datasize100-ni25-i3.log

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Sampling 4 chains, 0 divergences: 100%|██████████| 8000/8000 [00:08<00:00, 954.31draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
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Sampling 4 chains, 1 divergences:  52%|█████▏    | 4174/8000 [00:04<00:03, 1193.84draws/s]
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Sampling 4 chains, 9 divergences:  70%|███████   | 5629/8000 [00:05<00:01, 1261.80draws/s]
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Sampling 4 chains, 39 divergences:  95%|█████████▌| 7617/8000 [00:06<00:00, 1223.72draws/s]
Sampling 4 chains, 40 divergences:  95%|█████████▌| 7636/8000 [00:06<00:00, 1223.72draws/s]
Sampling 4 chains, 41 divergences:  96%|█████████▌| 7644/8000 [00:06<00:00, 1223.72draws/s]
Sampling 4 chains, 42 divergences:  96%|█████████▌| 7650/8000 [00:06<00:00, 1223.72draws/s]
Sampling 4 chains, 42 divergences:  96%|█████████▋| 7702/8000 [00:06<00:00, 1247.31draws/s]
Sampling 4 chains, 43 divergences:  97%|█████████▋| 7721/8000 [00:06<00:00, 1247.31draws/s]
Sampling 4 chains, 43 divergences:  98%|█████████▊| 7828/8000 [00:06<00:00, 964.78draws/s] 
Sampling 4 chains, 44 divergences:  98%|█████████▊| 7843/8000 [00:07<00:00, 964.78draws/s]
Sampling 4 chains, 44 divergences:  99%|█████████▉| 7935/8000 [00:07<00:00, 838.88draws/s]
Sampling 4 chains, 44 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1096.57draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 66/8000 [00:00<00:12, 654.00draws/s]
Sampling 4 chains, 0 divergences:   1%|▏         | 116/8000 [00:00<00:13, 598.44draws/s]
Sampling 4 chains, 0 divergences:   2%|▎         | 200/8000 [00:00<00:11, 654.09draws/s]
Sampling 4 chains, 0 divergences:   4%|▎         | 282/8000 [00:00<00:11, 695.10draws/s]
Sampling 4 chains, 0 divergences:   5%|▍         | 367/8000 [00:00<00:10, 735.24draws/s]
Sampling 4 chains, 0 divergences:   5%|▌         | 436/8000 [00:00<00:10, 717.33draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 549/8000 [00:00<00:09, 805.43draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 637/8000 [00:00<00:08, 825.69draws/s]
Sampling 4 chains, 0 divergences:   9%|▉         | 730/8000 [00:00<00:08, 854.22draws/s]
Sampling 4 chains, 0 divergences:  10%|█         | 829/8000 [00:01<00:08, 890.68draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 932/8000 [00:01<00:07, 925.68draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1032/8000 [00:01<00:07, 946.66draws/s]
Sampling 4 chains, 0 divergences:  14%|█▍        | 1140/8000 [00:01<00:06, 982.99draws/s]
Sampling 4 chains, 0 divergences:  16%|█▌        | 1240/8000 [00:01<00:07, 956.33draws/s]
Sampling 4 chains, 0 divergences:  17%|█▋        | 1337/8000 [00:01<00:07, 900.56draws/s]
Sampling 4 chains, 0 divergences:  18%|█▊        | 1437/8000 [00:01<00:07, 923.93draws/s]
Sampling 4 chains, 0 divergences:  19%|█▉        | 1542/8000 [00:01<00:06, 956.63draws/s]
Sampling 4 chains, 0 divergences:  20%|██        | 1639/8000 [00:01<00:06, 943.94draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1759/8000 [00:01<00:06, 1004.12draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1868/8000 [00:02<00:05, 1026.71draws/s]
Sampling 4 chains, 0 divergences:  25%|██▍       | 1972/8000 [00:02<00:06, 971.77draws/s] 
Sampling 4 chains, 0 divergences:  26%|██▌       | 2071/8000 [00:02<00:06, 961.29draws/s]
Sampling 4 chains, 0 divergences:  27%|██▋       | 2175/8000 [00:02<00:05, 982.60draws/s]
Sampling 4 chains, 0 divergences:  29%|██▊       | 2288/8000 [00:02<00:05, 1021.31draws/s]
Sampling 4 chains, 0 divergences:  30%|██▉       | 2392/8000 [00:02<00:05, 1012.66draws/s]
Sampling 4 chains, 0 divergences:  31%|███       | 2494/8000 [00:02<00:05, 963.29draws/s] 
Sampling 4 chains, 0 divergences:  33%|███▎      | 2612/8000 [00:02<00:05, 1018.87draws/s]
Sampling 4 chains, 0 divergences:  34%|███▍      | 2716/8000 [00:02<00:05, 1004.99draws/s]
Sampling 4 chains, 0 divergences:  35%|███▌      | 2818/8000 [00:03<00:05, 1008.01draws/s]
Sampling 4 chains, 0 divergences:  36%|███▋      | 2920/8000 [00:03<00:05, 992.21draws/s] 
Sampling 4 chains, 0 divergences:  38%|███▊      | 3034/8000 [00:03<00:04, 1030.88draws/s]
Sampling 4 chains, 0 divergences:  39%|███▉      | 3144/8000 [00:03<00:04, 1049.96draws/s]
Sampling 4 chains, 0 divergences:  41%|████      | 3250/8000 [00:03<00:04, 1019.42draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3353/8000 [00:03<00:04, 992.99draws/s] 
Sampling 4 chains, 0 divergences:  43%|████▎     | 3457/8000 [00:03<00:04, 1006.30draws/s]
Sampling 4 chains, 0 divergences:  44%|████▍     | 3559/8000 [00:03<00:04, 981.96draws/s] 
Sampling 4 chains, 0 divergences:  46%|████▌     | 3663/8000 [00:03<00:04, 998.51draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3775/8000 [00:03<00:04, 1028.38draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3879/8000 [00:04<00:04, 1024.22draws/s]
Sampling 4 chains, 0 divergences:  50%|████▉     | 3984/8000 [00:04<00:03, 1028.72draws/s]
Sampling 4 chains, 0 divergences:  51%|█████     | 4091/8000 [00:04<00:03, 1040.03draws/s]
Sampling 4 chains, 0 divergences:  52%|█████▏    | 4196/8000 [00:04<00:03, 1019.72draws/s]
Sampling 4 chains, 0 divergences:  54%|█████▍    | 4306/8000 [00:04<00:03, 1041.88draws/s]
Sampling 4 chains, 0 divergences:  55%|█████▌    | 4411/8000 [00:04<00:03, 1026.27draws/s]
Sampling 4 chains, 1 divergences:  56%|█████▌    | 4495/8000 [00:04<00:03, 1026.27draws/s]
Sampling 4 chains, 1 divergences:  56%|█████▋    | 4514/8000 [00:04<00:03, 1024.03draws/s]
Sampling 4 chains, 1 divergences:  58%|█████▊    | 4620/8000 [00:04<00:03, 1029.95draws/s]
Sampling 4 chains, 1 divergences:  59%|█████▉    | 4752/8000 [00:04<00:02, 1101.99draws/s]
Sampling 4 chains, 1 divergences:  61%|██████    | 4867/8000 [00:04<00:02, 1115.68draws/s]
Sampling 4 chains, 2 divergences:  61%|██████    | 4892/8000 [00:04<00:02, 1115.68draws/s]
Sampling 4 chains, 2 divergences:  62%|██████▏   | 4988/8000 [00:05<00:02, 1141.52draws/s]
Sampling 4 chains, 3 divergences:  63%|██████▎   | 5021/8000 [00:05<00:02, 1141.52draws/s]
Sampling 4 chains, 3 divergences:  64%|██████▍   | 5121/8000 [00:05<00:02, 1192.07draws/s]
Sampling 4 chains, 4 divergences:  64%|██████▍   | 5151/8000 [00:05<00:02, 1192.07draws/s]
Sampling 4 chains, 5 divergences:  65%|██████▍   | 5182/8000 [00:05<00:02, 1192.07draws/s]
Sampling 4 chains, 5 divergences:  66%|██████▌   | 5242/8000 [00:05<00:02, 1195.59draws/s]
Sampling 4 chains, 6 divergences:  66%|██████▌   | 5258/8000 [00:05<00:02, 1195.59draws/s]
Sampling 4 chains, 6 divergences:  67%|██████▋   | 5363/8000 [00:05<00:02, 1150.62draws/s]
Sampling 4 chains, 6 divergences:  68%|██████▊   | 5480/8000 [00:05<00:02, 1103.96draws/s]
Sampling 4 chains, 6 divergences:  70%|██████▉   | 5592/8000 [00:05<00:02, 1077.40draws/s]
Sampling 4 chains, 6 divergences:  71%|███████▏  | 5701/8000 [00:05<00:02, 1067.20draws/s]
Sampling 4 chains, 6 divergences:  73%|███████▎  | 5818/8000 [00:05<00:01, 1095.20draws/s]
Sampling 4 chains, 7 divergences:  73%|███████▎  | 5846/8000 [00:05<00:01, 1095.20draws/s]
Sampling 4 chains, 7 divergences:  74%|███████▍  | 5937/8000 [00:05<00:01, 1120.29draws/s]
Sampling 4 chains, 8 divergences:  75%|███████▌  | 6001/8000 [00:05<00:01, 1120.29draws/s]
Sampling 4 chains, 8 divergences:  76%|███████▌  | 6054/8000 [00:06<00:01, 1128.79draws/s]
Sampling 4 chains, 8 divergences:  77%|███████▋  | 6168/8000 [00:06<00:01, 1119.07draws/s]
Sampling 4 chains, 8 divergences:  79%|███████▊  | 6293/8000 [00:06<00:01, 1154.92draws/s]
Sampling 4 chains, 8 divergences:  80%|████████  | 6410/8000 [00:06<00:01, 1151.22draws/s]
Sampling 4 chains, 8 divergences:  82%|████████▏ | 6526/8000 [00:06<00:01, 1152.93draws/s]
Sampling 4 chains, 8 divergences:  83%|████████▎ | 6642/8000 [00:06<00:01, 1120.55draws/s]
Sampling 4 chains, 8 divergences:  84%|████████▍ | 6755/8000 [00:06<00:01, 1079.36draws/s]
Sampling 4 chains, 8 divergences:  86%|████████▌ | 6868/8000 [00:06<00:01, 1088.57draws/s]
Sampling 4 chains, 8 divergences:  87%|████████▋ | 6978/8000 [00:06<00:00, 1084.04draws/s]
Sampling 4 chains, 8 divergences:  89%|████████▊ | 7087/8000 [00:06<00:00, 1075.22draws/s]
Sampling 4 chains, 9 divergences:  89%|████████▉ | 7107/8000 [00:06<00:00, 1075.22draws/s]
Sampling 4 chains, 9 divergences:  90%|████████▉ | 7195/8000 [00:07<00:00, 1076.07draws/s]
Sampling 4 chains, 10 divergences:  91%|█████████▏| 7309/8000 [00:07<00:00, 1076.07draws/s]
Sampling 4 chains, 10 divergences:  91%|█████████▏| 7310/8000 [00:07<00:00, 1095.94draws/s]
Sampling 4 chains, 10 divergences:  93%|█████████▎| 7420/8000 [00:07<00:00, 1086.13draws/s]
Sampling 4 chains, 10 divergences:  94%|█████████▍| 7543/8000 [00:07<00:00, 1124.72draws/s]
Sampling 4 chains, 10 divergences:  96%|█████████▌| 7656/8000 [00:07<00:00, 1099.25draws/s]
Sampling 4 chains, 10 divergences:  97%|█████████▋| 7778/8000 [00:07<00:00, 1107.95draws/s]
Sampling 4 chains, 10 divergences:  99%|█████████▊| 7890/8000 [00:07<00:00, 1084.67draws/s]
Sampling 4 chains, 10 divergences: 100%|█████████▉| 7999/8000 [00:07<00:00, 828.80draws/s] 
Sampling 4 chains, 10 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1012.23draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 55/8000 [00:00<00:14, 531.10draws/s]
