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detr-resnet-50_finetuned_detect-waste

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detr
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  1. README.md +149 -19
  2. pytorch_model.bin +1 -1
README.md CHANGED
@@ -15,8 +15,22 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [facebook/detr-resnet-50](https://huggingface.co/facebook/detr-resnet-50) on the None dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 1.5678
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- - Dummy: 1
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ## Model description
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@@ -35,9 +49,9 @@ More information needed
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  ### Training hyperparameters
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  The following hyperparameters were used during training:
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- - learning_rate: 1e-05
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- - train_batch_size: 4
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- - eval_batch_size: 4
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  - seed: 42
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  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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  - lr_scheduler_type: linear
@@ -45,20 +59,136 @@ The following hyperparameters were used during training:
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  ### Training results
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- | Training Loss | Epoch | Step | Validation Loss | Dummy |
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- |:-------------:|:-----:|:----:|:---------------:|:-----:|
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- | 2.4218 | 5.26 | 500 | 2.0445 | 1 |
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- | 2.269 | 10.53 | 1000 | 1.9227 | 1 |
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- | 1.9898 | 15.79 | 1500 | 1.7609 | 1 |
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- | 2.0422 | 21.05 | 2000 | 1.6763 | 1 |
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- | 2.1387 | 26.32 | 2500 | 1.7746 | 1 |
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- | 1.8163 | 31.58 | 3000 | 1.6525 | 1 |
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- | 1.7993 | 36.84 | 3500 | 1.6010 | 1 |
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- | 1.8009 | 42.11 | 4000 | 1.5959 | 1 |
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- | 1.8148 | 47.37 | 4500 | 1.5332 | 1 |
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- | 1.7837 | 52.63 | 5000 | 1.5525 | 1 |
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- | 1.5934 | 57.89 | 5500 | 1.5409 | 1 |
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- | 1.5357 | 63.16 | 6000 | 1.5678 | 1 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ### Framework versions
 
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  This model is a fine-tuned version of [facebook/detr-resnet-50](https://huggingface.co/facebook/detr-resnet-50) on the None dataset.
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  It achieves the following results on the evaluation set:
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+ - Loss: 1.0141
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+ - Map: 0.2906
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+ - Map 50: 0.4268
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+ - Map 75: 0.3141
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+ - Map Small: 0.2906
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+ - Map Medium: -1.0
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+ - Map Large: -1.0
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+ - Mar 1: 0.2422
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+ - Mar 10: 0.3643
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+ - Mar 100: 0.3643
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+ - Mar Small: 0.3643
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+ - Mar Medium: -1.0
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+ - Mar Large: -1.0
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+ - Map Per Class: [0.34276220202445984, 0.27865204215049744, 0.1607096940279007, 0.26159897446632385, 0.3790518343448639, 0.43935513496398926, 0.17204682528972626]
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+ - Mar 100 Per Class: [0.4175185561180115, 0.34998106956481934, 0.24253687262535095, 0.3344777226448059, 0.4658925533294678, 0.48632490634918213, 0.25357064604759216]
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+ - Classes: [0, 1, 2, 3, 4, 5, 6]
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  ## Model description
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  ### Training hyperparameters
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  The following hyperparameters were used during training:
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+ - learning_rate: 5e-05
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+ - train_batch_size: 8
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+ - eval_batch_size: 8
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  - seed: 42
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  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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  - lr_scheduler_type: linear
 
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  ### Training results
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+ | Training Loss | Epoch | Step | Validation Loss | Map | Map 50 | Map 75 | Map Small | Map Medium | Map Large | Mar 1 | Mar 10 | Mar 100 | Mar Small | Mar Medium | Mar Large | Map Per Class | Mar 100 Per Class | Classes |
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+ |:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:----------------------------------------------------------------------------------------------------------------------------------------------------------:|:--------------------------------------------------------------------------------------------------------------------------------------------------------:|:---------------------:|
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+ | 4.1468 | 0.78 | 500 | 4.0411 | 0.0087 | 0.0192 | 0.0071 | 0.0087 | -1.0 | -1.0 | 0.0167 | 0.0324 | 0.0324 | 0.0324 | -1.0 | -1.0 | [0.04623645916581154, 0.0, 0.0008125691674649715, 0.0, 0.012627051211893559, 0.0, 0.0012919838773086667] | [0.1765443980693817, 0.0, 0.010891089215874672, 0.0, 0.01826483942568302, 0.0, 0.021276595070958138] | [0, 1, 2, 3, 4, 5, 6] |
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+ | 4.194 | 1.56 | 1000 | 4.0133 | 0.0095 | 0.0202 | 0.0078 | 0.0095 | -1.0 | -1.0 | 0.0185 | 0.0342 | 0.0342 | 0.0342 | -1.0 | -1.0 | [0.048249680548906326, 0.0, 0.0006883515743538737, 0.0, 0.016567163169384003, 0.0, 0.0011674906127154827] | [0.17282818257808685, 0.0, 0.009735973551869392, 0.0, 0.032420091331005096, 0.0, 0.024113474413752556] | [0, 1, 2, 3, 4, 5, 6] |
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+ | 3.9605 | 2.34 | 1500 | 3.7443 | 0.0113 | 0.0240 | 0.0092 | 0.0113 | -1.0 | -1.0 | 0.0207 | 0.0389 | 0.0389 | 0.0389 | -1.0 | -1.0 | [0.05232662707567215, 0.0, 0.008277339860796928, 0.0, 0.016159038990736008, 0.0, 0.0020039111841470003] | [0.18117760121822357, 0.0, 0.01171617116779089, 0.0, 0.04779299721121788, 0.0, 0.031610943377017975] | [0, 1, 2, 3, 4, 5, 6] |
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+ | 3.7367 | 3.12 | 2000 | 3.7225 | 0.0127 | 0.0271 | 0.0102 | 0.0127 | -1.0 | -1.0 | 0.0222 | 0.0429 | 0.0429 | 0.0429 | -1.0 | -1.0 | [0.060713302344083786, 0.0, 0.008382072672247887, 0.0, 0.016689885407686234, 0.0001313720567850396, 0.0029707648791372776] | [0.1877654492855072, 0.0, 0.013902639970183372, 0.0, 0.05388128012418747, 0.005785123910754919, 0.03893110528588295] | [0, 1, 2, 3, 4, 5, 6] |
