Skip to content

Instantly share code, notes, and snippets.

@rwightman

rwightman/_convnext_hparams_README.md

Last active May 2, 2024 16:25
Show Gist options
  • Save rwightman/ee0b02c1e99a0761264d1d1319e95e5b to your computer and use it in GitHub Desktop.
Save rwightman/ee0b02c1e99a0761264d1d1319e95e5b to your computer and use it in GitHub Desktop.
Download ZIP
convnext_hparams
Raw
_convnext_hparams_README.md

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.

Raw
convnext_nano_args.yaml
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
Raw
hparams_84_00-convnext_tiny.in12k-args.yaml
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
Raw
hparams_85_21-convnext_small.in12k-args.yaml
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
Raw
hparams_86_17-convnext_small.in12k-args.yaml
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
Raw
hparams__75_84-fusedadamw-cosine-lr0.00100-wd0.050000-n0-rand-m5-inc1-mstd101-m0.2-sd0.1-d0.1-ls0.1-432-450-convnext_atto-args.yaml
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
Raw
hparams__75_84-fusedadamw-cosine-lr0.00100-wd0.050000-n0-rand-m5-inc1-mstd101-m0.2-sd0.1-d0.1-ls0.1-432-450-convnext_atto-summary.csv
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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment