.. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "examples/uncertainty/sensitivity/plot_correlation.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note :ref:`Go to the end ` to download the full example code. .. rst-class:: sphx-glr-example-title .. _sphx_glr_examples_uncertainty_sensitivity_plot_correlation.py: Correlation analysis ==================== .. GENERATED FROM PYTHON SOURCE LINES 25-37 .. code-block:: Python from __future__ import annotations import pprint from gemseo import configure_logger from gemseo.problems.uncertainty.ishigami.ishigami_discipline import IshigamiDiscipline from gemseo.problems.uncertainty.ishigami.ishigami_space import IshigamiSpace from gemseo.uncertainty.sensitivity.correlation_analysis import CorrelationAnalysis configure_logger() .. rst-class:: sphx-glr-script-out .. code-block:: none .. GENERATED FROM PYTHON SOURCE LINES 38-50 In this example, we consider the Ishigami function :cite:`ishigami1990` .. math:: f(x_1,x_2,x_3)=\sin(x_1)+7\sin(x_2)^2+0.1x_3^4\sin(x_1) implemented as an :class:`.Discipline` by the :class:`.IshigamiDiscipline`. It is commonly used with the independent random variables :math:`X_1`, :math:`X_2` and :math:`X_3` uniformly distributed between :math:`-\pi` and :math:`\pi` and defined in the :class:`.IshigamiSpace`. .. GENERATED FROM PYTHON SOURCE LINES 50-54 .. code-block:: Python discipline = IshigamiDiscipline() uncertain_space = IshigamiSpace() .. GENERATED FROM PYTHON SOURCE LINES 55-57 Then, we run sensitivity analysis of type :class:`.CorrelationAnalysis`: .. GENERATED FROM PYTHON SOURCE LINES 57-61 .. code-block:: Python sensitivity_analysis = CorrelationAnalysis() sensitivity_analysis.compute_samples([discipline], uncertain_space, 1000) sensitivity_analysis.compute_indices() .. rst-class:: sphx-glr-script-out .. code-block:: none WARNING - 20:35:20: No coupling in MDA, switching chain_linearize to True. INFO - 20:35:20: *** Start CorrelationAnalysisSamplingPhase execution *** INFO - 20:35:20: CorrelationAnalysisSamplingPhase INFO - 20:35:20: Disciplines: IshigamiDiscipline INFO - 20:35:20: MDO formulation: MDF INFO - 20:35:20: Running the algorithm OT_MONTE_CARLO: INFO - 20:35:20: 1%| | 6/1000 [00:00<00:00, 1658.37 it/sec] INFO - 20:35:20: 1%| | 7/1000 [00:00<00:00, 1763.79 it/sec] INFO - 20:35:20: 1%| | 8/1000 [00:00<00:00, 1889.43 it/sec] INFO - 20:35:20: 1%| | 9/1000 [00:00<00:00, 2013.59 it/sec] INFO - 20:35:20: 1%| | 10/1000 [00:00<00:00, 2129.95 it/sec] INFO - 20:35:20: 1%| | 11/1000 [00:00<00:00, 2236.85 it/sec] INFO - 20:35:20: 1%| | 12/1000 [00:00<00:00, 2325.97 it/sec] INFO - 20:35:20: 1%|▏ | 13/1000 [00:00<00:00, 2413.93 it/sec] INFO - 20:35:20: 1%|▏ | 14/1000 [00:00<00:00, 2496.50 it/sec] INFO - 20:35:20: 2%|▏ | 15/1000 [00:00<00:00, 2508.76 it/sec] INFO - 20:35:20: 2%|▏ | 16/1000 [00:00<00:00, 2564.83 it/sec] INFO - 20:35:20: 2%|▏ | 17/1000 [00:00<00:00, 2630.43 it/sec] INFO - 20:35:20: 2%|▏ | 18/1000 [00:00<00:00, 2693.55 it/sec] INFO - 20:35:20: 2%|▏ | 19/1000 [00:00<00:00, 2754.93 it/sec] INFO - 20:35:20: 2%|▏ | 20/1000 [00:00<00:00, 2805.65 it/sec] INFO - 20:35:20: 2%|▏ | 21/1000 [00:00<00:00, 2855.86 it/sec] INFO - 20:35:20: 2%|▏ | 22/1000 [00:00<00:00, 2903.82 it/sec] INFO - 20:35:20: 2%|▏ | 23/1000 [00:00<00:00, 2950.48 it/sec] INFO - 20:35:20: 2%|▏ | 24/1000 [00:00<00:00, 2996.91 it/sec] INFO - 20:35:20: 2%|▎ | 25/1000 [00:00<00:00, 3032.06 it/sec] INFO - 20:35:20: 3%|▎ | 26/1000 [00:00<00:00, 3069.81 it/sec] INFO - 20:35:20: 3%|▎ | 27/1000 [00:00<00:00, 3110.05 it/sec] INFO - 20:35:20: 3%|▎ | 28/1000 [00:00<00:00, 3149.13 it/sec] INFO - 20:35:20: 3%|▎ | 29/1000 [00:00<00:00, 3175.76 it/sec] INFO - 20:35:20: 3%|▎ | 30/1000 [00:00<00:00, 3205.92 it/sec] INFO - 20:35:20: 3%|▎ | 31/1000 [00:00<00:00, 3238.44 it/sec] INFO - 20:35:20: 3%|▎ | 32/1000 [00:00<00:00, 3270.97 it/sec] INFO - 20:35:20: 3%|▎ | 33/1000 [00:00<00:00, 3301.73 it/sec] INFO - 20:35:20: 3%|▎ | 34/1000 [00:00<00:00, 3322.38 it/sec] INFO - 20:35:20: 4%|▎ | 35/1000 [00:00<00:00, 3348.78 it/sec] INFO - 20:35:20: 4%|▎ | 36/1000 [00:00<00:00, 3376.07 it/sec] INFO - 20:35:20: 4%|▎ | 37/1000 [00:00<00:00, 3403.12 it/sec] INFO - 20:35:20: 4%|▍ | 38/1000 [00:00<00:00, 3422.67 it/sec] INFO - 20:35:20: 4%|▍ | 39/1000 [00:00<00:00, 3442.73 it/sec] INFO - 20:35:20: 4%|▍ | 40/1000 [00:00<00:00, 3466.01 it/sec] INFO - 20:35:20: 4%|▍ | 41/1000 [00:00<00:00, 3488.59 it/sec] INFO - 20:35:20: 4%|▍ | 42/1000 [00:00<00:00, 3510.72 it/sec] INFO - 20:35:20: 4%|▍ | 43/1000 [00:00<00:00, 3526.28 it/sec] INFO - 20:35:20: 4%|▍ | 44/1000 [00:00<00:00, 3545.96 it/sec] INFO - 20:35:20: 4%|▍ | 45/1000 [00:00<00:00, 3566.65 it/sec] INFO - 20:35:20: 5%|▍ | 46/1000 [00:00<00:00, 3585.61 it/sec] INFO - 20:35:20: 5%|▍ | 47/1000 [00:00<00:00, 3604.61 it/sec] INFO - 20:35:20: 5%|▍ | 48/1000 [00:00<00:00, 3613.96 it/sec] INFO - 20:35:20: 5%|▍ | 49/1000 [00:00<00:00, 3630.47 it/sec] INFO - 20:35:20: 5%|▌ | 50/1000 [00:00<00:00, 3646.71 it/sec] INFO - 20:35:20: 5%|▌ | 51/1000 [00:00<00:00, 3662.77 it/sec] INFO - 20:35:20: 5%|▌ | 52/1000 [00:00<00:00, 3674.38 it/sec] INFO - 20:35:20: 5%|▌ | 53/1000 [00:00<00:00, 3688.92 it/sec] INFO - 20:35:20: 5%|▌ | 54/1000 [00:00<00:00, 3704.06 it/sec] INFO - 20:35:20: 6%|▌ | 55/1000 [00:00<00:00, 3719.79 it/sec] INFO - 20:35:20: 6%|▌ | 56/1000 [00:00<00:00, 3734.44 it/sec] INFO - 20:35:20: 6%|▌ | 57/1000 [00:00<00:00, 3741.81 it/sec] INFO - 20:35:20: 6%|▌ | 58/1000 [00:00<00:00, 3752.02 it/sec] INFO - 20:35:20: 6%|▌ | 59/1000 [00:00<00:00, 3764.74 it/sec] INFO - 20:35:20: 6%|▌ | 60/1000 [00:00<00:00, 3778.26 it/sec] INFO - 20:35:20: 6%|▌ | 61/1000 [00:00<00:00, 3785.81 it/sec] INFO - 20:35:20: 6%|▌ | 62/1000 [00:00<00:00, 3796.58 it/sec] INFO - 20:35:20: 6%|▋ | 63/1000 [00:00<00:00, 3809.27 it/sec] INFO - 20:35:20: 6%|▋ | 64/1000 [00:00<00:00, 3822.40 it/sec] INFO - 20:35:20: 6%|▋ | 65/1000 [00:00<00:00, 3835.37 it/sec] INFO - 20:35:20: 7%|▋ | 66/1000 [00:00<00:00, 3841.52 it/sec] INFO - 20:35:20: 7%|▋ | 67/1000 [00:00<00:00, 3851.31 it/sec] INFO - 20:35:20: 7%|▋ | 68/1000 [00:00<00:00, 3862.79 it/sec] INFO - 20:35:20: 7%|▋ | 69/1000 [00:00<00:00, 3874.67 it/sec] INFO - 20:35:20: 7%|▋ | 70/1000 [00:00<00:00, 3885.05 it/sec] INFO - 20:35:20: 7%|▋ | 71/1000 [00:00<00:00, 3891.48 it/sec] INFO - 20:35:20: 7%|▋ | 72/1000 [00:00<00:00, 3901.38 it/sec] INFO - 20:35:20: 7%|▋ | 73/1000 [00:00<00:00, 3911.70 it/sec] INFO - 20:35:20: 7%|▋ | 74/1000 [00:00<00:00, 3919.46 it/sec] INFO - 20:35:20: 8%|▊ | 75/1000 [00:00<00:00, 3924.16 it/sec] INFO - 20:35:20: 8%|▊ | 76/1000 [00:00<00:00, 3930.06 it/sec] INFO - 20:35:20: 8%|▊ | 77/1000 [00:00<00:00, 3938.51 it/sec] INFO - 20:35:20: 8%|▊ | 78/1000 [00:00<00:00, 3946.29 it/sec] INFO - 20:35:20: 8%|▊ | 79/1000 [00:00<00:00, 3954.53 it/sec] INFO - 20:35:20: 8%|▊ | 80/1000 [00:00<00:00, 3959.37 it/sec] INFO - 20:35:20: 8%|▊ | 81/1000 [00:00<00:00, 3966.73 it/sec] INFO - 20:35:20: 8%|▊ | 82/1000 [00:00<00:00, 3973.90 it/sec] INFO - 20:35:20: 8%|▊ | 83/1000 [00:00<00:00, 3981.10 it/sec] INFO - 20:35:20: 8%|▊ | 84/1000 [00:00<00:00, 3989.78 it/sec] INFO - 20:35:20: 8%|▊ | 85/1000 [00:00<00:00, 3991.00 it/sec] INFO - 20:35:20: 9%|▊ | 86/1000 [00:00<00:00, 3996.43 it/sec] INFO - 20:35:20: 9%|▊ | 87/1000 [00:00<00:00, 4003.03 it/sec] INFO - 20:35:20: 9%|▉ | 88/1000 [00:00<00:00, 4010.03 it/sec] INFO - 20:35:20: 9%|▉ | 89/1000 [00:00<00:00, 4012.57 it/sec] INFO - 20:35:20: 9%|▉ | 90/1000 [00:00<00:00, 4012.45 it/sec] INFO - 20:35:20: 9%|▉ | 91/1000 [00:00<00:00, 4018.04 it/sec] INFO - 20:35:20: 9%|▉ | 92/1000 [00:00<00:00, 4025.20 it/sec] INFO - 20:35:20: 9%|▉ | 93/1000 [00:00<00:00, 4031.73 it/sec] INFO - 20:35:20: 9%|▉ | 94/1000 [00:00<00:00, 4033.44 it/sec] INFO - 20:35:20: 10%|▉ | 95/1000 [00:00<00:00, 4039.03 it/sec] INFO - 20:35:20: 10%|▉ | 96/1000 [00:00<00:00, 4045.75 it/sec] INFO - 20:35:20: 10%|▉ | 97/1000 [00:00<00:00, 4052.19 it/sec] INFO - 20:35:20: 10%|▉ | 98/1000 [00:00<00:00, 4055.15 it/sec] INFO - 20:35:20: 10%|▉ | 99/1000 [00:00<00:00, 4060.12 it/sec] INFO - 20:35:20: 10%|█ | 100/1000 [00:00<00:00, 4066.34 it/sec] INFO - 20:35:20: 10%|█ | 101/1000 [00:00<00:00, 4072.37 it/sec] INFO - 20:35:20: 10%|█ | 102/1000 [00:00<00:00, 4078.70 it/sec] INFO - 20:35:20: 10%|█ | 103/1000 [00:00<00:00, 4079.68 it/sec] INFO - 20:35:20: 10%|█ | 104/1000 [00:00<00:00, 4084.53 it/sec] INFO - 20:35:20: 10%|█ | 105/1000 [00:00<00:00, 4090.29 it/sec] INFO - 20:35:20: 11%|█ | 106/1000 [00:00<00:00, 4096.08 it/sec] INFO - 20:35:20: 11%|█ | 107/1000 [00:00<00:00, 4102.07 it/sec] INFO - 20:35:20: 11%|█ | 108/1000 [00:00<00:00, 4102.49 it/sec] INFO - 20:35:20: 11%|█ | 109/1000 [00:00<00:00, 4107.81 it/sec] INFO - 20:35:20: 11%|█ | 110/1000 [00:00<00:00, 4113.38 it/sec] INFO - 20:35:20: 11%|█ | 111/1000 [00:00<00:00, 4118.61 it/sec] INFO - 20:35:20: 11%|█ | 112/1000 [00:00<00:00, 4120.94 it/sec] INFO - 20:35:20: 11%|█▏ | 113/1000 [00:00<00:00, 4125.52 it/sec] INFO - 20:35:20: 11%|█▏ | 114/1000 [00:00<00:00, 4130.75 it/sec] INFO - 20:35:20: 12%|█▏ | 115/1000 [00:00<00:00, 4135.33 it/sec] INFO - 20:35:20: 12%|█▏ | 116/1000 [00:00<00:00, 4140.23 it/sec] INFO - 20:35:20: 12%|█▏ | 117/1000 [00:00<00:00, 4141.88 it/sec] INFO - 20:35:20: 12%|█▏ | 118/1000 [00:00<00:00, 4146.13 it/sec] INFO - 20:35:20: 12%|█▏ | 119/1000 [00:00<00:00, 4151.19 it/sec] INFO - 20:35:20: 12%|█▏ | 120/1000 [00:00<00:00, 4155.73 it/sec] INFO - 20:35:20: 12%|█▏ | 121/1000 [00:00<00:00, 4155.46 it/sec] INFO - 20:35:20: 12%|█▏ | 122/1000 [00:00<00:00, 4156.82 it/sec] INFO - 20:35:20: 12%|█▏ | 123/1000 [00:00<00:00, 4160.48 it/sec] INFO - 20:35:20: 12%|█▏ | 124/1000 [00:00<00:00, 4164.45 it/sec] INFO - 20:35:20: 12%|█▎ | 125/1000 [00:00<00:00, 4168.46 it/sec] INFO - 20:35:20: 13%|█▎ | 126/1000 [00:00<00:00, 4169.09 it/sec] INFO - 20:35:20: 13%|█▎ | 127/1000 [00:00<00:00, 4172.75 it/sec] INFO - 20:35:20: 13%|█▎ | 128/1000 [00:00<00:00, 4177.14 it/sec] INFO - 20:35:20: 13%|█▎ | 129/1000 [00:00<00:00, 4151.37 it/sec] INFO - 20:35:20: 13%|█▎ | 130/1000 [00:00<00:00, 4150.88 it/sec] INFO - 20:35:20: 13%|█▎ | 131/1000 [00:00<00:00, 4154.22 it/sec] INFO - 20:35:20: 13%|█▎ | 132/1000 [00:00<00:00, 4158.30 it/sec] INFO - 20:35:20: 13%|█▎ | 133/1000 [00:00<00:00, 4161.33 it/sec] INFO - 20:35:20: 13%|█▎ | 134/1000 [00:00<00:00, 4161.45 it/sec] INFO - 20:35:20: 14%|█▎ | 135/1000 [00:00<00:00, 4164.11 it/sec] INFO - 20:35:20: 14%|█▎ | 136/1000 [00:00<00:00, 4167.34 it/sec] INFO - 20:35:20: 14%|█▎ | 137/1000 [00:00<00:00, 4170.59 it/sec] INFO - 20:35:20: 14%|█▍ | 138/1000 [00:00<00:00, 4174.04 it/sec] INFO - 20:35:20: 14%|█▍ | 139/1000 [00:00<00:00, 4172.81 it/sec] INFO - 20:35:20: 14%|█▍ | 140/1000 [00:00<00:00, 4175.81 it/sec] INFO - 20:35:20: 14%|█▍ | 141/1000 [00:00<00:00, 4179.36 it/sec] INFO - 20:35:20: 14%|█▍ | 142/1000 [00:00<00:00, 4182.46 it/sec] INFO - 20:35:20: 14%|█▍ | 143/1000 [00:00<00:00, 4183.42 it/sec] INFO - 20:35:20: 14%|█▍ | 144/1000 [00:00<00:00, 4186.11 it/sec] INFO - 20:35:20: 14%|█▍ | 145/1000 [00:00<00:00, 4189.65 it/sec] INFO - 20:35:20: 15%|█▍ | 146/1000 [00:00<00:00, 4193.13 it/sec] INFO - 20:35:20: 15%|█▍ | 147/1000 [00:00<00:00, 4196.50 it/sec] INFO - 20:35:20: 15%|█▍ | 148/1000 [00:00<00:00, 4196.57 it/sec] INFO - 20:35:20: 15%|█▍ | 149/1000 [00:00<00:00, 4198.73 it/sec] INFO - 20:35:20: 15%|█▌ | 150/1000 [00:00<00:00, 4201.76 it/sec] INFO - 20:35:20: 15%|█▌ | 151/1000 [00:00<00:00, 4205.36 it/sec] INFO - 20:35:20: 15%|█▌ | 152/1000 [00:00<00:00, 4206.70 it/sec] INFO - 20:35:20: 15%|█▌ | 153/1000 [00:00<00:00, 4209.19 it/sec] INFO - 20:35:20: 15%|█▌ | 154/1000 [00:00<00:00, 4212.33 it/sec] INFO - 20:35:20: 16%|█▌ | 155/1000 [00:00<00:00, 4215.79 it/sec] INFO - 20:35:20: 16%|█▌ | 156/1000 [00:00<00:00, 4219.40 it/sec] INFO - 20:35:20: 16%|█▌ | 157/1000 [00:00<00:00, 4218.14 it/sec] INFO - 20:35:20: 16%|█▌ | 158/1000 [00:00<00:00, 4220.64 it/sec] INFO - 20:35:20: 16%|█▌ | 159/1000 [00:00<00:00, 4223.92 it/sec] INFO - 20:35:20: 16%|█▌ | 160/1000 [00:00<00:00, 4226.85 it/sec] INFO - 20:35:20: 16%|█▌ | 161/1000 [00:00<00:00, 4229.96 it/sec] INFO - 20:35:20: 16%|█▌ | 162/1000 [00:00<00:00, 4229.95 it/sec] INFO - 20:35:20: 16%|█▋ | 163/1000 [00:00<00:00, 4232.26 it/sec] INFO - 20:35:20: 16%|█▋ | 164/1000 [00:00<00:00, 4235.50 it/sec] INFO - 20:35:20: 16%|█▋ | 165/1000 [00:00<00:00, 4238.75 it/sec] INFO - 20:35:20: 17%|█▋ | 166/1000 [00:00<00:00, 4239.97 it/sec] INFO - 20:35:20: 17%|█▋ | 167/1000 [00:00<00:00, 4242.52 it/sec] INFO - 20:35:20: 17%|█▋ | 168/1000 [00:00<00:00, 4245.68 it/sec] INFO - 20:35:20: 17%|█▋ | 169/1000 [00:00<00:00, 4249.09 it/sec] INFO - 20:35:20: 17%|█▋ | 170/1000 [00:00<00:00, 4252.11 it/sec] INFO - 20:35:20: 17%|█▋ | 171/1000 [00:00<00:00, 4252.67 it/sec] INFO - 20:35:20: 17%|█▋ | 172/1000 [00:00<00:00, 4254.96 it/sec] INFO - 20:35:20: 17%|█▋ | 173/1000 [00:00<00:00, 4258.15 it/sec] INFO - 20:35:20: 17%|█▋ | 174/1000 [00:00<00:00, 4261.16 it/sec] INFO - 20:35:20: 18%|█▊ | 175/1000 [00:00<00:00, 4264.24 it/sec] INFO - 20:35:20: 18%|█▊ | 176/1000 [00:00<00:00, 4263.56 it/sec] INFO - 20:35:20: 18%|█▊ | 177/1000 [00:00<00:00, 4265.66 it/sec] INFO - 20:35:20: 18%|█▊ | 178/1000 [00:00<00:00, 4268.35 it/sec] INFO - 20:35:20: 18%|█▊ | 179/1000 [00:00<00:00, 4271.04 it/sec] INFO - 20:35:20: 18%|█▊ | 180/1000 [00:00<00:00, 4271.45 it/sec] INFO - 20:35:20: 18%|█▊ | 181/1000 [00:00<00:00, 4273.25 it/sec] INFO - 20:35:20: 18%|█▊ | 182/1000 [00:00<00:00, 4275.68 it/sec] INFO - 20:35:20: 18%|█▊ | 183/1000 [00:00<00:00, 4278.14 it/sec] INFO - 20:35:20: 18%|█▊ | 184/1000 [00:00<00:00, 4280.76 it/sec] INFO - 20:35:20: 18%|█▊ | 185/1000 [00:00<00:00, 4281.22 it/sec] INFO - 20:35:20: 19%|█▊ | 186/1000 [00:00<00:00, 4282.30 it/sec] INFO - 20:35:20: 19%|█▊ | 187/1000 [00:00<00:00, 4284.30 it/sec] INFO - 20:35:20: 19%|█▉ | 188/1000 [00:00<00:00, 4286.63 it/sec] INFO - 20:35:20: 19%|█▉ | 189/1000 [00:00<00:00, 4288.70 it/sec] INFO - 20:35:20: 19%|█▉ | 190/1000 [00:00<00:00, 4288.33 it/sec] INFO - 20:35:20: 19%|█▉ | 191/1000 [00:00<00:00, 4290.74 it/sec] INFO - 20:35:20: 19%|█▉ | 192/1000 [00:00<00:00, 4293.25 it/sec] INFO - 20:35:20: 19%|█▉ | 193/1000 [00:00<00:00, 4295.50 it/sec] INFO - 20:35:20: 19%|█▉ | 194/1000 [00:00<00:00, 4295.42 it/sec] INFO - 20:35:20: 20%|█▉ | 195/1000 [00:00<00:00, 4295.23 it/sec] INFO - 20:35:20: 20%|█▉ | 196/1000 [00:00<00:00, 4297.13 it/sec] INFO - 20:35:20: 20%|█▉ | 197/1000 [00:00<00:00, 4299.50 it/sec] INFO - 20:35:20: 20%|█▉ | 198/1000 [00:00<00:00, 4302.14 it/sec] INFO - 20:35:20: 20%|█▉ | 199/1000 [00:00<00:00, 4302.54 it/sec] INFO - 20:35:20: 20%|██ | 200/1000 [00:00<00:00, 4304.50 it/sec] INFO - 20:35:20: 20%|██ | 201/1000 [00:00<00:00, 4306.66 it/sec] INFO - 20:35:20: 20%|██ | 202/1000 [00:00<00:00, 4308.74 it/sec] INFO - 20:35:20: 20%|██ | 203/1000 [00:00<00:00, 4309.36 it/sec] INFO - 20:35:20: 20%|██ | 204/1000 [00:00<00:00, 4309.85 it/sec] INFO - 20:35:20: 20%|██ | 205/1000 [00:00<00:00, 4311.32 it/sec] INFO - 20:35:20: 21%|██ | 206/1000 [00:00<00:00, 4313.43 it/sec] INFO - 20:35:20: 21%|██ | 207/1000 [00:00<00:00, 4315.47 it/sec] INFO - 20:35:20: 21%|██ | 208/1000 [00:00<00:00, 4315.58 it/sec] INFO - 20:35:20: 21%|██ | 209/1000 [00:00<00:00, 4317.08 it/sec] INFO - 20:35:20: 21%|██ | 210/1000 [00:00<00:00, 4319.34 it/sec] INFO - 20:35:20: 21%|██ | 211/1000 [00:00<00:00, 4321.11 it/sec] INFO - 20:35:20: 21%|██ | 212/1000 [00:00<00:00, 4322.78 it/sec] INFO - 20:35:20: 21%|██▏ | 213/1000 [00:00<00:00, 4321.77 it/sec] INFO - 20:35:20: 21%|██▏ | 214/1000 [00:00<00:00, 4323.46 it/sec] INFO - 20:35:20: 22%|██▏ | 215/1000 [00:00<00:00, 4325.33 it/sec] INFO - 20:35:20: 22%|██▏ | 216/1000 [00:00<00:00, 4327.00 it/sec] INFO - 20:35:20: 22%|██▏ | 217/1000 [00:00<00:00, 4327.31 it/sec] INFO - 20:35:20: 22%|██▏ | 218/1000 [00:00<00:00, 4328.51 it/sec] INFO - 20:35:20: 22%|██▏ | 219/1000 [00:00<00:00, 4330.32 it/sec] INFO - 20:35:20: 22%|██▏ | 220/1000 [00:00<00:00, 4332.33 it/sec] INFO - 20:35:20: 22%|██▏ | 221/1000 [00:00<00:00, 4333.67 it/sec] INFO - 20:35:20: 22%|██▏ | 222/1000 [00:00<00:00, 4333.52 it/sec] INFO - 20:35:20: 22%|██▏ | 223/1000 [00:00<00:00, 4334.91 it/sec] INFO - 20:35:20: 22%|██▏ | 224/1000 [00:00<00:00, 4336.64 it/sec] INFO - 20:35:20: 22%|██▎ | 225/1000 [00:00<00:00, 4338.40 it/sec] INFO - 20:35:20: 23%|██▎ | 226/1000 [00:00<00:00, 4340.30 it/sec] INFO - 20:35:20: 23%|██▎ | 227/1000 [00:00<00:00, 4339.99 it/sec] INFO - 20:35:20: 23%|██▎ | 228/1000 [00:00<00:00, 4341.97 it/sec] INFO - 20:35:20: 23%|██▎ | 229/1000 [00:00<00:00, 4343.74 it/sec] INFO - 20:35:20: 23%|██▎ | 230/1000 [00:00<00:00, 4345.59 it/sec] INFO - 20:35:20: 23%|██▎ | 231/1000 [00:00<00:00, 4345.73 it/sec] INFO - 20:35:20: 23%|██▎ | 232/1000 [00:00<00:00, 4346.56 it/sec] INFO - 20:35:20: 23%|██▎ | 233/1000 [00:00<00:00, 4348.34 it/sec] INFO - 20:35:20: 23%|██▎ | 234/1000 [00:00<00:00, 4350.28 it/sec] INFO - 20:35:20: 24%|██▎ | 235/1000 [00:00<00:00, 4352.13 it/sec] INFO - 20:35:20: 24%|██▎ | 236/1000 [00:00<00:00, 4352.39 it/sec] INFO - 20:35:20: 24%|██▎ | 237/1000 [00:00<00:00, 4353.78 it/sec] INFO - 20:35:20: 24%|██▍ | 238/1000 [00:00<00:00, 4355.57 it/sec] INFO - 20:35:20: 24%|██▍ | 239/1000 [00:00<00:00, 4357.54 it/sec] INFO - 20:35:20: 24%|██▍ | 240/1000 [00:00<00:00, 4359.32 it/sec] INFO - 20:35:20: 24%|██▍ | 241/1000 [00:00<00:00, 4359.01 it/sec] INFO - 20:35:20: 24%|██▍ | 242/1000 [00:00<00:00, 4360.96 it/sec] INFO - 20:35:20: 24%|██▍ | 243/1000 [00:00<00:00, 4345.84 it/sec] INFO - 20:35:20: 24%|██▍ | 244/1000 [00:00<00:00, 4345.40 it/sec] INFO - 20:35:20: 24%|██▍ | 245/1000 [00:00<00:00, 4346.58 it/sec] INFO - 20:35:20: 25%|██▍ | 246/1000 [00:00<00:00, 4347.71 it/sec] INFO - 20:35:20: 25%|██▍ | 247/1000 [00:00<00:00, 4349.13 it/sec] INFO - 20:35:20: 25%|██▍ | 248/1000 [00:00<00:00, 4350.88 it/sec] INFO - 20:35:20: 25%|██▍ | 249/1000 [00:00<00:00, 4350.27 it/sec] INFO - 20:35:20: 25%|██▌ | 250/1000 [00:00<00:00, 4351.14 it/sec] INFO - 20:35:20: 25%|██▌ | 251/1000 [00:00<00:00, 4352.65 it/sec] INFO - 20:35:20: 25%|██▌ | 252/1000 [00:00<00:00, 4354.42 it/sec] INFO - 20:35:20: 25%|██▌ | 253/1000 [00:00<00:00, 4356.03 it/sec] INFO - 20:35:20: 25%|██▌ | 254/1000 [00:00<00:00, 4354.67 it/sec] INFO - 20:35:20: 26%|██▌ | 255/1000 [00:00<00:00, 4355.65 it/sec] INFO - 20:35:20: 26%|██▌ | 256/1000 [00:00<00:00, 4356.06 it/sec] INFO - 20:35:20: 26%|██▌ | 257/1000 [00:00<00:00, 4357.02 it/sec] INFO - 20:35:20: 26%|██▌ | 258/1000 [00:00<00:00, 4356.51 it/sec] INFO - 20:35:20: 26%|██▌ | 259/1000 [00:00<00:00, 4357.22 it/sec] INFO - 20:35:20: 26%|██▌ | 260/1000 [00:00<00:00, 4358.36 it/sec] INFO - 20:35:20: 26%|██▌ | 261/1000 [00:00<00:00, 4359.51 it/sec] INFO - 20:35:20: 26%|██▌ | 262/1000 [00:00<00:00, 4360.97 it/sec] INFO - 20:35:20: 