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+ | 3.6339 | 3.91 | 2500 | 3.6414 | 0.0151 | 0.0320 | 0.0126 | 0.0151 | -1.0 | -1.0 | 0.0241 | 0.0467 | 0.0467 | 0.0467 | -1.0 | -1.0 | [0.06824539601802826, 0.0009900990407913923, 0.008812529034912586, 0.0, 0.022641275078058243, 9.549226524541155e-05, 0.004885945934802294] | [0.19152510166168213, 0.00024242424115072936, 0.01871287077665329, 0.0, 0.06410958617925644, 0.006446280982345343, 0.04555217921733856] | [0, 1, 2, 3, 4, 5, 6] |
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+ | 3.5368 | 4.69 | 3000 | 3.4403 | 0.0170 | 0.0349 | 0.0140 | 0.0170 | -1.0 | -1.0 | 0.0263 | 0.0502 | 0.0502 | 0.0502 | -1.0 | -1.0 | [0.07444033771753311, 0.0013285944005474448, 0.0036969168577343225, 0.0, 0.02982231415808201, 0.0008005613344721496, 0.008707632310688496] | [0.19416023790836334, 0.0031313130166381598, 0.018261825665831566, 0.0, 0.06887366622686386, 0.009641873650252819, 0.05749746784567833] | [0, 1, 2, 3, 4, 5, 6] |
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+ | 3.3781 | 5.47 | 3500 | 3.2647 | 0.0196 | 0.0403 | 0.0162 | 0.0196 | -1.0 | -1.0 | 0.0283 | 0.0542 | 0.0542 | 0.0542 | -1.0 | -1.0 | [0.07894252985715866, 0.003304258920252323, 0.005874663591384888, 0.00534653477370739, 0.032837092876434326, 0.0010820407187566161, 0.009714609943330288] | [0.20048262178897858, 0.004588744603097439, 0.019801979884505272, 0.0014829460997134447, 0.07756034284830093, 0.012514757923781872, 0.0631350427865982] | [0, 1, 2, 3, 4, 5, 6] |
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+ | 3.3963 | 6.25 | 4000 | 3.3014 | 0.0198 | 0.0406 | 0.0165 | 0.0198 | -1.0 | -1.0 | 0.0310 | 0.0586 | 0.0586 | 0.0586 | -1.0 | -1.0 | [0.07857409864664078, 0.002693906659260392, 0.010952512733638287, 0.0014566973550245166, 0.03381899371743202, 0.0017245921771973372, 0.009445087984204292] | [0.20394545793533325, 0.006590908858925104, 0.023514851927757263, 0.0028114186134189367, 0.08607305586338043, 0.020454544574022293, 0.06689462810754776] | [0, 1, 2, 3, 4, 5, 6] |
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+ | 3.3532 | 7.03 | 4500 | 3.2767 | 0.0217 | 0.0446 | 0.0186 | 0.0217 | -1.0 | -1.0 | 0.0352 | 0.0648 | 0.0648 | 0.0648 | -1.0 | -1.0 | [0.08428213000297546, 0.0030477724503725767, 0.012319584377110004, 0.0017159844283014536, 0.03654558211565018, 0.003238566452637315, 0.01057812012732029] | [0.207185760140419, 0.007003366947174072, 0.028456179425120354, 0.005613225512206554, 0.10152207314968109, 0.03379246965050697, 0.07021276652812958] | [0, 1, 2, 3, 4, 5, 6] |
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+ | 3.1127 | 7.81 | 5000 | 3.2209 | 0.0245 | 0.0498 | 0.0211 | 0.0245 | -1.0 | -1.0 | 0.0380 | 0.0696 | 0.0696 | 0.0696 | -1.0 | -1.0 | [0.09061206132173538, 0.0029931419994682074, 0.012835826724767685, 0.003690356155857444, 0.03761321306228638, 0.012010062113404274, 0.011985357850790024] | [0.20946910977363586, 0.008363636210560799, 0.030462047085165977, 0.008373702876269817, 0.11018265038728714, 0.04512396827340126, 0.07545085996389389] | [0, 1, 2, 3, 4, 5, 6] |
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+ | 3.1775 | 8.59 | 5500 | 3.1662 | 0.0269 | 0.0539 | 0.0243 | 0.0269 | -1.0 | -1.0 | 0.0411 | 0.0743 | 0.0743 | 0.0743 | -1.0 | -1.0 | [0.09162214398384094, 0.0012531784595921636, 0.014446384273469448, 0.008817446418106556, 0.04345640912652016, 0.015094032511115074, 0.013941464945673943] | [0.21342577040195465, 0.00909090880304575, 0.03360335901379585, 0.013306071050465107, 0.11743462085723877, 0.056423742324113846, 0.07680758833885193] | [0, 1, 2, 3, 4, 5, 6] |
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+ | 3.1419 | 9.38 | 6000 | 3.0182 | 0.0297 | 0.0584 | 0.0270 | 0.0297 | -1.0 | -1.0 | 0.0437 | 0.0782 | 0.0782 | 0.0782 | -1.0 | -1.0 | [0.09514405578374863, 0.0025450591929256916, 0.016270553693175316, 0.0081990547478199, 0.046881288290023804, 0.020359132438898087, 0.01845024712383747] | [0.21765604615211487, 0.011666666716337204, 0.03633113205432892, 0.014359861612319946, 0.11845509707927704, 0.06893939524888992, 0.07989699393510818] | [0, 1, 2, 3, 4, 5, 6] |
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+ | 3.0921 | 10.16 | 6500 | 3.0030 | 0.0302 | 0.0610 | 0.0256 | 0.0302 | -1.0 | -1.0 | 0.0463 | 0.0827 | 0.0827 | 0.0827 | -1.0 | -1.0 | [0.09758389741182327, 0.006373511627316475, 0.01742025651037693, 0.008713486604392529, 0.048744086176157, 0.019423358142375946, 0.013462764210999012] | [0.21828779578208923, 0.01557109598070383, 0.04075907543301582, 0.01892467401921749, 0.12395504117012024, 0.08010171353816986, 0.08163821697235107] | [0, 1, 2, 3, 4, 5, 6] |
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+ | 2.964 | 10.94 | 7000 | 2.9448 | 0.0331 | 0.0657 | 0.0288 | 0.0331 | -1.0 | -1.0 | 0.0499 | 0.0877 | 0.0877 | 0.0877 | -1.0 | -1.0 | [0.10320653021335602, 0.007576418109238148, 0.018034495413303375, 0.011375959031283855, 0.052645713090896606, 0.02358655259013176, 0.014970344491302967] | [0.22245587408542633, 0.019740259274840355, 0.042126353830099106, 0.02360355854034424, 0.1306588351726532, 0.0916765034198761, 0.08358662575483322] | [0, 1, 2, 3, 4, 5, 6] |
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+ | 2.9554 | 11.72 | 7500 | 2.8727 | 0.0357 | 0.0710 | 0.0314 | 0.0357 | -1.0 | -1.0 | 0.0529 | 0.0920 | 0.0920 | 0.0920 | -1.0 | -1.0 | [0.1065044030547142, 0.008357521146535873, 0.01859544776380062, 0.012739308178424835, 0.05574037879705429, 0.029986992478370667, 0.017998481169342995] | [0.22563062608242035, 0.023838384076952934, 0.045775577425956726, 0.02758938819169998, 0.1338508427143097, 0.10088153928518295, 0.08644376695156097] | [0, 1, 2, 3, 4, 5, 6] |
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+ | 2.6755 | 12.5 | 8000 | 2.7571 | 0.0381 | 0.0766 | 0.0329 | 0.0381 | -1.0 | -1.0 | 0.0570 | 0.0973 | 0.0973 | 0.0973 | -1.0 | -1.0 | [0.11142787337303162, 0.007701957132667303, 0.0196710005402565, 0.016465453431010246, 0.05648297443985939, 0.035306066274642944, 0.019693374633789062] | [0.22848697006702423, 0.026174241676926613, 0.0493193082511425, 0.03451557084918022, 0.13941210508346558, 0.11265496164560318, 0.09084979444742203] | [0, 1, 2, 3, 4, 5, 6] |
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+ | 2.7857 | 13.28 | 8500 | 2.7355 | 0.0411 | 0.0814 | 0.0362 | 0.0411 | -1.0 | -1.0 | 0.0601 | 0.1016 | 0.1016 | 0.1016 | -1.0 | -1.0 | [0.11556719243526459, 0.010197699069976807, 0.02036297507584095, 0.018473459407687187, 0.05874854698777199, 0.042199619114398956, 0.022376172244548798] | [0.2314615100622177, 0.030053475871682167, 0.05247524753212929, 0.03916141018271446, 0.14496374130249023, 0.11988332867622375, 0.09348590672016144] | [0, 1, 2, 3, 4, 5, 6] |
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+ | 2.4419 | 14.06 | 9000 | 2.5641 | 0.0439 | 0.0874 | 0.0385 | 0.0439 | -1.0 | -1.0 | 0.0640 | 0.1069 | 0.1069 | 0.1069 | -1.0 | -1.0 | [0.11788569390773773, 0.012564579956233501, 0.02252984419465065, 0.01985805667936802, 0.06335312873125076, 0.04805980622768402, 0.02310897968709469] | [0.23441119492053986, 0.03670033812522888, 0.057132378220558167, 0.045463282614946365, 0.14961948990821838, 0.12920109927654266, 0.09600923210382462] | [0, 1, 2, 3, 4, 5, 6] |
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+ | 2.5962 | 14.84 | 9500 | 2.6140 | 0.0463 | 0.0923 | 0.0405 | 0.0463 | -1.0 | -1.0 | 0.0672 | 0.1116 | 0.1116 | 0.1116 | -1.0 | -1.0 | [0.12200454622507095, 0.011156002059578896, 0.023570792749524117, 0.02225014939904213, 0.06721360236406326, 0.05404386296868324, 0.02417328953742981] | [0.2358311265707016, 0.04146730527281761, 0.059996526688337326, 0.05144782364368439, 0.1566450446844101, 0.13732057809829712, 0.09836826473474503] | [0, 1, 2, 3, 4, 5, 6] |
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+ | 2.5992 | 15.62 | 10000 | 2.6493 | 0.0478 | 0.0964 | 0.0416 | 0.0478 | -1.0 | -1.0 | 0.0701 | 0.1156 | 0.1156 | 0.1156 | -1.0 | -1.0 | [0.11906087398529053, 0.013203187845647335, 0.023804809898138046, 0.023666758090257645, 0.07104818522930145, 0.060628872364759445, 0.02351595088839531] | [0.2391698807477951, 0.045818183571100235, 0.06427393108606339, 0.055276814848184586, 0.1593150645494461, 0.1476859450340271, 0.09775582700967789] | [0, 1, 2, 3, 4, 5, 6] |
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+ | 2.6462 | 16.41 | 10500 | 2.5972 | 0.0497 | 0.0992 | 0.0443 | 0.0497 | -1.0 | -1.0 | 0.0725 | 0.1193 | 0.1193 | 0.1193 | -1.0 | -1.0 | [0.125301331281662, 0.015778768807649612, 0.02504820004105568, 0.025865115225315094, 0.0740809291601181, 0.058498892933130264, 0.02366984821856022] | [0.2426043450832367, 0.05085137113928795, 0.06543297320604324, 0.058691710233688354, 0.16227440536022186, 0.1550177037715912, 0.09991797804832458] | [0, 1, 2, 3, 4, 5, 6] |
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+ | 2.4706 | 17.19 | 11000 | 2.4914 | 0.0524 | 0.1040 | 0.0465 | 0.0524 | -1.0 | -1.0 | 0.0760 | 0.1238 | 0.1238 | 0.1238 | -1.0 | -1.0 | [0.12998996675014496, 0.015761325135827065, 0.02641410008072853, 0.028352826833724976, 0.07700449973344803, 0.06418990343809128, 0.02509688399732113] | [0.245647594332695, 0.055867768824100494, 0.06862436234951019, 0.06473734229803085, 0.16654212772846222, 0.16367392241954803, 0.10171778500080109] | [0, 1, 2, 3, 4, 5, 6] |
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+ | 2.4022 | 17.97 | 11500 | 2.6025 | 0.0538 | 0.1067 | 0.0488 | 0.0538 | -1.0 | -1.0 | 0.0779 | 0.1267 | 0.1267 | 0.1267 | -1.0 | -1.0 | [0.13130246102809906, 0.01669127121567726, 0.026978671550750732, 0.030373232439160347, 0.07948648184537888, 0.06546752899885178, 0.026632554829120636] | [0.24881651997566223, 0.05733860284090042, 0.0698235034942627, 0.06813599914312363, 0.16934683918952942, 0.1705354005098343, 0.10290295630693436] | [0, 1, 2, 3, 4, 5, 6] |
87
+ | 2.3806 | 18.75 | 12000 | 2.4377 | 0.0565 | 0.1116 | 0.0510 | 0.0565 | -1.0 | -1.0 | 0.0809 | 0.1307 | 0.1307 | 0.1307 | -1.0 | -1.0 | [0.13539382815361023, 0.019166018813848495, 0.028394022956490517, 0.03170689195394516, 0.08289874345064163, 0.0700925663113594, 0.028070559725165367] | [0.2516007125377655, 0.06212121248245239, 0.07227034866809845, 0.07164071500301361, 0.17606544494628906, 0.1762741059064865, 0.1052769348025322] | [0, 1, 2, 3, 4, 5, 6] |
88
+ | 2.3381 | 19.53 | 12500 | 2.3298 | 0.0595 | 0.1170 | 0.0539 | 0.0595 | -1.0 | -1.0 | 0.0841 | 0.1354 | 0.1354 | 0.1354 | -1.0 | -1.0 | [0.14168289303779602, 0.02123761549592018, 0.029218005016446114, 0.03483952209353447, 0.08439919352531433, 0.07521592825651169, 0.029624762013554573] | [0.254447877407074, 0.06652121245861053, 0.07486468553543091, 0.07665052264928818, 0.18379908800125122, 0.1837686002254486, 0.10760283470153809] | [0, 1, 2, 3, 4, 5, 6] |
89
+ | 2.1834 | 20.31 | 13000 | 2.2925 | 0.0619 | 0.1218 | 0.0563 | 0.0619 | -1.0 | -1.0 | 0.0868 | 0.1392 | 0.1392 | 0.1392 | -1.0 | -1.0 | [0.14434954524040222, 0.023596107959747314, 0.029413597658276558, 0.03724164515733719, 0.08747584372758865, 0.07988733053207397, 0.031240329146385193] | [0.2572765052318573, 0.07151515036821365, 0.07733561843633652, 0.08106201887130737, 0.18765367567539215, 0.19011442363262177, 0.10954329371452332] | [0, 1, 2, 3, 4, 5, 6] |
90
+ | 2.3694 | 21.09 | 13500 | 2.2980 | 0.0643 | 0.1250 | 0.0596 | 0.0643 | -1.0 | -1.0 | 0.0896 | 0.1431 | 0.1431 | 0.1431 | -1.0 | -1.0 | [0.14629203081130981, 0.02630077488720417, 0.03064255230128765, 0.03969859704375267, 0.08952046930789948, 0.08544820547103882, 0.032189808785915375] | [0.26002073287963867, 0.07739618420600891, 0.07984354346990585, 0.08463411778211594, 0.19238965213298798, 0.19605141878128052, 0.11159518361091614] | [0, 1, 2, 3, 4, 5, 6] |
91
+ | 2.1876 | 21.88 | 14000 | 2.2552 | 0.0664 | 0.1299 | 0.0615 | 0.0664 | -1.0 | -1.0 | 0.0920 | 0.1466 | 0.1466 | 0.1466 | -1.0 | -1.0 | [0.14918148517608643, 0.029802532866597176, 0.030558602884411812, 0.04181119427084923, 0.0926012173295021, 0.088821642100811, 0.03230477496981621] | [0.2630963921546936, 0.08175324648618698, 0.08174210041761398, 0.08892733603715897, 0.19709719717502594, 0.20020660758018494, 0.11349327117204666] | [0, 1, 2, 3, 4, 5, 6] |
92
+ | 2.22 | 22.66 | 14500 | 2.1956 | 0.0696 | 0.1349 | 0.0645 | 0.0696 | -1.0 | -1.0 | 0.0949 | 0.1506 | 0.1506 | 0.1506 | -1.0 | -1.0 | [0.1518896371126175, 0.033730532974004745, 0.03175903856754303, 0.044416192919015884, 0.09609058499336243, 0.09530041366815567, 0.03383677080273628] | [0.2656303942203522, 0.08649947494268417, 0.08476158231496811, 0.09331821650266647, 0.20168477296829224, 0.2064690738916397, 0.11557488888502121] | [0, 1, 2, 3, 4, 5, 6] |
93
+ | 2.2025 | 23.44 | 15000 | 2.2126 | 0.0726 | 0.1407 | 0.0675 | 0.0726 | -1.0 | -1.0 | 0.0976 | 0.1543 | 0.1543 | 0.1543 | -1.0 | -1.0 | [0.15515004098415375, 0.03552235662937164, 0.03365291655063629, 0.0472525879740715, 0.09961769729852676, 0.09976397454738617, 0.037467099726200104] | [0.2683526277542114, 0.09155555814504623, 0.08699669688940048, 0.09794694185256958, 0.2053728997707367, 0.21250689029693604, 0.11715974658727646] | [0, 1, 2, 3, 4, 5, 6] |
94
+ | 2.1936 | 24.22 | 15500 | 2.1662 | 0.0751 | 0.1462 | 0.0694 | 0.0751 | -1.0 | -1.0 | 0.1005 | 0.1580 | 0.1580 | 0.1580 | -1.0 | -1.0 | [0.15799090266227722, 0.03928203508257866, 0.034626252949237823, 0.048913635313510895, 0.1035238727927208, 0.10347861051559448, 0.03808673098683357] | [0.27103936672210693, 0.09616813063621521, 0.08940700441598892, 0.10285746306180954, 0.21057593822479248, 0.21770194172859192, 0.11854757368564606] | [0, 1, 2, 3, 4, 5, 6] |
95
+ | 2.2018 | 25.0 | 16000 | 2.2816 | 0.0772 | 0.1496 | 0.0717 | 0.0772 | -1.0 | -1.0 | 0.1024 | 0.1605 | 0.1605 | 0.1605 | -1.0 | -1.0 | [0.15951977670192719, 0.040796443819999695, 0.035473428666591644, 0.05021883174777031, 0.10709941387176514, 0.1077590137720108, 0.039515502750873566] | [0.2728523313999176, 0.09820076078176498, 0.09194513410329819, 0.10459558665752411, 0.21406963467597961, 0.22213326394557953, 0.11955104023218155] | [0, 1, 2, 3, 4, 5, 6] |
96
+ | 2.069 | 25.78 | 16500 | 2.2788 | 0.0799 | 0.1544 | 0.0744 | 0.0799 | -1.0 | -1.0 | 0.1048 | 0.1637 | 0.1637 | 0.1637 | -1.0 | -1.0 | [0.1624949425458908, 0.043188855051994324, 0.03846662491559982, 0.052888572216033936, 0.11016106605529785, 0.11159937083721161, 0.04036788269877434] | [0.27505558729171753, 0.10233241319656372, 0.095039501786232, 0.10908042639493942, 0.2170056700706482, 0.22714750468730927, 0.12026649713516235] | [0, 1, 2, 3, 4, 5, 6] |
97
+ | 2.2388 | 26.56 | 17000 | 2.1393 | 0.0822 | 0.1584 | 0.0767 | 0.0822 | -1.0 | -1.0 | 0.1072 | 0.1670 | 0.1670 | 0.1670 | -1.0 | -1.0 | [0.16449908912181854, 0.04439976066350937, 0.03944051265716553, 0.054946914315223694, 0.11398687958717346, 0.11732934415340424, 0.04113543778657913] | [0.27652451395988464, 0.10696969926357269, 0.09715589135885239, 0.11262975633144379, 0.22107172012329102, 0.23228001594543457, 0.12206925451755524] | [0, 1, 2, 3, 4, 5, 6] |
98
+ | 2.002 | 27.34 | 17500 | 2.1429 | 0.0848 | 0.1634 | 0.0789 | 0.0848 | -1.0 | -1.0 | 0.1097 | 0.1701 | 0.1701 | 0.1701 | -1.0 | -1.0 | [0.16622968018054962, 0.04853104427456856, 0.04015907645225525, 0.05710913985967636, 0.11814910173416138, 0.11969507485628128, 0.043414726853370667] | [0.2779178023338318, 0.11163636296987534, 0.09929750114679337, 0.11634206771850586, 0.22536203265190125, 0.2366705983877182, 0.12360689043998718] | [0, 1, 2, 3, 4, 5, 6] |
99
+ | 1.8305 | 28.12 | 18000 | 2.0416 | 0.0876 | 0.1682 | 0.0819 | 0.0876 | -1.0 | -1.0 | 0.1123 | 0.1736 | 0.1736 | 0.1736 | -1.0 | -1.0 | [0.1689627468585968, 0.05172034725546837, 0.04114536941051483, 0.06016615405678749, 0.12208609282970428, 0.12335427850484848, 0.04596796631813049] | [0.28000858426094055, 0.11762626469135284, 0.10105427354574203, 0.12081891298294067, 0.22976915538311005, 0.2406795173883438, 0.12553754448890686] | [0, 1, 2, 3, 4, 5, 6] |
100
+ | 1.9246 | 28.91 | 18500 | 2.0548 | 0.0902 | 0.1726 | 0.0845 | 0.0902 | -1.0 | -1.0 | 0.1147 | 0.1769 | 0.1769 | 0.1769 | -1.0 | -1.0 | [0.17139744758605957, 0.05572446435689926, 0.04115204140543938, 0.06324263662099838, 0.1263333410024643, 0.12660689651966095, 0.04671153053641319] | [0.28168630599975586, 0.12232596427202225, 0.10400499403476715, 0.12460488080978394, 0.23404911160469055, 0.24453875422477722, 0.12732824683189392] | [0, 1, 2, 3, 4, 5, 6] |
101
+ | 2.0712 | 29.69 | 19000 | 2.0686 | 0.0927 | 0.1770 | 0.0870 | 0.0927 | -1.0 | -1.0 | 0.1169 | 0.1801 | 0.1801 | 0.1801 | -1.0 | -1.0 | [0.1739092618227005, 0.0565057098865509, 0.04212590306997299, 0.06619900465011597, 0.13020069897174835, 0.13175153732299805, 0.048211514949798584] | [0.28365930914878845, 0.1268102079629898, 0.1058841422200203, 0.12817338109016418, 0.2378995418548584, 0.24880382418632507, 0.12912601232528687] | [0, 1, 2, 3, 4, 5, 6] |
102
+ | 1.8114 | 30.47 | 19500 | 2.0090 | 0.0957 | 0.1815 | 0.0893 | 0.0957 | -1.0 | -1.0 | 0.1192 | 0.1832 | 0.1832 | 0.1832 | -1.0 | -1.0 | [0.17668937146663666, 0.060196880251169205, 0.04316006973385811, 0.06869190186262131, 0.134142205119133, 0.13747332990169525, 0.049689896404743195] | [0.2853875756263733, 0.13062937557697296, 0.10824659466743469, 0.13195812702178955, 0.24280528724193573, 0.25331637263298035, 0.13033278286457062] | [0, 1, 2, 3, 4, 5, 6] |
103
+ | 1.8545 | 31.25 | 20000 | 1.8640 | 0.1000 | 0.1882 | 0.0943 | 0.1000 | -1.0 | -1.0 | 0.1220 | 0.1871 | 0.1871 | 0.1871 | -1.0 | -1.0 | [0.17970405519008636, 0.06414728611707687, 0.04569493606686592, 0.07412267476320267, 0.13957497477531433, 0.1450406312942505, 0.05184954032301903] | [0.28745174407958984, 0.13636364042758942, 0.11039604246616364, 0.13654844462871552, 0.2473972588777542, 0.25890496373176575, 0.13267983496189117] | [0, 1, 2, 3, 4, 5, 6] |
104
+ | 1.8498 | 32.03 | 20500 | 1.8956 | 0.1032 | 0.1936 | 0.0969 | 0.1032 | -1.0 | -1.0 | 0.1244 | 0.1906 | 0.1906 | 0.1906 | -1.0 | -1.0 | [0.18263494968414307, 0.06708105653524399, 0.046513475477695465, 0.07773694396018982, 0.14296144247055054, 0.15190638601779938, 0.053776174783706665] | [0.2898060083389282, 0.14060606062412262, 0.11237623542547226, 0.14104144275188446, 0.25213274359703064, 0.26371699571609497, 0.13437862694263458] | [0, 1, 2, 3, 4, 5, 6] |
105
+ | 1.7807 | 32.81 | 21000 | 1.8849 | 0.1058 | 0.1978 | 0.0996 | 0.1058 | -1.0 | -1.0 | 0.1268 | 0.1937 | 0.1937 | 0.1937 | -1.0 | -1.0 | [0.18508057296276093, 0.07147838175296783, 0.04737703502178192, 0.07961855083703995, 0.1454845517873764, 0.15771792829036713, 0.05387093871831894] | [0.29202979803085327, 0.14513708651065826, 0.11443108320236206, 0.14490030705928802, 0.25490322709083557, 0.26835891604423523, 0.13622570037841797] | [0, 1, 2, 3, 4, 5, 6] |
106
+ | 1.7693 | 33.59 | 21500 | 1.8167 | 0.1082 | 0.2027 | 0.1019 | 0.1082 | -1.0 | -1.0 | 0.1290 | 0.1967 | 0.1967 | 0.1967 | -1.0 | -1.0 | [0.18606284260749817, 0.07484107464551926, 0.04835912957787514, 0.08157777786254883, 0.14935535192489624, 0.16259758174419403, 0.05479986220598221] | [0.2938022017478943, 0.14931641519069672, 0.11614859104156494, 0.148426815867424, 0.2591802179813385, 0.27255430817604065, 0.13770410418510437] | [0, 1, 2, 3, 4, 5, 6] |
107
+ | 1.7453 | 34.38 | 22000 | 1.8090 | 0.1113 | 0.2077 | 0.1052 | 0.1113 | -1.0 | -1.0 | 0.1313 | 0.1999 | 0.1999 | 0.1999 | -1.0 | -1.0 | [0.18891556560993195, 0.0787239521741867, 0.04937181994318962, 0.08449568599462509, 0.15322794020175934, 0.1689060628414154, 0.05579029396176338] | [0.2957901954650879, 0.15378788113594055, 0.11824557185173035, 0.15204466879367828, 0.2632420063018799, 0.27685949206352234, 0.1396472305059433] | [0, 1, 2, 3, 4, 5, 6] |
108
+ | 1.8001 | 35.16 | 22500 | 1.7838 | 0.1146 | 0.2127 | 0.1088 | 0.1146 | -1.0 | -1.0 | 0.1335 | 0.2030 | 0.2030 | 0.2030 | -1.0 | -1.0 | [0.19174334406852722, 0.08240403980016708, 0.05114790424704552, 0.08605141937732697, 0.15808245539665222, 0.1754416525363922, 0.057301394641399384] | [0.2980480492115021, 0.1578047126531601, 0.120700404047966, 0.1550634354352951, 0.2666260898113251, 0.28123047947883606, 0.14118653535842896] | [0, 1, 2, 3, 4, 5, 6] |
109
+ | 1.7384 | 35.94 | 23000 | 1.8036 | 0.1174 | 0.2165 | 0.1119 | 0.1174 | -1.0 | -1.0 | 0.1356 | 0.2059 | 0.2059 | 0.2059 | -1.0 | -1.0 | [0.1949423998594284, 0.08474200963973999, 0.05296053737401962, 0.088404580950737, 0.1613713502883911, 0.18075096607208252, 0.058822985738515854] | [0.300113320350647, 0.1617918312549591, 0.12262161076068878, 0.15814653038978577, 0.2703295648097992, 0.28532159328460693, 0.14286154508590698] | [0, 1, 2, 3, 4, 5, 6] |
110
+ | 1.7308 | 36.72 | 23500 | 1.7081 | 0.1206 | 0.2215 | 0.1155 | 0.1206 | -1.0 | -1.0 | 0.1379 | 0.2090 | 0.2090 | 0.2090 | -1.0 | -1.0 | [0.19688330590724945, 0.0874597355723381, 0.05458848550915718, 0.0911809653043747, 0.16641899943351746, 0.1867956668138504, 0.06093086674809456] | [0.30188122391700745, 0.16584138572216034, 0.12504038214683533, 0.16180519759655, 0.27433207631111145, 0.2896430492401123, 0.14437904953956604] | [0, 1, 2, 3, 4, 5, 6] |
111
+ | 1.6386 | 37.5 | 24000 | 1.7598 | 0.1241 | 0.2253 | 0.1199 | 0.1241 | -1.0 | -1.0 | 0.1401 | 0.2120 | 0.2120 | 0.2120 | -1.0 | -1.0 | [0.19938696920871735, 0.09302081167697906, 0.05561578646302223, 0.09631506353616714, 0.17022699117660522, 0.19142889976501465, 0.0624491423368454] | [0.3034467399120331, 0.17077019810676575, 0.12714865803718567, 0.16521769762039185, 0.27807268500328064, 0.2932679057121277, 0.1461668312549591] | [0, 1, 2, 3, 4, 5, 6] |
112
+ | 1.7212 | 38.28 | 24500 | 1.7361 | 0.1267 | 0.2303 | 0.1225 | 0.1267 | -1.0 | -1.0 | 0.1420 | 0.2149 | 0.2149 | 0.2149 | -1.0 | -1.0 | [0.20129698514938354, 0.09607404470443726, 0.05763624981045723, 0.09819900244474411, 0.17313453555107117, 0.19651460647583008, 0.06392311304807663] | [0.3053010106086731, 0.17469388246536255, 0.12949080765247345, 0.16820846498012543, 0.28130650520324707, 0.29748693108558655, 0.14794781804084778] | [0, 1, 2, 3, 4, 5, 6] |
113
+ | 1.5007 | 39.06 | 25000 | 1.7068 | 0.1294 | 0.2337 | 0.1254 | 0.1294 | -1.0 | -1.0 | 0.1439 | 0.2176 | 0.2176 | 0.2176 | -1.0 | -1.0 | [0.20381218194961548, 0.09927998483181, 0.05934193357825279, 0.10101280361413956, 0.17670287191867828, 0.20033632218837738, 0.06550956517457962] | [0.30728572607040405, 0.17846061289310455, 0.13128052651882172, 0.17155016958713531, 0.2846940755844116, 0.3004628121852875, 0.14973454177379608] | [0, 1, 2, 3, 4, 5, 6] |
114
+ | 1.6147 | 39.84 | 25500 | 1.7262 | 0.1321 | 0.2381 | 0.1289 | 0.1321 | -1.0 | -1.0 | 0.1460 | 0.2205 | 0.2205 | 0.2205 | -1.0 | -1.0 | [0.20637443661689758, 0.10149955004453659, 0.06139121204614639, 0.101739302277565, 0.18070530891418457, 0.2046823352575302, 0.06848781555891037] | [0.30909985303878784, 0.18267379701137543, 0.13362130522727966, 0.17453694343566895, 0.28829798102378845, 0.3038405478000641, 0.15139558911323547] | [0, 1, 2, 3, 4, 5, 6] |
115
+ | 1.5141 | 40.62 | 26000 | 1.7278 | 0.1348 | 0.2422 | 0.1314 | 0.1348 | -1.0 | -1.0 | 0.1479 | 0.2231 | 0.2231 | 0.2231 | -1.0 | -1.0 | [0.2083674520254135, 0.10427972674369812, 0.06303983926773071, 0.10368069261312485, 0.18451228737831116, 0.21048979461193085, 0.06922110170125961] | [0.31071242690086365, 0.1856759935617447, 0.13551345467567444, 0.1775086522102356, 0.2913241982460022, 0.3082008957862854, 0.15268296003341675] | [0, 1, 2, 3, 4, 5, 6] |
116
+ | 1.4385 | 41.41 | 26500 | 1.6737 | 0.1371 | 0.2454 | 0.1348 | 0.1371 | -1.0 | -1.0 | 0.1497 | 0.2256 | 0.2256 | 0.2256 | -1.0 | -1.0 | [0.21084575355052948, 0.10635006427764893, 0.06430502980947495, 0.10656581819057465, 0.18613353371620178, 0.21510617434978485, 0.07017965614795685] | [0.3124080300331116, 0.18867924809455872, 0.13702596724033356, 0.18037474155426025, 0.2946583926677704, 0.3123031258583069, 0.15406128764152527] | [0, 1, 2, 3, 4, 5, 6] |
117
+ | 1.4519 | 42.19 | 27000 | 1.6628 | 0.1396 | 0.2499 | 0.1371 | 0.1396 | -1.0 | -1.0 | 0.1514 | 0.2281 | 0.2281 | 0.2281 | -1.0 | -1.0 | [0.21279378235340118, 0.10987628996372223, 0.06571341305971146, 0.1084621325135231, 0.1897042989730835, 0.21943020820617676, 0.07122423499822617] | [0.3142070770263672, 0.1921885460615158, 0.13871164619922638, 0.18352556228637695, 0.29725182056427, 0.3155188262462616, 0.15546737611293793] | [0, 1, 2, 3, 4, 5, 6] |
118
+ | 1.538 | 42.97 | 27500 | 1.6760 | 0.1427 | 0.2541 | 0.1399 | 0.1427 | -1.0 | -1.0 | 0.1532 | 0.2308 | 0.2308 | 0.2308 | -1.0 | -1.0 | [0.21556733548641205, 0.11342202872037888, 0.06732655316591263, 0.11160027235746384, 0.19317805767059326, 0.22488607466220856, 0.07287413626909256] | [0.3162986934185028, 0.19509641826152802, 0.1405220478773117, 0.1862032115459442, 0.30072230100631714, 0.31980466842651367, 0.15693101286888123] | [0, 1, 2, 3, 4, 5, 6] |
119
+ | 1.6061 | 43.75 | 28000 | 1.6461 | 0.1455 | 0.2585 | 0.1434 | 0.1455 | -1.0 | -1.0 | 0.1551 | 0.2334 | 0.2334 | 0.2334 | -1.0 | -1.0 | [0.2179284244775772, 0.11804981529712677, 0.0686318427324295, 0.11424344778060913, 0.196621835231781, 0.22896119952201843, 0.07397373765707016] | [0.3179588317871094, 0.19867965579032898, 0.14226190745830536, 0.18921156227588654, 0.30400359630584717, 0.32350945472717285, 0.1582772433757782] | [0, 1, 2, 3, 4, 5, 6] |
120
+ | 1.5999 | 44.53 | 28500 | 1.6499 | 0.1482 | 0.2614 | 0.1461 | 0.1482 | -1.0 | -1.0 | 0.1567 | 0.2357 | 0.2357 | 0.2357 | -1.0 | -1.0 | [0.2203698754310608, 0.12020596116781235, 0.07041482627391815, 0.11792736500501633, 0.19977207481861115, 0.2334306240081787, 0.07521776854991913] | [0.31949469447135925, 0.2019670456647873, 0.14413757622241974, 0.19179263710975647, 0.30652087926864624, 0.3264607787132263, 0.15956202149391174] | [0, 1, 2, 3, 4, 5, 6] |
121
+ | 1.4135 | 45.31 | 29000 | 1.5887 | 0.1509 | 0.2652 | 0.1491 | 0.1509 | -1.0 | -1.0 | 0.1585 | 0.2383 | 0.2383 | 0.2383 | -1.0 | -1.0 | [0.22293353080749512, 0.12379045784473419, 0.07232733815908432, 0.12009650468826294, 0.20234964787960052, 0.23802727460861206, 0.07673442363739014] | [0.32130709290504456, 0.20496343076229095, 0.1461704820394516, 0.194487527012825, 0.3094630837440491, 0.33020803332328796, 0.16118156909942627] | [0, 1, 2, 3, 4, 5, 6] |
122
+ | 1.3849 | 46.09 | 29500 | 1.5587 | 0.1534 | 0.2696 | 0.1529 | 0.1534 | -1.0 | -1.0 | 0.1603 | 0.2409 | 0.2409 | 0.2409 | -1.0 | -1.0 | [0.22550000250339508, 0.126255065202713, 0.07389067113399506, 0.12276104837656021, 0.20572707056999207, 0.24077364802360535, 0.07866828143596649] | [0.323210209608078, 0.20810477435588837, 0.14789114892482758, 0.19780071079730988, 0.313141405582428, 0.3335341215133667, 0.16273246705532074] | [0, 1, 2, 3, 4, 5, 6] |
123
+ | 1.3678 | 46.88 | 30000 | 1.6096 | 0.1558 | 0.2722 | 0.1555 | 0.1558 | -1.0 | -1.0 | 0.1620 | 0.2433 | 0.2433 | 0.2433 | -1.0 | -1.0 | [0.22747229039669037, 0.12818685173988342, 0.07569180428981781, 0.12502236664295197, 0.20901745557785034, 0.24479806423187256, 0.08022068440914154] | [0.3249678313732147, 0.21116161346435547, 0.14949944615364075, 0.20055362582206726, 0.31560882925987244, 0.33657023310661316, 0.16441743075847626] | [0, 1, 2, 3, 4, 5, 6] |
124
+ | 1.5416 | 47.66 | 30500 | 1.5705 | 0.1582 | 0.2763 | 0.1582 | 0.1582 | -1.0 | -1.0 | 0.1636 | 0.2456 | 0.2456 | 0.2456 | -1.0 | -1.0 | [0.22910533845424652, 0.13224217295646667, 0.07711625099182129, 0.1279756724834442, 0.2114134281873703, 0.24824558198451996, 0.08149348199367523] | [0.32661086320877075, 0.21458519995212555, 0.1511010080575943, 0.20336377620697021, 0.31837713718414307, 0.33922234177589417, 0.1660820096731186] | [0, 1, 2, 3, 4, 5, 6] |
125
+ | 1.5698 | 48.44 | 31000 | 1.5384 | 0.1607 | 0.2796 | 0.1615 | 0.1607 | -1.0 | -1.0 | 0.1652 | 0.2480 | 0.2480 | 0.2480 | -1.0 | -1.0 | [0.23130907118320465, 0.1348022222518921, 0.07854016125202179, 0.13033372163772583, 0.21463152766227722, 0.2524957060813904, 0.08308678865432739] | [0.3283239006996155, 0.2169794738292694, 0.15278132259845734, 0.20617814362049103, 0.32176315784454346, 0.34209543466567993, 0.1676422506570816] | [0, 1, 2, 3, 4, 5, 6] |
126
+ | 1.4281 | 49.22 | 31500 | 1.5423 | 0.1635 | 0.2828 | 0.1651 | 0.1635 | -1.0 | -1.0 | 0.1669 | 0.2503 | 0.2503 | 0.2503 | -1.0 | -1.0 | [0.2337646633386612, 0.13741059601306915, 0.0802868977189064, 0.1331375390291214, 0.2190386801958084, 0.2564108967781067, 0.0843500867486] | [0.33013421297073364, 0.2201346755027771, 0.15410970151424408, 0.2087274193763733, 0.32478800415992737, 0.3452184200286865, 0.1692124605178833] | [0, 1, 2, 3, 4, 5, 6] |
127
+ | 1.5232 | 50.0 | 32000 | 1.5577 | 0.1656 | 0.2860 | 0.1669 | 0.1656 | -1.0 | -1.0 | 0.1684 | 0.2525 | 0.2525 | 0.2525 | -1.0 | -1.0 | [0.23572662472724915, 0.1402345597743988, 0.08165154606103897, 0.1347123384475708, 0.2218606323003769, 0.25896695256233215, 0.08578291535377502] | [0.3317522406578064, 0.22330492734909058, 0.15557962656021118, 0.21121864020824432, 0.32721176743507385, 0.3473915159702301, 0.1707620918750763] | [0, 1, 2, 3, 4, 5, 6] |
128
+ | 1.4718 | 50.78 | 32500 | 1.5329 | 0.1679 | 0.2890 | 0.1697 | 0.1679 | -1.0 | -1.0 | 0.1700 | 0.2547 | 0.2547 | 0.2547 | -1.0 | -1.0 | [0.23852567374706268, 0.1429818868637085, 0.08330734819173813, 0.13681721687316895, 0.22413747012615204, 0.26250723004341125, 0.08725880831480026] | [0.3335283696651459, 0.22599533200263977, 0.15709824860095978, 0.2133883386850357, 0.3300948441028595, 0.3500826358795166, 0.1724136918783188] | [0, 1, 2, 3, 4, 5, 6] |
129
+ | 1.5368 | 51.56 | 33000 | 1.5226 | 0.1703 | 0.2917 | 0.1724 | 0.1703 | -1.0 | -1.0 | 0.1714 | 0.2567 | 0.2567 | 0.2567 | -1.0 | -1.0 | [0.24014446139335632, 0.14406023919582367, 0.08496519178152084, 0.13978202641010284, 0.22792623937129974, 0.2665834128856659, 0.08841584622859955] | [0.3352448344230652, 0.22808080911636353, 0.15874338150024414, 0.21567054092884064, 0.3328075408935547, 0.352955162525177, 0.17364373803138733] | [0, 1, 2, 3, 4, 5, 6] |
130
+ | 1.3778 | 52.34 | 33500 | 1.4644 | 0.1729 | 0.2959 | 0.1754 | 0.1729 | -1.0 | -1.0 | 0.1730 | 0.2591 | 0.2591 | 0.2591 | -1.0 | -1.0 | [0.2424972951412201, 0.14849114418029785, 0.08599013835191727, 0.14239133894443512, 0.23136775195598602, 0.26967743039131165, 0.08995284140110016] | [0.33695903420448303, 0.2317141592502594, 0.1604699343442917, 0.21840624511241913, 0.3351666331291199, 0.3555569350719452, 0.1751621812582016] | [0, 1, 2, 3, 4, 5, 6] |
131
+ | 1.2753 | 53.12 | 34000 | 1.4789 | 0.1753 | 0.2984 | 0.1786 | 0.1753 | -1.0 | -1.0 | 0.1746 | 0.2614 | 0.2614 | 0.2614 | -1.0 | -1.0 | [0.2448333203792572, 0.15089264512062073, 0.08769001066684723, 0.1446457952260971, 0.2337132841348648, 0.27418655157089233, 0.0914132297039032] | [0.33877894282341003, 0.23455436527729034, 0.16229130327701569, 0.22096478939056396, 0.3380137085914612, 0.35878705978393555, 0.17660170793533325] | [0, 1, 2, 3, 4, 5, 6] |
132
+ | 1.3929 | 53.91 | 34500 | 1.4726 | 0.1776 | 0.3009 | 0.1813 | 0.1776 | -1.0 | -1.0 | 0.1761 | 0.2635 | 0.2635 | 0.2635 | -1.0 | -1.0 | [0.24712836742401123, 0.15434853732585907, 0.08864349126815796, 0.14744579792022705, 0.23680062592029572, 0.27693623304367065, 0.09224053472280502] | [0.340232789516449, 0.23757575452327728, 0.1638350784778595, 0.22334888577461243, 0.34065911173820496, 0.3610851466655731, 0.17764268815517426] | [0, 1, 2, 3, 4, 5, 6] |
133
+ | 1.3218 | 54.69 | 35000 | 1.4250 | 0.1802 | 0.3055 | 0.1838 | 0.1802 | -1.0 | -1.0 | 0.1775 | 0.2656 | 0.2656 | 0.2656 | -1.0 | -1.0 | [0.2493417114019394, 0.15740056335926056, 0.08998408913612366, 0.15052294731140137, 0.2398378998041153, 0.2808479070663452, 0.09363849461078644] | [0.3417774438858032, 0.24019047617912292, 0.16550683975219727, 0.22571922838687897, 0.34335291385650635, 0.36390790343284607, 0.17897234857082367] | [0, 1, 2, 3, 4, 5, 6] |
134
+ | 1.3176 | 55.47 | 35500 | 1.4067 | 0.1827 | 0.3080 | 0.1869 | 0.1827 | -1.0 | -1.0 | 0.1790 | 0.2678 | 0.2678 | 0.2678 | -1.0 | -1.0 | [0.2508467435836792, 0.16055212914943695, 0.09181094914674759, 0.15233220160007477, 0.24301283061504364, 0.285194456577301, 0.09526713937520981] | [0.34326499700546265, 0.24291080236434937, 0.1671036183834076, 0.22774988412857056, 0.3466396629810333, 0.36645326018333435, 0.1804557889699936] | [0, 1, 2, 3, 4, 5, 6] |
135
+ | 1.22 | 56.25 | 36000 | 1.4432 | 0.1848 | 0.3107 | 0.1893 | 0.1848 | -1.0 | -1.0 | 0.1805 | 0.2699 | 0.2699 | 0.2699 | -1.0 | -1.0 | [0.25353720784187317, 0.16321063041687012, 0.09297779947519302, 0.15274809300899506, 0.2463236004114151, 0.2882259488105774, 0.09666171669960022] | [0.3447769284248352, 0.24560606479644775, 0.16864915192127228, 0.2300509363412857, 0.3490169942378998, 0.3692837357521057, 0.1819247454404831] | [0, 1, 2, 3, 4, 5, 6] |
136
+ | 1.2624 | 57.03 | 36500 | 1.4534 | 0.1872 | 0.3143 | 0.1927 | 0.1872 | -1.0 | -1.0 | 0.1820 | 0.2720 | 0.2720 | 0.2720 | -1.0 | -1.0 | [0.2553740441799164, 0.16707704961299896, 0.09462162852287292, 0.1561412215232849, 0.24870790541172028, 0.2907980680465698, 0.09786700457334518] | [0.34625932574272156, 0.24872560799121857, 0.1702970266342163, 0.2324216663837433, 0.3513542115688324, 0.37167438864707947, 0.1831466555595398] | [0, 1, 2, 3, 4, 5, 6] |
137
+ | 1.2334 | 57.81 | 37000 | 1.4128 | 0.1897 | 0.3171 | 0.1957 | 0.1897 | -1.0 | -1.0 | 0.1833 | 0.2740 | 0.2740 | 0.2740 | -1.0 | -1.0 | [0.25749534368515015, 0.17012159526348114, 0.0956001728773117, 0.15746240317821503, 0.25159570574760437, 0.2954738736152649, 0.1000288873910904] | [0.34803688526153564, 0.2508763372898102, 0.1717308908700943, 0.23444309830665588, 0.3537949025630951, 0.37444716691970825, 0.18453818559646606] | [0, 1, 2, 3, 4, 5, 6] |
138
