.410956349894849693e-01,6.205939132033800876e-01,3.504594970863345038e-02,5.694361623235887349e-01,4.486102720600348981e-01,5.268257107672019712e-01,5.060729334002028734e-01,3.504594970863345038e-02,5.173511922267350904e-01,7.274048270769035707e-01,4.138934642688067989e-01,5.337610487390808123e-01,6.102764673276505070e-01,5.145633648844778474e-01,5.616083157653534164e-01,1.053393562226882657e-01,3.917453969813610160e-01,5.874060220077547134e-01,1.815047757416254903e-01,1.053393562226882657e-01,0.000000000000000000e+00,3.585390158540522898e-01,5.697652542839333201e-01,0.000000000000000000e+00,5.960178230727015691e-01,6.029839035777526668e-01,5.403507512492020659e-01,8.102929350055845248e-01,1.257508122525934358e-01,6.212133145145565249e-01,1.489699826886725365e-01,4.536131847891262669e-01,3.926750431940718156e-01,4.414613510501569915e-01,4.276938719245577669e-01,3.959930796235994199e-01,1.668987917861020909e-01,6.058448252587591565e-01,2.545378644809427326e-01,5.859271003532492417e-01,6.239090004251574006e-01,5.750065027658590733e-01,4.965604620813336978e-01,3.374695994622732842e-01,5.671612643204172466e-01,3.670730716282195050e-01,3.585390158540522898e-01,5.064394154434065376e-01,5.924824062765950139e-02,3.504594970863345038e-02,5.210839646817936321e-01,3.275925431617385253e-01,3.679200598776612430e-01,4.380745841522697415e-01,4.492155259510002829e-01,5.176386107282151539e-01,6.910590049640762400e-01,9.274457628282412047e-02,4.496664735240129551e-01,2.010948287070626617e-01,5.450209889276675934e-01,5.435709322243028607e-01,3.594819987118195170e-01,4.011392956062419524e-01,6.498214661831824834e-01,4.184701543214954245e-01,5.488340366562753925e-01,7.045362513963249196e-01,6.464561403161941389e-01,5.347253144308016237e-01,7.775475491723171650e-02,4.605701316525273037e-01,5.731924327962374388e-01,0.000000000000000000e+00,2.367946736304947508e-01,2.044913041518933716e-01,3.504594970863345038e-02,6.073497945753816296e-01,4.900888518704513697e-01,4.437554592675345688e-01,5.315424267415931325e-01,5.525125666018028125e-01,5.831480538711409922e-01,6.480957175738794040e-01,2.345527938966445181e-01,1.342704883921918557e-01,3.440016409817734933e-01,8.212146398803532588e-01,5.924824062765950139e-02,3.445695455782048500e-01,6.608982203468006800e-01,4.159858268942638326e-01,0.000000000000000000e+00,0.000000000000000000e+00,5.285032041387699442e-01,4.714137983633075457e-01,5.317551052232867281e-01,3.121522382292027942e-01,3.504594970863345038e-02,5.215686194644572060e-01,5.967216722029899945e-01,5.653069316772043607e-01,5.884304607307615509e-01,5.554787459428937035e-01,1.419611726621190229e-01,5.023886493668281439e-01,5.159371396021157352e-01,4.655057016322903807e-01,4.225856996158017242e-01,1.257508122525934358e-01,0.000000000000000000e+00,6.673523923816730985e-01,5.426509567475535922e-01,6.476061736648327516e-01,4.621218362029670956e-01,7.062861452376961724e-01,5.617538172963187915e-01,5.669233260301879129e-01,5.625493107810973781e-01,4.670847623050400910e-01,5.600270672555828222e-01,4.236340406169926132e-01,4.019653424847870471e-01,5.426509567475535922e-01,5.676687340127392067e-01,4.087847965720755039e-01,4.394406130523714760e-01,5.704193651708111545e-01,4.122269503958666537e-01,4.266982706000090886e-01,5.277806508972874289e-01,5.054089672443767833e-01,4.783843407865073227e-01,4.857457493021958839e-01,1.342704883921918557e-01,5.202286049395308254e-01,3.751607972865003138e-01,5.490050097027984188e-01,5.185523965226757070e-01,4.792140053376705011e-01,3.445695455782048500e-01,2.490538354260109222e-01,2.562844220973791165e-01,1.419611726621190229e-01,6.284004658417233768e-01,3.068644791504484548e-01,4.401199338076439704e-01,1.053393562226882657e-01,0.000000000000000000e+00,3.504594970863345038e-02,2.451747674531827570e-01,3.504594970863345038e-02,4.580492980011374726e-01,4.804424208683724107e-01,6.449432732332259499e-02,5.463125342573391663e-01,3.504594970863345038e-02,3.743881855307497064e-01,6.138358762134601410e-01,0.000000000000000000e+00,4.826461267086654128e-01,5.013816794592457216e-01,5.069496494023096878e-01,7.938963724663769539e-02,3.796440830813903045e-01,3.059476081059124275e-01,3.622451605364340188e-01,4.182475064610211013e-01,1.419611726621190229e-01,3.504594970863345038e-02,4.661167735079075891e-01,1.770239326483196984e-01,1.053393562226882657e-01,6.204382997813027156e-01,4.168982563756243875e-01,5.924824062765950139e-02,6.080815613078256465e-01,6.870911061837895462e-01,3.194752516548347576e-01,5.008341095753451322e-01,3.666461523415397994e-01,3.068644791504484548e-01,4.957602047133324863e-01,3.504594970863345038e-02,4.274957586617443850e-01,2.644820200372177688e-01,4.378904394389457333e-01,0.000000000000000000e+00,7.779918787481994169e-01,4.977119803482241145e-01,1.815047757416254903e-01,3.720242318831498696e-01,4.755181750809330254e-01,5.935038324469479321e-01,3.895328462889963705e-01,5.129197707673196494e-01,9.274457628282412047e-02,6.679242000650470468e-01,4.798305975054429351e-01,0.000000000000000000e+00,6.503093965434530999e-01,3.962879259420680200e-01,5.386658036164635455e-01,6.191646813321242115e-01,5.641519575173972179e-01,5.545686813285819472e-01,6.201782660481237608e-01,0.000000000000000000e+00,3.814396753891868830e-01,4.870645602702461385e-01,4.332335386802193544e-01,4.839336389491496471e-01,5.895380259602124307e-01,3.484347592770384305e-01,2.933069021995850512e-01,2.998744710913071043e-01,4.756261991979152115e-01,4.127067210208716919e-01,5.897423849549283670e-01,7.339081794737011277e-01,2.799891426459012456e-01,5.534060798603652742e-01,3.965816773981253318e-01,4.656283117940610006e-01,1.938303711904236226e-01,5.017704832585003771e-01,5.156772959460274031e-01,5.610236317436124720e-01,5.431582696045976766e-01,5.579573547200724626e-01,4.641445203280955001e-01,1.613623861949866622e-01,4.793171019432466706e-01,3.724231624689193776e-01,5.108480637376674460e-01,6.005984681946849868e-01,4.858406802684679393e-01,5.436787870314007121e-01,4.232163698638191640e-01,6.080815613078256465e-01,6.650524548134694180e-01,4.359535537097152802e-01,6.687460486178541386e-01,5.651330196281905138e-01,5.830648178403130544e-01,5.089582989780432332e-01,4.698441766357361882e-01,4.553060155617550397e-01,5.409675527974410203e-01,9.274457628282412047e-02,5.924824062765950139e-02,4.502637303015840642e-01,4.005837163862293604e-01,3.521198823182611903e-01,4.865020431687254177e-01,5.003617262245533270e-01,2.509246273961590612e-01,6.242560870270063011e-01,4.469214871868548711e-01,4.371915834381293609e-01,5.339544294062734675e-01,5.260305370045941231e-01,5.764380465625540406e-01,5.334882684755246629e-01,5.409675527974410203e-01,3.704080090162955030e-01,7.775475491723171650e-02,6.107669320501517563e-01,0.000000000000000000e+00,1.489699826886725365e-01,3.541510191870959612e-01,1.720729411744434945e-01,5.096564692389009554e-01,4.591205122240125114e-01,4.640196092954291252e-01,4.670847623050400910e-01,5.271640692715646725e-01,5.446158408367602899e-01,6.126034409513861911e-01,4.976302700497481912e-01,2.918549484099578484e-01,4.998865051186878183e-01,5.524717125806068996e-01,3.504594970863345038e-02,4.830402779165919869e-01,3.328362243888544070e-01,3.504594970863345038e-02,3.504594970863345038e-02,3.171087289521158370e-01,3.316925207048290192e-01,4.812508874744084730e-01,3.374695994622732842e-01,5.828980925572726512e-01,4.553060155617550397e-01,3.484347592770384305e-01,4.850780063300504930e-01,1.053393562226882657e-01,5.717756396385788031e-01,4.732148516789862480e-01,9.274457628282412047e-02,6.208181432675624611e-01,4.453543251871253661e-01,5.264291230011199918e-01,5.028491038296197813e-01,3.594819987118195170e-01,4.957275555586517224e-01,6.707541779845923591e-01,3.445695455782048500e-01,4.693373625354047562e-01,5.291094854782294465e-01,2.733143326457866951e-01,4.986051221794605692e-01,5.711972216181926409e-01,1.720729411744434945e-01,3.704080090162955030e-01,5.294928928797832945e-01,6.524539217972317173e-01,5.472784509553521026e-01,5.168399120724850304e-01,3.349539931725137865e-01,5.684405855694798504e-01,3.504594970863345038e-02,2.825088785618023457e-01,4.669644121844883089e-01,4.162149227873280788e-01,6.465308409431999026e-01,3.736080238065542791e-01,1.053393562226882657e-01,4.870645602702461385e-01,4.895475226480636155e-01,4.064901120771700072e-01,3.763056462080730524e-01,4.508565380732342809e-01,4.837253695184475788e-01,2.896197948821317425e-01,3.743881855307497064e-01,5.924824062765950139e-02,7.775475491723171650e-02,2.690213780525722020e-01,0.000000000000000000e+00,5.590177948245454997e-01,0.000000000000000000e+00,6.816145222639568013e-01,5.447060514367038087e-01,4.143632631646111952e-01,5.226483541292277213e-01,3.810838154635196595e-01,5.467091146569962312e-01,5.426972092625556021e-01,5.160667362562052496e-01,1.489699826886725365e-01,0.000000000000000000e+00,3.932887563162525968e-01,0.000000000000000000e+00,2.562844220973791165e-01,5.914584529534001600e-01,5.830925712567917030e-01,5.869908158075181071e-01,4.802389928813592945e-01,9.274457628282412047e-02,5.679716593486155984e-01,5.164967822482997573e-01,4.786964785880519768e-01,4.797281683776220551e-01,2.077479354335321216e-01,4.995681071439816434e-01,1.554080455655836301e-01,2.410956349894849693e-01,4.907157721133306727e-01,6.739379317403670910e-01,6.470904789674204460e-01,5.116052193179195795e-01,4.090356907965449484e-01,4.033232518178628823e-01,3.824977499176748785e-01,3.869260490183278334e-01,0.000000000000000000e+00,5.601755036730939885e-01,5.448411828175174776e-01,5.886376972658234896e-01,4.990077938880740915e-01,6.350030798639851870e-01,5.160492528668618739e-01,6.800252705185734214e-01,3.556409520608902475e-01,3.504594970863345038e-02,5.783466450149654658e-01,4.807465581122893350e-01,4.845011320778216390e-01,4.268984244812252249e-01,4.447186456403446897e-01,5.119469886459518948e-01,7.185965984414783847e-01,6.998575472423471666e-01,5.880925374003699302e-01,5.686740104083684022e-01,4.902684909786136913e-01,3.778068523254378142e-01,0.000000000000000000e+00,1.162015925491205470e-01,3.980343438184404947e-01,2.077479354335321216e-01,5.881185820946260856e-01,7.893147877407853397e-01,4.394406130523714760e-01,5.519797967672099848e-01,3.504594970863345038e-02,5.490050097027984188e-01,5.846058766423953834e-01,4.414613510501569915e-01,5.053348495240030935e-01,6.090959890312553915e-01,4.543229426902611889e-01,4.515913220525386018e-01,1.720729411744434945e-01,3.504594970863345038e-02,4.016909508178658217e-01,4.693373625354047562e-01,3.959930796235994199e-01,5.327051736068806331e-01,5.493883437994552255e-01,4.651367931281164547e-01,5.820872424997046712e-01,2.971807649982912136e-01,4.898186502959607780e-01,3.504594970863345038e-02,5.882746751093049786e-01,3.954000695390402775e-01,2.077479354335321216e-01,4.092857918080883284e-01,2.345527938966445181e-01,6.389485284447939950e-01,1.053393562226882657e-01,7.721429831111766839e-01,4.378904394389457333e-01,1.053393562226882657e-01,6.428239748566132450e-01,5.102928230835531709e-01,6.798049446459798473e-01,6.739379317403670910e-01,6.358194696819562397e-01,5.504015811118180279e-01,4.596507165351103597e-01,6.540628889834355641e-01,4.987664311254342286e-01,5.743584049983010420e-01,4.138934642688067989e-01,5.695679669824716962e-01,5.086744473432268654e-01,1.554080455655836301e-01,3.146693701005950361e-01,3.386980264582096223e-01,4.401199338076439704e-01,0.000000000000000000e+00,3.942004900999572792e-01,3.835419211237089399e-01,4.948011326628578010e-01,3.920564759474247096e-01,4.329452011236500364e-01,6.803262046726433754e-01,3.631451482468718850e-01,1.668987917861020909e-01,4.306075988966070467e-01,4.878084089568489601e-01,0.000000000000000000e+00,5.098738169029106704e-01,4.938705752303675367e-01,4.785925694405979147e-01,4.306075988966070467e-01,7.775475491723171650e-02,7.510509669291829393e-01,6.593366245218681421e-01,7.498533012737513825e-01,4.913377630937513230e-01,6.097631416999790277e-01,5.499202229595959723e-01,4.210942446391410243e-01,3.504594970863345038e-02,0.000000000000000000e+00,7.775475491723171650e-02,0.000000000000000000e+00,1.720729411744434945e-01,7.147454952050802390e-01,6.075333709222952017e-01,7.551118307198793067e-01,6.029407331314471374e-01,1.938303711904236226e-01,5.532443757252148986e-01,4.828434477940307112e-01,5.497698293101478395e-01,5.924824062765950139e-02,2.918549484099578484e-01,3.349539931725137865e-01,2.490538354260109222e-01,1.899309124023484951e-01,5.606559991794177744e-01,7.004325642523419049e-01,6.135909197356124167e-01,6.949656356124153112e-01,3.594819987118195170e-01,5.121513559396303483e-01,5.835353216552759958e-01,4.085330588605501911e-01,3.971659802533257233e-01,5.366452499681153565e-01,6.055946683616596493e-01,3.473494781458292269e-01,3.232684008854367352e-01,2.044913041518933716e-01,4.286770987352340745e-01,4.238420892063641254e-01,5.327576205406291399e-01,6.653669283133429868e-01,3.110275165931586372e-01,5.617901492727148671e-01,5.321259317213136164e-01,3.904887021072017128e-01,5.053348495240030935e-01,5.788752417743232570e-01,4.663598779670676819e-01,4.810495305422736179e-01,3.380861974071717180e-01,5.796325940356548134e-01,5.711972216181926409e-01,3.885653576458880654e-01,5.388116385117220908e-01,4.964750681536133081e-01,3.380861974071717180e-01,5.296566389945649433e-01,4.565522695907522355e-01,6.966345165554181929e-01,3.261773062360470155e-01,0.000000000000000000e+00,4.986858177683806681e-01,2.884781837266590654e-01,4.952235725325121463e-01,4.520289646944387618e-01,5.373326061904359907e-01,6.354051665195833420e-01,4.115018595680400848e-01,7.151071878060314413e-01,6.433568778621165940e-01,1.975459579243650232e-01,6.342072688720656881e-01,3.892116630004403555e-01,4.370159083767952701e-01,3.380861974071717180e-01,5.485768860831220506e-01,6.609085971462409503e-01,0.000000000000000000e+00,5.985327198994229159e-01,7.824796935407830611e-01,5.289995912808578282e-01,2.837394938772664355e-01,4.723194505310788771e-01,9.274457628282412047e-02,4.572362531919188511e-01,5.662395312360045674e-01,4.236340406169926132e-01,5.012256212971570868e-01,0.000000000000000000e+00,3.785468727133139422e-01,1.858299800875555796e-01,6.214123828010993389e-01,5.789337613901467394e-01,5.514848103296683401e-01,6.552643489221864348e-01,2.108757842996975274e-01,5.710034777373378390e-01,0.000000000000000000e+00,4.833346254400492925e-01,4.306075988966070467e-01,5.068042075042996641e-01,0.000000000000000000e+00,3.504594970863345038e-02,4.375417675005285889e-01,4.543229426902611889e-01,0.000000000000000000e+00,6.366557229232254755e-01,1.554080455655836301e-01,7.671218668307524524e-01,6.797804267231259967e-01,5.359936666049333054e-01,4.593237300272154378e-01,5.019726942116301549e-01,3.138392435732959007e-01,5.052606622956699045e-01,5.865935961886369343e-01,4.483058722947143027e-01,4.581839927261086576e-01,1.489699826886725365e-01,6.456045436654409553e-01,5.150239456515375291e-01,4.072624417181571754e-01,7.992704438608143613e-01,4.903133330676714419e-01,3.130003135050682950e-01,5.271640692715646725e-01,4.641445203280955001e-01,5.196119259533936718e-01,5.219902716218428607e-01,3.792800345876090606e-01,4.309881024949002160e-01,5.003617262245533270e-01,1.668987917861020909e-01,3.590119546436855713e-01,1.668987917861020909e-01,2.367946736304947508e-01,3.086666243005048993e-01,4.635179608476738822e-01,5.830648178403130544e-01,5.039132151262184500e-01,5.112619546832497530e-01,1.053393562226882657e-01,4.794200643630487924e-01,5.954739325152073048e-01,5.069496494023096878e-01,1.938303711904236226e-01,3.929824949005195633e-01,5.095229522472819461e-01,3.399077766938046752e-01,5.970480047629851406e-01,5.864841451856825927e-01,1.162015925491205470e-01,6.405886680228116692e-01,8.174172383582561929e-01,5.402554231553746700e-01,5.409675527974410203e-01,5.694361623235887349e-01,6.501312347721625029e-01,5.013762251368828471e-01,1.419611726621190229e-01,5.234191038045772348e-01,5.984772267795164247e-01,5.642928527477868439e-01,5.631228669059350489e-01,3.504594970863345038e-02,0.000000000000000000e+00,5.727619894922357791e-01,5.199208608263506948e-01,0.000000000000000000e+00,3.640350120523209165e-01,3.362217954048364321e-01,1.720729411744434945e-01,5.145633648844778474e-01,6.210245655716887248e-01,2.774128407871673252e-01,5.525125666018028125e-01,3.849129685975902215e-01 3.678699401571576266e-01,5.497133526265107067e-02,6.007991789405737748e-01,0.000000000000000000e+00,6.063228987309488005e-01,4.136707177335240959e-01,6.380311121200760160e-01,3.531042476473347791e-01,5.043180522020651591e-01,4.123843400289701755e-01,6.715462743362122788e-01,0.000000000000000000e+00,5.173484721949714871e-01,5.881591412857716250e-01,5.399412916008787811e-01,3.724760445841325818e-01,5.641457841388312078e-01,5.168306749362194807e-01,5.884397902095513944e-01,6.950385462172394835e-01,7.144897904662008692e-01,6.922443600172923928e-01,7.105825508086751618e-01,3.420818773003240221e-01,1.569514109329700480e-01,5.677291495848308944e-01,5.364610549052934996e-01,9.343230073582031725e-02,1.098734215274755760e-01,4.082810619571200506e-01,4.755205604131891861e-01,1.770922594100517514e-02,1.718335627069909888e-01,4.857731979995133509e-01,5.497133526265107067e-02,2.826457978535549254e-01,4.000093493133895506e-01,5.122563587176496291e-01,1.770922594100517514e-02,6.232944415568820729e-01,6.344528279265334580e-01,5.900115895245953146e-01,5.680016731057386803e-01,3.756338348657484727e-01,3.085458613364280844e-01,1.881237106534668913e-01,4.765837419379758133e-01,0.000000000000000000e+00,4.759572197565350993e-01,4.878817421095229534e-01,5.286822316412778111e-01,5.216180557754963587e-01,5.368877468784523099e-01,0.000000000000000000e+00,5.917209260131973680e-01,6.484789801645313156e-01,2.756603381704593181e-01,4.221331235924979941e-01,5.842705819411458945e-01,3.902004134218297060e-01,3.073317213095311251e-01,1.718335627069909888e-01,2.982680393446114908e-01,1.386039414498581590e-01,8.020032095124494942e-02,5.785945718090039769e-01,5.395524498616086628e-01,4.492129568513668070e-01,6.712230938842367323e-01,4.592068148817368134e-01,6.430506687754848627e-02,5.905362377809793006e-01,6.325368860267599480e-01,7.826796035675782637e-01,3.540384252272702481e-01,3.000764080251949739e-01,0.000000000000000000e+00,5.083064107766778195e-01,6.418239313917014632e-01,4.044327400356332869e-01,3.560221144118978498e-01,4.674339787648285061e-01,5.700069328095475063e-01,6.190100882905540391e-01,5.418729048599790765e-01,9.343230073582031725e-02,3.277107265952491910e-01,3.035736629005891252e-01,0.000000000000000000e+00,4.847407752117324220e-01,2.809562929785443530e-01,3.878777408742782873e-01,3.267593880908759574e-01,3.817540436838741669e-01,4.746409241364551446e-01,4.466626402026059317e-01,3.502928753330606937e-01,5.448093823030298877e-01,4.664579939374450257e-01,4.420676269286538673e-01,3.479070712250185715e-01,6.583314341802406489e-01,3.891926068944280281e-01,0.000000000000000000e+00,8.020032095124494942e-02,1.350849872629624193e-01,3.816569104542920643e-01,2.331893869395027796e-01,4.554725736024879956e-01,2.673246333201700908e-01,2.220267227606164961e-01,2.447890211776314884e-01,1.314021814769699426e-01,5.140701325713494807e-01,0.000000000000000000e+00,4.822334000364098539e-01,5.319195158493384978e-01,5.830294472528242400e-01,5.329148844588744716e-01,3.526455943664260073e-01,4.782932225919215852e-01,5.335248581400280354e-01,4.438715098595650416e-02,6.618789373035205426e-01,1.234801809908063763e-01,5.616470191789429967e-01,3.594716564508029233e-01,8.020032095124494942e-02,5.157017002364568947e-01,3.003396493474110307e-01,4.637949054478330835e-01,4.253166396068471244e-01,1.770922594100517514e-02,4.188131630283982720e-01,3.154630133942072368e-01,0.000000000000000000e+00,4.932313549622523996e-01,4.185166498789103517e-01,8.235115232723297929e-01,0.000000000000000000e+00,6.456780649791472870e-02,5.202203172529636932e-01,5.807083706282322177e-01,5.508352682302094516e-01,0.000000000000000000e+00,8.020032095124494942e-02,3.771666848727341370e-01,4.822780850742344749e-01,3.701143917061172073e-01,2.372477468903702313e-01,5.717215945908126207e-01,5.364160010592994299e-01,1.770922594100517514e-02,1.191994693257209942e-01,4.345730592718990981e-01,3.902004134218297060e-01,4.232714210842350999e-01,3.479070712250185715e-01,3.418185894618062659e-01,3.947856858061095098e-01,4.008890229720769582e-01,0.000000000000000000e+00,3.191298591898656389e-01,4.821886897432600128e-01,3.639817331849859450e-01,5.697948956863623238e-01,2.104266482443355735e-01,6.643405974879686982e-01,6.505979831939334712e-01,6.479140999036142601e-01,6.670483933166753143e-01,5.485251474371310998e-01,4.119508710796303541e-01,3.056834914998446395e-01,4.690343225804659011e-01,3.391365798298207612e-01,4.190151350980489409e-01,3.803083481191381621e-01,2.392016229917320602e-01,3.457913936658184029e-01,4.282886344606131046e-01,2.266828025577385941e-01,3.992474421522026473e-01,4.227991256874431558e-01,6.310599440174209374e-01,2.411080256935912991e-01,3.446674515105626613e-01,6.093194742707213063e-01,2.780579413639877040e-01,3.768285791357920411e-01,4.987514398464364951e-01,3.464282911172850143e-01,3.999726699897156457e-01,3.372873745245824617e-01,3.128443119085014268e-01,3.651684313178372721e-01,5.016361735197146787e-01,2.580059870370973174e-01,3.089463093980814867e-01,4.631148970683344746e-01,3.372036260583334277e-01,4.133510577732409375e-01,3.217013146436253912e-02,5.292269483964129329e-01,0.000000000000000000e+00,1.569514109329700480e-01,2.679980305407526076e-01,3.639817331849859450e-01,7.026094409007905828e-01,4.973240483755356212e-01,4.894882509245607194e-01,4.153539264888567173e-01,3.771666848727341370e-01,1.647419370949470552e-01,0.000000000000000000e+00,5.465132705416909653e-01,6.301075341921360540e-01,3.706656573397839050e-01,5.445251867963059045e-01,1.098734215274755760e-01,0.000000000000000000e+00,3.235033997799410255e-01,4.438715098595650416e-02,5.816042766984822476e-01,8.020032095124494942e-02,1.622290469127938839e-01,5.380439253560211910e-01,1.569514109329700480e-01,5.873348552308572668e-01,5.407986009244852843e-01,5.429435990468798323e-01,5.874539839635584126e-02,8.269640573016369123e-01,4.129228679981054584e-01,5.487616315950111234e-01,5.350065784545543490e-01,3.301928343200121740e-01,6.304651740783364655e-01,2.076006939544952912e-01,4.714782161244986947e-01,4.145167988431402994e-01,3.217013146436253912e-02,0.000000000000000000e+00,1.770922594100517514e-02,5.215365191494565344e-01,0.000000000000000000e+00,0.000000000000000000e+00,5.381762520497720415e-01,6.255534315189914540e-01,7.932877376201267206e-01,1.770922594100517514e-02,7.717155271170453856e-01,2.420444564849827673e-01,3.052659700172740687e-01,3.267593880908759574e-01,5.327970410509708099e-01,5.610040141247457646e-01,7.134630586974564093e-01,3.128443119085014268e-01,5.765439869499465741e-01,9.343230073582031725e-02,6.882415783347235472e-01,5.943747899291049741e-01,2.774654964636354970e-01,3.035736629005891252e-01,2.617211457469147406e-01,5.569227735706391291e-01,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,3.992474421522026473e-01,5.444641575970444736e-01,5.477333668332149408e-01,4.642377500374231247e-01,5.134996524511450389e-01,5.174344393788327112e-01,5.374457139639227110e-01,1.770922594100517514e-02,4.983306572605671336e-01,3.143512465903177677e-01,4.336880772075812351e-01,4.361892353926525856e-01,1.098734215274755760e-01,3.844147360206671693e-01,1.770922594100517514e-02,4.794589867004399597e-01,4.622565659942481919e-01,3.217013146436253912e-02,3.388633964178843772e-01,4.451773375615788453e-01,2.673246333201700908e-01,4.020058740765929395e-01,5.875122097496994211e-01,3.883184428569081414e-01,4.156656104968312615e-01,3.241653542838364155e-01,4.674339787648285061e-01,6.242726091514833042e-01,2.957640108980331139e-01,1.695392963771870931e-01,7.123180465477726431e-01,6.978018699105339451e-01,5.313690742325209992e-01,4.666759200187083345e-01,1.234801809908063763e-01,1.843551422597987655e-01,6.535482426138720102e-01,7.427947869194563291e-01,8.661666883822305429e-01,0.000000000000000000e+00,6.940802124162226416e-01,3.325994257210349581e-01,5.397902976194119962e-01,3.686252383204575711e-01,3.526455943664260073e-01,5.559782998878507465e-01,0.000000000000000000e+00,5.408412272917727526e-01,5.258751726214039302e-01,6.325676291786732630e-01,3.910540805212081583e-01,5.923344682928032290e-01,5.120420093995728950e-01,1.770922594100517514e-02,4.684023340466340057e-01,2.991774810143025820e-01,5.296698535470272251e-01,5.988278316915849331e-01,5.292762772528928350e-01,6.447187118379974491e-01,4.438715098595650416e-02,0.000000000000000000e+00,3.833907983930292529e-01,2.255442215601974609e-01,6.203398163077821215e-01,2.880298745568911634e-01,1.483078007259114595e-01,2.631598079178468219e-01,2.131556576747744847e-01,3.562421905573011083e-01,3.371756530333462343e-01,2.232166856074649930e-01,4.079388609694597490e-01,3.217013146436253912e-02,1.740631619162444355e-01,6.494079713333890114e-01,5.092331580777040845e-01,6.403963720763803380e-01,4.820991932766799937e-01,5.464537565538226671e-01,9.930137455386327250e-02,5.940166149095413850e-01,0.000000000000000000e+00,5.371560658346294925e-01,3.665307172162745597e-01,5.688286152237846949e-01,5.962792816007502772e-01,0.000000000000000000e+00,5.612035629371994183e-01,7.489193931188964370e-01,2.392016229917320602e-01,4.362795730683124984e-01,6.418120407595014898e-01,5.442399666261956703e-01,4.785277575405128547e-01,8.709264676773741110e-02,2.645724938390769387e-01,5.887923441702387350e-01,1.047649272738296750e-01,0.000000000000000000e+00,1.770922594100517514e-02,1.512951796698190909e-01,6.012273507807934791e-01,3.217013146436253912e-02,5.562067050889227815e-01,6.411972992843248953e-01,5.674100163506760053e-01,8.062420261186146186e-01,1.881237106534668913e-01,8.145385002536609242e-01,1.047649272738296750e-01,3.498366724346482770e-01,4.347361838363608677e-01,4.016353560550986468e-01,3.238350034471908501e-01,2.982680393446114908e-01,1.770922594100517514e-02,5.504776966873712318e-01,3.136014425225236990e-01,5.841094726176636609e-01,5.811191863316826911e-01,5.862022554054109325e-01,5.291528924665105382e-01,2.617211457469147406e-01,5.492420666836639320e-01,2.090265709965572205e-01,2.798098015494176471e-01,5.299072607861240458e-01,0.000000000000000000e+00,3.217013146436253912e-02,5.868837593154030419e-01,3.551357245695066500e-01,3.890475724199679020e-01,5.301198044095691841e-01,4.150410512370230620e-01,4.369819196841991382e-01,3.503118543490585934e-01,0.000000000000000000e+00,4.977660020189031975e-01,2.362528078275544785e-01,4.679174925592142764e-01,5.544325210549151395e-01,3.571163366275923456e-01,3.441570123133153580e-01,6.067963479971226759e-01,3.154630133942072368e-01,5.456358419753095657e-01,6.774900799658958306e-01,6.422625953240771457e-01,4.021290117848403400e-01,3.217013146436253912e-02,3.273948832481927695e-01,5.234979837203879161e-01,3.116950068692225795e-01,1.047649272738296750e-01,1.098734215274755760e-01,1.622290469127938839e-01,6.381370599779642161e-01,4.972131804597964555e-01,4.254083677482973780e-01,4.559724630169624260e-01,5.598748267693525182e-01,6.069812411151276343e-01,6.330971586537090801e-01,1.234801809908063763e-01,1.596337070905340660e-01,3.712131080049214660e-01,7.090244903557725298e-01,8.709264676773741110e-02,1.803972157627923290e-01,6.601062001885821262e-01,4.580624779502098232e-01,5.497133526265107067e-02,4.438715098595650416e-02,3.969167290682840687e-01,6.429863858390076903e-01,5.025402684862741998e-01,7.265283760793980750e-02,3.217013146436253912e-02,6.356636628463659955e-01,6.379874471569850769e-01,5.895064770564795165e-01,5.876420218724016653e-01,5.653114693620610032e-01,1.386039414498581590e-01,2.157936539530302678e-01,4.237409134568496660e-01,4.223239935953896906e-01,2.768683422618910539e-01,1.881237106534668913e-01,1.917215844823937920e-01,6.429922414376700868e-01,5.693949508579968510e-01,6.047239528230594630e-01,4.635688848516399951e-01,5.964904336778906746e-01,5.437896777370933021e-01,5.973085775178450518e-01,6.118688462231695047e-01,4.257741840049154569e-01,6.523240693383667299e-01,3.132237830175157445e-01,4.400146521779360609e-01,4.396326668350786782e-01,5.787141247742585426e-01,2.631598079178468219e-01,3.179976560622477799e-01,5.773964137989250345e-01,3.014060187161086146e-01,3.081432149645901841e-01,3.690001256779025796e-01,3.842606631147629237e-01,4.029855532273235452e-01,3.877302733266058121e-01,9.343230073582031725e-02,3.337758119821121472e-01,3.573333937530249749e-01,5.951184999987808588e-01,7.265283760793980750e-02,3.936982697568058853e-01,2.118029203959445050e-01,0.000000000000000000e+00,7.265283760793980750e-02,0.000000000000000000e+00,5.751364322430942977e-01,4.438715098595650416e-02,1.098734215274755760e-01,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.046694410003343512e-01,3.217013146436253912e-02,4.501578197794323666e-01,5.134400324362339285e-01,5.902723368404990539e-02,6.577892016131050568e-01,0.000000000000000000e+00,3.323026641969925032e-01,6.393238790632650437e-01,0.000000000000000000e+00,5.505342676596131080e-01,3.839516758411423147e-01,5.839366675625726755e-01,1.770922594100517514e-02,1.770922594100517514e-02,1.275395170221629570e-01,3.147235743002149144e-01,2.372477468903702313e-01,9.930137455386327250e-02,3.217013146436253912e-02,2.602558343718085476e-01,7.288930374855320804e-02,6.430506687754848627e-02,5.872282447333014854e-01,5.371783862036386692e-01,0.000000000000000000e+00,6.597278770898545863e-01,7.063018671881164945e-01,4.023746647757319161e-01,4.149364699898719366e-01,4.054667743267529323e-01,2.832010417440822270e-01,5.204439674294933926e-01,0.000000000000000000e+00,4.420460751873541705e-01,1.671774553178209943e-01,3.328951958032552727e-01,0.000000000000000000e+00,8.048379811781425364e-01,5.016011902215207208e-01,1.234801809908063763e-01,3.008945585323918315e-01,4.515533135988977764e-01,6.096147693648344967e-01,3.970480420677616196e-01,4.923376202571470572e-01,0.000000000000000000e+00,5.470863045781358958e-01,4.263197379197483095e-01,9.343230073582031725e-02,6.210231879174575864e-01,3.187072500767446637e-01,5.083064107766778195e-01,6.223344528245964291e-01,4.697178971852048468e-01,5.176346820946686744e-01,5.107891051898446610e-01,0.000000000000000000e+00,4.139890489836202114e-01,5.381321648122306955e-01,3.349350751755422739e-01,5.150679874378014667e-01,5.303782521537063754e-01,4.541451274355946532e-01,2.989238966842214240e-01,0.000000000000000000e+00,4.957951667158030928e-01,2.362528078275544785e-01,6.060243796195164956e-01,7.610265101142074107e-01,2.195922053302619414e-01,5.965431337514378596e-01,3.228357257779612133e-01,4.177124978510574627e-01,1.146737981441182663e-01,5.797501067194026358e-01,4.897731867342527412e-01,5.933392663689928126e-01,5.234706554870999229e-01,5.903541481873540997e-01,4.646367941056490647e-01,1.770922594100517514e-02,4.951524750440411404e-01,4.308968297763580702e-01,3.943796679769795421e-01,4.204656895132909966e-01,4.434449614534594075e-01,5.356896428656351405e-01,3.093448990272486543e-01,5.743173775388761282e-01,6.808524408365884684e-01,4.471516262972624056e-01,6.765299435837970332e-01,4.987151570013563240e-01,5.141298868484329709e-01,4.116242143668856213e-01,3.947343877905146181e-01,3.555802051376077966e-01,5.092331580777040845e-01,5.497133526265107067e-02,1.770922594100517514e-02,3.009654110181202435e-01,3.860899034874757385e-01,2.331893869395027796e-01,5.305968150254035676e-01,4.868345034508808622e-01,2.031620513881076118e-01,6.367168699130488774e-01,4.529245905136434769e-01,3.911954857930529106e-01,5.164255861259645641e-01,5.369101430722650337e-01,5.700604066315521079e-01,5.159892455851060600e-01,4.698225257729831683e-01,3.101361034213469536e-01,9.343230073582031725e-02,7.061302166501592925e-01,1.770922594100517514e-02,1.452031650169075538e-01,2.580059870370973174e-01,1.647419370949470552e-01,4.414106873393966457e-01,4.425643507019136336e-01,4.812439787828047266e-01,5.128048731477137245e-01,5.244202746621251521e-01,5.288125614541919761e-01,3.267593880908759574e-01,4.753744765079751522e-01,1.541738376183473258e-01,3.850279833974208921e-01,4.787615805878761011e-01,0.000000000000000000e+00,4.455335242293002040e-01,3.066601528049592851e-01,0.000000000000000000e+00,0.000000000000000000e+00,3.363604402096161961e-01,2.624437472633301405e-01,5.369549164470005520e-01,1.191994693257209942e-01,5.852965063321811101e-01,4.023746647757319161e-01,1.951629175132821581e-01,5.048571127335479414e-01,3.073317213095311251e-01,5.998752263199577106e-01,5.227776622698043774e-01,0.000000000000000000e+00,6.152171777317786416e-01,3.961242933940332667e-01,5.103686943927765451e-01,4.823504109942753360e-01,4.096353415943985721e-01,4.498892039117969865e-01,6.957903302668678736e-01,3.356395467851343573e-01,5.068792580207629461e-01,4.885447855071283763e-01,2.000588962272642490e-01,5.194981132889626707e-01,3.627769617927599777e-01,0.000000000000000000e+00,2.170798718311665598e-01,5.560486481376781809e-01,4.153539264888567173e-01,5.970472702939411125e-01,5.524154249618545842e-01,4.310677054978351852e-01,5.184023092864210591e-01,3.217013146436253912e-02,1.899431001315269874e-01,3.874345700078828392e-01,3.231702671815722683e-01,5.993888439870863616e-01,2.321413047826522968e-01,2.564698385573544459e-01,5.094235538938121088e-01,5.844785001276883163e-01,4.541451274355946532e-01,2.905902531692740598e-01,4.594456292123546559e-01,4.837824104848766904e-01,2.310795762656513430e-01,4.183163969120867187e-01,0.000000000000000000e+00,8.709264676773741110e-02,3.217013146436253912e-02,1.770922594100517514e-02,4.653039218057840043e-01,0.000000000000000000e+00,6.730505860518803951e-01,5.165415359605649570e-01,4.212685402610042984e-01,5.298169425085071937e-01,3.785047075885115686e-01,5.161349600145208605e-01,5.743313319320112464e-01,5.561540568520866312e-01,1.671774553178209943e-01,9.343230073582031725e-02,3.977013054016620419e-01,0.000000000000000000e+00,1.718335627069909888e-01,6.082272007854809814e-01,5.821243470750970816e-01,6.128694533637905062e-01,4.731501147422909614e-01,1.770922594100517514e-02,5.605253759544437386e-01,5.076537698734910897e-01,4.529245905136434769e-01,7.521515375014261595e-01,0.000000000000000000e+00,3.869888430554367931e-01,5.497133526265107067e-02,5.497133526265107067e-02,5.194143609054944211e-01,6.920492744388083706e-01,7.111636894998728531e-01,4.775854166080075736e-01,3.340672243105889394e-01,3.464282911172850143e-01,3.301073178849998069e-01,3.254730034360734936e-01,0.000000000000000000e+00,5.115190352058665013e-01,5.317762883256503814e-01,5.443011689611669812e-01,5.308389490295152280e-01,6.366597824807410655e-01,4.703052080739646978e-01,6.176426187851851157e-01,3.244943313160109644e-01,4.438715098595650416e-02,5.702075298589449615e-01,4.448912347098046283e-01,4.773005076014268377e-01,1.917215844823937920e-01,4.440990527187365644e-01,4.785745662778930765e-01,7.112971337314918374e-01,6.328578422011426063e-01,5.789118786830566021e-01,4.596242620979463234e-01,4.412247619696121892e-01,2.624437472633301405e-01,1.770922594100517514e-02,4.438715098595650416e-02,5.717936617659660214e-01,7.265283760793980750e-02,5.056256428105967426e-01,7.271067413681275848e-01,4.364288262408793639e-01,5.259780756813819957e-01,0.000000000000000000e+00,5.751916549663510514e-01,6.331503074240856233e-01,4.487372932069074727e-01,4.602168398844815322e-01,6.403587778083437154e-01,4.195104988323510864e-01,4.944662347261502000e-01,0.000000000000000000e+00,3.217013146436253912e-02,4.345730592718990981e-01,4.749835823883490349e-01,3.651684313178372721e-01,5.234175690133954229e-01,4.974347758291359778e-01,6.073497432856084233e-01,5.783038643246999344e-01,7.265283760793980750e-02,5.937223527552498714e-01,1.770922594100517514e-02,6.500748678994842100e-01,3.120800178477472486e-01,1.541738376183473258e-01,2.991774810143025820e-01,1.647419370949470552e-01,6.889065440840755894e-01,8.709264676773741110e-02,7.502921371777850901e-01,2.500073437418752764e-01,1.622290469127938839e-01,6.445063887968844885e-01,4.769668275213763686e-01,5.417099683196598958e-01,5.215365191494565344e-01,6.038065328289526912e-01,5.488964431918472719e-01,4.592665920413114278e-01,6.700086397991089626e-01,5.960569670435078571e-01,6.025274526607370396e-01,1.047649272738296750e-01,5.980873516294540337e-01,2.266828025577385941e-01,1.146737981441182663e-01,3.031276852276628686e-01,2.321413047826522968e-01,3.407566933150040223e-01,1.770922594100517514e-02,8.709264676773741110e-02,3.105287577615961081e-01,5.444030731605137285e-01,2.342237645701829851e-01,2.411365544810651906e-01,7.240194645352624470e-01,3.444126436116869416e-01,1.386039414498581590e-01,4.490098423254565430e-01,5.052924140014914967e-01,0.000000000000000000e+00,5.402424091305971787e-01,4.582600106165096721e-01,3.930109512181664266e-01,4.232714210842350999e-01,5.497133526265107067e-02,8.991534610489747559e-01,6.449933123392310730e-01,7.014038766287505888e-01,5.204412088106727952e-01,5.868718525647994566e-01,6.082526456621046851e-01,4.266814094263309265e-01,0.000000000000000000e+00,9.343230073582031725e-02,0.000000000000000000e+00,0.000000000000000000e+00,1.047649272738296750e-01,6.100334471801023284e-01,5.332673650463467530e-01,6.660700549524180003e-01,5.984481721107081098e-01,2.000588962272642490e-01,4.971761850159119311e-01,4.728990557162400798e-01,5.163675416289722486e-01,0.000000000000000000e+00,8.020032095124494942e-02,5.497133526265107067e-02,2.232166856074649930e-01,9.930137455386327250e-02,4.360290827741614139e-01,6.146660804604725525e-01,5.842942040084740940e-01,6.619941827054854899e-01,3.752890993880217962e-01,4.792272004696689347e-01,6.074415975770106613e-01,3.211415989616532296e-01,3.830172811750260919e-01,5.201096287073448954e-01,5.937878404541472310e-01,3.238350034471908501e-01,1.596337070905340660e-01,9.930137455386327250e-02,3.775033516891166396e-01,2.731877905106126492e-01,5.236826669495454611e-01,5.262603784956680908e-01,2.557764073543858929e-01,5.551647557101664354e-01,5.556786181704598260e-01,3.704823042474271189e-01,6.119747661937948724e-01,5.418783699762835804e-01,4.386307979743798158e-01,5.178344078609126155e-01,4.781050964507549406e-01,6.197762709904145462e-01,4.670558682072904477e-01,1.740631619162444355e-01,5.724678998158726495e-01,4.436636126865191043e-01,3.611415708749876607e-01,5.856963164588906423e-01,3.994195159953046748e-01,7.490114498716048397e-01,2.300461630213830599e-01,8.020032095124494942e-02,6.362972697498975316e-01,2.144856514803169245e-01,4.261383163999190038e-01,5.255139489656989182e-01,5.608895084159299937e-01,5.904907546613694658e-01,4.391718608532055312e-01,5.972459416257515086e-01,5.725250164627916361e-01,1.843551422597987655e-01,5.983658445369482992e-01,4.137769846533673745e-01,4.155618522165500095e-01,3.517203250010516591e-01,4.282886344606131046e-01,6.828274049789828659e-01,0.000000000000000000e+00,6.104001461463323119e-01,7.968451761761676799e-01,6.344658777129186245e-01,3.301928343200121740e-01,5.332439132697559536e-01,1.146737981441182663e-01,4.296903557758444681e-01,6.238335565842021424e-01,4.465223929059217722e-01,5.632039218939783876e-01,0.000000000000000000e+00,5.282587214531767605e-01,2.508446638585554167e-01,6.151208474732752229e-01,6.622425448548246996e-01,5.438102029733595799e-01,4.610390568266470313e-01,2.664339350065941248e-01,4.855163484731413459e-01,0.000000000000000000e+00,1.622290469127938839e-01,5.295224905847303321e-01,4.382420550385531244e-01,0.000000000000000000e+00,1.770922594100517514e-02,3.165592271786151768e-01,3.097414903896401617e-01,0.000000000000000000e+00,6.224484468461256581e-01,4.438715098595650416e-02,7.585212441051587540e-01,6.103614888488602119e-01,6.439759672541449653e-01,3.918300686377367281e-01,4.718837295032745627e-01,4.893658300020378715e-01,5.049540996058344833e-01,5.539285337849479962e-01,2.372477468903702313e-01,4.741959316752991094e-01,5.497133526265107067e-02,6.284355979965444705e-01,1.622290469127938839e-01,4.438715098595650416e-02,7.205852678681824441e-01,3.965254778939913960e-01,3.022802860743482034e-01,4.130301436033870788e-01,4.071345725140986804e-01,3.713947769919524466e-01,4.651931164541035502e-01,4.456045751767075402e-01,4.628298202452388876e-01,4.430792235742309071e-01,0.000000000000000000e+00,1.718335627069909888e-01,1.047649272738296750e-01,4.438715098595650416e-02,3.154630133942072368e-01,4.748855465349017813e-01,5.774366668300023875e-01,4.994375991276643334e-01,5.100863347720275831e-01,1.770922594100517514e-02,4.866656350232757555e-01,6.191057627129229468e-01,5.115498971790218841e-01,2.278047841555111419e-01,4.005132242784378849e-01,5.119806686445305122e-01,2.638691634901432770e-01,6.385842056838318959e-01,5.251674385660779487e-01,4.438715098595650416e-02,6.654904146611038129e-01,9.285590636391475305e-01,5.815660899229808667e-01,5.561189338840692997e-01,6.309849886210496805e-01,6.379000423689039634e-01,5.133996520812030839e-01,1.047649272738296750e-01,5.390527978406249865e-01,6.515288550065089224e-01,5.469286430838784518e-01,5.735602287274683686e-01,4.446759549953143154e-01,3.346468481277097284e-01,4.788082698176281404e-01,4.120594720085093976e-01,0.000000000000000000e+00,3.510192242827005482e-01,2.774654964636354970e-01,6.430506687754848627e-02,4.713757560254870360e-01,6.299142857849714394e-01,1.623571642003853177e-01,5.150207442239085331e-01,3.667234503831411363e-01 3.066057077679126830e-01,5.910971526133760451e-02,5.609794869038211562e-01,7.759176612377584326e-02,4.642547012921875993e-01,3.843103750492108395e-01,5.536253414990410793e-01,3.346936745904676158e-01,3.756639912503701439e-01,2.488011336456604772e-01,6.268903194862336381e-01,1.051448530615735205e-01,4.266354813552786784e-01,5.030432392265619113e-01,5.404196299239475421e-01,4.221114894951188412e-01,5.635346895039045068e-01,5.240937432434074061e-01,5.647296876045377889e-01,6.772106669775388443e-01,6.186363945166919454e-01,8.423054202767983334e-01,5.335872553858431733e-01,2.042469805373290093e-01,6.056640278614719985e-01,5.938698400371281716e-01,5.510966892331387035e-01,0.000000000000000000e+00,7.759176612377584326e-02,4.072555935363370572e-01,4.486502383192229604e-01,4.899151251987813316e-01,2.937707478517315729e-01,4.782250164692988248e-01,1.718389702141723818e-01,2.610496781852846282e-01,4.239935920186556628e-01,4.952123397200137722e-01,2.246432329513342596e-01,4.930840667514942433e-01,6.182649419383396960e-01,5.598374104844549004e-01,5.399915847024908677e-01,4.882817430997387076e-01,4.041304577761096750e-01,1.896910777297160511e-01,5.495482278407299859e-01,5.910971526133760451e-02,5.135704011495020316e-01,5.086945823241351139e-01,6.056224344372715951e-01,5.122270636796224519e-01,5.039509546672645834e-01,7.759176612377584326e-02,5.714796750743236231e-01,6.545084327535446445e-01,2.742337868425772651e-01,4.791565540326655492e-01,5.820155548292709202e-01,4.248159125675924908e-01,3.543896272806181802e-01,2.365436966441573086e-01,3.804643733648340187e-01,2.008516362572273783e-01,3.459883767161122670e-01,5.694684761713567633e-01,4.951283076158571883e-01,4.277468880452704458e-01,6.810142806023784523e-01,4.755783294201548217e-01,2.797326518638541537e-01,6.469852945544208866e-01,6.160903609648749057e-01,6.997455126892343502e-01,4.125945375787162805e-01,2.926914173903608640e-01,3.495446676698962113e-02,4.999399740404865122e-01,7.007393366135729051e-01,4.820856654740265368e-01,4.288040172345196077e-01,4.904521870438172670e-01,6.450976103455280386e-01,6.395276367426301345e-01,5.691392433173394494e-01,1.159973927477264966e-01,4.364003082300805803e-01,3.152316689732463928e-01,0.000000000000000000e+00,5.065405099895604613e-01,3.374008280153609207e-01,3.829333774959536307e-01,3.779158201426712216e-01,3.492443468193989209e-01,5.599471783666751801e-01,4.484987938586701972e-01,2.618881980397893550e-01,3.977719635366686601e-01,5.098896929869749517e-01,4.628231491896518390e-01,3.168494453619023488e-01,6.510474096410515665e-01,3.548862620088426567e-01,1.159973927477264966e-01,3.495446676698962113e-02,2.687661179044158466e-01,3.567018533439345052e-01,2.784422574130171468e-01,3.092936984644356624e-01,1.340542865785020465e-01,2.610496781852846282e-01,3.101696701982092352e-01,3.009393334036507550e-01,5.175954305978729408e-01,3.495446676698962113e-02,4.489523144875915417e-01,6.035143533244962111e-01,5.852874232843107150e-01,5.830226163821884411e-01,3.152316689732463928e-01,4.741662473395834576e-01,5.177219201309486429e-01,1.766932205269305944e-01,6.868940643533049117e-01,7.759176612377584326e-02,5.770744880420151102e-01,3.709585484591247928e-01,7.759176612377584326e-02,4.603067975586689897e-01,3.378810878236608861e-01,4.173129618010076869e-01,5.200262453772630522e-01,3.495446676698962113e-02,3.974835430691796567e-01,3.790180790371115438e-01,3.495446676698962113e-02,5.217265037397812444e-01,4.085221584823300889e-01,7.174967368216460528e-01,5.910971526133760451e-02,0.000000000000000000e+00,5.719268281129076259e-01,5.610891355265881231e-01,5.593908581685437253e-01,0.000000000000000000e+00,1.896910777297160511e-01,4.870807483018037565e-01,5.502634474070773329e-01,3.314323741932805878e-01,2.577392977315066669e-01,5.656659619463895172e-01,5.181001910486439099e-01,1.896910777297160511e-01,0.000000000000000000e+00,3.869944843552530211e-01,4.384922733124201333e-01,3.717624834334684603e-01,3.917942549241766326e-01,3.563575536925783771e-01,3.889494989938681035e-01,3.905424868848501596e-01,3.495446676698962113e-02,4.279751537296157538e-01,5.179743053926115781e-01,4.416954503090805839e-01,5.850179633990183481e-01,2.702228709800652551e-01,6.326530345478200701e-01,6.561947479587625365e-01,6.686228119815428306e-01,6.475627853718235460e-01,5.624151654369783371e-01,4.573804851469913668e-01,3.273326738482801312e-01,4.704642577962044880e-01,3.587505971859538123e-01,4.322291116657778764e-01,3.729533070147497131e-01,3.334052666239715745e-01,3.890523745472944661e-01,4.301536791096241541e-01,2.408440222287471510e-01,4.303446022502658841e-01,4.843340210074624785e-01,5.975940025103937403e-01,3.876515192712129965e-01,3.921040845554441545e-01,5.365310269206369220e-01,3.287229820052811058e-01,3.538899452146530011e-01,4.937713718002129659e-01,3.725583304749698343e-01,4.273160898999101009e-01,3.564449705181801376e-01,3.568420234966893090e-01,4.367528334454455208e-01,4.322291116657778764e-01,2.870627907774053189e-01,4.383200559175764455e-01,3.839683353794567378e-01,3.582777959679250279e-01,4.057084804038017523e-01,2.271710391298125409e-01,6.489221758293012288e-01,1.159973927477264966e-01,2.165362434011913195e-01,3.582777959679250279e-01,4.225336170824187110e-01,6.634978274100400419e-01,5.344614879022034915e-01,4.743851366153727378e-01,5.030432392265619113e-01,2.193320737519733610e-01,3.905424868848501596e-01,2.271710391298125409e-01,6.272234845607916887e-01,6.360100803385460022e-01,4.637562338254717642e-01,4.653649111085753631e-01,9.256065985647754513e-02,3.495446676698962113e-02,3.966119706782456067e-01,2.387228834320871129e-01,5.299903654904921657e-01,3.495446676698962113e-02,1.973033472455286430e-01,4.798735767529436202e-01,1.487470550576699690e-01,5.402772025250640597e-01,4.710364077654658477e-01,5.376687140156695133e-01,2.239728160862568818e-01,7.385911899923942592e-01,5.023555444941907311e-01,5.619247982958712750e-01,5.883478433579947264e-01,3.465404631397877577e-01,6.193566276538828852e-01,3.528809200884252539e-01,4.588571597612826070e-01,5.577696717439769580e-01,1.417412964635645090e-01,1.255407383437282531e-01,1.051448530615735205e-01,5.196571055060512645e-01,0.000000000000000000e+00,0.000000000000000000e+00,5.632508734983829868e-01,6.048069512161952099e-01,7.492547661146723437e-01,9.256065985647754513e-02,7.914020933827613513e-01,2.365436966441573086e-01,5.434897905187628941e-01,2.387228834320871129e-01,5.205157675776502790e-01,5.378046344707292370e-01,6.866180734780228390e-01,4.043956731199738197e-01,5.434057949005940413e-01,5.910971526133760451e-02,5.755985018997658020e-01,5.643450433565306845e-01,3.294090177003604625e-01,3.633298822360546687e-01,3.672361379556450811e-01,5.540656497627195476e-01,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,3.314323741932805878e-01,5.723714678250980681e-01,4.164083602197433120e-01,4.909368560446787932e-01,5.127725231821446128e-01,4.972848513585730879e-01,5.756896657105424753e-01,2.193320737519733610e-01,5.306333558416435059e-01,2.506715198833521785e-01,3.745290774693103009e-01,4.233711741759564329e-01,4.182073760181932442e-01,3.767979178531865037e-01,2.657693016881451653e-01,4.309146905841208519e-01,4.643788177687488972e-01,7.759176612377584326e-02,3.548862620088426567e-01,4.102619483543175072e-01,3.448726098328590006e-01,4.540596563193676771e-01,5.574643517470564413e-01,4.100157183006711281e-01,4.019763003450553263e-01,3.047616485018708188e-01,3.408385745455550508e-01,5.873320666800725398e-01,2.546189300518398313e-01,1.159973927477264966e-01,7.404063257267834430e-01,6.451892511865398028e-01,4.955476084470406550e-01,5.220263036444716676e-01,2.771302264696348661e-01,3.646534630561155121e-01,4.314806999439444457e-01,7.278094349692038056e-01,8.223521751166775751e-01,1.666663010323829186e-01,6.402037865182780285e-01,3.075119450825723466e-01,4.934284734412186513e-01,4.411982210737199761e-01,3.672361379556450811e-01,5.548599856372267158e-01,2.560305116219124266e-01,5.337938269425872573e-01,5.182258766976104436e-01,5.830231694505524365e-01,3.465404631397877577e-01,6.025254473129449950e-01,5.302604878475933869e-01,3.495446676698962113e-02,4.514742195471894703e-01,4.075105523366794325e-01,5.218465622368007040e-01,6.284643971941902274e-01,5.025088814851557117e-01,8.066739677489978000e-01,1.255407383437282531e-01,0.000000000000000000e+00,3.704518626202385478e-01,2.271710391298125409e-01,5.535851883980591470e-01,3.846508810267231793e-01,2.136385018490283005e-01,3.009393334036507550e-01,2.657693016881451653e-01,3.839683353794567378e-01,4.023874235602837302e-01,1.611326220604464843e-01,3.144101283356190435e-01,3.963193346737109990e-01,0.000000000000000000e+00,5.746195183732444312e-01,5.299903654904921657e-01,6.619208441012278676e-01,4.431686274031669814e-01,5.023555444941907311e-01,2.449225828187273912e-01,5.198418852197878026e-01,1.718389702141723818e-01,5.461369695835384119e-01,3.948395317661094750e-01,5.411749194203964164e-01,4.702342299381290225e-01,0.000000000000000000e+00,5.184140371830248117e-01,7.606272953764653399e-01,5.471889415660003975e-01,5.056805767336748358e-01,5.833816548194269425e-01,5.697963385951441140e-01,5.297193176038453855e-01,0.000000000000000000e+00,4.764349518842483366e-01,5.626124739456471735e-01,5.910971526133760451e-02,0.000000000000000000e+00,5.910971526133760451e-02,5.287357907154812686e-01,5.057357504929073100e-01,9.256065985647754513e-02,5.615988508888062336e-01,5.993923362378769104e-01,5.663524227302128011e-01,7.772373267459676827e-01,1.812675434531514918e-01,7.582463187514669745e-01,5.910971526133760451e-02,4.372787088397503963e-01,4.124440230354485259e-01,3.659553398483608722e-01,3.628836675596636141e-01,3.222645861408617307e-01,1.896910777297160511e-01,5.242684561775234897e-01,2.948355500621776537e-01,5.960126396199207921e-01,5.878025093875075546e-01,5.317034095056875076e-01,4.921291785776308325e-01,7.253156071456962062e-01,6.244032770690076672e-01,3.066057077679126830e-01,3.528809200884252539e-01,5.180372675963774709e-01,9.256065985647754513e-02,5.910971526133760451e-02,5.235085359834490415e-01,2.730587894363283863e-01,4.143343527097508305e-01,5.533841383524391588e-01,4.583233754100370927e-01,4.498456469659565804e-01,5.924575205789965882e-01,0.000000000000000000e+00,1.666663010323829186e-01,2.610496781852846282e-01,7.142077177758539008e-01,5.364313211685888261e-01,3.741264004591046688e-01,3.756639912503701439e-01,6.372052258696593308e-01,3.974835430691796567e-01,6.031073908400876871e-01,6.667144135822019591e-01,5.850449526710583825e-01,4.697721369689511484e-01,3.495446676698962113e-02,3.899091244259916267e-01,5.730664281199060461e-01,0.000000000000000000e+00,1.340542865785020465e-01,2.296201322041709347e-01,3.495446676698962113e-02,6.346381939531219318e-01,4.698879187175267202e-01,4.347941942976384366e-01,4.307251400324707546e-01,5.068311294613526696e-01,6.168156233219376228e-01,6.921790639842693160e-01,2.296201322041709347e-01,1.487470550576699690e-01,3.038233292577672828e-01,8.283332121839878104e-01,1.666663010323829186e-01,3.729533070147497131e-01,6.526821794401447274e-01,4.046600022726584700e-01,2.165362434011913195e-01,0.000000000000000000e+00,4.030607112686686033e-01,5.022019097064817084e-01,5.763248767629807201e-01,3.908573048835490282e-01,5.910971526133760451e-02,5.921128033719561534e-01,6.450882639860692214e-01,5.725612628579708208e-01,6.350121010064174731e-01,5.438993674161988201e-01,1.551814309715276730e-01,3.192157892871773095e-01,4.871737903571047856e-01,4.484987938586701972e-01,3.237460247616076869e-01,3.495446676698962113e-02,1.718389702141723818e-01,6.387666149698668638e-01,5.282947160639922535e-01,6.725214153402176986e-01,5.026619218316075166e-01,5.510966892331387035e-01,5.843947040353815181e-01,5.634283746014799865e-01,5.813157810800126946e-01,4.030607112686686033e-01,6.197752064458974530e-01,3.215132637567129636e-01,4.557375074474065979e-01,4.599140668196721737e-01,6.534359369586455468e-01,2.744392672538615296e-01,2.784422574130171468e-01,5.957538347087124597e-01,2.989566104944348379e-01,3.365877197055855419e-01,4.237866506288031077e-01,4.264353455127196657e-01,4.117233174414959840e-01,4.150317616485144634e-01,1.417412964635645090e-01,4.486502383192229604e-01,3.266281844348047914e-01,5.661813636372211578e-01,4.201835148433787359e-01,4.008768173619874919e-01,2.657693016881451653e-01,3.207548743868225971e-01,2.797326518638541537e-01,2.271710391298125409e-01,5.979844507598822689e-01,2.642270763846950032e-01,4.896452369824311757e-01,2.042469805373290093e-01,7.759176612377584326e-02,0.000000000000000000e+00,4.057084804038017523e-01,5.910971526133760451e-02,4.630025707409257119e-01,4.730626027503418984e-01,6.492721931920890366e-02,6.443522354411185260e-01,3.495446676698962113e-02,3.633298822360546687e-01,5.881924175441024527e-01,0.000000000000000000e+00,5.686428165092775044e-01,4.157230759321531854e-01,6.042585902522641383e-01,3.551693353393714503e-02,1.611326220604464843e-01,2.702228709800652551e-01,3.822357217188048772e-01,5.552934939170369733e-01,9.256065985647754513e-02,7.759176612377584326e-02,2.560305116219124266e-01,9.256065985647754513e-02,1.666663010323829186e-01,4.770713714834801111e-01,5.058092424728377612e-01,3.495446676698962113e-02,6.435062686381075592e-01,6.907368433127804019e-01,3.596878896216609833e-01,3.859986153136656384e-01,3.752824206866903767e-01,2.784422574130171468e-01,4.774581453947470688e-01,9.256065985647754513e-02,4.254271097547900893e-01,2.075031460500811886e-01,4.455645407612343623e-01,0.000000000000000000e+00,8.416691054652840620e-01,4.801788990264841961e-01,3.793821554594321022e-01,3.273326738482801312e-01,4.610864345478760118e-01,6.158161592343809332e-01,3.866639389109354230e-01,4.195543018504354071e-01,3.353300369875392151e-01,6.098942912472037348e-01,4.768597999969872991e-01,7.759176612377584326e-02,7.568287126787333063e-01,3.118933473740217455e-01,4.791565540326655492e-01,5.758110506260547545e-01,5.251363207780851416e-01,5.086237237552383439e-01,5.652920888871323379e-01,0.000000000000000000e+00,3.846508810267231793e-01,5.008055881868167525e-01,3.889494989938681035e-01,4.695958469319424511e-01,5.398005896989043206e-01,3.933315187220087217e-01,2.046450379268099085e-01,3.384375842792539668e-01,4.940275660040286398e-01,3.558701866078182730e-01,5.674722187934776452e-01,6.986428250533516238e-01,3.144101283356190435e-01,5.787282769805383031e-01,3.448726098328590006e-01,5.000980749171785034e-01,2.165362434011913195e-01,4.264353455127196657e-01,5.225631118162403776e-01,5.965277231163547134e-01,5.203325570563878122e-01,5.546621463948658848e-01,4.710364077654658477e-01,0.000000000000000000e+00,4.653649111085753631e-01,3.587505971859538123e-01,4.082704444379530728e-01,5.091177465542258140e-01,5.330163817135730175e-01,5.960452820961514853e-01,3.019122785367768791e-01,5.516336339612705197e-01,4.495529743490676022e-01,4.808867559788628232e-01,6.693511589802955131e-01,2.948355500621776537e-01,5.710943781640005490e-01,4.492532145163072865e-01,4.149414333249579756e-01,3.592206737466098754e-01,4.775978472356170457e-01,1.051448530615735205e-01,3.495446676698962113e-02,4.027910232804056134e-01,4.344328116514880045e-01,2.870627907774053189e-01,5.429863004232964308e-01,4.678963542217124405e-01,1.551814309715276730e-01,5.958245034190782219e-01,4.829730809241818967e-01,4.092724855752405966e-01,5.013515221382893738e-01,5.055885481289734695e-01,5.535851883980591470e-01,4.974483284474520706e-01,4.887388572821640409e-01,4.765413684373348557e-01,1.487470550576699690e-01,5.799463166024052541e-01,3.495446676698962113e-02,1.159973927477264966e-01,3.307636155264926936e-01,1.417412964635645090e-01,4.418605111779805861e-01,4.652423112818306894e-01,4.684873323454474825e-01,5.606128723113794621e-01,5.035740116686430179e-01,5.291957443302370834e-01,4.112391878085419061e-01,4.985833199602538457e-01,1.255407383437282531e-01,4.102619483543175072e-01,6.680295960815670897e-01,7.759176612377584326e-02,5.630016932396412210e-01,3.013299485827133917e-01,0.000000000000000000e+00,0.000000000000000000e+00,2.542843156577618835e-01,3.287229820052811058e-01,4.947912381098241164e-01,3.760437983532380346e-01,6.174272163814104042e-01,4.480426582064128138e-01,3.721613719488840455e-01,4.736163496795022798e-01,0.000000000000000000e+00,6.026767296608479541e-01,4.401943175283937748e-01,1.611326220604464843e-01,5.988956246901326885e-01,3.009393334036507550e-01,5.179743053926115781e-01,4.362234388240444627e-01,2.904877481620800617e-01,4.579206722318965861e-01,7.020482785407413662e-01,3.075119450825723466e-01,3.957307417509408065e-01,4.603067975586689897e-01,4.474303754612227180e-01,4.825799064832637653e-01,2.042469805373290093e-01,0.000000000000000000e+00,3.684964540639307229e-01,5.495059504639908665e-01,6.481517686969545666e-01,5.838487204574718259e-01,5.000980749171785034e-01,3.824002675314311372e-01,5.636408617180196368e-01,2.106300133477080061e-01,2.220324569067097797e-01,4.252238893906935546e-01,3.176460224546226452e-01,6.448732408807000827e-01,4.756859231432055690e-01,9.256065985647754513e-02,4.878219887668756027e-01,5.540257195877635876e-01,4.823825840269570508e-01,2.672817651233876934e-01,4.809873529783368906e-01,4.693073498660300102e-01,2.846941572506042628e-01,3.790180790371115438e-01,0.000000000000000000e+00,5.910971526133760451e-02,2.810025616024055539e-01,3.495446676698962113e-02,5.062488189203978584e-01,0.000000000000000000e+00,5.740944579169144912e-01,4.166355026450019317e-01,3.914831509450832914e-01,5.447122138534461477e-01,4.168619540315575689e-01,5.728451071660047855e-01,5.811742286747992869e-01,5.184140371830248117e-01,1.855909986787371846e-01,0.000000000000000000e+00,4.312924684671654574e-01,0.000000000000000000e+00,3.637735144558186806e-01,5.998635725068111046e-01,5.832437543615448527e-01,6.301909587915787148e-01,4.830710787719222354e-01,1.973033472455286430e-01,5.796580061592175870e-01,5.023317396478862440e-01,4.831689377650073558e-01,4.810878402906595408e-01,2.165362434011913195e-01,4.430062763122054603e-01,3.495446676698962113e-02,2.687661179044158466e-01,4.818871047882465342e-01,6.829475345503480677e-01,7.034299168530599999e-01,4.918667516276840068e-01,3.578020660744983261e-01,3.443088197957025476e-01,2.846941572506042628e-01,3.390447525724076816e-01,5.910971526133760451e-02,4.221114894951188412e-01,4.927381696714844272e-01,5.361314476813566765e-01,5.445323035334546091e-01,6.539231833195174870e-01,4.297127473755998350e-01,6.282302741224226050e-01,3.991983475037446660e-01,3.495446676698962113e-02,5.550967372146076162e-01,4.436536620377763973e-01,4.967923832903339276e-01,3.592206737466098754e-01,4.792593925370828845e-01,4.725049724286078390e-01,7.155356318698609108e-01,5.406091294273365211e-01,6.575442895011018862e-01,4.927381696714844272e-01,4.112391878085419061e-01,3.610733702155378699e-01,3.495446676698962113e-02,1.051448530615735205e-01,3.668114796499722940e-01,3.495446676698962113e-02,5.485701625885659460e-01,7.021824996589014489e-01,4.652423112818306894e-01,4.610864345478760118e-01,3.495446676698962113e-02,5.274051095890739393e-01,6.115244472145958676e-01,3.866639389109354230e-01,4.227438202758502239e-01,6.095373481195800469e-01,4.945375091597837836e-01,4.645027621068757440e-01,2.075031460500811886e-01,2.106300133477080061e-01,4.184293784395735627e-01,4.608274083543693056e-01,3.921040845554441545e-01,5.214255524788991014e-01,5.243847314076920396e-01,5.554505448621279706e-01,5.931181181503621946e-01,3.038233292577672828e-01,4.797715341018214952e-01,3.495446676698962113e-02,6.061201216742068132e-01,4.299622595722573104e-01,1.718389702141723818e-01,3.942397826030052954e-01,1.973033472455286430e-01,6.527280662320600335e-01,1.666663010323829186e-01,8.721239079307457898e-01,4.041304577761096750e-01,7.759176612377584326e-02,6.923251948051357685e-01,5.302604878475933869e-01,4.906303951125339791e-01,6.013705095644061860e-01,5.765354853527718815e-01,5.525747599328598714e-01,4.379744611017826750e-01,6.806525197012381900e-01,5.870694935646513235e-01,2.822521839616264905e-01,3.697370794899882962e-01,5.937007189849369260e-01,5.662498304360389367e-01,1.340542865785020465e-01,2.882209286142076721e-01,2.771302264696348661e-01,3.729533070147497131e-01,0.000000000000000000e+00,2.449225828187273912e-01,3.793821554594321022e-01,5.657693137498828184e-01,3.548862620088426567e-01,3.414276589069296652e-01,7.104228351404979769e-01,3.384375842792539668e-01,0.000000000000000000e+00,5.053672230692761724e-01,4.688398158059406962e-01,1.417412964635645090e-01,4.989847617789701650e-01,4.697721369689511484e-01,4.670615226999724201e-01,4.337050227614728248e-01,7.759176612377584326e-02,8.768439827092151528e-01,6.439688257793164672e-01,7.649488681705050031e-01,5.471889415660003975e-01,7.006517784410984939e-01,5.430514778744960358e-01,4.588571597612826070e-01,1.051448530615735205e-01,2.271710391298125409e-01,1.051448530615735205e-01,3.495446676698962113e-02,0.000000000000000000e+00,6.636977497908790324e-01,4.410318010360984031e-01,6.963307807477275846e-01,5.895803911104332551e-01,1.666663010323829186e-01,3.764217906502593802e-01,4.627497532151123028e-01,5.193481620759561324e-01,5.910971526133760451e-02,3.118933473740217455e-01,4.046600022726584700e-01,1.487470550576699690e-01,1.611326220604464843e-01,4.665804625897805868e-01,6.490063673519167464e-01,5.817389198080901158e-01,6.525673438072949750e-01,2.958860220920928041e-01,4.312924684671654574e-01,5.907689320315820947e-01,5.108605200892889497e-01,3.908573048835490282e-01,5.596888396187544856e-01,5.443970977113155030e-01,4.237866506288031077e-01,3.075119450825723466e-01,2.075031460500811886e-01,3.876515192712129965e-01,6.233296226017842612e-01,5.161260696459190056e-01,6.474402665193051964e-01,3.180571508963825345e-01,5.471453918134935313e-01,6.444796275849511424e-01,3.818846362620344492e-01,5.675059085495703926e-01,5.563475971531517406e-01,5.370276882434310561e-01,2.136385018490283005e-01,3.384375842792539668e-01,6.239920552451091451e-01,5.103765958113480883e-01,2.408440222287471510e-01,5.730965585346198266e-01,4.805841587685893979e-01,3.487108745232852525e-01,5.856898951039153367e-01,4.489523144875915417e-01,6.769155630895193898e-01,2.506715198833521785e-01,0.000000000000000000e+00,5.013515221382893738e-01,2.193320737519733610e-01,4.526337351907610551e-01,3.839683353794567378e-01,5.652512053881587617e-01,6.142649153378353377e-01,4.565632615900286351e-01,6.752423193571148730e-01,7.464991904709941117e-01,1.417412964635645090e-01,6.443394863134436212e-01,3.866639389109354230e-01,4.426806004956859719e-01,3.538899452146530011e-01,4.792593925370828845e-01,6.541825781639046822e-01,0.000000000000000000e+00,6.063269848997248079e-01,8.191984440956536773e-01,4.705790110614996857e-01,2.468858005235221031e-01,5.694356121108558044e-01,1.255407383437282531e-01,4.166355026450019317e-01,5.947339373645754712e-01,4.529210036704341968e-01,5.385478018436766767e-01,1.255407383437282531e-01,5.302604878475933869e-01,2.008516362572273783e-01,5.958511017800953713e-01,5.530613785762296120e-01,5.201489102077295756e-01,6.009523378123403647e-01,3.495446676698962113e-02,4.968746670945568544e-01,0.000000000000000000e+00,5.095400594440991915e-01,5.343079173638083379e-01,4.642547012921875993e-01,0.000000000000000000e+00,3.495446676698962113e-02,4.114816447640913810e-01,3.384375842792539668e-01,0.000000000000000000e+00,6.392576444552725556e-01,1.417412964635645090e-01,6.946543043528409234e-01,5.694684761713567633e-01,6.440712512652421173e-01,3.206480760928626106e-01,4.637162150058579124e-01,5.910971526133760451e-02,5.087519370080606507e-01,5.416900418341522583e-01,3.672361379556450811e-01,4.670615226999724201e-01,2.771302264696348661e-01,6.248613198639750843e-01,5.212444284465110877e-01,4.780165120424594294e-01,7.560683505497647339e-01,4.642161867287314392e-01,3.646534630561155121e-01,4.460351483991723542e-01,4.327858268441858169e-01,4.274309283058448927e-01,5.137034875403110323e-01,5.540257195877635876e-01,4.117233174414959840e-01,4.210461899582418899e-01,1.812675434531514918e-01,7.759176612377584326e-02,1.417412964635645090e-01,1.611326220604464843e-01,2.449225828187273912e-01,4.600451780994419537e-01,5.774911838139903386e-01,5.008055881868167525e-01,5.147602061685484509e-01,2.008516362572273783e-01,4.665804625897805868e-01,5.919151481208595467e-01,4.850058106104574440e-01,2.365436966441573086e-01,3.725583304749698343e-01,5.258808365391712814e-01,2.810025616024055539e-01,6.500334709118092968e-01,2.870627907774053189e-01,1.766932205269305944e-01,6.378999104035890655e-01,9.032317017241585644e-01,5.615988508888062336e-01,5.448020158099048382e-01,6.060373915555073987e-01,6.463165477405992121e-01,4.908019842703731928e-01,3.047616485018708188e-01,5.295018125592633185e-01,6.353699693921559533e-01,5.350220642469833976e-01,6.167975620812219395e-01,3.495446676698962113e-02,7.759176612377584326e-02,3.914831509450832914e-01,4.962139279486007526e-01,0.000000000000000000e+00,3.899091244259916267e-01,2.488011336456604772e-01,1.666663010323829186e-01,4.836564775833929741e-01,5.879326893012153388e-01,1.340542865785020465e-01,4.519110450721469663e-01,3.425927245438979973e-01 -2.419159764014127412e-01,3.535519081828046584e-02,6.161874679670821253e-01,3.535519081828046584e-02,6.750798855427164735e-01,5.439723931370976651e-01,5.184653601032843673e-01,4.184324114204175382e-01,6.007192035374824268e-01,3.138449324428277953e-01,6.671443407273057735e-01,1.426797223233975676e-01,5.339837750330244104e-01,3.187510197359568753e-01,5.675791445636271249e-01,3.691930405925529790e-01,5.837585528122684053e-01,5.733055394598493004e-01,5.662714285300812778e-01,6.745343026419651222e-01,6.603560338530368723e-01,6.860512659055028051e-01,4.339062490562498042e-01,2.257031257590555728e-01,5.865731091791615004e-01,6.009433801354827631e-01,5.406625833326477171e-01,7.829465819150036032e-02,1.561488834131880277e-01,3.942293787639944980e-01,4.664869332883540554e-01,6.463771168665081168e-01,4.892209609127753933e-01,4.371668032974698748e-01,1.349744771001078480e-01,4.052488460559715011e-01,5.365511305203680692e-01,5.135534363443396977e-01,3.956577568542958834e-01,5.084604630172532280e-01,6.272000452589936437e-01,4.571353445393623316e-01,5.967132323867374577e-01,4.576849049890299170e-01,3.195399148432946923e-01,3.535519081828046584e-02,4.721586480923016804e-01,3.535519081828046584e-02,6.144138015657195639e-01,4.335355355392701004e-01,5.210269606177271307e-01,5.835077974454337957e-01,5.255083824229965783e-01,0.000000000000000000e+00,5.991319112534052582e-01,6.188916217603088743e-01,3.573098049935188314e-01,4.998672343415320185e-01,5.990280859917008760e-01,4.322241505424532781e-01,3.850847590129229392e-01,5.970328896151783776e-02,3.579548751398379802e-01,2.306839362806182014e-01,3.442794801502457314e-01,5.598780647197334481e-01,5.429072868135855767e-01,4.073460887496332394e-01,7.549473808188271740e-01,5.002678745798163629e-01,3.103964214636448227e-01,5.674083107372741575e-01,5.579481063281936937e-01,6.987471076342507414e-01,4.141871995741483459e-01,3.857673698700139209e-01,3.535519081828046584e-02,4.806896100210422129e-01,6.265224994749004628e-01,4.483977879764906582e-01,4.052488460559715011e-01,4.731782651407108187e-01,7.141459584554625817e-01,6.126959915307943483e-01,5.112520179814110666e-01,1.676558785351377201e-01,4.525956543624312101e-01,3.598637985996777644e-01,0.000000000000000000e+00,4.840957333268196550e-01,3.289642355530670303e-01,3.498224240828748388e-01,3.555020838675052586e-01,3.049243600836417656e-01,4.743370411815765464e-01,4.636180404246287856e-01,3.971697396777901234e-01,5.238055359591127225e-01,5.245146167859279229e-01,3.847412319787976709e-01,2.571118682511066567e-01,6.850448635449349899e-01,2.604947957041679474e-01,3.535519081828046584e-02,5.970328896151783776e-02,3.338615235844828444e-01,4.173774536365845722e-01,3.345138110787318486e-01,5.996114520110752411e-01,3.830007948491643832e-01,3.887683748910339965e-01,3.129966820148472051e-01,3.569829002681351726e-01,4.775573744030956469e-01,1.059739075691593507e-01,4.373440920966673029e-01,4.669754097753440747e-01,6.479125554179303581e-01,5.208423180980599199e-01,3.487444906731062000e-01,4.287486577452839787e-01,5.226094391637575720e-01,9.333997645311915836e-02,6.099274365344042881e-01,0.000000000000000000e+00,4.983260350368602931e-01,2.698538154001246525e-01,1.059739075691593507e-01,4.496200763994254723e-01,4.034050872124432252e-01,3.413551615214523438e-01,5.917426884796446185e-01,7.829465819150036032e-02,3.956337507505302553e-01,3.095103212333821241e-01,0.000000000000000000e+00,4.465281843901399150e-01,2.990454659164904494e-01,7.507580482925858556e-01,0.000000000000000000e+00,0.000000000000000000e+00,3.867804270566178593e-01,5.336700156970609621e-01,6.003366340659221922e-01,0.000000000000000000e+00,1.676558785351377201e-01,3.903876218743208559e-01,4.269519403701447224e-01,2.698538154001246525e-01,2.990454659164904494e-01,5.483129704840005170e-01,5.498651810162564768e-01,1.866091986178339823e-01,1.983364351675613035e-01,3.712610819242480042e-01,4.586375678171604742e-01,3.801339486731614703e-01,4.068269791309377936e-01,4.273547443997259832e-01,3.358025823925641640e-01,4.359147543083556897e-01,3.535519081828046584e-02,4.700240724613034549e-01,5.275158929446065459e-01,4.509729444803637910e-01,5.654342246238611702e-01,2.857886894185213134e-01,6.437499062042986164e-01,6.479249170398121427e-01,6.387614306419301391e-01,6.085568026902911098e-01,5.352095544672644811e-01,5.011421884769340362e-01,3.519352025976212883e-01,5.015364393798935616e-01,3.771592886988888171e-01,5.142932244500943995e-01,4.817067158874161481e-01,3.263070852388768039e-01,4.124212489036844786e-01,4.674609099633452169e-01,3.067907009465661305e-01,4.569973558152350401e-01,5.260871799261624959e-01,5.723151985782427564e-01,3.305168835273299410e-01,3.736734022285999046e-01,4.759434870013680707e-01,3.589150523713813268e-01,4.277555432610034569e-01,5.695676539428522478e-01,3.971432110321914122e-01,4.118710025714817924e-01,3.726972520158625124e-01,3.338615235844828444e-01,4.543286973670652151e-01,3.884405098383171273e-01,2.741482800973158995e-01,5.512617744194593383e-01,4.359147543083556897e-01,4.273547443997259832e-01,4.154535653338268797e-01,1.497006220996662806e-01,5.004275586007898013e-01,2.376127414794639015e-01,2.668555966918766398e-01,3.704403707875837948e-01,4.946372800284455362e-01,7.401103579100520857e-01,4.865098578105520599e-01,4.674609099633452169e-01,4.434745686201516657e-01,3.332038128383145725e-01,4.103912708090579620e-01,2.479614092380511003e-01,6.302873814175665723e-01,5.963107443738621116e-01,4.900437854765967161e-01,5.151586764939642960e-01,1.426797223233975676e-01,3.535519081828046584e-02,5.043943533664089207e-01,2.969846295080103560e-01,5.489634295636921513e-01,1.728366124473645626e-01,2.498780710355353596e-01,4.797628959427051032e-01,1.497006220996662806e-01,5.406851188497303617e-01,4.589076802850854397e-01,5.263175101926911292e-01,1.320054001022733237e-01,4.782994015101962315e-01,5.242199367224474882e-01,5.759897570796654875e-01,5.897564849584835400e-01,4.534669087840343393e-01,5.751878096099491966e-01,4.098918262498625342e-01,4.655008152821301093e-01,5.762960436414255039e-01,2.257031257590555728e-01,1.349744771001078480e-01,1.497006220996662806e-01,5.483129704840005170e-01,0.000000000000000000e+00,0.000000000000000000e+00,4.961671713104687798e-01,5.883253548208333683e-01,6.585719694824582193e-01,1.676558785351377201e-01,2.782218033103118215e-01,2.052877132467771926e-01,2.052877132467771926e-01,4.994645547218393156e-01,4.340909563779786207e-01,6.036175736956672644e-01,6.949036276752212915e-01,3.913435520945039436e-01,5.159695703050177773e-01,3.535519081828046584e-02,5.752188036947871730e-01,5.669623962952777818e-01,3.589150523713813268e-01,4.303121898274193113e-01,3.332038128383145725e-01,5.739064539577971580e-01,3.535519081828046584e-02,7.829465819150036032e-02,0.000000000000000000e+00,0.000000000000000000e+00,1.822793946485090355e-01,5.552695647341515661e-01,4.103912708090579620e-01,4.997377904327942599e-01,5.001406904200679238e-01,4.842915935340286193e-01,5.050741818727334520e-01,1.059739075691593507e-01,5.771806583632570486e-01,4.140399409401352981e-01,4.450691193577688276e-01,5.014577490246883151e-01,4.219510679774439166e-01,3.635486950057066347e-01,1.059739075691593507e-01,4.879237465260776174e-01,5.001078533607056231e-01,1.059739075691593507e-01,2.517497193424327318e-01,4.364537750418581163e-01,4.283529067996279527e-01,4.620788672306125888e-01,5.401076167875412670e-01,4.093891636594209071e-01,4.221658681877142327e-01,3.370705822945239127e-01,4.394407966490093687e-01,5.688991721392288037e-01,3.947983840600208238e-01,2.795342507588500780e-01,7.450267893023504451e-01,6.121538626562769148e-01,4.901346825646712979e-01,5.297494853663134995e-01,2.845767799223436478e-01,3.332038128383145725e-01,4.156867259428319028e-01,7.204118974242657014e-01,5.905518550984056869e-01,1.621119330810111003e-01,7.103834217601305845e-01,3.771592886988888171e-01,5.255664510529018951e-01,4.303121898274193113e-01,2.571118682511066567e-01,5.750637116934965709e-01,1.676558785351377201e-01,5.442020553365212177e-01,5.046216081541831100e-01,5.498032461927083725e-01,4.310825349983036237e-01,3.389352692899194608e-01,5.038615259437234650e-01,1.426797223233975676e-01,4.943268566675956821e-01,4.719302751949476793e-01,4.833073893394219667e-01,6.311936209990577362e-01,4.980799262669253213e-01,6.395486062413684447e-01,3.535519081828046584e-02,0.000000000000000000e+00,4.508968947517938419e-01,2.376127414794639015e-01,5.164719402309581042e-01,3.298305228283757717e-01,2.018884020469819407e-01,3.270244393702211871e-01,2.604947957041679474e-01,4.380491759875496105e-01,3.864947108912791807e-01,1.907142655879562887e-01,3.720733658214751549e-01,4.404686860893312628e-01,9.333997645311915836e-02,5.738749413051442705e-01,5.055989305593597827e-01,6.014565908719661236e-01,3.419487163722062517e-01,5.141592235119134546e-01,2.845767799223436478e-01,4.822104154372510165e-01,1.168652363170772507e-01,5.417330555954541493e-01,4.324128227121291079e-01,3.881112217243337104e-01,5.490497603527560999e-01,9.333997645311915836e-02,5.587794783455665160e-01,7.014506880070687789e-01,3.994634524178265478e-01,4.837458908281849213e-01,5.524277199828150353e-01,4.738507878227818382e-01,5.724115794890681785e-01,3.535519081828046584e-02,5.137558892545410760e-01,5.550251394455681941e-01,9.333997645311915836e-02,3.535519081828046584e-02,0.000000000000000000e+00,5.618839264644827081e-01,6.667458532591750142e-01,1.776988142295017337e-01,5.222470506095613363e-01,6.061624138085346392e-01,5.637685801215337467e-01,6.961496753229378109e-01,2.282327252048782507e-01,6.868412232586412758e-01,5.970328896151783776e-02,4.569973558152350401e-01,3.786606328084251016e-01,4.383993751951713036e-01,4.299242030109106105e-01,4.177548523457669805e-01,1.615925107764559499e-01,5.543066780913885605e-01,2.713113612449919998e-01,6.203237796627848466e-01,5.763266066330384740e-01,5.739694416285926470e-01,5.596520181496550395e-01,3.679258030965595894e-01,6.321952283450947840e-01,3.138449324428277953e-01,4.502241973462928759e-01,5.158180393500003680e-01,2.085469514538101921e-01,1.168652363170772507e-01,5.517218747230563380e-01,3.728774647681243892e-01,4.305055062298780433e-01,4.951189837038367236e-01,4.450964156961682017e-01,5.002262925294185258e-01,7.017392000360235249e-01,1.426797223233975676e-01,3.938375358129603820e-01,3.318717555370398475e-01,5.543470323420055523e-01,5.335126727822698811e-01,3.648874198014563919e-01,4.306983171969516744e-01,6.547537744125104808e-01,3.962552898831034898e-01,5.519717185249094493e-01,6.577902027214119762e-01,6.477516761050088334e-01,5.138232546001310075e-01,3.535519081828046584e-02,3.867804270566178593e-01,6.040104820969567356e-01,0.000000000000000000e+00,4.736272548794999704e-01,2.959337225864648313e-01,5.970328896151783776e-02,6.281738769261880906e-01,4.965031563021287120e-01,5.148933942193396618e-01,4.891290072257351018e-01,5.880886865062732172e-01,5.744089677256135618e-01,6.905687696310457424e-01,2.376127414794639015e-01,7.829465819150036032e-02,2.535777860552820284e-01,8.260041639780227873e-01,9.333997645311915836e-02,3.370705822945239127e-01,6.500229340373246956e-01,4.751789203114861748e-01,5.970328896151783776e-02,0.000000000000000000e+00,6.110977212325620078e-01,5.613318201315415923e-01,5.239241653677663146e-01,3.950556223904631015e-01,3.535519081828046584e-02,6.018559269804387712e-01,6.502513141073157366e-01,5.300791530956739939e-01,5.666176698882320339e-01,5.487472087153888456e-01,9.333997645311915836e-02,3.187510197359568753e-01,5.013789663305133759e-01,5.101007529018383169e-01,3.857673698700139209e-01,1.497006220996662806e-01,1.264369248611630636e-01,6.523243909467308921e-01,3.822937801993262497e-01,7.068952178104118689e-01,4.931647120002109475e-01,6.343228289335426373e-01,5.609244869571059500e-01,6.167577451729308047e-01,6.331992034265693237e-01,4.493162770066925771e-01,5.472168462728561611e-01,4.123581445234735798e-01,4.685424857071803229e-01,5.054493610111046031e-01,5.907048793227688277e-01,3.564923974177946486e-01,3.944489235753045886e-01,6.094865892575113131e-01,3.691930405925529790e-01,4.414833906743881875e-01,4.943794043300566710e-01,5.019287212871708093e-01,4.728398575892144295e-01,4.719302751949476793e-01,1.561488834131880277e-01,5.117768649082936605e-01,3.465434337341440907e-01,5.624686156958750294e-01,6.890620255530776062e-01,4.217356829315422884e-01,3.833520088044317098e-01,2.203875118290848645e-01,2.146882956962365141e-01,1.264369248611630636e-01,6.050225735489994650e-01,3.086141830367075678e-01,3.277353468684383597e-01,1.426797223233975676e-01,5.970328896151783776e-02,0.000000000000000000e+00,2.808252786421410185e-01,1.059739075691593507e-01,4.943794043300566710e-01,4.692554142683550422e-01,6.438222765170431572e-02,5.500783792882213419e-01,0.000000000000000000e+00,3.980213280986490409e-01,6.670958513565008463e-01,0.000000000000000000e+00,5.711493453815048582e-01,5.290304685472645430e-01,6.030201705347748575e-01,8.233263133549391377e-02,3.218606026549200028e-01,4.558846694645208864e-01,4.221658681877142327e-01,3.736734022285999046e-01,1.264369248611630636e-01,3.535519081828046584e-02,4.831090564448535241e-01,1.625692197436536257e-01,1.866091986178339823e-01,4.979154273535606468e-01,5.386451302095177640e-01,1.059739075691593507e-01,6.693715780583531227e-01,6.977833996310544018e-01,3.187510197359568753e-01,3.000560949466878347e-01,3.965019443341431526e-01,2.306839362806182014e-01,4.792016039788488113e-01,9.333997645311915836e-02,4.019949203123635573e-01,3.425378508326805127e-01,4.514187987302843430e-01,0.000000000000000000e+00,8.224372161119631874e-01,4.627238365096002504e-01,2.085469514538101921e-01,3.980125981026277349e-01,4.533223644468932778e-01,6.316808344691633437e-01,3.639974585503386040e-01,4.380860400668545873e-01,2.419159764014127412e-01,7.058441983815361143e-01,4.731782651407108187e-01,3.535519081828046584e-02,8.079479917688905388e-01,3.752417166174230601e-01,5.480512803265791266e-01,6.237191893555953381e-01,6.088004092192579320e-01,5.103122255871422874e-01,6.107585353534166206e-01,0.000000000000000000e+00,3.593908056968843634e-01,4.838993695457993183e-01,4.261401265218376366e-01,4.482529217364896734e-01,5.984417719268766422e-01,3.782879761472162650e-01,2.675249160371035995e-01,2.526688709106005848e-01,5.350207388402858921e-01,4.312739463644179594e-01,6.211083601063150939e-01,7.435017398022487622e-01,3.311972201102213464e-01,5.333023848869012928e-01,4.369891478432190168e-01,4.965869300542949949e-01,2.857886894185213134e-01,4.800730023343130481e-01,5.095340672998130982e-01,5.608502017090520875e-01,4.846818651453191351e-01,5.826661553933483173e-01,5.052994948241871231e-01,1.676558785351377201e-01,4.499227135597165805e-01,4.242824257366516472e-01,4.614285962025777565e-01,5.663515430715660992e-01,5.692341191491649965e-01,6.015706056061871365e-01,3.291382782698993870e-01,6.143949187229346132e-01,5.352265049109574679e-01,4.730656233969443569e-01,6.380784174242120077e-01,4.627238365096002504e-01,6.033248676146204525e-01,4.538989893454365432e-01,4.686307612006718193e-01,4.506743061295831465e-01,5.007459628816678388e-01,9.333997645311915836e-02,3.535519081828046584e-02,4.068269791309377936e-01,3.740683878459313272e-01,2.419159764014127412e-01,3.786606328084251016e-01,4.342752334318779051e-01,2.517497193424327318e-01,6.026705032603575374e-01,4.458950523153702439e-01,4.025466130281482591e-01,5.148269344156413130e-01,5.291969742316646741e-01,5.305165805827487535e-01,3.775372876886582407e-01,5.678857309089806460e-01,5.650827591983080822e-01,1.497006220996662806e-01,7.177726091431527733e-01,3.535519081828046584e-02,1.621119330810111003e-01,3.579548751398379802e-01,1.561488834131880277e-01,5.202013360612338655e-01,4.747386758691415909e-01,4.541857205539883147e-01,5.290860093914337980e-01,5.187189603694046802e-01,4.981891355302567326e-01,3.790315421964113307e-01,5.561025849769061224e-01,3.413551615214523438e-01,5.250422820937979962e-01,4.221658681877142327e-01,7.829465819150036032e-02,5.217612725596907364e-01,3.454648387144728106e-01,3.535519081828046584e-02,5.970328896151783776e-02,3.794007206196000626e-01,3.712610819242480042e-01,4.223800867297662909e-01,4.057784274149909276e-01,5.510517459272291640e-01,4.488583519356874607e-01,3.771592886988888171e-01,5.206572326394883765e-01,0.000000000000000000e+00,6.144704264134234206e-01,4.497715397025729422e-01,3.535519081828046584e-02,6.156502374205350403e-01,3.318717555370398475e-01,4.988159818766583764e-01,5.144142850590670557e-01,3.687728796358619721e-01,4.844869700123588530e-01,7.055185717135598056e-01,3.291382782698993870e-01,4.964192937404592887e-01,4.565819149184062731e-01,3.039744137823988668e-01,4.929896563093127959e-01,3.187510197359568753e-01,5.970328896151783776e-02,3.833520088044317098e-01,5.442479062479023133e-01,6.298368634198978633e-01,5.636610582435981343e-01,4.199911205697148819e-01,3.210946251419936615e-01,5.279676851637833401e-01,1.497006220996662806e-01,2.926945468523998173e-01,4.712411534812817604e-01,3.857673698700139209e-01,6.450936364020619651e-01,4.246990550599878955e-01,9.333997645311915836e-02,4.920198322235985744e-01,5.177637579673394219e-01,5.147604187306487056e-01,3.584364205339026221e-01,4.818077270292281944e-01,4.690184916086538314e-01,2.869823124790302771e-01,4.041790229571434745e-01,5.970328896151783776e-02,5.970328896151783776e-02,2.439828808951505779e-01,1.168652363170772507e-01,5.321891385964334642e-01,5.970328896151783776e-02,7.191208518537627326e-01,5.368033449162363802e-01,4.182072159357841379e-01,5.020851048514006765e-01,4.505245631158907860e-01,5.787045745501654403e-01,5.476132022839205193e-01,5.155549509992917168e-01,3.782879761472162650e-01,0.000000000000000000e+00,3.431226302565483777e-01,0.000000000000000000e+00,2.146882956962365141e-01,5.915916605744953038e-01,5.210269606177271307e-01,6.201132360758859763e-01,4.686617506860863980e-01,2.397936159472544848e-01,5.797941938872812617e-01,5.019482878831960093e-01,4.821099353453616732e-01,6.410054590523370788e-01,2.698538154001246525e-01,4.159192013542466482e-01,7.829465819150036032e-02,2.146882956962365141e-01,4.166125972172792236e-01,6.619145344998523806e-01,6.863247695031305939e-01,5.198501794263414855e-01,4.030944848824332127e-01,3.907075882626608876e-01,3.732445767650727220e-01,3.790315421964113307e-01,3.535519081828046584e-02,4.520094149916578652e-01,4.954908747261358992e-01,4.997064140946320121e-01,5.223075623144383117e-01,6.449012321538416526e-01,4.736272548794999704e-01,6.580190173352608030e-01,3.988897536040847402e-01,7.829465819150036032e-02,5.621036867936971548e-01,4.780881084025928596e-01,4.228067913508342102e-01,2.257031257590555728e-01,4.387480618091317841e-01,5.096051238238563652e-01,7.237188911926205614e-01,6.458078379855374251e-01,5.242199367224474882e-01,5.196001965918369825e-01,4.567206295751555234e-01,4.720445440540760873e-01,3.535519081828046584e-02,3.535519081828046584e-02,2.116772050395090143e-01,1.264369248611630636e-01,4.962513014340275141e-01,7.455502679264401911e-01,4.694916294742595420e-01,4.394407966490093687e-01,0.000000000000000000e+00,5.434184714460013055e-01,5.339044111576104479e-01,4.468428602938975813e-01,4.845844775987294684e-01,5.907115030377213527e-01,5.414486355246488358e-01,4.320350273107808059e-01,1.426797223233975676e-01,1.349744771001078480e-01,4.433105137849849275e-01,4.230193212962258809e-01,3.812212672581603012e-01,5.487905001899117119e-01,5.639831737632406972e-01,6.063926018990174471e-01,5.284169117843445784e-01,2.459971538444104822e-01,4.500735990750080462e-01,7.829465819150036032e-02,5.452952324214948021e-01,3.687728796358619721e-01,2.535777860552820284e-01,4.657484941146336488e-01,3.657674802266033254e-01,6.419708859000232692e-01,5.970328896151783776e-02,6.572097590649483845e-01,4.327888224360542657e-01,5.970328896151783776e-02,7.165983975036376297e-01,5.016935856521507198e-01,5.112221015914552025e-01,6.139023659220175233e-01,6.414359942009513205e-01,5.383493584178278279e-01,4.438016032247009690e-01,6.800587687817014615e-01,3.077077768400351965e-01,5.797941938872812617e-01,3.508858665752963568e-01,5.861963775915405295e-01,6.184263632994683180e-01,2.116772050395090143e-01,3.187272379416424828e-01,3.058630343472247270e-01,3.847412319787976709e-01,3.535519081828046584e-02,2.376127414794639015e-01,4.036385884357345244e-01,5.644816525684227537e-01,3.383185778341430971e-01,3.926439778800010494e-01,6.799516469922095574e-01,3.833520088044317098e-01,1.776988142295017337e-01,5.506722896877981333e-01,4.655008152821301093e-01,9.333997645311915836e-02,5.868143484424394041e-01,4.655169258883030126e-01,4.674609099633452169e-01,4.271535987627636533e-01,0.000000000000000000e+00,7.249374536934786173e-01,6.377838850185242325e-01,6.424624621325292217e-01,4.915750561105456384e-01,6.276645073187634427e-01,5.063166724821189790e-01,5.712797389312760377e-01,1.561488834131880277e-01,2.668555966918766398e-01,1.059739075691593507e-01,5.970328896151783776e-02,1.264369248611630636e-01,5.816156439275064205e-01,4.567206295751555234e-01,7.211402866626061003e-01,6.254787597489697148e-01,2.085469514538101921e-01,5.358915902347275440e-01,4.575478723816570614e-01,4.917532667550950642e-01,0.000000000000000000e+00,2.419159764014127412e-01,4.289457932506476889e-01,3.555020838675052586e-01,2.230899582090722089e-01,5.126017767519781554e-01,7.094518918665744245e-01,5.779917772986000735e-01,7.140250220545979465e-01,2.085469514538101921e-01,4.234426009530393165e-01,6.353438120050642901e-01,4.575478723816570614e-01,6.059735779401078659e-01,5.680894556554345609e-01,5.753735977174182503e-01,3.163360032829434787e-01,2.727425370622595935e-01,2.257031257590555728e-01,4.263438623484962497e-01,4.536112150734675774e-01,5.414961099400953382e-01,6.148280978218072512e-01,2.840005844942677937e-01,5.611099020347649624e-01,5.613687525828765512e-01,4.003163244137948329e-01,5.511358212681073399e-01,5.729555479556079911e-01,5.096761291729990928e-01,3.318717555370398475e-01,4.525956543624312101e-01,5.370547488342077846e-01,5.343482601099206475e-01,5.235677632435296047e-01,5.669967858477444889e-01,5.039378622913155414e-01,3.364391228898279684e-01,4.593110918027245027e-01,4.078618597304591309e-01,6.849442907416657400e-01,2.927275942375770490e-01,0.000000000000000000e+00,4.881103655968832000e-01,3.129966820148472051e-01,4.715864749132747114e-01,4.506743061295831465e-01,4.994346751617758651e-01,6.080403121554728285e-01,4.431461472206619234e-01,4.779822310388719964e-01,6.745431320858185087e-01,1.426797223233975676e-01,6.459980524147678205e-01,4.159192013542466482e-01,4.571353445393623316e-01,3.696110557157636922e-01,4.829102427156504729e-01,6.502273055734802965e-01,0.000000000000000000e+00,5.883292920576781437e-01,8.098190927971690156e-01,5.089632929359422242e-01,2.741482800973158995e-01,4.841937240461945402e-01,0.000000000000000000e+00,3.487444906731062000e-01,5.818724595284576750e-01,4.406387049330509065e-01,6.298847036515244913e-01,3.535519081828046584e-02,5.970328896151783776e-02,1.776988142295017337e-01,5.920999790397737383e-01,6.229602028723080220e-01,6.125028017635693045e-01,4.959986272014094699e-01,3.226192344586119032e-01,5.310599925361768614e-01,0.000000000000000000e+00,5.104528856508165902e-01,4.862240288918049935e-01,5.977688642788216988e-01,0.000000000000000000e+00,0.000000000000000000e+00,4.128423050116165061e-01,4.439646149272745146e-01,7.829465819150036032e-02,7.256023710314346564e-01,1.907142655879562887e-01,6.343521828187941303e-01,6.220739821685919990e-01,4.814029602782864403e-01,3.779660214414327091e-01,5.092192268946140743e-01,4.875491824310606015e-01,5.073720876287577397e-01,5.270615056533929366e-01,3.648874198014563919e-01,4.466856788080296736e-01,3.953572892344704992e-01,6.269587277991396368e-01,2.980217584161538591e-01,2.948686666418826041e-01,7.765595549726712621e-01,5.136506798420479303e-01,3.487444906731062000e-01,4.715864749132747114e-01,4.765930021378637638e-01,4.145139474246037903e-01,4.965869300542949949e-01,3.010541514399084351e-01,4.279551660685402825e-01,4.656247516312195245e-01,2.203875118290848645e-01,1.426797223233975676e-01,1.497006220996662806e-01,1.776988142295017337e-01,1.907142655879562887e-01,4.283529067996279527e-01,5.252173981693101235e-01,4.880171110922093547e-01,4.960829516198090317e-01,2.498780710355353596e-01,4.912174099750102330e-01,6.055100704545230972e-01,4.911277492040612147e-01,2.076803644233451429e-01,3.529708927889385062e-01,4.882965619582015915e-01,2.498780710355353596e-01,6.296514530024093226e-01,5.049115529128392899e-01,2.146882956962365141e-01,6.055734346328791595e-01,8.705884929148332008e-01,5.914655870881881938e-01,5.602908143593504642e-01,6.059735779401078659e-01,6.808127422023699804e-01,5.246263092708823850e-01,5.148933942193396618e-01,5.410200618654864568e-01,6.369220583474912711e-01,5.668246822770102167e-01,6.006967512962436695e-01,1.349744771001078480e-01,1.264369248611630636e-01,4.943794043300566710e-01,3.890948866940515671e-01,0.000000000000000000e+00,3.454195556091078645e-01,3.171492281711018602e-01,2.782218033103118215e-01,5.103825868822841061e-01,5.280802287087917879e-01,1.947315718298812393e-01,6.042319761027700187e-01,4.058285188688442457e-01 \ No newline at end of file +2.419159764014127412e-01,3.535519081828046584e-02,6.161874679670821253e-01,3.535519081828046584e-02,6.750798855427164735e-01,5.439723931370976651e-01,5.184653601032843673e-01,4.184324114204175382e-01,6.007192035374824268e-01,3.138449324428277953e-01,6.671443407273057735e-01,1.426797223233975676e-01,5.339837750330244104e-01,3.187510197359568753e-01,5.675791445636271249e-01,3.691930405925529790e-01,5.837585528122684053e-01,5.733055394598493004e-01,5.662714285300812778e-01,6.745343026419651222e-01,6.603560338530368723e-01,6.860512659055028051e-01,4.339062490562498042e-01,2.257031257590555728e-01,5.865731091791615004e-01,6.009433801354827631e-01,5.406625833326477171e-01,7.829465819150036032e-02,1.561488834131880277e-01,3.942293787639944980e-01,4.664869332883540554e-01,6.463771168665081168e-01,4.892209609127753933e-01,4.371668032974698748e-01,1.349744771001078480e-01,4.052488460559715011e-01,5.365511305203680692e-01,5.135534363443396977e-01,3.956577568542958834e-01,5.084604630172532280e-01,6.272000452589936437e-01,4.571353445393623316e-01,5.967132323867374577e-01,4.576849049890299170e-01,3.195399148432946923e-01,3.535519081828046584e-02,4.721586480923016804e-01,3.535519081828046584e-02,6.144138015657195639e-01,4.335355355392701004e-01,5.210269606177271307e-01,5.835077974454337957e-01,5.255083824229965783e-01,0.000000000000000000e+00,5.991319112534052582e-01,6.188916217603088743e-01,3.573098049935188314e-01,4.998672343415320185e-01,5.990280859917008760e-01,4.322241505424532781e-01,3.850847590129229392e-01,5.970328896151783776e-02,3.579548751398379802e-01,2.306839362806182014e-01,3.442794801502457314e-01,5.598780647197334481e-01,5.429072868135855767e-01,4.073460887496332394e-01,7.549473808188271740e-01,5.002678745798163629e-01,3.103964214636448227e-01,5.674083107372741575e-01,5.579481063281936937e-01,6.987471076342507414e-01,4.141871995741483459e-01,3.857673698700139209e-01,3.535519081828046584e-02,4.806896100210422129e-01,6.265224994749004628e-01,4.483977879764906582e-01,4.052488460559715011e-01,4.731782651407108187e-01,7.141459584554625817e-01,6.126959915307943483e-01,5.112520179814110666e-01,1.676558785351377201e-01,4.525956543624312101e-01,3.598637985996777644e-01,0.000000000000000000e+00,4.840957333268196550e-01,3.289642355530670303e-01,3.498224240828748388e-01,3.555020838675052586e-01,3.049243600836417656e-01,4.743370411815765464e-01,4.636180404246287856e-01,3.971697396777901234e-01,5.238055359591127225e-01,5.245146167859279229e-01,3.847412319787976709e-01,2.571118682511066567e-01,6.850448635449349899e-01,2.604947957041679474e-01,3.535519081828046584e-02,5.970328896151783776e-02,3.338615235844828444e-01,4.173774536365845722e-01,3.345138110787318486e-01,5.996114520110752411e-01,3.830007948491643832e-01,3.887683748910339965e-01,3.129966820148472051e-01,3.569829002681351726e-01,4.775573744030956469e-01,1.059739075691593507e-01,4.373440920966673029e-01,4.669754097753440747e-01,6.479125554179303581e-01,5.208423180980599199e-01,3.487444906731062000e-01,4.287486577452839787e-01,5.226094391637575720e-01,9.333997645311915836e-02,6.099274365344042881e-01,0.000000000000000000e+00,4.983260350368602931e-01,2.698538154001246525e-01,1.059739075691593507e-01,4.496200763994254723e-01,4.034050872124432252e-01,3.413551615214523438e-01,5.917426884796446185e-01,7.829465819150036032e-02,3.956337507505302553e-01,3.095103212333821241e-01,0.000000000000000000e+00,4.465281843901399150e-01,2.990454659164904494e-01,7.507580482925858556e-01,0.000000000000000000e+00,0.000000000000000000e+00,3.867804270566178593e-01,5.336700156970609621e-01,6.003366340659221922e-01,0.000000000000000000e+00,1.676558785351377201e-01,3.903876218743208559e-01,4.269519403701447224e-01,2.698538154001246525e-01,2.990454659164904494e-01,5.483129704840005170e-01,5.498651810162564768e-01,1.866091986178339823e-01,1.983364351675613035e-01,3.712610819242480042e-01,4.586375678171604742e-01,3.801339486731614703e-01,4.068269791309377936e-01,4.273547443997259832e-01,3.358025823925641640e-01,4.359147543083556897e-01,3.535519081828046584e-02,4.700240724613034549e-01,5.275158929446065459e-01,4.509729444803637910e-01,5.654342246238611702e-01,2.857886894185213134e-01,6.437499062042986164e-01,6.479249170398121427e-01,6.387614306419301391e-01,6.085568026902911098e-01,5.352095544672644811e-01,5.011421884769340362e-01,3.519352025976212883e-01,5.015364393798935616e-01,3.771592886988888171e-01,5.142932244500943995e-01,4.817067158874161481e-01,3.263070852388768039e-01,4.124212489036844786e-01,4.674609099633452169e-01,3.067907009465661305e-01,4.569973558152350401e-01,5.260871799261624959e-01,5.723151985782427564e-01,3.305168835273299410e-01,3.736734022285999046e-01,4.759434870013680707e-01,3.589150523713813268e-01,4.277555432610034569e-01,5.695676539428522478e-01,3.971432110321914122e-01,4.118710025714817924e-01,3.726972520158625124e-01,3.338615235844828444e-01,4.543286973670652151e-01,3.884405098383171273e-01,2.741482800973158995e-01,5.512617744194593383e-01,4.359147543083556897e-01,4.273547443997259832e-01,4.154535653338268797e-01,1.497006220996662806e-01,5.004275586007898013e-01,2.376127414794639015e-01,2.668555966918766398e-01,3.704403707875837948e-01,4.946372800284455362e-01,7.401103579100520857e-01,4.865098578105520599e-01,4.674609099633452169e-01,4.434745686201516657e-01,3.332038128383145725e-01,4.103912708090579620e-01,2.479614092380511003e-01,6.302873814175665723e-01,5.963107443738621116e-01,4.900437854765967161e-01,5.151586764939642960e-01,1.426797223233975676e-01,3.535519081828046584e-02,5.043943533664089207e-01,2.969846295080103560e-01,5.489634295636921513e-01,1.728366124473645626e-01,2.498780710355353596e-01,4.797628959427051032e-01,1.497006220996662806e-01,5.406851188497303617e-01,4.589076802850854397e-01,5.263175101926911292e-01,1.320054001022733237e-01,4.782994015101962315e-01,5.242199367224474882e-01,5.759897570796654875e-01,5.897564849584835400e-01,4.534669087840343393e-01,5.751878096099491966e-01,4.098918262498625342e-01,4.655008152821301093e-01,5.762960436414255039e-01,2.257031257590555728e-01,1.349744771001078480e-01,1.497006220996662806e-01,5.483129704840005170e-01,0.000000000000000000e+00,0.000000000000000000e+00,4.961671713104687798e-01,5.883253548208333683e-01,6.585719694824582193e-01,1.676558785351377201e-01,2.782218033103118215e-01,2.052877132467771926e-01,2.052877132467771926e-01,4.994645547218393156e-01,4.340909563779786207e-01,6.036175736956672644e-01,6.949036276752212915e-01,3.913435520945039436e-01,5.159695703050177773e-01,3.535519081828046584e-02,5.752188036947871730e-01,5.669623962952777818e-01,3.589150523713813268e-01,4.303121898274193113e-01,3.332038128383145725e-01,5.739064539577971580e-01,3.535519081828046584e-02,7.829465819150036032e-02,0.000000000000000000e+00,0.000000000000000000e+00,1.822793946485090355e-01,5.552695647341515661e-01,4.103912708090579620e-01,4.997377904327942599e-01,5.001406904200679238e-01,4.842915935340286193e-01,5.050741818727334520e-01,1.059739075691593507e-01,5.771806583632570486e-01,4.140399409401352981e-01,4.450691193577688276e-01,5.014577490246883151e-01,4.219510679774439166e-01,3.635486950057066347e-01,1.059739075691593507e-01,4.879237465260776174e-01,5.001078533607056231e-01,1.059739075691593507e-01,2.517497193424327318e-01,4.364537750418581163e-01,4.283529067996279527e-01,4.620788672306125888e-01,5.401076167875412670e-01,4.093891636594209071e-01,4.221658681877142327e-01,3.370705822945239127e-01,4.394407966490093687e-01,5.688991721392288037e-01,3.947983840600208238e-01,2.795342507588500780e-01,7.450267893023504451e-01,6.121538626562769148e-01,4.901346825646712979e-01,5.297494853663134995e-01,2.845767799223436478e-01,3.332038128383145725e-01,4.156867259428319028e-01,7.204118974242657014e-01,5.905518550984056869e-01,1.621119330810111003e-01,7.103834217601305845e-01,3.771592886988888171e-01,5.255664510529018951e-01,4.303121898274193113e-01,2.571118682511066567e-01,5.750637116934965709e-01,1.676558785351377201e-01,5.442020553365212177e-01,5.046216081541831100e-01,5.498032461927083725e-01,4.310825349983036237e-01,3.389352692899194608e-01,5.038615259437234650e-01,1.426797223233975676e-01,4.943268566675956821e-01,4.719302751949476793e-01,4.833073893394219667e-01,6.311936209990577362e-01,4.980799262669253213e-01,6.395486062413684447e-01,3.535519081828046584e-02,0.000000000000000000e+00,4.508968947517938419e-01,2.376127414794639015e-01,5.164719402309581042e-01,3.298305228283757717e-01,2.018884020469819407e-01,3.270244393702211871e-01,2.604947957041679474e-01,4.380491759875496105e-01,3.864947108912791807e-01,1.907142655879562887e-01,3.720733658214751549e-01,4.404686860893312628e-01,9.333997645311915836e-02,5.738749413051442705e-01,5.055989305593597827e-01,6.014565908719661236e-01,3.419487163722062517e-01,5.141592235119134546e-01,2.845767799223436478e-01,4.822104154372510165e-01,1.168652363170772507e-01,5.417330555954541493e-01,4.324128227121291079e-01,3.881112217243337104e-01,5.490497603527560999e-01,9.333997645311915836e-02,5.587794783455665160e-01,7.014506880070687789e-01,3.994634524178265478e-01,4.837458908281849213e-01,5.524277199828150353e-01,4.738507878227818382e-01,5.724115794890681785e-01,3.535519081828046584e-02,5.137558892545410760e-01,5.550251394455681941e-01,9.333997645311915836e-02,3.535519081828046584e-02,0.000000000000000000e+00,5.618839264644827081e-01,6.667458532591750142e-01,1.776988142295017337e-01,5.222470506095613363e-01,6.061624138085346392e-01,5.637685801215337467e-01,6.961496753229378109e-01,2.282327252048782507e-01,6.868412232586412758e-01,5.970328896151783776e-02,4.569973558152350401e-01,3.786606328084251016e-01,4.383993751951713036e-01,4.299242030109106105e-01,4.177548523457669805e-01,1.615925107764559499e-01,5.543066780913885605e-01,2.713113612449919998e-01,6.203237796627848466e-01,5.763266066330384740e-01,5.739694416285926470e-01,5.596520181496550395e-01,3.679258030965595894e-01,6.321952283450947840e-01,3.138449324428277953e-01,4.502241973462928759e-01,5.158180393500003680e-01,2.085469514538101921e-01,1.168652363170772507e-01,5.517218747230563380e-01,3.728774647681243892e-01,4.305055062298780433e-01,4.951189837038367236e-01,4.450964156961682017e-01,5.002262925294185258e-01,7.017392000360235249e-01,1.426797223233975676e-01,3.938375358129603820e-01,3.318717555370398475e-01,5.543470323420055523e-01,5.335126727822698811e-01,3.648874198014563919e-01,4.306983171969516744e-01,6.547537744125104808e-01,3.962552898831034898e-01,5.519717185249094493e-01,6.577902027214119762e-01,6.477516761050088334e-01,5.138232546001310075e-01,3.535519081828046584e-02,3.867804270566178593e-01,6.040104820969567356e-01,0.000000000000000000e+00,4.736272548794999704e-01,2.959337225864648313e-01,5.970328896151783776e-02,6.281738769261880906e-01,4.965031563021287120e-01,5.148933942193396618e-01,4.891290072257351018e-01,5.880886865062732172e-01,5.744089677256135618e-01,6.905687696310457424e-01,2.376127414794639015e-01,7.829465819150036032e-02,2.535777860552820284e-01,8.260041639780227873e-01,9.333997645311915836e-02,3.370705822945239127e-01,6.500229340373246956e-01,4.751789203114861748e-01,5.970328896151783776e-02,0.000000000000000000e+00,6.110977212325620078e-01,5.613318201315415923e-01,5.239241653677663146e-01,3.950556223904631015e-01,3.535519081828046584e-02,6.018559269804387712e-01,6.502513141073157366e-01,5.300791530956739939e-01,5.666176698882320339e-01,5.487472087153888456e-01,9.333997645311915836e-02,3.187510197359568753e-01,5.013789663305133759e-01,5.101007529018383169e-01,3.857673698700139209e-01,1.497006220996662806e-01,1.264369248611630636e-01,6.523243909467308921e-01,3.822937801993262497e-01,7.068952178104118689e-01,4.931647120002109475e-01,6.343228289335426373e-01,5.609244869571059500e-01,6.167577451729308047e-01,6.331992034265693237e-01,4.493162770066925771e-01,5.472168462728561611e-01,4.123581445234735798e-01,4.685424857071803229e-01,5.054493610111046031e-01,5.907048793227688277e-01,3.564923974177946486e-01,3.944489235753045886e-01,6.094865892575113131e-01,3.691930405925529790e-01,4.414833906743881875e-01,4.943794043300566710e-01,5.019287212871708093e-01,4.728398575892144295e-01,4.719302751949476793e-01,1.561488834131880277e-01,5.117768649082936605e-01,3.465434337341440907e-01,5.624686156958750294e-01,6.890620255530776062e-01,4.217356829315422884e-01,3.833520088044317098e-01,2.203875118290848645e-01,2.146882956962365141e-01,1.264369248611630636e-01,6.050225735489994650e-01,3.086141830367075678e-01,3.277353468684383597e-01,1.426797223233975676e-01,5.970328896151783776e-02,0.000000000000000000e+00,2.808252786421410185e-01,1.059739075691593507e-01,4.943794043300566710e-01,4.692554142683550422e-01,6.438222765170431572e-02,5.500783792882213419e-01,0.000000000000000000e+00,3.980213280986490409e-01,6.670958513565008463e-01,0.000000000000000000e+00,5.711493453815048582e-01,5.290304685472645430e-01,6.030201705347748575e-01,8.233263133549391377e-02,3.218606026549200028e-01,4.558846694645208864e-01,4.221658681877142327e-01,3.736734022285999046e-01,1.264369248611630636e-01,3.535519081828046584e-02,4.831090564448535241e-01,1.625692197436536257e-01,1.866091986178339823e-01,4.979154273535606468e-01,5.386451302095177640e-01,1.059739075691593507e-01,6.693715780583531227e-01,6.977833996310544018e-01,3.187510197359568753e-01,3.000560949466878347e-01,3.965019443341431526e-01,2.306839362806182014e-01,4.792016039788488113e-01,9.333997645311915836e-02,4.019949203123635573e-01,3.425378508326805127e-01,4.514187987302843430e-01,0.000000000000000000e+00,8.224372161119631874e-01,4.627238365096002504e-01,2.085469514538101921e-01,3.980125981026277349e-01,4.533223644468932778e-01,6.316808344691633437e-01,3.639974585503386040e-01,4.380860400668545873e-01,2.419159764014127412e-01,7.058441983815361143e-01,4.731782651407108187e-01,3.535519081828046584e-02,8.079479917688905388e-01,3.752417166174230601e-01,5.480512803265791266e-01,6.237191893555953381e-01,6.088004092192579320e-01,5.103122255871422874e-01,6.107585353534166206e-01,0.000000000000000000e+00,3.593908056968843634e-01,4.838993695457993183e-01,4.261401265218376366e-01,4.482529217364896734e-01,5.984417719268766422e-01,3.782879761472162650e-01,2.675249160371035995e-01,2.526688709106005848e-01,5.350207388402858921e-01,4.312739463644179594e-01,6.211083601063150939e-01,7.435017398022487622e-01,3.311972201102213464e-01,5.333023848869012928e-01,4.369891478432190168e-01,4.965869300542949949e-01,2.857886894185213134e-01,4.800730023343130481e-01,5.095340672998130982e-01,5.608502017090520875e-01,4.846818651453191351e-01,5.826661553933483173e-01,5.052994948241871231e-01,1.676558785351377201e-01,4.499227135597165805e-01,4.242824257366516472e-01,4.614285962025777565e-01,5.663515430715660992e-01,5.692341191491649965e-01,6.015706056061871365e-01,3.291382782698993870e-01,6.143949187229346132e-01,5.352265049109574679e-01,4.730656233969443569e-01,6.380784174242120077e-01,4.627238365096002504e-01,6.033248676146204525e-01,4.538989893454365432e-01,4.686307612006718193e-01,4.506743061295831465e-01,5.007459628816678388e-01,9.333997645311915836e-02,3.535519081828046584e-02,4.068269791309377936e-01,3.740683878459313272e-01,2.419159764014127412e-01,3.786606328084251016e-01,4.342752334318779051e-01,2.517497193424327318e-01,6.026705032603575374e-01,4.458950523153702439e-01,4.025466130281482591e-01,5.148269344156413130e-01,5.291969742316646741e-01,5.305165805827487535e-01,3.775372876886582407e-01,5.678857309089806460e-01,5.650827591983080822e-01,1.497006220996662806e-01,7.177726091431527733e-01,3.535519081828046584e-02,1.621119330810111003e-01,3.579548751398379802e-01,1.561488834131880277e-01,5.202013360612338655e-01,4.747386758691415909e-01,4.541857205539883147e-01,5.290860093914337980e-01,5.187189603694046802e-01,4.981891355302567326e-01,3.790315421964113307e-01,5.561025849769061224e-01,3.413551615214523438e-01,5.250422820937979962e-01,4.221658681877142327e-01,7.829465819150036032e-02,5.217612725596907364e-01,3.454648387144728106e-01,3.535519081828046584e-02,5.970328896151783776e-02,3.794007206196000626e-01,3.712610819242480042e-01,4.223800867297662909e-01,4.057784274149909276e-01,5.510517459272291640e-01,4.488583519356874607e-01,3.771592886988888171e-01,5.206572326394883765e-01,0.000000000000000000e+00,6.144704264134234206e-01,4.497715397025729422e-01,3.535519081828046584e-02,6.156502374205350403e-01,3.318717555370398475e-01,4.988159818766583764e-01,5.144142850590670557e-01,3.687728796358619721e-01,4.844869700123588530e-01,7.055185717135598056e-01,3.291382782698993870e-01,4.964192937404592887e-01,4.565819149184062731e-01,3.039744137823988668e-01,4.929896563093127959e-01,3.187510197359568753e-01,5.970328896151783776e-02,3.833520088044317098e-01,5.442479062479023133e-01,6.298368634198978633e-01,5.636610582435981343e-01,4.199911205697148819e-01,3.210946251419936615e-01,5.279676851637833401e-01,1.497006220996662806e-01,2.926945468523998173e-01,4.712411534812817604e-01,3.857673698700139209e-01,6.450936364020619651e-01,4.246990550599878955e-01,9.333997645311915836e-02,4.920198322235985744e-01,5.177637579673394219e-01,5.147604187306487056e-01,3.584364205339026221e-01,4.818077270292281944e-01,4.690184916086538314e-01,2.869823124790302771e-01,4.041790229571434745e-01,5.970328896151783776e-02,5.970328896151783776e-02,2.439828808951505779e-01,1.168652363170772507e-01,5.321891385964334642e-01,5.970328896151783776e-02,7.191208518537627326e-01,5.368033449162363802e-01,4.182072159357841379e-01,5.020851048514006765e-01,4.505245631158907860e-01,5.787045745501654403e-01,5.476132022839205193e-01,5.155549509992917168e-01,3.782879761472162650e-01,0.000000000000000000e+00,3.431226302565483777e-01,0.000000000000000000e+00,2.146882956962365141e-01,5.915916605744953038e-01,5.210269606177271307e-01,6.201132360758859763e-01,4.686617506860863980e-01,2.397936159472544848e-01,5.797941938872812617e-01,5.019482878831960093e-01,4.821099353453616732e-01,6.410054590523370788e-01,2.698538154001246525e-01,4.159192013542466482e-01,7.829465819150036032e-02,2.146882956962365141e-01,4.166125972172792236e-01,6.619145344998523806e-01,6.863247695031305939e-01,5.198501794263414855e-01,4.030944848824332127e-01,3.907075882626608876e-01,3.732445767650727220e-01,3.790315421964113307e-01,3.535519081828046584e-02,4.520094149916578652e-01,4.954908747261358992e-01,4.997064140946320121e-01,5.223075623144383117e-01,6.449012321538416526e-01,4.736272548794999704e-01,6.580190173352608030e-01,3.988897536040847402e-01,7.829465819150036032e-02,5.621036867936971548e-01,4.780881084025928596e-01,4.228067913508342102e-01,2.257031257590555728e-01,4.387480618091317841e-01,5.096051238238563652e-01,7.237188911926205614e-01,6.458078379855374251e-01,5.242199367224474882e-01,5.196001965918369825e-01,4.567206295751555234e-01,4.720445440540760873e-01,3.535519081828046584e-02,3.535519081828046584e-02,2.116772050395090143e-01,1.264369248611630636e-01,4.962513014340275141e-01,7.455502679264401911e-01,4.694916294742595420e-01,4.394407966490093687e-01,0.000000000000000000e+00,5.434184714460013055e-01,5.339044111576104479e-01,4.468428602938975813e-01,4.845844775987294684e-01,5.907115030377213527e-01,5.414486355246488358e-01,4.320350273107808059e-01,1.426797223233975676e-01,1.349744771001078480e-01,4.433105137849849275e-01,4.230193212962258809e-01,3.812212672581603012e-01,5.487905001899117119e-01,5.639831737632406972e-01,6.063926018990174471e-01,5.284169117843445784e-01,2.459971538444104822e-01,4.500735990750080462e-01,7.829465819150036032e-02,5.452952324214948021e-01,3.687728796358619721e-01,2.535777860552820284e-01,4.657484941146336488e-01,3.657674802266033254e-01,6.419708859000232692e-01,5.970328896151783776e-02,6.572097590649483845e-01,4.327888224360542657e-01,5.970328896151783776e-02,7.165983975036376297e-01,5.016935856521507198e-01,5.112221015914552025e-01,6.139023659220175233e-01,6.414359942009513205e-01,5.383493584178278279e-01,4.438016032247009690e-01,6.800587687817014615e-01,3.077077768400351965e-01,5.797941938872812617e-01,3.508858665752963568e-01,5.861963775915405295e-01,6.184263632994683180e-01,2.116772050395090143e-01,3.187272379416424828e-01,3.058630343472247270e-01,3.847412319787976709e-01,3.535519081828046584e-02,2.376127414794639015e-01,4.036385884357345244e-01,5.644816525684227537e-01,3.383185778341430971e-01,3.926439778800010494e-01,6.799516469922095574e-01,3.833520088044317098e-01,1.776988142295017337e-01,5.506722896877981333e-01,4.655008152821301093e-01,9.333997645311915836e-02,5.868143484424394041e-01,4.655169258883030126e-01,4.674609099633452169e-01,4.271535987627636533e-01,0.000000000000000000e+00,7.249374536934786173e-01,6.377838850185242325e-01,6.424624621325292217e-01,4.915750561105456384e-01,6.276645073187634427e-01,5.063166724821189790e-01,5.712797389312760377e-01,1.561488834131880277e-01,2.668555966918766398e-01,1.059739075691593507e-01,5.970328896151783776e-02,1.264369248611630636e-01,5.816156439275064205e-01,4.567206295751555234e-01,7.211402866626061003e-01,6.254787597489697148e-01,2.085469514538101921e-01,5.358915902347275440e-01,4.575478723816570614e-01,4.917532667550950642e-01,0.000000000000000000e+00,2.419159764014127412e-01,4.289457932506476889e-01,3.555020838675052586e-01,2.230899582090722089e-01,5.126017767519781554e-01,7.094518918665744245e-01,5.779917772986000735e-01,7.140250220545979465e-01,2.085469514538101921e-01,4.234426009530393165e-01,6.353438120050642901e-01,4.575478723816570614e-01,6.059735779401078659e-01,5.680894556554345609e-01,5.753735977174182503e-01,3.163360032829434787e-01,2.727425370622595935e-01,2.257031257590555728e-01,4.263438623484962497e-01,4.536112150734675774e-01,5.414961099400953382e-01,6.148280978218072512e-01,2.840005844942677937e-01,5.611099020347649624e-01,5.613687525828765512e-01,4.003163244137948329e-01,5.511358212681073399e-01,5.729555479556079911e-01,5.096761291729990928e-01,3.318717555370398475e-01,4.525956543624312101e-01,5.370547488342077846e-01,5.343482601099206475e-01,5.235677632435296047e-01,5.669967858477444889e-01,5.039378622913155414e-01,3.364391228898279684e-01,4.593110918027245027e-01,4.078618597304591309e-01,6.849442907416657400e-01,2.927275942375770490e-01,0.000000000000000000e+00,4.881103655968832000e-01,3.129966820148472051e-01,4.715864749132747114e-01,4.506743061295831465e-01,4.994346751617758651e-01,6.080403121554728285e-01,4.431461472206619234e-01,4.779822310388719964e-01,6.745431320858185087e-01,1.426797223233975676e-01,6.459980524147678205e-01,4.159192013542466482e-01,4.571353445393623316e-01,3.696110557157636922e-01,4.829102427156504729e-01,6.502273055734802965e-01,0.000000000000000000e+00,5.883292920576781437e-01,8.098190927971690156e-01,5.089632929359422242e-01,2.741482800973158995e-01,4.841937240461945402e-01,0.000000000000000000e+00,3.487444906731062000e-01,5.818724595284576750e-01,4.406387049330509065e-01,6.298847036515244913e-01,3.535519081828046584e-02,5.970328896151783776e-02,1.776988142295017337e-01,5.920999790397737383e-01,6.229602028723080220e-01,6.125028017635693045e-01,4.959986272014094699e-01,3.226192344586119032e-01,5.310599925361768614e-01,0.000000000000000000e+00,5.104528856508165902e-01,4.862240288918049935e-01,5.977688642788216988e-01,0.000000000000000000e+00,0.000000000000000000e+00,4.128423050116165061e-01,4.439646149272745146e-01,7.829465819150036032e-02,7.256023710314346564e-01,1.907142655879562887e-01,6.343521828187941303e-01,6.220739821685919990e-01,4.814029602782864403e-01,3.779660214414327091e-01,5.092192268946140743e-01,4.875491824310606015e-01,5.073720876287577397e-01,5.270615056533929366e-01,3.648874198014563919e-01,4.466856788080296736e-01,3.953572892344704992e-01,6.269587277991396368e-01,2.980217584161538591e-01,2.948686666418826041e-01,7.765595549726712621e-01,5.136506798420479303e-01,3.487444906731062000e-01,4.715864749132747114e-01,4.765930021378637638e-01,4.145139474246037903e-01,4.965869300542949949e-01,3.010541514399084351e-01,4.279551660685402825e-01,4.656247516312195245e-01,2.203875118290848645e-01,1.426797223233975676e-01,1.497006220996662806e-01,1.776988142295017337e-01,1.907142655879562887e-01,4.283529067996279527e-01,5.252173981693101235e-01,4.880171110922093547e-01,4.960829516198090317e-01,2.498780710355353596e-01,4.912174099750102330e-01,6.055100704545230972e-01,4.911277492040612147e-01,2.076803644233451429e-01,3.529708927889385062e-01,4.882965619582015915e-01,2.498780710355353596e-01,6.296514530024093226e-01,5.049115529128392899e-01,2.146882956962365141e-01,6.055734346328791595e-01,8.705884929148332008e-01,5.914655870881881938e-01,5.602908143593504642e-01,6.059735779401078659e-01,6.808127422023699804e-01,5.246263092708823850e-01,5.148933942193396618e-01,5.410200618654864568e-01,6.369220583474912711e-01,5.668246822770102167e-01,6.006967512962436695e-01,1.349744771001078480e-01,1.264369248611630636e-01,4.943794043300566710e-01,3.890948866940515671e-01,0.000000000000000000e+00,3.454195556091078645e-01,3.171492281711018602e-01,2.782218033103118215e-01,5.103825868822841061e-01,5.280802287087917879e-01,1.947315718298812393e-01,6.042319761027700187e-01,4.058285188688442457e-01 diff --git a/tutorials/multiomics-cancer-classification/data-example/1_tr.csv b/tutorials/multiomics-cancer-classification/data-example/1_tr.csv index 0bdc24f..cf43c51 100644 --- a/tutorials/multiomics-cancer-classification/data-example/1_tr.csv +++ b/tutorials/multiomics-cancer-classification/data-example/1_tr.csv @@ -2,4 +2,4 @@ 3.892116630004403555e-01,5.924824062765950139e-02,6.818617252161597309e-01,5.924824062765950139e-02,4.939493937694390824e-01,4.210942446391410243e-01,5.553606366838388375e-01,4.248740191495119500e-01,5.357416160137562500e-01,3.275925431617385253e-01,5.861142866816043684e-01,1.769293430198586037e-01,5.408729740205207026e-01,6.580023568570275705e-01,5.575751574336760275e-01,4.330488397823768487e-01,5.590177948245454997e-01,4.445589315636968020e-01,5.645037324856985173e-01,6.639518369018674315e-01,6.270748249557989151e-01,8.680582553489128994e-01,7.090609577663323781e-01,1.342704883921918557e-01,6.765435441807982064e-01,5.456025682120104747e-01,5.041393962851351551e-01,5.924824062765950139e-02,1.613623861949866622e-01,4.688684243178597999e-01,4.772291434531049648e-01,5.662395312360045674e-01,2.138846497949768166e-01,5.137675014651786887e-01,1.899309124023484951e-01,3.275925431617385253e-01,5.412035146653270123e-01,6.104926473789425989e-01,2.562844220973791165e-01,5.736424394179154840e-01,6.025728222350363872e-01,5.170959594743170795e-01,5.369441849239692255e-01,4.555846570228194725e-01,3.059476081059124275e-01,5.924824062765950139e-02,4.853648649980598639e-01,3.504594970863345038e-02,3.604137901246206033e-01,5.338510772838872542e-01,3.845724280020313968e-01,5.692049788686888157e-01,5.443445820313604910e-01,5.924824062765950139e-02,5.646440094128554188e-01,6.521272822447830020e-01,4.358786566596306589e-01,4.907157721133306727e-01,5.616428996384558170e-01,4.778613396632462873e-01,3.954000695390402775e-01,2.274200582669427539e-01,4.035920492081787603e-01,1.419611726621190229e-01,1.815047757416254903e-01,5.563784599753308635e-01,5.042898162624708247e-01,4.473856644244587621e-01,7.496372695041204626e-01,4.451958906566427232e-01,2.812590425459103871e-01,5.794294041235565906e-01,6.075834732664943116e-01,8.208183981741289381e-01,4.657543744749043646e-01,3.888891703591597082e-01,1.053393562226882657e-01,5.215082011049599897e-01,7.811564738824259280e-01,5.039886762125832531e-01,4.887284864141435703e-01,4.581839927261086576e-01,6.707561931062140381e-01,6.192848949256064550e-01,5.127612847689186903e-01,7.775475491723171650e-02,3.724231624689193776e-01,4.077731402035565944e-01,0.000000000000000000e+00,4.824482944385059535e-01,3.765930470129891239e-01,3.261773062360470155e-01,4.100313853276489340e-01,4.461417728650595715e-01,4.959524770460232990e-01,5.007555769953521141e-01,3.932489884693929350e-01,5.548071022367350169e-01,5.054830155869168840e-01,4.402314680293426541e-01,4.173505547140122229e-01,6.602940100375825905e-01,4.933476788148976055e-01,1.257508122525934358e-01,1.053393562226882657e-01,2.629091110260330932e-01,4.561141579437996141e-01,3.622451605364340188e-01,5.908821763570060170e-01,2.195798844302906672e-01,2.451747674531827570e-01,2.812590425459103871e-01,2.077479354335321216e-01,5.146293248547699761e-01,5.924824062765950139e-02,4.801370915260831373e-01,5.426972092625556021e-01,5.988873688138051099e-01,4.829419240729163065e-01,3.785468727133139422e-01,4.464545982206022945e-01,5.441178271159455848e-01,1.489699826886725365e-01,5.829259045177817011e-01,7.775475491723171650e-02,5.427896415284828580e-01,4.784885236267411024e-01,1.162015925491205470e-01,4.635179608476738822e-01,3.970319863728515308e-01,4.530407781625280239e-01,4.171247287979295004e-01,7.775475491723171650e-02,3.899771440177208226e-01,3.613347337782868429e-01,0.000000000000000000e+00,4.557236105661749970e-01,3.789143030098894305e-01,7.860297381487035828e-01,0.000000000000000000e+00,1.752632168827205350e-01,4.991682846564983733e-01,6.002840308907082534e-01,5.639401366906239277e-01,3.504594970863345038e-02,1.815047757416254903e-01,5.068042075042996641e-01,4.390987524946650677e-01,3.695873807674377454e-01,3.674976993168663220e-01,5.038376819882051105e-01,5.310081962268282663e-01,7.775475491723171650e-02,2.950932647753310989e-01,4.348767379584934645e-01,4.152944897999584217e-01,5.070948243903707908e-01,3.838869171347178422e-01,3.724231624689193776e-01,4.323056679299334681e-01,4.232163698638191640e-01,0.000000000000000000e+00,4.663222443589243316e-01,5.658954075913877890e-01,4.844045789398476742e-01,4.996478268603192774e-01,3.462491999739197301e-01,6.209386212139886840e-01,6.145102833303145440e-01,6.441174945729920553e-01,6.624194047174356559e-01,5.498965884735821374e-01,5.059258691531218766e-01,3.895328462889963705e-01,5.161314550537761114e-01,3.617912160553398149e-01,5.123551844537387323e-01,4.453543251871253661e-01,3.849129685975902215e-01,4.652907251659046395e-01,4.617367426493106386e-01,2.704784021535174832e-01,4.689859144708319327e-01,5.499809768374535057e-01,6.469032985247565870e-01,3.310237983179347143e-01,4.793171019432466706e-01,5.963470660369533105e-01,3.792800345876090606e-01,4.916028498649713807e-01,6.452132537436453541e-01,4.124672209385613075e-01,4.213819228680247275e-01,3.565410175856495445e-01,4.319314641816163203e-01,4.798305975054429351e-01,4.510040418835578602e-01,2.849510425767888266e-01,5.675337239206863504e-01,4.709570645409149603e-01,4.059710356701782819e-01,4.152944897999584217e-01,1.419611726621190229e-01,5.322843321773573777e-01,1.668987917861020909e-01,2.562844220973791165e-01,3.617912160553398149e-01,4.371915834381293609e-01,7.220140463242199491e-01,4.858406802684679393e-01,5.181750314887885178e-01,4.960617742360836635e-01,2.799891426459012456e-01,3.908047523814353608e-01,1.053393562226882657e-01,4.892754462593794096e-01,6.144729643046082934e-01,4.124672209385613075e-01,5.142327256492638110e-01,1.342704883921918557e-01,5.924824062765950139e-02,4.989274262387639047e-01,2.195798844302906672e-01,5.702563423437968515e-01,2.248920295335728736e-01,2.629091110260330932e-01,5.183639446647595461e-01,4.785925694405979147e-01,5.643632126788504788e-01,4.447186456403446897e-01,5.482758180441653639e-01,1.815047757416254903e-01,7.669265184271844005e-01,5.767393204893618286e-01,5.489195655356072789e-01,5.940372304579548679e-01,4.134209011934085187e-01,6.388663071491881285e-01,3.473494781458292269e-01,4.612203820010465360e-01,5.927460697998673256e-01,2.077479354335321216e-01,1.419611726621190229e-01,0.000000000000000000e+00,5.536480252055745455e-01,0.000000000000000000e+00,0.000000000000000000e+00,4.947163733089481319e-01,6.458936100276692072e-01,6.892668659797100972e-01,1.419611726621190229e-01,6.086460667296375027e-01,2.010948287070626617e-01,5.005194962587383722e-01,3.679200598776612430e-01,4.679221465050970585e-01,5.923365544691951978e-01,6.780198961352554843e-01,4.655057016322903807e-01,5.332062019963813571e-01,7.775475491723171650e-02,6.827169659338993002e-01,5.887152694761331739e-01,3.608756021124895352e-01,3.862607179694797499e-01,3.971659802533257233e-01,5.518563420649719165e-01,0.000000000000000000e+00,3.504594970863345038e-02,0.000000000000000000e+00,5.924824062765950139e-02,3.561313957225433757e-01,5.880925374003699302e-01,5.344691834617710802e-01,5.448906670253604867e-01,5.400175731107976773e-01,5.304703430648711748e-01,6.039277642748905883e-01,3.504594970863345038e-02,4.665344612959509418e-01,3.516038436113451682e-01,4.416108554239073225e-01,4.720940127209373172e-01,4.005837163862293604e-01,3.770597765668492474e-01,5.924824062765950139e-02,4.756261991979152115e-01,4.527529882718129284e-01,2.451747674531827570e-01,3.434295269568734543e-01,4.701513588382382203e-01,3.904887021072017128e-01,5.045149112993659868e-01,5.653763958121699185e-01,4.330488397823768487e-01,3.343122748231328600e-01,2.837394938772664355e-01,3.679200598776612430e-01,5.530011907811746008e-01,3.859158902502038413e-01,2.746953080830177862e-01,7.639707323637605629e-01,5.509450498100918470e-01,4.899088200718281771e-01,4.655057016322903807e-01,2.527518735285579354e-01,2.918549484099578484e-01,5.288344780375247023e-01,7.128849100344438749e-01,7.493256865645104847e-01,1.815047757416254903e-01,6.972595717019048900e-01,4.262965094001976984e-01,5.332801956187390724e-01,5.201671540232934987e-01,4.097836341442784303e-01,5.410148082899367550e-01,0.000000000000000000e+00,5.436166501176263877e-01,4.923054094637709377e-01,5.875396603546131358e-01,3.316925207048290192e-01,4.956437835514349577e-01,5.103624401038290292e-01,5.924824062765950139e-02,3.828473823265699516e-01,4.440778454385948537e-01,4.997274663206778267e-01,5.978810153154544560e-01,5.013036888609626596e-01,5.987508895751054716e-01,1.613623861949866622e-01,0.000000000000000000e+00,4.146647637418506283e-01,3.551473599914143353e-01,6.075333709222952017e-01,3.468012519710940156e-01,2.873198562574110215e-01,4.090356907965449484e-01,3.994608148916108936e-01,4.005837163862293604e-01,3.671752086469859955e-01,2.490538354260109222e-01,3.428533489182730709e-01,3.416882481475365108e-01,1.053393562226882657e-01,5.892304964927794764e-01,4.985243441907369899e-01,6.068581597747757517e-01,4.630131336659003560e-01,5.281705371445516439e-01,2.410956349894849693e-01,6.205939132033800876e-01,3.504594970863345038e-02,5.694361623235887349e-01,4.486102720600348981e-01,5.268257107672019712e-01,5.060729334002028734e-01,3.504594970863345038e-02,5.173511922267350904e-01,7.274048270769035707e-01,4.138934642688067989e-01,5.337610487390808123e-01,6.102764673276505070e-01,5.145633648844778474e-01,5.616083157653534164e-01,1.053393562226882657e-01,3.917453969813610160e-01,5.874060220077547134e-01,1.815047757416254903e-01,1.053393562226882657e-01,0.000000000000000000e+00,3.585390158540522898e-01,5.697652542839333201e-01,0.000000000000000000e+00,5.960178230727015691e-01,6.029839035777526668e-01,5.403507512492020659e-01,8.102929350055845248e-01,1.257508122525934358e-01,6.212133145145565249e-01,1.489699826886725365e-01,4.536131847891262669e-01,3.926750431940718156e-01,4.414613510501569915e-01,4.276938719245577669e-01,3.959930796235994199e-01,1.668987917861020909e-01,6.058448252587591565e-01,2.545378644809427326e-01,5.859271003532492417e-01,6.239090004251574006e-01,5.750065027658590733e-01,4.965604620813336978e-01,3.374695994622732842e-01,5.671612643204172466e-01,3.670730716282195050e-01,3.585390158540522898e-01,5.064394154434065376e-01,5.924824062765950139e-02,3.504594970863345038e-02,5.210839646817936321e-01,3.275925431617385253e-01,3.679200598776612430e-01,4.380745841522697415e-01,4.492155259510002829e-01,5.176386107282151539e-01,6.910590049640762400e-01,9.274457628282412047e-02,4.496664735240129551e-01,2.010948287070626617e-01,5.450209889276675934e-01,5.435709322243028607e-01,3.594819987118195170e-01,4.011392956062419524e-01,6.498214661831824834e-01,4.184701543214954245e-01,5.488340366562753925e-01,7.045362513963249196e-01,6.464561403161941389e-01,5.347253144308016237e-01,7.775475491723171650e-02,4.605701316525273037e-01,5.731924327962374388e-01,0.000000000000000000e+00,2.367946736304947508e-01,2.044913041518933716e-01,3.504594970863345038e-02,6.073497945753816296e-01,4.900888518704513697e-01,4.437554592675345688e-01,5.315424267415931325e-01,5.525125666018028125e-01,5.831480538711409922e-01,6.480957175738794040e-01,2.345527938966445181e-01,1.342704883921918557e-01,3.440016409817734933e-01,8.212146398803532588e-01,5.924824062765950139e-02,3.445695455782048500e-01,6.608982203468006800e-01,4.159858268942638326e-01,0.000000000000000000e+00,0.000000000000000000e+00,5.285032041387699442e-01,4.714137983633075457e-01,5.317551052232867281e-01,3.121522382292027942e-01,3.504594970863345038e-02,5.215686194644572060e-01,5.967216722029899945e-01,5.653069316772043607e-01,5.884304607307615509e-01,5.554787459428937035e-01,1.419611726621190229e-01,5.023886493668281439e-01,5.159371396021157352e-01,4.655057016322903807e-01,4.225856996158017242e-01,1.257508122525934358e-01,0.000000000000000000e+00,6.673523923816730985e-01,5.426509567475535922e-01,6.476061736648327516e-01,4.621218362029670956e-01,7.062861452376961724e-01,5.617538172963187915e-01,5.669233260301879129e-01,5.625493107810973781e-01,4.670847623050400910e-01,5.600270672555828222e-01,4.236340406169926132e-01,4.019653424847870471e-01,5.426509567475535922e-01,5.676687340127392067e-01,4.087847965720755039e-01,4.394406130523714760e-01,5.704193651708111545e-01,4.122269503958666537e-01,4.266982706000090886e-01,5.277806508972874289e-01,5.054089672443767833e-01,4.783843407865073227e-01,4.857457493021958839e-01,1.342704883921918557e-01,5.202286049395308254e-01,3.751607972865003138e-01,5.490050097027984188e-01,5.185523965226757070e-01,4.792140053376705011e-01,3.445695455782048500e-01,2.490538354260109222e-01,2.562844220973791165e-01,1.419611726621190229e-01,6.284004658417233768e-01,3.068644791504484548e-01,4.401199338076439704e-01,1.053393562226882657e-01,0.000000000000000000e+00,3.504594970863345038e-02,2.451747674531827570e-01,3.504594970863345038e-02,4.580492980011374726e-01,4.804424208683724107e-01,6.449432732332259499e-02,5.463125342573391663e-01,3.504594970863345038e-02,3.743881855307497064e-01,6.138358762134601410e-01,0.000000000000000000e+00,4.826461267086654128e-01,5.013816794592457216e-01,5.069496494023096878e-01,7.938963724663769539e-02,3.796440830813903045e-01,3.059476081059124275e-01,3.622451605364340188e-01,4.182475064610211013e-01,1.419611726621190229e-01,3.504594970863345038e-02,4.661167735079075891e-01,1.770239326483196984e-01,1.053393562226882657e-01,6.204382997813027156e-01,4.168982563756243875e-01,5.924824062765950139e-02,6.080815613078256465e-01,6.870911061837895462e-01,3.194752516548347576e-01,5.008341095753451322e-01,3.666461523415397994e-01,3.068644791504484548e-01,4.957602047133324863e-01,3.504594970863345038e-02,4.274957586617443850e-01,2.644820200372177688e-01,4.378904394389457333e-01,0.000000000000000000e+00,7.779918787481994169e-01,4.977119803482241145e-01,1.815047757416254903e-01,3.720242318831498696e-01,4.755181750809330254e-01,5.935038324469479321e-01,3.895328462889963705e-01,5.129197707673196494e-01,9.274457628282412047e-02,6.679242000650470468e-01,4.798305975054429351e-01,0.000000000000000000e+00,6.503093965434530999e-01,3.962879259420680200e-01,5.386658036164635455e-01,6.191646813321242115e-01,5.641519575173972179e-01,5.545686813285819472e-01,6.201782660481237608e-01,0.000000000000000000e+00,3.814396753891868830e-01,4.870645602702461385e-01,4.332335386802193544e-01,4.839336389491496471e-01,5.895380259602124307e-01,3.484347592770384305e-01,2.933069021995850512e-01,2.998744710913071043e-01,4.756261991979152115e-01,4.127067210208716919e-01,5.897423849549283670e-01,7.339081794737011277e-01,2.799891426459012456e-01,5.534060798603652742e-01,3.965816773981253318e-01,4.656283117940610006e-01,1.938303711904236226e-01,5.017704832585003771e-01,5.156772959460274031e-01,5.610236317436124720e-01,5.431582696045976766e-01,5.579573547200724626e-01,4.641445203280955001e-01,1.613623861949866622e-01,4.793171019432466706e-01,3.724231624689193776e-01,5.108480637376674460e-01,6.005984681946849868e-01,4.858406802684679393e-01,5.436787870314007121e-01,4.232163698638191640e-01,6.080815613078256465e-01,6.650524548134694180e-01,4.359535537097152802e-01,6.687460486178541386e-01,5.651330196281905138e-01,5.830648178403130544e-01,5.089582989780432332e-01,4.698441766357361882e-01,4.553060155617550397e-01,5.409675527974410203e-01,9.274457628282412047e-02,5.924824062765950139e-02,4.502637303015840642e-01,4.005837163862293604e-01,3.521198823182611903e-01,4.865020431687254177e-01,5.003617262245533270e-01,2.509246273961590612e-01,6.242560870270063011e-01,4.469214871868548711e-01,4.371915834381293609e-01,5.339544294062734675e-01,5.260305370045941231e-01,5.764380465625540406e-01,5.334882684755246629e-01,5.409675527974410203e-01,3.704080090162955030e-01,7.775475491723171650e-02,6.107669320501517563e-01,0.000000000000000000e+00,1.489699826886725365e-01,3.541510191870959612e-01,1.720729411744434945e-01,5.096564692389009554e-01,4.591205122240125114e-01,4.640196092954291252e-01,4.670847623050400910e-01,5.271640692715646725e-01,5.446158408367602899e-01,6.126034409513861911e-01,4.976302700497481912e-01,2.918549484099578484e-01,4.998865051186878183e-01,5.524717125806068996e-01,3.504594970863345038e-02,4.830402779165919869e-01,3.328362243888544070e-01,3.504594970863345038e-02,3.504594970863345038e-02,3.171087289521158370e-01,3.316925207048290192e-01,4.812508