26%|██▋ | 263/1000 [00:00<00:00, 4360.28 it/sec] INFO - 20:35:20: 26%|██▋ | 264/1000 [00:00<00:00, 4361.68 it/sec] INFO - 20:35:20: 26%|██▋ | 265/1000 [00:00<00:00, 4362.98 it/sec] INFO - 20:35:20: 27%|██▋ | 266/1000 [00:00<00:00, 4364.23 it/sec] INFO - 20:35:20: 27%|██▋ | 267/1000 [00:00<00:00, 4363.98 it/sec] INFO - 20:35:20: 27%|██▋ | 268/1000 [00:00<00:00, 4364.81 it/sec] INFO - 20:35:20: 27%|██▋ | 269/1000 [00:00<00:00, 4366.28 it/sec] INFO - 20:35:20: 27%|██▋ | 270/1000 [00:00<00:00, 4367.87 it/sec] INFO - 20:35:20: 27%|██▋ | 271/1000 [00:00<00:00, 4369.54 it/sec] INFO - 20:35:20: 27%|██▋ | 272/1000 [00:00<00:00, 4369.62 it/sec] INFO - 20:35:20: 27%|██▋ | 273/1000 [00:00<00:00, 4370.73 it/sec] INFO - 20:35:20: 27%|██▋ | 274/1000 [00:00<00:00, 4372.22 it/sec] INFO - 20:35:20: 28%|██▊ | 275/1000 [00:00<00:00, 4373.97 it/sec] INFO - 20:35:20: 28%|██▊ | 276/1000 [00:00<00:00, 4375.57 it/sec] INFO - 20:35:20: 28%|██▊ | 277/1000 [00:00<00:00, 4375.34 it/sec] INFO - 20:35:20: 28%|██▊ | 278/1000 [00:00<00:00, 4376.79 it/sec] INFO - 20:35:20: 28%|██▊ | 279/1000 [00:00<00:00, 4378.43 it/sec] INFO - 20:35:20: 28%|██▊ | 280/1000 [00:00<00:00, 4379.77 it/sec] INFO - 20:35:20: 28%|██▊ | 281/1000 [00:00<00:00, 4380.14 it/sec] INFO - 20:35:20: 28%|██▊ | 282/1000 [00:00<00:00, 4381.16 it/sec] INFO - 20:35:20: 28%|██▊ | 283/1000 [00:00<00:00, 4382.55 it/sec] INFO - 20:35:20: 28%|██▊ | 284/1000 [00:00<00:00, 4384.09 it/sec] INFO - 20:35:20: 28%|██▊ | 285/1000 [00:00<00:00, 4385.72 it/sec] INFO - 20:35:20: 29%|██▊ | 286/1000 [00:00<00:00, 4385.49 it/sec] INFO - 20:35:20: 29%|██▊ | 287/1000 [00:00<00:00, 4386.77 it/sec] INFO - 20:35:20: 29%|██▉ | 288/1000 [00:00<00:00, 4388.37 it/sec] INFO - 20:35:20: 29%|██▉ | 289/1000 [00:00<00:00, 4390.00 it/sec] INFO - 20:35:20: 29%|██▉ | 290/1000 [00:00<00:00, 4390.97 it/sec] INFO - 20:35:20: 29%|██▉ | 291/1000 [00:00<00:00, 4390.80 it/sec] INFO - 20:35:20: 29%|██▉ | 292/1000 [00:00<00:00, 4392.00 it/sec] INFO - 20:35:20: 29%|██▉ | 293/1000 [00:00<00:00, 4393.35 it/sec] INFO - 20:35:20: 29%|██▉ | 294/1000 [00:00<00:00, 4394.93 it/sec] INFO - 20:35:20: 30%|██▉ | 295/1000 [00:00<00:00, 4395.28 it/sec] INFO - 20:35:20: 30%|██▉ | 296/1000 [00:00<00:00, 4396.14 it/sec] INFO - 20:35:20: 30%|██▉ | 297/1000 [00:00<00:00, 4397.48 it/sec] INFO - 20:35:20: 30%|██▉ | 298/1000 [00:00<00:00, 4398.82 it/sec] INFO - 20:35:20: 30%|██▉ | 299/1000 [00:00<00:00, 4400.19 it/sec] INFO - 20:35:20: 30%|███ | 300/1000 [00:00<00:00, 4400.23 it/sec] INFO - 20:35:20: 30%|███ | 301/1000 [00:00<00:00, 4401.16 it/sec] INFO - 20:35:20: 30%|███ | 302/1000 [00:00<00:00, 4402.50 it/sec] INFO - 20:35:20: 30%|███ | 303/1000 [00:00<00:00, 4403.64 it/sec] INFO - 20:35:20: 30%|███ | 304/1000 [00:00<00:00, 4404.82 it/sec] INFO - 20:35:20: 30%|███ | 305/1000 [00:00<00:00, 4404.17 it/sec] INFO - 20:35:20: 31%|███ | 306/1000 [00:00<00:00, 4405.07 it/sec] INFO - 20:35:20: 31%|███ | 307/1000 [00:00<00:00, 4406.26 it/sec] INFO - 20:35:20: 31%|███ | 308/1000 [00:00<00:00, 4407.71 it/sec] INFO - 20:35:20: 31%|███ | 309/1000 [00:00<00:00, 4409.06 it/sec] INFO - 20:35:20: 31%|███ | 310/1000 [00:00<00:00, 4408.72 it/sec] INFO - 20:35:20: 31%|███ | 311/1000 [00:00<00:00, 4410.00 it/sec] INFO - 20:35:20: 31%|███ | 312/1000 [00:00<00:00, 4411.35 it/sec] INFO - 20:35:20: 31%|███▏ | 313/1000 [00:00<00:00, 4412.71 it/sec] INFO - 20:35:20: 31%|███▏ | 314/1000 [00:00<00:00, 4412.87 it/sec] INFO - 20:35:20: 32%|███▏ | 315/1000 [00:00<00:00, 4413.79 it/sec] INFO - 20:35:20: 32%|███▏ | 316/1000 [00:00<00:00, 4414.97 it/sec] INFO - 20:35:20: 32%|███▏ | 317/1000 [00:00<00:00, 4416.20 it/sec] INFO - 20:35:20: 32%|███▏ | 318/1000 [00:00<00:00, 4417.54 it/sec] INFO - 20:35:20: 32%|███▏ | 319/1000 [00:00<00:00, 4417.59 it/sec] INFO - 20:35:20: 32%|███▏ | 320/1000 [00:00<00:00, 4418.49 it/sec] INFO - 20:35:20: 32%|███▏ | 321/1000 [00:00<00:00, 4419.75 it/sec] INFO - 20:35:20: 32%|███▏ | 322/1000 [00:00<00:00, 4421.13 it/sec] INFO - 20:35:20: 32%|███▏ | 323/1000 [00:00<00:00, 4422.36 it/sec] INFO - 20:35:20: 32%|███▏ | 324/1000 [00:00<00:00, 4421.98 it/sec] INFO - 20:35:20: 32%|███▎ | 325/1000 [00:00<00:00, 4423.02 it/sec] INFO - 20:35:20: 33%|███▎ | 326/1000 [00:00<00:00, 4424.19 it/sec] INFO - 20:35:20: 33%|███▎ | 327/1000 [00:00<00:00, 4425.47 it/sec] INFO - 20:35:20: 33%|███▎ | 328/1000 [00:00<00:00, 4425.67 it/sec] INFO - 20:35:20: 33%|███▎ | 329/1000 [00:00<00:00, 4426.10 it/sec] INFO - 20:35:20: 33%|███▎ | 330/1000 [00:00<00:00, 4427.09 it/sec] INFO - 20:35:20: 33%|███▎ | 331/1000 [00:00<00:00, 4428.04 it/sec] INFO - 20:35:20: 33%|███▎ | 332/1000 [00:00<00:00, 4429.20 it/sec] INFO - 20:35:20: 33%|███▎ | 333/1000 [00:00<00:00, 4429.11 it/sec] INFO - 20:35:20: 33%|███▎ | 334/1000 [00:00<00:00, 4429.98 it/sec] INFO - 20:35:20: 34%|███▎ | 335/1000 [00:00<00:00, 4431.10 it/sec] INFO - 20:35:20: 34%|███▎ | 336/1000 [00:00<00:00, 4432.23 it/sec] INFO - 20:35:20: 34%|███▎ | 337/1000 [00:00<00:00, 4433.45 it/sec] INFO - 20:35:20: 34%|███▍ | 338/1000 [00:00<00:00, 4433.43 it/sec] INFO - 20:35:20: 34%|███▍ | 339/1000 [00:00<00:00, 4434.35 it/sec] INFO - 20:35:20: 34%|███▍ | 340/1000 [00:00<00:00, 4435.42 it/sec] INFO - 20:35:20: 34%|███▍ | 341/1000 [00:00<00:00, 4436.52 it/sec] INFO - 20:35:20: 34%|███▍ | 342/1000 [00:00<00:00, 4437.33 it/sec] INFO - 20:35:20: 34%|███▍ | 343/1000 [00:00<00:00, 4436.17 it/sec] INFO - 20:35:20: 34%|███▍ | 344/1000 [00:00<00:00, 4437.15 it/sec] INFO - 20:35:20: 34%|███▍ | 345/1000 [00:00<00:00, 4438.20 it/sec] INFO - 20:35:20: 35%|███▍ | 346/1000 [00:00<00:00, 4439.26 it/sec] INFO - 20:35:20: 35%|███▍ | 347/1000 [00:00<00:00, 4438.32 it/sec] INFO - 20:35:20: 35%|███▍ | 348/1000 [00:00<00:00, 4438.73 it/sec] INFO - 20:35:20: 35%|███▍ | 349/1000 [00:00<00:00, 4439.82 it/sec] INFO - 20:35:20: 35%|███▌ | 350/1000 [00:00<00:00, 4440.97 it/sec] INFO - 20:35:20: 35%|███▌ | 351/1000 [00:00<00:00, 4442.15 it/sec] INFO - 20:35:20: 35%|███▌ | 352/1000 [00:00<00:00, 4441.86 it/sec] INFO - 20:35:20: 35%|███▌ | 353/1000 [00:00<00:00, 4442.19 it/sec] INFO - 20:35:20: 35%|███▌ | 354/1000 [00:00<00:00, 4443.25 it/sec] INFO - 20:35:20: 36%|███▌ | 355/1000 [00:00<00:00, 4444.25 it/sec] INFO - 20:35:20: 36%|███▌ | 356/1000 [00:00<00:00, 4444.20 it/sec] INFO - 20:35:20: 36%|███▌ | 357/1000 [00:00<00:00, 4433.54 it/sec] INFO - 20:35:20: 36%|███▌ | 358/1000 [00:00<00:00, 4433.97 it/sec] INFO - 20:35:20: 36%|███▌ | 359/1000 [00:00<00:00, 4434.89 it/sec] INFO - 20:35:20: 36%|███▌ | 360/1000 [00:00<00:00, 4434.44 it/sec] INFO - 20:35:20: 36%|███▌ | 361/1000 [00:00<00:00, 4435.22 it/sec] INFO - 20:35:20: 36%|███▌ | 362/1000 [00:00<00:00, 4435.82 it/sec] INFO - 20:35:20: 36%|███▋ | 363/1000 [00:00<00:00, 4436.80 it/sec] INFO - 20:35:20: 36%|███▋ | 364/1000 [00:00<00:00, 4437.69 it/sec] INFO - 20:35:20: 36%|███▋ | 365/1000 [00:00<00:00, 4437.64 it/sec] INFO - 20:35:20: 37%|███▋ | 366/1000 [00:00<00:00, 4438.58 it/sec] INFO - 20:35:20: 37%|███▋ | 367/1000 [00:00<00:00, 4439.77 it/sec] INFO - 20:35:20: 37%|███▋ | 368/1000 [00:00<00:00, 4440.83 it/sec] INFO - 20:35:20: 37%|███▋ | 369/1000 [00:00<00:00, 4442.07 it/sec] INFO - 20:35:20: 37%|███▋ | 370/1000 [00:00<00:00, 4441.76 it/sec] INFO - 20:35:20: 37%|███▋ | 371/1000 [00:00<00:00, 4442.74 it/sec] INFO - 20:35:20: 37%|███▋ | 372/1000 [00:00<00:00, 4442.79 it/sec] INFO - 20:35:20: 37%|███▋ | 373/1000 [00:00<00:00, 4443.69 it/sec] INFO - 20:35:20: 37%|███▋ | 374/1000 [00:00<00:00, 4443.63 it/sec] INFO - 20:35:20: 38%|███▊ | 375/1000 [00:00<00:00, 4444.26 it/sec] INFO - 20:35:20: 38%|███▊ | 376/1000 [00:00<00:00, 4445.10 it/sec] INFO - 20:35:20: 38%|███▊ | 377/1000 [00:00<00:00, 4446.04 it/sec] INFO - 20:35:20: 38%|███▊ | 378/1000 [00:00<00:00, 4447.08 it/sec] INFO - 20:35:20: 38%|███▊ | 379/1000 [00:00<00:00, 4446.51 it/sec] INFO - 20:35:20: 38%|███▊ | 380/1000 [00:00<00:00, 4447.10 it/sec] INFO - 20:35:20: 38%|███▊ | 381/1000 [00:00<00:00, 4448.02 it/sec] INFO - 20:35:20: 38%|███▊ | 382/1000 [00:00<00:00, 4448.93 it/sec] INFO - 20:35:20: 38%|███▊ | 383/1000 [00:00<00:00, 4450.05 it/sec] INFO - 20:35:20: 38%|███▊ | 384/1000 [00:00<00:00, 4449.83 it/sec] INFO - 20:35:20: 38%|███▊ | 385/1000 [00:00<00:00, 4450.61 it/sec] INFO - 20:35:20: 39%|███▊ | 386/1000 [00:00<00:00, 4451.52 it/sec] INFO - 20:35:20: 39%|███▊ | 387/1000 [00:00<00:00, 4452.59 it/sec] INFO - 20:35:20: 39%|███▉ | 388/1000 [00:00<00:00, 4452.64 it/sec] INFO - 20:35:20: 39%|███▉ | 389/1000 [00:00<00:00, 4453.43 it/sec] INFO - 20:35:20: 39%|███▉ | 390/1000 [00:00<00:00, 4454.49 it/sec] INFO - 20:35:20: 39%|███▉ | 391/1000 [00:00<00:00, 4455.37 it/sec] INFO - 20:35:20: 39%|███▉ | 392/1000 [00:00<00:00, 4456.37 it/sec] INFO - 20:35:20: 39%|███▉ | 393/1000 [00:00<00:00, 4456.38 it/sec] INFO - 20:35:20: 39%|███▉ | 394/1000 [00:00<00:00, 4457.03 it/sec] INFO - 20:35:20: 40%|███▉ | 395/1000 [00:00<00:00, 4457.90 it/sec] INFO - 20:35:20: 40%|███▉ | 396/1000 [00:00<00:00, 4458.62 it/sec] INFO - 20:35:20: 40%|███▉ | 397/1000 [00:00<00:00, 4459.56 it/sec] INFO - 20:35:20: 40%|███▉ | 398/1000 [00:00<00:00, 4459.11 it/sec] INFO - 20:35:20: 40%|███▉ | 399/1000 [00:00<00:00, 4459.73 it/sec] INFO - 20:35:20: 40%|████ | 400/1000 [00:00<00:00, 4460.59 it/sec] INFO - 20:35:20: 40%|████ | 401/1000 [00:00<00:00, 4461.46 it/sec] INFO - 20:35:20: 40%|████ | 402/1000 [00:00<00:00, 4462.46 it/sec] INFO - 20:35:20: 