Sampling 4 chains, 0 divergences:   1%|▏         | 113/8000 [00:00<00:14, 544.61draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 190/8000 [00:00<00:13, 596.64draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 265/8000 [00:00<00:12, 632.36draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 356/8000 [00:00<00:11, 689.94draws/s]
Sampling 4 chains, 0 divergences:   5%|▌         | 431/8000 [00:00<00:10, 705.68draws/s]
Sampling 4 chains, 0 divergences:   6%|▋         | 511/8000 [00:00<00:10, 731.18draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 606/8000 [00:00<00:09, 784.12draws/s]
Sampling 4 chains, 0 divergences:   9%|▊         | 685/8000 [00:00<00:09, 781.70draws/s]
Sampling 4 chains, 0 divergences:  10%|▉         | 780/8000 [00:01<00:08, 823.66draws/s]
Sampling 4 chains, 0 divergences:  11%|█         | 864/8000 [00:01<00:08, 825.73draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 958/8000 [00:01<00:08, 855.79draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1071/8000 [00:01<00:07, 913.74draws/s]
Sampling 4 chains, 0 divergences:  15%|█▍        | 1164/8000 [00:01<00:07, 909.10draws/s]
Sampling 4 chains, 0 divergences:  16%|█▌        | 1256/8000 [00:01<00:07, 892.79draws/s]
Sampling 4 chains, 0 divergences:  17%|█▋        | 1347/8000 [00:01<00:07, 870.24draws/s]
Sampling 4 chains, 0 divergences:  18%|█▊        | 1452/8000 [00:01<00:07, 910.51draws/s]
Sampling 4 chains, 0 divergences:  20%|█▉        | 1561/8000 [00:01<00:06, 956.15draws/s]
Sampling 4 chains, 0 divergences:  21%|██        | 1669/8000 [00:01<00:06, 989.33draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1770/8000 [00:02<00:06, 978.66draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1869/8000 [00:02<00:06, 957.48draws/s]
Sampling 4 chains, 0 divergences:  25%|██▍       | 1966/8000 [00:02<00:07, 827.60draws/s]
Sampling 4 chains, 0 divergences:  26%|██▌       | 2060/8000 [00:02<00:06, 856.98draws/s]
Sampling 4 chains, 0 divergences:  27%|██▋       | 2149/8000 [00:02<00:06, 841.55draws/s]
Sampling 4 chains, 0 divergences:  28%|██▊       | 2236/8000 [00:02<00:06, 847.20draws/s]
Sampling 4 chains, 0 divergences:  29%|██▉       | 2323/8000 [00:02<00:06, 817.44draws/s]
Sampling 4 chains, 0 divergences:  30%|███       | 2412/8000 [00:02<00:06, 835.58draws/s]
Sampling 4 chains, 0 divergences:  32%|███▏      | 2520/8000 [00:02<00:06, 896.22draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2612/8000 [00:03<00:06, 891.34draws/s]
Sampling 4 chains, 0 divergences:  34%|███▍      | 2716/8000 [00:03<00:05, 929.42draws/s]
Sampling 4 chains, 0 divergences:  35%|███▌      | 2820/8000 [00:03<00:05, 957.19draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2939/8000 [00:03<00:04, 1015.17draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3046/8000 [00:03<00:04, 1025.92draws/s]
Sampling 4 chains, 0 divergences:  39%|███▉      | 3150/8000 [00:03<00:04, 997.21draws/s] 
Sampling 4 chains, 0 divergences:  41%|████      | 3251/8000 [00:03<00:04, 962.97draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3349/8000 [00:03<00:05, 918.14draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3462/8000 [00:03<00:04, 969.88draws/s]
Sampling 4 chains, 0 divergences:  45%|████▍     | 3576/8000 [00:03<00:04, 1008.61draws/s]
Sampling 4 chains, 0 divergences:  46%|████▌     | 3681/8000 [00:04<00:04, 1006.32draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3796/8000 [00:04<00:04, 1043.59draws/s]
Sampling 4 chains, 0 divergences:  49%|████▉     | 3915/8000 [00:04<00:03, 1083.09draws/s]
Sampling 4 chains, 0 divergences:  50%|█████     | 4025/8000 [00:04<00:03, 1067.40draws/s]
Sampling 4 chains, 1 divergences:  52%|█████▏    | 4122/8000 [00:04<00:03, 1067.40draws/s]
Sampling 4 chains, 2 divergences:  52%|█████▏    | 4129/8000 [00:04<00:03, 1067.40draws/s]
Sampling 4 chains, 2 divergences:  52%|█████▏    | 4134/8000 [00:04<00:03, 1073.63draws/s]
Sampling 4 chains, 3 divergences:  53%|█████▎    | 4208/8000 [00:04<00:03, 1073.63draws/s]
Sampling 4 chains, 4 divergences:  53%|█████▎    | 4259/8000 [00:04<00:03, 1073.63draws/s]
Sampling 4 chains, 4 divergences:  53%|█████▎    | 4260/8000 [00:04<00:03, 1121.82draws/s]
Sampling 4 chains, 5 divergences:  54%|█████▎    | 4294/8000 [00:04<00:03, 1121.82draws/s]
Sampling 4 chains, 6 divergences:  54%|█████▍    | 4309/8000 [00:04<00:03, 1121.82draws/s]
Sampling 4 chains, 7 divergences:  54%|█████▍    | 4354/8000 [00:04<00:03, 1121.82draws/s]
Sampling 4 chains, 8 divergences:  55%|█████▍    | 4381/8000 [00:04<00:03, 1121.82draws/s]
Sampling 4 chains, 9 divergences:  55%|█████▍    | 4383/8000 [00:04<00:03, 1121.82draws/s]
Sampling 4 chains, 9 divergences:  55%|█████▍    | 4391/8000 [00:04<00:03, 1171.39draws/s]
Sampling 4 chains, 10 divergences:  55%|█████▍    | 4399/8000 [00:04<00:03, 1171.39draws/s]
Sampling 4 chains, 11 divergences:  55%|█████▌    | 4407/8000 [00:04<00:03, 1171.39draws/s]
Sampling 4 chains, 12 divergences:  55%|█████▌    | 4413/8000 [00:04<00:03, 1171.39draws/s]
Sampling 4 chains, 13 divergences:  55%|█████▌    | 4422/8000 [00:04<00:03, 1171.39draws/s]
Sampling 4 chains, 14 divergences:  55%|█████▌    | 4427/8000 [00:04<00:03, 1171.39draws/s]
Sampling 4 chains, 15 divergences:  56%|█████▌    | 4447/8000 [00:04<00:03, 1171.39draws/s]
Sampling 4 chains, 16 divergences:  56%|█████▌    | 4455/8000 [00:04<00:03, 1171.39draws/s]
Sampling 4 chains, 17 divergences:  56%|█████▌    | 4464/8000 [00:04<00:03, 1171.39draws/s]
Sampling 4 chains, 18 divergences:  56%|█████▌    | 4468/8000 [00:04<00:03, 1171.39draws/s]
Sampling 4 chains, 19 divergences:  56%|█████▌    | 4471/8000 [00:04<00:03, 1171.39draws/s]
Sampling 4 chains, 20 divergences:  56%|█████▌    | 4472/8000 [00:04<00:03, 1171.39draws/s]
Sampling 4 chains, 21 divergences:  56%|█████▌    | 4480/8000 [00:04<00:03, 1171.39draws/s]
Sampling 4 chains, 22 divergences:  56%|█████▌    | 4481/8000 [00:04<00:03, 1171.39draws/s]
Sampling 4 chains, 23 divergences:  56%|█████▌    | 4484/8000 [00:04<00:03, 1171.39draws/s]
Sampling 4 chains, 24 divergences:  56%|█████▌    | 4487/8000 [00:04<00:02, 1171.39draws/s]
Sampling 4 chains, 25 divergences:  56%|█████▌    | 4491/8000 [00:04<00:02, 1171.39draws/s]
Sampling 4 chains, 26 divergences:  56%|█████▌    | 4499/8000 [00:04<00:02, 1171.39draws/s]
Sampling 4 chains, 27 divergences:  56%|█████▋    | 4503/8000 [00:04<00:02, 1171.39draws/s]
Sampling 4 chains, 28 divergences:  56%|█████▋    | 4505/8000 [00:04<00:02, 1171.39draws/s]
Sampling 4 chains, 29 divergences:  56%|█████▋    | 4509/8000 [00:04<00:02, 1171.39draws/s]
Sampling 4 chains, 30 divergences:  56%|█████▋    | 4511/8000 [00:04<00:02, 1171.39draws/s]
Sampling 4 chains, 31 divergences:  56%|█████▋    | 4512/8000 [00:04<00:02, 1171.39draws/s]
Sampling 4 chains, 31 divergences:  56%|█████▋    | 4518/8000 [00:04<00:02, 1197.88draws/s]
Sampling 4 chains, 32 divergences:  57%|█████▋    | 4528/8000 [00:04<00:02, 1197.88draws/s]
Sampling 4 chains, 33 divergences:  57%|█████▋    | 4540/8000 [00:04<00:02, 1197.88draws/s]
Sampling 4 chains, 34 divergences:  57%|█████▋    | 4577/8000 [00:04<00:02, 1197.88draws/s]
Sampling 4 chains, 35 divergences:  57%|█████▋    | 4598/8000 [00:04<00:02, 1197.88draws/s]
Sampling 4 chains, 35 divergences:  58%|█████▊    | 4653/8000 [00:04<00:02, 1238.68draws/s]
Sampling 4 chains, 36 divergences:  58%|█████▊    | 4660/8000 [00:04<00:02, 1238.68draws/s]
Sampling 4 chains, 37 divergences:  58%|█████▊    | 4675/8000 [00:04<00:02, 1238.68draws/s]
Sampling 4 chains, 38 divergences:  59%|█████▉    | 4708/8000 [00:04<00:02, 1238.68draws/s]
Sampling 4 chains, 39 divergences:  59%|█████▉    | 4732/8000 [00:04<00:02, 1238.68draws/s]
Sampling 4 chains, 40 divergences:  59%|█████▉    | 4744/8000 [00:04<00:02, 1238.68draws/s]
Sampling 4 chains, 41 divergences:  60%|█████▉    | 4773/8000 [00:05<00:02, 1238.68draws/s]
Sampling 4 chains, 41 divergences:  60%|█████▉    | 4778/8000 [00:05<00:02, 1236.45draws/s]
Sampling 4 chains, 42 divergences:  60%|█████▉    | 4794/8000 [00:05<00:02, 1236.45draws/s]
Sampling 4 chains, 43 divergences:  60%|██████    | 4801/8000 [00:05<00:02, 1236.45draws/s]
Sampling 4 chains, 44 divergences:  60%|██████    | 4822/8000 [00:05<00:02, 1236.45draws/s]
Sampling 4 chains, 45 divergences:  60%|██████    | 4837/8000 [00:05<00:02, 1236.45draws/s]
Sampling 4 chains, 46 divergences:  61%|██████    | 4851/8000 [00:05<00:02, 1236.45draws/s]
Sampling 4 chains, 47 divergences:  61%|██████    | 4855/8000 [00:05<00:02, 1236.45draws/s]
Sampling 4 chains, 48 divergences:  61%|██████    | 4871/8000 [00:05<00:02, 1236.45draws/s]
Sampling 4 chains, 49 divergences:  61%|██████    | 4875/8000 [00:05<00:02, 1236.45draws/s]
Sampling 4 chains, 49 divergences:  61%|██████▏   | 4914/8000 [00:05<00:02, 1266.24draws/s]
Sampling 4 chains, 50 divergences:  61%|██████▏   | 4918/8000 [00:05<00:02, 1266.24draws/s]
Sampling 4 chains, 51 divergences:  62%|██████▏   | 4993/8000 [00:05<00:02, 1266.24draws/s]
Sampling 4 chains, 52 divergences:  63%|██████▎   | 5033/8000 [00:05<00:02, 1266.24draws/s]
Sampling 4 chains, 53 divergences:  63%|██████▎   | 5038/8000 [00:05<00:02, 1266.24draws/s]
Sampling 4 chains, 54 divergences:  63%|██████▎   | 5043/8000 [00:05<00:02, 1266.24draws/s]
Sampling 4 chains, 54 divergences:  63%|██████▎   | 5047/8000 [00:05<00:02, 1280.67draws/s]
Sampling 4 chains, 55 divergences:  63%|██████▎   | 5062/8000 [00:05<00:02, 1280.67draws/s]
Sampling 4 chains, 56 divergences:  63%|██████▎   | 5070/8000 [00:05<00:02, 1280.67draws/s]
Sampling 4 chains, 57 divergences:  64%|██████▍   | 5121/8000 [00:05<00:02, 1280.67draws/s]
Sampling 4 chains, 58 divergences:  64%|██████▍   | 5132/8000 [00:05<00:02, 1280.67draws/s]
Sampling 4 chains, 59 divergences:  64%|██████▍   | 5145/8000 [00:05<00:02, 1280.67draws/s]
Sampling 4 chains, 60 divergences:  65%|██████▍   | 5162/8000 [00:05<00:02, 1280.67draws/s]
Sampling 4 chains, 61 divergences:  65%|██████▍   | 5170/8000 [00:05<00:02, 1280.67draws/s]
Sampling 4 chains, 62 divergences:  65%|██████▍   | 5179/8000 [00:05<00:02, 1280.67draws/s]
Sampling 4 chains, 62 divergences:  65%|██████▍   | 5180/8000 [00:05<00:02, 1293.84draws/s]
Sampling 4 chains, 63 divergences:  66%|██████▌   | 5248/8000 [00:05<00:02, 1293.84draws/s]
Sampling 4 chains, 64 divergences:  66%|██████▌   | 5259/8000 [00:05<00:02, 1293.84draws/s]
Sampling 4 chains, 65 divergences:  66%|██████▌   | 5269/8000 [00:05<00:02, 1293.84draws/s]
Sampling 4 chains, 66 divergences:  66%|██████▌   | 5287/8000 [00:05<00:02, 1293.84draws/s]
Sampling 4 chains, 67 divergences:  66%|██████▌   | 5290/8000 [00:05<00:02, 1293.84draws/s]
Sampling 4 chains, 68 divergences:  66%|██████▌   | 5293/8000 [00:05<00:02, 1293.84draws/s]
Sampling 4 chains, 68 divergences:  66%|██████▋   | 5313/8000 [00:05<00:02, 1303.24draws/s]
Sampling 4 chains, 69 divergences:  67%|██████▋   | 5385/8000 [00:05<00:02, 1303.24draws/s]
Sampling 4 chains, 70 divergences:  68%|██████▊   | 5448/8000 [00:05<00:01, 1303.24draws/s]
Sampling 4 chains, 70 divergences:  68%|██████▊   | 5449/8000 [00:05<00:01, 1315.09draws/s]
Sampling 4 chains, 71 divergences:  69%|██████▉   | 5525/8000 [00:05<00:01, 1315.09draws/s]
Sampling 4 chains, 72 divergences:  69%|██████▉   | 5539/8000 [00:05<00:01, 1315.09draws/s]
Sampling 4 chains, 73 divergences:  70%|██████▉   | 5570/8000 [00:05<00:01, 1315.09draws/s]
Sampling 4 chains, 73 divergences:  70%|██████▉   | 5585/8000 [00:05<00:01, 1327.58draws/s]
Sampling 4 chains, 74 divergences:  70%|██████▉   | 5592/8000 [00:05<00:01, 1327.58draws/s]
Sampling 4 chains, 75 divergences:  70%|██████▉   | 5595/8000 [00:05<00:01, 1327.58draws/s]
Sampling 4 chains, 76 divergences:  70%|██████▉   | 5598/8000 [00:05<00:01, 1327.58draws/s]
Sampling 4 chains, 77 divergences:  70%|███████   | 5600/8000 [00:05<00:01, 1327.58draws/s]
Sampling 4 chains, 78 divergences:  70%|███████   | 5610/8000 [00:05<00:01, 1327.58draws/s]
Sampling 4 chains, 79 divergences:  71%|███████   | 5651/8000 [00:05<00:01, 1327.58draws/s]
Sampling 4 chains, 80 divergences:  71%|███████   | 5691/8000 [00:05<00:01, 1327.58draws/s]
Sampling 4 chains, 80 divergences:  71%|███████▏  | 5718/8000 [00:05<00:01, 1319.37draws/s]
Sampling 4 chains, 81 divergences:  72%|███████▏  | 5727/8000 [00:05<00:01, 1319.37draws/s]
Sampling 4 chains, 82 divergences:  72%|███████▏  | 5738/8000 [00:05<00:01, 1319.37draws/s]
Sampling 4 chains, 83 divergences:  72%|███████▏  | 5751/8000 [00:05<00:01, 1319.37draws/s]
Sampling 4 chains, 84 divergences:  72%|███████▏  | 5770/8000 [00:05<00:01, 1319.37draws/s]
Sampling 4 chains, 85 divergences:  72%|███████▏  | 5780/8000 [00:05<00:01, 1319.37draws/s]
Sampling 4 chains, 86 divergences:  72%|███████▏  | 5798/8000 [00:05<00:01, 1319.37draws/s]
Sampling 4 chains, 87 divergences:  72%|███████▎  | 5800/8000 [00:05<00:01, 1319.37draws/s]
Sampling 4 chains, 88 divergences:  73%|███████▎  | 5808/8000 [00:05<00:01, 1319.37draws/s]
Sampling 4 chains, 89 divergences:  73%|███████▎  | 5819/8000 [00:05<00:01, 1319.37draws/s]
Sampling 4 chains, 90 divergences:  73%|███████▎  | 5826/8000 [00:05<00:01, 1319.37draws/s]
Sampling 4 chains, 91 divergences:  73%|███████▎  | 5831/8000 [00:05<00:01, 1319.37draws/s]
Sampling 4 chains, 91 divergences:  73%|███████▎  | 5877/8000 [00:05<00:01, 1388.27draws/s]
Sampling 4 chains, 92 divergences:  73%|███████▎  | 5879/8000 [00:05<00:01, 1388.27draws/s]
Sampling 4 chains, 93 divergences:  74%|███████▎  | 5888/8000 [00:05<00:01, 1388.27draws/s]
Sampling 4 chains, 94 divergences:  74%|███████▎  | 5889/8000 [00:05<00:01, 1388.27draws/s]
Sampling 4 chains, 95 divergences:  74%|███████▍  | 5904/8000 [00:05<00:01, 1388.27draws/s]
Sampling 4 chains, 96 divergences:  74%|███████▍  | 5914/8000 [00:05<00:01, 1388.27draws/s]
Sampling 4 chains, 97 divergences:  74%|███████▍  | 5920/8000 [00:05<00:01, 1388.27draws/s]
Sampling 4 chains, 98 divergences:  74%|███████▍  | 5941/8000 [00:05<00:01, 1388.27draws/s]
Sampling 4 chains, 99 divergences:  74%|███████▍  | 5944/8000 [00:05<00:01, 1388.27draws/s]
Sampling 4 chains, 100 divergences:  74%|███████▍  | 5948/8000 [00:05<00:01, 1388.27draws/s]
Sampling 4 chains, 101 divergences:  75%|███████▍  | 5965/8000 [00:05<00:01, 1388.27draws/s]
Sampling 4 chains, 102 divergences:  75%|███████▍  | 5973/8000 [00:05<00:01, 1388.27draws/s]
Sampling 4 chains, 103 divergences:  75%|███████▌  | 6016/8000 [00:05<00:01, 1388.27draws/s]
Sampling 4 chains, 104 divergences:  75%|███████▌  | 6032/8000 [00:05<00:01, 1388.27draws/s]
Sampling 4 chains, 104 divergences:  76%|███████▌  | 6040/8000 [00:05<00:01, 1452.53draws/s]
Sampling 4 chains, 105 divergences:  76%|███████▌  | 6053/8000 [00:05<00:01, 1452.53draws/s]
Sampling 4 chains, 106 divergences:  76%|███████▌  | 6065/8000 [00:05<00:01, 1452.53draws/s]
Sampling 4 chains, 107 divergences:  76%|███████▌  | 6075/8000 [00:05<00:01, 1452.53draws/s]
Sampling 4 chains, 108 divergences:  76%|███████▌  | 6076/8000 [00:05<00:01, 1452.53draws/s]
Sampling 4 chains, 109 divergences:  76%|███████▌  | 6079/8000 [00:05<00:01, 1452.53draws/s]
Sampling 4 chains, 110 divergences:  76%|███████▌  | 6085/8000 [00:05<00:01, 1452.53draws/s]
Sampling 4 chains, 111 divergences:  76%|███████▌  | 6087/8000 [00:05<00:01, 1452.53draws/s]
Sampling 4 chains, 112 divergences:  76%|███████▌  | 6095/8000 [00:05<00:01, 1452.53draws/s]
Sampling 4 chains, 113 divergences:  76%|███████▌  | 6096/8000 [00:05<00:01, 1452.53draws/s]
Sampling 4 chains, 114 divergences:  76%|███████▌  | 6099/8000 [00:05<00:01, 1452.53draws/s]
Sampling 4 chains, 115 divergences:  76%|███████▋  | 6110/8000 [00:05<00:01, 1452.53draws/s]
Sampling 4 chains, 116 divergences:  76%|███████▋  | 6118/8000 [00:05<00:01, 1452.53draws/s]
Sampling 4 chains, 117 divergences:  77%|███████▋  | 6121/8000 [00:05<00:01, 1452.53draws/s]
Sampling 4 chains, 118 divergences:  77%|███████▋  | 6126/8000 [00:05<00:01, 1452.53draws/s]
Sampling 4 chains, 119 divergences:  77%|███████▋  | 6130/8000 [00:05<00:01, 1452.53draws/s]
Sampling 4 chains, 120 divergences:  77%|███████▋  | 6137/8000 [00:05<00:01, 1452.53draws/s]
Sampling 4 chains, 121 divergences:  77%|███████▋  | 6141/8000 [00:05<00:01, 1452.53draws/s]
Sampling 4 chains, 122 divergences:  77%|███████▋  | 6146/8000 [00:05<00:01, 1452.53draws/s]
Sampling 4 chains, 123 divergences:  77%|███████▋  | 6147/8000 [00:05<00:01, 1452.53draws/s]
Sampling 4 chains, 124 divergences:  77%|███████▋  | 6156/8000 [00:05<00:01, 1452.53draws/s]
Sampling 4 chains, 125 divergences:  77%|███████▋  | 6167/8000 [00:05<00:01, 1452.53draws/s]
Sampling 4 chains, 126 divergences:  77%|███████▋  | 6174/8000 [00:05<00:01, 1452.53draws/s]
Sampling 4 chains, 127 divergences:  77%|███████▋  | 6177/8000 [00:06<00:01, 1452.53draws/s]
Sampling 4 chains, 128 divergences:  77%|███████▋  | 6180/8000 [00:06<00:01, 1452.53draws/s]
Sampling 4 chains, 129 divergences:  77%|███████▋  | 6182/8000 [00:06<00:01, 1452.53draws/s]
Sampling 4 chains, 130 divergences:  77%|███████▋  | 6185/8000 [00:06<00:01, 1452.53draws/s]
Sampling 4 chains, 131 divergences:  77%|███████▋  | 6186/8000 [00:06<00:01, 1452.53draws/s]
Sampling 4 chains, 132 divergences:  77%|███████▋  | 6190/8000 [00:06<00:01, 1452.53draws/s]
Sampling 4 chains, 133 divergences:  78%|███████▊  | 6201/8000 [00:06<00:01, 1452.53draws/s]
Sampling 4 chains, 134 divergences:  78%|███████▊  | 6203/8000 [00:06<00:01, 1452.53draws/s]
Sampling 4 chains, 135 divergences:  78%|███████▊  | 6208/8000 [00:06<00:01, 1452.53draws/s]
Sampling 4 chains, 135 divergences:  78%|███████▊  | 6210/8000 [00:06<00:01, 1517.81draws/s]
Sampling 4 chains, 136 divergences:  78%|███████▊  | 6245/8000 [00:06<00:01, 1517.81draws/s]
Sampling 4 chains, 137 divergences:  78%|███████▊  | 6246/8000 [00:06<00:01, 1517.81draws/s]
Sampling 4 chains, 138 divergences:  78%|███████▊  | 6253/8000 [00:06<00:01, 1517.81draws/s]
Sampling 4 chains, 139 divergences:  78%|███████▊  | 6263/8000 [00:06<00:01, 1517.81draws/s]
Sampling 4 chains, 140 divergences:  78%|███████▊  | 6266/8000 [00:06<00:01, 1517.81draws/s]
Sampling 4 chains, 141 divergences:  79%|███████▊  | 6282/8000 [00:06<00:01, 1517.81draws/s]
Sampling 4 chains, 142 divergences:  79%|███████▉  | 6328/8000 [00:06<00:01, 1517.81draws/s]
Sampling 4 chains, 143 divergences:  79%|███████▉  | 6356/8000 [00:06<00:01, 1517.81draws/s]
Sampling 4 chains, 144 divergences:  80%|███████▉  | 6372/8000 [00:06<00:01, 1517.81draws/s]
Sampling 4 chains, 145 divergences:  80%|███████▉  | 6375/8000 [00:06<00:01, 1517.81draws/s]
Sampling 4 chains, 145 divergences:  80%|███████▉  | 6379/8000 [00:06<00:01, 1558.12draws/s]
Sampling 4 chains, 146 divergences:  80%|███████▉  | 6391/8000 [00:06<00:01, 1558.12draws/s]