+ | 1.1761 | 58.59 | 37500 | 1.3650 | 0.1918 | 0.3191 | 0.1981 | 0.1918 | -1.0 | -1.0 | 0.1847 | 0.2761 | 0.2761 | 0.2761 | -1.0 | -1.0 | [0.25979435443878174, 0.17184627056121826, 0.0965074971318245, 0.15925957262516022, 0.25439971685409546, 0.29917991161346436, 0.10163913667201996] | [0.3496769666671753, 0.2532282769680023, 0.1731221079826355, 0.23651672899723053, 0.35657837986946106, 0.3775647282600403, 0.18600067496299744] | [0, 1, 2, 3, 4, 5, 6] |
139
+ | 1.1746 | 59.38 | 38000 | 1.3084 | 0.1940 | 0.3216 | 0.2005 | 0.1940 | -1.0 | -1.0 | 0.1861 | 0.2782 | 0.2782 | 0.2782 | -1.0 | -1.0 | [0.2614623010158539, 0.1746634691953659, 0.0982770100235939, 0.16152290999889374, 0.2570221424102783, 0.30207931995391846, 0.10326719284057617] | [0.3511837124824524, 0.25599682331085205, 0.1749001145362854, 0.2385540008544922, 0.3590543270111084, 0.3800782859325409, 0.1875486522912979] | [0, 1, 2, 3, 4, 5, 6] |
140
+ | 1.124 | 60.16 | 38500 | 1.3802 | 0.1959 | 0.3251 | 0.2027 | 0.1959 | -1.0 | -1.0 | 0.1873 | 0.2801 | 0.2801 | 0.2801 | -1.0 | -1.0 | [0.2630487084388733, 0.17768719792366028, 0.09916898608207703, 0.16377225518226624, 0.25905221700668335, 0.30371031165122986, 0.10464335232973099] | [0.3525422513484955, 0.2583392262458801, 0.1763812154531479, 0.2407900094985962, 0.3612228035926819, 0.38215091824531555, 0.18898142874240875] | [0, 1, 2, 3, 4, 5, 6] |
141
+ | 1.2122 | 60.94 | 39000 | 1.3704 | 0.1978 | 0.3277 | 0.2051 | 0.1978 | -1.0 | -1.0 | 0.1886 | 0.2819 | 0.2819 | 0.2819 | -1.0 | -1.0 | [0.2640724182128906, 0.17990341782569885, 0.10043416917324066, 0.16539953649044037, 0.2615806758403778, 0.30746400356292725, 0.10585416853427887] | [0.3538845181465149, 0.2604351341724396, 0.17792586982250214, 0.24284890294075012, 0.36360496282577515, 0.3844670355319977, 0.1903436928987503] | [0, 1, 2, 3, 4, 5, 6] |
142
+ | 1.1796 | 61.72 | 39500 | 1.3533 | 0.1995 | 0.3304 | 0.2074 | 0.1995 | -1.0 | -1.0 | 0.1898 | 0.2837 | 0.2837 | 0.2837 | -1.0 | -1.0 | [0.2663557529449463, 0.18150398135185242, 0.10159678012132645, 0.1672067791223526, 0.26377254724502563, 0.3099142014980316, 0.106254942715168] | [0.3554444909095764, 0.26238587498664856, 0.17931236326694489, 0.24486443400382996, 0.3654124140739441, 0.38674548268318176, 0.1915804147720337] | [0, 1, 2, 3, 4, 5, 6] |
143
+ | 1.0856 | 62.5 | 40000 | 1.3118 | 0.2016 | 0.3322 | 0.2100 | 0.2016 | -1.0 | -1.0 | 0.1910 | 0.2856 | 0.2856 | 0.2856 | -1.0 | -1.0 | [0.26789969205856323, 0.18293805420398712, 0.1026647612452507, 0.16959702968597412, 0.26639893651008606, 0.31403395533561707, 0.10793528705835342] | [0.3571368157863617, 0.2641363739967346, 0.1811014860868454, 0.2470199018716812, 0.36790525913238525, 0.389245867729187, 0.19290399551391602] | [0, 1, 2, 3, 4, 5, 6] |
144
+ | 1.1677 | 63.28 | 40500 | 1.3136 | 0.2039 | 0.3354 | 0.2132 | 0.2039 | -1.0 | -1.0 | 0.1924 | 0.2876 | 0.2876 | 0.2876 | -1.0 | -1.0 | [0.2693575620651245, 0.18515463173389435, 0.10445524752140045, 0.1724829226732254, 0.26850834488868713, 0.31805768609046936, 0.1095009371638298] | [0.3586777150630951, 0.26634493470191956, 0.18248583376407623, 0.24928018450737, 0.37000393867492676, 0.391990602016449, 0.19435375928878784] | [0, 1, 2, 3, 4, 5, 6] |
145
+ | 1.155 | 64.06 | 41000 | 1.2842 | 0.2064 | 0.3380 | 0.2153 | 0.2064 | -1.0 | -1.0 | 0.1938 | 0.2897 | 0.2897 | 0.2897 | -1.0 | -1.0 | [0.27208176255226135, 0.18823444843292236, 0.10572110861539841, 0.17518718540668488, 0.2712228298187256, 0.32101067900657654, 0.11111129820346832] | [0.3603164255619049, 0.26862528920173645, 0.18374185264110565, 0.2518904507160187, 0.37252476811408997, 0.39505138993263245, 0.19568908214569092] | [0, 1, 2, 3, 4, 5, 6] |
146
+ | 1.1489 | 64.84 | 41500 | 1.2779 | 0.2084 | 0.3405 | 0.2177 | 0.2084 | -1.0 | -1.0 | 0.1952 | 0.2917 | 0.2917 | 0.2917 | -1.0 | -1.0 | [0.27354657649993896, 0.19084295630455017, 0.10690724849700928, 0.1768673211336136, 0.27369409799575806, 0.3242957592010498, 0.11255022883415222] | [0.361765593290329, 0.27128878235816956, 0.18515248596668243, 0.25417518615722656, 0.3749188482761383, 0.39749079942703247, 0.19700443744659424] | [0, 1, 2, 3, 4, 5, 6] |
147
+ | 1.0019 | 65.62 | 42000 | 1.2343 | 0.2106 | 0.3430 | 0.2213 | 0.2106 | -1.0 | -1.0 | 0.1965 | 0.2937 | 0.2937 | 0.2937 | -1.0 | -1.0 | [0.27533525228500366, 0.19294942915439606, 0.1081010177731514, 0.1796436905860901, 0.27713286876678467, 0.3272176682949066, 0.1141667366027832] | [0.3632113039493561, 0.2739033102989197, 0.18647846579551697, 0.2564755380153656, 0.37761470675468445, 0.39968517422676086, 0.19862498342990875] | [0, 1, 2, 3, 4, 5, 6] |
148
+ | 1.0393 | 66.41 | 42500 | 1.2497 | 0.2127 | 0.3459 | 0.2233 | 0.2127 | -1.0 | -1.0 | 0.1977 | 0.2956 | 0.2956 | 0.2956 | -1.0 | -1.0 | [0.2769603431224823, 0.19543510675430298, 0.10956516116857529, 0.1815720647573471, 0.27938321232795715, 0.33071368932724, 0.11541370302438736] | [0.36470019817352295, 0.2760855555534363, 0.18784119188785553, 0.2584652900695801, 0.3799194097518921, 0.4020807147026062, 0.19989511370658875] | [0, 1, 2, 3, 4, 5, 6] |
149
+ | 1.1978 | 67.19 | 43000 | 1.2584 | 0.2149 | 0.3485 | 0.2259 | 0.2149 | -1.0 | -1.0 | 0.1990 | 0.2975 | 0.2975 | 0.2975 | -1.0 | -1.0 | [0.2787444293498993, 0.1985068917274475, 0.11107343435287476, 0.18374863266944885, 0.28199175000190735, 0.3330363929271698, 0.11708976328372955] | [0.36612531542778015, 0.2782452404499054, 0.18934492766857147, 0.26068639755249023, 0.3821493089199066, 0.4043148159980774, 0.2014266848564148] | [0, 1, 2, 3, 4, 5, 6] |
150
+ | 1.0198 | 67.97 | 43500 | 1.1981 | 0.2169 | 0.3505 | 0.2282 | 0.2169 | -1.0 | -1.0 | 0.2003 | 0.2994 | 0.2994 | 0.2994 | -1.0 | -1.0 | [0.2804291248321533, 0.20049406588077545, 0.11303915083408356, 0.1850598007440567, 0.28519004583358765, 0.3359755575656891, 0.1184569001197815] | [0.36760973930358887, 0.2804458439350128, 0.19099237024784088, 0.2626854479312897, 0.3847373127937317, 0.4067065715789795, 0.20275768637657166] | [0, 1, 2, 3, 4, 5, 6] |
151
+ | 1.1246 | 68.75 | 44000 | 1.2557 | 0.2190 | 0.3533 | 0.2312 | 0.2190 | -1.0 | -1.0 | 0.2015 | 0.3013 | 0.3013 | 0.3013 | -1.0 | -1.0 | [0.2819073498249054, 0.2019958347082138, 0.1145104244351387, 0.18783636391162872, 0.28763484954833984, 0.33935362100601196, 0.11983713507652283] | [0.3688904047012329, 0.28254133462905884, 0.19248612225055695, 0.2649693191051483, 0.38717830181121826, 0.40896880626678467, 0.20419429242610931] | [0, 1, 2, 3, 4, 5, 6] |
152
+ | 1.1038 | 69.53 | 44500 | 1.2243 | 0.2209 | 0.3559 | 0.2329 | 0.2209 | -1.0 | -1.0 | 0.2027 | 0.3030 | 0.3030 | 0.3030 | -1.0 | -1.0 | [0.283906489610672, 0.20419622957706451, 0.11568263173103333, 0.18973909318447113, 0.2897682785987854, 0.34185564517974854, 0.12127756327390671] | [0.3701639771461487, 0.2847599685192108, 0.1938461810350418, 0.26674312353134155, 0.3892001509666443, 0.41108739376068115, 0.2054164856672287] | [0, 1, 2, 3, 4, 5, 6] |
153
+ | 1.0437 | 70.31 | 45000 | 1.2413 | 0.2229 | 0.3578 | 0.2348 | 0.2229 | -1.0 | -1.0 | 0.2038 | 0.3049 | 0.3049 | 0.3049 | -1.0 | -1.0 | [0.285703182220459, 0.20658300817012787, 0.11733826994895935, 0.19167673587799072, 0.2921169698238373, 0.3445843458175659, 0.12240643799304962] | [0.3715958893299103, 0.28679460287094116, 0.19535203278064728, 0.26880815625190735, 0.391522079706192, 0.41324150562286377, 0.2066948115825653] | [0, 1, 2, 3, 4, 5, 6] |
154
+ | 0.9239 | 71.09 | 45500 | 1.2163 | 0.2252 | 0.3599 | 0.2373 | 0.2252 | -1.0 | -1.0 | 0.2050 | 0.3067 | 0.3067 | 0.3067 | -1.0 | -1.0 | [0.2875484824180603, 0.20982173085212708, 0.11878927052021027, 0.194691464304924, 0.2946434020996094, 0.3480072617530823, 0.12267839908599854] | [0.3730217516422272, 0.28887778520584106, 0.19683022797107697, 0.27080878615379333, 0.3938581943511963, 0.4157206416130066, 0.20803745090961456] | [0, 1, 2, 3, 4, 5, 6] |
155
+ | 1.0799 | 71.88 | 46000 | 1.2077 | 0.2275 | 0.3624 | 0.2407 | 0.2275 | -1.0 | -1.0 | 0.2063 | 0.3086 | 0.3086 | 0.3086 | -1.0 | -1.0 | [0.28902295231819153, 0.2118113934993744, 0.12033383548259735, 0.19715572893619537, 0.2974853217601776, 0.3516872823238373, 0.12515637278556824] | [0.37449219822883606, 0.2907114624977112, 0.19832651317119598, 0.27295395731925964, 0.3961236774921417, 0.41836148500442505, 0.20927491784095764] | [0, 1, 2, 3, 4, 5, 6] |
156
