Hparams were run on 8x A100 for in12k or 12k fine-tune runs and 4x V100 for the rest, so global batch size = 320 * 4, etc and should be rescaled using a sqrt rule if changing the global batch size.
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convnext_hparams
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| aa: rand-m8-inc1-mstd101 | |
| amp: true | |
| aug_splits: 0 | |
| batch_size: 320 | |
| bce_loss: false | |
| bce_target_thresh: null | |
| bn_eps: null | |
| bn_momentum: null | |
| channels_last: true | |
| checkpoint_hist: 10 | |
| class_map: '' | |
| clip_grad: null | |
| clip_mode: norm | |
| color_jitter: null | |
| cooldown_epochs: 10 | |
| crop_pct: null | |
| cutmix: 1.0 | |
| cutmix_minmax: null | |
| data_dir: gs://imagenet | |
| dataset: tfds/imagenet2012:5.0.0 | |
| dataset_download: false | |
| decay_epochs: 100 | |
| decay_milestones: | |
| - 30 | |
| - 60 | |
| decay_rate: 0.1 | |
| dist_bn: reduce | |
| drop: 0.2 | |
| drop_block: null | |
| drop_connect: null | |
| drop_path: 0.1 | |
| epoch_repeats: 0.0 | |
| epochs: 600 | |
| eval_metric: top1 | |
| experiment: '' | |
| force_cpu: false | |
| gp: null | |
| grad_checkpointing: false | |
| hflip: 0.5 | |
| img_size: null | |
| initial_checkpoint: '' | |
| input_size: null | |
| interpolation: '' | |
| jsd_loss: false | |
| layer_decay: null | |
| local_rank: 0 | |
| log_interval: 50 | |
| log_wandb: false | |
| lr: 0.001 | |
| lr_base: 0.1 | |
| lr_base_scale: '' | |
| lr_base_size: 256 | |
| lr_cycle_decay: 0.5 | |
| lr_cycle_limit: 1 | |
| lr_cycle_mul: 1.0 | |
| lr_k_decay: 1.0 | |
| lr_noise: null | |
| lr_noise_pct: 0.67 | |
| lr_noise_std: 1.0 | |
| mean: null | |
| min_lr: 5.0e-07 | |
| mixup: 0.2 | |
| mixup_mode: batch | |
| mixup_off_epoch: 0 | |
| mixup_prob: 1.0 | |
| mixup_switch_prob: 0.5 | |
| model: convnext_nano | |
| model_ema: false | |
| model_ema_decay: 0.9998 | |
| momentum: 0.9 | |
| no_aug: false | |
| no_resume_opt: false | |
| num_classes: null | |
| opt: fusedadamw | |
| opt_betas: null | |
| opt_eps: null | |
| output: '' | |
| patience_epochs: 10 | |
| pin_mem: false | |
| pretrained: false | |
| ratio: | |
| - 0.75 | |
| - 1.3333333333333333 | |
| recount: 1 | |
| recovery_interval: 0 | |
| remode: pixel | |
| reprob: 0.2 | |
| resplit: false | |
| resume: '' | |
| save_images: false | |
| scale: | |
| - 0.08 | |
| - 1.0 | |
| sched: cosine | |
| seed: 42 | |
| smoothing: 0.1 | |
| split_bn: false | |
| start_epoch: null | |
| std: null | |
| sync_bn: false | |
| torchscript: false | |
| train_interpolation: random | |
| train_split: train | |
| tta: 0 | |
| use_multi_epochs_loader: false | |
| val_split: validation | |
| validation_batch_size: null | |
| vflip: 0.0 | |
| warmup_epochs: 5 | |
| warmup_lr: 5.0e-07 | |
| weight_decay: 0.05 | |
| workers: 8 |
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| aa: rand-m8-inc1-mstd101 | |
| amp: true | |
| amp_dtype: float16 | |
| amp_impl: native | |
| aot_autograd: false | |
| apex_amp: false | |
| aug_repeats: 0 | |
| aug_splits: 0 | |
| batch_size: 512 | |
| bce_loss: false | |
| bce_target_thresh: null | |
| bn_eps: null | |
| bn_momentum: null | |
| channels_last: false | |
| checkpoint_hist: 10 | |
| class_map: '' | |
| clip_grad: 3.0 | |
| clip_mode: norm | |
| color_jitter: 0.4 | |
| cooldown_epochs: 10 | |
| crop_pct: 1.0 | |
| cutmix: 1.0 | |
| cutmix_minmax: null | |
| data: /data/imagenet/ | |
| data_dir: /data/imagenet/ | |
| dataset: '' | |
| dataset_download: false | |
| decay_epochs: 100 | |
| decay_milestones: | |
| - 30 | |
| - 60 | |
| decay_rate: 0.1 | |
| dist_bn: reduce | |
| drop: 0.0 | |
| drop_block: null | |
| drop_connect: null | |
| drop_path: 0.1 | |
| dynamo: false | |
| dynamo_backend: null | |
| epoch_repeats: 0.0 | |
| epochs: 75 | |
| eval_metric: top1 | |
| experiment: '' | |
| fast_norm: false | |
| fuser: '' | |
| gp: null | |
| grad_checkpointing: true | |
| hflip: 0.5 | |
| img_size: null | |
| in_chans: null | |
| initial_checkpoint: '' | |
| input_size: null | |
| interpolation: '' | |
| jsd_loss: false | |
| layer_decay: 0.75 | |
| local_rank: 0 | |
| log_interval: 50 | |
| log_wandb: false | |
| lr: 0.0001 | |
| lr_base: 0.1 | |
| lr_base_scale: '' | |
| lr_base_size: 256 | |
| lr_cycle_decay: 0.5 | |
| lr_cycle_limit: 1 | |
| lr_cycle_mul: 1.0 | |
| lr_k_decay: 1.0 | |
| lr_noise: | |
| - 0.1 | |
| - 1.0 | |
| lr_noise_pct: 0.67 | |
| lr_noise_std: 1.0 | |
| mean: null | |
| min_lr: 5.0e-07 | |
| mixup: 0.8 | |
| mixup_mode: batch | |
| mixup_off_epoch: 0 | |
| mixup_prob: 1.0 | |
| mixup_switch_prob: 0.5 | |
| model: convnext_tiny.in12k | |
| model_ema: true | |
| model_ema_decay: 0.9998 | |
| model_ema_force_cpu: false | |
| model_kwargs: {} | |
| momentum: 0.9 | |
| native_amp: false | |
| no_aug: false | |
| no_ddp_bb: false | |
| no_prefetcher: false | |
| no_resume_opt: false | |
| num_classes: 1000 | |
| opt: adamw | |
| opt_betas: null | |
| opt_eps: null | |
| opt_kwargs: {} | |
| output: '' | |
| patience_epochs: 10 | |
| pin_mem: false | |
| pretrained: true | |
| ratio: | |
| - 0.75 | |
| - 1.3333333333333333 | |
| recount: 1 | |
| recovery_interval: 0 | |
| remode: pixel | |
| reprob: 0.3 | |
| resplit: false | |
| resume: '' | |
| save_images: false | |
| scale: | |
| - 0.08 | |
| - 1.0 | |
| sched: cosine | |
| sched_on_updates: false | |
| seed: 42 | |
| smoothing: 0.1 | |
| split_bn: false | |
| start_epoch: null | |
| std: null | |
| sync_bn: false | |
| torchcompile: null | |
| torchscript: false | |
| train_interpolation: random | |
| train_split: train | |
| tta: 0 | |
| use_multi_epochs_loader: false | |
| val_split: validation | |
| validation_batch_size: null | |
| vflip: 0.0 | |
| warmup_epochs: 10 | |
| warmup_lr: 1.0e-06 | |
| warmup_prefix: false | |
| weight_decay: 0.05 | |
| worker_seeding: all | |
| workers: 8 |
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| aa: rand-m8-inc1-mstd101 | |
| amp: true | |
| amp_dtype: float16 | |
| amp_impl: native | |
| aot_autograd: false | |
| apex_amp: false | |
| aug_repeats: 0 | |
| aug_splits: 0 | |
| batch_size: 512 | |
| bce_loss: false | |
| bce_target_thresh: null | |
| bn_eps: null | |
| bn_momentum: null | |
| channels_last: false | |
| checkpoint_hist: 10 | |
| class_map: '' | |
| clip_grad: 3.0 | |
| clip_mode: norm | |
| color_jitter: 0.4 | |
| cooldown_epochs: 10 | |
| crop_pct: 1.0 | |
| cutmix: 1.0 | |
| cutmix_minmax: null | |
| data_dir: /data/imagenet/ | |
| dataset: '' | |
| dataset_download: false | |
| decay_epochs: 100 | |
| decay_milestones: | |
| - 30 | |
| - 60 | |
| decay_rate: 0.1 | |
| dist_bn: reduce | |
| drop: 0.0 | |
| drop_block: null | |
| drop_connect: null | |
| drop_path: 0.1 | |
| dynamo: false | |
| dynamo_backend: null | |
| epoch_repeats: 0.0 | |
| epochs: 75 | |
| eval_metric: top1 | |
| experiment: '' | |
| fast_norm: false | |
| fuser: '' | |
| gp: null | |
| grad_checkpointing: true | |
| hflip: 0.5 | |
| img_size: null | |
| in_chans: null | |
| initial_checkpoint: '' | |
| input_size: null | |
| interpolation: '' | |
| jsd_loss: false | |
| layer_decay: 0.75 | |
| local_rank: 0 | |
| log_interval: 50 | |
| log_wandb: false | |
| lr: 0.0001 | |
| lr_base: 0.1 | |
| lr_base_scale: '' | |
| lr_base_size: 256 | |
| lr_cycle_decay: 0.5 | |
| lr_cycle_limit: 1 | |
| lr_cycle_mul: 1.0 | |
| lr_k_decay: 1.0 | |
| lr_noise: | |
| - 0.1 | |
| - 1.0 | |
| lr_noise_pct: 0.67 | |
| lr_noise_std: 1.0 | |
| mean: null | |
| min_lr: 5.0e-07 | |
| mixup: 0.8 | |
| mixup_mode: batch | |
| mixup_off_epoch: 0 | |
| mixup_prob: 1.0 | |
| mixup_switch_prob: 0.5 | |
| model: convnext_small.in12k | |
| model_ema: true | |
| model_ema_decay: 0.9998 | |
| model_ema_force_cpu: false | |
| momentum: 0.9 | |
| native_amp: false | |
| no_aug: false | |
| no_ddp_bb: false | |
| no_prefetcher: false | |
| no_resume_opt: false | |
| num_classes: 1000 | |
| opt: adamw | |
| opt_betas: null | |
| opt_eps: null | |
| output: '' | |
| patience_epochs: 10 | |
| pin_mem: false | |
| pretrained: true | |
| ratio: | |
| - 0.75 | |
| - 1.3333333333333333 | |
| recount: 1 | |
| recovery_interval: 0 | |
| remode: pixel | |
| reprob: 0.3 | |
| resplit: false | |
| resume: '' | |
| save_images: false | |
| scale: | |
| - 0.08 | |
| - 1.0 | |
| sched: cosine | |
| sched_on_updates: false | |
| seed: 42 | |
| smoothing: 0.1 | |
| split_bn: false | |
| start_epoch: null | |
| std: null | |
| sync_bn: false | |
| torchcompile: null | |
| torchscript: false | |
| train_interpolation: random | |
| train_split: train | |
| tta: 0 | |
| use_multi_epochs_loader: false | |
| val_split: validation | |
| validation_batch_size: null | |
| vflip: 0.0 | |
| warmup_epochs: 10 | |
| warmup_lr: 1.0e-06 | |
| warmup_prefix: false | |
| weight_decay: 0.05 | |
| worker_seeding: all | |
| workers: 8 |
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| aa: rand-m8-inc1-mstd101 | |
| amp: true | |
| amp_dtype: float16 | |
| amp_impl: native | |
| aot_autograd: false | |
| apex_amp: false | |
| aug_repeats: 0 | |
| aug_splits: 0 | |
| batch_size: 96 | |
| bce_loss: false | |
| bce_target_thresh: null | |
| bn_eps: null | |
| bn_momentum: null | |
| channels_last: false | |
| checkpoint_hist: 10 | |
| class_map: '' | |
| clip_grad: 3.0 | |
| clip_mode: norm | |
| color_jitter: 0.4 | |
| cooldown_epochs: 10 | |
| crop_pct: 1.0 | |
| cutmix: 1.0 | |
| cutmix_minmax: null | |
| data_dir: /data/imagenet/ | |
| dataset: '' | |
| dataset_download: false | |
| decay_epochs: 100 | |
| decay_milestones: | |
| - 30 | |
| - 60 | |
| decay_rate: 0.1 | |
| dist_bn: reduce | |
| drop: 0.0 | |
| drop_block: null | |
| drop_connect: null | |
| drop_path: 0.1 | |
| dynamo: false | |
| dynamo_backend: null | |
| epoch_repeats: 0.0 | |
| epochs: 75 | |
| eval_metric: top1 | |
| experiment: '' | |
| fast_norm: false | |
| fuser: '' | |
| gp: null | |
| grad_checkpointing: true | |
| hflip: 0.5 | |
| img_size: 384 | |
| in_chans: null | |
| initial_checkpoint: '' | |
| input_size: null | |
| interpolation: '' | |
| jsd_loss: false | |
| layer_decay: 0.8 | |
| local_rank: 0 | |
| log_interval: 50 | |
| log_wandb: false | |
| lr: 3.0e-05 | |
| lr_base: 0.1 | |
| lr_base_scale: '' | |
| lr_base_size: 256 | |
| lr_cycle_decay: 0.5 | |
| lr_cycle_limit: 1 | |
| lr_cycle_mul: 1.0 | |
| lr_k_decay: 1.0 | |
| lr_noise: | |
| - 0.1 | |
| - 1.0 | |
| lr_noise_pct: 0.67 | |
| lr_noise_std: 1.0 | |
| mean: null | |
| min_lr: 5.0e-07 | |
| mixup: 0.8 | |
| mixup_mode: batch | |
| mixup_off_epoch: 0 | |
| mixup_prob: 1.0 | |
| mixup_switch_prob: 0.5 | |
| model: convnext_small.in12k | |
| model_ema: true | |
| model_ema_decay: 0.9998 | |
| model_ema_force_cpu: false | |
| model_kwargs: {} | |
| momentum: 0.9 | |
| native_amp: false | |
| no_aug: false | |
| no_ddp_bb: false | |
| no_prefetcher: false | |
| no_resume_opt: false | |
| num_classes: 1000 | |
| opt: adamw | |
| opt_betas: null | |
| opt_eps: null | |
| opt_kwargs: {} | |
| output: '' | |
| patience_epochs: 10 | |
| pin_mem: false | |
| pretrained: true | |
| ratio: | |
| - 0.75 | |
| - 1.3333333333333333 | |
| recount: 1 | |
| recovery_interval: 0 | |
| remode: pixel | |
| reprob: 0.3 | |
| resplit: false | |
| resume: '' | |
| save_images: false | |
| scale: | |
| - 0.08 | |
| - 1.0 | |
| sched: cosine | |
| sched_on_updates: false | |
| seed: 42 | |
| smoothing: 0.1 | |
| split_bn: false | |
| start_epoch: null | |
| std: null | |
| sync_bn: false | |
| torchcompile: null | |
| torchscript: false | |
| train_interpolation: random | |
| train_split: train | |
| tta: 0 | |
| use_multi_epochs_loader: false | |
| val_split: validation | |
| validation_batch_size: null | |
| vflip: 0.0 | |
| warmup_epochs: 10 | |
| warmup_lr: 1.0e-06 | |
| warmup_prefix: false | |
| weight_decay: 0.05 | |
| worker_seeding: all | |
| workers: 8 |
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| aa: rand-m5-inc1-mstd101 | |
| amp: true | |
| aug_splits: 0 | |
| batch_size: 320 | |
| bce_loss: false | |
| bce_target_thresh: null | |
| bn_eps: null | |
| bn_momentum: null | |
| channels_last: true | |
| checkpoint_hist: 10 | |
| class_map: '' | |
| clip_grad: null | |
| clip_mode: norm | |
| color_jitter: null | |
| cooldown_epochs: 10 | |
| crop_pct: null | |
| cutmix: 1.0 | |
| cutmix_minmax: null | |
| data_dir: gs://imagenet | |
| dataset: tfds/imagenet2012:5.0.0 | |
| dataset_download: false | |
| decay_epochs: 100 | |
| decay_milestones: | |
| - 30 | |
| - 60 | |
| decay_rate: 0.1 | |
| dist_bn: reduce | |
| drop: 0.1 | |
| drop_block: null | |
| drop_connect: null | |
| drop_path: 0.1 | |
| epoch_repeats: 0.0 | |
| epochs: 450 | |
| eval_metric: top1 | |
| experiment: '' | |
| force_cpu: false | |
| gp: null | |
| grad_checkpointing: false | |
| hflip: 0.5 | |
| img_size: null | |
| initial_checkpoint: '' | |
| input_size: null | |
| interpolation: '' | |
| jsd_loss: false | |
| layer_decay: null | |
| local_rank: 0 | |
| log_interval: 50 | |
| log_wandb: false | |
| lr: 0.001 | |
| lr_base: 0.1 | |
| lr_base_scale: '' | |
| lr_base_size: 256 | |
| lr_cycle_decay: 0.5 | |
| lr_cycle_limit: 1 | |
| lr_cycle_mul: 1.0 | |
| lr_k_decay: 1.0 | |
| lr_noise: null | |
| lr_noise_pct: 0.67 | |
| lr_noise_std: 1.0 | |
| mean: null | |
| min_lr: 5.0e-07 | |
| mixup: 0.2 | |
| mixup_mode: batch | |
| mixup_off_epoch: 0 | |
| mixup_prob: 1.0 | |
| mixup_switch_prob: 0.5 | |
| model: convnext_atto | |
| model_ema: false | |
| model_ema_decay: 0.9998 | |
| momentum: 0.9 | |
| no_aug: false | |
| no_resume_opt: false | |
| num_classes: null | |
| opt: fusedadamw | |
| opt_betas: null | |
| opt_eps: null | |
| output: '' | |
| patience_epochs: 10 | |
| pin_mem: false | |
| pretrained: false | |
| ratio: | |
| - 0.75 | |
| - 1.3333333333333333 | |
| recount: 1 | |
| recovery_interval: 0 | |
| remode: pixel | |
| reprob: 0.1 | |
| resplit: false | |
| resume: '' | |
| save_images: false | |
| scale: | |
| - 0.08 | |
| - 1.0 | |
| sched: cosine | |
| seed: 42 | |
| smoothing: 0.1 | |
| split_bn: false | |