Sampling 4 chains, 147 divergences:  80%|███████▉  | 6399/8000 [00:06<00:01, 1558.12draws/s]
Sampling 4 chains, 148 divergences:  80%|████████  | 6405/8000 [00:06<00:01, 1558.12draws/s]
Sampling 4 chains, 149 divergences:  80%|████████  | 6421/8000 [00:06<00:01, 1558.12draws/s]
Sampling 4 chains, 150 divergences:  80%|████████  | 6423/8000 [00:06<00:01, 1558.12draws/s]
Sampling 4 chains, 151 divergences:  80%|████████  | 6426/8000 [00:06<00:01, 1558.12draws/s]
Sampling 4 chains, 152 divergences:  81%|████████  | 6443/8000 [00:06<00:00, 1558.12draws/s]
Sampling 4 chains, 153 divergences:  81%|████████  | 6454/8000 [00:06<00:00, 1558.12draws/s]
Sampling 4 chains, 154 divergences:  81%|████████  | 6456/8000 [00:06<00:00, 1558.12draws/s]
Sampling 4 chains, 155 divergences:  81%|████████  | 6459/8000 [00:06<00:00, 1558.12draws/s]
Sampling 4 chains, 156 divergences:  81%|████████  | 6461/8000 [00:06<00:00, 1558.12draws/s]
Sampling 4 chains, 157 divergences:  81%|████████  | 6463/8000 [00:06<00:00, 1558.12draws/s]
Sampling 4 chains, 158 divergences:  81%|████████  | 6466/8000 [00:06<00:00, 1558.12draws/s]
Sampling 4 chains, 159 divergences:  81%|████████▏ | 6512/8000 [00:06<00:00, 1558.12draws/s]
Sampling 4 chains, 160 divergences:  82%|████████▏ | 6520/8000 [00:06<00:00, 1558.12draws/s]
Sampling 4 chains, 161 divergences:  82%|████████▏ | 6530/8000 [00:06<00:00, 1558.12draws/s]
Sampling 4 chains, 162 divergences:  82%|████████▏ | 6539/8000 [00:06<00:00, 1558.12draws/s]
Sampling 4 chains, 163 divergences:  82%|████████▏ | 6544/8000 [00:06<00:00, 1558.12draws/s]
Sampling 4 chains, 164 divergences:  82%|████████▏ | 6556/8000 [00:06<00:00, 1558.12draws/s]
Sampling 4 chains, 165 divergences:  82%|████████▏ | 6561/8000 [00:06<00:00, 1558.12draws/s]
Sampling 4 chains, 166 divergences:  82%|████████▏ | 6562/8000 [00:06<00:00, 1558.12draws/s]
Sampling 4 chains, 166 divergences:  82%|████████▏ | 6565/8000 [00:06<00:00, 1633.53draws/s]
Sampling 4 chains, 167 divergences:  82%|████████▏ | 6570/8000 [00:06<00:00, 1633.53draws/s]
Sampling 4 chains, 168 divergences:  82%|████████▎ | 6600/8000 [00:06<00:00, 1633.53draws/s]
Sampling 4 chains, 169 divergences:  83%|████████▎ | 6624/8000 [00:06<00:00, 1633.53draws/s]
Sampling 4 chains, 170 divergences:  83%|████████▎ | 6626/8000 [00:06<00:00, 1633.53draws/s]
Sampling 4 chains, 171 divergences:  83%|████████▎ | 6643/8000 [00:06<00:00, 1633.53draws/s]
Sampling 4 chains, 172 divergences:  83%|████████▎ | 6648/8000 [00:06<00:00, 1633.53draws/s]
Sampling 4 chains, 173 divergences:  83%|████████▎ | 6670/8000 [00:06<00:00, 1633.53draws/s]
Sampling 4 chains, 174 divergences:  83%|████████▎ | 6673/8000 [00:06<00:00, 1633.53draws/s]
Sampling 4 chains, 175 divergences:  84%|████████▍ | 6706/8000 [00:06<00:00, 1633.53draws/s]
Sampling 4 chains, 176 divergences:  84%|████████▍ | 6710/8000 [00:06<00:00, 1633.53draws/s]
Sampling 4 chains, 176 divergences:  84%|████████▍ | 6733/8000 [00:06<00:00, 1642.09draws/s]
Sampling 4 chains, 177 divergences:  85%|████████▍ | 6782/8000 [00:06<00:00, 1642.09draws/s]
Sampling 4 chains, 178 divergences:  85%|████████▌ | 6803/8000 [00:06<00:00, 1642.09draws/s]
Sampling 4 chains, 179 divergences:  85%|████████▌ | 6808/8000 [00:06<00:00, 1642.09draws/s]
Sampling 4 chains, 180 divergences:  85%|████████▌ | 6810/8000 [00:06<00:00, 1642.09draws/s]
Sampling 4 chains, 181 divergences:  85%|████████▌ | 6825/8000 [00:06<00:00, 1642.09draws/s]
Sampling 4 chains, 182 divergences:  86%|████████▌ | 6841/8000 [00:06<00:00, 1642.09draws/s]
Sampling 4 chains, 183 divergences:  86%|████████▌ | 6844/8000 [00:06<00:00, 1642.09draws/s]
Sampling 4 chains, 184 divergences:  86%|████████▌ | 6850/8000 [00:06<00:00, 1642.09draws/s]
Sampling 4 chains, 185 divergences:  86%|████████▌ | 6854/8000 [00:06<00:00, 1642.09draws/s]
Sampling 4 chains, 185 divergences:  86%|████████▌ | 6899/8000 [00:06<00:00, 1614.80draws/s]
Sampling 4 chains, 186 divergences:  86%|████████▋ | 6900/8000 [00:06<00:00, 1614.80draws/s]
Sampling 4 chains, 187 divergences:  86%|████████▋ | 6904/8000 [00:06<00:00, 1614.80draws/s]
Sampling 4 chains, 188 divergences:  86%|████████▋ | 6909/8000 [00:06<00:00, 1614.80draws/s]
Sampling 4 chains, 189 divergences:  86%|████████▋ | 6913/8000 [00:06<00:00, 1614.80draws/s]
Sampling 4 chains, 190 divergences:  87%|████████▋ | 6928/8000 [00:06<00:00, 1614.80draws/s]
Sampling 4 chains, 191 divergences:  88%|████████▊ | 7026/8000 [00:06<00:00, 1614.80draws/s]
Sampling 4 chains, 192 divergences:  88%|████████▊ | 7042/8000 [00:06<00:00, 1614.80draws/s]
Sampling 4 chains, 192 divergences:  88%|████████▊ | 7062/8000 [00:06<00:00, 1537.35draws/s]
Sampling 4 chains, 193 divergences:  89%|████████▉ | 7133/8000 [00:06<00:00, 1537.35draws/s]
Sampling 4 chains, 194 divergences:  89%|████████▉ | 7146/8000 [00:06<00:00, 1537.35draws/s]
Sampling 4 chains, 195 divergences:  89%|████████▉ | 7148/8000 [00:06<00:00, 1537.35draws/s]
Sampling 4 chains, 196 divergences:  89%|████████▉ | 7150/8000 [00:06<00:00, 1537.35draws/s]
Sampling 4 chains, 197 divergences:  89%|████████▉ | 7152/8000 [00:06<00:00, 1537.35draws/s]
Sampling 4 chains, 198 divergences:  90%|████████▉ | 7173/8000 [00:06<00:00, 1537.35draws/s]
Sampling 4 chains, 199 divergences:  90%|████████▉ | 7190/8000 [00:06<00:00, 1537.35draws/s]
Sampling 4 chains, 200 divergences:  90%|█████████ | 7204/8000 [00:06<00:00, 1537.35draws/s]
Sampling 4 chains, 200 divergences:  90%|█████████ | 7221/8000 [00:06<00:00, 1550.09draws/s]
Sampling 4 chains, 201 divergences:  90%|█████████ | 7228/8000 [00:06<00:00, 1550.09draws/s]
Sampling 4 chains, 201 divergences:  92%|█████████▏| 7378/8000 [00:06<00:00, 1383.01draws/s]
Sampling 4 chains, 201 divergences:  94%|█████████▍| 7521/8000 [00:06<00:00, 1298.65draws/s]
Sampling 4 chains, 201 divergences:  96%|█████████▌| 7655/8000 [00:07<00:00, 1145.73draws/s]
Sampling 4 chains, 202 divergences:  96%|█████████▋| 7717/8000 [00:07<00:00, 1145.73draws/s]
Sampling 4 chains, 202 divergences:  97%|█████████▋| 7776/8000 [00:07<00:00, 1027.24draws/s]
Sampling 4 chains, 202 divergences:  99%|█████████▊| 7886/8000 [00:07<00:00, 729.84draws/s] 
Sampling 4 chains, 202 divergences: 100%|█████████▉| 7976/8000 [00:07<00:00, 689.76draws/s]
Sampling 4 chains, 202 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1043.24draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 49/8000 [00:00<00:16, 484.10draws/s]
Sampling 4 chains, 0 divergences:   1%|▏         | 100/8000 [00:00<00:16, 486.67draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 157/8000 [00:00<00:15, 508.65draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 233/8000 [00:00<00:13, 562.33draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 327/8000 [00:00<00:12, 635.73draws/s]
Sampling 4 chains, 0 divergences:   5%|▌         | 416/8000 [00:00<00:10, 694.51draws/s]
Sampling 4 chains, 0 divergences:   6%|▋         | 501/8000 [00:00<00:10, 733.38draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 584/8000 [00:00<00:09, 757.99draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 678/8000 [00:00<00:09, 803.64draws/s]
Sampling 4 chains, 0 divergences:  10%|▉         | 760/8000 [00:01<00:09, 793.87draws/s]
Sampling 4 chains, 0 divergences:  11%|█         | 859/8000 [00:01<00:08, 841.49draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 956/8000 [00:01<00:08, 875.38draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1053/8000 [00:01<00:07, 901.54draws/s]
Sampling 4 chains, 0 divergences:  15%|█▍        | 1176/8000 [00:01<00:06, 975.16draws/s]
Sampling 4 chains, 0 divergences:  16%|█▌        | 1289/8000 [00:01<00:06, 1016.38draws/s]
Sampling 4 chains, 0 divergences:  17%|█▋        | 1394/8000 [00:01<00:06, 1025.32draws/s]
Sampling 4 chains, 0 divergences:  19%|█▉        | 1501/8000 [00:01<00:06, 1034.06draws/s]
Sampling 4 chains, 0 divergences:  20%|██        | 1606/8000 [00:01<00:06, 1022.87draws/s]
Sampling 4 chains, 0 divergences:  21%|██▏       | 1719/8000 [00:01<00:05, 1051.10draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1839/8000 [00:02<00:05, 1088.66draws/s]
Sampling 4 chains, 0 divergences:  24%|██▍       | 1949/8000 [00:02<00:05, 1061.15draws/s]
Sampling 4 chains, 0 divergences:  26%|██▌       | 2056/8000 [00:02<00:05, 997.93draws/s] 
Sampling 4 chains, 0 divergences:  27%|██▋       | 2176/8000 [00:02<00:05, 1046.31draws/s]
Sampling 4 chains, 0 divergences:  29%|██▊       | 2289/8000 [00:02<00:05, 1068.30draws/s]
Sampling 4 chains, 0 divergences:  30%|██▉       | 2398/8000 [00:02<00:05, 1058.54draws/s]
Sampling 4 chains, 0 divergences:  31%|███▏      | 2505/8000 [00:02<00:05, 1040.17draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2610/8000 [00:02<00:05, 1024.88draws/s]
Sampling 4 chains, 0 divergences:  34%|███▍      | 2722/8000 [00:02<00:05, 1051.02draws/s]
Sampling 4 chains, 0 divergences:  35%|███▌      | 2838/8000 [00:02<00:04, 1078.80draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2956/8000 [00:03<00:04, 1107.21draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3068/8000 [00:03<00:04, 1090.67draws/s]
Sampling 4 chains, 0 divergences:  40%|███▉      | 3178/8000 [00:03<00:04, 1006.43draws/s]
Sampling 4 chains, 0 divergences:  41%|████      | 3281/8000 [00:03<00:04, 969.36draws/s] 
Sampling 4 chains, 0 divergences:  42%|████▏     | 3388/8000 [00:03<00:04, 994.29draws/s]