40%|████ | 403/1000 [00:00<00:00, 4462.17 it/sec] INFO - 20:35:20: 40%|████ | 404/1000 [00:00<00:00, 4463.04 it/sec] INFO - 20:35:20: 40%|████ | 405/1000 [00:00<00:00, 4463.97 it/sec] INFO - 20:35:20: 41%|████ | 406/1000 [00:00<00:00, 4464.83 it/sec] INFO - 20:35:20: 41%|████ | 407/1000 [00:00<00:00, 4464.41 it/sec] INFO - 20:35:20: 41%|████ | 408/1000 [00:00<00:00, 4465.01 it/sec] INFO - 20:35:20: 41%|████ | 409/1000 [00:00<00:00, 4465.95 it/sec] INFO - 20:35:20: 41%|████ | 410/1000 [00:00<00:00, 4466.88 it/sec] INFO - 20:35:20: 41%|████ | 411/1000 [00:00<00:00, 4467.67 it/sec] INFO - 20:35:20: 41%|████ | 412/1000 [00:00<00:00, 4467.52 it/sec] INFO - 20:35:20: 41%|████▏ | 413/1000 [00:00<00:00, 4468.37 it/sec] INFO - 20:35:20: 41%|████▏ | 414/1000 [00:00<00:00, 4469.25 it/sec] INFO - 20:35:20: 42%|████▏ | 415/1000 [00:00<00:00, 4470.18 it/sec] INFO - 20:35:20: 42%|████▏ | 416/1000 [00:00<00:00, 4471.17 it/sec] INFO - 20:35:20: 42%|████▏ | 417/1000 [00:00<00:00, 4470.33 it/sec] INFO - 20:35:20: 42%|████▏ | 418/1000 [00:00<00:00, 4470.96 it/sec] INFO - 20:35:20: 42%|████▏ | 419/1000 [00:00<00:00, 4471.66 it/sec] INFO - 20:35:20: 42%|████▏ | 420/1000 [00:00<00:00, 4472.42 it/sec] INFO - 20:35:20: 42%|████▏ | 421/1000 [00:00<00:00, 4472.43 it/sec] INFO - 20:35:20: 42%|████▏ | 422/1000 [00:00<00:00, 4472.94 it/sec] INFO - 20:35:20: 42%|████▏ | 423/1000 [00:00<00:00, 4473.76 it/sec] INFO - 20:35:20: 42%|████▏ | 424/1000 [00:00<00:00, 4474.57 it/sec] INFO - 20:35:20: 42%|████▎ | 425/1000 [00:00<00:00, 4475.42 it/sec] INFO - 20:35:20: 43%|████▎ | 426/1000 [00:00<00:00, 4475.37 it/sec] INFO - 20:35:20: 43%|████▎ | 427/1000 [00:00<00:00, 4475.96 it/sec] INFO - 20:35:20: 43%|████▎ | 428/1000 [00:00<00:00, 4476.84 it/sec] INFO - 20:35:20: 43%|████▎ | 429/1000 [00:00<00:00, 4477.76 it/sec] INFO - 20:35:20: 43%|████▎ | 430/1000 [00:00<00:00, 4478.71 it/sec] INFO - 20:35:20: 43%|████▎ | 431/1000 [00:00<00:00, 4478.71 it/sec] INFO - 20:35:20: 43%|████▎ | 432/1000 [00:00<00:00, 4479.49 it/sec] INFO - 20:35:20: 43%|████▎ | 433/1000 [00:00<00:00, 4480.46 it/sec] INFO - 20:35:20: 43%|████▎ | 434/1000 [00:00<00:00, 4481.29 it/sec] INFO - 20:35:20: 44%|████▎ | 435/1000 [00:00<00:00, 4482.30 it/sec] INFO - 20:35:20: 44%|████▎ | 436/1000 [00:00<00:00, 4481.59 it/sec] INFO - 20:35:20: 44%|████▎ | 437/1000 [00:00<00:00, 4482.37 it/sec] INFO - 20:35:20: 44%|████▍ | 438/1000 [00:00<00:00, 4483.12 it/sec] INFO - 20:35:20: 44%|████▍ | 439/1000 [00:00<00:00, 4483.96 it/sec] INFO - 20:35:20: 44%|████▍ | 440/1000 [00:00<00:00, 4484.13 it/sec] INFO - 20:35:20: 44%|████▍ | 441/1000 [00:00<00:00, 4484.69 it/sec] INFO - 20:35:20: 44%|████▍ | 442/1000 [00:00<00:00, 4485.50 it/sec] INFO - 20:35:20: 44%|████▍ | 443/1000 [00:00<00:00, 4486.33 it/sec] INFO - 20:35:20: 44%|████▍ | 444/1000 [00:00<00:00, 4487.08 it/sec] INFO - 20:35:20: 44%|████▍ | 445/1000 [00:00<00:00, 4486.88 it/sec] INFO - 20:35:20: 45%|████▍ | 446/1000 [00:00<00:00, 4487.35 it/sec] INFO - 20:35:20: 45%|████▍ | 447/1000 [00:00<00:00, 4488.20 it/sec] INFO - 20:35:20: 45%|████▍ | 448/1000 [00:00<00:00, 4489.02 it/sec] INFO - 20:35:20: 45%|████▍ | 449/1000 [00:00<00:00, 4489.70 it/sec] INFO - 20:35:20: 45%|████▌ | 450/1000 [00:00<00:00, 4489.61 it/sec] INFO - 20:35:20: 45%|████▌ | 451/1000 [00:00<00:00, 4489.96 it/sec] INFO - 20:35:20: 45%|████▌ | 452/1000 [00:00<00:00, 4490.02 it/sec] INFO - 20:35:20: 45%|████▌ | 453/1000 [00:00<00:00, 4490.73 it/sec] INFO - 20:35:20: 45%|████▌ | 454/1000 [00:00<00:00, 4491.39 it/sec] INFO - 20:35:20: 46%|████▌ | 455/1000 [00:00<00:00, 4490.54 it/sec] INFO - 20:35:20: 46%|████▌ | 456/1000 [00:00<00:00, 4491.13 it/sec] INFO - 20:35:20: 46%|████▌ | 457/1000 [00:00<00:00, 4491.94 it/sec] INFO - 20:35:20: 46%|████▌ | 458/1000 [00:00<00:00, 4492.42 it/sec] INFO - 20:35:20: 46%|████▌ | 459/1000 [00:00<00:00, 4492.45 it/sec] INFO - 20:35:20: 46%|████▌ | 460/1000 [00:00<00:00, 4492.95 it/sec] INFO - 20:35:20: 46%|████▌ | 461/1000 [00:00<00:00, 4493.78 it/sec] INFO - 20:35:20: 46%|████▌ | 462/1000 [00:00<00:00, 4494.52 it/sec] INFO - 20:35:20: 46%|████▋ | 463/1000 [00:00<00:00, 4495.28 it/sec] INFO - 20:35:20: 46%|████▋ | 464/1000 [00:00<00:00, 4495.04 it/sec] INFO - 20:35:20: 46%|████▋ | 465/1000 [00:00<00:00, 4495.50 it/sec] INFO - 20:35:20: 47%|████▋ | 466/1000 [00:00<00:00, 4496.17 it/sec] INFO - 20:35:20: 47%|████▋ | 467/1000 [00:00<00:00, 4496.87 it/sec] INFO - 20:35:20: 47%|████▋ | 468/1000 [00:00<00:00, 4497.69 it/sec] INFO - 20:35:20: 47%|████▋ | 469/1000 [00:00<00:00, 4497.35 it/sec] INFO - 20:35:20: 47%|████▋ | 470/1000 [00:00<00:00, 4497.78 it/sec] INFO - 20:35:20: 47%|████▋ | 471/1000 [00:00<00:00, 4489.80 it/sec] INFO - 20:35:20: 47%|████▋ | 472/1000 [00:00<00:00, 4489.05 it/sec] INFO - 20:35:20: 47%|████▋ | 473/1000 [00:00<00:00, 4489.17 it/sec] INFO - 20:35:20: 47%|████▋ | 474/1000 [00:00<00:00, 4489.68 it/sec] INFO - 20:35:20: 48%|████▊ | 475/1000 [00:00<00:00, 4490.27 it/sec] INFO - 20:35:20: 48%|████▊ | 476/1000 [00:00<00:00, 4490.91 it/sec] INFO - 20:35:20: 48%|████▊ | 477/1000 [00:00<00:00, 4490.73 it/sec] INFO - 20:35:20: 48%|████▊ | 478/1000 [00:00<00:00, 4491.11 it/sec] INFO - 20:35:20: 48%|████▊ | 479/1000 [00:00<00:00, 4491.91 it/sec] INFO - 20:35:20: 48%|████▊ | 480/1000 [00:00<00:00, 4492.64 it/sec] INFO - 20:35:20: 48%|████▊ | 481/1000 [00:00<00:00, 4493.29 it/sec] INFO - 20:35:20: 48%|████▊ | 482/1000 [00:00<00:00, 4492.87 it/sec] INFO - 20:35:20: 48%|████▊ | 483/1000 [00:00<00:00, 4493.44 it/sec] INFO - 20:35:20: 48%|████▊ | 484/1000 [00:00<00:00, 4494.14 it/sec] INFO - 20:35:20: 48%|████▊ | 485/1000 [00:00<00:00, 4494.83 it/sec] INFO - 20:35:20: 49%|████▊ | 486/1000 [00:00<00:00, 4494.54 it/sec] INFO - 20:35:20: 49%|████▊ | 487/1000 [00:00<00:00, 4494.72 it/sec] INFO - 20:35:20: 49%|████▉ | 488/1000 [00:00<00:00, 4495.32 it/sec] INFO - 20:35:20: 49%|████▉ | 489/1000 [00:00<00:00, 4495.89 it/sec] INFO - 20:35:20: 49%|████▉ | 490/1000 [00:00<00:00, 4496.41 it/sec] INFO - 20:35:20: 49%|████▉ | 491/1000 [00:00<00:00, 4495.83 it/sec] INFO - 20:35:20: 49%|████▉ | 492/1000 [00:00<00:00, 4496.19 it/sec] INFO - 20:35:20: 49%|████▉ | 493/1000 [00:00<00:00, 4496.77 it/sec] INFO - 20:35:20: 49%|████▉ | 494/1000 [00:00<00:00, 4497.27 it/sec] INFO - 20:35:20: 50%|████▉ | 495/1000 [00:00<00:00, 4497.62 it/sec] INFO - 20:35:20: 50%|████▉ | 496/1000 [00:00<00:00, 4496.65 it/sec] INFO - 20:35:20: 50%|████▉ | 497/1000 [00:00<00:00, 4497.14 it/sec] INFO - 20:35:20: 50%|████▉ | 498/1000 [00:00<00:00, 4497.67 it/sec] INFO - 20:35:20: 50%|████▉ | 499/1000 [00:00<00:00, 4498.32 it/sec] INFO - 20:35:20: 50%|█████ | 500/1000 [00:00<00:00, 4498.18 it/sec] INFO - 20:35:20: 50%|█████ | 501/1000 [00:00<00:00, 4498.59 it/sec] INFO - 20:35:20: 50%|█████ | 502/1000 [00:00<00:00, 4499.10 it/sec] INFO - 20:35:20: 50%|█████ | 503/1000 [00:00<00:00, 4499.63 it/sec] INFO - 20:35:20: 50%|█████ | 504/1000 [00:00<00:00, 4500.35 it/sec] INFO - 20:35:20: 50%|█████ | 505/1000 [00:00<00:00, 4500.28 it/sec] INFO - 20:35:20: 51%|█████ | 506/1000 [00:00<00:00, 4500.68 it/sec] INFO - 20:35:20: 51%|█████ | 507/1000 [00:00<00:00, 4501.35 it/sec] INFO - 20:35:20: 51%|█████ | 508/1000 [00:00<00:00, 4501.95 it/sec] INFO - 20:35:20: 51%|█████ | 509/1000 [00:00<00:00, 4502.66 it/sec] INFO - 20:35:20: 51%|█████ | 510/1000 [00:00<00:00, 4501.58 it/sec] INFO - 20:35:20: 51%|█████ | 511/1000 [00:00<00:00, 4502.00 it/sec] INFO - 20:35:20: 51%|█████ | 512/1000 [00:00<00:00, 4502.62 it/sec] INFO - 20:35:20: 51%|█████▏ | 513/1000 [00:00<00:00, 4503.41 it/sec] INFO - 20:35:20: 51%|█████▏ | 514/1000 [00:00<00:00, 4503.32 it/sec] INFO - 20:35:20: 52%|█████▏ | 515/1000 [00:00<00:00, 4503.84 it/sec] INFO - 20:35:20: 52%|█████▏ | 516/1000 [00:00<00:00, 4504.42 it/sec] INFO - 20:35:20: 52%|█████▏ | 517/1000 [00:00<00:00, 4505.13 it/sec] INFO - 20:35:20: 52%|█████▏ | 518/1000 [00:00<00:00, 4505.74 it/sec] INFO - 20:35:20: 52%|█████▏ | 519/1000 [00:00<00:00, 4505.70 it/sec] INFO - 20:35:20: 52%|█████▏ | 520/1000 [00:00<00:00, 4506.03 it/sec] INFO - 20:35:20: 52%|█████▏ | 521/1000 [00:00<00:00, 4506.72 it/sec] INFO - 20:35:20: 52%|█████▏ | 522/1000 [00:00<00:00, 4507.39 it/sec] INFO - 20:35:20: 52%|█████▏ | 523/1000 [00:00<00:00, 4507.92 it/sec] INFO - 20:35:20: 52%|█████▏ | 524/1000 [00:00<00:00, 4507.74 it/sec] INFO - 20:35:20: 52%|█████▎ | 525/1000 [00:00<00:00, 4508.20 it/sec] INFO - 20:35:20: 53%|█████▎ | 526/1000 [00:00<00:00, 4508.86 it/sec] INFO - 20:35:20: 53%|█████▎ | 527/1000 [00:00<00:00, 4509.52 it/sec] INFO - 20:35:20: 53%|█████▎ | 528/1000 [00:00<00:00, 4510.26 it/sec] INFO - 20:35:20: 53%|█████▎ | 529/1000 [00:00<00:00, 4509.65 it/sec] INFO - 20:35:20: 53%|█████▎ | 530/1000 [00:00<00:00, 4510.21 it/sec] INFO - 20:35:20: 53%|█████▎ | 531/1000 [00:00<00:00, 4510.92 it/sec] INFO - 20:35:20: 53%|█████▎ | 532/1000 [00:00<00:00, 4511.65 it/sec] INFO - 20:35:20: 53%|█████▎ | 533/1000 [00:00<00:00, 4511.62 it/sec] INFO - 20:35:20: 53%|█████▎ | 534/1000 [00:00<00:00, 4512.05 it/sec] INFO - 20:35:20: 54%|█████▎ | 535/1000 [00:00<00:00, 4512.65 it/sec] INFO - 20:35:20: 54%|█████▎ | 536/1000 [00:00<00:00, 4513.22 it/sec] INFO - 20:35:20: 54%|█████▎ | 537/1000 [00:00<00:00, 4513.90 it/sec] INFO - 20:35:20: 54%|█████▍ | 538/1000 [00:00<00:00, 4513.97 it/sec] INFO - 20:35:20: 54%|█████▍ | 539/1000 [00:00<00:00, 4514.42 it/sec] INFO - 