| start_epoch: null | |
| std: null | |
| sync_bn: false | |
| torchscript: false | |
| train_interpolation: random | |
| train_split: train | |
| tta: 0 | |
| use_multi_epochs_loader: false | |
| val_split: validation | |
| validation_batch_size: null | |
| vflip: 0.0 | |
| warmup_epochs: 5 | |
| warmup_lr: 5.0e-07 | |
| weight_decay: 0.05 | |
| workers: 8 |
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| epoch | train_loss | eval_loss | eval_top1 | eval_top5 | |
|---|---|---|---|---|---|
| 0 | 6.962782859802246 | 6.932056903839111 | 0.12399999797344208 | 0.621999979019165 | |
| 1 | 6.679873466491699 | 5.959271430969238 | 3.815999984741211 | 11.859999656677246 | |
| 2 | 6.245198726654053 | 5.12003231048584 | 10.20199966430664 | 25.591999053955078 | |
| 3 | 5.914069652557373 | 4.3946356773376465 | 17.964000701904297 | 38.16400146484375 | |
| 4 | 5.615854263305664 | 3.8230700492858887 | 24.874000549316406 | 48.52000045776367 | |
| 5 | 5.328303337097168 | 3.306184768676758 | 31.986000061035156 | 57.58000183105469 | |
| 6 | 5.101682186126709 | 2.9952030181884766 | 37.02399826049805 | 62.987998962402344 | |
| 7 | 4.90916109085083 | 2.7795512676239014 | 41.19599914550781 | 66.87799835205078 | |
| 8 | 4.756030082702637 | 2.6026556491851807 | 44.071998596191406 | 69.81400299072266 | |
| 9 | 4.684296131134033 | 2.44992995262146 | 46.85599899291992 | 72.31199645996094 | |
| 10 | 4.57983922958374 | 2.4140501022338867 | 48.04800033569336 | 73.25399780273438 | |
| 11 | 4.502230644226074 | 2.2626593112945557 | 50.30400085449219 | 75.21800231933594 | |
| 12 | 4.48890495300293 | 2.2008299827575684 | 51.69599914550781 | 76.51200103759766 | |
| 13 | 4.4101738929748535 | 2.126810073852539 | 52.75 | 77.2979965209961 | |
| 14 | 4.3704071044921875 | 2.0915277004241943 | 53.73400115966797 | 78.08000183105469 | |
| 15 | 4.311880111694336 | 2.017035961151123 | 54.85200119018555 | 79.28199768066406 | |
| 16 | 4.278065204620361 | 1.9752686023712158 | 55.79399871826172 | 79.97000122070312 | |
| 17 | 4.23101282119751 | 1.9366923570632935 | 56.737998962402344 | 80.33999633789062 | |
| 18 | 4.206421852111816 | 1.9125603437423706 | 56.790000915527344 | 80.80400085449219 | |
| 19 | 4.179361343383789 | 1.8817113637924194 | 57.59600067138672 | 81.28800201416016 | |
| 20 | 4.192995071411133 | 1.8479870557785034 | 58.46200180053711 | 81.79000091552734 | |
| 21 | 4.105250358581543 | 1.8253426551818848 | 58.38399887084961 | 82.05799865722656 | |
| 22 | 4.15812349319458 | 1.8080068826675415 | 59.14400100708008 | 82.6780014038086 | |
| 23 | 4.089428901672363 | 1.7786513566970825 | 59.70000076293945 | 82.89800262451172 | |
| 24 | 4.090793609619141 | 1.7745741605758667 | 59.768001556396484 | 82.91200256347656 | |
| 25 | 4.085205078125 | 1.7488694190979004 | 60.332000732421875 | 83.20999908447266 | |
| 26 | 4.023833274841309 | 1.7520807981491089 | 60.41400146484375 | 83.59200286865234 | |
| 27 | 4.008516311645508 | 1.7324435710906982 | 60.38399887084961 | 83.68800354003906 | |
| 28 | 3.9746546745300293 | 1.720853328704834 | 61.09400177001953 | 83.97000122070312 | |
| 29 | 3.982933521270752 | 1.7139095067977905 | 61.40599822998047 | 84.27200317382812 | |
| 30 | 3.9845144748687744 | 1.6762901544570923 | 61.551998138427734 | 84.41799926757812 | |
| 31 | 3.9968831539154053 | 1.6687291860580444 | 62.00199890136719 | 84.5459976196289 | |
| 32 | 3.998162031173706 | 1.6574604511260986 | 62.25400161743164 | 84.53600311279297 | |
| 33 | 3.946415901184082 | 1.664878487586975 | 62.09600067138672 | 84.70600128173828 | |
| 34 | 3.957542896270752 | 1.6355037689208984 | 62.52399826049805 | 84.83999633789062 | |
| 35 | 3.912231922149658 | 1.6452730894088745 | 62.47800064086914 | 84.87200164794922 | |
| 36 | 3.861570358276367 | 1.623677372932434 | 62.62200164794922 | 85.22200012207031 | |
| 37 | 3.8629825115203857 | 1.6224368810653687 | 62.95399856567383 | 85.38600158691406 | |
| 38 | 3.910593271255493 | 1.6256740093231201 | 62.895999908447266 | 85.49600219726562 | |
| 39 | 3.890458822250366 | 1.5988410711288452 | 63.40399932861328 | 85.72799682617188 | |
| 40 | 3.860063314437866 | 1.5957809686660767 | 63.29800033569336 | 85.75800323486328 | |
| 41 | 3.8657634258270264 | 1.582901120185852 | 63.784000396728516 | 85.93199920654297 | |
| 42 | 3.8586301803588867 | 1.5821497440338135 | 63.051998138427734 | 85.697998046875 | |
| 43 | 3.8978662490844727 | 1.5710160732269287 | 63.645999908447266 | 85.9520034790039 | |
| 44 | 3.8714599609375 | 1.5536717176437378 | 64.23999786376953 | 86.14600372314453 | |
| 45 | 3.888275146484375 | 1.5514254570007324 | 64.06999969482422 | 86.3499984741211 | |
| 46 | 3.850668430328369 | 1.543163776397705 | 64.25199890136719 | 86.44999694824219 | |
| 47 | 3.811561107635498 | 1.5630532503128052 | 64.3499984741211 | 86.21800231933594 | |
| 48 | 3.830078125 | 1.5411823987960815 | 64.61399841308594 | 86.52200317382812 | |
| 49 | 3.8280293941497803 | 1.5305359363555908 | 64.41799926757812 | 86.60399627685547 | |
| 50 | 3.8411054611206055 | 1.5258678197860718 | 64.61000061035156 | 86.46199798583984 | |
| 51 | 3.7799792289733887 | 1.5257335901260376 | 64.74800109863281 | 86.63600158691406 | |
| 52 | 3.816610813140869 | 1.5090605020523071 | 64.56800079345703 | 86.83000183105469 | |
| 53 | 3.8219614028930664 | 1.5079843997955322 | 64.76200103759766 | 86.63999938964844 | |
| 54 | 3.7470412254333496 | 1.5175782442092896 | 65.02200317382812 | 86.78199768066406 | |
| 55 | 3.758389949798584 | 1.4956462383270264 | 65.02200317382812 | 86.80799865722656 | |
| 56 | 3.815114974975586 | 1.5025672912597656 | 65.25 | 87.03199768066406 | |
| 57 | 3.7572734355926514 | 1.4717979431152344 | 65.6259994506836 | 87.2020034790039 | |
| 58 | 3.80250883102417 | 1.5064256191253662 | 65.09200286865234 | 86.76799774169922 | |
| 59 | 3.767273426055908 | 1.497751235961914 | 65.31600189208984 | 87.06199645996094 | |
| 60 | 3.7910125255584717 | 1.5073212385177612 | 65.37799835205078 | 86.88600158691406 | |
| 61 | 3.7180449962615967 | 1.4867509603500366 | 65.50599670410156 | 87.04399871826172 | |
| 62 | 3.789991855621338 | 1.4917830228805542 | 65.27400207519531 | 86.91799926757812 | |
| 63 | 3.7769980430603027 | 1.4633926153182983 | 65.75800323486328 | 87.197998046875 | |
| 64 | 3.7668027877807617 | 1.474511742591858 | 65.39800262451172 | 87.14800262451172 | |
| 65 | 3.743690252304077 | 1.4711445569992065 | 65.64800262451172 | 87.16600036621094 | |
| 66 | 3.7669546604156494 | 1.4725185632705688 | 65.78199768066406 | 87.25199890136719 | |
| 67 | 3.753891944885254 | 1.466629981994629 | 65.64199829101562 | 87.30999755859375 | |
| 68 | 3.7148282527923584 | 1.4675405025482178 | 65.93800354003906 | 87.54199981689453 | |
| 69 | 3.7786691188812256 | 1.4652924537658691 | 66.09400177001953 | 87.4000015258789 | |
| 70 | 3.7393276691436768 | 1.4527175426483154 | 65.93399810791016 | 87.40399932861328 | |
| 71 | 3.7460696697235107 | 1.4762401580810547 | 65.60199737548828 | 87.3280029296875 | |
| 72 | 3.703174114227295 | 1.4585055112838745 | 65.98999786376953 | 87.38600158691406 | |