Sampling 4 chains, 0 divergences:  44%|████▎     | 3489/8000 [00:03<00:04, 991.46draws/s]
Sampling 4 chains, 0 divergences:  45%|████▍     | 3589/8000 [00:03<00:04, 979.73draws/s]
Sampling 4 chains, 0 divergences:  46%|████▌     | 3688/8000 [00:03<00:04, 943.53draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3802/8000 [00:03<00:04, 992.60draws/s]
Sampling 4 chains, 0 divergences:  49%|████▉     | 3903/8000 [00:04<00:04, 965.06draws/s]
Sampling 4 chains, 0 divergences:  50%|█████     | 4001/8000 [00:04<00:04, 954.79draws/s]
Sampling 4 chains, 0 divergences:  51%|█████▏    | 4115/8000 [00:04<00:03, 1003.09draws/s]
Sampling 4 chains, 1 divergences:  52%|█████▏    | 4139/8000 [00:04<00:03, 1003.09draws/s]
Sampling 4 chains, 1 divergences:  53%|█████▎    | 4231/8000 [00:04<00:03, 1042.45draws/s]
Sampling 4 chains, 2 divergences:  53%|█████▎    | 4243/8000 [00:04<00:03, 1042.45draws/s]
Sampling 4 chains, 2 divergences:  54%|█████▍    | 4356/8000 [00:04<00:03, 1096.84draws/s]
Sampling 4 chains, 2 divergences:  56%|█████▌    | 4468/8000 [00:04<00:03, 1096.67draws/s]
Sampling 4 chains, 2 divergences:  57%|█████▋    | 4583/8000 [00:04<00:03, 1111.60draws/s]
Sampling 4 chains, 2 divergences:  59%|█████▊    | 4697/8000 [00:04<00:02, 1112.14draws/s]
Sampling 4 chains, 3 divergences:  59%|█████▉    | 4708/8000 [00:04<00:02, 1112.14draws/s]
Sampling 4 chains, 4 divergences:  59%|█████▉    | 4747/8000 [00:04<00:02, 1112.14draws/s]
Sampling 4 chains, 4 divergences:  60%|██████    | 4822/8000 [00:04<00:02, 1149.68draws/s]
Sampling 4 chains, 5 divergences:  61%|██████    | 4848/8000 [00:04<00:02, 1149.68draws/s]
Sampling 4 chains, 5 divergences:  62%|██████▏   | 4947/8000 [00:04<00:02, 1177.86draws/s]
Sampling 4 chains, 5 divergences:  63%|██████▎   | 5072/8000 [00:05<00:02, 1197.60draws/s]
Sampling 4 chains, 5 divergences:  65%|██████▍   | 5193/8000 [00:05<00:02, 1185.55draws/s]
Sampling 4 chains, 5 divergences:  66%|██████▋   | 5312/8000 [00:05<00:02, 1144.12draws/s]
Sampling 4 chains, 6 divergences:  67%|██████▋   | 5384/8000 [00:05<00:02, 1144.12draws/s]
Sampling 4 chains, 7 divergences:  68%|██████▊   | 5424/8000 [00:05<00:02, 1144.12draws/s]
Sampling 4 chains, 7 divergences:  68%|██████▊   | 5436/8000 [00:05<00:02, 1170.04draws/s]
Sampling 4 chains, 7 divergences:  69%|██████▉   | 5556/8000 [00:05<00:02, 1177.16draws/s]
Sampling 4 chains, 7 divergences:  71%|███████   | 5675/8000 [00:05<00:02, 1142.90draws/s]
Sampling 4 chains, 7 divergences:  72%|███████▏  | 5790/8000 [00:05<00:01, 1126.66draws/s]
Sampling 4 chains, 8 divergences:  73%|███████▎  | 5869/8000 [00:05<00:01, 1126.66draws/s]
Sampling 4 chains, 8 divergences:  74%|███████▍  | 5904/8000 [00:05<00:01, 1126.60draws/s]
Sampling 4 chains, 9 divergences:  74%|███████▍  | 5936/8000 [00:05<00:01, 1126.60draws/s]
Sampling 4 chains, 10 divergences:  75%|███████▍  | 5962/8000 [00:05<00:01, 1126.60draws/s]
Sampling 4 chains, 11 divergences:  75%|███████▍  | 5965/8000 [00:05<00:01, 1126.60draws/s]
Sampling 4 chains, 12 divergences:  75%|███████▍  | 5971/8000 [00:05<00:01, 1126.60draws/s]
Sampling 4 chains, 13 divergences:  75%|███████▌  | 6004/8000 [00:05<00:01, 1126.60draws/s]
Sampling 4 chains, 14 divergences:  75%|███████▌  | 6008/8000 [00:05<00:01, 1126.60draws/s]
Sampling 4 chains, 15 divergences:  75%|███████▌  | 6012/8000 [00:05<00:01, 1126.60draws/s]
Sampling 4 chains, 16 divergences:  75%|███████▌  | 6034/8000 [00:05<00:01, 1126.60draws/s]
Sampling 4 chains, 17 divergences:  76%|███████▌  | 6044/8000 [00:05<00:01, 1126.60draws/s]
Sampling 4 chains, 18 divergences:  76%|███████▌  | 6046/8000 [00:05<00:01, 1126.60draws/s]
Sampling 4 chains, 18 divergences:  76%|███████▌  | 6047/8000 [00:05<00:01, 1202.23draws/s]
Sampling 4 chains, 19 divergences:  76%|███████▌  | 6049/8000 [00:05<00:01, 1202.23draws/s]
Sampling 4 chains, 20 divergences:  76%|███████▌  | 6089/8000 [00:05<00:01, 1202.23draws/s]
Sampling 4 chains, 21 divergences:  76%|███████▋  | 6117/8000 [00:05<00:01, 1202.23draws/s]
Sampling 4 chains, 22 divergences:  77%|███████▋  | 6129/8000 [00:05<00:01, 1202.23draws/s]
Sampling 4 chains, 23 divergences:  77%|███████▋  | 6149/8000 [00:05<00:01, 1202.23draws/s]
Sampling 4 chains, 24 divergences:  77%|███████▋  | 6170/8000 [00:06<00:01, 1202.23draws/s]
Sampling 4 chains, 24 divergences:  77%|███████▋  | 6187/8000 [00:06<00:01, 1254.32draws/s]
Sampling 4 chains, 25 divergences:  78%|███████▊  | 6256/8000 [00:06<00:01, 1254.32draws/s]
Sampling 4 chains, 26 divergences:  79%|███████▉  | 6311/8000 [00:06<00:01, 1254.32draws/s]
Sampling 4 chains, 27 divergences:  79%|███████▉  | 6315/8000 [00:06<00:01, 1254.32draws/s]
Sampling 4 chains, 28 divergences:  79%|███████▉  | 6318/8000 [00:06<00:01, 1254.32draws/s]
Sampling 4 chains, 29 divergences:  79%|███████▉  | 6321/8000 [00:06<00:01, 1254.32draws/s]
Sampling 4 chains, 29 divergences:  79%|███████▉  | 6322/8000 [00:06<00:01, 1281.18draws/s]
Sampling 4 chains, 30 divergences:  79%|███████▉  | 6323/8000 [00:06<00:01, 1281.18draws/s]
Sampling 4 chains, 31 divergences:  79%|███████▉  | 6329/8000 [00:06<00:01, 1281.18draws/s]
Sampling 4 chains, 32 divergences:  79%|███████▉  | 6335/8000 [00:06<00:01, 1281.18draws/s]
Sampling 4 chains, 33 divergences:  79%|███████▉  | 6343/8000 [00:06<00:01, 1281.18draws/s]
Sampling 4 chains, 34 divergences:  79%|███████▉  | 6353/8000 [00:06<00:01, 1281.18draws/s]
Sampling 4 chains, 35 divergences:  80%|███████▉  | 6375/8000 [00:06<00:01, 1281.18draws/s]
Sampling 4 chains, 36 divergences:  80%|███████▉  | 6382/8000 [00:06<00:01, 1281.18draws/s]
Sampling 4 chains, 37 divergences:  80%|███████▉  | 6395/8000 [00:06<00:01, 1281.18draws/s]
Sampling 4 chains, 38 divergences:  80%|████████  | 6408/8000 [00:06<00:01, 1281.18draws/s]
Sampling 4 chains, 39 divergences:  80%|████████  | 6417/8000 [00:06<00:01, 1281.18draws/s]
Sampling 4 chains, 40 divergences:  81%|████████  | 6458/8000 [00:06<00:01, 1281.18draws/s]
Sampling 4 chains, 41 divergences:  81%|████████  | 6459/8000 [00:06<00:01, 1281.18draws/s]
Sampling 4 chains, 42 divergences:  81%|████████  | 6460/8000 [00:06<00:01, 1281.18draws/s]
Sampling 4 chains, 42 divergences:  81%|████████  | 6468/8000 [00:06<00:01, 1328.87draws/s]
Sampling 4 chains, 43 divergences:  81%|████████▏ | 6504/8000 [00:06<00:01, 1328.87draws/s]
Sampling 4 chains, 44 divergences:  82%|████████▏ | 6534/8000 [00:06<00:01, 1328.87draws/s]
Sampling 4 chains, 45 divergences:  82%|████████▏ | 6537/8000 [00:06<00:01, 1328.87draws/s]
Sampling 4 chains, 46 divergences:  82%|████████▏ | 6542/8000 [00:06<00:01, 1328.87draws/s]
Sampling 4 chains, 47 divergences:  82%|████████▏ | 6568/8000 [00:06<00:01, 1328.87draws/s]
Sampling 4 chains, 48 divergences:  82%|████████▏ | 6578/8000 [00:06<00:01, 1328.87draws/s]
Sampling 4 chains, 49 divergences:  82%|████████▏ | 6584/8000 [00:06<00:01, 1328.87draws/s]
Sampling 4 chains, 50 divergences:  82%|████████▏ | 6598/8000 [00:06<00:01, 1328.87draws/s]
Sampling 4 chains, 51 divergences:  83%|████████▎ | 6608/8000 [00:06<00:01, 1328.87draws/s]
Sampling 4 chains, 52 divergences:  83%|████████▎ | 6610/8000 [00:06<00:01, 1328.87draws/s]
Sampling 4 chains, 53 divergences:  83%|████████▎ | 6619/8000 [00:06<00:01, 1328.87draws/s]
Sampling 4 chains, 54 divergences:  83%|████████▎ | 6629/8000 [00:06<00:01, 1328.87draws/s]
Sampling 4 chains, 54 divergences:  83%|████████▎ | 6634/8000 [00:06<00:00, 1412.93draws/s]
Sampling 4 chains, 55 divergences:  83%|████████▎ | 6637/8000 [00:06<00:00, 1412.93draws/s]
Sampling 4 chains, 56 divergences:  83%|████████▎ | 6641/8000 [00:06<00:00, 1412.93draws/s]
Sampling 4 chains, 57 divergences:  83%|████████▎ | 6650/8000 [00:06<00:00, 1412.93draws/s]
Sampling 4 chains, 58 divergences:  83%|████████▎ | 6656/8000 [00:06<00:00, 1412.93draws/s]
Sampling 4 chains, 59 divergences:  83%|████████▎ | 6669/8000 [00:06<00:00, 1412.93draws/s]
Sampling 4 chains, 60 divergences:  83%|████████▎ | 6675/8000 [00:06<00:00, 1412.93draws/s]
Sampling 4 chains, 61 divergences:  83%|████████▎ | 6677/8000 [00:06<00:00, 1412.93draws/s]
Sampling 4 chains, 62 divergences:  84%|████████▎ | 6685/8000 [00:06<00:00, 1412.93draws/s]
Sampling 4 chains, 63 divergences:  84%|████████▎ | 6696/8000 [00:06<00:00, 1412.93draws/s]
Sampling 4 chains, 64 divergences:  84%|████████▍ | 6711/8000 [00:06<00:00, 1412.93draws/s]
Sampling 4 chains, 65 divergences:  84%|████████▍ | 6718/8000 [00:06<00:00, 1412.93draws/s]
Sampling 4 chains, 65 divergences:  85%|████████▍ | 6780/8000 [00:06<00:00, 1421.67draws/s]
Sampling 4 chains, 66 divergences:  85%|████████▌ | 6803/8000 [00:06<00:00, 1421.67draws/s]
Sampling 4 chains, 67 divergences:  86%|████████▌ | 6847/8000 [00:06<00:00, 1421.67draws/s]
Sampling 4 chains, 68 divergences:  86%|████████▌ | 6850/8000 [00:06<00:00, 1421.67draws/s]
Sampling 4 chains, 69 divergences:  86%|████████▌ | 6861/8000 [00:06<00:00, 1421.67draws/s]
Sampling 4 chains, 70 divergences:  86%|████████▌ | 6885/8000 [00:06<00:00, 1421.67draws/s]
Sampling 4 chains, 71 divergences:  86%|████████▌ | 6888/8000 [00:06<00:00, 1421.67draws/s]
Sampling 4 chains, 72 divergences:  86%|████████▌ | 6894/8000 [00:06<00:00, 1421.67draws/s]
Sampling 4 chains, 73 divergences:  86%|████████▋ | 6900/8000 [00:06<00:00, 1421.67draws/s]
Sampling 4 chains, 74 divergences:  86%|████████▋ | 6912/8000 [00:06<00:00, 1421.67draws/s]