874744084730e-01,3.374695994622732842e-01,5.828980925572726512e-01,4.553060155617550397e-01,3.484347592770384305e-01,4.850780063300504930e-01,1.053393562226882657e-01,5.717756396385788031e-01,4.732148516789862480e-01,9.274457628282412047e-02,6.208181432675624611e-01,4.453543251871253661e-01,5.264291230011199918e-01,5.028491038296197813e-01,3.594819987118195170e-01,4.957275555586517224e-01,6.707541779845923591e-01,3.445695455782048500e-01,4.693373625354047562e-01,5.291094854782294465e-01,2.733143326457866951e-01,4.986051221794605692e-01,5.711972216181926409e-01,1.720729411744434945e-01,3.704080090162955030e-01,5.294928928797832945e-01,6.524539217972317173e-01,5.472784509553521026e-01,5.168399120724850304e-01,3.349539931725137865e-01,5.684405855694798504e-01,3.504594970863345038e-02,2.825088785618023457e-01,4.669644121844883089e-01,4.162149227873280788e-01,6.465308409431999026e-01,3.736080238065542791e-01,1.053393562226882657e-01,4.870645602702461385e-01,4.895475226480636155e-01,4.064901120771700072e-01,3.763056462080730524e-01,4.508565380732342809e-01,4.837253695184475788e-01,2.896197948821317425e-01,3.743881855307497064e-01,5.924824062765950139e-02,7.775475491723171650e-02,2.690213780525722020e-01,0.000000000000000000e+00,5.590177948245454997e-01,0.000000000000000000e+00,6.816145222639568013e-01,5.447060514367038087e-01,4.143632631646111952e-01,5.226483541292277213e-01,3.810838154635196595e-01,5.467091146569962312e-01,5.426972092625556021e-01,5.160667362562052496e-01,1.489699826886725365e-01,0.000000000000000000e+00,3.932887563162525968e-01,0.000000000000000000e+00,2.562844220973791165e-01,5.914584529534001600e-01,5.830925712567917030e-01,5.869908158075181071e-01,4.802389928813592945e-01,9.274457628282412047e-02,5.679716593486155984e-01,5.164967822482997573e-01,4.786964785880519768e-01,4.797281683776220551e-01,2.077479354335321216e-01,4.995681071439816434e-01,1.554080455655836301e-01,2.410956349894849693e-01,4.907157721133306727e-01,6.739379317403670910e-01,6.470904789674204460e-01,5.116052193179195795e-01,4.090356907965449484e-01,4.033232518178628823e-01,3.824977499176748785e-01,3.869260490183278334e-01,0.000000000000000000e+00,5.601755036730939885e-01,5.448411828175174776e-01,5.886376972658234896e-01,4.990077938880740915e-01,6.350030798639851870e-01,5.160492528668618739e-01,6.800252705185734214e-01,3.556409520608902475e-01,3.504594970863345038e-02,5.783466450149654658e-01,4.807465581122893350e-01,4.845011320778216390e-01,4.268984244812252249e-01,4.447186456403446897e-01,5.119469886459518948e-01,7.185965984414783847e-01,6.998575472423471666e-01,5.880925374003699302e-01,5.686740104083684022e-01,4.902684909786136913e-01,3.778068523254378142e-01,0.000000000000000000e+00,1.162015925491205470e-01,3.980343438184404947e-01,2.077479354335321216e-01,5.881185820946260856e-01,7.893147877407853397e-01,4.394406130523714760e-01,5.519797967672099848e-01,3.504594970863345038e-02,5.490050097027984188e-01,5.846058766423953834e-01,4.414613510501569915e-01,5.053348495240030935e-01,6.090959890312553915e-01,4.543229426902611889e-01,4.515913220525386018e-01,1.720729411744434945e-01,3.504594970863345038e-02,4.016909508178658217e-01,4.693373625354047562e-01,3.959930796235994199e-01,5.327051736068806331e-01,5.493883437994552255e-01,4.651367931281164547e-01,5.820872424997046712e-01,2.971807649982912136e-01,4.898186502959607780e-01,3.504594970863345038e-02,5.882746751093049786e-01,3.954000695390402775e-01,2.077479354335321216e-01,4.092857918080883284e-01,2.345527938966445181e-01,6.389485284447939950e-01,1.053393562226882657e-01,7.721429831111766839e-01,4.378904394389457333e-01,1.053393562226882657e-01,6.428239748566132450e-01,5.102928230835531709e-01,6.798049446459798473e-01,6.739379317403670910e-01,6.358194696819562397e-01,5.504015811118180279e-01,4.596507165351103597e-01,6.540628889834355641e-01,4.987664311254342286e-01,5.743584049983010420e-01,4.138934642688067989e-01,5.695679669824716962e-01,5.086744473432268654e-01,1.554080455655836301e-01,3.146693701005950361e-01,3.386980264582096223e-01,4.401199338076439704e-01,0.000000000000000000e+00,3.942004900999572792e-01,3.835419211237089399e-01,4.948011326628578010e-01,3.920564759474247096e-01,4.329452011236500364e-01,6.803262046726433754e-01,3.631451482468718850e-01,1.668987917861020909e-01,4.306075988966070467e-01,4.878084089568489601e-01,0.000000000000000000e+00,5.098738169029106704e-01,4.938705752303675367e-01,4.785925694405979147e-01,4.306075988966070467e-01,7.775475491723171650e-02,7.510509669291829393e-01,6.593366245218681421e-01,7.498533012737513825e-01,4.913377630937513230e-01,6.097631416999790277e-01,5.499202229595959723e-01,4.210942446391410243e-01,3.504594970863345038e-02,0.000000000000000000e+00,7.775475491723171650e-02,0.000000000000000000e+00,1.720729411744434945e-01,7.147454952050802390e-01,6.075333709222952017e-01,7.551118307198793067e-01,6.029407331314471374e-01,1.938303711904236226e-01,5.532443757252148986e-01,4.828434477940307112e-01,5.497698293101478395e-01,5.924824062765950139e-02,2.918549484099578484e-01,3.349539931725137865e-01,2.490538354260109222e-01,1.899309124023484951e-01,5.606559991794177744e-01,7.004325642523419049e-01,6.135909197356124167e-01,6.949656356124153112e-01,3.594819987118195170e-01,5.121513559396303483e-01,5.835353216552759958e-01,4.085330588605501911e-01,3.971659802533257233e-01,5.366452499681153565e-01,6.055946683616596493e-01,3.473494781458292269e-01,3.232684008854367352e-01,2.044913041518933716e-01,4.286770987352340745e-01,4.238420892063641254e-01,5.327576205406291399e-01,6.653669283133429868e-01,3.110275165931586372e-01,5.617901492727148671e-01,5.321259317213136164e-01,3.904887021072017128e-01,5.053348495240030935e-01,5.788752417743232570e-01,4.663598779670676819e-01,4.810495305422736179e-01,3.380861974071717180e-01,5.796325940356548134e-01,5.711972216181926409e-01,3.885653576458880654e-01,5.388116385117220908e-01,4.964750681536133081e-01,3.380861974071717180e-01,5.296566389945649433e-01,4.565522695907522355e-01,6.966345165554181929e-01,3.261773062360470155e-01,0.000000000000000000e+00,4.986858177683806681e-01,2.884781837266590654e-01,4.952235725325121463e-01,4.520289646944387618e-01,5.373326061904359907e-01,6.354051665195833420e-01,4.115018595680400848e-01,7.151071878060314413e-01,6.433568778621165940e-01,1.975459579243650232e-01,6.342072688720656881e-01,3.892116630004403555e-01,4.370159083767952701e-01,3.380861974071717180e-01,5.485768860831220506e-01,6.609085971462409503e-01,0.000000000000000000e+00,5.985327198994229159e-01,7.824796935407830611e-01,5.289995912808578282e-01,2.837394938772664355e-01,4.723194505310788771e-01,9.274457628282412047e-02,4.572362531919188511e-01,5.662395312360045674e-01,4.236340406169926132e-01,5.012256212971570868e-01,0.000000000000000000e+00,3.785468727133139422e-01,1.858299800875555796e-01,6.214123828010993389e-01,5.789337613901467394e-01,5.514848103296683401e-01,6.552643489221864348e-01,2.108757842996975274e-01,5.710034777373378390e-01,0.000000000000000000e+00,4.833346254400492925e-01,4.306075988966070467e-01,5.068042075042996641e-01,0.000000000000000000e+00,3.504594970863345038e-02,4.375417675005285889e-01,4.543229426902611889e-01,0.000000000000000000e+00,6.366557229232254755e-01,1.554080455655836301e-01,7.671218668307524524e-01,6.797804267231259967e-01,5.359936666049333054e-01,4.593237300272154378e-01,5.019726942116301549e-01,3.138392435732959007e-01,5.052606622956699045e-01,5.865935961886369343e-01,4.483058722947143027e-01,4.581839927261086576e-01,1.489699826886725365e-01,6.456045436654409553e-01,5.150239456515375291e-01,4.072624417181571754e-01,7.992704438608143613e-01,4.903133330676714419e-01,3.130003135050682950e-01,5.271640692715646725e-01,4.641445203280955001e-01,5.196119259533936718e-01,5.219902716218428607e-01,3.792800345876090606e-01,4.309881024949002160e-01,5.003617262245533270e-01,1.668987917861020909e-01,3.590119546436855713e-01,1.668987917861020909e-01,2.367946736304947508e-01,3.086666243005048993e-01,4.635179608476738822e-01,5.830648178403130544e-01,5.039132151262184500e-01,5.112619546832497530e-01,1.053393562226882657e-01,4.794200643630487924e-01,5.954739325152073048e-01,5.069496494023096878e-01,1.938303711904236226e-01,3.929824949005195633e-01,5.095229522472819461e-01,3.399077766938046752e-01,5.970480047629851406e-01,5.864841451856825927e-01,1.162015925491205470e-01,6.405886680228116692e-01,8.174172383582561929e-01,5.402554231553746700e-01,5.409675527974410203e-01,5.694361623235887349e-01,6.501312347721625029e-01,5.013762251368828471e-01,1.419611726621190229e-01,5.234191038045772348e-01,5.984772267795164247e-01,5.642928527477868439e-01,5.631228669059350489e-01,3.504594970863345038e-02,0.000000000000000000e+00,5.727619894922357791e-01,5.199208608263506948e-01,0.000000000000000000e+00,3.640350120523209165e-01,3.362217954048364321e-01,1.720729411744434945e-01,5.145633648844778474e-01,6.210245655716887248e-01,2.774128407871673252e-01,5.525125666018028125e-01,3.849129685975902215e-01 3.678699401571576266e-01,5.497133526265107067e-02,6.007991789405737748e-01,0.000000000000000000e+00,6.063228987309488005e-01,4.136707177335240959e-01,6.380311121200760160e-01,3.531042476473347791e-01,5.043180522020651591e-01,4.123843400289701755e-01,6.715462743362122788e-01,0.000000000000000000e+00,5.173484721949714871e-01,5.881591412857716250e-01,5.399412916008787811e-01,3.724760445841325818e-01,5.641457841388312078e-01,5.168306749362194807e-01,5.884397902095513944e-01,6.950385462172394835e-01,7.144897904662008692e-01,6.922443600172923928e-01,7.105825508086751618e-01,3.420818773003240221e-01,1.569514109329700480e-01,5.677291495848308944e-01,5.364610549052934996e-01,9.343230073582031725e-02,1.098734215274755760e-01,4.082810619571200506e-01,4.755205604131891861e-01,1.770922594100517514e-02,1.718335627069909888e-01,4.857731979995133509e-01,5.497133526265107067e-02,2.826457978535549254e-01,4.000093493133895506e-01,5.122563587176496291e-01,1.770922594100517514e-02,6.232944415568820729e-01,6.344528279265334580e-01,5.900115895245953146e-01,5.680016731057386803e-01,3.756338348657484727e-01,3.085458613364280844e-01,1.881237106534668913e-01,4.765837419379758133e-01,0.000000000000000000e+00,4.759572197565350993e-01,4.878817421095229534e-01,5.286822316412778111e-01,5.216180557754963587e-01,5.368877468784523099e-01,0.000000000000000000e+00,5.917209260131973680e-01,6.484789801645313156e-01,2.756603381704593181e-01,4.221331235924979941e-01,5.842705819411458945e-01,3.902004134218297060e-01,3.073317213095311251e-01,1.718335627069909888e-01,2.982680393446114908e-01,1.386039414498581590e-01,8.020032095124494942e-02,5.785945718090039769e-01,5.395524498616086628e-01,4.492129568513668070e-01,6.712230938842367323e-01,4.592068148817368134e-01,6.430506687754848627e-02,5.905362377809793006e-01,6.325368860267599480e-01,7.826796035675782637e-01,3.540384252272702481e-01,3.000764080251949739e-01,0.000000000000000000e+00,5.083064107766778195e-01,6.418239313917014632e-01,4.044327400356332869e-01,3.560221144118978498e-01,4.674339787648285061e-01,5.700069328095475063e-01,6.190100882905540391e-01,5.418729048599790765e-01,9.343230073582031725e-02,3.277107265952491910e-01,3.035736629005891252e-01,0.000000000000000000e+00,4.847407752117324220e-01,2.809562929785443530e-01,3.878777408742782873e-01,3.267593880908759574e-01,3.817540436838741669e-01,4.746409241364551446e-01,4.466626402026059317e-01,3.502928753330606937e-01,5.448093823030298877e-01,4.664579939374450257e-01,4.420676269286538673e-01,3.479070712250185715e-01,6.583314341802406489e-01,3.891926068944280281e-01,0.000000000000000000e+00,8.020032095124494942e-02,1.350849872629624193e-01,3.816569104542920643e-01,2.331893869395027796e-01,4.554725736024879956e-01,2.673246333201700908e-01,2.220267227606164961e-01,2.447890211776314884e-01,1.314021814769699426e-01,5.140701325713494807e-01,0.000000000000000000e+00,4.822334000364098539e-01,5.319195158493384978e-01,5.830294472528242400e-01,5.329148844588744716e-01,3.526455943664260073e-01,4.782932225919215852e-01,5.335248581400280354e-01,4.438715098595650416e-02,6.618789373035205426e-01,1.234801809908063763e-01,5.616470191789429967e-01,3.594716564508029233e-01,8.020032095124494942e-02,5.157017002364568947e-01,3.003396493474110307e-01,4.637949054478330835e-01,4.253166396068471244e-01,1.770922594100517514e-02,4.188131630283982720e-01,3.154630133942072368e-01,0.000000000000000000e+00,4.932313549622523996e-01,4.185166498789103517e-01,8.235115232723297929e-01,0.000000000000000000e+00,6.456780649791472870e-02,5.202203172529636932e-01,5.807083706282322177e-01,5.508352682302094516e-01,0.000000000000000000e+00,8.020032095124494942e-02,3.771666848727341370e-01,4.822780850742344749e-01,3.701143917061172073e-01,2.372477468903702313e-01,5.717215945908126207e-01,5.364160010592994299e-01,1.770922594100517514e-02,1.191994693257209942e-01,4.345730592718990981e-01,3.902004134218297060e-01,4.232714210842350999e-01,3.479070712250185715e-01,3.418185894618062659e-01,3.947856858061095098e-01,4.008890229720769582e-01,0.000000000000000000e+00,3.191298591898656389e-01,4.821886897432600128e-01,3.639817331849859450e-01,5.697948956863623238e-01,2.104266482443355735e-01,6.643405974879686982e-01,6.505979831939334712e-01,6.479140999036142601e-01,6.670483933166753143e-01,5.485251474371310998e-01,4.119508710796303541e-01,3.056834914998446395e-01,4.690343225804659011e-01,3.391365798298207612e-01,4.190151350980489409e-01,3.803083481191381621e-01,2.392016229917320602e-01,3.457913936658184029e-01,4.282886344606131046e-01,2.266828025577385941e-01,3.992474421522026473e-01,4.227991256874431558e-01,6.310599440174209374e-01,2.411080256935912991e-01,3.446674515105626613e-01,6.093194742707213063e-01,2.780579413639877040e-01,3.768285791357920411e-01,4.987514398464364951e-01,3.464282911172850143e-01,3.999726699897156457e-01,3.372873745245824617e-01,3.128443119085014268e-01,3.651684313178372721e-01,5.016361735197146787e-01,2.580059870370973174e-01,3.089463093980814867e-01,4.631148970683344746e-01,3.372036260583334277e-01,4.133510577732409375e-01,3.217013146436253912e-02,5.292269483964129329e-01,0.000000000000000000e+00,1.569514109329700480e-01,2.679980305407526076e-01,3.639817331849859450e-01,7.026094409007905828e-01,4.973240483755356212e-01,4.894882509245607194e-01,4.153539264888567173e-01,3.771666848727341370e-01,1.647419370949470552e-01,0.000000000000000000e+00,5.465132705416909653e-01,6.301075341921360540e-01,3.706656573397839050e-01,5.445251867963059045e-01,1.098734215274755760e-01,0.000000000000000000e+00,3.235033997799410255e-01,4.438715098595650416e-02,5.816042766984822476e-01,8.020032095124494942e-02,1.622290469127938839e-01,5.380439253560211910e-01,1.569514109329700480e-01,5.873348552308572668e-01,5.407986009244852843e-01,5.429435990468798323e-01,5.874539839635584126e-02,8.269640573016369123e-01,4.129228679981054584e-01,5.487616315950111234e-01,5.350065784545543490e-01,3.301928343200121740e-01,6.304651740783364655e-01,2.076006939544952912e-01,4.714782161244986947e-01,4.145167988431402994e-01,3.217013146436253912e-02,0.000000000000000000e+00,1.770922594100517514e-02,5.215365191494565344e-01,0.000000000000000000e+00,0.000000000000000000e+00,5.381762520497720415e-01,6.255534315189914540e-01,7.932877376201267206e-01,1.770922594100517514e-02,7.717155271170453856e-01,2.420444564849827673e-01,3.052659700172740687e-01,3.267593880908759574e-01,5.327970410509708099e-01,5.610040141247457646e-01,7.134630586974564093e-01,3.128443119085014268e-01,5.765439869499465741e-01,9.343230073582031725e-02,6.882415783347235472e-01,5.943747899291049741e-01,2.774654964636354970e-01,3.035736629005891252e-01,2.617211457469147406e-01,5.569227735706391291e-01,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,3.992474421522026473e-01,5.444641575970444736e-01,5.477333668332149408e-01,4.642377500374231247e-01,5.134996524511450389e-01,5.174344393788327112e-01,5.374457139639227110e-01,1.770922594100517514e-02,4.983306572605671336e-01,3.143512465903177677e-01,4.336880772075812351e-01,4.361892353926525856e-01,1.098734215274755760e-01,3.844147360206671693e-01,1.770922594100517514e-02,4.794589867004399597e-01,4.622565659942481919e-01,3.217013146436253912e-02,3.388633964178843772e-01,4.451773375615788453e-01,2.673246333201700908e-01,4.020058740765929395e-01,5.875122097496994211e-01,3.883184428569081414e-01,4.156656104968312615e-01,3.241653542838364155e-01,4.674339787648285061e-01,6.242726091514833042e-01,2.957640108980331139e-01,1.695392963771870931e-01,7.123180465477726431e-01,6.978018699105339451e-01,5.313690742325209992e-01,4.666759200187083345e-01,1.234801809908063763e-01,1.843551422597987655e-01,6.535482426138720102e-01,7.427947869194563291e-01,8.661666883822305429e-01,0.000000000000000000e+00,6.940802124162226416e-01,3.325994257210349581e-01,5.397902976194119962e-01,3.686252383204575711e-01,3.526455943664260073e-01,5.559782998878507465e-01,0.000000000000000000e+00,5.408412272917727526e-01,5.258751726214039302e-01,6.325676291786732630e-01,3.910540805212081583e-01,5.923344682928032290e-01,5.120420093995728950e-01,1.770922594100517514e-02,4.684023340466340057e-01,2.991774810143025820e-01,5.296698535470272251e-01,5.988278316915849331e-01,5.292762772528928350e-01,6.447187118379974491e-01,4.438715098595650416e-02,0.000000000000000000e+00,3.833907983930292529e-01,2.255442215601974609e-01,6.203398163077821215e-01,2.880298745568911634e-01,1.483078007259114595e-01,2.631598079178468219e-01,2.131556576747744847e-01,3.562421905573011083e-01,3.371756530333462343e-01,2.232166856074649930e-01,4.079388609694597490e-01,3.217013146436253912e-02,1.740631619162444355e-01,6.494079713333890114e-01,5.092331580777040845e-01,6.403963720763803380e-01,4.820991932766799937e-01,5.464537565538226671e-01,9.930137455386327250e-02,5.940166149095413850e-01,0.000000000000000000e+00,5.371560658346294925e-01,3.665307172162745597e-01,5.688286152237846949e-01,5.962792816007502772e-01,0.000000000000000000e+00,5.612035629371994183e-01,7.489193931188964370e-01,2.392016229917320602e-01,4.362795730683124984e-01,6.418120407595014898e-01,5.442399666261956703e-01,4.785277575405128547e-01,8.709264676773741110e-02,2.645724938390769387e-01,5.887923441702387350e-01,1.047649272738296750e-01,0.000000000000000000e+00,1.770922594100517514e-02,1.512951796698190909e-01,6.012273507807934791e-01,3.217013146436253912e-02,5.562067050889227815e-01,6.411972992843248953e-01,5.674100163506760053e-01,8.062420261186146186e-01,1.881237106534668913e-01,8.145385002536609242e-01,1.047649272738296750e-01,3.498366724346482770e-01,4.347361838363608677e-01,4.016353560550986468e-01,3.238350034471908501e-01,2.982680393446114908e-01,1.770922594100517514e-02,5.504776966873712318e-01,3.136014425225236990e-01,5.841094726176636609e-01,5.811191863316826911e-01,5.862022554054109325e-01,5.291528924665105382e-01,2.617211457469147406e-01,5.492420666836639320e-01,2.090265709965572205e-01,2.798098015494176471e-01,5.299072607861240458e-01,0.000000000000000000e+00,3.217013146436253912e-02,5.868837593154030419e-01,3.551357245695066500e-01,3.890475724199679020e-01,5.301198044095691841e-01,4.150410512370230620e-01,4.369819196841991382e-01,3.503118543490585934e-01,0.000000000000000000e+00,4.977660020189031975e-01,2.362528078275544785e-01,4.679174925592142764e-01,5.544325210549151395e-01,3.571163366275923456e-01,3.441570123133153580e-01,6.067963479971226759e-01,3.154630133942072368e-01,5.456358419753095657e-01,6.774900799658958306e-01,6.422625953240771457e-01,4.021290117848403400e-01,3.217013146436253912e-02,3.273948832481927695e-01,5.234979837203879161e-01,3.116950068692225795e-01,1.047649272738296750e-01,1.098734215274755760e-01,1.622290469127938839e-01,6.381370599779642161e-01,4.972131804597964555e-01,4.254083677482973780e-01,4.559724630169624260e-01,5.598748267693525182e-01,6.069812411151276343e-01,6.330971586537090801e-01,1.234801809908063763e-01,1.596337070905340660e-01,3.712131080049214660e-01,7.090244903557725298e-01,8.709264676773741110e-02,1.803972157627923290e-01,6.601062001885821262e-01,4.580624779502098232e-01,5.497133526265107067e-02,4.438715098595650416e-02,3.969167290682840687e-01,6.429863858390076903e-01,5.025402684862741998e-01,7.265283760793980750e-02,3.217013146436253912e-02,6.356636628463659955e-01,6.379874471569850769e-01,5.895064770564795165e-01,5.876420218724016653e-01,5.653114693620610032e-01,1.386039414498581590e-01,2.157936539530302678e-01,4.237409134568496660e-01,4.223239935953896906e-01,2.768683422618910539e-01,1.881237106534668913e-01,1.917215844823937920e-01,6.429922414376700868e-01,5.693949508579968510e-01,6.047239528230594630e-01,4.635688848516399951e-01,5.964904336778906746e-01,5.437896777370933021e-01,5.973085775178450518e-01,6.118688462231695047e-01,4.257741840049154569e-01,6.523240693383667299e-01,3.132237830175157445e-01,4.400146521779360609e-01,4.396326668350786782e-01,5.787141247742585426e-01,2.631598079178468219e-01,3.179976560622477799e-01,5.773964137989250345e-01,3.014060187161086146e-01,3.081432149645901841e-01,3.690001256779025796e-01,3.842606631147629237e-01,4.029855532273235452e-01,3.877302733266058121e-01,9.343230073582031725e-02,3.337758119821121472e-01,3.573333937530249749e-01,5.951184999987808588e-01,7.265283760793980750e-02,3.936982697568058853e-01,2.118029203959445050e-01,0.000000000000000000e+00,7.265283760793980750e-02,0.000000000000000000e+00,5.751364322430942977e-01,4.438715098595650416e-02,1.098734215274755760e-01,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.046694410003343512e-01,3.217013146436253912e-02,4.501578197794323666e-01,5.134400324362339285e-01,5.902723368404990539e-02,6.577892016131050568e-01,0.000000000000000000e+00,3.323026641969925032e-01,6.393238790632650437e-01,0.000000000000000000e+00,5.505342676596131080e-01,3.839516758411423147e-01,5.839366675625726755e-01,1.770922594100517514e-02,1.770922594100517514e-02,1.275395170221629570e-01,3.147235743002149144e-01,2.372477468903702313e-01,9.930137455386327250e-02,3.217013146436253912e-02,2.602558343718085476e-01,7.288930374855320804e-02,6.430506687754848627e-02,5.872282447333014854e-01,5.371783862036386692e-01,0.000000000000000000e+00,6.597278770898545863e-01,7.063018671881164945e-01,4.023746647757319161e-01,4.149364699898719366e-01,4.054667743267529323e-01,2.832010417440822270e-01,5.204439674294933926e-01,0.000000000000000000e+00,4.420460751873541705e-01,1.671774553178209943e-01,3.328951958032552727e-01,0.000000000000000000e+00,8.048379811781425364e-01,5.016011902215207208e-01,1.234801809908063763e-01,3.008945585323918315e-01,4.515533135988977764e-01,6.096147693648344967e-01,3.970480420677616196e-01,4.923376202571470572e-01,0.000000000000000000e+00,5.470863045781358958e-01,4.263197379197483095e-01,9.343230073582031725e-02,6.210231879174575864e-01,3.187072500767446637e-01,5.083064107766778195e-01,6.223344528245964291e-01,4.697178971852048468e-01,5.176346820946686744e-01,5.107891051898446610e-01,0.000000000000000000e+00,4.139890489836202114e-01,5.381321648122306955e-01,3.349350751755422739e-01,5.150679874378014667e-01,5.303782521537063754e-01,4.541451274355946532e-01,2.989238966842214240e-01,0.000000000000000000e+00,4.957951667158030928e-01,2.362528078275544785e-01,6.060243796195164956e-01,7.610265101142074107e-01,2.195922053302619414e-01,5.965431337514378596e-01,3.228357257779612133e-01,4.177124978510574627e-01,1.146737981441182663e-01,5.797501067194026358e-01,4.897731867342527412e-01,5.933392663689928126e-01,5.234706554870999229e-01,5.903541481873540997e-01,4.646367941056490647e-01,1.770922594100517514e-02,4.951524750440411404e-01,4.308968297763580702e-01,3.943796679769795421e-01,4.204656895132909966e-01,4.434449614534594075e-01,5.356896428656351405e-01,3.093448990272486543e-01,5.743173775388761282e-01,6.808524408365884684e-01,4.471516262972624056e-01,6.765299435837970332e-01,4.987151570013563240e-01,5.141298868484329709e-01,4.116242143668856213e-01,3.947343877905146181e-01,3.555802051376077966e-01,5.092331580777040845e-01,5.497133526265107067e-02,1.770922594100517514e-02,3.009654110181202435e-01,3.860899034874757385e-01,2.331893869395027796e-01,5.305968150254035676e-01,4.868345034508808622e-01,2.031620513881076118e-01,6.367168699130488774e-01,4.529245905136434769e-01,3.911954857930529106e-01,5.164255861259645641e-01,5.369101430722650337e-01,5.700604066315521079e-01,5.159892455851060600e-01,4.698225257729831683e-01,3.101361034213469536e-01,9.343230073582031725e-02,7.061302166501592925e-01,1.770922594100517514e-02,1.452031650169075538e-01,2.580059870370973174e-01,1.647419370949470552e-01,4.414106873393966457e-01,4.425643507019136336e-01,4.812439787828047266e-01,5.128048731477137245e-01,5.244202746621251521e-01,5.288125614541919761e-01,3.267593880908759574e-01,4.753744765079751522e-01,1.541738376183473258e-01,3.850279833974208921e-01,4.787615805878761011e-01,0.000000000000000000e+00,4.455335242293002040e-01,3.066601528049592851e-01,0.000000000000000000e+00,0.000000000000000000e+00,3.363604402096161961e-01,2.624437472633301405e-01,5.369549164470005520e-01,1.191994693257209942e-01,5.852965063321811101e-01,4.023746647757319161e-01,1.951629175132821581e-01,5.048571127335479414e-01,3.073317213095311251e-01,5.998752263199577106e-01,5.227776622698043774e-01,0.000000000000000000e+00,6.152171777317786416e-01,3.961242933940332667e-01,5.103686943927765451e-01,4.823504109942753360e-01,4.096353415943985721e-01,4.498892039117969865e-01,6.957903302668678736e-01,3.356395467851343573e-01,5.068792580207629461e-01,4.885447855071283763e-01,2.000588962272642490e-01,5.194981132889626707e-01,3.627769617927599777e-01,0.000000000000000000e+00,2.170798718311665598e-01,5.560486481376781809e-01,4.153539264888567173e-01,5.970472702939411125e-01,5.524154249618545842e-01,4.310677054978351852e-01,5.184023092864210591e-01,3.217013146436253912e-02,1.899431001315269874e-01,3.874345700078828392e-01,3.231702671815722683e-01,5.993888439870863616e-01,2.321413047826522968e-01,2.564698385573544459e-01,5.094235538938121088e-01,5.844785001276883163e-01,4.541451274355946532e-01,2.905902531692740598e-01,4.594456292123546559e-01,4.837824104848766904e-01,2.310795762656513430e-01,4.183163969120867187e-01,0.000000000000000000e+00,8.709264676773741110e-02,3.217013146436253912e-02,1.770922594100517514e-02,4.653039218057840043e-01,0.000000000000000000e+00,6.730505860518803951e-01,5.165415359605649570e-01,4.212685402610042984e-01,5.298169425085071937e-01,3.785047075885115686e-01,5.161349600145208605e-01,5.743313319320112464e-01,5.561540568520866312e-01,1.671774553178209943e-01,9.343230073582031725e-02,3.977013054016620419e-01,0.000000000000000000e+00,1.718335627069909888e-01,6.082272007854809814e-01,5.821243470750970816e-01,6.128694533637905062e-01,4.731501147422909614e-01,1.770922594100517514e-02,5.605253759544437386e-01,5.076537698734910897e-01,4.529245905136434769e-01,7.521515375014261595e-01,0.000000000000000000e+00,3.869888430554367931e-01,5.497133526265107067e-02,5.497133526265107067e-02,5.194143609054944211e-01,6.920492744388083706e-01,7.111636894998728531e-01,4.775854166080075736e-01,3.340672243105889394e-01,3.464282911172850143e-01,3.301073178849998069e-01,3.254730034360734936e-01,0.000000000000000000e+00,5.115190352058665013e-01,5.317762883256503814e-01,5.443011689611669812e-01,5.308389490295152280e-01,6.366597824807410655e-01,4.703052080739646978e-01,6.176426187851851157e-01,3.244943313160109644e-01,4.438715098595650416e-02,5.702075298589449615e-01,4.448912347098046283e-01,4.773005076014268377e-01,1.917215844823937920e-01,4.440990527187365644e-01,4.785745662778930765e-01,7.112971337314918374e-01,6.328578422011426063e-01,5.789118786830566021e-01,4.596242620979463234e-01,4.412247619696121892e-01,2.624437472633301405e-01,1.770922594100517514e-02,4.438715098595650416e-02,5.717936617659660214e-01,7.265283760793980750e-02,5.056256428105967426e-01,7.271067413681275848e-01,4.364288262408793639e-01,5.259780756813819957e-01,0.000000000000000000e+00,5.751916549663510514e-01,6.331503074240856233e-01,4.487372932069074727e-01,4.602168398844815322e-01,6.403587778083437154e-01,4.195104988323510864e-01,4.944662347261502000e-01,0.000000000000000000e+00,3.217013146436253912e-02,4.345730592718990981e-01,4.749835823883490349e-01,3.651684313178372721e-01,5.234175690133954229e-01,4.974347758291359778e-01,6.073497432856084233e-01,5.783038643246999344e-01,7.265283760793980750e-02,5.937223527552498714e-01,1.770922594100517514e-02,6.500748678994842100e-01,3.120800178477472486e-01,1.541738376183473258e-01,2.991774810143025820e-01,1.647419370949470552e-01,6.889065440840755894e-01,8.709264676773741110e-02,7.502921371777850901e-01,2.500073437418752764e-01,1.622290469127938839e-01,6.445063887968844885e-01,4.769668275213763686e-01,5.417099683196598958e-01,5.215365191494565344e-01,6.038065328289526912e-01,5.488964431918472719e-01,4.592665920413114278e-01,6.700086397991089626e-01,5.960569670435078571e-01,6.025274526607370396e-01,1.047649272738296750e-01,5.980873516294540337e-01,2.266828025577385941e-01,1.146737981441182663e-01,3.031276852276628686e-01,2.321413047826522968e-01,3.407566933150040223e-01,1.770922594100517514e-02,8.709264676773741110e-02,3.105287577615961081e-01,5.444030731605137285e-01,2.342237645701829851e-01,2.411365544810651906e-01,7.240194645352624470e-01,3.444126436116869416e-01,1.386039414498581590e-01,4.490098423254565430e-01,5.052924140014914967e-01,0.000000000000000000e+00,5.402424091305971787e-01,4.582600106165096721e-01,3.930109512181664266e-01,4.232714210842350999e-01,5.497133526265107067e-02,8.991534610489747559e-01,6.449933123392310730e-01,7.014038766287505888e-01,5.204412088106727952e-01,5.868718525647994566e-01,6.082526456621046851e-01,4.266814094263309265e-01,0.000000000000000000e+00,9.343230073582031725e-02,0.000000000000000000e+00,0.000000000000000000e+00,1.047649272738296750e-01,6.100334471801023284e-01,5.332673650463467530e-01,6.660700549524180003e-01,5.984481721107081098e-01,2.000588962272642490e-01,4.971761850159119311e-01,4.728990557162400798e-01,5.163675416289722486e-01,0.000000000000000000e+00,8.020032095124494942e-02,5.497133526265107067e-02,2.232166856074649930e-01,9.930137455386327250e-02,4.360290827741614139e-01,6.146660804604725525e-01,5.842942040084740940e-01,6.619941827054854899e-01,3.752890993880217962e-01,4.792272004696689347e-01,6.074415975770106613e-01,3.211415989616532296e-01,3.830172811750260919e-01,5.201096287073448954e-01,5.937878404541472310e-01,3.238350034471908501e-01,1.596337070905340660e-01,9.930137455386327250e-02,3.775033516891166396e-01,2.731877905106126492e-01,5.236826669495454611e-01,5.262603784956680908e-01,2.557764073543858929e-01,5.551647557101664354e-01,5.556786181704598260e-01,3.704823042474271189e-01,6.119747661937948724e-01,5.418783699762835804e-01,4.386307979743798158e-01,5.178344078609126155e-01,4.781050964507549406e-01,6.197762709904145462e-01,4.670558682072904477e-01,1.740631619162444355e-01,5.724678998158726495e-01,4.436636126865191043e-01,3.611415708749876607e-01,5.856963164588906423e-01,3.994195159953046748e-01,7.490114498716048397e-01,2.300461630213830599e-01,8.020032095124494942e-02,6.362972697498975316e-01,2.144856514803169245e-01,4.261383163999190038e-01,5.255139489656989182e-01,5.608895084159299937e-01,5.904907546613694658e-01,4.391718608532055312e-01,5.972459416257515086e-01,5.725250164627916361e-01,1.843551422597987655e-01,5.983658445369482992e-01,4.137769846533673745e-01,4.155618522165500095e-01,3.517203250010516591e-01,4.282886344606131046e-01,6.828274049789828659e-01,0.000000000000000000e+00,6.104001461463323119e-01,7.968451761761676799e-01,6.344658777129186245e-01,3.301928343200121740e-01,5.332439132697559536e-01,1.146737981441182663e-01,4.296903557758444681e-01,6.238335565842021424e-01,4.465223929059217722e-01,5.632039218939783876e-01,0.000000000000000000e+00,5.282587214531767605e-01,2.508446638585554167e-01,6.151208474732752229e-01,6.622425448548246996e-01,5.438102029733595799e-01,4.610390568266470313e-01,2.664339350065941248e-01,4.855163484731413459e-01,0.000000000000000000e+00,1.622290469127938839e-01,5.295224905847303321e-01,4.382420550385531244e-01,0.000000000000000000e+00,1.770922594100517514e-02,3.165592271786151768e-01,3.097414903896401617e-01,0.000000000000000000e+00,6.224484468461256581e-01,4.438715098595650416e-02,7.585212441051587540e-01,6.103614888488602119e-01,6.439759672541449653e-01,3.918300686377367281e-01,4.718837295032745627e-01,4.893658300020378715e-01,5.049540996058344833e-01,5.539285337849479962e-01,2.372477468903702313e-01,4.741959316752991094e-01,5.497133526265107067e-02,6.284355979965444705e-01,1.622290469127938839e-01,4.438715098595650416e-02,7.205852678681824441e-01,3.965254778939913960e-01,3.022802860743482034e-01,4.130301436033870788e-01,4.071345725140986804e-01,3.713947769919524466e-01,4.651931164541035502e-01,4.456045751767075402e-01,4.628298202452388876e-01,4.430792235742309071e-01,0.000000000000000000e+00,1.718335627069909888e-01,1.047649272738296750e-01,4.438715098595650416e-02,3.154630133942072368e-01,4.748855465349017813e-01,5.774366668300023875e-01,4.994375991276643334e-01,5.100863347720275831e-01,1.770922594100517514e-02,4.866656350232757555e-01,6.191057627129229468e-01,5.115498971790218841e-01,2.278047841555111419e-01,4.005132242784378849e-01,5.119806686445305122e-01,2.638691634901432770e-01,6.385842056838318959e-01,5.251674385660779487e-01,4.438715098595650416e-02,6.654904146611038129e-01,9.285590636391475305e-01,5.815660899229808667e-01,5.561189338840692997e-01,6.309849886210496805e-01,6.379000423689039634e-01,5.133996520812030839e-01,1.047649272738296750e-01,5.390527978406249865e-01,6.515288550065089224e-01,5.469286430838784518e-01,5.735602287274683686e-01,4.446759549953143154e-01,3.346468481277097284e-01,4.788082698176281404e-01,4.120594720085093976e-01,0.000000000000000000e+00,3.510192242827005482e-01,2.774654964636354970e-01,6.430506687754848627e-02,4.713757560254870360e-01,6.299142857849714394e-01,1.623571642003853177e-01,5.150207442239085331e-01,3.667234503831411363e-01 3.066057077679126830e-01,5.910971526133760451e-02,5.609794869038211562e-01,7.759176612377584326e-02,4.642547012921875993e-01,3.843103750492108395e-01,5.536253414990410793e-01,3.346936745904676158e-01,3.756639912503701439e-01,2.488011336456604772e-01,6.268903194862336381e-01,1.051448530615735205e-01,4.266354813552786784e-01,5.030432392265619113e-01,5.404196299239475421e-01,4.221114894951188412e-01,5.635346895039045068e-01,5.240937432434074061e-01,5.647296876045377889e-01,6.772106669775388443e-01,6.186363945166919454e-01,8.423054202767983334e-01,5.335872553858431733e-01,2.042469805373290093e-01,6.056640278614719985e-01,5.938698400371281716e-01,5.510966892331387035e-01,0.000000000000000000e+00,7.759176612377584326e-02,4.072555935363370572e-01,4.486502383192229604e-01,4.899151251987813316e-01,2.937707478517315729e-01,4.782250164692988248e-01,1.718389702141723818e-01,2.610496781852846282e-01,4.239935920186556628e-01,4.952123397200137722e-01,2.246432329513342596e-01,4.930840667514942433e-01,6.182649419383396960e-01,5.598374104844549004e-01,5.399915847024908677e-01,4.882817430997387076e-01,4.041304577761096750e-01,1.896910777297160511e-01,5.495482278407299859e-01,5.910971526133760451e-02,5.135704011495020316e-01,5.086945823241351139e-01,6.056224344372715951e-01,5.122270636796224519e-01,5.039509546672645834e-01,7.759176612377584326e-02,5.714796750743236231e-01,6.545084327535446445e-01,2.742337868425772651e-01,4.791565540326655492e-01,5.820155548292709202e-01,4.248159125675924908e-01,3.543896272806181802e-01,2.365436966441573086e-01,3.804643733648340187e-01,2.008516362572273783e-01,3.459883767161122670e-01,5.694684761713567633e-01,4.951283076158571883e-01,4.277468880452704458e-01,6.810142806023784523e-01,4.755783294201548217e-01,2.797326518638541537e-01,6.469852945544208866e-01,6.160903609648749057e-01,6.997455126892343502e-01,4.125945375787162805e-01,2.926914173903608640e-01,3.495446676698962113e-02,4.999399740404865122e-01,7.007393366135729051e-01,4.820856654740265368e-01,4.288040172345196077e-01,4.904521870438172670e-01,6.450976103455280386e-01,6.395276367426301345e-01,5.691392433173394494e-01,1.159973927477264966e-01,4.364003082300805803e-01,3.152316689732463928e-01,0.000000000000000000e+00,5.065405099895604613e-01,3.374008280153609207e-01,3.829333774959536307e-01,3.779158201426712216e-01,3.492443468193989209e-01,5.599471783666751801e-01,4.484987938586701972e-01,2.618881980397893550e-01,3.977719635366686601e-01,5.098896929869749517e-01,4.628231491896518390e-01,3.168494453619023488e-01,6.510474096410515665e-01,3.548862620088426567e-01,1.159973927477264966e-01,3.495446676698962113e-02,2.687661179044158466e-01,3.567018533439345052e-01,2.784422574130171468e-01,3.092936984644356624e-01,1.340542865785020465e-01,2.610496781852846282e-01,3.101696701982092352e-01,3.009393334036507550e-01,5.175954305978729408e-01,3.495446676698962113e-02,4.489523144875915417e-01,6.035143533244962111e-01,5.852874232843107150e-01,5.830226163821884411e-01,3.152316689732463928e-01,4.741662473395834576e-01,5.177219201309486429e-01,1.766932205269305944e-01,6.868940643533049117e-01,7.759176612377584326e-02,5.770744880420151102e-01,3.709585484591247928e-01,7.759176612377584326e-02,4.603067975586689897e-01,3.378810878236608861e-01,4.173129618010076869e-01,5.200262453772630522e-01,3.495446676698962113e-02,3.974835430691796567e-01,3.790180790371115438e-01,3.495446676698962113e-02,5.217265037397812444e-01,4.085221584823300889e-01,7.174967368216460528e-01,5.910971526133760451e-02,0.000000000000000000e+00,5.719268281129076259e-01,5.610891355265881231e-01,5.593908581685437253e-01,0.000000000000000000e+00,1.896910777297160511e-01,4.870807483018037565e-01,5.502634474070773329e-01,3.314323741932805878e-01,2.577392977315066669e-01,5.656659619463895172e-01,5.181001910486439099e-01,1.896910777297160511e-01,0.000000000000000000e+00,3.869944843552530211e-01,4.384922733124201333e-01,3.717624834334684603e-01,3.917942549241766326e-01,3.563575536925783771e-01,3.889494989938681035e-01,3.905424868848501596e-01,3.495446676698962113e-02,4.279751537296157538e-01,5.179743053926115781e-01,4.416954503090805839e-01,5.850179633990183481e-01,2.702228709800652551e-01,6.326530345478200701e-01,6.561947479587625365e-01,6.686228119815428306e-01,6.475627853718235460e-01,5.624151654369783371e-01,4.573804851469913668e-01,3.273326738482801312e-01,4.704642577962044880e-01,3.587505971859538123e-01,4.322291116657778764e-01,3.729533070147497131e-01,3.334052666239715745e-01,3.890523745472944661e-01,4.301536791096241541e-01,2.408440222287471510e-01,4.303446022502658841e-01,4.843340210074624785e-01,5.975940025103937403e-01,3.876515192712129965e-01,3.921040845554441545e-01,5.365310269206369220e-01,3.287229820052811058e-01,3.538899452146530011e-01,4.937713718002129659e-01,3.725583304749698343e-01,4.273160898999101009e-01,3.564449705181801376e-01,3.568420234966893090e-01,4.367528334454455208e-01,4.322291116657778764e-01,2.870627907774053189e-01,4.383200559175764455e-01,3.839683353794567378e-01,3.582777959679250279e-01,4.057084804038017523e-01,2.271710391298125409e-01,6.489221758293012288e-01,1.159973927477264966e-01,2.165362434011913195e-01,3.582777959679250279e-01,4.225336170824187110e-01,6.634978274100400419e-01,5.344614879022034915e-01,4.743851366153727378e-01,5.030432392265619113e-01,2.193320737519733610e-01,3.905424868848501596e-01,2.271710391298125409e-01,6.272234845607916887e-01,6.360100803385460022e-01,4.637562338254717642e-01,4.653649111085753631e-01,9.256065985647754513e-02,3.495446676698962113e-02,3.966119706782456067e-01,2.387228834320871129e-01,5.299903654904921657e-01,3.495446676698962113e-02,1.973033472455286430e-01,4.798735767529436202e-01,1.487470550576699690e-01,5.402772025250640597e-01,4.710364077654658477e-01,5.376687140156695133e-01,2.239728160862568818e-01,7.385911899923942592e-01,5.023555444941907311e-01,5.619247982958712750e-01,5.883478433579947264e-01,3.465404631397877577e-01,6.193566276538828852e-01,3.528809200884252539e-01,4.588571597612826070e-01,5.577696717439769580e-01,1.417412964635645090e-01,1.255407383437282531e-01,1.051448530615735205e-01,5.196571055060512645e-01,0.000000000000000000e+00,0.000000000000000000e+00,5.632508734983829868e-01,6.048069512161952099e-01,7.492547661146723437e-01,9.256065985647754513e-02,7.914020933827613513e-01,2.365436966441573086e-01,5.434897905187628941e-01,2.387228834320871129e-01,5.205157675776502790e-01,5.378046344707292370e-01,6.866180734780228390e-01,4.043956731199738197e-01,5.434057949005940413e-01,5.910971526133760451e-02,5.755985018997658020e-01,5.643450433565306845e-01,3.294090177003604625e-01,3.633298822360546687e-01,3.672361379556450811e-01,5.540656497627195476e-01,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,3.314323741932805878e-01,5.723714678250980681e-01,4.164083602197433120e-01,4.909368560446787932e-01,5.127725231821446128e-01,4.972848513585730879e-01,5.756896657105424753e-01,2.193320737519733610e-01,5.306333558416435059e-01,2.506715198833521785e-01,3.745290774693103009e-01,4.233711741759564329e-01,4.182073760181932442e-01,3.767979178531865037e-01,2.657693016881451653e-01,4.309146905841208519e-01,4.643788177687488972e-01,7.759176612377584326e-02,3.548862620088426567e-01,4.102619483543175072e-01,3.448726098328590006e-01,4.540596563193676771e-01,5.574643517470564413e-01,4.100157183006711281e-01,4.019763003450553263e-01,3.047616485018708188e-01,3.408385745455550508e-01,5.873320666800725398e-01,2.546189300518398313e-01,1.159973927477264966e-01,7.404063257267834430e-01,6.451892511865398028e-01,4.955476084470406550e-01,5.220263036444716676e-01,2.771302264696348661e-01,3.646534630561155121e-01,4.314806999439444457e-01,7.278094349692038056e-01,8.223521751166775751e-01,1.666663010323829186e-01,6.402037865182780285e-01,3.075119450825723466e-01,4.934284734412186513e-01,4.411982210737199761e-01,3.672361379556450811e-01,5.548599856372267158e-01,2.560305116219124266e-01,5.337938269425872573e-01,5.182258766976104436e-01,5.830231694505524365e-01,3.465404631397877577e-01,6.025254473129449950e-01,5.302604878475933869e-01,3.495446676698962113e-02,4.514742195471894703e-01,4.075105523366794325e-01,5.218465622368007040e-01,6.284643971941902274e-01,5.025088814851557117e-01,8.066739677489978000e-01,1.255407383437282531e-01,0.000000000000000000e+00,3.704518626202385478e-01,2.271710391298125409e-01,5.535851883980591470e-01,3.846508810267231793e-01,2.136385018490283005e-01,3.009393334036507550e-01,2.657693016881451653e-01,3.839683353794567378e-01,4.023874235602837302e-01,1.611326220604464843e-01,3.144101283356190435e-01,3.963193346737109990e-01,0.000000000000000000e+00,5.746195183732444312e-01,5.299903654904921657e-01,6.619208441012278676e-01,4.431686274031669814e-01,5.023555444941907311e-01,2.449225828187273912e-01,5.198418852197878026e-01,1.718389702141723818e-01,5.461369695835384119e-01,3.948395317661094750e-01,5.411749194203964164e-01,4.702342299381290225e-01,0.000000000000000000e+00,5.184140371830248117e-01,7.606272953764653399e-01,5.471889415660003975e-01,5.056805767336748358e-01,5.833816548194269425e-01,5.697963385951441140e-01,5.297193176038453855e-01,0.000000000000000000e+00,4.764349518842483366e-01,5.626124739456471735e-01,5.910971526133760451e-02,0.000000000000000000e+00,5.910971526133760451e-02,5.287357907154812686e-01,5.057357504929073100e-01,9.256065985647754513e-02,5.615988508888062336e-01,5.993923362378769104e-01,5.663524227302128011e-01,7.772373267459676827e-01,1.812675434531514918e-01,7.582463187514669745e-01,5.910971526133760451e-02,4.372787088397503963e-01,4.124440230354485259e-01,3.659553398483608722e-01,3.628836675596636141e-01,3.222645861408617307e-01,1.896910777297160511e-01,5.242684561775234897e-01,2.948355500621776537e-01,5.960126396199207921e-01,5.878025093875075546e-01,5.317034095056875076e-01,4.921291785776308325e-01,7.253156071456962062e-01,6.244032770690076672e-01,3.066057077679126830e-01,3.528809200884252539e-01,5.180372675963774709e-01,9.256065985647754513e-02,5.910971526133760451e-02,5.235085359834490415e-01,2.730587894363283863e-01,4.143343527097508305e-01,5.533841383524391588e-01,4.583233754100370927e-01,4.498456469659565804e-01,5.924575205789965882e-01,0.000000000000000000e+00,1.666663010323829186e-01,2.610496781852846282e-01,7.142077177758539008e-01,5.364313211685888261e-01,3.741264004591046688e-01,3.756639912503701439e-01,6.372052258696593308e-01,3.974835430691796567e-01,6.031073908400876871e-01,6.667144135822019591e-01,5.850449526710583825e-01,4.697721369689511484e-01,3.495446676698962113e-02,3.899091244259916267e-01,5.730664281199060461e-01,0.000000000000000000e+00,1.340542865785020465e-01,2.296201322041709347e-01,3.495446676698962113e-02,6.346381939531219318e-01,4.698879187175267202e-01,4.347941942976384366e-01,4.307251400324707546e-01,5.068311294613526696e-01,6.168156233219376228e-01,6.921790639842693160e-01,2.296201322041709347e-01,1.487470550576699690e-01,3.038233292577672828e-01,8.283332121839878104e-01,1.666663010323829186e-01,3.729533070147497131e-01,6.526821794401447274e-01,4.046600022726584700e-01,2.165362434011913195e-01,0.000000000000000000e+00,4.030607112686686033e-01,5.022019097064817084e-01,5.763248767629807201e-01,3.908573048835490282e-01,5.910971526133760451e-02,5.921128033719561534e-01,6.450882639860692214e-01,5.725612628579708208e-01,6.350121010064174731e-01,5.438993674161988201e-01,1.551814309715276730e-01,3.192157892871773095e-01,4.871737903571047856e-01,4.484987938586701972e-01,3.237460247616076869e-01,3.495446676698962113e-02,1.718389702141723818e-01,6.387666149698668638e-01,5.282947160639922535e-01,6.725214153402176986e-01,5.026619218316075166e-01,5.510966892331387035e-01,5.843947040353815181e-01,5.634283746014799865e-01,5.813157810800126946e-01,4.030607112686686033e-01,6.197752064458974530e-01,3.215132637567129636e-01,4.557375074474065979e-01,4.599140668196721737e-01,6.534359369586455468e-01,2.744392672538615296e-01,2.784422574130171468e-01,5.957538347087124597e-01,2.989566104944348379e-01,3.365877197055855419e-01,4.237866506288031077e-01,4.264353455127196657e-01,4.117233174414959840e-01,4.150317616485144634e-01,1.417412964635645090e-01,4.486502383192229604e-01,3.266281844348047914e-01,5.661813636372211578e-01,4.201835148433787359e-01,4.008768173619874919e-01,2.657693016881451653e-01,3.207548743868225971e-01,2.797326518638541537e-01,2.271710391298125409e-01,5.979844507598822689e-01,2.642270763846950032e-01,4.896452369824311757e-01,2.042469805373290093e-01,7.759176612377584326e-02,0.000000000000000000e+00,4.057084804038017523e-01,5.910971526133760451e-02,4.630025707409257119e-01,4.730626027503418984e-01,6.492721931920890366e-02,6.443522354411185260e-01,3.495446676698962113e-02,3.633298822360546687e-01,5.881924175441024527e-01,0.000000000000000000e+00,5.686428165092775044e-01,4.157230759321531854e-01,6.042585902522641383e-01,3.551693353393714503e-02,1.611326220604464843e-01,2.702228709800652551e-01,3.822357217188048772e-01,5.552934939170369733e-01,9.256065985647754513e-02,7.759176612377584326e-02,2.560305116219124266e-01,9.256065985647754513e-02,1.666663010323829186e-01,4.770713714834801111e-01,5.058092424728377612e-01,3.495446676698962113e-02,6.435062686381075592e-01,6.907368433127804019e-01,3.596878896216609833e-01,3.859986153136656384e-01,3.752824206866903767e-01,2.784422574130171468e-01,4.774581453947470688e-01,9.256065985647754513e-02,4.254271097547900893e-01,2.075031460500811886e-01,4.455645407612343623e-01,0.000000000000000000e+00,8.416691054652840620e-01,4.801788990264841961e-01,3.793821554594321022e-01,3.273326738482801312e-01,4.610864345478760118e-01,6.158161592343809332e-01,3.866639389109354230e-01,4.195543018504354071e-01,3.353300369875392151e-01,6.098942912472037348e-01,4.768597999969872991e-01,7.759176612377584326e-02,7.568287126787333063e-01,3.118933473740217455e-01,4.791565540326655492e-01,5.758110506260547545e-01,5.251363207780851416e-01,5.086237237552383439e-01,5.652920888871323379e-01,0.000000000000000000e+00,3.846508810267231793e-01,5.008055881868167525e-01,3.889494989938681035e-01,4.695958469319424511e-01,5.398005896989043206e-01,3.933315187220087217e-01,2.046450379268099085e-01,3.384375842792539668e-01,4.940275660040286398e-01,3.558701866078182730e-01,5.674722187934776452e-01,6.986428250533516238e-01,3.144101283356190435e-01,5.787282769805383031e-01,3.448726098328590006e-01,5.000980749171785034e-01,2.165362434011913195e-01,4.264353455127196657e-01,5.225631118162403776e-01,5.965277231163547134e-01,5.203325570563878122e-01,5.546621463948658848e-01,4.710364077654658477e-01,0.000000000000000000e+00,4.653649111085753631e-01,3.587505971859538123e-01,4.082704444379530728e-01,5.091177465542258140e-01,5.330163817135730175e-01,5.960452820961514853e-01,3.019122785367768791e-01,5.516336339612705197e-01,4.495529743490676022e-01,4.808867559788628232e-01,6.693511589802955131e-01,2.948355500621776537e-01,5.710943781640005490e-01,4.492532145163072865e-01,4.149414333249579756e-01,3.592206737466098754e-01,4.775978472356170457e-01,1.051448530615735205e-01,3.495446676698962113e-02,4.027910232804056134e-01,4.344328116514880045e-01,2.870627907774053189e-01,5.429863004232964308e-01,4.678963542217124405e-01,1.551814309715276730e-01,5.958245034190782219e-01,4.829730809241818967e-01,4.092724855752405966e-01,5.013515221382893738e-01,5.055885481289734695e-01,5.535851883980591470e-01,4.974483284474520706e-01,4.887388572821640409e-01,4.765413684373348557e-01,1.487470550576699690e-01,5.799463166024052541e-01,3.495446676698962113e-02,1.159973927477264966e-01,3.307636155264926936e-01,1.417412964635645090e-01,4.418605111779805861e-01,4.652423112818306894e-01,4.684873323454474825e-01,5.606128723113794621e-01,5.035740116686430179e-01,5.291957443302370834e-01,4.112391878085419061e-01,4.985833199602538457e-01,1.255407383437282531e-01,4.102619483543175072e-01,6.680295960815670897e-01,7.759176612377584326e-02,5.630016932396412210e-01,3.013299485827133917e-01,0.000000000000000000e+00,0.000000000000000000e+00,2.542843156577618835e-01,3.287229820052811058e-01,4.947912381098241164e-01,3.760437983532380346e-01,6.174272163814104042e-01,4.480426582064128138e-01,3.721613719488840455e-01,4.736163496795022798e-01,0.000000000000000000e+00,6.026767296608479541e-01,4.401943175283937748e-01,1.611326220604464843e-01,5.988956246901326885e-01,3.009393334036507550e-01,5.179743053926115781e-01,4.362234388240444627e-01,2.904877481620800617e-01,4.579206722318965861e-01,7.020482785407413662e-01,3.075119450825723466e-01,3.957307417509408065e-01,4.603067975586689897e-01,4.474303754612227180e-01,4.825799064832637653e-01,2.042469805373290093e-01,0.000000000000000000e+00,3.684964540639307229e-01,5.495059504639908665e-01,6.481517686969545666e-01,5.838487204574718259e-01,5.000980749171785034e-01,3.824002675314311372e-01,5.636408617180196368e-01,2.106300133477080061e-01,2.220324569067097797e-01,4.252238893906935546e-01,3.176460224546226452e-01,6.448732408807000827e-01,4.756859231432055690e-01,9.256065985647754513e-02,4.878219887668756027e-01,5.540257195877635876e-01,4.823825840269570508e-01,2.672817651233876934e-01,4.809873529783368906e-01,4.693073498660300102e-01,2.846941572506042628e-01,3.790180790371115438e-01,0.000000000000000000e+00,5.910971526133760451e-02,2.810025616024055539e-01,3.495446676698962113e-02,5.062488189203978584e-01,0.000000000000000000e+00,5.740944579169144912e-01,4.166355026450019317e-01,3.914831509450832914e-01,5.447122138534461477e-01,4.168619540315575689e-01,5.728451071660047855e-01,5.811742286747992869e-01,5.184140371830248117e-01,1.855909986787371846e-01,0.000000000000000000e+00,4.312924684671654574e-01,0.000000000000000000e+00,3.637735144558186806e-01,5.998635725068111046e-01,5.832437543615448527e-01,6.301909587915787148e-01,4.830710787719222354e-01,1.973033472455286430e-01,5.796580061592175870e-01,5.023317396478862440e-01,4.831689377650073558e-01,4.810878402906595408e-01,2.165362434011913195e-01,4.430062763122054603e-01,3.495446676698962113e-02,2.687661179044158466e-01,4.818871047882465342e-01,6.829475345503480677e-01,7.034299168530599999e-01,4.918667516276840068e-01,3.578020660744983261e-01,3.443088197957025476e-01,2.846941572506042628e-01,3.390447525724076816e-01,5.910971526133760451e-02,4.221114894951188412e-01,4.927381696714844272e-01,5.361314476813566765e-01,5.445323035334546091e-01,6.539231833195174870e-01,4.297127473755998350e-01,6.282302741224226050e-01,3.991983475037446660e-01,3.495446676698962113e-02,5.550967372146076162e-01,4.436536620377763973e-01,4.967923832903339276e-01,3.592206737466098754e-01,4.792593925370828845e-01,4.725049724286078390e-01,7.155356318698609108e-01,5.406091294273365211e-01,6.575442895011018862e-01,4.927381696714844272e-01,4.112391878085419061e-01,3.610733702155378699e-01,3.495446676698962113e-02,1.051448530615735205e-01,3.668114796499722940e-01,3.495446676698962113e-02,5.485701625885659460e-01,7.021824996589014489e-01,4.652423112818306894e-01,4.610864345478760118e-01,3.495446676698962113e-02,5.274051095890739393e-01,6.115244472145958676e-01,3.866639389109354230e-01,4.227438202758502239e-01,6.095373481195800469e-01,4.945375091597837836e-01,4.645027621068757440e-01,2.075031460500811886e-01,2.106300133477080061e-01,4.184293784395735627e-01,4.608274083543693056e-01,3.921040845554441545e-01,5.214255524788991014e-01,5.243847314076920396e-01,5.554505448621279706e-01,5.931181181503621946e-01,3.038233292577672828e-01,4.797715341018214952e-01,3.495446676698962113e-02,6.061201216742068132e-01,4.299622595722573104e-01,1.718389702141723818e-01,3.942397826030052954e-01,1.973033472455286430e-01,6.527280662320600335e-01,1.666663010323829186e-01,8.721239079307457898e-01,4.041304577761096750e-01,7.759176612377584326e-02,6.923251948051357685e-01,5.302604878475933869e-01,4.906303951125339791e-01,6.013705095644061860e-01,5.765354853527718815e-01,5.525747599328598714e-01,4.379744611017826750e-01,6.806525197012381900e-01,5.870694935646513235e-01,2.822521839616264905e-01,3.697370794899882962e-01,5.937007189849369260e-01,5.662498304360389367e-01,1.340542865785020465e-01,2.882209286142076721e-01,2.771302264696348661e-01,3.729533070147497131e-01,0.000000000000000000e+00,2.449225828187273912e-01,3.793821554594321022e-01,5.657693137498828184e-01,3.548862620088426567e-01,3.414276589069296652e-01,7.104228351404979769e-01,3.384375842792539668e-01,0.000000000000000000e+00,5.053672230692761724e-01,4.688398158059406962e-01,1.417412964635645090e-01,4.989847617789701650e-01,4.697721369689511484e-01,4.670615226999724201e-01,4.337050227614728248e-01,7.759176612377584326e-02,8.768439827092151528e-01,6.439688257793164672e-01,7.649488681705050031e-01,5.471889415660003975e-01,7.006517784410984939e-01,5.430514778744960358e-01,4.588571597612826070e-01,1.051448530615735205e-01,2.271710391298125409e-01,1.051448530615735205e-01,3.495446676698962113e-02,0.000000000000000000e+00,6.636977497908790324e-01,4.410318010360984031e-01,6.963307807477275846e-01,5.895803911104332551e-01,1.666663010323829186e-01,3.764217906502593802e-01,4.627497532151123028e-01,5.193481620759561324e-01,5.910971526133760451e-02,3.118933473740217455e-01,4.046600022726584700e-01,1.487470550576699690e-01,1.611326220604464843e-01,4.665804625897805868e-01,6.490063673519167464e-01,5.817389198080901158e-01,6.525673438072949750e-01,2.958860220920928041e-01,4.312924684671654574e-01,5.907689320315820947e-01,5.108605200892889497e-01,3.908573048835490282e-01,5.596888396187544856e-01,5.443970977113155030e-01,4.237866506288031077e-01,3.075119450825723466e-01,2.075031460500811886e-01,3.876515192712129965e-01,6.233296226017842612e-01,5.161260696459190056e-01,6.474402665193051964e-01,3.180571508963825345e-01,5.471453918134935313e-01,6.444796275849511424e-01,3.818846362620344492e-01,5.675059085495703926e-01,5.563475971531517406e-01,5.370276882434310561e-01,2.136385018490283005e-01,3.384375842792539668e-01,6.239920552451091451e-01,5.103765958113480883e-01,2.408440222287471510e-01,5.730965585346198266e-01,4.805841587685893979e-01,3.487108745232852525e-01,5.856898951039153367e-01,4.489523144875915417e-01,6.769155630895193898e-01,2.506715198833521785e-01,0.000000000000000000e+00,5.013515221382893738e-01,2.193320737519733610e-01,4.526337351907610551e-01,3.839683353794567378e-01,5.652512053881587617e-01,6.142649153378353377e-01,4.565632615900286351e-01,6.752423193571148730e-01,7.464991904709941117e-01,1.417412964635645090e-01,6.443394863134436212e-01,3.866639389109354230e-01,4.426806004956859719e-01,3.538899452146530011e-01,4.792593925370828845e-01,6.541825781639046822e-01,0.000000000000000000e+00,6.063269848997248079e-01,8.191984440956536773e-01,4.705790110614996857e-01,2.468858005235221031e-01,5.694356121108558044e-01,1.255407383437282531e-01,4.166355026450019317e-01,5.947339373645754712e-01,4.529210036704341968e-01,5.385478018436766767e-01,1.255407383437282531e-01,5.302604878475933869e-01,2.008516362572273783e-01,5.958511017800953713e-01,5.530613785762296120e-01,5.201489102077295756e-01,6.009523378123403647e-01,3.495446676698962113e-02,4.968746670945568544e-01,0.000000000000000000e+00,5.095400594440991915e-01,5.343079173638083379e-01,4.642547012921875993e-01,0.000000000000000000e+00,3.495446676698962113e-02,4.114816447640913810e-01,3.384375842792539668e-01,0.000000000000000000e+00,6.392576444552725556e-01,1.417412964635645090e-01,6.946543043528409234e-01,5.694684761713567633e-01,6.440712512652421173e-01,3.206480760928626106e-01,4.637162150058579124e-01,5.910971526133760451e-02,5.087519370080606507e-01,5.416900418341522583e-01,3.672361379556450811e-01,4.670615226999724201e-01,2.771302264696348661e-01,6.248613198639750843e-01,5.212444284465110877e-01,4.780165120424594294e-01,7.560683505497647339e-01,4.642161867287314392e-01,3.646534630561155121e-01,4.460351483991723542e-01,4.327858268441858169e-01,4.274309283058448927e-01,5.137034875403110323e-01,5.540257195877635876e-01,4.117233174414959840e-01,4.210461899582418899e-01,1.812675434531514918e-01,7.759176612377584326e-02,1.417412964635645090e-01,1.611326220604464843e-01,2.449225828187273912e-01,4.600451780994419537e-01,5.774911838139903386e-01,5.008055881868167525e-01,5.147602061685484509e-01,2.008516362572273783e-01,4.665804625897805868e-01,5.919151481208595467e-01,4.850058106104574440e-01,2.365436966441573086e-01,3.725583304749698343e-01,5.258808365391712814e-01,2.810025616024055539e-01,6.500334709118092968e-01,2.870627907774053189e-01,1.766932205269305944e-01,6.378999104035890655e-01,9.032317017241585644e-01,5.615988508888062336e-01,5.448020158099048382e-01,6.060373915555073987e-01,6.463165477405992121e-01,4.908019842703731928e-01,3.047616485018708188e-01,5.295018125592633185e-01,6.353699693921559533e-01,5.350220642469833976e-01,6.167975620812219395e-01,3.495446676698962113e-02,7.759176612377584326e-02,3.914831509450832914e-01,4.962139279486007526e-01,0.000000000000000000e+00,3.899091244259916267e-01,2.488011336456604772e-01,1.666663010323829186e-01,4.836564775833929741e-01,5.879326893012153388e-01,1.340542865785020465e-01,4.519110450721469663e-01,3.425927245438979973e-01 -2.419159764014127412e-01,3.535519081828046584e-02,6.161874679670821253e-01,3.535519081828046584e-02,6.750798855427164735e-01,5.439723931370976651e-01,5.184653601032843673e-01,4.184324114204175382e-01,6.007192035374824268e-01,3.138449324428277953e-01,6.671443407273057735e-01,1.426797223233975676e-01,5.339837750330244104e-01,3.187510197359568753e-01,5.675791445636271249e-01,3.691930405925529790e-01,5.837585528122684053e-01,5.733055394598493004e-01,5.662714285300812778e-01,6.745343026419651222e-01,6.603560338530368723e-01,6.860512659055028051e-01,4.339062490562498042e-01,2.257031257590555728e-01,5.865731091791615004e-01,6.009433801354827631e-01,5.406625833326477171e-01,7.829465819150036032e-02,1.561488834131880277e-01,3.942293787639944980e-01,4.664869332883540554e-01,6.463771168665081168e-01,4.892209609127753933e-01,4.371668032974698748e-01,1.349744771001078480e-01,4.052488460559715011e-01,5.365511305203680692e-01,5.135534363443396977e-01,3.956577568542958834e-01,5.084604630172532280e-01,6.272000452589936437e-01,4.571353445393623316e-01,5.967132323867374577e-01,4.576849049890299170e-01,3.195399148432946923e-01,3.535519081828046584e-02,4.721586480923016804e-01,3.535519081828046584e-02,6.144138015657195639e-01,4.335355355392701004e-01,5.210269606177271307e-01,5.835077974454337957e-01,5.255083824229965783e-01,0.000000000000000000e+00,5.991319112534052582e-01,6.188916217603088743e-01,3.573098049935188314e-01,4.998672343415320185e-01,5.990280859917008760e-01,4.322241505424532781e-01,3.850847590129229392e-01,5.970328896151783776e-02,3.579548751398379802e-01,2.306839362806182014e-01,3.442794801502457314e-01,5.598780647197334481e-01,5.429072868135855767e-01,4.073460887496332394e-01,7.549473808188271740e-01,5.002678745798163629e-01,3.103964214636448227e-01,5.674083107372741575e-01,5.579481063281936937e-01,6.987471076342507414e-01,4.141871995741483459e-01,3.857673698700139209e-01,3.535519081828046584e-02,4.806896100210422129e-01,6.265224994749004628e-01,4.483977879764906582e-01,4.052488460559715011e-01,4.731782651407108187e-01,7.141459584554625817e-01,6.126959915307943483e-01,5.112520179814110666e-01,1.676558785351377201e-01,4.525956543624312101e-01,3.598637985996777644e-01,0.000000000000000000e+00,4.840957333268196550e-01,3.289642355530670303e-01,3.498224240828748388e-01,3.555020838675052586e-01,3.049243600836417656e-01,4.743370411815765464e-01,4.636180404246287856e-01,3.971697396777901234e-01,5.238055359591127225e-01,5.245146167859279229e-01,3.847412319787976709e-01,2.571118682511066567e-01,6.850448635449349899e-01,2.604947957041679474e-01,3.535519081828046584e-02,5.970328896151783776e-02,3.338615235844828444e-01,4.173774536365845722e-01,3.345138110787318486e-01,5.996114520110752411e-01,3.830007948491643832e-01,3.887683748910339965e-01,3.129966820148472051e-01,3.569829002681351726e-01,4.775573744030956469e-01,1.059739075691593507e-01,4.373440920966673029e-01,4.669754097753440747e-01,6.479125554179303581e-01,5.208423180980599199e-01,3.487444906731062000e-01,4.287486577452839787e-01,5.226094391637575720e-01,9.333997645311915836e-02,6.099274365344042881e-01,0.000000000000000000e+00,4.983260350368602931e-01,2.698538154001246525e-01,1.059739075691593507e-01,4.496200763994254723e-01,4.034050872124432252e-01,3.413551615214523438e-01,5.917426884796446185e-01,7.829465819150036032e-02,3.956337507505302553e-01,3.095103212333821241e-01,0.000000000000000000e+00,4.465281843901399150e-01,2.990454659164904494e-01,7.507580482925858556e-01,0.000000000000000000e+00,0.000000000000000000e+00,3.867804270566178593e-01,5.336700156970609621e-01,6.003366340659221922e-01,0.000000000000000000e+00,1.676558785351377201e-01,3.903876218743208559e-01,4.269519403701447224e-01,2.698538154001246525e-01,2.990454659164904494e-01,5.483129704840005170e-01,5.498651810162564768e-01,1.866091986178339823e-01,1.983364351675613035e-01,3.712610819242480042e-01,4.586375678171604742e-01,3.801339486731614703e-01,4.068269791309377936e-01,4.273547443997259832e-01,3.358025823925641640e-01,4.359147543083556897e-01,3.535519081828046584e-02,4.700240724613034549e-01,5.275158929446065459e-01,4.509729444803637910e-01,5.654342246238611702e-01,2.857886894185213134e-01,6.437499062042986164e-01,6.479249170398121427e-01,6.387614306419301391e-01,6.085568026902911098e-01,5.352095544672644811e-01,5.011421884769340362e-01,3.519352025976212883e-01,5.015364393798935616e-01,3.771592886988888171e-01,5.142932244500943995e-01,4.817067158874161481e-01,3.263070852388768039e-01,4.124212489036844786e-01,4.674609099633452169e-01,3.067907009465661305e-01,4.569973558152350401e-01,5.260871799261624959e-01,5.723151985782427564e-01,3.305168835273299410e-01,3.736734022285999046e-01,4.759434870013680707e-01,3.589150523713813268e-01,4.277555432610034569e-01,5.695676539428522478e-01,3.971432110321914122e-01,4.118710025714817924e-01,3.726972520158625124e-01,3.338615235844828444e-01,4.543286973670652151e-01,3.884405098383171273e-01,2.741482800973158995e-01,5.512617744194593383e-01,4.359147543083556897e-01,4.273547443997259832e-01,4.154535653338268797e-01,1.497006220996662806e-01,5.004275586007898013e-01,2.376127414794639015e-01,2.668555966918766398e-01,3.704403707875837948e-01,4.946372800284455362e-01,7.401103579100520857e-01,4.865098578105520599e-01,4.674609099633452169e-01,4.434745686201516657e-01,3.332038128383145725e-01,4.103912708090579620e-01,2.479614092380511003e-01,6.302873814175665723e-01,5.963107443738621116e-01,4.900437854765967161e-01,5.151586764939642960e-01,1.426797223233975676e-01,3.535519081828046584e-02,5.043943533664089207e-01,2.969846295080103560e-01,5.489634295636921513e-01,1.728366124473645626e-01,2.498780710355353596e-01,4.797628959427051032e-01,1.497006220996662806e-01,5.406851188497303617e-01,4.589076802850854397e-01,5.263175101926911292e-01,1.320054001022733237e-01,4.782994015101962315e-01,5.242199367224474882e-01,5.759897570796654875e-01,5.897564849584835400e-01,4.534669087840343393e-01,5.751878096099491966e-01,4.098918262498625342e-01,4.655008152821301093e-01,5.762960436414255039e-01,2.257031257590555728e-01,1.349744771001078480e-01,1.497006220996662806e-01,5.483129704840005170e-01,0.000000000000000000e+00,0.000000000000000000e+00,4.961671713104687798e-01,5.883253548208333683e-01,6.585719694824582193e-01,1.676558785351377201e-01,2.782218033103118215e-01,2.052877132467771926e-01,2.052877132467771926e-01,4.994645547218393156e-01,4.340909563779786207e-01,6.036175736956672644e-01,6.949036276752212915e-01,3.913435520945039436e-01,5.159695703050177773e-01,3.535519081828046584e-02,5.752188036947871730e-01,5.669623962952777818e-01,3.589150523713813268e-01,4.303121898274193113e-01,3.332038128383145725e-01,5.739064539577971580e-01,3.535519081828046584e-02,7.829465819150036032e-02,0.000000000000000000e+00,0.000000000000000000e+00,1.822793946485090355e-01,5.552695647341515661e-01,4.103912708090579620e-01,4.997377904327942599e-01,5.001406904200679238e-01,4.842915935340286193e-01,5.050741818727334520e-01,1.059739075691593507e-01,5.771806583632570486e-01,4.140399409401352981e-01,4.450691193577688276e-01,5.014577490246883151e-01,4.219510679774439166e-01,3.635486950057066347e-01,1.059739075691593507e-01,4.879237465260776174e-01,5.001078533607056231e-01,1.059739075691593507e-01,2.517497193424327318e-01,4.364537750418581163e-01,4.283529067996279527e-01,4.620788672306125888e-01,5.401076167875412670e-01,4.093891636594209071e-01,4.221658681877142327e-01,3.370705822945239127e-01,4.394407966490093687e-01,5.688991721392288037e-01,3.947983840600208238e-01,2.795342507588500780e-01,7.450267893023504451e-01,6.121538626562769148e-01,4.901346825646712979e-01,5.297494853663134995e-01,2.845767799223436478e-01,3.332038128383145725e-01,4.156867259428319028e-01,7.204118974242657014e-01,5.905518550984056869e-01,1.621119330810111003e-01,7.103834217601305845e-01,3.771592886988888171e-01,5.255664510529018951e-01,4.303121898274193113e-01,2.571118682511066567e-01,5.750637116934965709e-01,1.676558785351377201e-01,5.442020553365212177e-01,5.046216081541831100e-01,5.498032461927083725e-01,4.310825349983036237e-01,3.389352692899194608e-01,5.038615259437234650e-01,1.426797223233975676e-01,4.943268566675956821e-01,4.719302751949476793e-01,4.833073893394219667e-01,6.311936209990577362e-01,4.980799262669253213e-01,6.395486062413684447e-01,3.535519081828046584e-02,0.000000000000000000e+00,4.508968947517938419e-01,2.376127414794639015e-01,5.164719402309581042e-01,3.298305228283757717e-01,2.018884020469819407e-01,3.270244393702211871e-01,2.604947957041679474e-01,4.380491759875496105e-01,3.864947108912791807e-01,1.907142655879562887e-01,3.720733658214751549e-01,4.404686860893312628e-01,9.333997645311915836e-02,5.738749413051442705e-01,5.055989305593597827e-01,6.014565908719661236e-01,3.419487163722062517e-01,5.141592235119134546e-01,2.845767799223436478e-01,4.822104154372510165e-01,1.168652363170772507e-01,5.417330555954541493e-01,4.324128227121291079e-01,3.881112217243337104e-01,5.490497603527560999e-01,9.333997645311915836e-02,5.587794783455665160e-01,7.014506880070687789e-01,3.994634524178265478e-01,4.837458908281849213e-01,5.524277199828150353e-01,4.738507878227818382e-01,5.724115794890681785e-01,3.535519081828046584e-02,5.137558892545410760e-01,5.550251394455681941e-01,9.333997645311915836e-02,3.535519081828046584e-02,0.000000000000000000e+00,5.618839264644827081e-01,6.667458532591750142e-01,1.776988142295017337e-01,5.222470506095613363e-01,6.061624138085346392e-01,5.637685801215337467e-01,6.961496753229378109e-01,2.282327252048782507e-01,6.868412232586412758e-01,5.970328896151783776e-02,4.569973558152350401e-01,3.786606328084251016e-01,4.383993751951713036e-01,4.299242030109106105e-01,4.177548523457669805e-01,1.615925107764559499e-01,5.543066780913885605e-01,2.713113612449919998e-01,6.203237796627848466e-01,5.763266066330384740e-01,5.739694416285926470e-01,5.596520181496550395e-01,3.679258030965595894e-01,6.321952283450947840e-01,3.138449324428277953e-01,4.502241973462928759e-01,5.158180393500003680e-01,2.085469514538101921e-01,1.168652363170772507e-01,5.517218747230563380e-01,3.728774647681243892e-01,4.305055062298780433e-01,4.951189837038367236e-01,4.450964156961682017e-01,5.002262925294185258e-01,7.017392000360235249e-01,1.426797223233975676e-01,3.938375358129603820e-01,3.318717555370398475e-01,5.543470323420055523e-01,5.335126727822698811e-01,3.648874198014563919e-01,4.306983171969516744e-01,6.547537744125104808e-01,3.962552898831034898e-01,5.519717185249094493e-01,6.577902027214119762e-01,6.477516761050088334e-01,5.138232546001310075e-01,3.535519081828046584e-02,3.867804270566178593e-01,6.040104820969567356e-01,0.000000000000000000e+00,4.736272548794999704e-01,2.959337225864648313e-01,5.970328896151783776e-02,6.281738769261880906e-01,4.965031563021287120e-01,5.148933942193396618e-01,4.891290072257351018e-01,5.880886865062732172e-01,5.744089677256135618e-01,6.905687696310457424e-01,2.376127414794639015e-01,7.829465819150036032e-02,2.535777860552820284e-01,8.260041639780227873e-01,9.333997645311915836e-02,3.370705822945239127e-01,6.500229340373246956e-01,4.751789203114861748e-01,5.970328896151783776e-02,0.000000000000000000e+00,6.110977212325620078e-01,5.613318201315415923e-01,5.239241653677663146e-01,3.950556223904631015e-01,3.535519081828046584e-02,6.018559269804387712e-01,6.502513141073157366e-01,5.300791530956739939e-01,5.666176698882320339e-01,5.487472087153888456e-01,9.333997645311915836e-02,3.187510197359568753e-01,5.013789663305133759e-01,5.101007529018383169e-01,3.857673698700139209e-01,1.497006220996662806e-01,1.264369248611630636e-01,6.523243909467308921e-01,3.822937801993262497e-01,7.068952178104118689e-01,4.931647120002109475e-01,6.343228289335426373e-01,5.609244869571059500e-01,6.167577451729308047e-01,6.331992034265693237e-01,4.493162770066925771e-01,5.472168462728561611e-01,4.123581445234735798e-01,4.685424857071803229e-01,5.054493610111046031e-01,5.907048793227688277e-01,3.564923974177946486e-01,3.944489235753045886e-01,6.094865892575113131e-01,3.691930405925529790e-01,4.414833906743881875e-01,4.943794043300566710e-01,5.019287212871708093e-01,4.728398575892144295e-01,4.719302751949476793e-01,1.561488834131880277e-01,5.117768649082936605e-01,3.465434337341440907e-01,5.624686156958750294e-01,6.890620255530776062e-01,4.217356829315422884e-01,3.833520088044317098e-01,2.203875118290848645e-01,2.146882956962365141e-01,1.264369248611630636e-01,6.050225735489994650e-01,3.086141830367075678e-01,3.277353468684383597e-01,1.426797223233975676e-01,5.970328896151783776e-02,0.000000000000000000e+00,2.808252786421410185e-01,1.059739075691593507e-01,4.943794043300566710e-01,4.692554142683550422e-01,6.438222765170431572e-02,5.500783792882213419e-01,0.000000000000000000e+00,3.980213280986490409e-01,6.670958513565008463e-01,0.000000000000000000e+00,5.711493453815048582e-01,5.290304685472645430e-01,6.030201705347748575e-01,8.233263133549391377e-02,3.218606026549200028e-01,4.558846694645208864e-01,4.221658681877142327e-01,3.736734022285999046e-01,1.264369248611630636e-01,3.535519081828046584e-02,4.831090564448535241e-01,1.625692197436536257e-01,1.866091986178339823e-01,4.979154273535606468e-01,5.386451302095177640e-01,1.059739075691593507e-01,6.693715780583531227e-01,6.977833996310544018e-01,3.187510197359568753e-01,3.000560949466878347e-01,3.965019443341431526e-01,2.306839362806182014e-01,4.792016039788488113e-01,9.333997645311915836e-02,4.019949203123635573e-01,3.425378508326805127e-01,4.514187987302843430e-01,0.000000000000000000e+00,8.224372161119631874e-01,4.627238365096002504e-01,2.085469514538101921e-01,3.980125981026277349e-01,4.533223644468932778e-01,6.316808344691633437e-01,3.639974585503386040e-01,4.380860400668545873e-01,2.419159764014127412e-01,7.058441983815361143e-01,4.731782651407108187e-01,3.535519081828046584e-02,8.079479917688905388e-01,3.752417166174230601e-01,5.480512803265791266e-01,6.237191893555953381e-01,6.088004092192579320e-01,5.103122255871422874e-01,6.107585353534166206e-01,0.000000000000000000e+00,3.593908056968843634e-01,4.838993695457993183e-01,4.261401265218376366e-01,4.482529217364896734e-01,5.984417719268766422e-01,3.782879761472162650e-01,2.675249160371035995e-01,2.526688709106005848e-01,5.350207388402858921e-01,4.312739463644179594e-01,6.211083601063150939e-01,7.435017398022487622e-01,3.311972201102213464e-01,5.333023848869012928e-01,4.369891478432190168e-01,4.965869300542949949e-01,2.857886894185213134e-01,4.800730023343130481e-01,5.095340672998130982e-01,5.608502017090520875e-01,4.846818651453191351e-01,5.826661553933483173e-01,5.052994948241871231e-01,1.676558785351377201e-01,4.499227135597165805e-01,4.242824257366516472e-01,4.614285962025777565e-01,5.663515430715660992e-01,5.692341191491649965e-01,6.015706056061871365e-01,3.291382782698993870e-01,6.143949187229346132e-01,5.352265049109574679e-01,4.730656233969443569e-01,6.380784174242120077e-01,4.627238365096002504e-01,6.033248676146204525e-01,4.538989893454365432e-01,4.686307612006718193e-01,4.506743061295831465e-01,5.007459628816678388e-01,9.333997645311915836e-02,3.535519081828046584e-02,4.068269791309377936e-01,3.740683878459313272e-01,2.419159764014127412e-01,3.786606328084251016e-01,4.342752334318779051e-01,2.517497193424327318e-01,6.026705032603575374e-01,4.458950523153702439e-01,4.025466130281482591e-01,5.148269344156413130e-01,5.291969742316646741e-01,5.305165805827487535e-01,3.775372876886582407e-01,5.678857309089806460e-01,5.650827591983080822e-01,1.497006220996662806e-01,7.177726091431527733e-01,3.535519081828046584e-02,1.621119330810111003e-01,3.579548751398379802e-01,1.561488834131880277e-01,5.202013360612338655e-01,4.747386758691415909e-01,4.541857205539883147e-01,5.290860093914337980e-01,5.187189603694046802e-01,4.981891355302567326e-01,3.790315421964113307e-01,5.561025849769061224e-01,3.413551615214523438e-01,5.250422820937979962e-01,4.221658681877142327e-01,7.829465819150036032e-02,5.217612725596907364e-01,3.454648387144728106e-01,3.535519081828046584e-02,5.970328896151783776e-02,3.794007206196000626e-01,3.712610819242480042e-01,4.223800867297662909e-01,4.057784274149909276e-01,5.510517459272291640e-01,4.488583519356874607e-01,3.771592886988888171e-01,5.206572326394883765e-01,0.000000000000000000e+00,6.144704264134234206e-01,4.497715397025729422e-01,3.535519081828046584e-02,6.156502374205350403e-01,3.318717555370398475e-01,4.988159818766583764e-01,5.144142850590670557e-01,3.687728796358619721e-01,4.844869700123588530e-01,7.055185717135598056e-01,3.291382782698993870e-01,4.964192937404592887e-01,4.565819149184062731e-01,3.039744137823988668e-01,4.929896563093127959e-01,3.187510197359568753e-01,5.970328896151783776e-02,3.833520088044317098e-01,5.442479062479023133e-01,6.298368634198978633e-01,5.636610582435981343e-01,4.199911205697148819e-01,3.210946251419936615e-01,5.279676851637833401e-01,1.497006220996662806e-01,2.926945468523998173e-01,4.712411534812817604e-01,3.857673698700139209e-01,6.450936364020619651e-01,4.246990550599878955e-01,9.333997645311915836e-02,4.920198322235985744e-01,5.177637579673394219e-01,5.147604187306487056e-01,3.584364205339026221e-01,4.818077270292281944e-01,4.690184916086538314e-01,2.869823124790302771e-01,4.041790229571434745e-01,5.970328896151783776e-02,5.970328896151783776e-02,2.439828808951505779e-01,1.168652363170772507e-01,5.321891385964334642e-01,5.970328896151783776e-02,7.191208518537627326e-01,5.368033449162363802e-01,4.182072159357841379e-01,5.020851048514006765e-01,4.505245631158907860e-01,5.787045745501654403e-01,5.476132022839205193e-01,5.155549509992917168e-01,3.782879761472162650e-01,0.000000000000000000e+00,3.431226302565483777e-01,0.000000000000000000e+00,2.146882956962365141e-01,5.915916605744953038e-01,5.210269606177271307e-01,6.201132360758859763e-01,4.686617506860863980e-01,2.397936159472544848e-01,5.797941938872812617e-01,5.019482878831960093e-01,4.821099353453616732e-01,6.410054590523370788e-01,2.698538154001246525e-01,4.159192013542466482e-01,7.829465819150036032e-02,2.146882956962365141e-01,4.166125972172792236e-01,6.619145344998523806e-01,6.863247695031305939e-01,5.198501794263414855e-01,4.030944848824332127e-01,3.907075882626608876e-01,3.732445767650727220e-01,3.790315421964113307e-01,3.535519081828046584e-02,4.520094149916578652e-01,4.954908747261358992e-01,4.997064140946320121e-01,5.223075623144383117e-01,6.449012321538416526e-01,4.736272548794999704e-01,6.580190173352608030e-01,3.988897536040847402e-01,7.829465819150036032e-02,5.621036867936971548e-01,4.780881084025928596e-01,4.228067913508342102e-01,2.257031257590555728e-01,4.387480618091317841e-01,5.096051238238563652e-01,7.237188911926205614e-01,6.458078379855374251e-01,5.242199367224474882e-01,5.196001965918369825e-01,4.567206295751555234e-01,4.720445440540760873e-01,3.535519081828046584e-02,3.535519081828046584e-02,2.116772050395090143e-01,1.264369248611630636e-01,4.962513014340275141e-01,7.455502679264401911e-01,4.694916294742595420e-01,4.394407966490093687e-01,0.000000000000000000e+00,5.434184714460013055e-01,5.339044111576104479e-01,4.468428602938975813e-01,4.845844775987294684e-01,5.907115030377213527e-01,5.414486355246488358e-01,4.320350273107808059e-01,1.426797223233975676e-01,1.349744771001078480e-01,4.433105137849849275e-01,4.230193212962258809e-01,3.812212672581603012e-01,5.487905001899117119e-01,5.639831737632406972e-01,6.063926018990174471e-01,5.284169117843445784e-01,2.459971538444104822e-01,4.500735990750080462e-01,7.829465819150036032e-02,5.452952324214948021e-01,3.687728796358619721e-01,2.535777860552820284e-01,4.657484941146336488e-01,3.657674802266033254e-01,6.419708859000232692e-01,5.970328896151783776e-02,6.572097590649483845e-01,4.327888224360542657e-01,5.970328896151783776e-02,7.165983975036376297e-01,5.016935856521507198e-01,5.112221015914552025e-01,6.139023659220175233e-01,6.414359942009513205e-01,5.383493584178278279e-01,4.438016032247009690e-01,6.800587687817014615e-01,3.077077768400351965e-01,5.797941938872812617e-01,3.508858665752963568e-01,5.861963775915405295e-01,6.184263632994683180e-01,2.116772050395090143e-01,3.187272379416424828e-01,3.058630343472247270e-01,3.847412319787976709e-01,3.535519081828046584e-02,2.376127414794639015e-01,4.036385884357345244e-01,5.644816525684227537e-01,3.383185778341430971e-01,3.926439778800010494e-01,6.799516469922095574e-01,3.833520088044317098e-01,1.776988142295017337e-01,5.506722896877981333e-01,4.655008152821301093e-01,9.333997645311915836e-02,5.868143484424394041e-01,4.655169258883030126e-01,4.674609099633452169e-01,4.271535987627636533e-01,0.000000000000000000e+00,7.249374536934786173e-01,6.377838850185242325e-01,6.424624621325292217e-01,4.915750561105456384e-01,6.276645073187634427e-01,5.063166724821189790e-01,5.712797389312760377e-01,1.561488834131880277e-01,2.668555966918766398e-01,1.059739075691593507e-01,5.970328896151783776e-02,1.264369248611630636e-01,5.816156439275064205e-01,4.567206295751555234e-01,7.211402866626061003e-01,6.254787597489697148e-01,2.085469514538101921e-01,5.358915902347275440e-01,4.575478723816570614e-01,4.917532667550950642e-01,0.000000000000000000e+00,2.419159764014127412e-01,4.289457932506476889e-01,3.555020838675052586e-01,2.230899582090722089e-01,5.126017767519781554e-01,7.094518918665744245e-01,5.779917772986000735e-01,7.140250220545979465e-01,2.085469514538101921e-01,4.234426009530393165e-01,6.353438120050642901e-01,4.575478723816570614e-01,6.059735779401078659e-01,5.680894556554345609e-01,5.753735977174182503e-01,3.163360032829434787e-01,2.727425370622595935e-01,2.257031257590555728e-01,4.263438623484962497e-01,4.536112150734675774e-01,5.414961099400953382e-01,6.148280978218072512e-01,2.840005844942677937e-01,5.611099020347649624e-01,5.613687525828765512e-01,4.003163244137948329e-01,5.511358212681073399e-01,5.729555479556079911e-01,5.096761291729990928e-01,3.318717555370398475e-01,4.525956543624312101e-01,5.370547488342077846e-01,5.343482601099206475e-01,5.235677632435296047e-01,5.669967858477444889e-01,5.039378622913155414e-01,3.364391228898279684e-01,4.593110918027245027e-01,4.078618597304591309e-01,6.849442907416657400e-01,2.927275942375770490e-01,0.000000000000000000e+00,4.881103655968832000e-01,3.129966820148472051e-01,4.715864749132747114e-01,4.506743061295831465e-01,4.994346751617758651e-01,6.080403121554728285e-01,4.431461472206619234e-01,4.779822310388719964e-01,6.745431320858185087e-01,1.426797223233975676e-01,6.459980524147678205e-01,4.159192013542466482e-01,4.571353445393623316e-01,3.696110557157636922e-01,4.829102427156504729e-01,6.502273055734802965e-01,0.000000000000000000e+00,5.883292920576781437e-01,8.098190927971690156e-01,5.089632929359422242e-01,2.741482800973158995e-01,4.841937240461945402e-01,0.000000000000000000e+00,3.487444906731062000e-01,5.818724595284576750e-01,4.406387049330509065e-01,6.298847036515244913e-01,3.535519081828046584e-02,5.970328896151783776e-02,1.776988142295017337e-01,5.920999790397737383e-01,6.229602028723080220e-01,6.125028017635693045e-01,4.959986272014094699e-01,3.226192344586119032e-01,5.310599925361768614e-01,0.000000000000000000e+00,5.104528856508165902e-01,4.862240288918049935e-01,5.977688642788216988e-01,0.000000000000000000e+00,0.000000000000000000e+00,4.128423050116165061e-01,4.439646149272745146e-01,7.829465819150036032e-02,7.256023710314346564e-01,1.907142655879562887e-01,6.343521828187941303e-01,6.220739821685919990e-01,4.814029602782864403e-01,3.779660214414327091e-01,5.092192268946140743e-01,4.875491824310606015e-01,5.073720876287577397e-01,5.270615056533929366e-01,3.648874198014563919e-01,4.466856788080296736e-01,3.953572892344704992e-01,6.269587277991396368e-01,2.980217584161538591e-01,2.948686666418826041e-01,7.765595549726712621e-01,5.136506798420479303e-01,3.487444906731062000e-01,4.715864749132747114e-01,4.765930021378637638e-01,4.145139474246037903e-01,4.965869300542949949e-01,3.010541514399084351e-01,4.279551660685402825e-01,4.656247516312195245e-01,2.203875118290848645e-01,1.426797223233975676e-01,1.497006220996662806e-01,1.776988142295017337e-01,1.907142655879562887e-01,4.283529067996279527e-01,5.252173981693101235e-01,4.880171110922093547e-01,4.960829516198090317e-01,2.498780710355353596e-01,4.912174099750102330e-01,6.055100704545230972e-01,4.911277492040612147e-01,2.076803644233451429e-01,3.529708927889385062e-01,4.882965619582015915e-01,2.498780710355353596e-01,6.296514530024093226e-01,5.049115529128392899e-01,2.146882956962365141e-01,6.055734346328791595e-01,8.705884929148332008e-01,5.914655870881881938e-01,5.602908143593504642e-01,6.059735779401078659e-01,6.808127422023699804e-01,5.246263092708823850e-01,5.148933942193396618e-01,5.410200618654864568e-01,6.369220583474912711e-01,5.668246822770102167e-01,6.006967512962436695e-01,1.349744771001078480e-01,1.264369248611630636e-01,4.943794043300566710e-01,3.890948866940515671e-01,0.000000000000000000e+00,3.454195556091078645e-01,3.171492281711018602e-01,2.782218033103118215e-01,5.103825868822841061e-01,5.280802287087917879e-01,1.947315718298812393e-01,6.042319761027700187e-01,4.058285188688442457e-01 \ No newline at end of file +2.419159764014127412e-01,3.535519081828046584e-02,6.161874679670821253e-01,3.535519081828046584e-02,6.750798855427164735e-01,5.439723931370976651e-01,5.184653601032843673e-01,4.184324114204175382e-01,6.007192035374824268e-01,3.138449324428277953e-01,6.671443407273057735e-01,1.426797223233975676e-01,5.339837750330244104e-01,3.187510197359568753e-01,5.675791445636271249e-01,3.691930405925529790e-01,5.837585528122684053e-01,5.733055394598493004e-01,5.662714285300812778e-01,6.745343026419651222e-01,6.603560338530368723e-01,6.860512659055028051e-01,4.339062490562498042e-01,2.257031257590555728e-01,5.865731091791615004e-01,6.009433801354827631e-01,5.406625833326477171e-01,7.829465819150036032e-02,1.561488834131880277e-01,3.942293787639944980e-01,4.664869332883540554e-01,6.463771168665081168e-01,4.892209609127753933e-01,4.371668032974698748e-01,1.349744771001078480e-01,4.052488460559715011e-01,5.365511305203680692e-01,5.135534363443396977e-01,3.956577568542958834e-01,5.084604630172532280e-01,6.272000452589936437e-01,4.571353445393623316e-01,5.967132323867374577e-01,4.576849049890299170e-01,3.195399148432946923e-01,3.535519081828046584e-02,4.721586480923016804e-01,3.535519081828046584e-02,6.144138015657195639e-01,4.335355355392701004e-01,5.210269606177271307e-01,5.835077974454337957e-01,5.255083824229965783e-01,0.000000000000000000e+00,5.991319112534052582e-01,6.188916217603088743e-01,3.573098049935188314e-01,4.998672343415320185e-01,5.990280859917008760e-01,4.322241505424532781e-01,3.850847590129229392e-01,5.970328896151783776e-02,3.579548751398379802e-01,2.306839362806182014e-01,3.442794801502457314e-01,5.598780647197334481e-01,5.429072868135855767e-01,4.073460887496332394e-01,7.549473808188271740e-01,5.002678745798163629e-01,3.103964214636448227e-01,5.674083107372741575e-01,5.579481063281936937e-01,6.987471076342507414e-01,4.141871995741483459e-01,3.857673698700139209e-01,3.535519081828046584e-02,4.806896100210422129e-01,6.265224994749004628e-01,4.483977879764906582e-01,4.052488460559715011e-01,4.731782651407108187e-01,7.141459584554625817e-01,6.126959915307943483e-01,5.112520179814110666e-01,1.676558785351377201e-01,4.525956543624312101e-01,3.598637985996777644e-01,0.000000000000000000e+00,4.840957333268196550e-01,3.289642355530670303e-01,3.498224240828748388e-01,3.555020838675052586e-01,3.049243600836417656e-01,4.743370411815765464e-01,4.636180404246287856e-01,3.971697396777901234e-01,5.238055359591127225e-01,5.245146167859279229e-01,3.847412319787976709e-01,2.571118682511066567e-01,6.850448635449349899e-01,2.604947957041679474e-01,3.535519081828046584e-02,5.970328896151783776e-02,3.338615235844828444e-01,4.173774536365845722e-01,3.345138110787318486e-01,5.996114520110752411e-01,3.830007948491643832e-01,3.887683748910339965e-01,3.129966820148472051e-01,3.569829002681351726e-01,4.775573744030956469e-01,1.059739075691593507e-01,4.373440920966673029e-01,4.669754097753440747e-01,6.479125554179303581e-01,5.208423180980599199e-01,3.487444906731062000e-01,4.287486577452839787e-01,5.226094391637575720e-01,9.333997645311915836e-02,6.099274365344042881e-01,0.000000000000000000e+00,4.983260350368602931e-01,2.698538154001246525e-01,1.059739075691593507e-01,4.496200763994254723e-01,4.034050872124432252e-01,3.413551615214523438e-01,5.917426884796446185e-01,7.829465819150036032e-02,3.956337507505302553e-01,3.095103212333821241e-01,0.000000000000000000e+00,4.465281843901399150e-01,2.990454659164904494e-01,7.507580482925858556e-01,0.000000000000000000e+00,0.000000000000000000e+00,3.867804270566178593e-01,5.336700156970609621e-01,6.003366340659221922e-01,0.000000000000000000e+00,1.676558785351377201e-01,3.903876218743208559e-01,4.269519403701447224e-01,2.698538154001246525e-01,2.990454659164904494e-01,5.483129704840005170e-01,5.498651810162564768e-01,1.866091986178339823e-01,1.983364351675613035e-01,3.712610819242480042e-01,4.586375678171604742e-01,3.801339486731614703e-01,4.068269791309377936e-01,4.273547443997259832e-01,3.358025823925641640e-01,4.359147543083556897e-01,3.535519081828046584e-02,4.700240724613034549e-01,5.275158929446065459e-01,4.509729444803637910e-01,5.654342246238611702e-01,2.857886894185213134e-01,6.437499062042986164e-01,6.479249170398121427e-01,6.387614306419301391e-01,6.085568026902911098e-01,5.352095544672644811e-01,5.011421884769340362e-01,3.519352025976212883e-01,5.015364393798935616e-01,3.771592886988888171e-01,5.142932244500943995e-01,4.817067158874161481e-01,3.263070852388768039e-01,4.124212489036844786e-01,4.674609099633452169e-01,3.067907009465661305e-01,4.569973558152350401e-01,5.260871799261624959e-01,5.723151985782427564e-01,3.305168835273299410e-01,3.736734022285999046e-01,4.759434870013680707e-01,3.589150523713813268e-01,4.277555432610034569e-01,5.695676539428522478e-01,3.971432110321914122e-01,4.118710025714817924e-01,3.726972520158625124e-01,3.338615235844828444e-01,4.543286973670652151e-01,3.884405098383171273e-01,2.741482800973158995e-01,5.512617744194593383e-01,4.359147543083556897e-01,4.273547443997259832e-01,4.154535653338268797e-01,1.497006220996662806e-01,5.004275586007898013e-01,2.376127414794639015e-01,2.668555966918766398e-01,3.704403707875837948e-01,4.946372800284455362e-01,7.401103579100520857e-01,4.865098578105520599e-01,4.674609099633452169e-01,4.434745686201516657e-01,3.332038128383145725e-01,4.103912708090579620e-01,2.479614092380511003e-01,6.302873814175665723e-01,5.963107443738621116e-01,4.900437854765967161e-01,5.151586764939642960e-01,1.426797223233975676e-01,3.535519081828046584e-02,5.043943533664089207e-01,2.969846295080103560e-01,5.489634295636921513e-01,1.728366124473645626e-01,2.498780710355353596e-01,4.797628959427051032e-01,1.497006220996662806e-01,5.406851188497303617e-01,4.589076802850854397e-01,5.263175101926911292e-01,1.320054001022733237e-01,4.782994015101962315e-01,5.242199367224474882e-01,5.759897570796654875e-01,5.897564849584835400e-01,4.534669087840343393e-01,5.751878096099491966e-01,4.098918262498625342e-01,4.655008152821301093e-01,5.762960436414255039e-01,2.257031257590555728e-01,1.349744771001078480e-01,1.497006220996662806e-01,5.483129704840005170e-01,0.000000000000000000e+00,0.000000000000000000e+00,4.961671713104687798e-01,5.883253548208333683e-01,6.585719694824582193e-01,1.676558785351377201e-01,2.782218033103118215e-01,2.052877132467771926e-01,2.052877132467771926e-01,4.994645547218393156e-01,4.340909563779786207e-01,6.036175736956672644e-01,6.949036276752212915e-01,3.913435520945039436e-01,5.159695703050177773e-01,3.535519081828046584e-02,5.752188036947871730e-01,5.669623962952777818e-01,3.589150523713813268e-01,4.303121898274193113e-01,3.332038128383145725e-01,5.739064539577971580e-01,3.535519081828046584e-02,7.829465819150036032e-02,0.000000000000000000e+00,0.000000000000000000e+00,1.822793946485090355e-01,5.552695647341515661e-01,4.103912708090579620e-01,4.997377904327942599e-01,5.001406904200679238e-01,4.842915935340286193e-01,5.050741818727334520e-01,1.059739075691593507e-01,5.771806583632570486e-01,4.140399409401352981e-01,4.450691193577688276e-01,5.014577490246883151e-01,4.219510679774439166e-01,3.635486950057066347e-01,1.059739075691593507e-01,4.879237465260776174e-01,5.001078533607056231e-01,1.059739075691593507e-01,2.517497193424327318e-01,4.364537750418581163e-01,4.283529067996279527e-01,4.620788672306125888e-01,5.401076167875412670e-01,4.093891636594209071e-01,4.221658681877142327e-01,3.370705822945239127e-01,4.394407966490093687e-01,5.688991721392288037e-01,3.947983840600208238e-01,2.795342507588500780e-01,7.450267893023504451e-01,6.121538626562769148e-01,4.901346825646712979e-01,5.297494853663134995e-01,2.845767799223436478e-01,3.332038128383145725e-01,4.156867259428319028e-01,7.204118974242657014e-01,5.905518550984056869e-01,1.621119330810111003e-01,7.103834217601305845e-01,3.771592886988888171e-01,5.255664510529018951e-01,4.303121898274193113e-01,2.571118682511066567e-01,5.750637116934965709e-01,1.676558785351377201e-01,5.442020553365212177e-01,5.046216081541831100e-01,5.498032461927083725e-01,4.310825349983036237e-01,3.389352692899194608e-01,5.038615259437234650e-01,1.426797223233975676e-01,4.943268566675956821e-01,4.719302751949476793e-01,4.833073893394219667e-01,6.311936209990577362e-01,4.980799262669253213e-01,6.395486062413684447e-01,3.535519081828046584e-02,0.000000000000000000e+00,4.508968947517938419e-01,2.376127414794639015e-01,5.164719402309581042e-01,3.298305228283757717e-01,2.018884020469819407e-01,3.270244393702211871e-01,2.604947957041679474e-01,4.380491759875496105e-01,3.864947108912791807e-01,1.907142655879562887e-01,3.720733658214751549e-01,4.404686860893312628e-01,9.333997645311915836e-02,5.738749413051442705e-01,5.055989305593597827e-01,6.014565908719661236e-01,3.419487163722062517e-01,5.141592235119134546e-01,2.845767799223436478e-01,4.822104154372510165e-01,1.168652363170772507e-01,5.417330555954541493e-01,4.324128227121291079e-01,3.881112217243337104e-01,5.490497603527560999e-01,9.333997645311915836e-02,5.587794783455665160e-01,7.014506880070687789e-01,3.994634524178265478e-01,4.837458908281849213e-01,5.524277199828150353e-01,4.738507878227818382e-01,5.724115794890681785e-01,3.535519081828046584e-02,5.137558892545410760e-01,5.550251394455681941e-01,9.333997645311915836e-02,3.535519081828046584e-02,0.000000000000000000e+00,5.618839264644827081e-01,6.667458532591750142e-01,1.776988142295017337e-01,5.222470506095613363e-01,6.061624138085346392e-01,5.637685801215337467e-01,6.961496753229378109e-01,2.282327252048782507e-01,6.868412232586412758e-01,5.970328896151783776e-02,4.569973558152350401e-01,3.786606328084251016e-01,4.383993751951713036e-01,4.299242030109106105e-01,4.177548523457669805e-01,1.615925107764559499e-01,5.543066780913885605e-01,2.713113612449919998e-01,6.203237796627848466e-01,5.763266066330384740e-01,5.739694416285926470e-01,5.596520181496550395e-01,3.679258030965595894e-01,6.321952283450947840e-01,3.138449324428277953e-01,4.502241973462928759e-01,5.158180393500003680e-01,2.085469514538101921e-01,1.168652363170772507e-01,5.517218747230563380e-01,3.728774647681243892e-01,4.305055062298780433e-01,4.951189837038367236e-01,4.450964156961682017e-01,5.002262925294185258e-01,7.017392000360235249e-01,1.426797223233975676e-01,3.938375358129603820e-01,3.318717555370398475e-01,5.543470323420055523e-01,5.335126727822698811e-01,3.648874198014563919e-01,4.306983171969516744e-01,6.547537744125104808e-01,3.962552898831034898e-01,5.519717185249094493e-01,6.577902027214119762e-01,6.477516761050088334e-01,5.138232546001310075e-01,3.535519081828046584e-02,3.867804270566178593e-01,6.040104820969567356e-01,0.000000000000000000e+00,4.736272548794999704e-01,2.959337225864648313e-01,5.970328896151783776e-02,6.281738769261880906e-01,4.965031563021287120e-01,5.148933942193396618e-01,4.891290072257351018e-01,5.880886865062732172e-01,5.744089677256135618e-01,6.905687696310457424e-01,2.376127414794639015e-01,7.829465819150036032e-02,2.535777860552820284e-01,8.260041639780227873e-01,9.333997645311915836e-02,3.370705822945239127e-01,6.500229340373246956e-01,4.751789203114861748e-01,5.970328896151783776e-02,0.000000000000000000e+00,6.110977212325620078e-01,5.613318201315415923e-01,5.239241653677663146e-01,3.950556223904631015e-01,3.535519081828046584e-02,6.018559269804387712e-01,6.502513141073157366e-01,5.300791530956739939e-01,5.666176698882320339e-01,5.487472087153888456e-01,9.333997645311915836e-02,3.187510197359568753e-01,5.013789663305133759e-01,5.101007529018383169e-01,3.857673698700139209e-01,1.497006220996662806e-01,1.264369248611630636e-01,6.523243909467308921e-01,3.822937801993262497e-01,7.068952178104118689e-01,4.931647120002109475e-01,6.343228289335426373e-01,5.609244869571059500e-01,6.167577451729308047e-01,6.331992034265693237e-01,4.493162770066925771e-01,5.472168462728561611e-01,4.123581445234735798e-01,4.685424857071803229e-01,5.054493610111046031e-01,5.907048793227688277e-01,3.564923974177946486e-01,3.944489235753045886e-01,6.094865892575113131e-01,3.691930405925529790e-01,4.414833906743881875e-01,4.943794043300566710e-01,5.019287212871708093e-01,4.728398575892144295e-01,4.719302751949476793e-01,1.561488834131880277e-01,5.117768649082936605e-01,3.465434337341440907e-01,5.624686156958750294e-01,6.890620255530776062e-01,4.217356829315422884e-01,3.833520088044317098e-01,2.203875118290848645e-01,2.146882956962365141e-01,1.264369248611630636e-01,6.050225735489994650e-01,3.086141830367075678e-01,3.277353468684383597e-01,1.426797223233975676e-01,5.970328896151783776e-02,0.000000000000000000e+00,2.808252786421410185e-01,1.059739075691593507e-01,4.943794043300566710e-01,4.692554142683550422e-01,6.438222765170431572e-02,5.500783792882213419e-01,0.000000000000000000e+00,3.980213280986490409e-01,6.670958513565008463e-01,0.000000000000000000e+00,5.711493453815048582e-01,5.290304685472645430e-01,6.030201705347748575e-01,8.233263133549391377e-02,3.218606026549200028e-01,4.558846694645208864e-01,4.221658681877142327e-01,3.736734022285999046e-01,1.264369248611630636e-01,3.535519081828046584e-02,4.831090564448535241e-01,1.625692197436536257e-01,1.866091986178339823e-01,4.979154273535606468e-01,5.386451302095177640e-01,1.059739075691593507e-01,6.693715780583531227e-01,6.977833996310544018e-01,3.187510197359568753e-01,3.000560949466878347e-01,3.965019443341431526e-01,2.306839362806182014e-01,4.792016039788488113e-01,9.333997645311915836e-02,4.019949203123635573e-01,3.425378508326805127e-01,4.514187987302843430e-01,0.000000000000000000e+00,8.224372161119631874e-01,4.627238365096002504e-01,2.085469514538101921e-01,3.980125981026277349e-01,4.533223644468932778e-01,6.316808344691633437e-01,3.639974585503386040e-01,4.380860400668545873e-01,2.419159764014127412e-01,7.058441983815361143e-01,4.731782651407108187e-01,3.535519081828046584e-02,8.079479917688905388e-01,3.752417166174230601e-01,5.480512803265791266e-01,6.237191893555953381e-01,6.088004092192579320e-01,5.103122255871422874e-01,6.107585353534166206e-01,0.000000000000000000e+00,3.593908056968843634e-01,4.838993695457993183e-01,4.261401265218376366e-01,4.482529217364896734e-01,5.984417719268766422e-01,3.782879761472162650e-01,2.675249160371035995e-01,2.526688709106005848e-01,5.350207388402858921e-01,4.312739463644179594e-01,6.211083601063150939e-01,7.435017398022487622e-01,3.311972201102213464e-01,5.333023848869012928e-01,4.369891478432190168e-01,4.965869300542949949e-01,2.857886894185213134e-01,4.800730023343130481e-01,5.095340672998130982e-01,5.608502017090520875e-01,4.846818651453191351e-01,5.826661553933483173e-01,5.052994948241871231e-01,1.676558785351377201e-01,4.499227135597165805e-01,4.242824257366516472e-01,4.614285962025777565e-01,5.663515430715660992e-01,5.692341191491649965e-01,6.015706056061871365e-01,3.291382782698993870e-01,6.143949187229346132e-01,5.352265049109574679e-01,4.730656233969443569e-01,6.380784174242120077e-01,4.627238365096002504e-01,6.033248676146204525e-01,4.538989893454365432e-01,4.686307612006718193e-01,4.506743061295831465e-01,5.007459628816678388e-01,9.333997645311915836e-02,3.535519081828046584e-02,4.068269791309377936e-01,3.740683878459313272e-01,2.419159764014127412e-01,3.786606328084251016e-01,4.342752334318779051e-01,2.517497193424327318e-01,6.026705032603575374e-01,4.458950523153702439e-01,4.025466130281482591e-01,5.148269344156413130e-01,5.291969742316646741e-01,5.305165805827487535e-01,3.775372876886582407e-01,5.678857309089806460e-01,5.650827591983080822e-01,1.497006220996662806e-01,7.177726091431527733e-01,3.535519081828046584e-02,1.621119330810111003e-01,3.579548751398379802e-01,1.561488834131880277e-01,5.202013360612338655e-01,4.747386758691415909e-01,4.541857205539883147e-01,5.290860093914337980e-01,5.187189603694046802e-01,4.981891355302567326e-01,3.790315421964113307e-01,5.561025849769061224e-01,3.413551615214523438e-01,5.250422820937979962e-01,4.221658681877142327e-01,7.829465819150036032e-02,5.217612725596907364e-01,3.454648387144728106e-01,3.535519081828046584e-02,5.970328896151783776e-02,3.794007206196000626e-01,3.712610819242480042e-01,4.223800867297662909e-01,4.057784274149909276e-01,5.510517459272291640e-01,4.488583519356874607e-01,3.771592886988888171e-01,5.206572326394883765e-01,0.000000000000000000e+00,6.144704264134234206e-01,4.497715397025729422e-01,3.535519081828046584e-02,6.156502374205350403e-01,3.318717555370398475e-01,4.988159818766583764e-01,5.144142850590670557e-01,3.687728796358619721e-01,4.844869700123588530e-01,7.055185717135598056e-01,3.291382782698993870e-01,4.964192937404592887e-01,4.565819149184062731e-01,3.039744137823988668e-01,4.929896563093127959e-01,3.187510197359568753e-01,5.970328896151783776e-02,3.833520088044317098e-01,5.442479062479023133e-01,6.298368634198978633e-01,5.636610582435981343e-01,4.199911205697148819e-01,3.210946251419936615e-01,5.279676851637833401e-01,1.497006220996662806e-01,2.926945468523998173e-01,4.712411534812817604e-01,3.857673698700139209e-01,6.450936364020619651e-01,4.246990550599878955e-01,9.333997645311915836e-02,4.920198322235985744e-01,5.177637579673394219e-01,5.147604187306487056e-01,3.584364205339026221e-01,4.818077270292281944e-01,4.690184916086538314e-01,2.869823124790302771e-01,4.041790229571434745e-01,5.970328896151783776e-02,5.970328896151783776e-02,2.439828808951505779e-01,1.168652363170772507e-01,5.321891385964334642e-01,5.970328896151783776e-02,7.191208518537627326e-01,5.368033449162363802e-01,4.182072159357841379e-01,5.020851048514006765e-01,4.505245631158907860e-01,5.787045745501654403e-01,5.476132022839205193e-01,5.155549509992917168e-01,3.782879761472162650e-01,0.000000000000000000e+00,3.431226302565483777e-01,0.000000000000000000e+00,2.146882956962365141e-01,5.915916605744953038e-01,5.210269606177271307e-01,6.201132360758859763e-01,4.686617506860863980e-01,2.397936159472544848e-01,5.797941938872812617e-01,5.019482878831960093e-01,4.821099353453616732e-01,6.410054590523370788e-01,2.698538154001246525e-01,4.159192013542466482e-01,7.829465819150036032e-02,2.146882956962365141e-01,4.166125972172792236e-01,6.619145344998523806e-01,6.863247695031305939e-01,5.198501794263414855e-01,4.030944848824332127e-01,3.907075882626608876e-01,3.732445767650727220e-01,3.790315421964113307e-01,3.535519081828046584e-02,4.520094149916578652e-01,4.954908747261358992e-01,4.997064140946320121e-01,5.223075623144383117e-01,6.449012321538416526e-01,4.736272548794999704e-01,6.580190173352608030e-01,3.988897536040847402e-01,7.829465819150036032e-02,5.621036867936971548e-01,4.780881084025928596e-01,4.228067913508342102e-01,2.257031257590555728e-01,4.387480618091317841e-01,5.096051238238563652e-01,7.237188911926205614e-01,6.458078379855374251e-01,5.242199367224474882e-01,5.196001965918369825e-01,4.567206295751555234e-01,4.720445440540760873e-01,3.535519081828046584e-02,3.535519081828046584e-02,2.116772050395090143e-01,1.264369248611630636e-01,4.962513014340275141e-01,7.455502679264401911e-01,4.694916294742595420e-01,4.394407966490093687e-01,0.000000000000000000e+00,5.434184714460013055e-01,5.339044111576104479e-01,4.468428602938975813e-01,4.845844775987294684e-01,5.907115030377213527e-01,5.414486355246488358e-01,4.320350273107808059e-01,1.426797223233975676e-01,1.349744771001078480e-01,4.433105137849849275e-01,4.230193212962258809e-01,3.812212672581603012e-01,5.487905001899117119e-01,5.639831737632406972e-01,6.063926018990174471e-01,5.284169117843445784e-01,2.459971538444104822e-01,4.500735990750080462e-01,7.829465819150036032e-02,5.452952324214948021e-01,3.687728796358619721e-01,2.535777860552820284e-01,4.657484941146336488e-01,3.657674802266033254e-01,6.419708859000232692e-01,5.970328896151783776e-02,6.572097590649483845e-01,4.327888224360542657e-01,5.970328896151783776e-02,7.165983975036376297e-01,5.016935856521507198e-01,5.112221015914552025e-01,6.139023659220175233e-01,6.414359942009513205e-01,5.383493584178278279e-01,4.438016032247009690e-01,6.800587687817014615e-01,3.077077768400351965e-01,5.797941938872812617e-01,3.508858665752963568e-01,5.861963775915405295e-01,6.184263632994683180e-01,2.116772050395090143e-01,3.187272379416424828e-01,3.058630343472247270e-01,3.847412319787976709e-01,3.535519081828046584e-02,2.376127414794639015e-01,4.036385884357345244e-01,5.644816525684227537e-01,3.383185778341430971e-01,3.926439778800010494e-01,6.799516469922095574e-01,3.833520088044317098e-01,1.776988142295017337e-01,5.506722896877981333e-01,4.655008152821301093e-01,9.333997645311915836e-02,5.868143484424394041e-01,4.655169258883030126e-01,4.674609099633452169e-01,4.271535987627636533e-01,0.000000000000000000e+00,7.249374536934786173e-01,6.377838850185242325e-01,6.424624621325292217e-01,4.915750561105456384e-01,6.276645073187634427e-01,5.063166724821189790e-01,5.712797389312760377e-01,1.561488834131880277e-01,2.668555966918766398e-01,1.059739075691593507e-01,5.970328896151783776e-02,1.264369248611630636e-01,5.816156439275064205e-01,4.567206295751555234e-01,7.211402866626061003e-01,6.254787597489697148e-01,2.085469514538101921e-01,5.358915902347275440e-01,4.575478723816570614e-01,4.917532667550950642e-01,0.000000000000000000e+00,2.419159764014127412e-01,4.289457932506476889e-01,3.555020838675052586e-01,2.230899582090722089e-01,5.126017767519781554e-01,7.094518918665744245e-01,5.779917772986000735e-01,7.140250220545979465e-01,2.085469514538101921e-01,4.234426009530393165e-01,6.353438120050642901e-01,4.575478723816570614e-01,6.059735779401078659e-01,5.680894556554345609e-01,5.753735977174182503e-01,3.163360032829434787e-01,2.727425370622595935e-01,2.257031257590555728e-01,4.263438623484962497e-01,4.536112150734675774e-01,5.414961099400953382e-01,6.148280978218072512e-01,2.840005844942677937e-01,5.611099020347649624e-01,5.613687525828765512e-01,4.003163244137948329e-01,5.511358212681073399e-01,5.729555479556079911e-01,5.096761291729990928e-01,3.318717555370398475e-01,4.525956543624312101e-01,5.370547488342077846e-01,5.343482601099206475e-01,5.235677632435296047e-01,5.669967858477444889e-01,5.039378622913155414e-01,3.364391228898279684e-01,4.593110918027245027e-01,4.078618597304591309e-01,6.849442907416657400e-01,2.927275942375770490e-01,0.000000000000000000e+00,4.881103655968832000e-01,3.129966820148472051e-01,4.715864749132747114e-01,4.506743061295831465e-01,4.994346751617758651e-01,6.080403121554728285e-01,4.431461472206619234e-01,4.779822310388719964e-01,6.745431320858185087e-01,1.426797223233975676e-01,6.459980524147678205e-01,4.159192013542466482e-01,4.571353445393623316e-01,3.696110557157636922e-01,4.829102427156504729e-01,6.502273055734802965e-01,0.000000000000000000e+00,5.883292920576781437e-01,8.098190927971690156e-01,5.089632929359422242e-01,2.741482800973158995e-01,4.841937240461945402e-01,0.000000000000000000e+00,3.487444906731062000e-01,5.818724595284576750e-01,4.406387049330509065e-01,6.298847036515244913e-01,3.535519081828046584e-02,5.970328896151783776e-02,1.776988142295017337e-01,5.920999790397737383e-01,6.229602028723080220e-01,6.125028017635693045e-01,4.959986272014094699e-01,3.226192344586119032e-01,5.310599925361768614e-01,0.000000000000000000e+00,5.104528856508165902e-01,4.862240288918049935e-01,5.977688642788216988e-01,0.000000000000000000e+00,0.000000000000000000e+00,4.128423050116165061e-01,4.439646149272745146e-01,7.829465819150036032e-02,7.256023710314346564e-01,1.907142655879562887e-01,6.343521828187941303e-01,6.220739821685919990e-01,4.814029602782864403e-01,3.779660214414327091e-01,5.092192268946140743e-01,4.875491824310606015e-01,5.073720876287577397e-01,5.270615056533929366e-01,3.648874198014563919e-01,4.466856788080296736e-01,3.953572892344704992e-01,6.269587277991396368e-01,2.980217584161538591e-01,2.948686666418826041e-01,7.765595549726712621e-01,5.136506798420479303e-01,3.487444906731062000e-01,4.715864749132747114e-01,4.765930021378637638e-01,4.145139474246037903e-01,4.965869300542949949e-01,3.010541514399084351e-01,4.279551660685402825e-01,4.656247516312195245e-01,2.203875118290848645e-01,1.426797223233975676e-01,1.497006220996662806e-01,1.776988142295017337e-01,1.907142655879562887e-01,4.283529067996279527e-01,5.252173981693101235e-01,4.880171110922093547e-01,4.960829516198090317e-01,2.498780710355353596e-01,4.912174099750102330e-01,6.055100704545230972e-01,4.911277492040612147e-01,2.076803644233451429e-01,3.529708927889385062e-01,4.882965619582015915e-01,2.498780710355353596e-01,6.296514530024093226e-01,5.049115529128392899e-01,2.146882956962365141e-01,6.055734346328791595e-01,8.705884929148332008e-01,5.914655870881881938e-01,5.602908143593504642e-01,6.059735779401078659e-01,6.808127422023699804e-01,5.246263092708823850e-01,5.148933942193396618e-01,5.410200618654864568e-01,6.369220583474912711e-01,5.668246822770102167e-01,6.006967512962436695e-01,1.349744771001078480e-01,1.264369248611630636e-01,4.943794043300566710e-01,3.890948866940515671e-01,0.000000000000000000e+00,3.454195556091078645e-01,3.171492281711018602e-01,2.782218033103118215e-01,5.103825868822841061e-01,5.280802287087917879e-01,1.947315718298812393e-01,6.042319761027700187e-01,4.058285188688442457e-01 diff --git a/tutorials/multiomics-cancer-classification/extend-reading/configuration.md b/tutorials/multiomics-cancer-classification/extend-reading/configuration.md deleted file mode 100644 index e69de29..0000000 diff --git a/tutorials/multiomics-cancer-classification/extend-reading/data.md b/tutorials/multiomics-cancer-classification/extend-reading/data.md index 2d4ac22..e3601cb 100644 --- a/tutorials/multiomics-cancer-classification/extend-reading/data.md +++ b/tutorials/multiomics-cancer-classification/extend-reading/data.md @@ -1,12 +1,46 @@ -# Organization of Input Data +# Data -To help users better understand the format and organization of the input data, we provide example data under [data-example folder](https://github.com/pykale/tutorials/multiomics-cancer-classification/data-example). +## Data Organization + +To help users better understand the format and organization of the input data, we provide example data under [data-example folder](https://github.com/pykale/mmai-tutorials/blob/main/tutorials/multiomics-cancer-classification/data-example/). For each modality/omics, the raw data is separated into five files: -- [`{}_feat_name.csv`](https://github.com/pykale/tutorials/multiomics-cancer-classification/data-example/1_feat_name.csv): Names of all features of current modality. Each row represents one example. -- `{}_lbl_te.csv`: Labels of test set. -- `{}_lbl_tr.csv`: Labels of training set. -- `{}_te.csv`: Values of all features for test examples. Each row is one example and each column is one feature. In this tutorial, it is the normalized gene expression level for mRNA and miRNA, and is $\beta$ value for DNA methylation. -- `{}_tr.csv`: Values of all features for training examples. Each row is one example and each column is one feature. In this tutorial, it is the normalized gene expression level for mRNA and miRNA, and is $\beta$ value for DNA methylation. +- [`{}_feat_name.csv`](https://github.com/pykale/mmai-tutorials/blob/main/tutorials/multiomics-cancer-classification/data-example/1_feat_name.csv): Names of all features of current modality. Each row represents one example. +- [`{}_lbl_te.csv`](https://github.com/pykale/mmai-tutorials/blob/main/tutorials/multiomics-cancer-classification/data-example/1_lbl_te.csv): Labels of test set. +- [`{}_lbl_tr.csv`](https://github.com/pykale/mmai-tutorials/blob/main/tutorials/multiomics-cancer-classification/data-example/1_lbl_tr.csv): Labels of training set. +- [`{}_te.csv`](https://github.com/pykale/mmai-tutorials/blob/main/tutorials/multiomics-cancer-classification/data-example/1_te.csv): Values of all features for test examples. Each row is one example and each column is one feature. In this tutorial, it is the normalized gene expression level for mRNA and miRNA, and is $\beta$ value for DNA methylation. +- [`{}_tr.csv`](https://github.com/pykale/mmai-tutorials/blob/main/tutorials/multiomics-cancer-classification/data-example/1_tr.csv): Values of all features for training examples. Each row is one example and each column is one feature. In this tutorial, it is the normalized gene expression level for mRNA and miRNA, and is $\beta$ value for DNA methylation. + +Within in `{}` is the index of the modality, starting from 1. For example, if user has two modalities, the files are named as `1_feat_name.csv`, ..., `2_feat_name.csv`, ... + +After organizing the data, please don't foget to change `DATASET.NUM_MODALITIES` to the specific number of modalities in `.yaml` file. + +## Description of Datasets in Tutorial + +A brief description of BRCA and ROSMAP dataset is shown in the following +table. + +**Table 1**: Characteristics of the preprocessed BRCA multiomics dataset. + +| Omics | #Training samples | #Test samples | #Features | +|:----------------:|:-----------------:|:-------------:|:---------:| +| mRNA expression | 612 | 263 | 1000 | +| DNA methylation | 612 | 263 | 1000 | +| miRNA expression | 612 | 263 | 503 | + +**Table 2**: Characteristics of the preprocessed ROSMAP multiomics dataset. + +| Omics | #Training samples | #Test samples | #Features | +|:----------------:|:-----------------:|:-------------:|:----------:| +| mRNA expression | 245 | 106 | 200 | +| DNA methylation | 245 | 106 | 200 | +| miRNA expression | 245 | 106 | 200 | + +## Data Downloading, Loading, and Pre-processing +The data downloading function has been integrated in `kale.loaddata.multiomics_datasets.SparseMultiomicsDataset`, which also included loading data from the raw `.csv` files and pre-processing data to the graphs we needed. + +This function transforms tabular multiomics data into graph datasets by treating each patient sample as a node and using molecular measurements as node features. For each modality, it reads feature matrices and labels from `.csv` files, splits them into training and test sets. + +Then, it samples similaity networks from the graphs as shown in the top figure. It computes sample similarities to define edges between nodes. These similarities are used to construct sparse adjacency matrices, where only the most relevant connections are retained. -Within in `{}` is the index of the modality, starting from 1. For example, if user has two modalities, the files are named as `1_feat_name.csv`, ..., `2_feat_name.csv`, ... \ No newline at end of file +Next, each graph is represented with node features, edge connections, and labels, encapsulating both feature and relational structure for downstream graph-based learning. diff --git a/tutorials/multiomics-cancer-classification/extend-reading/extension-tasks.md b/tutorials/multiomics-cancer-classification/extend-reading/extension-tasks.md new file mode 100644 index 0000000..e062875 --- /dev/null +++ b/tutorials/multiomics-cancer-classification/extend-reading/extension-tasks.md @@ -0,0 +1,9 @@ +# Extension Tasks +## Task 1 - Unimodal v.s. Multimodal +Users can try to set the `cfg.DATASET.NUM_MODALITIES=1` to try only using single mRNA experission for prediction and compare its results with the ones using all three modalities. + +## Task 2 - Try another dataset +To try ROSMAP dataset, replace `"experiments/BRCA.yaml"` with `"experiments/ROSMAP.yaml"` in the following line under Configuration section and run the pipeline again. +```python +cfg.merge_from_file("experiments/BRCA.yaml") +``` diff --git a/tutorials/multiomics-cancer-classification/extend-reading/extension_tasks.md b/tutorials/multiomics-cancer-classification/extend-reading/extension_tasks.md deleted file mode 100644 index e69de29..0000000 diff --git a/tutorials/multiomics-cancer-classification/extend-reading/helper-functions.md b/tutorials/multiomics-cancer-classification/extend-reading/helper-functions.md new file mode 100644 index 0000000..188bd84 --- /dev/null +++ b/tutorials/multiomics-cancer-classification/extend-reading/helper-functions.md @@ -0,0 +1,34 @@ +# Helper Functions and Model Definition + +## Helper Functions + +We provide helper functions that can be inspected directly in the `.py` files located in the notebook's current directory. Two additional helper scripts are: +- [`config.py`](https://github.com/pykale/mmai-tutorial/blob/main/tutorials/multiomics-cancer-classification/config.py): Defines the base configuration settings, which can be overridden using a custom `.yaml` file. +- [`model.py`](https://github.com/pykale/mmai-tutorial/blob/main/tutorials/multiomics-cancer-classification/model.py): Defines the network structure of MOGONET. + +## Model Definition in `model.py` +`PyKale` applies `kale.embed` and `kale.predict` to define `MogonetModel` class in [`model.py`](https://github.com/pykale/mmai-tutorials/blob/main/tutorials/multiomics-cancer-classification/model.py), which wraps all the necessary components of the MOGONET pipeline based on the configuration. + +This wrapper takes care of: +- Building GCN encoders for each omics modality. +- Creating linear classifiers for modality-specific outputs. +- Optionally initializing a VCDN decoder for multimodal fusion. + +MOGONET consists of two major sections: modality-specific encoders to encode graph data into latent space, and View Correlation Discovery Network (VCDN) for multimodal feature fusion, as shown in the top figure. +The modalitity-specific encoders is called from `kale.embed` and VCDN along with the prediction head is integrated in `kale.predict`. + +### Embedding Extraction + +`PyKale` support graph convolutional neural networks (GCNs) in `kale.embed`, which is used as the modality-specific encoders for MOGONET. +GCNs are neural networks designed for graph data, which generalize convolution operations to graph-structured data by aggregating feature information from neighboring nodes. +Through GCN encoders in `PyKale`, we can encode the raw data to graph embeddings. + +### Prediction of Cancer Subtypes + +`PyKale` support prediction layers that output the final prediction of cancer subtypes according to the input embeddings. +In `kale.predict`, the VCDN of MOGONET fuses modality-specific predictions for final classification and captures correlations between different modalities at the decision level. +Besides, `PyKale` also call the linear classifier layer from `kale.predict.decode.LinearClassifier` to implement MOGONET. + +### Descriptions of Other APIs in [`model.py`](https://github.com/pykale/mmai-tutorials/blob/main/tutorials/multiomics-cancer-classification/model.py) + +[`model.py`](https://github.com/pykale/mmai-tutorials/blob/main/tutorials/multiomics-cancer-classification/model.py) also calls `kale.pipeline.multiomics_trainer`, which provides `MultiomicsTrainer`, the training and evaluation engine that orchestrates how unimodal encoders and the multimodal VCDN fusion layer work together. It supports pretraining and full training regimes. diff --git a/tutorials/multiomics-cancer-classification/extend-reading/helper_functions.md b/tutorials/multiomics-cancer-classification/extend-reading/helper_functions.md deleted file mode 100644 index e69de29..0000000 diff --git a/tutorials/multiomics-cancer-classification/extend-reading/interpretation-study.md b/tutorials/multiomics-cancer-classification/extend-reading/interpretation-study.md new file mode 100644 index 0000000..8791c08 --- /dev/null +++ b/tutorials/multiomics-cancer-classification/extend-reading/interpretation-study.md @@ -0,0 +1,40 @@ +# Interpretation Study - Feature Masking Importance Analysis +To better understand which features among multiomics data are the key biomarkers in cancer subtype classification and how decisions were made by the model, we perform an interpretation study to identify important biomarkers. +We identify the most influential features (biomarkers) using **feature-masking-based importance analysis**. + +We use `kale.interpret` to perform interpretation, where a function that systematically masks input features and observes the effect on performance—highlighting which features are most important for classification is provided. + +## How Feature Importance Is Computed? +The `select_top_features_by_masking` function in `PyKale` implements a feature ablation approach to estimate feature importance for multi-omics data. + +For each feature in each modality: + +- Temporarily mask (zero out) the feature. + +- Evaluate the model on the test set. + +- Measure the performance drop (e.g., in F1 score). The larger the drop, the more important the feature is. + +- Importance is calculated as $Importance_j=(FullMetric-MaskedMetric_j)\times d$, +where $j$ is the feature index and $d$ is the number of features in the modality (to scale the effect) +For demonstration, we use **F1 score** as the metric to calculate feature importance. + +## Full results of interpretation study + +We attach the full results of most important features reported in the original paper for reference: + +**Table 3**: Important features in BRCA dataset. + +| Omics | Importance features | +|:----------------:|:---------------------------------------------:| +| mRNA expression | SOX11, AMY1A, SLC6A15, FABP7, SLC6A14, SLC6A2, FGFBP1, DSG1, UGT8, ANKRD45, PI3, SERPINB5, COL11A2, ARHGEF4, SOX10 | +| DNA methylation | GPR37L1, MIR563, OR1J4, ATP10B, KRTAP3-3, FLJ41941, TMEM207, CDH26, MT1DP | +| miRNA expression | hsa-mir-205, hsa-mir-187, hsa-mir-452, hsa-mir-20b, hsa-mir-224, hsa-mir-204 | + +**Table 4**: Important features in ROSMAP dataset. + +| Omics | Importance features | +|:----------------:|:---------------------------------------------:| +| mRNA expression | NPNT, CDK18, KIF5A, SPACA6, TCEA3, SYTL1, ARRDC2, APLN | +| DNA methylation | TMC4, AGA, HYAL2, CCL3, TTC15 | +| miRNA expression | hsa-miR-423-3p, hsa-miR-33a, hsa-miR-640, hsa-miR-362-3p, hsa-miR-491-5p, hsa-miR-206, hsa-miR-548b-3p, hsa-miR-127-3p, hsa-miR-106a_hsa-miR-17, hsa-miR-424, hsa-miR-577, hsa-miR-873, hsa-miR-651, hsa-miR-199b-5p, hsa-miR-192, hsa-miR-199a-5p, hsv1-miR-H1 | \ No newline at end of file diff --git a/tutorials/multiomics-cancer-classification/tutorial.ipynb b/tutorials/multiomics-cancer-classification/tutorial.ipynb index a0940ad..9300fee 100644 --- a/tutorials/multiomics-cancer-classification/tutorial.ipynb +++ b/tutorials/multiomics-cancer-classification/tutorial.ipynb @@ -37,10 +37,6 @@ "\n", "As a starting point, we will install the required packages and load a set of helper functions to assist throughout this tutorial. To keep the output clean and focused on interpretation, we will also suppress warnings.\n", "\n", - "Moreover, we provide helper functions that can be inspected directly in the `.py` files located in the notebook's current directory. Two additional helper scripts are:\n", - "- [`config.py`](https://github.com/pykale/mmai-tutorial/blob/main/tutorials/multiomics-cancer-classification/config.py): Defines the base configuration settings, which can be overridden using a custom `.yaml` file.\n", - "- [`model.py`](https://github.com/pykale/mmai-tutorial/blob/main/tutorials/multiomics-cancer-classification/model.py): Defines the network structure of MOGONET.\n", - "\n", "To prepare the helper functions and necessary materials, we download them from the GitHub repository." ] }, @@ -250,38 +246,8 @@ "## Step 1: Data Loading and Preparation\n", "\n", "We use two multiomics benchmarks in this tutorial, BRCA and ROSMAP, which have been provided by the authors of MOGONET paper in [their repository](https://github.com/txWang/MOGONET).\n", - "A brief description of BRCA and ROSMAP dataset is shown in the following\n", - "table.\n", - "\n", - "**Table 1**: Characteristics of the preprocessed BRCA multiomics dataset.\n", - "\n", - "| Omics | #Training samples | #Test samples | #Features |\n", - "|:----------------:|:-----------------:|:-------------:|:---------:|\n", - "| mRNA expression | 612 | 263 | 1000 |\n", - "| DNA methylation | 612 | 263 | 1000 |\n", - "| miRNA expression | 612 | 263 | 503 |\n", - "\n", - "**Table 2**: Characteristics of the preprocessed ROSMAP multiomics dataset.\n", - "\n", - "| Omics | #Training samples | #Test samples | #Features |\n", - "|:----------------:|:-----------------:|:-------------:|:----------:|\n", - "| mRNA expression | 245 | 106 | 200 |\n", - "| DNA methylation | 245 | 106 | 200 |\n", - "| miRNA expression | 245 | 106 | 200 |" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The data downloading function has been integrated in `kale.loaddata.multiomics_datasets.SparseMultiomicsDataset`, which also included loading data from the raw `.csv` files and pre-processing data to the graphs we needed.\n", - "\n", - "This function transforms tabular multiomics data into graph datasets by treating each patient sample as a node and using molecular measurements as node features. For each modality, it reads feature matrices and labels from `.csv` files, splits them into training and test sets.\n", "\n", - "Then, it samples similaity networks from the graphs as shown in the top figure. It computes sample similarities to define edges between nodes. These similarities are used to construct sparse adjacency matrices, where only the most relevant connections are retained.\n", - "\n", - "Next, each graph is represented with node features, edge connections, and labels, encapsulating both feature and relational structure for downstream graph-based learning.\n", - "\n" + "If users are interested in more details regarding data organization, downloading, loading, and pre-processing, please refer to the [data]() page of the tutorial." ] }, { @@ -373,54 +339,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 2: Model Definition\n", - "\n", - "`PyKale` applies `kale.embed` and `kale.predict` to define `MogonetModel` class in [`model.py`](https://github.com/pykale/mmai-tutorials/blob/main/tutorials/multiomics-cancer-classification/model.py), which wraps all the necessary components of the MOGONET pipeline based on the configuration.\n", - "\n", - "This wrapper takes care of:\n", - "- Building GCN encoders for each omics modality.\n", - "- Creating linear classifiers for modality-specific outputs.\n", - "- Optionally initializing a VCDN decoder for multimodal fusion.\n", - "\n", - "MOGONET consists of two major sections: modality-specific encoders to encode graph data into latent space, and View Correlation Discovery Network (VCDN) for multimodal feature fusion, as shown in the top figure.\n", - "The modalitity-specific encoders is called from `kale.embed` and VCDN along with the prediction head is integrated in `kale.predict`." + "## Step 2: Model Definition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Embedding Extraction\n", + "If users are interested in more details regarding the model, please refer to the [helper_functions]() page of the tutorial.\n", "\n", - "`PyKale` support graph convolutional neural networks (GCNs) in `kale.embed`, which is used as the modality-specific encoders for MOGONET.\n", - "GCNs are neural networks designed for graph data, which generalize convolution operations to graph-structured data by aggregating feature information from neighboring nodes.\n", - "Through GCN encoders in `PyKale`, we can encode the raw data to graph embeddings." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Prediction of Cancer Subtypes\n", - "\n", - "`PyKale` support prediction layers that output the final prediction of cancer subtypes according to the input embeddings.\n", - "In `kale.predict`, the VCDN of MOGONET fuses modality-specific predictions for final classification and captures correlations between different modalities at the decision level.\n", - "Besides, `PyKale` also call the linear classifier layer from `kale.predict.decode.LinearClassifier` to implement MOGONET." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Descriptions of Other APIs in [`model.py`](https://github.com/pykale/mmai-tutorials/blob/main/tutorials/multiomics-cancer-classification/model.py)\n", - "\n", - "[`model.py`](https://github.com/pykale/mmai-tutorials/blob/main/tutorials/multiomics-cancer-classification/model.py) also calls `kale.pipeline.multiomics_trainer`, which provides `MultiomicsTrainer`, the training and evaluation engine that orchestrates how unimodal encoders and the multimodal VCDN fusion layer work together. It supports pretraining and full training regimes." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ "To initialize the model, we firstly call `MogonetModel` from [`model.py`](https://github.com/pykale/mmai-tutorials/blob/main/tutorials/multiomics-cancer-classification/model.py)." ] }, @@ -491,17 +418,6 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### What Happens in Pretraining?\n", - "During this phase:\n", - "\n", - "- Encoders for each modality are trained separately using its own GCN and classifier.\n", - "\n", - "- No information is shared across modalities yet.\n", - "\n", - "- This step ensures omics-specific features are well-learned before fusion.\n", - "\n", - "Once pretrained, the model is ready for multimodal fusion training using the VCDN decoder.\n", - "\n", "We pretrain the model by:" ] }, @@ -545,13 +461,6 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### What Happens Here?\n", - "- The pretrained unimodal encoders are reused as feature extractors.\n", - "\n", - "- The VCDN decoder is trained to integrate outputs across all modalities.\n", - "\n", - "- This setup allows joint learning from all omics data types for improved cancer classification performance.\n", - "\n", "We start the multimodal training by:" ] }, @@ -569,12 +478,7 @@ "metadata": {}, "source": [ "## Step 4: Evaluation\n", - "Once training is complete, we evaluate the model on the test set using `trainer.test()`.\n", - "\n", - "### What is included in this step?\n", - "- Load the best model checkpoint.\n", - "- Run the model on the test split from the dataset.\n", - "- Return classification metrics such as accuracy, F1 score, etc." + "Once training is complete, we evaluate the model on the test set using `trainer.test()`." ] }, { @@ -591,26 +495,9 @@ "metadata": {}, "source": [ "## Step 5: Interpretation\n", - "\n", - "To better understand which features among multiomics data are the key biomarkers in cancer subtype classification and how decisions were made by the model, we perform an interpretation study to identify important biomarkers.\n", - "We identify the most influential features (biomarkers) using **feature-masking-based importance analysis**.\n", - "\n", "We use `kale.interpret` to perform interpretation, where a function that systematically masks input features and observes the effect on performance—highlighting which features are most important for classification is provided.\n", "\n", - "### How Feature Importance Is Computed?\n", - "The `select_top_features_by_masking` function in `PyKale` implements a feature ablation approach to estimate feature importance for multi-omics data.\n", - "\n", - "For each feature in each modality:\n", - "\n", - "- Temporarily mask (zero out) the feature.\n", - "\n", - "- Evaluate the model on the test set.\n", - "\n", - "- Measure the performance drop (e.g., in F1 score). The larger the drop, the more important the feature is.\n", - "\n", - "- Importance is calculated as $Importance_j=(FullMetric-MaskedMetric_j)\\times d$,\n", - "where $j$ is the feature index and $d$ is the number of features in the modality (to scale the effect)\n", - "For demonstration, we use **F1 score** as the metric to calculate feature importance." + "Please refer to [interpretation_study]() section for more details." ] }, { @@ -619,7 +506,7 @@ "source": [ "Because the interpretation study needs us to mask one feature and observe the performance drop, we firstly define the trainer for the interpretation experiments.\n", "\n", - "[**NOTE**] To reduce the running time in the tutorial, we set `cfg.SOLVER.MAX_EPOCHS` to 1. Therefore, the final results may be different from what they should be. Users can try to increase `cfg.SOLVER.MAX_EPOCHS` later." + "[**NOTE**] The final results may be different from what they should be because we only train the model for a few epochs to reduce waiting time in this tutorial." ] }, { @@ -707,46 +594,6 @@ "for rank, row in enumerate(df_featimp_top.itertuples(index=False), 1):\n", " print(f\"{rank:>4}\\t{row.feat_name:<20}\\t{row.omics:>5}\\t{row.imp:.4f}\")" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Full results of interpretation study\n", - "\n", - "We attach the full results of most important features reported in the original paper for reference:\n", - "\n", - "**Table 3**: Important features in BRCA dataset.