+ | 0.9485 | 72.66 | 46500 | 1.1767 | 0.2294 | 0.3644 | 0.2431 | 0.2294 | -1.0 | -1.0 | 0.2075 | 0.3105 | 0.3105 | 0.3105 | -1.0 | -1.0 | [0.2905147075653076, 0.21348299086093903, 0.12186509370803833, 0.19925419986248016, 0.29991215467453003, 0.35510337352752686, 0.12601090967655182] | [0.37585005164146423, 0.2928510904312134, 0.1997089982032776, 0.2750307023525238, 0.39854666590690613, 0.42074114084243774, 0.21064919233322144] | [0, 1, 2, 3, 4, 5, 6] |
157
+ | 1.0266 | 73.44 | 47000 | 1.1805 | 0.2315 | 0.3668 | 0.2449 | 0.2315 | -1.0 | -1.0 | 0.2086 | 0.3122 | 0.3122 | 0.3122 | -1.0 | -1.0 | [0.2922998070716858, 0.2159629464149475, 0.1230894923210144, 0.2011932134628296, 0.3026053309440613, 0.35820436477661133, 0.12747688591480255] | [0.3772324025630951, 0.29456478357315063, 0.2011498510837555, 0.2769012749195099, 0.4006654918193817, 0.4231053292751312, 0.21204380691051483] | [0, 1, 2, 3, 4, 5, 6] |
158
+ | 0.8902 | 74.22 | 47500 | 1.1975 | 0.2334 | 0.3692 | 0.2469 | 0.2334 | -1.0 | -1.0 | 0.2097 | 0.3139 | 0.3139 | 0.3139 | -1.0 | -1.0 | [0.29417213797569275, 0.21815602481365204, 0.12440662086009979, 0.20238643884658813, 0.3047296702861786, 0.36108291149139404, 0.12876363098621368] | [0.37840884923934937, 0.2964656949043274, 0.20244571566581726, 0.27881261706352234, 0.4026099443435669, 0.4252718687057495, 0.21332800388336182] | [0, 1, 2, 3, 4, 5, 6] |
159
+ | 1.0085 | 75.0 | 48000 | 1.1693 | 0.2355 | 0.3711 | 0.2500 | 0.2355 | -1.0 | -1.0 | 0.2109 | 0.3157 | 0.3157 | 0.3157 | -1.0 | -1.0 | [0.2964259088039398, 0.2206290364265442, 0.12558795511722565, 0.20491278171539307, 0.3071436583995819, 0.3635878562927246, 0.1304273009300232] | [0.3797307312488556, 0.29837751388549805, 0.2038503885269165, 0.28071293234825134, 0.4047755002975464, 0.42745351791381836, 0.21473214030265808] | [0, 1, 2, 3, 4, 5, 6] |
160
+ | 0.9439 | 75.78 | 48500 | 1.1271 | 0.2375 | 0.3738 | 0.2525 | 0.2375 | -1.0 | -1.0 | 0.2120 | 0.3175 | 0.3175 | 0.3175 | -1.0 | -1.0 | [0.2981511652469635, 0.22302350401878357, 0.12688370048999786, 0.2064957469701767, 0.30954036116600037, 0.36666110157966614, 0.13198280334472656] | [0.3811796009540558, 0.30058732628822327, 0.20540301501750946, 0.2825491428375244, 0.40685874223709106, 0.42970946431159973, 0.2161606103181839] | [0, 1, 2, 3, 4, 5, 6] |
161
+ | 0.9932 | 76.56 | 49000 | 1.1668 | 0.2395 | 0.3760 | 0.2543 | 0.2395 | -1.0 | -1.0 | 0.2131 | 0.3192 | 0.3192 | 0.3192 | -1.0 | -1.0 | [0.2997910976409912, 0.22443556785583496, 0.12914197146892548, 0.20867681503295898, 0.31173640489578247, 0.36961501836776733, 0.13330094516277313] | [0.382452130317688, 0.3023933172225952, 0.2068178802728653, 0.2844855487346649, 0.40896469354629517, 0.43175914883613586, 0.21751338243484497] | [0, 1, 2, 3, 4, 5, 6] |
162
+ | 1.045 | 77.34 | 49500 | 1.1756 | 0.2413 | 0.3781 | 0.2560 | 0.2413 | -1.0 | -1.0 | 0.2142 | 0.3208 | 0.3208 | 0.3208 | -1.0 | -1.0 | [0.30133965611457825, 0.22616147994995117, 0.13028943538665771, 0.21039654314517975, 0.3142479956150055, 0.3722107708454132, 0.13469184935092926] | [0.38375064730644226, 0.3039608299732208, 0.20813080668449402, 0.2864702343940735, 0.4109819531440735, 0.43382585048675537, 0.21866895258426666] | [0, 1, 2, 3, 4, 5, 6] |
163
+ | 0.8991 | 78.12 | 50000 | 1.1265 | 0.2433 | 0.3798 | 0.2594 | 0.2433 | -1.0 | -1.0 | 0.2154 | 0.3226 | 0.3226 | 0.3226 | -1.0 | -1.0 | [0.3027842044830322, 0.22833791375160217, 0.13169842958450317, 0.21230222284793854, 0.31705981492996216, 0.37462857365608215, 0.13647869229316711] | [0.38506948947906494, 0.3060303032398224, 0.20944884419441223, 0.28853288292884827, 0.413251131772995, 0.43552064895629883, 0.22004255652427673] | [0, 1, 2, 3, 4, 5, 6] |
164
+ | 1.0419 | 78.91 | 50500 | 1.1598 | 0.2453 | 0.3820 | 0.2617 | 0.2453 | -1.0 | -1.0 | 0.2165 | 0.3242 | 0.3242 | 0.3242 | -1.0 | -1.0 | [0.30399709939956665, 0.23175884783267975, 0.13290618360042572, 0.2146383672952652, 0.3194376826286316, 0.3767666518688202, 0.1376808136701584] | [0.3862399160861969, 0.30805879831314087, 0.21072116494178772, 0.2904176115989685, 0.41539400815963745, 0.4374273717403412, 0.22135885059833527] | [0, 1, 2, 3, 4, 5, 6] |
165
+ | 0.928 | 79.69 | 51000 | 1.1520 | 0.2468 | 0.3839 | 0.2631 | 0.2468 | -1.0 | -1.0 | 0.2175 | 0.3258 | 0.3258 | 0.3258 | -1.0 | -1.0 | [0.30559828877449036, 0.23321305215358734, 0.1334191858768463, 0.2149236500263214, 0.321972131729126, 0.38008633255958557, 0.13867558538913727] | [0.38757285475730896, 0.309685081243515, 0.21205267310142517, 0.29206526279449463, 0.41759780049324036, 0.4394749701023102, 0.22249439358711243] | [0, 1, 2, 3, 4, 5, 6] |
166
+ | 0.9376 | 80.47 | 51500 | 1.1385 | 0.2488 | 0.3863 | 0.2648 | 0.2488 | -1.0 | -1.0 | 0.2185 | 0.3275 | 0.3275 | 0.3275 | -1.0 | -1.0 | [0.3067678213119507, 0.23459766805171967, 0.13415294885635376, 0.2181853950023651, 0.3255745470523834, 0.38228902220726013, 0.14015766978263855] | [0.3887871503829956, 0.3114210069179535, 0.21324457228183746, 0.2940303087234497, 0.4196878969669342, 0.44157907366752625, 0.223750501871109] | [0, 1, 2, 3, 4, 5, 6] |
167
+ | 0.9427 | 81.25 | 52000 | 1.1222 | 0.2508 | 0.3877 | 0.2677 | 0.2508 | -1.0 | -1.0 | 0.2196 | 0.3291 | 0.3291 | 0.3291 | -1.0 | -1.0 | [0.30901777744293213, 0.23716850578784943, 0.13516782224178314, 0.21972113847732544, 0.3280062675476074, 0.3846227526664734, 0.14155663549900055] | [0.39011359214782715, 0.3132750689983368, 0.2145436704158783, 0.29575127363204956, 0.421540230512619, 0.4435870945453644, 0.22506624460220337] | [0, 1, 2, 3, 4, 5, 6] |
168
+ | 1.0334 | 82.03 | 52500 | 1.1334 | 0.2524 | 0.3896 | 0.2699 | 0.2524 | -1.0 | -1.0 | 0.2206 | 0.3307 | 0.3307 | 0.3307 | -1.0 | -1.0 | [0.31127798557281494, 0.23829974234104156, 0.135979562997818, 0.22239266335964203, 0.32956355810165405, 0.3864337205886841, 0.1428307592868805] | [0.3913862705230713, 0.31477054953575134, 0.2157975733280182, 0.29752182960510254, 0.42348337173461914, 0.445541113615036, 0.22630095481872559] | [0, 1, 2, 3, 4, 5, 6] |
169
+ | 0.8902 | 82.81 | 53000 | 1.1508 | 0.2542 | 0.3915 | 0.2720 | 0.2542 | -1.0 | -1.0 | 0.2216 | 0.3323 | 0.3323 | 0.3323 | -1.0 | -1.0 | [0.31267109513282776, 0.23989807069301605, 0.1374475210905075, 0.22427316009998322, 0.33089154958724976, 0.38992753624916077, 0.14410248398780823] | [0.39266136288642883, 0.3162893056869507, 0.21704185009002686, 0.29923614859580994, 0.4253079891204834, 0.44769999384880066, 0.2275276780128479] | [0, 1, 2, 3, 4, 5, 6] |
170
+ | 0.9281 | 83.59 | 53500 | 1.1239 | 0.2561 | 0.3934 | 0.2737 | 0.2561 | -1.0 | -1.0 | 0.2226 | 0.3338 | 0.3338 | 0.3338 | -1.0 | -1.0 | [0.31389114260673523, 0.24228313565254211, 0.1386796087026596, 0.22620290517807007, 0.3334823548793793, 0.39271605014801025, 0.14563240110874176] | [0.3938855528831482, 0.31805720925331116, 0.2183230072259903, 0.3009539842605591, 0.42726925015449524, 0.44945546984672546, 0.2288157194852829] | [0, 1, 2, 3, 4, 5, 6] |
171
+ | 0.8653 | 84.38 | 54000 | 1.0924 | 0.2578 | 0.3952 | 0.2754 | 0.2578 | -1.0 | -1.0 | 0.2237 | 0.3354 | 0.3354 | 0.3354 | -1.0 | -1.0 | [0.315106600522995, 0.24380050599575043, 0.13995368778705597, 0.22797514498233795, 0.3359430730342865, 0.39488911628723145, 0.14695100486278534] | [0.39509955048561096, 0.31968575716018677, 0.21961098909378052, 0.3027489483356476, 0.42926180362701416, 0.45143863558769226, 0.23008930683135986] | [0, 1, 2, 3, 4, 5, 6] |
172
+ | 0.8345 | 85.16 | 54500 | 1.1562 | 0.2594 | 0.3977 | 0.2778 | 0.2594 | -1.0 | -1.0 | 0.2246 | 0.3369 | 0.3369 | 0.3369 | -1.0 | -1.0 | [0.3165804445743561, 0.24580344557762146, 0.14057014882564545, 0.2296101450920105, 0.33843737840652466, 0.39689549803733826, 0.14809773862361908] | [0.3962390720844269, 0.3212288022041321, 0.22074666619300842, 0.3044189214706421, 0.43118008971214294, 0.453309565782547, 0.23127539455890656] | [0, 1, 2, 3, 4, 5, 6] |
173
+ | 0.935 | 85.94 | 55000 | 1.0993 | 0.2610 | 0.3991 | 0.2798 | 0.2610 | -1.0 | -1.0 | 0.2256 | 0.3385 | 0.3385 | 0.3385 | -1.0 | -1.0 | [0.31773683428764343, 0.24742969870567322, 0.1413785070180893, 0.23119401931762695, 0.340358704328537, 0.39966636896133423, 0.14942407608032227] | [0.39745262265205383, 0.32293662428855896, 0.22188419103622437, 0.30613085627555847, 0.43311747908592224, 0.45521411299705505, 0.23248779773712158] | [0, 1, 2, 3, 4, 5, 6] |
174
+ | 0.8335 | 86.72 | 55500 | 1.0813 | 0.2626 | 0.4006 | 0.2814 | 0.2626 | -1.0 | -1.0 | 0.2266 | 0.3400 | 0.3400 | 0.3400 | -1.0 | -1.0 | [0.3188647925853729, 0.24917103350162506, 0.14266985654830933, 0.23321840167045593, 0.3422880470752716, 0.40139272809028625, 0.15093566477298737] | [0.3986016809940338, 0.32461369037628174, 0.2230844646692276, 0.3078930079936981, 0.43495413661003113, 0.45695778727531433, 0.23369023203849792] | [0, 1, 2, 3, 4, 5, 6] |
175
+ | 0.9013 | 87.5 | 56000 | 1.0935 | 0.2643 | 0.4024 | 0.2840 | 0.2643 | -1.0 | -1.0 | 0.2275 | 0.3414 | 0.3414 | 0.3414 | -1.0 | -1.0 | [0.3207457959651947, 0.2506600618362427, 0.14368991553783417, 0.23426273465156555, 0.3447193503379822, 0.40385517477989197, 0.1522432267665863] | [0.399725079536438, 0.32615259289741516, 0.22432667016983032, 0.3094167113304138, 0.43683138489723206, 0.4587588608264923, 0.23490555584430695] | [0, 1, 2, 3, 4, 5, 6] |
176
+ | 0.8493 | 88.28 | 56500 | 1.1127 | 0.2662 | 0.4037 | 0.2856 | 0.2662 | -1.0 | -1.0 | 0.2285 | 0.3430 | 0.3430 | 0.3430 | -1.0 | -1.0 | [0.3219901919364929, 0.2527844309806824, 0.1446000337600708, 0.23651152849197388, 0.34774136543273926, 0.40631386637687683, 0.15377303957939148] | [0.4008473753929138, 0.3279699683189392, 0.22549724578857422, 0.311124712228775, 0.43878045678138733, 0.4605865478515625, 0.2361944168806076] | [0, 1, 2, 3, 4, 5, 6] |
177
+ | 0.8236 | 89.06 | 57000 | 1.0746 | 0.2684 | 0.4058 | 0.2881 | 0.2684 | -1.0 | -1.0 | 0.2295 | 0.3445 | 0.3445 | 0.3445 | -1.0 | -1.0 | [0.32365232706069946, 0.25473299622535706, 0.14600147306919098, 0.23888789117336273, 0.35029536485671997, 0.4098081886768341, 0.15511035919189453] | [0.4018661379814148, 0.3295002579689026, 0.22673267126083374, 0.31283313035964966, 0.4406152367591858, 0.4624691903591156, 0.2374046891927719] | [0, 1, 2, 3, 4, 5, 6] |
178
+ | 0.7476 | 89.84 | 57500 | 1.0491 | 0.2701 | 0.4077 | 0.2904 | 0.2701 | -1.0 | -1.0 | 0.2305 | 0.3461 | 0.3461 | 0.3461 | -1.0 | -1.0 | [0.32512611150741577, 0.25677385926246643, 0.14725041389465332, 0.24099712073802948, 0.35212111473083496, 0.4122871160507202, 0.15622466802597046] | [0.4030149281024933, 0.3311725854873657, 0.22796671092510223, 0.31457799673080444, 0.44262856245040894, 0.4643837511539459, 0.2386176884174347] | [0, 1, 2, 3, 4, 5, 6] |
179
+ | 0.845 | 90.62 | 58000 | 1.0391 | 0.2717 | 0.4101 | 0.2921 | 0.2717 | -1.0 | -1.0 | 0.2314 | 0.3475 | 0.3475 | 0.3475 | -1.0 | -1.0 | [0.3263866603374481, 0.2585732936859131, 0.1484149843454361, 0.2425975203514099, 0.3543750047683716, 0.4138467609882355, 0.15736864507198334] | [0.40416887402534485, 0.33269593119621277, 0.22913536429405212, 0.31621822714805603, 0.444607138633728, 0.46590909361839294, 0.23980452120304108] | [0, 1, 2, 3, 4, 5, 6] |
180
+ | 0.8801 | 91.41 | 58500 | 1.0362 | 0.2731 | 0.4113 | 0.2935 | 0.2731 | -1.0 | -1.0 | 0.2324 | 0.3489 | 0.3489 | 0.3489 | -1.0 | -1.0 | [0.32764753699302673, 0.260421484708786, 0.1494179368019104, 0.24401891231536865, 0.3558345139026642, 0.41541850566864014, 0.15869934856891632] | [0.40527504682540894, 0.3343641459941864, 0.23031367361545563, 0.31765297055244446, 0.44645434617996216, 0.4674578011035919, 0.24107326567173004] | [0, 1, 2, 3, 4, 5, 6] |
181
+ | 0.8057 | 92.19 | 59000 | 1.0802 | 0.2747 | 0.4131 | 0.2953 | 0.2747 | -1.0 | -1.0 | 0.2333 | 0.3504 | 0.3504 | 0.3504 | -1.0 | -1.0 | [0.3290484547615051, 0.261924684047699, 0.15058311820030212, 0.2450467050075531, 0.3583703339099884, 0.41783881187438965, 0.15978896617889404] | [0.4063403904438019, 0.335880845785141, 0.23150277137756348, 0.3192393481731415, 0.44818899035453796, 0.4691273272037506, 0.2423076331615448] | [0, 1, 2, 3, 4, 5, 6] |
182
+ | 0.8364 | 92.97 | 59500 | 1.0644 | 0.2764 | 0.4142 | 0.2979 | 0.2764 | -1.0 | -1.0 | 0.2342 | 0.3518 | 0.3518 | 0.3518 | -1.0 | -1.0 | [0.33064794540405273, 0.26310494542121887, 0.15160790085792542, 0.24726790189743042, 0.3609471619129181, 0.42027997970581055, 0.16086260974407196] | [0.4074283838272095, 0.33729055523872375, 0.2326926738023758, 0.32071182131767273, 0.4500134289264679, 0.4709007441997528, 0.24341225624084473] | [0, 1, 2, 3, 4, 5, 6] |
183
+ | 0.8684 | 93.75 | 60000 | 0.9989 | 0.2781 | 0.4156 | 0.2997 | 0.2781 | -1.0 | -1.0 | 0.2351 | 0.3532 | 0.3532 | 0.3532 | -1.0 | -1.0 | [0.33202818036079407, 0.26524290442466736, 0.152442067861557, 0.24876125156879425, 0.36294373869895935, 0.4227156341075897, 0.16251923143863678] | [0.4085730314254761, 0.3388686776161194, 0.23382288217544556, 0.3220645785331726, 0.45181506872177124, 0.47255510091781616, 0.24458375573158264] | [0, 1, 2, 3, 4, 5, 6] |
184
+ | 0.8243 | 94.53 | 60500 | 1.0308 | 0.2798 | 0.4167 | 0.3017 | 0.2798 | -1.0 | -1.0 | 0.2361 | 0.3546 | 0.3546 | 0.3546 | -1.0 | -1.0 | [0.33315059542655945, 0.2673637270927429, 0.15366412699222565, 0.25071096420288086, 0.36503541469573975, 0.4245595633983612, 0.16381298005580902] | [0.4096628725528717, 0.34035563468933105, 0.2349071204662323, 0.3238125145435333, 0.45360955595970154, 0.474386990070343, 0.24572500586509705] | [0, 1, 2, 3, 4, 5, 6] |
185
+ | 0.7726 | 95.31 | 61000 | 1.0308 | 0.2811 | 0.4188 | 0.3032 | 0.2811 | -1.0 | -1.0 | 0.2370 | 0.3561 | 0.3561 | 0.3561 | -1.0 | -1.0 | [0.334644615650177, 0.2687603533267975, 0.15480013191699982, 0.25236111879348755, 0.36578890681266785, 0.42645925283432007, 0.1650378257036209] | [0.41087964177131653, 0.3419274687767029, 0.23602905869483948, 0.32540416717529297, 0.45544201135635376, 0.4760398268699646, 0.24688491225242615] | [0, 1, 2, 3, 4, 5, 6] |
186
+ | 0.8224 | 96.09 | 61500 | 1.0665 | 0.2825 | 0.4205 | 0.3046 | 0.2825 | -1.0 | -1.0 | 0.2379 | 0.3575 | 0.3575 | 0.3575 | -1.0 | -1.0 | [0.3356887400150299, 0.270687073469162, 0.15587256848812103, 0.2533589005470276, 0.3679884076118469, 0.427993506193161, 0.16625407338142395] | [0.41197147965431213, 0.34355753660202026, 0.23712871968746185, 0.32689398527145386, 0.4571593105792999, 0.47775986790657043, 0.24796830117702484] | [0, 1, 2, 3, 4, 5, 6] |
187
+ | 0.782 | 96.88 | 62000 | 1.0066 | 0.2845 | 0.4227 | 0.3077 | 0.2845 | -1.0 | -1.0 | 0.2388 | 0.3589 | 0.3589 | 0.3589 | -1.0 | -1.0 | [0.3373223841190338, 0.27250176668167114, 0.15714958310127258, 0.25480565428733826, 0.37089982628822327, 0.43106621503829956, 0.1675104945898056] | [0.41309627890586853, 0.3448973596096039, 0.2383091151714325, 0.32838764786720276, 0.4589262008666992, 0.4794788062572479, 0.24908243119716644] | [0, 1, 2, 3, 4, 5, 6] |
188
+ | 0.7531 | 97.66 | 62500 | 1.0201 | 0.2861 | 0.4239 | 0.3092 | 0.2861 | -1.0 | -1.0 | 0.2397 | 0.3603 | 0.3603 | 0.3603 | -1.0 | -1.0 | [0.3393549919128418, 0.2739318013191223, 0.1581399291753769, 0.2567703127861023, 0.3725869655609131, 0.4331088066101074, 0.16851994395256042] | [0.41427335143089294, 0.34615272283554077, 0.23941782116889954, 0.33001798391342163, 0.46086210012435913, 0.4812760353088379, 0.2502192556858063] | [0, 1, 2, 3, 4, 5, 6] |
189
+ | 0.7591 | 98.44 | 63000 | 1.0092 | 0.2879 | 0.4249 | 0.3107 | 0.2879 | -1.0 | -1.0 | 0.2405 | 0.3617 | 0.3617 | 0.3617 | -1.0 | -1.0 | [0.34043723344802856, 0.2754877507686615, 0.1592513918876648, 0.2589435875415802, 0.3758857548236847, 0.43556466698646545, 0.169664204120636] | [0.41535133123397827, 0.3475950062274933, 0.24051809310913086, 0.33159223198890686, 0.46269115805625916, 0.48302504420280457, 0.2513315975666046] | [0, 1, 2, 3, 4, 5, 6] |
190
+ | 0.8396 | 99.22 | 63500 | 1.0428 | 0.2892 | 0.4259 | 0.3124 | 0.2892 | -1.0 | -1.0 | 0.2414 | 0.3630 | 0.3630 | 0.3630 | -1.0 | -1.0 | [0.3414204716682434, 0.2765406370162964, 0.15995648503303528, 0.2607283294200897, 0.37773287296295166, 0.43706876039505005, 0.17061668634414673] | [0.4164183735847473, 0.3485850691795349, 0.24155816435813904, 0.33308175206184387, 0.46446266770362854, 0.4846424162387848, 0.25240010023117065] | [0, 1, 2, 3, 4, 5, 6] |
191
+ | 0.7759 | 100.0 | 64000 | 1.0141 | 0.2906 | 0.4268 | 0.3141 | 0.2906 | -1.0 | -1.0 | 0.2422 | 0.3643 | 0.3643 | 0.3643 | -1.0 | -1.0 | [0.34276220202445984, 0.27865204215049744, 0.1607096940279007, 0.26159897446632385, 0.3790518343448639, 0.43935513496398926, 0.17204682528972626] | [0.4175185561180115, 0.34998106956481934, 0.24253687262535095, 0.3344777226448059, 0.4658925533294678, 0.48632490634918213, 0.25357064604759216] | [0, 1, 2, 3, 4, 5, 6] |
192
 
193
 
194
  ### Framework versions
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