Sampling 4 chains, 74 divergences:  87%|████████▋ | 6924/8000 [00:06<00:00, 1363.29draws/s]
Sampling 4 chains, 75 divergences:  87%|████████▋ | 6934/8000 [00:06<00:00, 1363.29draws/s]
Sampling 4 chains, 76 divergences:  87%|████████▋ | 6951/8000 [00:06<00:00, 1363.29draws/s]
Sampling 4 chains, 77 divergences:  87%|████████▋ | 6975/8000 [00:06<00:00, 1363.29draws/s]
Sampling 4 chains, 78 divergences:  87%|████████▋ | 6977/8000 [00:06<00:00, 1363.29draws/s]
Sampling 4 chains, 79 divergences:  87%|████████▋ | 6988/8000 [00:06<00:00, 1363.29draws/s]
Sampling 4 chains, 80 divergences:  87%|████████▋ | 6991/8000 [00:06<00:00, 1363.29draws/s]
Sampling 4 chains, 81 divergences:  87%|████████▋ | 6994/8000 [00:06<00:00, 1363.29draws/s]
Sampling 4 chains, 82 divergences:  88%|████████▊ | 7004/8000 [00:06<00:00, 1363.29draws/s]
Sampling 4 chains, 83 divergences:  88%|████████▊ | 7006/8000 [00:06<00:00, 1363.29draws/s]
Sampling 4 chains, 84 divergences:  88%|████████▊ | 7020/8000 [00:06<00:00, 1363.29draws/s]
Sampling 4 chains, 85 divergences:  88%|████████▊ | 7023/8000 [00:06<00:00, 1363.29draws/s]
Sampling 4 chains, 86 divergences:  88%|████████▊ | 7025/8000 [00:06<00:00, 1363.29draws/s]
Sampling 4 chains, 87 divergences:  88%|████████▊ | 7029/8000 [00:06<00:00, 1363.29draws/s]
Sampling 4 chains, 88 divergences:  88%|████████▊ | 7044/8000 [00:06<00:00, 1363.29draws/s]
Sampling 4 chains, 89 divergences:  88%|████████▊ | 7046/8000 [00:06<00:00, 1363.29draws/s]
Sampling 4 chains, 89 divergences:  88%|████████▊ | 7063/8000 [00:06<00:00, 1351.20draws/s]
Sampling 4 chains, 90 divergences:  89%|████████▉ | 7120/8000 [00:06<00:00, 1351.20draws/s]
Sampling 4 chains, 91 divergences:  89%|████████▉ | 7121/8000 [00:06<00:00, 1351.20draws/s]
Sampling 4 chains, 92 divergences:  89%|████████▉ | 7124/8000 [00:06<00:00, 1351.20draws/s]
Sampling 4 chains, 93 divergences:  89%|████████▉ | 7127/8000 [00:06<00:00, 1351.20draws/s]
Sampling 4 chains, 94 divergences:  90%|████████▉ | 7171/8000 [00:06<00:00, 1351.20draws/s]
Sampling 4 chains, 94 divergences:  90%|█████████ | 7200/8000 [00:06<00:00, 1323.10draws/s]
Sampling 4 chains, 94 divergences:  92%|█████████▏| 7334/8000 [00:06<00:00, 1217.66draws/s]
Sampling 4 chains, 95 divergences:  92%|█████████▏| 7367/8000 [00:06<00:00, 1217.66draws/s]
Sampling 4 chains, 95 divergences:  93%|█████████▎| 7459/8000 [00:07<00:00, 1125.14draws/s]
Sampling 4 chains, 95 divergences:  95%|█████████▍| 7586/8000 [00:07<00:00, 1163.51draws/s]
Sampling 4 chains, 95 divergences:  96%|█████████▋| 7705/8000 [00:07<00:00, 1164.90draws/s]
Sampling 4 chains, 95 divergences:  98%|█████████▊| 7824/8000 [00:07<00:00, 1069.74draws/s]
Sampling 4 chains, 95 divergences:  99%|█████████▉| 7934/8000 [00:07<00:00, 854.53draws/s] 
Sampling 4 chains, 95 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1040.46draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 53/8000 [00:00<00:15, 521.10draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 134/8000 [00:00<00:13, 581.43draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 216/8000 [00:00<00:12, 635.94draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 302/8000 [00:00<00:11, 689.77draws/s]
Sampling 4 chains, 0 divergences:   5%|▍         | 390/8000 [00:00<00:10, 737.05draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 485/8000 [00:00<00:09, 788.76draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 595/8000 [00:00<00:08, 861.61draws/s]
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Sampling 4 chains, 0 divergences:  15%|█▍        | 1194/8000 [00:01<00:07, 966.14draws/s]
Sampling 4 chains, 0 divergences:  16%|█▌        | 1297/8000 [00:01<00:06, 979.43draws/s]
Sampling 4 chains, 0 divergences:  17%|█▋        | 1396/8000 [00:01<00:06, 956.27draws/s]
Sampling 4 chains, 0 divergences:  19%|█▊        | 1493/8000 [00:01<00:06, 949.96draws/s]
Sampling 4 chains, 0 divergences:  20%|██        | 1600/8000 [00:01<00:06, 982.30draws/s]
Sampling 4 chains, 0 divergences:  21%|██▏       | 1708/8000 [00:01<00:06, 1006.72draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1814/8000 [00:01<00:06, 1019.76draws/s]
Sampling 4 chains, 0 divergences:  24%|██▍       | 1917/8000 [00:02<00:05, 1020.00draws/s]
Sampling 4 chains, 0 divergences:  25%|██▌       | 2020/8000 [00:02<00:05, 1016.35draws/s]
Sampling 4 chains, 0 divergences:  27%|██▋       | 2124/8000 [00:02<00:05, 1020.93draws/s]
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Sampling 4 chains, 0 divergences:  29%|██▉       | 2325/8000 [00:02<00:05, 952.85draws/s]
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Sampling 4 chains, 0 divergences:  32%|███▏      | 2548/8000 [00:02<00:05, 1027.71draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2663/8000 [00:02<00:05, 1058.09draws/s]
Sampling 4 chains, 0 divergences:  35%|███▍      | 2775/8000 [00:02<00:04, 1073.30draws/s]
Sampling 4 chains, 0 divergences:  36%|███▌      | 2883/8000 [00:02<00:04, 1036.91draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2988/8000 [00:03<00:04, 1009.56draws/s]
Sampling 4 chains, 0 divergences:  39%|███▊      | 3091/8000 [00:03<00:04, 1015.35draws/s]
Sampling 4 chains, 0 divergences:  40%|███▉      | 3197/8000 [00:03<00:04, 1022.49draws/s]
Sampling 4 chains, 0 divergences:  41%|████▏     | 3312/8000 [00:03<00:04, 1056.90draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3419/8000 [00:03<00:04, 1053.25draws/s]
Sampling 4 chains, 0 divergences:  44%|████▍     | 3539/8000 [00:03<00:04, 1088.42draws/s]
Sampling 4 chains, 0 divergences:  46%|████▌     | 3649/8000 [00:03<00:04, 1032.76draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3754/8000 [00:03<00:04, 933.82draws/s] 
Sampling 4 chains, 0 divergences:  48%|████▊     | 3850/8000 [00:03<00:04, 930.53draws/s]
Sampling 4 chains, 0 divergences:  49%|████▉     | 3955/8000 [00:04<00:04, 962.10draws/s]
Sampling 4 chains, 0 divergences:  51%|█████     | 4053/8000 [00:04<00:04, 966.70draws/s]
Sampling 4 chains, 0 divergences:  52%|█████▏    | 4159/8000 [00:04<00:03, 991.92draws/s]
Sampling 4 chains, 1 divergences:  53%|█████▎    | 4234/8000 [00:04<00:03, 991.92draws/s]
Sampling 4 chains, 2 divergences:  53%|█████▎    | 4236/8000 [00:04<00:03, 991.92draws/s]
Sampling 4 chains, 3 divergences:  53%|█████▎    | 4268/8000 [00:04<00:03, 991.92draws/s]
Sampling 4 chains, 3 divergences:  54%|█████▎    | 4286/8000 [00:04<00:03, 1059.26draws/s]
Sampling 4 chains, 4 divergences:  54%|█████▍    | 4325/8000 [00:04<00:03, 1059.26draws/s]
Sampling 4 chains, 5 divergences:  55%|█████▍    | 4363/8000 [00:04<00:03, 1059.26draws/s]
Sampling 4 chains, 6 divergences:  55%|█████▍    | 4367/8000 [00:04<00:03, 1059.26draws/s]
Sampling 4 chains, 6 divergences:  55%|█████▌    | 4429/8000 [00:04<00:03, 1148.17draws/s]
Sampling 4 chains, 7 divergences:  56%|█████▋    | 4519/8000 [00:04<00:03, 1148.17draws/s]
Sampling 4 chains, 7 divergences:  57%|█████▋    | 4559/8000 [00:04<00:02, 1186.71draws/s]
Sampling 4 chains, 8 divergences:  58%|█████▊    | 4677/8000 [00:04<00:02, 1186.71draws/s]
Sampling 4 chains, 8 divergences:  59%|█████▊    | 4681/8000 [00:04<00:02, 1158.24draws/s]
Sampling 4 chains, 8 divergences:  60%|█████▉    | 4799/8000 [00:04<00:02, 1153.43draws/s]
Sampling 4 chains, 8 divergences:  61%|██████▏   | 4916/8000 [00:04<00:02, 1151.84draws/s]
Sampling 4 chains, 8 divergences:  63%|██████▎   | 5033/8000 [00:04<00:02, 1139.99draws/s]
Sampling 4 chains, 9 divergences:  64%|██████▍   | 5156/8000 [00:05<00:02, 1139.99draws/s]
Sampling 4 chains, 9 divergences:  64%|██████▍   | 5160/8000 [00:05<00:02, 1175.10draws/s]
Sampling 4 chains, 10 divergences:  66%|██████▌   | 5270/8000 [00:05<00:02, 1175.10draws/s]
Sampling 4 chains, 10 divergences:  66%|██████▌   | 5279/8000 [00:05<00:02, 1158.30draws/s]
Sampling 4 chains, 10 divergences:  68%|██████▊   | 5411/8000 [00:05<00:02, 1201.45draws/s]
Sampling 4 chains, 11 divergences:  69%|██████▊   | 5482/8000 [00:05<00:02, 1201.45draws/s]
Sampling 4 chains, 11 divergences:  69%|██████▉   | 5532/8000 [00:05<00:02, 1194.71draws/s]
Sampling 4 chains, 11 divergences:  71%|███████   | 5653/8000 [00:05<00:01, 1179.78draws/s]
Sampling 4 chains, 11 divergences:  72%|███████▏  | 5772/8000 [00:05<00:01, 1160.88draws/s]
Sampling 4 chains, 11 divergences:  74%|███████▎  | 5895/8000 [00:05<00:01, 1179.54draws/s]
Sampling 4 chains, 12 divergences:  75%|███████▍  | 5985/8000 [00:05<00:01, 1179.54draws/s]
Sampling 4 chains, 12 divergences:  75%|███████▌  | 6017/8000 [00:05<00:01, 1191.09draws/s]
Sampling 4 chains, 12 divergences:  77%|███████▋  | 6137/8000 [00:05<00:01, 1169.07draws/s]
Sampling 4 chains, 13 divergences:  78%|███████▊  | 6236/8000 [00:06<00:01, 1169.07draws/s]
Sampling 4 chains, 13 divergences:  78%|███████▊  | 6255/8000 [00:06<00:01, 1128.79draws/s]
Sampling 4 chains, 14 divergences:  79%|███████▉  | 6330/8000 [00:06<00:01, 1128.79draws/s]
Sampling 4 chains, 14 divergences:  80%|███████▉  | 6369/8000 [00:06<00:01, 1126.18draws/s]
Sampling 4 chains, 14 divergences:  81%|████████  | 6487/8000 [00:06<00:01, 1141.65draws/s]
Sampling 4 chains, 14 divergences:  83%|████████▎ | 6612/8000 [00:06<00:01, 1171.55draws/s]
Sampling 4 chains, 15 divergences:  84%|████████▍ | 6724/8000 [00:06<00:01, 1171.55draws/s]
Sampling 4 chains, 15 divergences:  84%|████████▍ | 6730/8000 [00:06<00:01, 1170.67draws/s]