| 73 | 3.8139357566833496 | 1.4661215543746948 | 65.83599853515625 | 87.47000122070312 | |
| 74 | 3.7224788665771484 | 1.4285941123962402 | 66.23799896240234 | 87.69200134277344 | |
| 75 | 3.750413179397583 | 1.4504185914993286 | 66.22200012207031 | 87.63800048828125 | |
| 76 | 3.7198598384857178 | 1.4585208892822266 | 65.97799682617188 | 87.59400177001953 | |
| 77 | 3.715610980987549 | 1.4532045125961304 | 66.31199645996094 | 87.63600158691406 | |
| 78 | 3.7096190452575684 | 1.4276907444000244 | 66.55000305175781 | 87.62799835205078 | |
| 79 | 3.7333834171295166 | 1.4457536935806274 | 66.43599700927734 | 87.74199676513672 | |
| 80 | 3.729872703552246 | 1.4327459335327148 | 66.55599975585938 | 87.8740005493164 | |
| 81 | 3.7055234909057617 | 1.4217798709869385 | 66.44599914550781 | 87.88200378417969 | |
| 82 | 3.692530393600464 | 1.4366732835769653 | 66.53399658203125 | 87.73200225830078 | |
| 83 | 3.6902387142181396 | 1.4334660768508911 | 66.65399932861328 | 87.7959976196289 | |
| 84 | 3.730355978012085 | 1.4145386219024658 | 66.98999786376953 | 87.97599792480469 | |
| 85 | 3.7182555198669434 | 1.417588233947754 | 66.68000030517578 | 88.08999633789062 | |
| 86 | 3.6898365020751953 | 1.4038912057876587 | 66.93399810791016 | 88.08999633789062 | |
| 87 | 3.6872074604034424 | 1.4301495552062988 | 66.74199676513672 | 87.93199920654297 | |
| 88 | 3.666884183883667 | 1.4106546640396118 | 66.65599822998047 | 88.0260009765625 | |
| 89 | 3.648933172225952 | 1.416739821434021 | 66.77200317382812 | 87.9020004272461 | |
| 90 | 3.7056257724761963 | 1.4218478202819824 | 66.79399871826172 | 87.77400207519531 | |
| 91 | 3.6816940307617188 | 1.3964306116104126 | 66.8219985961914 | 88.11799621582031 | |
| 92 | 3.684173822402954 | 1.4071898460388184 | 66.88400268554688 | 88.0479965209961 | |
| 93 | 3.6513307094573975 | 1.407073736190796 | 67.23600006103516 | 88.2760009765625 | |
| 94 | 3.6680004596710205 | 1.3941144943237305 | 67.23799896240234 | 88.302001953125 | |
| 95 | 3.662180185317993 | 1.4024603366851807 | 67.33399963378906 | 88.25399780273438 | |
| 96 | 3.682121515274048 | 1.4017709493637085 | 66.91200256347656 | 88.0479965209961 | |
| 97 | 3.640693187713623 | 1.39015531539917 | 67.3759994506836 | 88.40799713134766 | |
| 98 | 3.677701711654663 | 1.3834049701690674 | 67.04000091552734 | 88.27200317382812 | |
| 99 | 3.680161476135254 | 1.3907099962234497 | 67.3499984741211 | 88.3239974975586 | |
| 100 | 3.682647705078125 | 1.4006049633026123 | 67.3499984741211 | 88.27799987792969 | |
| 101 | 3.6824753284454346 | 1.4072973728179932 | 67.13800048828125 | 88.16400146484375 | |
| 102 | 3.643867015838623 | 1.380332350730896 | 67.3740005493164 | 88.36000061035156 | |
| 103 | 3.667316198348999 | 1.3778012990951538 | 67.5260009765625 | 88.51399993896484 | |
| 104 | 3.6563572883605957 | 1.3806926012039185 | 67.4219970703125 | 88.47000122070312 | |
| 105 | 3.6045196056365967 | 1.3692829608917236 | 67.59400177001953 | 88.56800079345703 | |
| 106 | 3.666552782058716 | 1.3823699951171875 | 67.58999633789062 | 88.40799713134766 | |
| 107 | 3.642282485961914 | 1.3957382440567017 | 67.47200012207031 | 88.48999786376953 | |
| 108 | 3.641061305999756 | 1.3624374866485596 | 67.77799987792969 | 88.46600341796875 | |
| 109 | 3.703620195388794 | 1.3750152587890625 | 67.58999633789062 | 88.36799621582031 | |
| 110 | 3.66107439994812 | 1.3566694259643555 | 67.89600372314453 | 88.5479965209961 | |
| 111 | 3.644193410873413 | 1.3752959966659546 | 67.73600006103516 | 88.4800033569336 | |
| 112 | 3.61818265914917 | 1.3730900287628174 | 67.78199768066406 | 88.552001953125 | |
| 113 | 3.6223199367523193 | 1.3643699884414673 | 67.8280029296875 | 88.55999755859375 | |
| 114 | 3.666046619415283 | 1.343336820602417 | 67.94599914550781 | 88.75800323486328 | |
| 115 | 3.6354124546051025 | 1.3614569902420044 | 68.00599670410156 | 88.61199951171875 | |
| 116 | 3.640273094177246 | 1.3577954769134521 | 67.91799926757812 | 88.59600067138672 | |
| 117 | 3.6215648651123047 | 1.3489673137664795 | 67.75199890136719 | 88.60399627685547 | |
| 118 | 3.667999744415283 | 1.3389402627944946 | 68.11000061035156 | 88.74600219726562 | |
| 119 | 3.672675132751465 | 1.3566689491271973 | 68.03199768066406 | 88.68199920654297 | |
| 120 | 3.6123740673065186 | 1.3410998582839966 | 68.30000305175781 | 88.89199829101562 | |
| 121 | 3.6175365447998047 | 1.3413424491882324 | 68.16799926757812 | 88.8479995727539 | |
| 122 | 3.6271564960479736 | 1.3504472970962524 | 67.97200012207031 | 88.65399932861328 | |
| 123 | 3.5942976474761963 | 1.341321587562561 | 68.33200073242188 | 88.91600036621094 | |
| 124 | 3.6181981563568115 | 1.3614050149917603 | 68.14800262451172 | 88.75199890136719 | |
| 125 | 3.633291006088257 | 1.3651409149169922 | 67.9800033569336 | 88.76599884033203 | |
| 126 | 3.6009323596954346 | 1.3464101552963257 | 67.94400024414062 | 88.71800231933594 | |
| 127 | 3.6171681880950928 | 1.3351279497146606 | 68.31199645996094 | 88.8280029296875 | |
| 128 | 3.6463308334350586 | 1.3339394330978394 | 68.25599670410156 | 88.88800048828125 | |
| 129 | 3.604133367538452 | 1.3449416160583496 | 68.23400115966797 | 88.90799713134766 | |
| 130 | 3.6049137115478516 | 1.331368088722229 | 68.36799621582031 | 88.9540023803711 | |
| 131 | 3.6036837100982666 | 1.3407773971557617 | 68.27400207519531 | 88.96199798583984 | |
| 132 | 3.618394613265991 | 1.3251147270202637 | 68.31999969482422 | 88.9739990234375 | |
| 133 | 3.594383716583252 | 1.346401572227478 | 68.36199951171875 | 88.91999816894531 | |
| 134 | 3.5777320861816406 | 1.3415982723236084 | 68.49800109863281 | 88.98400115966797 | |
| 135 | 3.665344715118408 | 1.3419322967529297 | 68.48600006103516 | 88.85600280761719 | |
| 136 | 3.5904784202575684 | 1.3298171758651733 | 68.43000030517578 | 89.0719985961914 | |
| 137 | 3.621809959411621 | 1.3215757608413696 | 68.63999938964844 | 89.20999908447266 | |
| 138 | 3.6264488697052 | 1.3135347366333008 | 68.66400146484375 | 89.15599822998047 | |
| 139 | 3.6184089183807373 | 1.323867678642273 | 68.48999786376953 | 89.13400268554688 | |
| 140 | 3.5733160972595215 | 1.3282692432403564 | 68.68800354003906 | 89.0719985961914 | |
| 141 | 3.599393844604492 | 1.3191100358963013 | 68.98200225830078 | 89.21199798583984 | |
| 142 | 3.610011339187622 | 1.3156344890594482 | 68.62200164794922 | 89.26599884033203 | |
| 143 | 3.6251542568206787 | 1.3160648345947266 | 68.9520034790039 | 89.23400115966797 | |
| 144 | 3.5604639053344727 | 1.3118078708648682 | 68.77999877929688 | 89.03800201416016 | |
| 145 | 3.6220571994781494 | 1.3104987144470215 | 69.08000183105469 | 89.35199737548828 | |
| 146 | 3.5922152996063232 | 1.3141701221466064 | 68.86399841308594 | 89.29199981689453 | |
| 147 | 3.6069018840789795 | 1.3144192695617676 | 68.78399658203125 | 89.16400146484375 | |
| 148 | 3.6069653034210205 | 1.3164887428283691 | 68.8479995727539 | 89.25 | |
| 149 | 3.6135663986206055 | 1.31155264377594 | 68.78800201416016 | 89.29000091552734 | |
| 150 | 3.586669445037842 | 1.3073303699493408 | 69.1719970703125 | 89.32599639892578 | |