\n", - "\n", - "| Omics | Importance features |\n", - "|:----------------:|:---------------------------------------------:|\n", - "| mRNA expression | SOX11, AMY1A, SLC6A15, FABP7, SLC6A14, SLC6A2, FGFBP1, DSG1, UGT8, ANKRD45, PI3, SERPINB5, COL11A2, ARHGEF4, SOX10 |\n", - "| DNA methylation | GPR37L1, MIR563, OR1J4, ATP10B, KRTAP3-3, FLJ41941, TMEM207, CDH26, MT1DP |\n", - "| miRNA expression | hsa-mir-205, hsa-mir-187, hsa-mir-452, hsa-mir-20b, hsa-mir-224, hsa-mir-204 |\n", - "\n", - "**Table 4**: Important features in ROSMAP dataset.\n", - "\n", - "| Omics | Importance features |\n", - "|:----------------:|:---------------------------------------------:|\n", - "| mRNA expression | NPNT, CDK18, KIF5A, SPACA6, TCEA3, SYTL1, ARRDC2, APLN |\n", - "| DNA methylation | TMC4, AGA, HYAL2, CCL3, TTC15 |\n", - "| miRNA expression | hsa-miR-423-3p, hsa-miR-33a, hsa-miR-640, hsa-miR-362-3p, hsa-miR-491-5p, hsa-miR-206, hsa-miR-548b-3p, hsa-miR-127-3p, hsa-miR-106a_hsa-miR-17, hsa-miR-424, hsa-miR-577, hsa-miR-873, hsa-miR-651, hsa-miR-199b-5p, hsa-miR-192, hsa-miR-199a-5p, hsv1-miR-H1 |" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Extension Tasks\n", - "### Task 1 - Unimodal v.s. Multimodal\n", - "Users can try to set the `cfg.DATASET.NUM_MODALITIES=1` to try only using single mRNA experission for prediction and compare its results with the ones using all three modalities.\n", - "\n", - "### Task 2 - Try another dataset\n", - "To try ROSMAP dataset, replace `\"experiments/BRCA.yaml\"` with `\"experiments/ROSMAP.yaml\"` in the following line under Configuration section and run the pipeline again.\n", - "```python\n", - "cfg.merge_from_file(\"experiments/BRCA.yaml\")\n", - "```" - ] } ], "metadata": { From f8573977572965e658c8d257e5abbb26ae99d604 Mon Sep 17 00:00:00 2001 From: wenruifan Date: Fri, 4 Jul 2025 14:55:05 +0100 Subject: [PATCH 5/9] Add extend readings. --- .../extend-reading/interpretation-study.md | 2 +- .../tutorial.ipynb | 15 ++++----------- 2 files changed, 5 insertions(+), 12 deletions(-) diff --git a/tutorials/multiomics-cancer-classification/extend-reading/interpretation-study.md b/tutorials/multiomics-cancer-classification/extend-reading/interpretation-study.md index 8791c08..ffeeefe 100644 --- a/tutorials/multiomics-cancer-classification/extend-reading/interpretation-study.md +++ b/tutorials/multiomics-cancer-classification/extend-reading/interpretation-study.md @@ -37,4 +37,4 @@ We attach the full results of most important features reported in the original p |:----------------:|:---------------------------------------------:| | mRNA expression | NPNT, CDK18, KIF5A, SPACA6, TCEA3, SYTL1, ARRDC2, APLN | | DNA methylation | TMC4, AGA, HYAL2, CCL3, TTC15 | -| miRNA expression | hsa-miR-423-3p, hsa-miR-33a, hsa-miR-640, hsa-miR-362-3p, hsa-miR-491-5p, hsa-miR-206, hsa-miR-548b-3p, hsa-miR-127-3p, hsa-miR-106a_hsa-miR-17, hsa-miR-424, hsa-miR-577, hsa-miR-873, hsa-miR-651, hsa-miR-199b-5p, hsa-miR-192, hsa-miR-199a-5p, hsv1-miR-H1 | \ No newline at end of file +| miRNA expression | hsa-miR-423-3p, hsa-miR-33a, hsa-miR-640, hsa-miR-362-3p, hsa-miR-491-5p, hsa-miR-206, hsa-miR-548b-3p, hsa-miR-127-3p, hsa-miR-106a_hsa-miR-17, hsa-miR-424, hsa-miR-577, hsa-miR-873, hsa-miR-651, hsa-miR-199b-5p, hsa-miR-192, hsa-miR-199a-5p, hsv1-miR-H1 | diff --git a/tutorials/multiomics-cancer-classification/tutorial.ipynb b/tutorials/multiomics-cancer-classification/tutorial.ipynb index 9300fee..351d6d1 100644 --- a/tutorials/multiomics-cancer-classification/tutorial.ipynb +++ b/tutorials/multiomics-cancer-classification/tutorial.ipynb @@ -247,7 +247,7 @@ "\n", "We use two multiomics benchmarks in this tutorial, BRCA and ROSMAP, which have been provided by the authors of MOGONET paper in [their repository](https://github.com/txWang/MOGONET).\n", "\n", - "If users are interested in more details regarding data organization, downloading, loading, and pre-processing, please refer to the [data]() page of the tutorial." + "If users are interested in more details regarding **data organization, downloading, loading, and pre-processing**, please refer to the [Data page](https://pykale.github.io/mmai-tutorials/tutorials/multiomics-cancer-classification/extend-reading/data.html) of the tutorial." ] }, { @@ -346,7 +346,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "If users are interested in more details regarding the model, please refer to the [helper_functions]() page of the tutorial.\n", + "If users are interested in more details regarding the model, please refer to the [Helper Function & Model Definition](https://pykale.github.io/mmai-tutorials/tutorials/multiomics-cancer-classification/extend-reading/helper-functions.html) of the tutorial.\n", "\n", "To initialize the model, we firstly call `MogonetModel` from [`model.py`](https://github.com/pykale/mmai-tutorials/blob/main/tutorials/multiomics-cancer-classification/model.py)." ] @@ -494,16 +494,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 5: Interpretation\n", - "We use `kale.interpret` to perform interpretation, where a function that systematically masks input features and observes the effect on performance—highlighting which features are most important for classification is provided.\n", + "## Step 5: Interpretation Study\n", + "We use `kale.interpret` to perform interpretation, where a function that systematically masks input features and observes the effect on performance—highlighting which features are most important for classification is provided. Please refer to [Interpret Study page](https://pykale.github.io/mmai-tutorials/tutorials/multiomics-cancer-classification/extend-reading/interpretation-study.html) for more details.\n", "\n", - "Please refer to [interpretation_study]() section for more details." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ "Because the interpretation study needs us to mask one feature and observe the performance drop, we firstly define the trainer for the interpretation experiments.\n", "\n", "[**NOTE**] The final results may be different from what they should be because we only train the model for a few epochs to reduce waiting time in this tutorial." From ec9e728866aa933f5c2e47c02eade028413bb366 Mon Sep 17 00:00:00 2001 From: wenruifan Date: Fri, 4 Jul 2025 14:57:07 +0100 Subject: [PATCH 6/9] Change notebook name. --- _toc.yml | 2 +- .../{tutorial.ipynb => cancer-tutorial.ipynb} | 0 2 files changed, 1 insertion(+), 1 deletion(-) rename tutorials/multiomics-cancer-classification/{tutorial.ipynb => cancer-tutorial.ipynb} (100%) diff --git a/_toc.yml b/_toc.yml index de8fcca..a989e5c 100644 --- a/_toc.yml +++ b/_toc.yml @@ -34,7 +34,7 @@ parts: - file: tutorials/brain-disorder-diagnosis/extend-reading/data-config title: Data & Config - file: tutorials/drug-target-interaction/tutorial - - file: tutorials/multiomics-cancer-classification/tutorial + - file: tutorials/multiomics-cancer-classification/cancer-tutorial sections: - file: tutorials/multiomics-cancer-classification/extend-reading/data title: Data diff --git a/tutorials/multiomics-cancer-classification/tutorial.ipynb b/tutorials/multiomics-cancer-classification/cancer-tutorial.ipynb similarity index 100% rename from tutorials/multiomics-cancer-classification/tutorial.ipynb rename to tutorials/multiomics-cancer-classification/cancer-tutorial.ipynb From c8534f0d3947355f404e887a600bb287cadcc88b Mon Sep 17 00:00:00 2001 From: wenruifan Date: Sun, 6 Jul 2025 17:23:53 +0100 Subject: [PATCH 7/9] Avoid numpy restarting for cancer and DTI tutorials. --- .../drug-target-interaction/tutorial.ipynb | 95 +- .../cancer-tutorial.ipynb | 1494 ++++++++++------- 2 files changed, 905 insertions(+), 684 deletions(-) diff --git a/tutorials/drug-target-interaction/tutorial.ipynb b/tutorials/drug-target-interaction/tutorial.ipynb index 253ac9f..7ad6dfe 100644 --- a/tutorials/drug-target-interaction/tutorial.ipynb +++ b/tutorials/drug-target-interaction/tutorial.ipynb @@ -77,24 +77,8 @@ "source": [ "The main package required for this tutorial is `PyKale`.\n", "\n", - "`PyKale` is an open-source interdisciplinary machine learning library developed at the University of Sheffield, with a focus on applications in biomedical and scientific domains." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "!pip install --quiet git+https://github.com/pykale/pykale@main\\\n", - " && echo \"PyKale installed successfully ✅\" \\\n", - " || echo \"Failed to install PyKale ❌\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ + "`PyKale` is an open-source interdisciplinary machine learning library developed at the University of Sheffield, with a focus on applications in biomedical and scientific domains.\n", + "\n", "Then, we install `PyG` (PyTorch Geometric) and related packages.\n", "\n", "Please **do not** re-run this session after installation completed. Runing this installation multiple times will trigger issues related to `PyG`. If you want to re-run this installation, please click the `Runtime` on the top menu and choose `Disconnect and delete runtime` before installing." @@ -106,74 +90,13 @@ "metadata": {}, "outputs": [], "source": [ - "import torch\n", - "import os\n", - "os.environ['TORCH'] = torch.__version__\n", - "!pip install -q torch-scatter -f https://data.pyg.org/whl/torch-${TORCH}.html\n", - "!pip install -q torch-sparse -f https://data.pyg.org/whl/torch-${TORCH}.html\n", - "\n", - "!pip install -q git+https://github.com/pyg-team/pytorch_geometric.git \\\n", - " && echo \"PyG installed successfully ✅\" \\\n", - " || echo \"Failed to install PyG ❌\"\n", - "\n", - "!pip install rdkit-pypi \\\n", - " && echo \"rdkit installed successfully ✅\" \\\n", - " || echo \"Failed to install rdkit ❌\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Then, we install other required packages in [`mmai-tutorials/requirements.txt`](https://github.com/pykale/mmai-tutorial/blob/main/requirements.txt)." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "%cd /content/mmai-tutorials/tutorials/drug-target-interaction\n", - "\n", - "!pip install --quiet -r /content/mmai-tutorials/requirements.txt \\\n", - " && echo \"Required packages installed successfully ✅\" \\\n", - " || echo \"Failed to install required packages ❌\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Please run the following block to reinstall `NumPy` to avoid bugs." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "\n", - "!pip install --upgrade --force-reinstall numpy==2.0.0\n", - "os.kill(os.getpid(), 9)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Install yacs" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "!pip install yacs" + "!pip install --quiet \\\n", + " git+https://github.com/pykale/pykale@support-torch-2.6 \\\n", + " yacs==0.1.8 \\\n", + " torch-scatter torch-sparse torch-cluster torch-spline-conv torch-geometric \\\n", + " -f https://data.pyg.org/whl/torch-2.6.0+cu124.html \\\n", + " && echo \"pykale,yacs and wfdb installed successfully ✅\" \\\n", + " || echo \"Failed to install pykale,yacs ❌\"" ] }, { diff --git a/tutorials/multiomics-cancer-classification/cancer-tutorial.ipynb b/tutorials/multiomics-cancer-classification/cancer-tutorial.ipynb index 351d6d1..68b93ab 100644 --- a/tutorials/multiomics-cancer-classification/cancer-tutorial.ipynb +++ b/tutorials/multiomics-cancer-classification/cancer-tutorial.ipynb @@ -1,600 +1,898 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Multiomics Cancer Classification" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "![overview.png](data:image/png;base64,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)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this tutorial, we demonstrate how to use the standard pipeline in `PyKale` to integrate **patient multiomics data** in **cancer classification**.\n", - "We use **M**ulti-**O**mics **G**raph c**O**nvolutional **NET**works (MOGONET) by **Huang et al. (Nature Communication, 2021)** as an example." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This tutorial is about cancer subtypes classification problem, which is a multi-class classification problem. The input is the multiomics data from patient, including mRNA expression data, DNA methylation data, and miRNA expression data. The output will be the subtype of cancers. We have two datasets to work with, **BRCA** and **ROSMAP**. BRCA has five subtypes and ROSMAP has only two." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 0: Environment Preparation\n", - "\n", - "As a starting point, we will install the required packages and load a set of helper functions to assist throughout this tutorial. To keep the output clean and focused on interpretation, we will also suppress warnings.\n", - "\n", - "To prepare the helper functions and necessary materials, we download them from the GitHub repository." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "!rm -rf /content/mmai-tutorials\n", - "!git clone https://github.com/pykale/mmai-tutorials.git" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Package Installation" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The main package required for this tutorial is `PyKale`.\n", - "\n", - "`PyKale` is an open-source interdisciplinary machine learning library developed at the University of Sheffield, with a focus on applications in biomedical and scientific domains." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "!pip install --quiet git+https://github.com/pykale/pykale@support-torch-2.6\\\n", - " && echo \"PyKale installed successfully ✅\" \\\n", - " || echo \"Failed to install PyKale ❌\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Then, we install `PyG` (PyTorch Geometric) and related packages.\n", - "\n", - "[**WARNING**] Please don't re-run this session after installation completed. Runing this installation multiple times will trigger issues related to `PyG`. If you want to re-run this installation, please click the `Runtime` on the top menu and choose `Disconnect and delete runtime` before installing." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import torch\n", - "import os\n", - "os.environ['TORCH'] = torch.__version__\n", - "!pip install -q torch-scatter -f https://data.pyg.org/whl/torch-${TORCH}.html\n", - "!pip install -q torch-sparse -f https://data.pyg.org/whl/torch-${TORCH}.html\n", - "!pip install -q git+https://github.com/pyg-team/pytorch_geometric.git \\\n", - " && echo \"PyG installed successfully ✅\" \\\n", - " || echo \"Failed to install PyG ❌\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Then, we install other required packages in [`mmai-tutorial/requirements.txt`](https://github.com/pykale/mmai-tutorial/blob/main/requirements.txt)." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "%cd /content/mmai-tutorials/tutorials/multiomics-cancer-classification\n", - "\n", - "!pip install --quiet -r /content/mmai-tutorials/requirements.txt \\\n", - " && echo \"Required packages installed successfully ✅\" \\\n", - " || echo \"Failed to install required packages ❌\"\n", - "!pip install yacs" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "[optional] For Colab users, please run the following block to reinstall `NumPy` to avoid bugs.\n", - "\n", - "[**NOTE**] It is normal to have a crash message after running the following block. That is because we replace the version of `NumPy`. Please ignore it and continue running the blocks behind. **Please don't re-run the above blocks after the crashing message.**" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "\n", - "!pip install --upgrade --force-reinstall numpy==2.0.0\n", - "os.kill(os.getpid(), 9)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We then hide the warnings messages to get a clear output." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "import warnings\n", - "\n", - "warnings.filterwarnings(\"ignore\")\n", - "os.environ[\"PYTHONWARNINGS\"] = \"ignore\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Configuration\n", - "\n", - "To minimize the footprint of the notebook when specifying configurations, we provide a [`config.py`](https://github.com/pykale/mmai-tutorial/blob/main/tutorials/multiomics-cancer-classification/config.py) file that defines default parameters. These can be customized by supplying a `.yaml` configuration file, such as [`experiments/BRCA.yaml`](https://github.com/pykale/mmai-tutorial/blob/main/tutorials/multiomics-cancer-classification/experiments/BRCA.yaml) as an example.\n", - "\n", - "First, we load the configuration from [`experiments/BRCA.yaml`](https://github.com/pykale/mmai-tutorial/blob/main/tutorials/multiomics-cancer-classification/experiments/BRCA.yaml)." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "%cd /content/mmai-tutorials/tutorials/multiomics-cancer-classification\n", - "\n", - "from config import get_cfg_defaults\n", - "\n", - "cfg = get_cfg_defaults()\n", - "cfg.merge_from_file(\"experiments/BRCA.yaml\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Besides, we also provide a configuration file for another dataset **ROSMAP**, named [`experiments/ROSMAP.yaml`](https://github.com/pykale/embc-mmai25/blob/main/tutorials/multiomics-cancer-classification/experiments/ROSMAP.yaml). Users can try with this dataset later." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this tutorial, we list the hyperparameters we would like users to play with outside the `.yaml` file:\n", - "- `cfg.SOLVER.MAX_EPOCHS_PRETRAIN`: Number of epochs in pre-training stage.\n", - "- `cfg.SOLVER.MAX_EPOCHS`: Number of epochs in training stage.\n", - "- `cfg.DATASET.NUM_MODALITIES`: Number of modalities in the pipeline.\n", - " - `1`: mRNA expression.\n", - " - `2`: mRNA expression + DNA methylation.\n", - " - `3`: mRNA expression + DNA methylation + miRNA expression.\n", - "\n", - "[**NOTE**] Because this tutorial aims to demonmstrate `PyKale` pipeline, we only set `cfg.SOLVER.MAX_EPOCHS_PRETRAIN=100` and `cfg.SOLVER.MAX_EPOCHS=500` to reduce the training time.\n", - "If users are interested, please increase them to get more accurate predictions." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "cfg.SOLVER.MAX_EPOCHS_PRETRAIN = 100\n", - "cfg.SOLVER.MAX_EPOCHS = 500\n", - "cfg.DATASET.NUM_MODALITIES = 3" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Print hyperparameters:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(cfg)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1: Data Loading and Preparation\n", - "\n", - "We use two multiomics benchmarks in this tutorial, BRCA and ROSMAP, which have been provided by the authors of MOGONET paper in [their repository](https://github.com/txWang/MOGONET).\n", - "\n", - "If users are interested in more details regarding **data organization, downloading, loading, and pre-processing**, please refer to the [Data page](https://pykale.github.io/mmai-tutorials/tutorials/multiomics-cancer-classification/extend-reading/data.html) of the tutorial." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Delete the potential existing data and download new version:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "!rm -rf dataset/" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To load data, we first define a list the names of data files:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "file_names = []\n", - "for modality in range(1, cfg.DATASET.NUM_MODALITIES + 1):\n", - " file_names.append(f\"{modality}_tr.csv\")\n", - " file_names.append(f\"{modality}_lbl_tr.csv\")\n", - " file_names.append(f\"{modality}_te.csv\")\n", - " file_names.append(f\"{modality}_lbl_te.csv\")\n", - " file_names.append(f\"{modality}_feat_name.csv\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Then, we download, load, and pre-process the data by `PyKale`." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import torch\n", - "from kale.loaddata.multiomics_datasets import SparseMultiomicsDataset\n", - "from kale.prepdata.tabular_transform import ToOneHotEncoding, ToTensor\n", - "\n", - "multiomics_data = SparseMultiomicsDataset(\n", - " root=cfg.DATASET.ROOT,\n", - " raw_file_names=file_names,\n", - " num_modalities=cfg.DATASET.NUM_MODALITIES,\n", - " num_classes=cfg.DATASET.NUM_CLASSES,\n", - " edge_per_node=cfg.MODEL.EDGE_PER_NODE,\n", - " url=cfg.DATASET.URL,\n", - " random_split=cfg.DATASET.RANDOM_SPLIT,\n", - " equal_weight=cfg.MODEL.EQUAL_WEIGHT,\n", - " pre_transform=ToTensor(dtype=torch.float),\n", - " target_pre_transform=ToOneHotEncoding(dtype=torch.float),\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Inspect the dataset:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(multiomics_data)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2: Model Definition" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If users are interested in more details regarding the model, please refer to the [Helper Function & Model Definition](https://pykale.github.io/mmai-tutorials/tutorials/multiomics-cancer-classification/extend-reading/helper-functions.html) of the tutorial.\n", - "\n", - "To initialize the model, we firstly call `MogonetModel` from [`model.py`](https://github.com/pykale/mmai-tutorials/blob/main/tutorials/multiomics-cancer-classification/model.py)." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from model import MogonetModel\n", - "\n", - "mogonet_model = MogonetModel(cfg, dataset=multiomics_data)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Visualize the model architecture:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(mogonet_model)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Model Training" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Pretrain Unimodal Encoders\n", - "\n", - "Before training the multiomics model, we first pretrain encoders for each modality independently. This step helps each GCN encoder learn a good representation of its respective modality before integration.\n", - "\n", - "We can define the trainer of pretraining stage by:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import pytorch_lightning as pl\n", - "\n", - "network = mogonet_model.get_model(pretrain=True)\n", - "trainer_pretrain = pl.Trainer(\n", - " max_epochs=cfg.SOLVER.MAX_EPOCHS_PRETRAIN,\n", - " default_root_dir=cfg.OUTPUT.OUT_DIR,\n", - " accelerator=\"auto\",\n", - " devices=\"auto\",\n", - " enable_model_summary=False,\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We pretrain the model by:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "trainer_pretrain.fit(network)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Train the Multimodal Model\n", - "After pretraining the unimodal pathways, we now train the full MOGONET model by enabling the VCDN. In this stage, all modality-specific encoders and VCDN are trained.\n", - "\n", - "We define the trainer of multimodal training by:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "network = mogonet_model.get_model(pretrain=False)\n", - "trainer = pl.Trainer(\n", - " max_epochs=cfg.SOLVER.MAX_EPOCHS,\n", - " default_root_dir=cfg.OUTPUT.OUT_DIR,\n", - " accelerator=\"auto\",\n", - " devices=\"auto\",\n", - " enable_model_summary=False,\n", - " log_every_n_steps=1,\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We start the multimodal training by:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "trainer.fit(network)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 4: Evaluation\n", - "Once training is complete, we evaluate the model on the test set using `trainer.test()`." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "trainer.test(network)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 5: Interpretation Study\n", - "We use `kale.interpret` to perform interpretation, where a function that systematically masks input features and observes the effect on performance—highlighting which features are most important for classification is provided. Please refer to [Interpret Study page](https://pykale.github.io/mmai-tutorials/tutorials/multiomics-cancer-classification/extend-reading/interpretation-study.html) for more details.\n", - "\n", - "Because the interpretation study needs us to mask one feature and observe the performance drop, we firstly define the trainer for the interpretation experiments.\n", - "\n", - "[**NOTE**] The final results may be different from what they should be because we only train the model for a few epochs to reduce waiting time in this tutorial." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from kale.interpret.model_weights import select_top_features_by_masking\n", - "import pytorch_lightning as pl\n", - "\n", - "trainer_biomarker = pl.Trainer(\n", - " max_epochs=cfg.SOLVER.MAX_EPOCHS,\n", - " accelerator=\"auto\",\n", - " devices=\"auto\",\n", - " enable_progress_bar=False,\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Then, we start the experiment." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To supress the verbose messages in the following experiments:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import logging\n", - "\n", - "logging.getLogger(\"pytorch_lightning\").setLevel(logging.ERROR)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Run the interpretation experiments:\n", - "\n", - "[**WARNING**] Because the following block will train the model for 2,503 times for BRCA dataset, the following block may take about 6 minutes." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "f1_key = \"F1\" if multiomics_data.num_classes == 2 else \"F1 macro\"\n", - "df_featimp_top = select_top_features_by_masking(\n", - " trainer=trainer_biomarker,\n", - " model=network,\n", - " dataset=multiomics_data,\n", - " metric=f1_key,\n", - " num_top_feats=30,\n", - " verbose=False,\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Print the most important features:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(\"{:>4}\\t{:<20}\\t{:>5}\\t{}\".format(\"Rank\", \"Feature name\", \"Omics\", \"Importance\"))\n", - "for rank, row in enumerate(df_featimp_top.itertuples(index=False), 1):\n", - " print(f\"{rank:>4}\\t{row.feat_name:<20}\\t{row.omics:>5}\\t{row.imp:.4f}\")" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "name": "python3" - } - }, - "nbformat": 4, - "nbformat_minor": 0 + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + } + }, + "cells": [ + { + "metadata": {}, + "source": [ + "# Multiomics Cancer Classification" + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "![overview.png](data:image/png;base64,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)" + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "In this tutorial, we demonstrate how to use the standard pipeline in `PyKale` to integrate **patient multiomics data** in **cancer classification**.\n", + "We use **M**ulti-**O**mics **G**raph c**O**nvolutional **NET**works (MOGONET) by **Huang et al. (Nature Communication, 2021)** as an example." + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "This tutorial is about cancer subtypes classification problem, which is a multi-class classification problem. The input is the multiomics data from patient, including mRNA expression data, DNA methylation data, and miRNA expression data. The output will be the subtype of cancers. We have two datasets to work with, **BRCA** and **ROSMAP**. BRCA has five subtypes and ROSMAP has only two." + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "## Step 0: Environment Preparation\n", + "\n", + "As a starting point, we will install the required packages and load a set of helper functions to assist throughout this tutorial. To keep the output clean and focused on interpretation, we will also suppress warnings.\n", + "\n", + "To prepare the helper functions and necessary materials, we download them from the GitHub repository." + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "!rm -rf /content/mmai-tutorials\n", + "!git clone https://github.com/pykale/mmai-tutorials.git" + ], + "cell_type": "code", + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Cloning into 'mmai-tutorials'...\n", + "remote: Enumerating objects: 1595, done.\u001b[K\n", + "remote: Counting objects: 100% (290/290), done.\u001b[K\n", + "remote: Compressing objects: 100% (164/164), done.\u001b[K\n", + "remote: Total 1595 (delta 170), reused 188 (delta 113), pack-reused 1305 (from 1)\u001b[K\n", + "Receiving objects: 100% (1595/1595), 23.47 MiB | 29.63 MiB/s, done.\n", + "Resolving deltas: 100% (828/828), done.\n" + ] + } + ], + "execution_count": null + }, + { + "metadata": {}, + "source": [ + "### Package Installation" + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "The main package required for this tutorial is `PyKale`.\n", + "\n", + "`PyKale` is an open-source interdisciplinary machine learning library developed at the University of Sheffield, with a focus on applications in biomedical and scientific domains.\n", + "\n", + "Then, we install `PyG` (PyTorch Geometric) and related packages.\n", + "\n", + "[**WARNING**] Please **do not** re-run this session after installation completed. Runing this installation multiple times will trigger issues related to `PyG`. If you want to re-run this installation, please click the `Runtime` on the top menu and choose `Disconnect and delete runtime` before installing.\n", + "\n", + "[Estimated running time] 3 mins" + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "!pip install --quiet \\\n", + " git+https://github.com/pykale/pykale@support-torch-2.6 \\\n", + " yacs==0.1.8 \\\n", + " torch-scatter torch-sparse torch-cluster torch-spline-conv torch-geometric \\\n", + " -f https://data.pyg.org/whl/torch-2.6.0+cu124.html \\\n", + " && echo \"pykale,yacs and wfdb installed successfully \u2705\" \\\n", + " || echo \"Failed to install pykale,yacs \u274c\"" + ], + "cell_type": "code", + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n", + " Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n", + " Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", + "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m10.8/10.8 MB\u001b[0m \u001b[31m114.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m5.0/5.0 MB\u001b[0m \u001b[31m113.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m3.4/3.4 MB\u001b[0m \u001b[31m106.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m1.0/1.0 MB\u001b[0m \u001b[31m64.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m63.1/63.1 kB\u001b[0m \u001b[31m2.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m1.1/1.1 MB\u001b[0m \u001b[31m28.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m825.4/825.4 kB\u001b[0m \u001b[31m54.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m7.4/7.4 MB\u001b[0m \u001b[31m117.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m363.4/363.4 MB\u001b[0m \u001b[31m3.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m13.8/13.8 MB\u001b[0m \u001b[31m72.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m24.6/24.6 MB\u001b[0m \u001b[31m62.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m883.7/883.7 kB\u001b[0m \u001b[31m43.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m664.8/664.8 MB\u001b[0m \u001b[31m2.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m211.5/211.5 MB\u001b[0m \u001b[31m6.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m56.3/56.3 MB\u001b[0m \u001b[31m12.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m127.9/127.9 MB\u001b[0m \u001b[31m7.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m207.5/207.5 MB\u001b[0m \u001b[31m5.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m21.1/21.1 MB\u001b[0m \u001b[31m102.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m963.5/963.5 kB\u001b[0m \u001b[31m63.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25h Building wheel for pykale (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", + "pykale,yacs and wfdb installed successfully \u2705\n" + ] + } + ], + "execution_count": null + }, + { + "metadata": {}, + "source": [ + "We then hide the warnings messages to get a clear output." + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "import os\n", + "import warnings\n", + "\n", + "warnings.filterwarnings(\"ignore\")\n", + "os.environ[\"PYTHONWARNINGS\"] = \"ignore\"" + ], + "cell_type": "code", + "outputs": [], + "execution_count": null + }, + { + "metadata": {}, + "source": [ + "### Configuration\n", + "\n", + "To minimize the footprint of the notebook when specifying configurations, we provide a [`config.py`](https://github.com/pykale/mmai-tutorial/blob/main/tutorials/multiomics-cancer-classification/config.py) file that defines default parameters. These can be customized by supplying a `.yaml` configuration file, such as [`experiments/BRCA.yaml`](https://github.com/pykale/mmai-tutorial/blob/main/tutorials/multiomics-cancer-classification/experiments/BRCA.yaml) as an example.\n", + "\n", + "First, we load the configuration from [`experiments/BRCA.yaml`](https://github.com/pykale/mmai-tutorial/blob/main/tutorials/multiomics-cancer-classification/experiments/BRCA.yaml)." + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "%cd /content/mmai-tutorials/tutorials/multiomics-cancer-classification\n", + "\n", + "from config import get_cfg_defaults\n", + "\n", + "cfg = get_cfg_defaults()\n", + "cfg.merge_from_file(\"experiments/BRCA.yaml\")" + ], + "cell_type": "code", + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "/content/mmai-tutorials/tutorials/multiomics-cancer-classification\n" + ] + } + ], + "execution_count": null + }, + { + "metadata": {}, + "source": [ + "Besides, we also provide a configuration file for another dataset **ROSMAP**, named [`experiments/ROSMAP.yaml`](https://github.com/pykale/embc-mmai25/blob/main/tutorials/multiomics-cancer-classification/experiments/ROSMAP.yaml). Users can try with this dataset later." + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "In this tutorial, we list the hyperparameters we would like users to play with outside the `.yaml` file:\n", + "- `cfg.SOLVER.MAX_EPOCHS_PRETRAIN`: Number of epochs in pre-training stage.\n", + "- `cfg.SOLVER.MAX_EPOCHS`: Number of epochs in training stage.\n", + "- `cfg.DATASET.NUM_MODALITIES`: Number of modalities in the pipeline.\n", + " - `1`: mRNA expression.\n", + " - `2`: mRNA expression + DNA methylation.\n", + " - `3`: mRNA expression + DNA methylation + miRNA expression.\n", + "\n", + "[**NOTE**] Because this tutorial aims to demonmstrate `PyKale` pipeline, we only set `cfg.SOLVER.MAX_EPOCHS_PRETRAIN=100` and `cfg.SOLVER.MAX_EPOCHS=500` to reduce the training time.\n", + "If users are interested, please increase them to get more accurate predictions." + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "cfg.SOLVER.MAX_EPOCHS_PRETRAIN = 100\n", + "cfg.SOLVER.MAX_EPOCHS = 500\n", + "cfg.DATASET.NUM_MODALITIES = 3" + ], + "cell_type": "code", + "outputs": [], + "execution_count": null + }, + { + "metadata": {}, + "source": [ + "Print hyperparameters:" + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "print(cfg)" + ], + "cell_type": "code", + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "DATASET:\n", + " NAME: TCGA_BRCA\n", + " NUM_CLASSES: 5\n", + " NUM_MODALITIES: 3\n", + " RANDOM_SPLIT: False\n", + " ROOT: dataset/\n", + " URL: https://github.com/pykale/data/raw/main/multiomics/TCGA_BRCA.zip\n", + "MODEL:\n", + " EDGE_PER_NODE: 10\n", + " EQUAL_WEIGHT: False\n", + " GCN_DROPOUT_RATE: 0.5\n", + " GCN_HIDDEN_DIM: [400, 400, 200]\n", + " GCN_LR: 0.0005\n", + " GCN_LR_PRETRAIN: 0.001\n", + " VCDN_LR: 0.001\n", + "OUTPUT:\n", + " OUT_DIR: ./outputs\n", + "SOLVER:\n", + " MAX_EPOCHS: 500\n", + " MAX_EPOCHS_PRETRAIN: 100\n", + " SEED: 2023\n" + ] + } + ], + "execution_count": null + }, + { + "metadata": {}, + "source": [ + "## Step 1: Data Loading and Preparation\n", + "\n", + "We use two multiomics benchmarks in this tutorial, BRCA and ROSMAP, which have been provided by the authors of MOGONET paper in [their repository](https://github.com/txWang/MOGONET).\n", + "\n", + "If users are interested in more details regarding **data organization, downloading, loading, and pre-processing**, please refer to the [Data page](https://pykale.github.io/mmai-tutorials/tutorials/multiomics-cancer-classification/extend-reading/data.html) of the tutorial." + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "Delete the potential existing data and download new version:" + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "!rm -rf dataset/" + ], + "cell_type": "code", + "outputs": [], + "execution_count": null + }, + { + "metadata": {}, + "source": [ + "To load data, we first define a list the names of data files:" + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "file_names = []\n", + "for modality in range(1, cfg.DATASET.NUM_MODALITIES + 1):\n", + " file_names.append(f\"{modality}_tr.csv\")\n", + " file_names.append(f\"{modality}_lbl_tr.csv\")\n", + " file_names.append(f\"{modality}_te.csv\")\n", + " file_names.append(f\"{modality}_lbl_te.csv\")\n", + " file_names.append(f\"{modality}_feat_name.csv\")" + ], + "cell_type": "code", + "outputs": [], + "execution_count": null + }, + { + "metadata": {}, + "source": [ + "Then, we download, load, and pre-process the data by `PyKale`.\n", + "\n", + "[Estimated running time] 20s" + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "import torch\n", + "from kale.loaddata.multiomics_datasets import SparseMultiomicsDataset\n", + "from kale.prepdata.tabular_transform import ToOneHotEncoding, ToTensor\n", + "\n", + "multiomics_data = SparseMultiomicsDataset(\n", + " root=cfg.DATASET.ROOT,\n", + " raw_file_names=file_names,\n", + " num_modalities=cfg.DATASET.NUM_MODALITIES,\n", + " num_classes=cfg.DATASET.NUM_CLASSES,\n", + " edge_per_node=cfg.MODEL.EDGE_PER_NODE,\n", + " url=cfg.DATASET.URL,\n", + " random_split=cfg.DATASET.RANDOM_SPLIT,\n", + " equal_weight=cfg.MODEL.EQUAL_WEIGHT,\n", + " pre_transform=ToTensor(dtype=torch.float),\n", + " target_pre_transform=ToOneHotEncoding(dtype=torch.float),\n", + ")" + ], + "cell_type": "code", + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "Downloading https://github.com/pykale/data/raw/main/multiomics/TCGA_BRCA.zip\n", + "Extracting dataset/raw/TCGA_BRCA.zip\n", + "Processing...\n", + "Done!\n" + ] + } + ], + "execution_count": null + }, + { + "metadata": {}, + "source": [ + "Inspect the dataset:" + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "print(multiomics_data)" + ], + "cell_type": "code", + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Dataset info:\n", + " number of modalities: 3\n", + " number of classes: 5\n", + "\n", + " modality | total samples | num train | num test | num features\n", + " -----------------------------------------------------------------\n", + " 1 | 875 | 612 | 263 | 1000 \n", + " 2 | 875 | 612 | 263 | 1000 \n", + " 3 | 875 | 612 | 263 | 503 \n", + " -----------------------------------------------------------------\n", + "\n", + "\n" + ] + } + ], + "execution_count": null + }, + { + "metadata": {}, + "source": [ + "## Step 2: Model Definition" + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "If users are interested in more details regarding the model, please refer to the [Helper Function & Model Definition](https://pykale.github.io/mmai-tutorials/tutorials/multiomics-cancer-classification/extend-reading/helper-functions.html) of the tutorial.\n", + "\n", + "To initialize the model, we firstly call `MogonetModel` from [`model.py`](https://github.com/pykale/mmai-tutorials/blob/main/tutorials/multiomics-cancer-classification/model.py)." + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "from model import MogonetModel\n", + "\n", + "mogonet_model = MogonetModel(cfg, dataset=multiomics_data)" + ], + "cell_type": "code", + "outputs": [], + "execution_count": null + }, + { + "metadata": {}, + "source": [ + "Visualize the model architecture:" + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "print(mogonet_model)" + ], + "cell_type": "code", + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Model info:\n", + " Unimodal encoder:\n", + " (1) MogonetGCN(\n", + " (conv1): MogonetGCNConv(1000, 400)\n", + " (conv2): MogonetGCNConv(400, 400)\n", + " (conv3): MogonetGCNConv(400, 200)\n", + ") (2) MogonetGCN(\n", + " (conv1): MogonetGCNConv(1000, 400)\n", + " (conv2): MogonetGCNConv(400, 400)\n", + " (conv3): MogonetGCNConv(400, 200)\n", + ") (3) MogonetGCN(\n", + " (conv1): MogonetGCNConv(503, 400)\n", + " (conv2): MogonetGCNConv(400, 400)\n", + " (conv3): MogonetGCNConv(400, 200)\n", + ")\n", + "\n", + " Unimodal decoder:\n", + " (1) LinearClassifier(\n", + " (fc): Linear(in_features=200, out_features=5, bias=True)\n", + ") (2) LinearClassifier(\n", + " (fc): Linear(in_features=200, out_features=5, bias=True)\n", + ") (3) LinearClassifier(\n", + " (fc): Linear(in_features=200, out_features=5, bias=True)\n", + ")\n", + "\n", + " Multimodal decoder:\n", + " VCDN(\n", + " (model): Sequential(\n", + " (0): Linear(in_features=125, out_features=125, bias=True)\n", + " (1): LeakyReLU(negative_slope=0.25)\n", + " (2): Linear(in_features=125, out_features=5, bias=True)\n", + " )\n", + ")\n" + ] + } + ], + "execution_count": null + }, + { + "metadata": {}, + "source": [ + "## Step 3: Model Training" + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "### Pretrain Unimodal Encoders\n", + "\n", + "Before training the multiomics model, we first pretrain encoders for each modality independently. This step helps each GCN encoder learn a good representation of its respective modality before integration.\n", + "\n", + "We can define the trainer of pretraining stage by:" + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "import pytorch_lightning as pl\n", + "\n", + "network = mogonet_model.get_model(pretrain=True)\n", + "trainer_pretrain = pl.Trainer(\n", + " max_epochs=cfg.SOLVER.MAX_EPOCHS_PRETRAIN,\n", + " default_root_dir=cfg.OUTPUT.OUT_DIR,\n", + " accelerator=\"auto\",\n", + " devices=\"auto\",\n", + " enable_model_summary=False,\n", + ")" + ], + "cell_type": "code", + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "INFO:pytorch_lightning.utilities.rank_zero:\ud83d\udca1 Tip: For seamless cloud uploads and versioning, try installing [litmodels](https://pypi.org/project/litmodels/) to enable LitModelCheckpoint, which syncs automatically with the Lightning model registry.\n", + "INFO:pytorch_lightning.utilities.rank_zero:GPU available: True (cuda), used: True\n", + "INFO:pytorch_lightning.utilities.rank_zero:TPU available: False, using: 0 TPU cores\n", + "INFO:pytorch_lightning.utilities.rank_zero:HPU available: False, using: 0 HPUs\n" + ] + } + ], + "execution_count": null + }, + { + "metadata": {}, + "source": [ + "We pretrain the model by:\n", + "\n", + "\n", + "[Estimated running time] 15s for 100 epochs" + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "trainer_pretrain.fit(network)" + ], + "cell_type": "code", + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "INFO:pytorch_lightning.accelerators.cuda:LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n" + ] + }, + { + "output_type": "display_data", + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "aab535d07a38416cb9eaa31fcb983950", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Training: | | 0/? [00:00\u250f\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2533\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2513\n", + "\u2503 Test metric \u2503 DataLoader 0 \u2503\n", + "\u2521\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2547\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2529\n", + "\u2502 Accuracy \u2502 0.8019999861717224 \u2502\n", + "\u2502 F1 macro \u2502 0.7310000061988831 \u2502\n", + "\u2502 F1 weighted \u2502 0.7850000262260437 \u2502\n", + "\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n", + "\n" + ], + "text/plain": [ + "\u250f\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2533\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2513\n", + "\u2503\u001b[1m \u001b[0m\u001b[1m Test metric \u001b[0m\u001b[1m \u001b[0m\u2503\u001b[1m \u001b[0m\u001b[1m DataLoader 0 \u001b[0m\u001b[1m \u001b[0m\u2503\n", + "\u2521\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2547\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2529\n", + "\u2502\u001b[36m \u001b[0m\u001b[36m Accuracy \u001b[0m\u001b[36m \u001b[0m\u2502\u001b[35m \u001b[0m\u001b[35m 0.8019999861717224 \u001b[0m\u001b[35m \u001b[0m\u2502\n", + "\u2502\u001b[36m \u001b[0m\u001b[36m F1 macro \u001b[0m\u001b[36m \u001b[0m\u2502\u001b[35m \u001b[0m\u001b[35m 0.7310000061988831 \u001b[0m\u001b[35m \u001b[0m\u2502\n", + "\u2502\u001b[36m \u001b[0m\u001b[36m F1 weighted \u001b[0m\u001b[36m \u001b[0m\u2502\u001b[35m \u001b[0m\u001b[35m 0.7850000262260437 \u001b[0m\u001b[35m \u001b[0m\u2502\n", + "\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n" + ] + }, + "metadata": {} + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[{'Accuracy': 0.8019999861717224,\n", + " 'F1 weighted': 0.7850000262260437,\n", + " 'F1 macro': 0.7310000061988831}]" + ] + }, + "metadata": {}, + "execution_count": 17 + } + ], + "execution_count": null + }, + { + "metadata": {}, + "source": [ + "## Step 5: Interpretation Study\n", + "We use `kale.interpret` to perform interpretation, where a function that systematically masks input features and observes the effect on performance\u2014highlighting which features are most important for classification is provided. Please refer to [Interpret Study page](https://pykale.github.io/mmai-tutorials/tutorials/multiomics-cancer-classification/extend-reading/interpretation-study.html) for more details.