Sampling 4 chains, 15 divergences:  86%|████████▌ | 6856/8000 [00:06<00:00, 1188.15draws/s]
Sampling 4 chains, 16 divergences:  87%|████████▋ | 6922/8000 [00:06<00:00, 1188.15draws/s]
Sampling 4 chains, 16 divergences:  87%|████████▋ | 6978/8000 [00:06<00:00, 1195.92draws/s]
Sampling 4 chains, 17 divergences:  88%|████████▊ | 7037/8000 [00:06<00:00, 1195.92draws/s]
Sampling 4 chains, 17 divergences:  89%|████████▉ | 7107/8000 [00:06<00:00, 1219.58draws/s]
Sampling 4 chains, 18 divergences:  90%|████████▉ | 7160/8000 [00:06<00:00, 1219.58draws/s]
Sampling 4 chains, 19 divergences:  90%|████████▉ | 7172/8000 [00:06<00:00, 1219.58draws/s]
Sampling 4 chains, 20 divergences:  90%|████████▉ | 7181/8000 [00:06<00:00, 1219.58draws/s]
Sampling 4 chains, 21 divergences:  90%|████████▉ | 7190/8000 [00:06<00:00, 1219.58draws/s]
Sampling 4 chains, 22 divergences:  90%|█████████ | 7222/8000 [00:06<00:00, 1219.58draws/s]
Sampling 4 chains, 22 divergences:  90%|█████████ | 7230/8000 [00:06<00:00, 1211.28draws/s]
Sampling 4 chains, 23 divergences:  90%|█████████ | 7234/8000 [00:06<00:00, 1211.28draws/s]
Sampling 4 chains, 24 divergences:  90%|█████████ | 7237/8000 [00:06<00:00, 1211.28draws/s]
Sampling 4 chains, 25 divergences:  90%|█████████ | 7238/8000 [00:06<00:00, 1211.28draws/s]
Sampling 4 chains, 26 divergences:  91%|█████████ | 7259/8000 [00:06<00:00, 1211.28draws/s]
Sampling 4 chains, 27 divergences:  92%|█████████▏| 7328/8000 [00:06<00:00, 1211.28draws/s]
Sampling 4 chains, 28 divergences:  92%|█████████▏| 7335/8000 [00:06<00:00, 1211.28draws/s]
Sampling 4 chains, 29 divergences:  92%|█████████▏| 7350/8000 [00:06<00:00, 1211.28draws/s]
Sampling 4 chains, 29 divergences:  92%|█████████▏| 7367/8000 [00:06<00:00, 1254.53draws/s]
Sampling 4 chains, 29 divergences:  94%|█████████▍| 7504/8000 [00:07<00:00, 1278.83draws/s]
Sampling 4 chains, 29 divergences:  95%|█████████▌| 7633/8000 [00:07<00:00, 1175.41draws/s]
Sampling 4 chains, 29 divergences:  97%|█████████▋| 7753/8000 [00:07<00:00, 1102.40draws/s]
Sampling 4 chains, 30 divergences:  97%|█████████▋| 7753/8000 [00:07<00:00, 1102.40draws/s]
Sampling 4 chains, 31 divergences:  97%|█████████▋| 7777/8000 [00:07<00:00, 1102.40draws/s]
Sampling 4 chains, 32 divergences:  97%|█████████▋| 7788/8000 [00:07<00:00, 1102.40draws/s]
Sampling 4 chains, 32 divergences:  98%|█████████▊| 7868/8000 [00:07<00:00, 1114.05draws/s]
Sampling 4 chains, 33 divergences:  98%|█████████▊| 7869/8000 [00:07<00:00, 1114.05draws/s]
Sampling 4 chains, 33 divergences: 100%|█████████▉| 7982/8000 [00:07<00:00, 1024.57draws/s]
Sampling 4 chains, 33 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1052.83draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 69/8000 [00:00<00:11, 685.05draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 124/8000 [00:00<00:12, 634.05draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 185/8000 [00:00<00:12, 626.22draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 251/8000 [00:00<00:12, 635.16draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 321/8000 [00:00<00:11, 645.99draws/s]
Sampling 4 chains, 0 divergences:   5%|▍         | 394/8000 [00:00<00:11, 666.89draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 464/8000 [00:00<00:11, 672.92draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 540/8000 [00:00<00:10, 695.79draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 613/8000 [00:00<00:10, 703.85draws/s]
Sampling 4 chains, 0 divergences:   9%|▊         | 688/8000 [00:01<00:10, 715.71draws/s]
Sampling 4 chains, 0 divergences:  10%|▉         | 764/8000 [00:01<00:09, 728.41draws/s]
Sampling 4 chains, 0 divergences:  10%|█         | 836/8000 [00:01<00:11, 648.65draws/s]
Sampling 4 chains, 0 divergences:  11%|█▏        | 906/8000 [00:01<00:10, 661.26draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 985/8000 [00:01<00:10, 693.44draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1056/8000 [00:01<00:10, 686.83draws/s]
Sampling 4 chains, 0 divergences:  14%|█▍        | 1143/8000 [00:01<00:09, 733.05draws/s]
Sampling 4 chains, 0 divergences:  15%|█▌        | 1223/8000 [00:01<00:09, 751.05draws/s]
Sampling 4 chains, 0 divergences:  16%|█▋        | 1307/8000 [00:01<00:08, 771.06draws/s]
Sampling 4 chains, 0 divergences:  17%|█▋        | 1385/8000 [00:01<00:09, 732.46draws/s]
Sampling 4 chains, 0 divergences:  18%|█▊        | 1460/8000 [00:02<00:09, 676.38draws/s]
Sampling 4 chains, 0 divergences:  19%|█▉        | 1537/8000 [00:02<00:09, 700.85draws/s]
Sampling 4 chains, 0 divergences:  20%|██        | 1624/8000 [00:02<00:08, 743.52draws/s]
Sampling 4 chains, 0 divergences:  21%|██▏       | 1705/8000 [00:02<00:08, 757.52draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1783/8000 [00:02<00:08, 763.83draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1863/8000 [00:02<00:07, 768.85draws/s]
Sampling 4 chains, 0 divergences:  24%|██▍       | 1946/8000 [00:02<00:07, 782.14draws/s]
Sampling 4 chains, 0 divergences:  25%|██▌       | 2025/8000 [00:02<00:07, 784.30draws/s]
Sampling 4 chains, 0 divergences:  26%|██▋       | 2104/8000 [00:02<00:07, 783.30draws/s]
Sampling 4 chains, 0 divergences:  27%|██▋       | 2183/8000 [00:03<00:07, 775.49draws/s]
Sampling 4 chains, 0 divergences:  28%|██▊       | 2261/8000 [00:03<00:07, 740.08draws/s]
Sampling 4 chains, 0 divergences:  29%|██▉       | 2336/8000 [00:03<00:09, 614.22draws/s]
Sampling 4 chains, 0 divergences:  30%|███       | 2408/8000 [00:03<00:08, 640.99draws/s]
Sampling 4 chains, 0 divergences:  31%|███       | 2476/8000 [00:03<00:08, 637.76draws/s]
Sampling 4 chains, 0 divergences:  32%|███▏      | 2542/8000 [00:03<00:09, 598.47draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2604/8000 [00:03<00:09, 545.32draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2663/8000 [00:03<00:09, 553.32draws/s]
Sampling 4 chains, 0 divergences:  34%|███▍      | 2720/8000 [00:03<00:09, 555.69draws/s]
Sampling 4 chains, 0 divergences:  35%|███▌      | 2800/8000 [00:04<00:08, 611.50draws/s]
Sampling 4 chains, 0 divergences:  36%|███▌      | 2868/8000 [00:04<00:08, 629.04draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2939/8000 [00:04<00:07, 650.44draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3019/8000 [00:04<00:07, 686.79draws/s]
Sampling 4 chains, 0 divergences:  39%|███▊      | 3090/8000 [00:04<00:07, 689.80draws/s]
Sampling 4 chains, 0 divergences:  40%|███▉      | 3171/8000 [00:04<00:06, 721.72draws/s]
Sampling 4 chains, 0 divergences:  41%|████      | 3249/8000 [00:04<00:06, 737.59draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3324/8000 [00:04<00:06, 724.89draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3401/8000 [00:04<00:06, 736.08draws/s]
Sampling 4 chains, 0 divergences:  44%|████▎     | 3496/8000 [00:05<00:05, 789.18draws/s]
Sampling 4 chains, 0 divergences:  45%|████▍     | 3582/8000 [00:05<00:05, 808.22draws/s]
Sampling 4 chains, 0 divergences:  46%|████▌     | 3664/8000 [00:05<00:05, 790.63draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3744/8000 [00:05<00:05, 776.17draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3823/8000 [00:05<00:05, 770.39draws/s]
Sampling 4 chains, 0 divergences:  49%|████▉     | 3907/8000 [00:05<00:05, 789.92draws/s]
Sampling 4 chains, 0 divergences:  50%|████▉     | 3987/8000 [00:05<00:05, 773.24draws/s]
Sampling 4 chains, 0 divergences:  51%|█████     | 4072/8000 [00:05<00:04, 794.02draws/s]
Sampling 4 chains, 0 divergences:  52%|█████▏    | 4152/8000 [00:05<00:04, 792.23draws/s]
Sampling 4 chains, 0 divergences:  53%|█████▎    | 4232/8000 [00:05<00:04, 757.05draws/s]
Sampling 4 chains, 0 divergences:  54%|█████▍    | 4312/8000 [00:06<00:04, 769.13draws/s]
Sampling 4 chains, 0 divergences:  55%|█████▍    | 4390/8000 [00:06<00:04, 731.33draws/s]
Sampling 4 chains, 0 divergences:  56%|█████▌    | 4464/8000 [00:06<00:05, 610.62draws/s]
Sampling 4 chains, 0 divergences:  57%|█████▋    | 4529/8000 [00:06<00:05, 580.79draws/s]
Sampling 4 chains, 0 divergences:  57%|█████▋    | 4591/8000 [00:06<00:05, 585.02draws/s]
Sampling 4 chains, 0 divergences:  58%|█████▊    | 4652/8000 [00:06<00:05, 588.63draws/s]
Sampling 4 chains, 0 divergences:  59%|█████▉    | 4713/8000 [00:06<00:05, 588.27draws/s]
Sampling 4 chains, 0 divergences:  60%|█████▉    | 4773/8000 [00:06<00:05, 577.88draws/s]
Sampling 4 chains, 0 divergences:  61%|██████    | 4849/8000 [00:06<00:05, 619.92draws/s]
Sampling 4 chains, 0 divergences:  62%|██████▏   | 4924/8000 [00:07<00:04, 642.48draws/s]
Sampling 4 chains, 0 divergences:  62%|██████▏   | 4993/8000 [00:07<00:04, 655.92draws/s]
Sampling 4 chains, 0 divergences:  63%|██████▎   | 5060/8000 [00:07<00:04, 658.71draws/s]
Sampling 4 chains, 0 divergences:  64%|██████▍   | 5129/8000 [00:07<00:04, 664.28draws/s]
Sampling 4 chains, 0 divergences:  65%|██████▌   | 5209/8000 [00:07<00:03, 698.48draws/s]
Sampling 4 chains, 0 divergences:  66%|██████▌   | 5287/8000 [00:07<00:03, 716.90draws/s]
Sampling 4 chains, 0 divergences:  67%|██████▋   | 5366/8000 [00:07<00:03, 725.56draws/s]
Sampling 4 chains, 0 divergences:  68%|██████▊   | 5440/8000 [00:07<00:03, 697.40draws/s]
Sampling 4 chains, 0 divergences:  69%|██████▉   | 5512/8000 [00:07<00:03, 703.15draws/s]
Sampling 4 chains, 0 divergences:  70%|██████▉   | 5594/8000 [00:08<00:03, 732.62draws/s]
Sampling 4 chains, 0 divergences:  71%|███████   | 5668/8000 [00:08<00:03, 709.37draws/s]