| 151 | 3.584712505340576 | 1.3042811155319214 | 68.96800231933594 | 89.3740005493164 | |
| 152 | 3.617520809173584 | 1.3035283088684082 | 69.01000213623047 | 89.36399841308594 | |
| 153 | 3.53804612159729 | 1.311119794845581 | 69.18199920654297 | 89.36000061035156 | |
| 154 | 3.563164710998535 | 1.3054583072662354 | 69.0979995727539 | 89.2760009765625 | |
| 155 | 3.5485355854034424 | 1.2869715690612793 | 69.23600006103516 | 89.3479995727539 | |
| 156 | 3.5500433444976807 | 1.3003671169281006 | 69.22200012207031 | 89.49800109863281 | |
| 157 | 3.54267954826355 | 1.3055773973464966 | 69.06999969482422 | 89.42400360107422 | |
| 158 | 3.5579469203948975 | 1.2942942380905151 | 69.28600311279297 | 89.33399963378906 | |
| 159 | 3.5386385917663574 | 1.284967303276062 | 69.44200134277344 | 89.59400177001953 | |
| 160 | 3.5797441005706787 | 1.2851173877716064 | 69.35600280761719 | 89.50399780273438 | |
| 161 | 3.5236358642578125 | 1.2975077629089355 | 69.46600341796875 | 89.41200256347656 | |
| 162 | 3.5469517707824707 | 1.3069872856140137 | 69.23200225830078 | 89.3499984741211 | |
| 163 | 3.5814735889434814 | 1.3124130964279175 | 69.39399719238281 | 89.50800323486328 | |
| 164 | 3.5621423721313477 | 1.2995078563690186 | 69.3479995727539 | 89.48799896240234 | |
| 165 | 3.532294273376465 | 1.3159304857254028 | 69.48400115966797 | 89.64800262451172 | |
| 166 | 3.547874927520752 | 1.3043866157531738 | 69.37799835205078 | 89.51799774169922 | |
| 167 | 3.5377197265625 | 1.2840640544891357 | 69.43599700927734 | 89.552001953125 | |
| 168 | 3.503046989440918 | 1.2842069864273071 | 69.4800033569336 | 89.63200378417969 | |
| 169 | 3.5921201705932617 | 1.285315752029419 | 69.39800262451172 | 89.54399871826172 | |
| 170 | 3.5587317943573 | 1.2961422204971313 | 69.59400177001953 | 89.52400207519531 | |
| 171 | 3.5962612628936768 | 1.289304494857788 | 69.64399719238281 | 89.62799835205078 | |
| 172 | 3.558596134185791 | 1.279257893562317 | 69.65599822998047 | 89.66200256347656 | |
| 173 | 3.5781188011169434 | 1.2834434509277344 | 69.49199676513672 | 89.89600372314453 | |
| 174 | 3.5256025791168213 | 1.2905775308609009 | 69.54000091552734 | 89.697998046875 | |
| 175 | 3.533052444458008 | 1.307239055633545 | 69.73400115966797 | 89.43599700927734 | |
| 176 | 3.52734637260437 | 1.2729207277297974 | 69.99400329589844 | 89.73799896240234 | |
| 177 | 3.51776385307312 | 1.267378568649292 | 69.70800018310547 | 89.73999786376953 | |
| 178 | 3.504423141479492 | 1.2938042879104614 | 69.8479995727539 | 89.76000213623047 | |
| 179 | 3.5777947902679443 | 1.2727837562561035 | 69.63800048828125 | 89.75800323486328 | |
| 180 | 3.5529232025146484 | 1.2822728157043457 | 69.58999633789062 | 89.64399719238281 | |
| 181 | 3.525364637374878 | 1.2681132555007935 | 69.87000274658203 | 89.75399780273438 | |
| 182 | 3.5843944549560547 | 1.280819058418274 | 69.7760009765625 | 89.65799713134766 | |
| 183 | 3.535283327102661 | 1.287030816078186 | 69.85399627685547 | 89.78600311279297 | |
| 184 | 3.566570997238159 | 1.2925299406051636 | 69.98799896240234 | 89.78800201416016 | |
| 185 | 3.5402991771698 | 1.2615747451782227 | 69.98999786376953 | 89.82599639892578 | |
| 186 | 3.5093533992767334 | 1.266050100326538 | 69.9800033569336 | 89.97799682617188 | |
| 187 | 3.5434906482696533 | 1.2750823497772217 | 69.94200134277344 | 89.93199920654297 | |
| 188 | 3.5465235710144043 | 1.3007876873016357 | 69.89199829101562 | 89.60800170898438 | |
| 189 | 3.523031711578369 | 1.283888578414917 | 69.83599853515625 | 89.86799621582031 | |
| 190 | 3.4869143962860107 | 1.272148609161377 | 69.87200164794922 | 89.81999969482422 | |
| 191 | 3.5326874256134033 | 1.285070776939392 | 69.93199920654297 | 89.89399719238281 | |
| 192 | 3.497844696044922 | 1.2700477838516235 | 69.96600341796875 | 89.63200378417969 | |
| 193 | 3.5100648403167725 | 1.2447657585144043 | 70.22000122070312 | 89.96399688720703 | |
| 194 | 3.4782063961029053 | 1.2826594114303589 | 69.54199981689453 | 89.67400360107422 | |
| 195 | 3.4933834075927734 | 1.2585277557373047 | 69.88600158691406 | 89.8499984741211 | |
| 196 | 3.4765186309814453 | 1.262477159500122 | 70.16400146484375 | 90.01599884033203 | |
| 197 | 3.532259225845337 | 1.275707483291626 | 69.9540023803711 | 89.86199951171875 | |
| 198 | 3.4954352378845215 | 1.2587156295776367 | 70.06800079345703 | 89.9540023803711 | |
| 199 | 3.484598159790039 | 1.2652177810668945 | 70.16600036621094 | 90.00399780273438 | |
| 200 | 3.5133414268493652 | 1.2557041645050049 | 70.2040023803711 | 90.03399658203125 | |
| 201 | 3.5056698322296143 | 1.2366294860839844 | 70.42400360107422 | 90.16200256347656 | |
| 202 | 3.5280680656433105 | 1.2466284036636353 | 70.23799896240234 | 90.0719985961914 | |
| 203 | 3.4962494373321533 | 1.2428265810012817 | 70.43800354003906 | 90.08599853515625 | |
| 204 | 3.5150537490844727 | 1.2533107995986938 | 70.3280029296875 | 89.99400329589844 | |
| 205 | 3.5206198692321777 | 1.26100492477417 | 70.18800354003906 | 89.9540023803711 | |
| 206 | 3.46970534324646 | 1.2400084733963013 | 70.5999984741211 | 90.29399871826172 | |
| 207 | 3.4632976055145264 | 1.2485913038253784 | 70.5999984741211 | 90.2300033569336 | |
| 208 | 3.5068445205688477 | 1.249150037765503 | 70.60199737548828 | 90.22599792480469 | |
| 209 | 3.4822847843170166 | 1.2430394887924194 | 70.30599975585938 | 90.07599639892578 | |
| 210 | 3.4858758449554443 | 1.263425350189209 | 70.3479995727539 | 90.1500015258789 | |
| 211 | 3.48114275932312 | 1.2443103790283203 | 70.7040023803711 | 90.27799987792969 | |
| 212 | 3.490118980407715 | 1.237444519996643 | 70.48200225830078 | 90.34400177001953 | |
| 213 | 3.46958589553833 | 1.239399790763855 | 70.52400207519531 | 90.28399658203125 | |
| 214 | 3.4793336391448975 | 1.267950415611267 | 70.44400024414062 | 90.10600280761719 | |
| 215 | 3.4783594608306885 | 1.2413239479064941 | 70.71199798583984 | 90.29000091552734 | |
| 216 | 3.456111192703247 | 1.233079195022583 | 70.83799743652344 | 90.30000305175781 | |
| 217 | 3.47050404548645 | 1.2244762182235718 | 70.89399719238281 | 90.28800201416016 | |
| 218 | 3.5020487308502197 | 1.240606665611267 | 70.70800018310547 | 90.2979965209961 | |
| 219 | 3.4431803226470947 | 1.2282458543777466 | 70.56600189208984 | 90.26000213623047 | |
| 220 | 3.50203013420105 | 1.2352386713027954 | 70.7699966430664 | 90.24800109863281 | |
| 221 | 3.482189655303955 | 1.219201922416687 | 70.88200378417969 | 90.37000274658203 | |
| 222 | 3.5065317153930664 | 1.2566814422607422 | 70.64800262451172 | 90.12799835205078 | |
| 223 | 3.4786159992218018 | 1.2541080713272095 | 70.91200256347656 | 90.13600158691406 | |
| 224 | 3.4679672718048096 | 1.218904972076416 | 70.77999877929688 | 90.38400268554688 | |
| 225 | 3.522865056991577 | 1.233202338218689 | 70.83399963378906 | 90.37000274658203 | |
| 226 | 3.491715431213379 | 1.2418758869171143 | 70.75800323486328 | 90.28199768066406 | |
| 227 | 3.4281625747680664 | 1.2199740409851074 | 71.25 | 90.31999969482422 | |
| 228 | 3.44732928276062 | 1.226470708847046 | 70.93599700927734 | 90.3759994506836 | |
| 229 | 3.474196672439575 | 1.2339102029800415 | 71.03199768066406 | 90.24800109863281 | |
| 230 | 3.391909599304199 | 1.2068760395050049 | 71.01599884033203 | 90.5459976196289 | |
| 231 | 3.4444801807403564 | 1.2273614406585693 | 70.93800354003906 | 90.44200134277344 | |
| 232 | 3.4178524017333984 | 1.2248153686523438 | 71.02999877929688 | 90.30999755859375 | |
| 233 | 3.411750078201294 | 1.2110012769699097 | 71.38200378417969 | 90.55799865722656 | |
| 234 | 3.4748008251190186 | 1.2323920726776123 | 71.13600158691406 | 90.55599975585938 | |
| 235 | 3.4551889896392822 | 1.2220159769058228 | 71.27400207519531 | 90.59400177001953 | |
| 236 | 3.439342975616455 | 1.214123249053955 | 71.43199920654297 | 90.55400085449219 | |
| 237 | 3.4528510570526123 | 1.2221605777740479 | 71.23799896240234 | 90.4739990234375 | |
| 238 | 3.435478687286377 | 1.2026818990707397 | 71.3740005493164 | 90.6760025024414 | |
| 239 | 3.452634811401367 | 1.213761806488037 | 71.4280014038086 | 90.71199798583984 | |
| 240 | 3.4537787437438965 | 1.1952544450759888 | 71.4520034790039 | 90.73799896240234 | |
| 241 | 3.4193413257598877 | 1.1955723762512207 | 71.38999938964844 | 90.5979995727539 | |
| 242 | 3.4429502487182617 | 1.201515555381775 | 71.49800109863281 | 90.59600067138672 | |
| 243 | 3.4799928665161133 | 1.2085037231445312 | 71.37799835205078 | 90.65399932861328 | |
| 244 | 3.440302610397339 | 1.2113096714019775 | 71.36399841308594 | 90.61399841308594 | |
| 245 | 3.453138589859009 | 1.2033377885818481 | 71.25599670410156 | 90.69599914550781 | |
| 246 | 3.4528238773345947 | 1.19890296459198 | 71.28600311279297 | 90.66200256347656 | |
| 247 | 3.4527742862701416 | 1.196773648262024 | 71.4020004272461 | 90.63999938964844 | |
| 248 | 3.418006420135498 | 1.2022768259048462 | 71.38600158691406 | 90.79399871826172 | |
| 249 | 3.382072687149048 | 1.2016099691390991 | 71.58000183105469 | 90.7020034790039 | |
| 250 | 3.417738199234009 | 1.1900370121002197 | 71.62000274658203 | 90.86799621582031 | |
| 251 | 3.4470667839050293 | 1.1949262619018555 | 71.50599670410156 | 90.73400115966797 | |
| 252 | 3.4140470027923584 | 1.2005311250686646 | 71.7760009765625 | 90.84400177001953 | |
| 253 | 3.414581060409546 | 1.2147085666656494 | 71.7020034790039 | 90.74600219726562 | |
| 254 | 3.4109890460968018 | 1.1820560693740845 | 71.61000061035156 | 90.86799621582031 | |
| 255 | 3.471351385116577 | 1.2005259990692139 | 71.5199966430664 | 90.72200012207031 | |
| 256 | 3.4062891006469727 | 1.1872310638427734 | 71.87000274658203 | 90.77799987792969 | |
| 257 | 3.3783936500549316 | 1.2035200595855713 | 71.6259994506836 | 90.73200225830078 | |
| 258 | 3.3895444869995117 | 1.1898077726364136 | 71.76200103759766 | 90.89800262451172 | |
| 259 | 3.4026072025299072 | 1.1924668550491333 | 71.88200378417969 | 90.83000183105469 | |
| 260 | 3.3939766883850098 | 1.1858772039413452 | 72.00599670410156 | 90.93399810791016 | |
| 261 | 3.4173309803009033 | 1.1936187744140625 | 71.74600219726562 | 90.77400207519531 | |
| 262 | 3.4101951122283936 | 1.1930809020996094 | 71.82599639892578 | 90.85800170898438 | |
| 263 | 3.408510446548462 | 1.1836321353912354 | 71.8219985961914 | 90.9800033569336 | |
| 264 | 3.4262492656707764 | 1.1868575811386108 | 71.87200164794922 | 90.90599822998047 | |
| 265 | 3.411165475845337 | 1.1803441047668457 | 72.01799774169922 | 91.04399871826172 | |
| 266 | 3.397841453552246 | 1.2048718929290771 | 71.93000030517578 | 90.87799835205078 | |
| 267 | 3.403383493423462 | 1.1703144311904907 | 71.97200012207031 | 90.85800170898438 | |
| 268 | 3.385835886001587 | 1.1824138164520264 | 72.14199829101562 | 90.91200256347656 | |
| 269 | 3.370241165161133 | 1.1841200590133667 | 72.16000366210938 | 91.08599853515625 | |
| 270 | 3.384868621826172 | 1.179324984550476 | 72.11799621582031 | 90.92400360107422 | |
| 271 | 3.4041764736175537 | 1.1747028827667236 | 72.02999877929688 | 91.04000091552734 | |
| 272 | 3.403522491455078 | 1.1719863414764404 | 72.25 | 90.98799896240234 | |
| 273 | 3.374150276184082 | 1.1682720184326172 | 72.16400146484375 | 91.2040023803711 | |
| 274 | 3.3919050693511963 | 1.1847522258758545 | 72.11199951171875 | 91.00599670410156 | |
| 275 | 3.3683857917785645 | 1.1815301179885864 | 72.04000091552734 | 91.01399993896484 | |
| 276 | 3.413341999053955 | 1.1687073707580566 | 72.02799987792969 | 91.1520004272461 | |
| 277 | 3.436274528503418 | 1.1823371648788452 | 72.14199829101562 | 91.05400085449219 | |
| 278 | 3.4254281520843506 | 1.1661434173583984 | 72.35600280761719 | 91.18800354003906 | |
| 279 | 3.4515020847320557 | 1.18086838722229 | 72.1500015258789 | 91.05599975585938 | |
| 280 | 3.4387869834899902 | 1.1859827041625977 | 72.06199645996094 | 91.04199981689453 | |
| 281 | 3.364506244659424 | 1.166387677192688 | 72.4020004272461 | 91.2959976196289 | |
| 282 | 3.4171934127807617 | 1.1762007474899292 | 72.19000244140625 | 91.05599975585938 | |
| 283 | 3.3635425567626953 | 1.166615605354309 | 72.41000366210938 | 91.13800048828125 | |
| 284 | 3.35386323928833 | 1.1622477769851685 | 72.4540023803711 | 91.14600372314453 | |
| 285 | 3.3386731147766113 | 1.1566842794418335 | 72.52999877929688 | 91.33200073242188 | |
| 286 | 3.3963208198547363 | 1.1633799076080322 | 72.50800323486328 | 91.13600158691406 | |
| 287 | 3.384113311767578 | 1.1426657438278198 | 72.62799835205078 | 91.36799621582031 | |
| 288 | 3.38496470451355 | 1.1522369384765625 | 72.47000122070312 | 91.33399963378906 | |
| 289 | 3.356717348098755 | 1.1503103971481323 | 72.5199966430664 | 91.30999755859375 | |
| 290 | 3.3482797145843506 | 1.148263931274414 | 72.4280014038086 | 91.3740005493164 | |
| 291 | 3.333090305328369 | 1.1583805084228516 | 72.70800018310547 | 91.38600158691406 | |
| 292 | 3.359762191772461 | 1.1439812183380127 | 72.72000122070312 | 91.36399841308594 | |
| 293 | 3.358935594558716 | 1.1380833387374878 | 72.74600219726562 | 91.43800354003906 | |
| 294 | 3.3558461666107178 | 1.155990719795227 | 72.69000244140625 | 91.30599975585938 | |
| 295 | 3.347816228866577 | 1.1686816215515137 | 72.63999938964844 | 91.28600311279297 | |
| 296 | 3.350727081298828 | 1.1404750347137451 | 72.91799926757812 | 91.4739990234375 | |
| 297 | 3.3270413875579834 | 1.161597490310669 | 72.59400177001953 | 91.40399932861328 | |
| 298 | 3.347440481185913 | 1.1430951356887817 | 72.88800048828125 | 91.34200286865234 | |
| 299 | 3.3397810459136963 | 1.1360247135162354 | 73.00199890136719 | 91.5459976196289 | |
| 300 | 3.3297455310821533 | 1.142487645149231 | 72.91600036621094 | 91.44999694824219 | |
| 301 | 3.3489291667938232 | 1.1390947103500366 | 72.84400177001953 | 91.552001953125 | |
| 302 | 3.3299672603607178 | 1.146008014678955 | 72.67400360107422 | 91.44000244140625 | |
| 303 | 3.363187551498413 | 1.141621708869934 | 72.95800018310547 | 91.48400115966797 | |
| 304 | 3.3339548110961914 | 1.1443676948547363 | 72.93599700927734 | 91.48400115966797 | |
| 305 | 3.3540027141571045 | 1.141099452972412 | 73.13600158691406 | 91.72000122070312 | |