\n", + "\n", + "Because the interpretation study needs us to mask one feature and observe the performance drop, we firstly define the trainer for the interpretation experiments.\n", + "\n", + "[**NOTE**] The final results may be different from what they should be because we only train the model for a few epochs to reduce waiting time in this tutorial." + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "from kale.interpret.model_weights import select_top_features_by_masking\n", + "import pytorch_lightning as pl\n", + "\n", + "trainer_biomarker = pl.Trainer(\n", + " max_epochs=cfg.SOLVER.MAX_EPOCHS,\n", + " accelerator=\"auto\",\n", + " devices=\"auto\",\n", + " enable_progress_bar=False,\n", + ")" + ], + "cell_type": "code", + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "INFO:pytorch_lightning.utilities.rank_zero:\ud83d\udca1 Tip: For seamless cloud uploads and versioning, try installing [litmodels](https://pypi.org/project/litmodels/) to enable LitModelCheckpoint, which syncs automatically with the Lightning model registry.\n", + "INFO:pytorch_lightning.utilities.rank_zero:GPU available: True (cuda), used: True\n", + "INFO:pytorch_lightning.utilities.rank_zero:TPU available: False, using: 0 TPU cores\n", + "INFO:pytorch_lightning.utilities.rank_zero:HPU available: False, using: 0 HPUs\n" + ] + } + ], + "execution_count": null + }, + { + "metadata": {}, + "source": [ + "Then, we start the experiment." + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "To supress the verbose messages in the following experiments:" + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "import logging\n", + "\n", + "logging.getLogger(\"pytorch_lightning\").setLevel(logging.ERROR)" + ], + "cell_type": "code", + "outputs": [], + "execution_count": null + }, + { + "metadata": {}, + "source": [ + "Run the interpretation experiments:\n", + "\n", + "[Estimated running time] Because the following block will train the model for 2,503 times for BRCA dataset, the following block may take about 6 minutes." + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "f1_key = \"F1\" if multiomics_data.num_classes == 2 else \"F1 macro\"\n", + "df_featimp_top = select_top_features_by_masking(\n", + " trainer=trainer_biomarker,\n", + " model=network,\n", + " dataset=multiomics_data,\n", + " metric=f1_key,\n", + " num_top_feats=30,\n", + " verbose=False,\n", + ")" + ], + "cell_type": "code", + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [] + } + ], + "execution_count": null + }, + { + "metadata": {}, + "source": [ + "Print the most important features:" + ], + "cell_type": "markdown" + }, + { + "metadata": {}, + "source": [ + "print(\"{:>4}\\t{:<20}\\t{:>5}\\t{}\".format(\"Rank\", \"Feature name\", \"Omics\", \"Importance\"))\n", + "for rank, row in enumerate(df_featimp_top.itertuples(index=False), 1):\n", + " print(f\"{rank:>4}\\t{row.feat_name:<20}\\t{row.omics:>5}\\t{row.imp:.4f}\")" + ], + "cell_type": "code", + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Rank\tFeature name \tOmics\tImportance\n", + " 1\tMT1DP \t 1\t39.0000\n", + " 2\tLMOD3 \t 1\t33.0000\n", + " 3\tGPR37L1 \t 1\t32.0000\n", + " 4\thsa-mir-9-1 \t 2\t26.1560\n", + " 5\tSOX10|6663 \t 0\t23.0000\n", + " 6\tPTX3|5806 \t 0\t23.0000\n", + " 7\tKRT6B|3854 \t 0\t23.0000\n", + " 8\tCRHR1|1394 \t 0\t23.0000\n", + " 9\tFABP7|2173 \t 0\t23.0000\n", + " 10\tPI3|5266 \t 0\t23.0000\n", + " 11\thsa-mir-9-2 \t 2\t20.6230\n", + " 12\tSERPINB5|5268 \t 0\t20.0000\n", + " 13\tSEC16A|9919 \t 0\t19.0000\n", + " 14\tMIR645 \t 1\t19.0000\n", + " 15\tOR1J4 \t 1\t19.0000\n", + " 16\tCYP4B1|1580 \t 0\t19.0000\n", + " 17\tMSLN|10232 \t 0\t19.0000\n", + " 18\thsa-mir-187 \t 2\t17.6050\n", + " 19\thsa-mir-203 \t 2\t17.6050\n", + " 20\tC1orf106|55765 \t 0\t17.0000\n", + " 21\tPRC1|9055 \t 0\t17.0000\n", + " 22\thsa-mir-934 \t 2\t16.5990\n", + " 23\thsa-mir-135b \t 2\t16.5990\n", + " 24\thsa-mir-24-2 \t 2\t16.5990\n", + " 25\thsa-mir-378 \t 2\t16.0960\n", + " 26\thsa-mir-18a \t 2\t15.0900\n", + " 27\thsa-mir-1269 \t 2\t15.0900\n", + " 28\tROPN1B|152015 \t 0\t15.0000\n", + " 29\tUGT8|7368 \t 0\t15.0000\n", + " 30\tSLC6A14|11254 \t 0\t15.0000\n" + ] + } + ], + "execution_count": null + } + ] } From c97beb2e206d67d0bb7eb55cef62600237c154c2 Mon Sep 17 00:00:00 2001 From: wenruifan Date: Mon, 7 Jul 2025 13:33:27 +0100 Subject: [PATCH 8/9] Avoid numpy restarting for cancer and DTI tutorials. --- .../drug-target-interaction/tutorial.ipynb | 2 +- .../cancer-tutorial.ipynb | 572 +++++++++--------- 2 files changed, 287 insertions(+), 287 deletions(-) diff --git a/tutorials/drug-target-interaction/tutorial.ipynb b/tutorials/drug-target-interaction/tutorial.ipynb index 7ad6dfe..62fde32 100644 --- a/tutorials/drug-target-interaction/tutorial.ipynb +++ b/tutorials/drug-target-interaction/tutorial.ipynb @@ -91,7 +91,7 @@ "outputs": [], "source": [ "!pip install --quiet \\\n", - " git+https://github.com/pykale/pykale@support-torch-2.6 \\\n", + " git+https://github.com/pykale/pykale@main \\\n", " yacs==0.1.8 \\\n", " torch-scatter torch-sparse torch-cluster torch-spline-conv torch-geometric \\\n", " -f https://data.pyg.org/whl/torch-2.6.0+cu124.html \\\n", diff --git a/tutorials/multiomics-cancer-classification/cancer-tutorial.ipynb b/tutorials/multiomics-cancer-classification/cancer-tutorial.ipynb index 68b93ab..1661aec 100644 --- a/tutorials/multiomics-cancer-classification/cancer-tutorial.ipynb +++ b/tutorials/multiomics-cancer-classification/cancer-tutorial.ipynb @@ -1,43 +1,36 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "name": "python3" - } - }, "cells": [ { + "cell_type": "markdown", "metadata": {}, "source": [ "# Multiomics Cancer Classification" - ], - "cell_type": "markdown" + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "![overview.png](data:image/png;base64,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)" - ], - "cell_type": "markdown" + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "In this tutorial, we demonstrate how to use the standard pipeline in `PyKale` to integrate **patient multiomics data** in **cancer classification**.\n", "We use **M**ulti-**O**mics **G**raph c**O**nvolutional **NET**works (MOGONET) by **Huang et al. (Nature Communication, 2021)** as an example." - ], - "cell_type": "markdown" + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "This tutorial is about cancer subtypes classification problem, which is a multi-class classification problem. The input is the multiomics data from patient, including mRNA expression data, DNA methylation data, and miRNA expression data. The output will be the subtype of cancers. We have two datasets to work with, **BRCA** and **ROSMAP**. BRCA has five subtypes and ROSMAP has only two." - ], - "cell_type": "markdown" + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "## Step 0: Environment Preparation\n", @@ -45,20 +38,16 @@ "As a starting point, we will install the required packages and load a set of helper functions to assist throughout this tutorial. To keep the output clean and focused on interpretation, we will also suppress warnings.\n", "\n", "To prepare the helper functions and necessary materials, we download them from the GitHub repository." - ], - "cell_type": "markdown" + ] }, { - "metadata": {}, - "source": [ - "!rm -rf /content/mmai-tutorials\n", - "!git clone https://github.com/pykale/mmai-tutorials.git" - ], "cell_type": "code", + "execution_count": null, + "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "Cloning into 'mmai-tutorials'...\n", "remote: Enumerating objects: 1595, done.\u001b[K\n", @@ -70,16 +59,20 @@ ] } ], - "execution_count": null + "source": [ + "!rm -rf /content/mmai-tutorials\n", + "!git clone https://github.com/pykale/mmai-tutorials.git" + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "### Package Installation" - ], - "cell_type": "markdown" + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "The main package required for this tutorial is `PyKale`.\n", @@ -91,76 +84,76 @@ "[**WARNING**] Please **do not** re-run this session after installation completed. Runing this installation multiple times will trigger issues related to `PyG`. If you want to re-run this installation, please click the `Runtime` on the top menu and choose `Disconnect and delete runtime` before installing.\n", "\n", "[Estimated running time] 3 mins" - ], - "cell_type": "markdown" + ] }, { - "metadata": {}, - "source": [ - "!pip install --quiet \\\n", - " git+https://github.com/pykale/pykale@support-torch-2.6 \\\n", - " yacs==0.1.8 \\\n", - " torch-scatter torch-sparse torch-cluster torch-spline-conv torch-geometric \\\n", - " -f https://data.pyg.org/whl/torch-2.6.0+cu124.html \\\n", - " && echo \"pykale,yacs and wfdb installed successfully \u2705\" \\\n", - " || echo \"Failed to install pykale,yacs \u274c\"" - ], "cell_type": "code", + "execution_count": null, + "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ " Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n", " Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n", " Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", - "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m10.8/10.8 MB\u001b[0m \u001b[31m114.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m5.0/5.0 MB\u001b[0m \u001b[31m113.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m3.4/3.4 MB\u001b[0m \u001b[31m106.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m1.0/1.0 MB\u001b[0m \u001b[31m64.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m63.1/63.1 kB\u001b[0m \u001b[31m2.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m1.1/1.1 MB\u001b[0m \u001b[31m28.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m825.4/825.4 kB\u001b[0m \u001b[31m54.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m7.4/7.4 MB\u001b[0m \u001b[31m117.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m363.4/363.4 MB\u001b[0m \u001b[31m3.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m13.8/13.8 MB\u001b[0m \u001b[31m72.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m24.6/24.6 MB\u001b[0m \u001b[31m62.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m883.7/883.7 kB\u001b[0m \u001b[31m43.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m664.8/664.8 MB\u001b[0m \u001b[31m2.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m211.5/211.5 MB\u001b[0m \u001b[31m6.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m56.3/56.3 MB\u001b[0m \u001b[31m12.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m127.9/127.9 MB\u001b[0m \u001b[31m7.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m207.5/207.5 MB\u001b[0m \u001b[31m5.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m21.1/21.1 MB\u001b[0m \u001b[31m102.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m963.5/963.5 kB\u001b[0m \u001b[31m63.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m10.8/10.8 MB\u001b[0m \u001b[31m114.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.0/5.0 MB\u001b[0m \u001b[31m113.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.4/3.4 MB\u001b[0m \u001b[31m106.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.0/1.0 MB\u001b[0m \u001b[31m64.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m63.1/63.1 kB\u001b[0m \u001b[31m2.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.1/1.1 MB\u001b[0m \u001b[31m28.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m825.4/825.4 kB\u001b[0m \u001b[31m54.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.4/7.4 MB\u001b[0m \u001b[31m117.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m363.4/363.4 MB\u001b[0m \u001b[31m3.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m13.8/13.8 MB\u001b[0m \u001b[31m72.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m24.6/24.6 MB\u001b[0m \u001b[31m62.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m883.7/883.7 kB\u001b[0m \u001b[31m43.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m664.8/664.8 MB\u001b[0m \u001b[31m2.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m211.5/211.5 MB\u001b[0m \u001b[31m6.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m56.3/56.3 MB\u001b[0m \u001b[31m12.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m127.9/127.9 MB\u001b[0m \u001b[31m7.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m207.5/207.5 MB\u001b[0m \u001b[31m5.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m21.1/21.1 MB\u001b[0m \u001b[31m102.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m963.5/963.5 kB\u001b[0m \u001b[31m63.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25h Building wheel for pykale (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", - "pykale,yacs and wfdb installed successfully \u2705\n" + "pykale,yacs and wfdb installed successfully ✅\n" ] } ], - "execution_count": null + "source": [ + "!pip install --quiet \\\n", + " git+https://github.com/pykale/pykale@main \\\n", + " yacs==0.1.8 \\\n", + " torch-scatter torch-sparse torch-cluster torch-spline-conv torch-geometric \\\n", + " -f https://data.pyg.org/whl/torch-2.6.0+cu124.html \\\n", + " && echo \"pykale,yacs and wfdb installed successfully ✅\" \\\n", + " || echo \"Failed to install pykale,yacs ❌\"" + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "We then hide the warnings messages to get a clear output." - ], - "cell_type": "markdown" + ] }, { + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ "import os\n", "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "os.environ[\"PYTHONWARNINGS\"] = \"ignore\"" - ], - "cell_type": "code", - "outputs": [], - "execution_count": null + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "### Configuration\n", @@ -168,39 +161,39 @@ "To minimize the footprint of the notebook when specifying configurations, we provide a [`config.py`](https://github.com/pykale/mmai-tutorial/blob/main/tutorials/multiomics-cancer-classification/config.py) file that defines default parameters. These can be customized by supplying a `.yaml` configuration file, such as [`experiments/BRCA.yaml`](https://github.com/pykale/mmai-tutorial/blob/main/tutorials/multiomics-cancer-classification/experiments/BRCA.yaml) as an example.\n", "\n", "First, we load the configuration from [`experiments/BRCA.yaml`](https://github.com/pykale/mmai-tutorial/blob/main/tutorials/multiomics-cancer-classification/experiments/BRCA.yaml)." - ], - "cell_type": "markdown" + ] }, { - "metadata": {}, - "source": [ - "%cd /content/mmai-tutorials/tutorials/multiomics-cancer-classification\n", - "\n", - "from config import get_cfg_defaults\n", - "\n", - "cfg = get_cfg_defaults()\n", - "cfg.merge_from_file(\"experiments/BRCA.yaml\")" - ], "cell_type": "code", + "execution_count": null, + "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "/content/mmai-tutorials/tutorials/multiomics-cancer-classification\n" ] } ], - "execution_count": null + "source": [ + "%cd /content/mmai-tutorials/tutorials/multiomics-cancer-classification\n", + "\n", + "from config import get_cfg_defaults\n", + "\n", + "cfg = get_cfg_defaults()\n", + "cfg.merge_from_file(\"experiments/BRCA.yaml\")" + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "Besides, we also provide a configuration file for another dataset **ROSMAP**, named [`experiments/ROSMAP.yaml`](https://github.com/pykale/embc-mmai25/blob/main/tutorials/multiomics-cancer-classification/experiments/ROSMAP.yaml). Users can try with this dataset later." - ], - "cell_type": "markdown" + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "In this tutorial, we list the hyperparameters we would like users to play with outside the `.yaml` file:\n", @@ -213,37 +206,34 @@ "\n", "[**NOTE**] Because this tutorial aims to demonmstrate `PyKale` pipeline, we only set `cfg.SOLVER.MAX_EPOCHS_PRETRAIN=100` and `cfg.SOLVER.MAX_EPOCHS=500` to reduce the training time.\n", "If users are interested, please increase them to get more accurate predictions." - ], - "cell_type": "markdown" + ] }, { + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ "cfg.SOLVER.MAX_EPOCHS_PRETRAIN = 100\n", "cfg.SOLVER.MAX_EPOCHS = 500\n", "cfg.DATASET.NUM_MODALITIES = 3" - ], - "cell_type": "code", - "outputs": [], - "execution_count": null + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "Print hyperparameters:" - ], - "cell_type": "markdown" + ] }, { - "metadata": {}, - "source": [ - "print(cfg)" - ], "cell_type": "code", + "execution_count": null, + "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "DATASET:\n", " NAME: TCGA_BRCA\n", @@ -269,9 +259,12 @@ ] } ], - "execution_count": null + "source": [ + "print(cfg)" + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "## Step 1: Data Loading and Preparation\n", @@ -279,34 +272,36 @@ "We use two multiomics benchmarks in this tutorial, BRCA and ROSMAP, which have been provided by the authors of MOGONET paper in [their repository](https://github.com/txWang/MOGONET).\n", "\n", "If users are interested in more details regarding **data organization, downloading, loading, and pre-processing**, please refer to the [Data page](https://pykale.github.io/mmai-tutorials/tutorials/multiomics-cancer-classification/extend-reading/data.html) of the tutorial." - ], - "cell_type": "markdown" + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "Delete the potential existing data and download new version:" - ], - "cell_type": "markdown" + ] }, { + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ "!rm -rf dataset/" - ], - "cell_type": "code", - "outputs": [], - "execution_count": null + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "To load data, we first define a list the names of data files:" - ], - "cell_type": "markdown" + ] }, { + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ "file_names = []\n", "for modality in range(1, cfg.DATASET.NUM_MODALITIES + 1):\n", @@ -315,22 +310,33 @@ " file_names.append(f\"{modality}_te.csv\")\n", " file_names.append(f\"{modality}_lbl_te.csv\")\n", " file_names.append(f\"{modality}_feat_name.csv\")" - ], - "cell_type": "code", - "outputs": [], - "execution_count": null + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "Then, we download, load, and pre-process the data by `PyKale`.\n", "\n", "[Estimated running time] 20s" - ], - "cell_type": "markdown" + ] }, { + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Downloading https://github.com/pykale/data/raw/main/multiomics/TCGA_BRCA.zip\n", + "Extracting dataset/raw/TCGA_BRCA.zip\n", + "Processing...\n", + "Done!\n" + ] + } + ], "source": [ "import torch\n", "from kale.loaddata.multiomics_datasets import SparseMultiomicsDataset\n", @@ -348,39 +354,23 @@ " pre_transform=ToTensor(dtype=torch.float),\n", " target_pre_transform=ToOneHotEncoding(dtype=torch.float),\n", ")" - ], - "cell_type": "code", - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "Downloading https://github.com/pykale/data/raw/main/multiomics/TCGA_BRCA.zip\n", - "Extracting dataset/raw/TCGA_BRCA.zip\n", - "Processing...\n", - "Done!\n" - ] - } - ], - "execution_count": null + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "Inspect the dataset:" - ], - "cell_type": "markdown" + ] }, { - "metadata": {}, - "source": [ - "print(multiomics_data)" - ], "cell_type": "code", + "execution_count": null, + "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "\n", "Dataset info:\n", @@ -398,52 +388,52 @@ ] } ], - "execution_count": null + "source": [ + "print(multiomics_data)" + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "## Step 2: Model Definition" - ], - "cell_type": "markdown" + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "If users are interested in more details regarding the model, please refer to the [Helper Function & Model Definition](https://pykale.github.io/mmai-tutorials/tutorials/multiomics-cancer-classification/extend-reading/helper-functions.html) of the tutorial.\n", "\n", "To initialize the model, we firstly call `MogonetModel` from [`model.py`](https://github.com/pykale/mmai-tutorials/blob/main/tutorials/multiomics-cancer-classification/model.py)." - ], - "cell_type": "markdown" + ] }, { + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ "from model import MogonetModel\n", "\n", "mogonet_model = MogonetModel(cfg, dataset=multiomics_data)" - ], - "cell_type": "code", - "outputs": [], - "execution_count": null + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "Visualize the model architecture:" - ], - "cell_type": "markdown" + ] }, { - "metadata": {}, - "source": [ - "print(mogonet_model)" - ], "cell_type": "code", + "execution_count": null, + "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "\n", "Model info:\n", @@ -482,16 +472,19 @@ ] } ], - "execution_count": null + "source": [ + "print(mogonet_model)" + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "## Step 3: Model Training" - ], - "cell_type": "markdown" + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "### Pretrain Unimodal Encoders\n", @@ -499,11 +492,24 @@ "Before training the multiomics model, we first pretrain encoders for each modality independently. This step helps each GCN encoder learn a good representation of its respective modality before integration.\n", "\n", "We can define the trainer of pretraining stage by:" - ], - "cell_type": "markdown" + ] }, { + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pytorch_lightning.utilities.rank_zero:💡 Tip: For seamless cloud uploads and versioning, try installing [litmodels](https://pypi.org/project/litmodels/) to enable LitModelCheckpoint, which syncs automatically with the Lightning model registry.\n", + "INFO:pytorch_lightning.utilities.rank_zero:GPU available: True (cuda), used: True\n", + "INFO:pytorch_lightning.utilities.rank_zero:TPU available: False, using: 0 TPU cores\n", + "INFO:pytorch_lightning.utilities.rank_zero:HPU available: False, using: 0 HPUs\n" + ] + } + ], "source": [ "import pytorch_lightning as pl\n", "\n", @@ -515,48 +521,31 @@ " devices=\"auto\",\n", " enable_model_summary=False,\n", ")" - ], - "cell_type": "code", - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "INFO:pytorch_lightning.utilities.rank_zero:\ud83d\udca1 Tip: For seamless cloud uploads and versioning, try installing [litmodels](https://pypi.org/project/litmodels/) to enable LitModelCheckpoint, which syncs automatically with the Lightning model registry.\n", - "INFO:pytorch_lightning.utilities.rank_zero:GPU available: True (cuda), used: True\n", - "INFO:pytorch_lightning.utilities.rank_zero:TPU available: False, using: 0 TPU cores\n", - "INFO:pytorch_lightning.utilities.rank_zero:HPU available: False, using: 0 HPUs\n" - ] - } - ], - "execution_count": null + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "We pretrain the model by:\n", "\n", "\n", "[Estimated running time] 15s for 100 epochs" - ], - "cell_type": "markdown" + ] }, { - "metadata": {}, - "source": [ - "trainer_pretrain.fit(network)" - ], "cell_type": "code", + "execution_count": null, + "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stderr", + "output_type": "stream", "text": [ "INFO:pytorch_lightning.accelerators.cuda:LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n" ] }, { - "output_type": "display_data", "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "aab535d07a38416cb9eaa31fcb983950", @@ -567,82 +556,82 @@ "Training: | | 0/? [00:00\u250f\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2533\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2513\n", - "\u2503 Test metric \u2503 DataLoader 0 \u2503\n", - "\u2521\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2547\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2529\n", - "\u2502 Accuracy \u2502 0.8019999861717224 \u2502\n", - "\u2502 F1 macro \u2502 0.7310000061988831 \u2502\n", - "\u2502 F1 weighted \u2502 0.7850000262260437 \u2502\n", - "\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n", + "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
+              "┃        Test metric        ┃       DataLoader 0        ┃\n",
+              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
+              "│         Accuracy          │    0.8019999861717224     │\n",
+              "│         F1 macro          │    0.7310000061988831     │\n",
+              "│        F1 weighted        │    0.7850000262260437     │\n",
+              "└───────────────────────────┴───────────────────────────┘\n",
               "
\n" ], "text/plain": [ - "\u250f\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2533\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2513\n", - "\u2503\u001b[1m \u001b[0m\u001b[1m Test metric \u001b[0m\u001b[1m \u001b[0m\u2503\u001b[1m \u001b[0m\u001b[1m DataLoader 0 \u001b[0m\u001b[1m \u001b[0m\u2503\n", - "\u2521\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2547\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2529\n", - "\u2502\u001b[36m \u001b[0m\u001b[36m Accuracy \u001b[0m\u001b[36m \u001b[0m\u2502\u001b[35m \u001b[0m\u001b[35m 0.8019999861717224 \u001b[0m\u001b[35m \u001b[0m\u2502\n", - "\u2502\u001b[36m \u001b[0m\u001b[36m F1 macro \u001b[0m\u001b[36m \u001b[0m\u2502\u001b[35m \u001b[0m\u001b[35m 0.7310000061988831 \u001b[0m\u001b[35m \u001b[0m\u2502\n", - "\u2502\u001b[36m \u001b[0m\u001b[36m F1 weighted \u001b[0m\u001b[36m \u001b[0m\u2502\u001b[35m \u001b[0m\u001b[35m 0.7850000262260437 \u001b[0m\u001b[35m \u001b[0m\u2502\n", - "\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n" + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1m Test metric \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m DataLoader 0 \u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n", + "│\u001b[36m \u001b[0m\u001b[36m Accuracy \u001b[0m\u001b[36m \u001b[0m│\u001b[35m \u001b[0m\u001b[35m 0.8019999861717224 \u001b[0m\u001b[35m \u001b[0m│\n", + "│\u001b[36m \u001b[0m\u001b[36m F1 macro \u001b[0m\u001b[36m \u001b[0m│\u001b[35m \u001b[0m\u001b[35m 0.7310000061988831 \u001b[0m\u001b[35m \u001b[0m│\n", + "│\u001b[36m \u001b[0m\u001b[36m F1 weighted \u001b[0m\u001b[36m \u001b[0m│\u001b[35m \u001b[0m\u001b[35m 0.7850000262260437 \u001b[0m\u001b[35m \u001b[0m│\n", + "└───────────────────────────┴───────────────────────────┘\n" ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" }, { - "output_type": "execute_result", "data": { "text/plain": [ "[{'Accuracy': 0.8019999861717224,\n", @@ -735,88 +724,100 @@ " 'F1 macro': 0.7310000061988831}]" ] }, + "execution_count": 17, "metadata": {}, - "execution_count": 17 + "output_type": "execute_result" } ], - "execution_count": null + "source": [ + "trainer.test(network)" + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "## Step 5: Interpretation Study\n", - "We use `kale.interpret` to perform interpretation, where a function that systematically masks input features and observes the effect on performance\u2014highlighting which features are most important for classification is provided. Please refer to [Interpret Study page](https://pykale.github.io/mmai-tutorials/tutorials/multiomics-cancer-classification/extend-reading/interpretation-study.html) for more details.\n", + "We use `kale.interpret` to perform interpretation, where a function that systematically masks input features and observes the effect on performance—highlighting which features are most important for classification is provided. Please refer to [Interpret Study page](https://pykale.github.io/mmai-tutorials/tutorials/multiomics-cancer-classification/extend-reading/interpretation-study.html) for more details.\n", "\n", "Because the interpretation study needs us to mask one feature and observe the performance drop, we firstly define the trainer for the interpretation experiments.\n", "\n", "[**NOTE**] The final results may be different from what they should be because we only train the model for a few epochs to reduce waiting time in this tutorial." - ], - "cell_type": "markdown" + ] }, { - "metadata": {}, - "source": [ - "from kale.interpret.model_weights import select_top_features_by_masking\n", - "import pytorch_lightning as pl\n", - "\n", - "trainer_biomarker = pl.Trainer(\n", - " max_epochs=cfg.SOLVER.MAX_EPOCHS,\n", - " accelerator=\"auto\",\n", - " devices=\"auto\",\n", - " enable_progress_bar=False,\n", - ")" - ], "cell_type": "code", + "execution_count": null, + "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stderr", + "output_type": "stream", "text": [ - "INFO:pytorch_lightning.utilities.rank_zero:\ud83d\udca1 Tip: For seamless cloud uploads and versioning, try installing [litmodels](https://pypi.org/project/litmodels/) to enable LitModelCheckpoint, which syncs automatically with the Lightning model registry.\n", + "INFO:pytorch_lightning.utilities.rank_zero:💡 Tip: For seamless cloud uploads and versioning, try installing [litmodels](https://pypi.org/project/litmodels/) to enable LitModelCheckpoint, which syncs automatically with the Lightning model registry.\n", "INFO:pytorch_lightning.utilities.rank_zero:GPU available: True (cuda), used: True\n", "INFO:pytorch_lightning.utilities.rank_zero:TPU available: False, using: 0 TPU cores\n", "INFO:pytorch_lightning.utilities.rank_zero:HPU available: False, using: 0 HPUs\n" ] } ], - "execution_count": null + "source": [ + "from kale.interpret.model_weights import select_top_features_by_masking\n", + "import pytorch_lightning as pl\n", + "\n", + "trainer_biomarker = pl.Trainer(\n", + " max_epochs=cfg.SOLVER.MAX_EPOCHS,\n", + " accelerator=\"auto\",\n", + " devices=\"auto\",\n", + " enable_progress_bar=False,\n", + ")" + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "Then, we start the experiment." - ], - "cell_type": "markdown" + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "To supress the verbose messages in the following experiments:" - ], - "cell_type": "markdown" + ] }, { + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ "import logging\n", "\n", "logging.getLogger(\"pytorch_lightning\").setLevel(logging.ERROR)" - ], - "cell_type": "code", - "outputs": [], - "execution_count": null + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "Run the interpretation experiments:\n", "\n", "[Estimated running time] Because the following block will train the model for 2,503 times for BRCA dataset, the following block may take about 6 minutes." - ], - "cell_type": "markdown" + ] }, { + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [] + } + ], "source": [ "f1_key = \"F1\" if multiomics_data.num_classes == 2 else \"F1 macro\"\n", "df_featimp_top = select_top_features_by_masking(\n", @@ -827,36 +828,23 @@ " num_top_feats=30,\n", " verbose=False,\n", ")" - ], - "cell_type": "code", - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [] - } - ], - "execution_count": null + ] }, { + "cell_type": "markdown", "metadata": {}, "source": [ "Print the most important features:" - ], - "cell_type": "markdown" + ] }, { - "metadata": {}, - "source": [ - "print(\"{:>4}\\t{:<20}\\t{:>5}\\t{}\".format(\"Rank\", \"Feature name\", \"Omics\", \"Importance\"))\n", - "for rank, row in enumerate(df_featimp_top.itertuples(index=False), 1):\n", - " print(f\"{rank:>4}\\t{row.feat_name:<20}\\t{row.omics:>5}\\t{row.imp:.4f}\")" - ], "cell_type": "code", + "execution_count": null, + "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "Rank\tFeature name \tOmics\tImportance\n", " 1\tMT1DP \t 1\t39.0000\n", @@ -892,7 +880,19 @@ ] } ], - "execution_count": null + "source": [ + "print(\"{:>4}\\t{:<20}\\t{:>5}\\t{}\".format(\"Rank\", \"Feature name\", \"Omics\", \"Importance\"))\n", + "for rank, row in enumerate(df_featimp_top.itertuples(index=False), 1):\n", + " print(f\"{rank:>4}\\t{row.feat_name:<20}\\t{row.omics:>5}\\t{row.imp:.4f}\")" + ] } - ] + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 } From c1e8ba51e2a24af7b2be6995d3e3c5f52a940a4f Mon Sep 17 00:00:00 2001 From: wenruifan Date: Mon, 7 Jul 2025 13:34:24 +0100 Subject: [PATCH 9/9] clear outputs for cancer tutorial. --- .../cancer-tutorial.ipynb | 377 +----------------- 1 file changed, 15 insertions(+), 362 deletions(-) diff --git a/tutorials/multiomics-cancer-classification/cancer-tutorial.ipynb b/tutorials/multiomics-cancer-classification/cancer-tutorial.ipynb index 1661aec..a86e7aa 100644 --- a/tutorials/multiomics-cancer-classification/cancer-tutorial.ipynb +++ b/tutorials/multiomics-cancer-classification/cancer-tutorial.ipynb @@ -44,21 +44,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Cloning into 'mmai-tutorials'...\n", - "remote: Enumerating objects: 1595, done.\u001b[K\n", - "remote: Counting objects: 100% (290/290), done.\u001b[K\n", - "remote: Compressing objects: 100% (164/164), done.\u001b[K\n", - "remote: Total 1595 (delta 170), reused 188 (delta 113), pack-reused 1305 (from 1)\u001b[K\n", - "Receiving objects: 100% (1595/1595), 23.47 MiB | 29.63 MiB/s, done.\n", - "Resolving deltas: 100% (828/828), done.\n" - ] - } - ], + "outputs": [], "source": [ "!rm -rf /content/mmai-tutorials\n", "!git clone https://github.com/pykale/mmai-tutorials.git" @@ -90,38 +76,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n", - " Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n", - " Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m10.8/10.8 MB\u001b[0m \u001b[31m114.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.0/5.0 MB\u001b[0m \u001b[31m113.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.4/3.4 MB\u001b[0m \u001b[31m106.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.0/1.0 MB\u001b[0m \u001b[31m64.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m63.1/63.1 kB\u001b[0m \u001b[31m2.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.1/1.1 MB\u001b[0m \u001b[31m28.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m825.4/825.4 kB\u001b[0m \u001b[31m54.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.4/7.4 MB\u001b[0m \u001b[31m117.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m363.4/363.4 MB\u001b[0m \u001b[31m3.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m13.8/13.8 MB\u001b[0m \u001b[31m72.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m24.6/24.6 MB\u001b[0m \u001b[31m62.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m883.7/883.7 kB\u001b[0m \u001b[31m43.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m664.8/664.8 MB\u001b[0m \u001b[31m2.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m211.5/211.5 MB\u001b[0m \u001b[31m6.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m56.3/56.3 MB\u001b[0m \u001b[31m12.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m127.9/127.9 MB\u001b[0m \u001b[31m7.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m207.5/207.5 MB\u001b[0m \u001b[31m5.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m21.1/21.1 MB\u001b[0m \u001b[31m102.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m963.5/963.5 kB\u001b[0m \u001b[31m63.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[?25h Building wheel for pykale (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", - "pykale,yacs and wfdb installed successfully ✅\n" - ] - } - ], + "outputs": [], "source": [ "!pip install --quiet \\\n", " git+https://github.com/pykale/pykale@main \\\n", @@ -167,15 +122,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/content/mmai-tutorials/tutorials/multiomics-cancer-classification\n" - ] - } - ], + "outputs": [], "source": [ "%cd /content/mmai-tutorials/tutorials/multiomics-cancer-classification\n", "\n", @@ -230,35 +177,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "DATASET:\n", - " NAME: TCGA_BRCA\n", - " NUM_CLASSES: 5\n", - " NUM_MODALITIES: 3\n", - " RANDOM_SPLIT: False\n", - " ROOT: dataset/\n", - " URL: https://github.com/pykale/data/raw/main/multiomics/TCGA_BRCA.zip\n", - "MODEL:\n", - " EDGE_PER_NODE: 10\n", - " EQUAL_WEIGHT: False\n", - " GCN_DROPOUT_RATE: 0.5\n", - " GCN_HIDDEN_DIM: [400, 400, 200]\n", - " GCN_LR: 0.0005\n", - " GCN_LR_PRETRAIN: 0.001\n", - " VCDN_LR: 0.001\n", - "OUTPUT:\n", - " OUT_DIR: ./outputs\n", - "SOLVER:\n", - " MAX_EPOCHS: 500\n", - " MAX_EPOCHS_PRETRAIN: 100\n", - " SEED: 2023\n" - ] - } - ], + "outputs": [], "source": [ "print(cfg)" ] @@ -325,18 +244,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Downloading https://github.com/pykale/data/raw/main/multiomics/TCGA_BRCA.zip\n", - "Extracting dataset/raw/TCGA_BRCA.zip\n", - "Processing...\n", - "Done!\n" - ] - } - ], + "outputs": [], "source": [ "import torch\n", "from kale.loaddata.multiomics_datasets import SparseMultiomicsDataset\n", @@ -367,27 +275,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Dataset info:\n", - " number of modalities: 3\n", - " number of classes: 5\n", - "\n", - " modality | total samples | num train | num test | num features\n", - " -----------------------------------------------------------------\n", - " 1 | 875 | 612 | 263 | 1000 \n", - " 2 | 875 | 612 | 263 | 1000 \n", - " 3 | 875 | 612 | 263 | 503 \n", - " -----------------------------------------------------------------\n", - "\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "print(multiomics_data)" ] @@ -430,48 +318,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Model info:\n", - " Unimodal encoder:\n", - " (1) MogonetGCN(\n", - " (conv1): MogonetGCNConv(1000, 400)\n", - " (conv2): MogonetGCNConv(400, 400)\n", - " (conv3): MogonetGCNConv(400, 200)\n", - ") (2) MogonetGCN(\n", - " (conv1): MogonetGCNConv(1000, 400)\n", - " (conv2): MogonetGCNConv(400, 400)\n", - " (conv3): MogonetGCNConv(400, 200)\n", - ") (3) MogonetGCN(\n", - " (conv1): MogonetGCNConv(503, 400)\n", - " (conv2): MogonetGCNConv(400, 400)\n", - " (conv3): MogonetGCNConv(400, 200)\n", - ")\n", - "\n", - " Unimodal decoder:\n", - " (1) LinearClassifier(\n", - " (fc): Linear(in_features=200, out_features=5, bias=True)\n", - ") (2) LinearClassifier(\n", - " (fc): Linear(in_features=200, out_features=5, bias=True)\n", - ") (3) LinearClassifier(\n", - " (fc): Linear(in_features=200, out_features=5, bias=True)\n", - ")\n", - "\n", - " Multimodal decoder:\n", - " VCDN(\n", - " (model): Sequential(\n", - " (0): Linear(in_features=125, out_features=125, bias=True)\n", - " (1): LeakyReLU(negative_slope=0.25)\n", - " (2): Linear(in_features=125, out_features=5, bias=True)\n", - " )\n", - ")\n" - ] - } - ], + "outputs": [], "source": [ "print(mogonet_model)" ] @@ -498,18 +345,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:pytorch_lightning.utilities.rank_zero:💡 Tip: For seamless cloud uploads and versioning, try installing [litmodels](https://pypi.org/project/litmodels/) to enable LitModelCheckpoint, which syncs automatically with the Lightning model registry.\n", - "INFO:pytorch_lightning.utilities.rank_zero:GPU available: True (cuda), used: True\n", - "INFO:pytorch_lightning.utilities.rank_zero:TPU available: False, using: 0 TPU cores\n", - "INFO:pytorch_lightning.utilities.rank_zero:HPU available: False, using: 0 HPUs\n" - ] - } - ], + "outputs": [], "source": [ "import pytorch_lightning as pl\n", "\n", @@ -537,36 +373,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:pytorch_lightning.accelerators.cuda:LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "aab535d07a38416cb9eaa31fcb983950", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Training: | | 0/? [00:00┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n", - "┃ Test metric ┃ DataLoader 0 ┃\n", - "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n", - "│ Accuracy │ 0.8019999861717224 │\n", - "│ F1 macro │ 0.7310000061988831 │\n", - "│ F1 weighted │ 0.7850000262260437 │\n", - "└───────────────────────────┴───────────────────────────┘\n", - "\n" - ], - "text/plain": [ - "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n", - "┃\u001b[1m \u001b[0m\u001b[1m Test metric \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m DataLoader 0 \u001b[0m\u001b[1m \u001b[0m┃\n", - "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n", - "│\u001b[36m \u001b[0m\u001b[36m Accuracy \u001b[0m\u001b[36m \u001b[0m│\u001b[35m \u001b[0m\u001b[35m 0.8019999861717224 \u001b[0m\u001b[35m \u001b[0m│\n", - "│\u001b[36m \u001b[0m\u001b[36m F1 macro \u001b[0m\u001b[36m \u001b[0m│\u001b[35m \u001b[0m\u001b[35m 0.7310000061988831 \u001b[0m\u001b[35m \u001b[0m│\n", - "│\u001b[36m \u001b[0m\u001b[36m F1 weighted \u001b[0m\u001b[36m \u001b[0m│\u001b[35m \u001b[0m\u001b[35m 0.7850000262260437 \u001b[0m\u001b[35m \u001b[0m│\n", - "└───────────────────────────┴───────────────────────────┘\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "[{'Accuracy': 0.8019999861717224,\n", - " 'F1 weighted': 0.7850000262260437,\n", - " 'F1 macro': 0.7310000061988831}]" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "trainer.test(network)" ] @@ -749,18 +457,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:pytorch_lightning.utilities.rank_zero:💡 Tip: For seamless cloud uploads and versioning, try installing [litmodels](https://pypi.org/project/litmodels/) to enable LitModelCheckpoint, which syncs automatically with the Lightning model registry.\n", - "INFO:pytorch_lightning.utilities.rank_zero:GPU available: True (cuda), used: True\n", - "INFO:pytorch_lightning.utilities.rank_zero:TPU available: False, using: 0 TPU cores\n", - "INFO:pytorch_lightning.utilities.rank_zero:HPU available: False, using: 0 HPUs\n" - ] - } - ], + "outputs": [], "source": [ "from kale.interpret.model_weights import select_top_features_by_masking\n", "import pytorch_lightning as pl\n", @@ -811,13 +508,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [] - } - ], + "outputs": [], "source": [ "f1_key = \"F1\" if multiomics_data.num_classes == 2 else \"F1 macro\"\n", "df_featimp_top = select_top_features_by_masking(\n", @@ -841,45 +532,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Rank\tFeature name \tOmics\tImportance\n", - " 1\tMT1DP \t 1\t39.0000\n", - " 2\tLMOD3 \t 1\t33.0000\n", - " 3\tGPR37L1 \t 1\t32.0000\n", - " 4\thsa-mir-9-1 \t 2\t26.1560\n", - " 5\tSOX10|6663 \t 0\t23.0000\n", - " 6\tPTX3|5806 \t 0\t23.0000\n", - " 7\tKRT6B|3854 \t 0\t23.0000\n", - " 8\tCRHR1|1394 \t 0\t23.0000\n", - " 9\tFABP7|2173 \t 0\t23.0000\n", - " 10\tPI3|5266 \t 0\t23.0000\n", - " 11\thsa-mir-9-2 \t 2\t20.6230\n", - " 12\tSERPINB5|5268 \t 0\t20.0000\n", - " 13\tSEC16A|9919 \t 0\t19.0000\n", - " 14\tMIR645 \t 1\t19.0000\n", - " 15\tOR1J4 \t 1\t19.0000\n", - " 16\tCYP4B1|1580 \t 0\t19.0000\n", - " 17\tMSLN|10232 \t 0\t19.0000\n", - " 18\thsa-mir-187 \t 2\t17.6050\n", - " 19\thsa-mir-203 \t 2\t17.6050\n", - " 20\tC1orf106|55765 \t 0\t17.0000\n", - " 21\tPRC1|9055 \t 0\t17.0000\n", - " 22\thsa-mir-934 \t 2\t16.5990\n", - " 23\thsa-mir-135b \t 2\t16.5990\n", - " 24\thsa-mir-24-2 \t 2\t16.5990\n", - " 25\thsa-mir-378 \t 2\t16.0960\n", - " 26\thsa-mir-18a \t 2\t15.0900\n", - " 27\thsa-mir-1269 \t 2\t15.0900\n", - " 28\tROPN1B|152015 \t 0\t15.0000\n", - " 29\tUGT8|7368 \t 0\t15.0000\n", - " 30\tSLC6A14|11254 \t 0\t15.0000\n" - ] - } - ], + "outputs": [], "source": [ "print(\"{:>4}\\t{:<20}\\t{:>5}\\t{}\".format(\"Rank\", \"Feature name\", \"Omics\", \"Importance\"))\n", "for rank, row in enumerate(df_featimp_top.itertuples(index=False), 1):\n",