20:35:20: 54%|█████▍ | 540/1000 [00:00<00:00, 4515.04 it/sec] INFO - 20:35:20: 54%|█████▍ | 541/1000 [00:00<00:00, 4515.60 it/sec] INFO - 20:35:20: 54%|█████▍ | 542/1000 [00:00<00:00, 4516.31 it/sec] INFO - 20:35:20: 54%|█████▍ | 543/1000 [00:00<00:00, 4516.03 it/sec] INFO - 20:35:20: 54%|█████▍ | 544/1000 [00:00<00:00, 4516.46 it/sec] INFO - 20:35:20: 55%|█████▍ | 545/1000 [00:00<00:00, 4517.11 it/sec] INFO - 20:35:20: 55%|█████▍ | 546/1000 [00:00<00:00, 4517.61 it/sec] INFO - 20:35:20: 55%|█████▍ | 547/1000 [00:00<00:00, 4518.15 it/sec] INFO - 20:35:20: 55%|█████▍ | 548/1000 [00:00<00:00, 4517.37 it/sec] INFO - 20:35:20: 55%|█████▍ | 549/1000 [00:00<00:00, 4517.17 it/sec] INFO - 20:35:20: 55%|█████▌ | 550/1000 [00:00<00:00, 4517.69 it/sec] INFO - 20:35:20: 55%|█████▌ | 551/1000 [00:00<00:00, 4518.30 it/sec] INFO - 20:35:20: 55%|█████▌ | 552/1000 [00:00<00:00, 4518.24 it/sec] INFO - 20:35:20: 55%|█████▌ | 553/1000 [00:00<00:00, 4518.49 it/sec] INFO - 20:35:20: 55%|█████▌ | 554/1000 [00:00<00:00, 4519.06 it/sec] INFO - 20:35:20: 56%|█████▌ | 555/1000 [00:00<00:00, 4519.76 it/sec] INFO - 20:35:20: 56%|█████▌ | 556/1000 [00:00<00:00, 4520.38 it/sec] INFO - 20:35:20: 56%|█████▌ | 557/1000 [00:00<00:00, 4520.24 it/sec] INFO - 20:35:20: 56%|█████▌ | 558/1000 [00:00<00:00, 4520.66 it/sec] INFO - 20:35:20: 56%|█████▌ | 559/1000 [00:00<00:00, 4521.29 it/sec] INFO - 20:35:20: 56%|█████▌ | 560/1000 [00:00<00:00, 4521.91 it/sec] INFO - 20:35:20: 56%|█████▌ | 561/1000 [00:00<00:00, 4522.62 it/sec] INFO - 20:35:20: 56%|█████▌ | 562/1000 [00:00<00:00, 4522.30 it/sec] INFO - 20:35:20: 56%|█████▋ | 563/1000 [00:00<00:00, 4522.72 it/sec] INFO - 20:35:20: 56%|█████▋ | 564/1000 [00:00<00:00, 4523.35 it/sec] INFO - 20:35:20: 56%|█████▋ | 565/1000 [00:00<00:00, 4523.48 it/sec] INFO - 20:35:20: 57%|█████▋ | 566/1000 [00:00<00:00, 4523.00 it/sec] INFO - 20:35:20: 57%|█████▋ | 567/1000 [00:00<00:00, 4523.17 it/sec] INFO - 20:35:20: 57%|█████▋ | 568/1000 [00:00<00:00, 4523.63 it/sec] INFO - 20:35:20: 57%|█████▋ | 569/1000 [00:00<00:00, 4524.10 it/sec] INFO - 20:35:20: 57%|█████▋ | 570/1000 [00:00<00:00, 4524.51 it/sec] INFO - 20:35:20: 57%|█████▋ | 571/1000 [00:00<00:00, 4524.04 it/sec] INFO - 20:35:20: 57%|█████▋ | 572/1000 [00:00<00:00, 4524.25 it/sec] INFO - 20:35:20: 57%|█████▋ | 573/1000 [00:00<00:00, 4524.80 it/sec] INFO - 20:35:20: 57%|█████▋ | 574/1000 [00:00<00:00, 4525.38 it/sec] INFO - 20:35:20: 57%|█████▊ | 575/1000 [00:00<00:00, 4525.76 it/sec] INFO - 20:35:20: 58%|█████▊ | 576/1000 [00:00<00:00, 4525.27 it/sec] INFO - 20:35:20: 58%|█████▊ | 577/1000 [00:00<00:00, 4525.52 it/sec] INFO - 20:35:20: 58%|█████▊ | 578/1000 [00:00<00:00, 4525.99 it/sec] INFO - 20:35:20: 58%|█████▊ | 579/1000 [00:00<00:00, 4526.41 it/sec] INFO - 20:35:20: 58%|█████▊ | 580/1000 [00:00<00:00, 4526.20 it/sec] INFO - 20:35:20: 58%|█████▊ | 581/1000 [00:00<00:00, 4526.54 it/sec] INFO - 20:35:20: 58%|█████▊ | 582/1000 [00:00<00:00, 4526.93 it/sec] INFO - 20:35:20: 58%|█████▊ | 583/1000 [00:00<00:00, 4527.43 it/sec] INFO - 20:35:20: 58%|█████▊ | 584/1000 [00:00<00:00, 4527.93 it/sec] INFO - 20:35:20: 58%|█████▊ | 585/1000 [00:00<00:00, 4518.83 it/sec] INFO - 20:35:20: 59%|█████▊ | 586/1000 [00:00<00:00, 4518.15 it/sec] INFO - 20:35:20: 59%|█████▊ | 587/1000 [00:00<00:00, 4518.33 it/sec] INFO - 20:35:20: 59%|█████▉ | 588/1000 [00:00<00:00, 4518.09 it/sec] INFO - 20:35:20: 59%|█████▉ | 589/1000 [00:00<00:00, 4518.34 it/sec] INFO - 20:35:20: 59%|█████▉ | 590/1000 [00:00<00:00, 4518.85 it/sec] INFO - 20:35:20: 59%|█████▉ | 591/1000 [00:00<00:00, 4519.35 it/sec] INFO - 20:35:20: 59%|█████▉ | 592/1000 [00:00<00:00, 4519.81 it/sec] INFO - 20:35:20: 59%|█████▉ | 593/1000 [00:00<00:00, 4519.42 it/sec] INFO - 20:35:20: 59%|█████▉ | 594/1000 [00:00<00:00, 4519.74 it/sec] INFO - 20:35:20: 60%|█████▉ | 595/1000 [00:00<00:00, 4520.25 it/sec] INFO - 20:35:20: 60%|█████▉ | 596/1000 [00:00<00:00, 4520.77 it/sec] INFO - 20:35:20: 60%|█████▉ | 597/1000 [00:00<00:00, 4521.36 it/sec] INFO - 20:35:20: 60%|█████▉ | 598/1000 [00:00<00:00, 4521.02 it/sec] INFO - 20:35:20: 60%|█████▉ | 599/1000 [00:00<00:00, 4521.38 it/sec] INFO - 20:35:20: 60%|██████ | 600/1000 [00:00<00:00, 4521.84 it/sec] INFO - 20:35:20: 60%|██████ | 601/1000 [00:00<00:00, 4522.34 it/sec] INFO - 20:35:20: 60%|██████ | 602/1000 [00:00<00:00, 4521.97 it/sec] INFO - 20:35:20: 60%|██████ | 603/1000 [00:00<00:00, 4522.12 it/sec] INFO - 20:35:20: 60%|██████ | 604/1000 [00:00<00:00, 4522.47 it/sec] INFO - 20:35:20: 60%|██████ | 605/1000 [00:00<00:00, 4522.75 it/sec] INFO - 20:35:20: 61%|██████ | 606/1000 [00:00<00:00, 4523.15 it/sec] INFO - 20:35:20: 61%|██████ | 607/1000 [00:00<00:00, 4522.94 it/sec] INFO - 20:35:20: 61%|██████ | 608/1000 [00:00<00:00, 4523.15 it/sec] INFO - 20:35:20: 61%|██████ | 609/1000 [00:00<00:00, 4523.33 it/sec] INFO - 20:35:20: 61%|██████ | 610/1000 [00:00<00:00, 4523.58 it/sec] INFO - 20:35:20: 61%|██████ | 611/1000 [00:00<00:00, 4523.99 it/sec] INFO - 20:35:20: 61%|██████ | 612/1000 [00:00<00:00, 4523.63 it/sec] INFO - 20:35:20: 61%|██████▏ | 613/1000 [00:00<00:00, 4523.99 it/sec] INFO - 20:35:20: 61%|██████▏ | 614/1000 [00:00<00:00, 4524.41 it/sec] INFO - 20:35:20: 62%|██████▏ | 615/1000 [00:00<00:00, 4524.85 it/sec] INFO - 20:35:20: 62%|██████▏ | 616/1000 [00:00<00:00, 4524.70 it/sec] INFO - 20:35:20: 62%|██████▏ | 617/1000 [00:00<00:00, 4525.04 it/sec] INFO - 20:35:20: 62%|██████▏ | 618/1000 [00:00<00:00, 4525.54 it/sec] INFO - 20:35:20: 62%|██████▏ | 619/1000 [00:00<00:00, 4525.85 it/sec] INFO - 20:35:20: 62%|██████▏ | 620/1000 [00:00<00:00, 4526.33 it/sec] INFO - 20:35:20: 62%|██████▏ | 621/1000 [00:00<00:00, 4525.80 it/sec] INFO - 20:35:20: 62%|██████▏ | 622/1000 [00:00<00:00, 4525.97 it/sec] INFO - 20:35:20: 62%|██████▏ | 623/1000 [00:00<00:00, 4525.80 it/sec] INFO - 20:35:20: 62%|██████▏ | 624/1000 [00:00<00:00, 4526.15 it/sec] INFO - 20:35:20: 62%|██████▎ | 625/1000 [00:00<00:00, 4526.65 it/sec] INFO - 20:35:20: 63%|██████▎ | 626/1000 [00:00<00:00, 4526.30 it/sec] INFO - 20:35:20: 63%|██████▎ | 627/1000 [00:00<00:00, 4526.64 it/sec] INFO - 20:35:20: 63%|██████▎ | 628/1000 [00:00<00:00, 4527.04 it/sec] INFO - 20:35:20: 63%|██████▎ | 629/1000 [00:00<00:00, 4527.43 it/sec] INFO - 20:35:20: 63%|██████▎ | 630/1000 [00:00<00:00, 4527.35 it/sec] INFO - 20:35:20: 63%|██████▎ | 631/1000 [00:00<00:00, 4527.63 it/sec] INFO - 20:35:20: 63%|██████▎ | 632/1000 [00:00<00:00, 4528.10 it/sec] INFO - 20:35:20: 63%|██████▎ | 633/1000 [00:00<00:00, 4528.60 it/sec] INFO - 20:35:20: 63%|██████▎ | 634/1000 [00:00<00:00, 4528.98 it/sec] INFO - 20:35:20: 64%|██████▎ | 635/1000 [00:00<00:00, 4528.82 it/sec] INFO - 20:35:20: 64%|██████▎ | 636/1000 [00:00<00:00, 4529.09 it/sec] INFO - 20:35:20: 64%|██████▎ | 637/1000 [00:00<00:00, 4529.53 it/sec] INFO - 20:35:20: 64%|██████▍ | 638/1000 [00:00<00:00, 4530.02 it/sec] INFO - 20:35:20: 64%|██████▍ | 639/1000 [00:00<00:00, 4530.52 it/sec] INFO - 20:35:20: 64%|██████▍ | 640/1000 [00:00<00:00, 4529.81 it/sec] INFO - 20:35:20: 64%|██████▍ | 641/1000 [00:00<00:00, 4530.18 it/sec] INFO - 20:35:20: 64%|██████▍ | 642/1000 [00:00<00:00, 4530.69 it/sec] INFO - 20:35:20: 64%|██████▍ | 643/1000 [00:00<00:00, 4531.21 it/sec] INFO - 20:35:20: 64%|██████▍ | 644/1000 [00:00<00:00, 4531.07 it/sec] INFO - 20:35:20: 64%|██████▍ | 645/1000 [00:00<00:00, 4531.31 it/sec] INFO - 20:35:20: 65%|██████▍ | 646/1000 [00:00<00:00, 4531.64 it/sec] INFO - 20:35:20: 65%|██████▍ | 647/1000 [00:00<00:00, 4532.10 it/sec] INFO - 20:35:20: 65%|██████▍ | 648/1000 [00:00<00:00, 4532.51 it/sec] INFO - 20:35:20: 65%|██████▍ | 649/1000 [00:00<00:00, 4532.29 it/sec] INFO - 20:35:20: 65%|██████▌ | 650/1000 [00:00<00:00, 4532.56 it/sec] INFO - 20:35:20: 65%|██████▌ | 651/1000 [00:00<00:00, 4532.88 it/sec] INFO - 20:35:20: 65%|██████▌ | 652/1000 [00:00<00:00, 4533.24 it/sec] INFO - 20:35:20: 65%|██████▌ | 653/1000 [00:00<00:00, 4533.68 it/sec] INFO - 20:35:20: 65%|██████▌ | 654/1000 [00:00<00:00, 4533.37 it/sec] INFO - 20:35:20: 66%|██████▌ | 655/1000 [00:00<00:00, 4533.75 it/sec] INFO - 20:35:20: 66%|██████▌ | 656/1000 [00:00<00:00, 4534.20 it/sec] INFO - 20:35:20: 66%|██████▌ | 657/1000 [00:00<00:00, 4534.67 it/sec] INFO - 20:35:20: 66%|██████▌ | 658/1000 [00:00<00:00, 4534.78 it/sec] INFO - 20:35:20: 66%|██████▌ | 659/1000 [00:00<00:00, 4534.62 it/sec] INFO - 20:35:20: 66%|██████▌ | 660/1000 [00:00<00:00, 4535.00 it/sec] INFO - 20:35:20: 66%|██████▌ | 661/1000 [00:00<00:00, 4535.38 it/sec] INFO - 20:35:20: 66%|██████▌ | 662/1000 [00:00<00:00, 4535.80 it/sec] INFO - 20:35:20: 66%|██████▋ | 663/1000 [00:00<00:00, 4535.68 it/sec] INFO - 20:35:20: 66%|██████▋ | 664/1000 [00:00<00:00, 4535.94 it/sec] INFO - 20:35:20: 66%|██████▋ | 665/1000 [00:00<00:00, 4536.37 it/sec] INFO - 20:35:20: 67%|██████▋ | 666/1000 [00:00<00:00, 4536.81 it/sec] INFO - 20:35:20: 67%|██████▋ | 667/1000 [00:00<00:00, 4537.22 it/sec] INFO - 20:35:20: 67%|██████▋ | 668/1000 [00:00<00:00, 4536.93 it/sec] INFO - 20:35:20: 67%|██████▋ | 669/1000 [00:00<00:00, 4537.22 it/sec] INFO - 20:35:20: 67%|██████▋ | 670/1000 [00:00<00:00, 4537.65 it/sec] INFO - 20:35:20: 67%|██████▋ | 671/1000 [00:00<00:00, 4538.06 it/sec] INFO - 20:35:20: 67%|██████▋ | 672/1000 [00:00<00:00, 4538.42 it/sec] INFO - 20:35:20: 67%|██████▋ | 673/1000 [00:00<00:00, 4538.17 it/sec] INFO - 20:35:20: 67%|██████▋ | 674/1000 [00:00<00:00, 4538.53 it/sec] INFO - 20:35:20: 68%|██████▊ | 675/1000 [00:00<00:00, 4538.88 it/sec] INFO - 20:35:20: 68%|██████▊ | 676/1000 [00:00<00:00, 4539.28 it/sec] INFO - 20:35:20: 68%|██████▊ | 677/1000 [00:00<00:00, 4539.02 it/sec] INFO - 20:35:20: 68%|██████▊ | 678/1000 [00:00<00:00, 4539.18 it/sec] INFO - 20:35:20: 68%|██████▊ | 679/1000 [00:00<00:00, 4539.58 it/sec] INFO - 20:35:20: 68%|██████▊ | 680/1000 [00:00<00:00, 4540.10 it/sec] INFO - 20:35:20: 68%|██████▊ | 681/1000 [00:00<00:00, 4540.57 it/sec] INFO - 20:35:20: 68%|██████▊ | 682/1000 [00:00<00:00, 4540.52 it/sec] INFO - 20:35:20: 68%|██████▊ | 683/1000 [00:00<00:00, 4540.41 it/sec] INFO - 20:35:20: 68%|██████▊ | 684/1000 [00:00<00:00, 4540.75 it/sec] INFO - 20:35:20: 68%|██████▊ | 685/1000 [00:00<00:00, 4541.13 it/sec] INFO - 20:35:20: 69%|██████▊ | 686/1000 [00:00<00:00, 4541.54 it/sec] INFO - 20:35:20: 69%|██████▊ | 687/1000 [00:00<00:00, 4541.33 it/sec] INFO - 20:35:20: 69%|██████▉ | 688/1000 [00:00<00:00, 4541.65 it/sec] INFO - 20:35:20: 69%|██████▉ | 689/1000 [00:00<00:00, 4542.09 it/sec] INFO - 20:35:20: 69%|██████▉ | 690/1000 [00:00<00:00, 4542.49 it/sec] INFO - 20:35:20: 69%|██████▉ | 691/1000 [00:00<00:00, 4542.36 it/sec] INFO - 20:35:20: 69%|██████▉ | 692/1000 [00:00<00:00, 4542.59 it/sec] INFO - 20:35:20: 69%|██████▉ | 693/1000 [00:00<00:00, 4543.09 it/sec] INFO - 20:35:20: 69%|██████▉ | 694/1000 [00:00<00:00, 4543.56 it/sec] INFO - 20:35:20: 70%|██████▉ | 695/1000 [00:00<00:00, 4544.01 it/sec] INFO - 20:35:20: 70%|██████▉ | 696/1000 [00:00<00:00, 4543.61 it/sec] INFO - 20:35:20: 70%|██████▉ | 697/1000 [00:00<00:00, 4543.87 it/sec] INFO - 20:35:20: 70%|██████▉ | 698/1000 [00:00<00:00, 4544.35 it/sec] INFO - 20:35:20: 70%|██████▉ | 699/1000 [00:00<00:00, 4538.50 it/sec] INFO - 20:35:20: 70%|███████ | 700/1000 [00:00<00:00, 4538.03 it/sec] INFO - 20:35:20: 70%|███████ | 701/1000 [00:00<00:00, 4538.18 it/sec] INFO - 20:35:20: 70%|███████ | 702/1000 [00:00<00:00, 4538.59 it/sec] INFO - 20:35:20: 70%|███████ | 703/1000 [00:00<00:00, 4538.87 it/sec] INFO - 20:35:20: 70%|███████ | 704/1000 [00:00<00:00, 4538.82 it/sec] INFO - 20:35:20: 70%|███████ | 705/1000 [00:00<00:00, 4538.91 it/sec] INFO - 20:35:20: 71%|███████ | 706/1000 [00:00<00:00, 4539.14 it/sec] INFO - 20:35:20: 71%|███████ | 707/1000 [00:00<00:00, 4539.45 it/sec] INFO - 20:35:20: 71%|███████ | 708/1000 [00:00<00:00, 4539.83 it/sec] INFO - 20:35:20: 71%|███████ | 709/1000 [00:00<00:00, 4539.60 it/sec] INFO - 20:35:20: 71%|███████ | 710/1000 [00:00<00:00, 4539.77 it/sec] INFO - 20:35:20: 71%|███████ | 711/1000 [00:00<00:00, 4540.00 it/sec] INFO - 20:35:20: 71%|███████ | 712/1000 [00:00<00:00, 4540.28 it/sec] INFO - 20:35:20: 71%|███████▏ | 713/1000 [00:00<00:00, 4540.52 it/sec] INFO - 20:35:20: 71%|███████▏ | 714/1000 [00:00<00:00, 4539.88 it/sec] INFO - 20:35:20: 72%|███████▏ | 715/1000 [00:00<00:00, 4540.02 it/sec] INFO - 20:35:20: 72%|███████▏ | 716/1000 [00:00<00:00, 4540.30 it/sec] INFO - 20:35:20: 72%|███████▏ | 717/1000 [00:00<00:00, 4540.70 it/sec] INFO - 20:35:20: 72%|███████▏ | 718/1000 [00:00<00:00, 4540.45 it/sec] INFO - 20:35:20: 72%|███████▏ | 719/1000 [00:00<00:00, 4540.57 it/sec] INFO - 20:35:20: 72%|███████▏ | 720/1000 [00:00<00:00, 4540.83 it/sec] INFO - 20:35:20: 72%|███████▏ | 721/1000 [00:00<00:00, 4541.16 it/sec] INFO - 20:35:20: 72%|███████▏ | 722/1000 [00:00<00:00, 4541.54 it/sec] INFO - 20:35:20: 72%|███████▏ | 723/1000 [00:00<00:00, 4541.32 it/sec] INFO - 20:35:20: 72%|███████▏ | 724/1000 [00:00<00:00, 4541.48 it/sec] INFO - 20:35:20: 72%|███████▎ | 725/1000 [00:00<00:00, 4541.88 it/sec] INFO - 20:35:20: 73%|███████▎ | 726/1000 [00:00<00:00, 4542.26 it/sec] INFO - 20:35:20: 73%|███████▎ | 727/1000 [00:00<00:00, 4542.67 it/sec] INFO - 20:35:20: 73%|███████▎ | 728/1000 [00:00<00:00, 4542.40 it/sec] INFO - 20:35:20: 73%|███████▎ | 729/1000 [00:00<00:00, 4542.64 it/sec] INFO - 20:35:20: 73%|███████▎ | 730/1000 [00:00<00:00, 4542.82 it/sec] INFO - 20:35:20: 73%|███████▎ | 731/1000 [00:00<00:00, 4543.18 it/sec] INFO - 20:35:20: 73%|███████▎ | 732/1000 [00:00<00:00, 4542.86 it/sec] INFO - 20:35:20: 73%|███████▎ | 733/1000 [00:00<00:00, 4542.98 it/sec] INFO - 20:35:20: 73%|███████▎ | 734/1000 [00:00<00:00, 4543.36 it/sec] INFO - 20:35:20: 74%|███████▎ | 735/1000 [00:00<00:00, 4543.76 it/sec] INFO - 20:35:20: 74%|███████▎ | 736/1000 [00:00<00:00, 4544.06 it/sec] INFO - 20:35:20: 74%|███████▎ | 737/1000 [00:00<00:00, 4543.99 it/sec] INFO - 20:35:20: 74%|███████▍ | 738/1000 [00:00<00:00, 4544.21 it/sec] INFO - 20:35:20: 74%|███████▍ | 739/1000 [00:00<00:00, 4544.68 it/sec] INFO - 20:35:20: 74%|███████▍ | 740/1000 [00:00<00:00, 4545.09 it/sec] INFO - 20:35:20: 74%|███████▍ | 741/1000 [00:00<00:00, 4545.47 it/sec] INFO - 20:35:20: 74%|███████▍ | 742/1000 [00:00<00:00, 4545.20 it/sec] INFO - 20:35:20: 74%|███████▍ | 743/1000 [00:00<00:00, 4545.38 it/sec] INFO - 20:35:20: 74%|███████▍ | 744/1000 [00:00<00:00, 4545.78 it/sec] INFO - 20:35:20: 74%|███████▍ | 745/1000 [00:00<00:00, 4546.23 it/sec] INFO - 20:35:20: 75%|███████▍ | 746/1000 [00:00<00:00, 4546.59 it/sec] INFO - 20:35:20: 75%|███████▍ | 747/1000 [00:00<00:00, 4546.32 it/sec] INFO - 20:35:20: 75%|███████▍ | 748/1000 [00:00<00:00, 4546.68 it/sec] INFO - 20:35:20: 75%|███████▍ | 749/1000 [00:00<00:00, 4546.98 it/sec] INFO - 20:35:20: 75%|███████▌ | 750/1000 [00:00<00:00, 4546.36 it/sec] INFO - 20:35:20: 75%|███████▌ | 751/1000 [00:00<00:00, 4545.62 it/sec] INFO - 20:35:20: 75%|███████▌ | 752/1000 [00:00<00:00, 4545.52 it/sec] INFO - 20:35:20: 75%|███████▌ | 753/1000 [00:00<00:00, 4545.57 it/sec] INFO - 20:35:20: 75%|███████▌ | 754/1000 [00:00<00:00, 4545.76 it/sec] INFO - 20:35:20: 76%|███████▌ | 755/1000 [00:00<00:00, 4545.98 it/sec] INFO - 20:35:20: 76%|███████▌ | 756/1000 [00:00<00:00, 4545.51 it/sec] INFO - 20:35:20: 76%|███████▌ | 757/1000 [00:00<00:00, 4545.76 it/sec] INFO - 20:35:20: 76%|███████▌ | 758/1000 [00:00<00:00, 4546.05 it/sec] INFO - 20:35:20: 76%|███████▌ | 759/1000 [00:00<00:00, 4546.38 it/sec] INFO - 20:35:20: 76%|███████▌ | 760/1000 [00:00<00:00, 4546.17 it/sec] INFO - 20:35:20: 76%|███████▌ | 761/1000 [00:00<00:00, 4546.16 it/sec] INFO - 20:35:20: 76%|███████▌ | 762/1000 [00:00<00:00, 4546.33 it/sec] INFO - 20:35:20: 76%|███████▋ | 763/1000 [00:00<00:00, 4546.58 it/sec] INFO - 20:35:20: 76%|███████▋ | 764/1000 [00:00<00:00, 4546.86 it/sec] INFO - 20:35:20: 76%|███████▋ | 765/1000 [00:00<00:00, 4546.63 it/sec] INFO - 20:35:20: 77%|███████▋ | 766/1000 [00:00<00:00, 4546.88 it/sec] INFO - 20:35:20: 77%|███████▋ | 767/1000 [00:00<00:00, 4547.16 it/sec] INFO - 20:35:20: 77%|███████▋ | 768/1000 [00:00<00:00, 4547.39 it/sec] INFO - 20:35:20: 77%|███████▋ | 769/1000 [00:00<00:00, 4547.21 it/sec] INFO - 20:35:20: 77%|███████▋ | 770/1000 [00:00<00:00, 4546.92 it/sec] INFO - 20:35:20: 77%|███████▋ | 771/1000 [00:00<00:00, 4547.12 it/sec] INFO - 20:35:20: 77%|███████▋ | 772/1000 [00:00<00:00, 4547.41 it/sec] INFO - 20:35:20: 77%|███████▋ | 773/1000 [00:00<00:00, 4547.72 it/sec] INFO - 20:35:20: 77%|███████▋ | 774/1000 [00:00<00:00, 4547.50 it/sec] INFO - 20:35:20: 78%|███████▊ | 775/1000 [00:00<00:00, 4547.56 it/sec] INFO - 20:35:20: 78%|███████▊ | 776/1000 [00:00<00:00, 4547.58 it/sec] INFO - 20:35:20: 78%|███████▊ | 777/1000 [00:00<00:00, 4547.71 it/sec] INFO - 20:35:20: 78%|███████▊ | 778/1000 [00:00<00:00, 4547.94 it/sec] INFO - 20:35:20: 78%|███████▊ | 779/1000 [00:00<00:00, 4547.59 it/sec] INFO - 20:35:20: 78%|███████▊ | 780/1000 [00:00<00:00, 4547.80 it/sec] INFO - 20:35:20: 78%|███████▊ | 781/1000 [00:00<00:00, 4547.96 it/sec] INFO - 20:35:20: 78%|███████▊ | 782/1000 [00:00<00:00, 4548.23 it/sec] INFO - 20:35:20: 78%|███████▊ | 783/1000 [00:00<00:00, 4547.97 it/sec] INFO - 20:35:20: 78%|███████▊ | 784/1000 [00:00<00:00, 4548.02 it/sec] INFO - 20:35:20: 78%|███████▊ | 785/1000 [00:00<00:00, 4548.23 it/sec] INFO - 20:35:20: 79%|███████▊ | 786/1000 [00:00<00:00, 4548.42 it/sec] INFO - 20:35:20: 79%|███████▊ | 787/1000 [00:00<00:00, 4548.67 it/sec] INFO - 20:35:20: 79%|███████▉ | 788/1000 [00:00<00:00, 4548.27 it/sec] INFO - 20:35:20: 79%|███████▉ | 789/1000 [00:00<00:00, 4548.54 it/sec] INFO - 20:35:20: 79%|███████▉ | 790/1000 [00:00<00:00, 4548.92 it/sec] INFO - 20:35:20: 79%|███████▉ | 791/1000 [00:00<00:00, 4549.27 it/sec] INFO - 20:35:20: 79%|███████▉ | 792/1000 [00:00<00:00, 4549.62 it/sec] INFO - 20:35:20: 79%|███████▉ | 793/1000 [00:00<00:00, 4549.16 it/sec] INFO - 20:35:20: 79%|███████▉ | 794/1000 [00:00<00:00, 4549.40 it/sec] INFO - 20:35:20: 80%|███████▉ | 795/1000 [00:00<00:00, 4549.66 it/sec] INFO - 20:35:20: 80%|███████▉ | 796/1000 [00:00<00:00, 4549.96 it/sec] INFO - 20:35:20: 80%|███████▉ | 797/1000 [00:00<00:00, 4549.74 it/sec] INFO - 20:35:20: 80%|███████▉ | 798/1000 [00:00<00:00, 4549.88 it/sec] INFO - 20:35:20: 80%|███████▉ | 799/1000 [00:00<00:00, 4550.15 it/sec] INFO - 20:35:20: 80%|████████ | 800/1000 [00:00<00:00, 4550.40 it/sec] INFO - 20:35:20: 80%|████████ | 801/1000 [00:00<00:00, 4550.74 it/sec] INFO - 20:35:20: 80%|████████ | 802/1000 [00:00<00:00, 4550.53 it/sec] INFO - 20:35:20: 80%|████████ | 803/1000 [00:00<00:00, 4550.73 it/sec] INFO - 20:35:20: 80%|████████ | 804/1000 [00:00<00:00, 4551.04 it/sec] INFO - 20:35:20: 80%|████████ | 805/1000 [00:00<00:00, 4551.33 it/sec] INFO - 20:35:20: 81%|████████ | 806/1000 [00:00<00:00, 4551.62 it/sec] INFO - 20:35:20: 81%|████████ | 807/1000 [00:00<00:00, 4551.12 it/sec] INFO - 20:35:20: 81%|████████ | 808/1000 [00:00<00:00, 4551.36 it/sec] INFO - 20:35:20: 81%|████████ | 809/1000 [00:00<00:00, 4551.62 it/sec] INFO - 20:35:20: 81%|████████ | 810/1000 [00:00<00:00, 4551.86 it/sec] INFO - 20:35:20: 81%|████████ | 811/1000 [00:00<00:00, 4551.66 it/sec] INFO - 20:35:20: 81%|████████ | 812/1000 [00:00<00:00, 4551.71 it/sec] INFO - 20:35:20: 81%|████████▏ | 813/1000 [00:00<00:00, 4547.17 it/sec] INFO - 20:35:20: 81%|████████▏ | 814/1000 [00:00<00:00, 4547.11 it/sec] INFO - 20:35:20: 82%|████████▏ | 815/1000 [00:00<00:00, 4546.73 it/sec] INFO - 20:35:20: 82%|████████▏ | 816/1000 [00:00<00:00, 4546.84 it/sec] INFO - 20:35:20: 82%|████████▏ | 817/1000 [00:00<00:00, 4547.14 it/sec] INFO - 20:35:20: 82%|████████▏ | 818/1000 [00:00<00:00, 4547.45 it/sec] INFO - 20:35:20: 82%|████████▏ | 819/1000 [00:00<00:00, 4547.47 it/sec] INFO - 20:35:20: 82%|████████▏ | 820/1000 [00:00<00:00, 4547.45 it/sec] INFO - 20:35:20: 82%|████████▏ | 821/1000 [00:00<00:00, 4547.10 it/sec] INFO - 20:35:20: 82%|████████▏ | 822/1000 [00:00<00:00, 4547.04 it/sec] INFO - 20:35:20: 82%|████████▏ | 823/1000 [00:00<00:00, 4547.21 it/sec] INFO - 20:35:20: 82%|████████▏ | 824/1000 [00:00<00:00, 4546.66 it/sec] INFO - 20:35:20: 82%|████████▎ | 825/1000 [00:00<00:00, 4546.73 it/sec] INFO - 20:35:20: 83%|████████▎ | 826/1000 [00:00<00:00, 4546.82 it/sec] INFO - 20:35:20: 83%|████████▎ | 827/1000 [00:00<00:00, 4547.06 it/sec] INFO - 20:35:20: 83%|████████▎ | 828/1000 [00:00<00:00, 4547.30 it/sec] INFO - 20:35:20: 83%|████████▎ | 829/1000 [00:00<00:00, 4547.01 it/sec] INFO - 20:35:20: 83%|████████▎ | 830/1000 [00:00<00:00, 4547.34 it/sec] INFO - 20:35:20: 83%|████████▎ | 831/1000 [00:00<00:00, 4547.62 it/sec] INFO - 20:35:20: 83%|████████▎ | 832/1000 [00:00<00:00, 4547.90 it/sec] INFO - 20:35:20: 83%|████████▎ | 833/1000 [00:00<00:00, 4547.75 it/sec] INFO - 20:35:20: 83%|████████▎ | 834/1000 [00:00<00:00, 4547.89 it/sec] INFO - 20:35:20: 84%|████████▎ | 835/1000 [00:00<00:00, 4548.22 it/sec] INFO - 20:35:20: 84%|████████▎ | 836/1000 [00:00<00:00, 4548.49 it/sec] INFO - 20:35:20: 84%|████████▎ | 837/1000 [00:00<00:00, 4548.79 it/sec] INFO - 20:35:20: 84%|████████▍ | 838/1000 [00:00<00:00, 4548.44 it/sec] INFO - 20:35:20: 84%|████████▍ | 839/1000 [00:00<00:00, 4548.56 it/sec] INFO - 20:35:20: 84%|████████▍ | 840/1000 [00:00<00:00, 4548.82 it/sec] INFO - 20:35:20: 84%|████████▍ | 841/1000 [00:00<00:00, 4548.92 it/sec] INFO - 20:35:20: 84%|████████▍ | 842/1000 [00:00<00:00, 4548.69 it/sec] INFO - 20:35:20: 84%|████████▍ | 843/1000 [00:00<00:00, 4548.44 it/sec] INFO - 20:35:20: 84%|████████▍ | 844/1000 [00:00<00:00, 4548.59 it/sec] INFO - 20:35:20: 84%|████████▍ | 845/1000 [00:00<00:00, 4548.75 it/sec] INFO - 20:35:20: 85%|████████▍ | 846/1000 [00:00<00:00, 4548.95 it/sec] INFO - 20:35:20: 85%|████████▍ | 847/1000 [00:00<00:00, 4548.76 it/sec] INFO - 20:35:20: 85%|████████▍ | 848/1000 [00:00<00:00, 4548.93 it/sec] INFO - 20:35:20: 85%|████████▍ | 849/1000 [00:00<00:00, 4549.19 it/sec] INFO - 20:35:20: 85%|████████▌ | 850/1000 [00:00<00:00, 4549.48 it/sec] INFO - 20:35:20: 85%|████████▌ | 851/1000 [00:00<00:00, 4549.70 it/sec] INFO - 20:35:20: 85%|████████▌ | 852/1000 [00:00<00:00, 4549.41 it/sec] INFO - 20:35:20: 85%|████████▌ | 853/1000 [00:00<00:00, 4549.68 it/sec] INFO - 20:35:20: 85%|████████▌ | 854/1000 [00:00<00:00, 4549.97 it/sec] INFO - 20:35:20: 86%|████████▌ | 855/1000 [00:00<00:00, 4550.21 it/sec] INFO - 20:35:20: 86%|████████▌ | 856/1000 [00:00<00:00, 4549.93 it/sec] INFO - 20:35:20: 86%|████████▌ | 857/1000 [00:00<00:00, 4550.03 it/sec] INFO - 20:35:20: 86%|████████▌ | 858/1000 [00:00<00:00, 4550.11 it/sec] INFO - 20:35:20: 86%|████████▌ | 859/1000 [00:00<00:00, 4550.37 it/sec] INFO - 20:35:20: 86%|████████▌ | 860/1000 [00:00<00:00, 4550.65 it/sec] INFO - 20:35:20: 86%|████████▌ | 861/1000 [00:00<00:00, 4550.31 it/sec] INFO - 20:35:20: 86%|████████▌ | 862/1000 [00:00<00:00, 4550.38 it/sec] INFO - 20:35:20: 86%|████████▋ | 863/1000 [00:00<00:00, 4550.65 it/sec] INFO - 20:35:20: 86%|████████▋ | 864/1000 [00:00<00:00, 4550.96 it/sec] INFO - 20:35:20: 86%|████████▋ | 865/1000 [00:00<00:00, 4551.21 it/sec] INFO - 20:35:20: 87%|████████▋ | 866/1000 [00:00<00:00, 4550.90 it/sec] INFO - 20:35:20: 87%|████████▋ | 867/1000 [00:00<00:00, 4551.17 it/sec] INFO - 20:35:20: 87%|████████▋ | 868/1000 [00:00<00:00, 4551.46 it/sec] INFO - 20:35:20: 87%|████████▋ | 869/1000 [00:00<00:00, 4551.77 it/sec] INFO - 20:35:20: 87%|████████▋ | 870/1000 [00:00<00:00, 4551.61 it/sec] INFO - 20:35:20: 87%|████████▋ | 871/1000 [00:00<00:00, 4551.79 it/sec] INFO - 20:35:20: 87%|████████▋ | 872/1000 [00:00<00:00, 4552.11 it/sec] INFO - 20:35:20: 87%|████████▋ | 873/1000 [00:00<00:00, 4552.45 it/sec] INFO - 20:35:20: 87%|████████▋ | 874/1000 [00:00<00:00, 4552.76 it/sec] INFO - 20:35:20: 88%|████████▊ | 875/1000 [00:00<00:00, 4552.60 it/sec] INFO - 20:35:20: 88%|████████▊ | 876/1000 [00:00<00:00, 4552.73 it/sec] INFO - 20:35:20: 88%|████████▊ | 877/1000 [00:00<00:00, 4553.00 it/sec] INFO - 20:35:20: 88%|████████▊ | 878/1000 [00:00<00:00, 4553.25 it/sec] INFO - 20:35:20: 88%|████████▊ | 879/1000 [00:00<00:00, 4553.50 it/sec] INFO - 20:35:20: 88%|████████▊ | 880/1000 [00:00<00:00, 4550.67 it/sec] INFO - 20:35:20: 88%|████████▊ | 881/1000 [00:00<00:00, 4549.54 it/sec] INFO - 20:35:20: 88%|████████▊ | 882/1000 [00:00<00:00, 4548.71 it/sec] INFO - 20:35:20: 88%|████████▊ | 883/1000 [00:00<00:00, 4547.82 it/sec] INFO - 20:35:20: 88%|████████▊ | 884/1000 [00:00<00:00, 4547.39 it/sec] INFO - 20:35:20: 88%|████████▊ | 885/1000 [00:00<00:00, 4547.18 it/sec] INFO - 20:35:20: 89%|████████▊ | 886/1000 [00:00<00:00, 4547.36 it/sec] INFO - 20:35:20: 89%|████████▊ | 887/1000 [00:00<00:00, 4547.54 it/sec] INFO - 20:35:20: 89%|████████▉ | 888/1000 [00:00<00:00, 4547.20 it/sec] INFO - 20:35:20: 89%|████████▉ | 889/1000 [00:00<00:00, 4547.28 it/sec] INFO - 20:35:20: 89%|████████▉ | 890/1000 [00:00<00:00, 4547.39 it/sec] INFO - 20:35:20: 89%|████████▉ | 891/1000 [00:00<00:00, 4547.58 it/sec] INFO - 20:35:20: 89%|████████▉ | 892/1000 [00:00<00:00, 4547.21 it/sec] INFO - 20:35:20: 89%|████████▉ | 893/1000 [00:00<00:00, 4547.30 it/sec] INFO - 20:35:20: 89%|████████▉ | 894/1000 [00:00<00:00, 4547.51 it/sec] INFO - 20:35:20: 90%|████████▉ | 895/1000 [00:00<00:00, 4547.68 it/sec] INFO - 20:35:20: 90%|████████▉ | 896/1000 [00:00<00:00, 4547.84 it/sec] INFO - 20:35:20: 90%|████████▉ | 897/1000 [00:00<00:00, 4547.34 it/sec] INFO - 20:35:20: 90%|████████▉ | 898/1000 [00:00<00:00, 4547.35 it/sec] INFO - 20:35:20: 90%|████████▉ | 899/1000 [00:00<00:00, 4547.47 it/sec] INFO - 20:35:20: 90%|█████████ | 900/1000 [00:00<00:00, 4547.65 it/sec] INFO - 20:35:20: 90%|█████████ | 901/1000 [00:00<00:00, 4547.41 it/sec] INFO - 20:35:20: 90%|█████████ | 902/1000 [00:00<00:00, 4547.45 it/sec] INFO - 20:35:20: 90%|█████████ | 903/1000 [00:00<00:00, 4547.66 it/sec] INFO - 20:35:20: 90%|█████████ | 904/1000 [00:00<00:00, 4547.82 it/sec] INFO - 20:35:20: 90%|█████████ | 905/1000 [00:00<00:00, 4548.08 it/sec] INFO - 20:35:20: 91%|█████████ | 906/1000 [00:00<00:00, 4547.90 it/sec] INFO - 20:35:20: 91%|█████████ | 907/1000 [00:00<00:00, 4548.04 it/sec] INFO - 20:35:20: 91%|█████████ | 908/1000 [00:00<00:00, 4548.31 it/sec] INFO - 20:35:20: 91%|█████████ | 909/1000 [00:00<00:00, 4548.50 it/sec] INFO - 20:35:20: 91%|█████████ | 910/1000 [00:00<00:00, 4548.69 it/sec] INFO - 20:35:20: 91%|█████████ | 911/1000 [00:00<00:00, 4548.36 it/sec] INFO - 20:35:20: 91%|█████████ | 912/1000 [00:00<00:00, 4548.56 it/sec] INFO - 20:35:20: 91%|█████████▏| 913/1000 [00:00<00:00, 4548.82 it/sec] INFO - 20:35:20: 91%|█████████▏| 914/1000 [00:00<00:00, 4549.06 it/sec] INFO - 20:35:20: 92%|█████████▏| 915/1000 [00:00<00:00, 4548.73 it/sec] INFO - 20:35:20: 92%|█████████▏| 916/1000 [00:00<00:00, 4548.82 it/sec] INFO - 20:35:20: 92%|█████████▏| 917/1000 [00:00<00:00, 4549.11 it/sec] INFO - 20:35:20: 92%|█████████▏| 918/1000 [00:00<00:00, 4549.37 it/sec] INFO - 20:35:20: 92%|█████████▏| 919/1000 [00:00<00:00, 4549.62 it/sec] INFO - 20:35:20: 92%|█████████▏| 920/1000 [00:00<00:00, 4549.43 it/sec] INFO - 20:35:20: 92%|█████████▏| 921/1000 [00:00<00:00, 4549.57 it/sec] INFO - 20:35:20: 92%|█████████▏| 922/1000 [00:00<00:00, 4549.89 it/sec] INFO - 20:35:20: 92%|█████████▏| 923/1000 [00:00<00:00, 4550.25 it/sec] INFO - 20:35:20: 92%|█████████▏| 924/1000 [00:00<00:00, 4550.52 it/sec] INFO - 20:35:20: 92%|█████████▎| 925/1000 [00:00<00:00, 4550.22 it/sec] INFO - 20:35:20: 93%|█████████▎| 926/1000 [00:00<00:00, 4550.44 it/sec] INFO - 20:35:20: 93%|█████████▎| 927/1000 [00:00<00:00, 4546.35 it/sec] INFO - 20:35:20: 93%|█████████▎| 928/1000 [00:00<00:00, 4545.98 it/sec] INFO - 20:35:20: 93%|█████████▎| 929/1000 [00:00<00:00, 4546.01 it/sec] INFO - 20:35:20: 93%|█████████▎| 930/1000 [00:00<00:00, 4546.19 it/sec] INFO - 20:35:20: 93%|█████████▎| 931/1000 [00:00<00:00, 4546.43 it/sec] INFO - 20:35:20: 93%|█████████▎| 932/1000 [00:00<00:00, 4546.69 it/sec] INFO - 20:35:20: 93%|█████████▎| 933/1000 [00:00<00:00, 4546.41 it/sec] INFO - 20:35:20: 93%|█████████▎| 934/1000 [00:00<00:00, 4546.48 it/sec] INFO - 20:35:20: 94%|█████████▎| 935/1000 [00:00<00:00, 4546.55 