| 306 | 3.316570520401001 | 1.137176752090454 | 73.09600067138672 | 91.53399658203125 | |
| 307 | 3.3360044956207275 | 1.1340926885604858 | 72.9739990234375 | 91.5780029296875 | |
| 308 | 3.3513872623443604 | 1.1525098085403442 | 72.99800109863281 | 91.47000122070312 | |
| 309 | 3.345651865005493 | 1.1392885446548462 | 73.0199966430664 | 91.62200164794922 | |
| 310 | 3.322314500808716 | 1.1405915021896362 | 72.9739990234375 | 91.60199737548828 | |
| 311 | 3.3803772926330566 | 1.1313375234603882 | 73.04000091552734 | 91.61799621582031 | |
| 312 | 3.333383321762085 | 1.1173259019851685 | 73.197998046875 | 91.7699966430664 | |
| 313 | 3.333184242248535 | 1.1252024173736572 | 73.12799835205078 | 91.63400268554688 | |
| 314 | 3.356675148010254 | 1.1245487928390503 | 73.2239990234375 | 91.54199981689453 | |
| 315 | 3.305921792984009 | 1.116317629814148 | 73.21199798583984 | 91.70600128173828 | |
| 316 | 3.313302993774414 | 1.1248421669006348 | 73.23200225830078 | 91.71600341796875 | |
| 317 | 3.260319709777832 | 1.119262933731079 | 73.47000122070312 | 91.72599792480469 | |
| 318 | 3.3417155742645264 | 1.1292513608932495 | 73.23600006103516 | 91.6500015258789 | |
| 319 | 3.3252251148223877 | 1.1115086078643799 | 73.39199829101562 | 91.72200012207031 | |
| 320 | 3.305891990661621 | 1.1302415132522583 | 73.3499984741211 | 91.72799682617188 | |
| 321 | 3.328853130340576 | 1.1221699714660645 | 73.26799774169922 | 91.73200225830078 | |
| 322 | 3.314448356628418 | 1.121075987815857 | 73.49600219726562 | 91.83399963378906 | |
| 323 | 3.2916314601898193 | 1.107439398765564 | 73.53199768066406 | 91.74800109863281 | |
| 324 | 3.31693172454834 | 1.1134471893310547 | 73.66999816894531 | 91.80000305175781 | |
| 325 | 3.311659097671509 | 1.106796383857727 | 73.43399810791016 | 91.86399841308594 | |
| 326 | 3.2959671020507812 | 1.106558084487915 | 73.65599822998047 | 91.86599731445312 | |
| 327 | 3.297668933868408 | 1.1091430187225342 | 73.5739974975586 | 91.85600280761719 | |
| 328 | 3.2689104080200195 | 1.0974599123001099 | 73.6760025024414 | 91.9219970703125 | |
| 329 | 3.2925286293029785 | 1.112823247909546 | 73.74600219726562 | 91.96199798583984 | |
| 330 | 3.2766106128692627 | 1.0991485118865967 | 73.62200164794922 | 91.96399688720703 | |
| 331 | 3.233548879623413 | 1.1086407899856567 | 73.48200225830078 | 91.90599822998047 | |
| 332 | 3.3205456733703613 | 1.1051156520843506 | 73.5999984741211 | 91.86599731445312 | |
| 333 | 3.328519821166992 | 1.0953272581100464 | 73.85600280761719 | 92.05000305175781 | |
| 334 | 3.2947428226470947 | 1.1025751829147339 | 73.6780014038086 | 91.88999938964844 | |
| 335 | 3.3174359798431396 | 1.0946348905563354 | 73.80000305175781 | 91.97799682617188 | |
| 336 | 3.3189289569854736 | 1.0925710201263428 | 73.94599914550781 | 92.00800323486328 | |
| 337 | 3.284266948699951 | 1.098079800605774 | 73.90799713134766 | 92.0739974975586 | |
| 338 | 3.276324987411499 | 1.093187928199768 | 74.0479965209961 | 91.99400329589844 | |
| 339 | 3.280507802963257 | 1.087090253829956 | 74.0459976196289 | 92.11199951171875 | |
| 340 | 3.3008017539978027 | 1.0806634426116943 | 74.09200286865234 | 92.05000305175781 | |
| 341 | 3.3030521869659424 | 1.1004283428192139 | 73.90799713134766 | 92.08200073242188 | |
| 342 | 3.2725558280944824 | 1.1019870042800903 | 73.91999816894531 | 92.12200164794922 | |
| 343 | 3.2796552181243896 | 1.0974411964416504 | 74.2239990234375 | 92.15399932861328 | |
| 344 | 3.268510580062866 | 1.088457465171814 | 74.08200073242188 | 92.14600372314453 | |
| 345 | 3.2577996253967285 | 1.0920801162719727 | 73.99400329589844 | 92.11799621582031 | |
| 346 | 3.2657952308654785 | 1.0825319290161133 | 74.08999633789062 | 92.12200164794922 | |
| 347 | 3.2090187072753906 | 1.0864150524139404 | 74.16600036621094 | 92.19200134277344 | |
| 348 | 3.2358837127685547 | 1.0748722553253174 | 74.24199676513672 | 92.23600006103516 | |
| 349 | 3.2692790031433105 | 1.0745826959609985 | 74.19400024414062 | 92.28199768066406 | |
| 350 | 3.2047929763793945 | 1.095340371131897 | 74.23200225830078 | 92.0999984741211 | |
| 351 | 3.2446727752685547 | 1.0692380666732788 | 74.30999755859375 | 92.20800018310547 | |
| 352 | 3.2693824768066406 | 1.0781581401824951 | 74.34200286865234 | 92.25599670410156 | |
| 353 | 3.2415413856506348 | 1.075748085975647 | 74.29000091552734 | 92.25399780273438 | |
| 354 | 3.251462459564209 | 1.0846197605133057 | 74.2239990234375 | 92.1780014038086 | |
| 355 | 3.262584924697876 | 1.0831676721572876 | 74.13999938964844 | 92.2040023803711 | |
| 356 | 3.2617578506469727 | 1.0785038471221924 | 74.26200103759766 | 92.25 | |
| 357 | 3.2473363876342773 | 1.0801312923431396 | 74.26000213623047 | 92.28800201416016 | |
| 358 | 3.304351568222046 | 1.0725932121276855 | 74.27999877929688 | 92.33399963378906 | |
| 359 | 3.2294511795043945 | 1.0648266077041626 | 74.37000274658203 | 92.39800262451172 | |
| 360 | 3.2613861560821533 | 1.0633544921875 | 74.65799713134766 | 92.33799743652344 | |
| 361 | 3.2138893604278564 | 1.0689183473587036 | 74.53600311279297 | 92.29399871826172 | |
| 362 | 3.2046806812286377 | 1.0670208930969238 | 74.42400360107422 | 92.3219985961914 | |
| 363 | 3.2217154502868652 | 1.0633529424667358 | 74.60399627685547 | 92.37999725341797 | |
| 364 | 3.2062323093414307 | 1.0727300643920898 | 74.46199798583984 | 92.37999725341797 | |
| 365 | 3.2283167839050293 | 1.0629849433898926 | 74.53600311279297 | 92.43800354003906 | |
| 366 | 3.231172800064087 | 1.0668741464614868 | 74.60600280761719 | 92.38200378417969 | |
| 367 | 3.2312378883361816 | 1.0676846504211426 | 74.59200286865234 | 92.2699966430664 | |
| 368 | 3.23529314994812 | 1.063525915145874 | 74.7020034790039 | 92.48600006103516 | |
| 369 | 3.2416491508483887 | 1.0540082454681396 | 74.72799682617188 | 92.37200164794922 | |
| 370 | 3.2202346324920654 | 1.05340576171875 | 74.80000305175781 | 92.44200134277344 | |
| 371 | 3.192842721939087 | 1.057656168937683 | 74.72200012207031 | 92.38999938964844 | |
| 372 | 3.2474441528320312 | 1.0646089315414429 | 74.6760025024414 | 92.36599731445312 | |
| 373 | 3.234919548034668 | 1.0510075092315674 | 74.697998046875 | 92.44000244140625 | |
| 374 | 3.1903347969055176 | 1.0552171468734741 | 74.9020004272461 | 92.51599884033203 | |
| 375 | 3.2161481380462646 | 1.045762062072754 | 74.98600006103516 | 92.53199768066406 | |
| 376 | 3.218397855758667 | 1.0476274490356445 | 74.98600006103516 | 92.58200073242188 | |
| 377 | 3.1992714405059814 | 1.0541629791259766 | 74.8759994506836 | 92.51799774169922 | |
| 378 | 3.2068891525268555 | 1.053976058959961 | 74.87999725341797 | 92.50800323486328 | |
| 379 | 3.1985220909118652 | 1.0527687072753906 | 74.75599670410156 | 92.50199890136719 | |
| 380 | 3.183588743209839 | 1.0515079498291016 | 75.00399780273438 | 92.49600219726562 | |
| 381 | 3.238776922225952 | 1.039988398551941 | 75.0199966430664 | 92.58200073242188 | |
| 382 | 3.182001829147339 | 1.0510541200637817 | 75.05400085449219 | 92.49400329589844 | |