it/sec] INFO - 20:35:20: 94%|█████████▎| 936/1000 [00:00<00:00, 4546.76 it/sec] INFO - 20:35:20: 94%|█████████▎| 937/1000 [00:00<00:00, 4546.94 it/sec] INFO - 20:35:20: 94%|█████████▍| 938/1000 [00:00<00:00, 4546.56 it/sec] INFO - 20:35:20: 94%|█████████▍| 939/1000 [00:00<00:00, 4546.71 it/sec] INFO - 20:35:20: 94%|█████████▍| 940/1000 [00:00<00:00, 4546.91 it/sec] INFO - 20:35:20: 94%|█████████▍| 941/1000 [00:00<00:00, 4547.16 it/sec] INFO - 20:35:20: 94%|█████████▍| 942/1000 [00:00<00:00, 4546.90 it/sec] INFO - 20:35:20: 94%|█████████▍| 943/1000 [00:00<00:00, 4546.92 it/sec] INFO - 20:35:20: 94%|█████████▍| 944/1000 [00:00<00:00, 4547.08 it/sec] INFO - 20:35:20: 94%|█████████▍| 945/1000 [00:00<00:00, 4547.31 it/sec] INFO - 20:35:20: 95%|█████████▍| 946/1000 [00:00<00:00, 4547.50 it/sec] INFO - 20:35:20: 95%|█████████▍| 947/1000 [00:00<00:00, 4547.26 it/sec] INFO - 20:35:20: 95%|█████████▍| 948/1000 [00:00<00:00, 4547.42 it/sec] INFO - 20:35:20: 95%|█████████▍| 949/1000 [00:00<00:00, 4547.69 it/sec] INFO - 20:35:20: 95%|█████████▌| 950/1000 [00:00<00:00, 4547.92 it/sec] INFO - 20:35:20: 95%|█████████▌| 951/1000 [00:00<00:00, 4547.80 it/sec] INFO - 20:35:20: 95%|█████████▌| 952/1000 [00:00<00:00, 4547.61 it/sec] INFO - 20:35:20: 95%|█████████▌| 953/1000 [00:00<00:00, 4547.78 it/sec] INFO - 20:35:20: 95%|█████████▌| 954/1000 [00:00<00:00, 4548.00 it/sec] INFO - 20:35:20: 96%|█████████▌| 955/1000 [00:00<00:00, 4548.28 it/sec] INFO - 20:35:20: 96%|█████████▌| 956/1000 [00:00<00:00, 4548.16 it/sec] INFO - 20:35:20: 96%|█████████▌| 957/1000 [00:00<00:00, 4548.33 it/sec] INFO - 20:35:20: 96%|█████████▌| 958/1000 [00:00<00:00, 4548.55 it/sec] INFO - 20:35:20: 96%|█████████▌| 959/1000 [00:00<00:00, 4548.75 it/sec] INFO - 20:35:20: 96%|█████████▌| 960/1000 [00:00<00:00, 4549.05 it/sec] INFO - 20:35:20: 96%|█████████▌| 961/1000 [00:00<00:00, 4548.78 it/sec] INFO - 20:35:20: 96%|█████████▌| 962/1000 [00:00<00:00, 4548.88 it/sec] INFO - 20:35:20: 96%|█████████▋| 963/1000 [00:00<00:00, 4549.06 it/sec] INFO - 20:35:20: 96%|█████████▋| 964/1000 [00:00<00:00, 4549.18 it/sec] INFO - 20:35:20: 96%|█████████▋| 965/1000 [00:00<00:00, 4549.01 it/sec] INFO - 20:35:20: 97%|█████████▋| 966/1000 [00:00<00:00, 4549.03 it/sec] INFO - 20:35:20: 97%|█████████▋| 967/1000 [00:00<00:00, 4549.26 it/sec] INFO - 20:35:20: 97%|█████████▋| 968/1000 [00:00<00:00, 4549.55 it/sec] INFO - 20:35:20: 97%|█████████▋| 969/1000 [00:00<00:00, 4549.81 it/sec] INFO - 20:35:20: 97%|█████████▋| 970/1000 [00:00<00:00, 4549.43 it/sec] INFO - 20:35:20: 97%|█████████▋| 971/1000 [00:00<00:00, 4549.51 it/sec] INFO - 20:35:20: 97%|█████████▋| 972/1000 [00:00<00:00, 4549.71 it/sec] INFO - 20:35:20: 97%|█████████▋| 973/1000 [00:00<00:00, 4549.96 it/sec] INFO - 20:35:20: 97%|█████████▋| 974/1000 [00:00<00:00, 4550.21 it/sec] INFO - 20:35:20: 98%|█████████▊| 975/1000 [00:00<00:00, 4549.88 it/sec] INFO - 20:35:20: 98%|█████████▊| 976/1000 [00:00<00:00, 4549.99 it/sec] INFO - 20:35:20: 98%|█████████▊| 977/1000 [00:00<00:00, 4550.20 it/sec] INFO - 20:35:20: 98%|█████████▊| 978/1000 [00:00<00:00, 4550.37 it/sec] INFO - 20:35:20: 98%|█████████▊| 979/1000 [00:00<00:00, 4550.09 it/sec] INFO - 20:35:20: 98%|█████████▊| 980/1000 [00:00<00:00, 4550.18 it/sec] INFO - 20:35:20: 98%|█████████▊| 981/1000 [00:00<00:00, 4550.44 it/sec] INFO - 20:35:20: 98%|█████████▊| 982/1000 [00:00<00:00, 4550.68 it/sec] INFO - 20:35:20: 98%|█████████▊| 983/1000 [00:00<00:00, 4550.94 it/sec] INFO - 20:35:20: 98%|█████████▊| 984/1000 [00:00<00:00, 4550.78 it/sec] INFO - 20:35:20: 98%|█████████▊| 985/1000 [00:00<00:00, 4550.98 it/sec] INFO - 20:35:20: 99%|█████████▊| 986/1000 [00:00<00:00, 4551.22 it/sec] INFO - 20:35:20: 99%|█████████▊| 987/1000 [00:00<00:00, 4551.49 it/sec] INFO - 20:35:20: 99%|█████████▉| 988/1000 [00:00<00:00, 4551.80 it/sec] INFO - 20:35:20: 99%|█████████▉| 989/1000 [00:00<00:00, 4551.46 it/sec] INFO - 20:35:20: 99%|█████████▉| 990/1000 [00:00<00:00, 4551.63 it/sec] INFO - 20:35:20: 99%|█████████▉| 991/1000 [00:00<00:00, 4551.77 it/sec] INFO - 20:35:20: 99%|█████████▉| 992/1000 [00:00<00:00, 4551.89 it/sec] INFO - 20:35:20: 99%|█████████▉| 993/1000 [00:00<00:00, 4551.63 it/sec] INFO - 20:35:20: 99%|█████████▉| 994/1000 [00:00<00:00, 4551.68 it/sec] INFO - 20:35:20: 100%|█████████▉| 995/1000 [00:00<00:00, 4551.88 it/sec] INFO - 20:35:20: 100%|█████████▉| 996/1000 [00:00<00:00, 4552.06 it/sec] INFO - 20:35:20: 100%|█████████▉| 997/1000 [00:00<00:00, 4552.26 it/sec] INFO - 20:35:20: 100%|█████████▉| 998/1000 [00:00<00:00, 4552.03 it/sec] INFO - 20:35:20: 100%|█████████▉| 999/1000 [00:00<00:00, 4552.13 it/sec] INFO - 20:35:20: 100%|██████████| 1000/1000 [00:00<00:00, 4552.31 it/sec] INFO - 20:35:20: *** End CorrelationAnalysisSamplingPhase execution *** CorrelationAnalysis.SensitivityIndices(kendall={'y': [{'x1': array([0.31460661]), 'x2': array([0.02366366]), 'x3': array([0.0297978])}]}, pcc={'y': [{'x1': array([0.46282123]), 'x2': array([0.0306214]), 'x3': array([0.0512473])}]}, pearson={'y': [{'x1': array([0.46230446]), 'x2': array([0.02059071]), 'x3': array([0.04979026])}]}, prcc={'y': [{'x1': array([0.47248718]), 'x2': array([0.04368652]), 'x3': array([0.0419606])}]}, spearman={'y': [{'x1': array([0.47177886]), 'x2': array([0.03220921]), 'x3': array([0.04128518])}]}, src={'y': [{'x1': array([0.46220697]), 'x2': array([0.027121]), 'x3': array([0.04542585])}]}, srrc={'y': [{'x1': array([0.4718925]), 'x2': array([0.03849088]), 'x3': array([0.03696642])}]}, ssrc={'y': [{'x1': array([0.21363529]), 'x2': array([0.00073555]), 'x3': array([0.00206351])}]}) .. GENERATED FROM PYTHON SOURCE LINES 62-71 The resulting indices are - the Pearson correlation coefficients, - the Spearman correlation coefficients, - the Partial Correlation Coefficients (PCC), - the Partial Rank Correlation Coefficients (PRCC), - the Standard Regression Coefficients (SRC), - the Standard Rank Regression Coefficient (SRRC), - the Signed Standard Rank Regression Coefficient (SSRRC): .. GENERATED FROM PYTHON SOURCE LINES 71-73 .. code-block:: Python sensitivity_analysis.indices .. rst-class:: sphx-glr-script-out .. code-block:: none CorrelationAnalysis.SensitivityIndices(kendall={'y': [{'x1': array([0.31460661]), 'x2': array([0.02366366]), 'x3': array([0.0297978])}]}, pcc={'y': [{'x1': array([0.46282123]), 'x2': array([0.0306214]), 'x3': array([0.0512473])}]}, pearson={'y': [{'x1': array([0.46230446]), 'x2': array([0.02059071]), 'x3': array([0.04979026])}]}, prcc={'y': [{'x1': array([0.47248718]), 'x2': array([0.04368652]), 'x3': array([0.0419606])}]}, spearman={'y': [{'x1': array([0.47177886]), 'x2': array([0.03220921]), 'x3': array([0.04128518])}]}, src={'y': [{'x1': array([0.46220697]), 'x2': array([0.027121]), 'x3': array([0.04542585])}]}, srrc={'y': [{'x1': array([0.4718925]), 'x2': array([0.03849088]), 'x3': array([0.03696642])}]}, ssrc={'y': [{'x1': array([0.21363529]), 'x2': array([0.00073555]), 'x3': array([0.00206351])}]}) .. GENERATED FROM PYTHON SOURCE LINES 74-76 The main indices corresponds to the Spearman correlation indices (this main method can be changed with :attr:`.CorrelationAnalysis.main_method`): .. GENERATED FROM PYTHON SOURCE LINES 76-78 .. code-block:: Python pprint.pprint(sensitivity_analysis.main_indices) .. rst-class:: sphx-glr-script-out .. code-block:: none {'y': [{'x1': array([0.47177886]), 'x2': array([0.03220921]), 'x3': array([0.04128518])}]} .. GENERATED FROM PYTHON SOURCE LINES 79-80 We can also get the input parameters sorted by decreasing order of influence: .. GENERATED FROM PYTHON SOURCE LINES 80-82 .. code-block:: Python sensitivity_analysis.sort_input_variables("y") .. rst-class:: sphx-glr-script-out .. code-block:: none ['x1', 'x3', 'x2'] .. GENERATED FROM PYTHON SOURCE LINES 83-85 We can use the method :meth:`.CorrelationAnalysis.plot` to visualize the different correlation coefficients: .. GENERATED FROM PYTHON SOURCE LINES 85-87 .. code-block:: Python sensitivity_analysis.plot("y", save=False, show=True) .. image-sg:: /examples/uncertainty/sensitivity/images/sphx_glr_plot_correlation_001.png :alt: Correlation indices for the output y :srcset: /examples/uncertainty/sensitivity/images/sphx_glr_plot_correlation_001.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out .. code-block:: none .. GENERATED FROM PYTHON SOURCE LINES 88-90 Lastly, the sensitivity indices can be exported to a :class:`.Dataset`: .. GENERATED FROM PYTHON SOURCE LINES 90-91 .. code-block:: Python sensitivity_analysis.to_dataset() .. raw:: html

GROUP	kendall	pcc	pearson	prcc	spearman	src	srrc	ssrc
VARIABLE	y	y	y	y	y	y	y	y
COMPONENT	0	0	0	0	0	0	0	0
x1	0.314607	0.462821	0.462304	0.472487	0.471779	0.462207	0.471893	0.213635
x2	0.023664	0.030621	0.020591	0.043687	0.032209	0.027121	0.038491	0.000736
x3	0.029798	0.051247	0.049790	0.041961	0.041285	0.045426	0.036966	0.002064

.. rst-class:: sphx-glr-timing **Total running time of the script:** (0 minutes 0.748 seconds) .. _sphx_glr_download_examples_uncertainty_sensitivity_plot_correlation.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: plot_correlation.ipynb ` .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: plot_correlation.py ` .. container:: sphx-glr-download sphx-glr-download-zip :download:`Download zipped: plot_correlation.zip ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_