| 383 | 3.170367956161499 | 1.0530694723129272 | 75.1719970703125 | 92.58599853515625 | |
| 384 | 3.2150471210479736 | 1.0415703058242798 | 75.01799774169922 | 92.5979995727539 | |
| 385 | 3.214829683303833 | 1.0446120500564575 | 75.0479965209961 | 92.56600189208984 | |
| 386 | 3.1916987895965576 | 1.0466837882995605 | 74.97599792480469 | 92.63999938964844 | |
| 387 | 3.2167468070983887 | 1.0448391437530518 | 75.21600341796875 | 92.76799774169922 | |
| 388 | 3.1505587100982666 | 1.0389564037322998 | 75.18000030517578 | 92.7040023803711 | |
| 389 | 3.2070019245147705 | 1.034210205078125 | 75.16799926757812 | 92.7239990234375 | |
| 390 | 3.1960959434509277 | 1.038169503211975 | 75.35199737548828 | 92.7020034790039 | |
| 391 | 3.2046632766723633 | 1.0414137840270996 | 75.24199676513672 | 92.68199920654297 | |
| 392 | 3.189293384552002 | 1.0317479372024536 | 75.37799835205078 | 92.7239990234375 | |
| 393 | 3.1738321781158447 | 1.0405911207199097 | 75.23999786376953 | 92.75 | |
| 394 | 3.1890780925750732 | 1.0474363565444946 | 75.21800231933594 | 92.74199676513672 | |
| 395 | 3.161487340927124 | 1.033359408378601 | 75.24199676513672 | 92.76799774169922 | |
| 396 | 3.161982774734497 | 1.0346566438674927 | 75.37000274658203 | 92.70800018310547 | |
| 397 | 3.20503568649292 | 1.0368622541427612 | 75.36799621582031 | 92.74800109863281 | |
| 398 | 3.1988346576690674 | 1.02971351146698 | 75.24600219726562 | 92.73600006103516 | |
| 399 | 3.183337688446045 | 1.030523657798767 | 75.38400268554688 | 92.77200317382812 | |
| 400 | 3.1875650882720947 | 1.0377252101898193 | 75.39399719238281 | 92.79199981689453 | |
| 401 | 3.1696605682373047 | 1.0316531658172607 | 75.53600311279297 | 92.81600189208984 | |
| 402 | 3.1635582447052 | 1.030867338180542 | 75.4020004272461 | 92.80999755859375 | |
| 403 | 3.161985397338867 | 1.0252106189727783 | 75.56199645996094 | 92.83000183105469 | |
| 404 | 3.1914820671081543 | 1.028753399848938 | 75.49199676513672 | 92.81600189208984 | |
| 405 | 3.154367685317993 | 1.0296688079833984 | 75.43599700927734 | 92.83599853515625 | |
| 406 | 3.1128311157226562 | 1.0348445177078247 | 75.43800354003906 | 92.78600311279297 | |
| 407 | 3.166691541671753 | 1.0272635221481323 | 75.56199645996094 | 92.83000183105469 | |
| 408 | 3.115399122238159 | 1.0294368267059326 | 75.552001953125 | 92.84200286865234 | |
| 409 | 3.2047479152679443 | 1.0281158685684204 | 75.50399780273438 | 92.87799835205078 | |
| 410 | 3.1891846656799316 | 1.026485800743103 | 75.5260009765625 | 92.9000015258789 | |
| 411 | 3.1527106761932373 | 1.023247480392456 | 75.56199645996094 | 92.83999633789062 | |
| 412 | 3.182722568511963 | 1.0265549421310425 | 75.51799774169922 | 92.81999969482422 | |
| 413 | 3.195021390914917 | 1.023033857345581 | 75.53600311279297 | 92.8499984741211 | |
| 414 | 3.1998326778411865 | 1.0216792821884155 | 75.5780029296875 | 92.86799621582031 | |
| 415 | 3.1341257095336914 | 1.0236740112304688 | 75.51000213623047 | 92.8740005493164 | |
| 416 | 3.152810573577881 | 1.0208008289337158 | 75.64800262451172 | 92.87999725341797 | |
| 417 | 3.153244733810425 | 1.0216461420059204 | 75.68199920654297 | 92.8499984741211 | |
| 418 | 3.1843574047088623 | 1.0147122144699097 | 75.63600158691406 | 92.89800262451172 | |
| 419 | 3.17071270942688 | 1.015345573425293 | 75.70999908447266 | 92.91200256347656 | |
| 420 | 3.159719705581665 | 1.0179719924926758 | 75.71800231933594 | 92.86399841308594 | |
| 421 | 3.1575229167938232 | 1.0187679529190063 | 75.70600128173828 | 92.9520034790039 | |
| 422 | 3.179753541946411 | 1.0207380056381226 | 75.63200378417969 | 92.91400146484375 | |
| 423 | 3.1996424198150635 | 1.0201112031936646 | 75.69200134277344 | 92.91200256347656 | |
| 424 | 3.1811466217041016 | 1.019546389579773 | 75.67400360107422 | 92.88999938964844 | |
| 425 | 3.1681301593780518 | 1.0233206748962402 | 75.61799621582031 | 92.94999694824219 | |
| 426 | 3.121814250946045 | 1.0145560503005981 | 75.70600128173828 | 92.91400146484375 | |
| 427 | 3.19043231010437 | 1.0176750421524048 | 75.73600006103516 | 92.91999816894531 | |
| 428 | 3.1625630855560303 | 1.0199607610702515 | 75.7239990234375 | 92.93199920654297 | |
| 429 | 3.1486730575561523 | 1.0198906660079956 | 75.68599700927734 | 92.88800048828125 | |
| 430 | 3.2349164485931396 | 1.0156126022338867 | 75.79000091552734 | 92.91200256347656 | |
| 431 | 3.186746835708618 | 1.0168735980987549 | 75.73200225830078 | 92.87000274658203 | |
| 432 | 3.194640636444092 | 1.0134316682815552 | 75.83599853515625 | 92.89199829101562 | |
| 433 | 3.1511025428771973 | 1.016512393951416 | 75.72599792480469 | 92.9260025024414 | |
| 434 | 3.1430442333221436 | 1.0128655433654785 | 75.78399658203125 | 92.9280014038086 | |
| 435 | 3.1602554321289062 | 1.0155017375946045 | 75.73600006103516 | 92.91200256347656 | |
| 436 | 3.1845669746398926 | 1.0156105756759644 | 75.69999694824219 | 92.89600372314453 | |
| 437 | 3.1157147884368896 | 1.0140422582626343 | 75.76000213623047 | 92.91600036621094 | |
| 438 | 3.1386375427246094 | 1.0159205198287964 | 75.69999694824219 | 92.9020004272461 | |
| 439 | 3.1034767627716064 | 1.0151985883712769 | 75.73999786376953 | 92.90799713134766 | |
| 440 | 3.1172444820404053 | 1.0155752897262573 | 75.73200225830078 | 92.87000274658203 | |
| 441 | 3.154104471206665 | 1.015295147895813 | 75.72000122070312 | 92.91400146484375 | |
| 442 | 3.0980007648468018 | 1.0143835544586182 | 75.75599670410156 | 92.93399810791016 | |
| 443 | 3.1440300941467285 | 1.0136159658432007 | 75.71199798583984 | 92.92400360107422 | |
| 444 | 3.1525180339813232 | 1.0139704942703247 | 75.73799896240234 | 92.93399810791016 | |
| 445 | 3.1520450115203857 | 1.012267827987671 | 75.74600219726562 | 92.91600036621094 | |
| 446 | 3.167585849761963 | 1.0131762027740479 | 75.75199890136719 | 92.93599700927734 | |
| 447 | 3.1368765830993652 | 1.0143567323684692 | 75.7300033569336 | 92.947998046875 | |
| 448 | 3.124803304672241 | 1.0145491361618042 | 75.75 | 92.94000244140625 | |
| 449 | 3.1912262439727783 | 1.0141737461090088 | 75.7300033569336 | 92.9219970703125 | |
| 450 | 3.111687183380127 | 1.013938307762146 | 75.73600006103516 | 92.93000030517578 | |
| 451 | 3.15042781829834 | 1.0138787031173706 | 75.72200012207031 | 92.94400024414062 | |
| 452 | 3.167783260345459 | 1.0134958028793335 | 75.74400329589844 | 92.91799926757812 | |
| 453 | 3.1691997051239014 | 1.0134440660476685 | 75.76000213623047 | 92.94200134277344 | |
| 454 | 3.1553611755371094 | 1.0128881931304932 | 75.72799682617188 | 92.94200134277344 | |
| 455 | 3.1411657333374023 | 1.012831449508667 | 75.72200012207031 | 92.9000015258789 | |
| 456 | 3.15368390083313 | 1.013728380203247 | 75.73200225830078 | 92.94400024414062 | |
| 457 | 3.140869140625 | 1.0122908353805542 | 75.73400115966797 | 92.94000244140625 | |
| 458 | 3.146348237991333 | 1.0139912366867065 | 75.72599792480469 | 92.93800354003906 | |
| 459 | 3.1472854614257812 | 1.0126893520355225 | 75.76000213623047 | 92.947998046875 |
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