Sampling 4 chains, 0 divergences:  72%|███████▏  | 5752/8000 [00:08<00:03, 742.36draws/s]
Sampling 4 chains, 0 divergences:  73%|███████▎  | 5836/8000 [00:08<00:02, 768.56draws/s]
Sampling 4 chains, 0 divergences:  74%|███████▍  | 5914/8000 [00:08<00:02, 770.18draws/s]
Sampling 4 chains, 0 divergences:  75%|███████▍  | 5992/8000 [00:08<00:02, 749.63draws/s]
Sampling 4 chains, 0 divergences:  76%|███████▌  | 6072/8000 [00:08<00:02, 762.49draws/s]
Sampling 4 chains, 0 divergences:  77%|███████▋  | 6149/8000 [00:08<00:02, 740.86draws/s]
Sampling 4 chains, 0 divergences:  78%|███████▊  | 6228/8000 [00:08<00:02, 752.65draws/s]
Sampling 4 chains, 0 divergences:  79%|███████▉  | 6315/8000 [00:08<00:02, 779.28draws/s]
Sampling 4 chains, 0 divergences:  80%|███████▉  | 6394/8000 [00:09<00:02, 756.84draws/s]
Sampling 4 chains, 0 divergences:  81%|████████  | 6471/8000 [00:09<00:02, 726.89draws/s]
Sampling 4 chains, 0 divergences:  82%|████████▏ | 6545/8000 [00:09<00:02, 719.05draws/s]
Sampling 4 chains, 0 divergences:  83%|████████▎ | 6631/8000 [00:09<00:01, 752.99draws/s]
Sampling 4 chains, 0 divergences:  84%|████████▍ | 6708/8000 [00:09<00:01, 749.68draws/s]
Sampling 4 chains, 0 divergences:  85%|████████▍ | 6784/8000 [00:09<00:01, 730.90draws/s]
Sampling 4 chains, 0 divergences:  86%|████████▌ | 6858/8000 [00:09<00:01, 703.55draws/s]
Sampling 4 chains, 0 divergences:  87%|████████▋ | 6929/8000 [00:09<00:01, 697.86draws/s]
Sampling 4 chains, 0 divergences:  88%|████████▊ | 7003/8000 [00:09<00:01, 709.50draws/s]
Sampling 4 chains, 0 divergences:  89%|████████▊ | 7088/8000 [00:10<00:01, 741.32draws/s]
Sampling 4 chains, 0 divergences:  90%|████████▉ | 7163/8000 [00:10<00:01, 727.20draws/s]
Sampling 4 chains, 0 divergences:  90%|█████████ | 7237/8000 [00:10<00:01, 706.50draws/s]
Sampling 4 chains, 0 divergences:  91%|█████████▏| 7314/8000 [00:10<00:00, 723.40draws/s]
Sampling 4 chains, 0 divergences:  92%|█████████▏| 7387/8000 [00:10<00:00, 711.96draws/s]
Sampling 4 chains, 0 divergences:  93%|█████████▎| 7459/8000 [00:10<00:00, 686.07draws/s]
Sampling 4 chains, 0 divergences:  94%|█████████▍| 7529/8000 [00:10<00:00, 680.06draws/s]
Sampling 4 chains, 0 divergences:  95%|█████████▍| 7598/8000 [00:10<00:00, 668.29draws/s]
Sampling 4 chains, 0 divergences:  96%|█████████▌| 7666/8000 [00:10<00:00, 642.66draws/s]
Sampling 4 chains, 0 divergences:  97%|█████████▋| 7731/8000 [00:11<00:00, 617.97draws/s]
Sampling 4 chains, 0 divergences:  97%|█████████▋| 7794/8000 [00:11<00:00, 556.23draws/s]
Sampling 4 chains, 0 divergences:  98%|█████████▊| 7865/8000 [00:11<00:00, 590.52draws/s]
Sampling 4 chains, 0 divergences:  99%|█████████▉| 7926/8000 [00:11<00:00, 571.57draws/s]
Sampling 4 chains, 0 divergences: 100%|█████████▉| 7985/8000 [00:11<00:00, 427.83draws/s]
Sampling 4 chains, 0 divergences: 100%|██████████| 8000/8000 [00:11<00:00, 686.74draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 69/8000 [00:00<00:12, 644.38draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 126/8000 [00:00<00:12, 615.48draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 209/8000 [00:00<00:11, 666.34draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 300/8000 [00:00<00:10, 723.60draws/s]
Sampling 4 chains, 0 divergences:   5%|▍         | 390/8000 [00:00<00:09, 763.13draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 480/8000 [00:00<00:09, 796.70draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 577/8000 [00:00<00:08, 840.54draws/s]
Sampling 4 chains, 0 divergences:   9%|▊         | 685/8000 [00:00<00:08, 898.51draws/s]
Sampling 4 chains, 0 divergences:  10%|▉         | 783/8000 [00:00<00:07, 919.85draws/s]
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Sampling 4 chains, 0 divergences:  14%|█▍        | 1112/8000 [00:01<00:06, 1029.87draws/s]
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Sampling 4 chains, 0 divergences:  16%|█▋        | 1313/8000 [00:01<00:07, 920.28draws/s]
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Sampling 4 chains, 0 divergences:  20%|██        | 1609/8000 [00:01<00:06, 928.11draws/s]
Sampling 4 chains, 0 divergences:  21%|██▏       | 1713/8000 [00:01<00:06, 952.03draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1821/8000 [00:01<00:06, 986.29draws/s]
Sampling 4 chains, 0 divergences:  24%|██▍       | 1937/8000 [00:02<00:05, 1031.18draws/s]
Sampling 4 chains, 0 divergences:  26%|██▌       | 2042/8000 [00:02<00:05, 1031.71draws/s]
Sampling 4 chains, 0 divergences:  27%|██▋       | 2152/8000 [00:02<00:05, 1051.02draws/s]
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Sampling 4 chains, 0 divergences:  30%|██▉       | 2361/8000 [00:02<00:05, 1020.38draws/s]
Sampling 4 chains, 0 divergences:  31%|███       | 2464/8000 [00:02<00:05, 1008.94draws/s]
Sampling 4 chains, 0 divergences:  32%|███▏      | 2566/8000 [00:02<00:05, 1005.09draws/s]
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Sampling 4 chains, 0 divergences:  35%|███▍      | 2791/8000 [00:02<00:05, 1031.15draws/s]
Sampling 4 chains, 0 divergences:  36%|███▋      | 2900/8000 [00:03<00:04, 1040.72draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3009/8000 [00:03<00:04, 1051.66draws/s]
Sampling 4 chains, 0 divergences:  39%|███▉      | 3115/8000 [00:03<00:04, 1050.61draws/s]
Sampling 4 chains, 0 divergences:  40%|████      | 3221/8000 [00:03<00:04, 1027.19draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3328/8000 [00:03<00:04, 1033.83draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3433/8000 [00:03<00:04, 1038.14draws/s]
Sampling 4 chains, 0 divergences:  44%|████▍     | 3538/8000 [00:03<00:04, 970.26draws/s] 
Sampling 4 chains, 0 divergences:  46%|████▌     | 3640/8000 [00:03<00:04, 981.90draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3741/8000 [00:03<00:04, 985.81draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3849/8000 [00:03<00:04, 1010.17draws/s]
Sampling 4 chains, 0 divergences:  50%|████▉     | 3964/8000 [00:04<00:03, 1044.86draws/s]
Sampling 4 chains, 0 divergences:  51%|█████     | 4076/8000 [00:04<00:03, 1057.04draws/s]
Sampling 4 chains, 1 divergences:  52%|█████▏    | 4133/8000 [00:04<00:03, 1057.04draws/s]
Sampling 4 chains, 2 divergences:  52%|█████▏    | 4135/8000 [00:04<00:03, 1057.04draws/s]
Sampling 4 chains, 3 divergences:  52%|█████▏    | 4146/8000 [00:04<00:03, 1057.04draws/s]
Sampling 4 chains, 4 divergences:  52%|█████▏    | 4179/8000 [00:04<00:03, 1057.04draws/s]
Sampling 4 chains, 5 divergences:  52%|█████▏    | 4195/8000 [00:04<00:03, 1057.04draws/s]
Sampling 4 chains, 6 divergences:  53%|█████▎    | 4201/8000 [00:04<00:03, 1057.04draws/s]
Sampling 4 chains, 6 divergences:  53%|█████▎    | 4212/8000 [00:04<00:03, 1132.62draws/s]
Sampling 4 chains, 7 divergences:  53%|█████▎    | 4247/8000 [00:04<00:03, 1132.62draws/s]
Sampling 4 chains, 8 divergences:  53%|█████▎    | 4252/8000 [00:04<00:03, 1132.62draws/s]
Sampling 4 chains, 9 divergences:  53%|█████▎    | 4262/8000 [00:04<00:03, 1132.62draws/s]
Sampling 4 chains, 10 divergences:  53%|█████▎    | 4265/8000 [00:04<00:03, 1132.62draws/s]
Sampling 4 chains, 11 divergences:  53%|█████▎    | 4268/8000 [00:04<00:03, 1132.62draws/s]
Sampling 4 chains, 12 divergences:  53%|█████▎    | 4270/8000 [00:04<00:03, 1132.62draws/s]
Sampling 4 chains, 13 divergences:  54%|█████▎    | 4290/8000 [00:04<00:03, 1132.62draws/s]
Sampling 4 chains, 14 divergences:  54%|█████▎    | 4298/8000 [00:04<00:03, 1132.62draws/s]
Sampling 4 chains, 15 divergences:  54%|█████▍    | 4311/8000 [00:04<00:03, 1132.62draws/s]
Sampling 4 chains, 16 divergences:  54%|█████▍    | 4317/8000 [00:04<00:03, 1132.62draws/s]
Sampling 4 chains, 17 divergences:  54%|█████▍    | 4321/8000 [00:04<00:03, 1132.62draws/s]
Sampling 4 chains, 17 divergences:  54%|█████▍    | 4350/8000 [00:04<00:03, 1194.77draws/s]
Sampling 4 chains, 18 divergences:  55%|█████▍    | 4365/8000 [00:04<00:03, 1194.77draws/s]
Sampling 4 chains, 19 divergences:  55%|█████▍    | 4368/8000 [00:04<00:03, 1194.77draws/s]
Sampling 4 chains, 20 divergences:  55%|█████▍    | 4373/8000 [00:04<00:03, 1194.77draws/s]
Sampling 4 chains, 21 divergences:  55%|█████▍    | 4391/8000 [00:04<00:03, 1194.77draws/s]
Sampling 4 chains, 22 divergences:  55%|█████▍    | 4398/8000 [00:04<00:03, 1194.77draws/s]
Sampling 4 chains, 23 divergences:  56%|█████▌    | 4452/8000 [00:04<00:02, 1194.77draws/s]
Sampling 4 chains, 24 divergences:  56%|█████▌    | 4457/8000 [00:04<00:02, 1194.77draws/s]
Sampling 4 chains, 25 divergences:  56%|█████▌    | 4461/8000 [00:04<00:02, 1194.77draws/s]
Sampling 4 chains, 25 divergences:  56%|█████▌    | 4472/8000 [00:04<00:02, 1194.46draws/s]
Sampling 4 chains, 26 divergences:  56%|█████▌    | 4473/8000 [00:04<00:02, 1194.46draws/s]
Sampling 4 chains, 27 divergences:  56%|█████▌    | 4474/8000 [00:04<00:02, 1194.46draws/s]
Sampling 4 chains, 28 divergences:  56%|█████▌    | 4481/8000 [00:04<00:02, 1194.46draws/s]
Sampling 4 chains, 29 divergences:  56%|█████▌    | 4490/8000 [00:04<00:02, 1194.46draws/s]
Sampling 4 chains, 30 divergences:  57%|█████▋    | 4545/8000 [00:04<00:02, 1194.46draws/s]
Sampling 4 chains, 31 divergences:  57%|█████▋    | 4570/8000 [00:04<00:02, 1194.46draws/s]
Sampling 4 chains, 32 divergences:  57%|█████▋    | 4577/8000 [00:04<00:02, 1194.46draws/s]
Sampling 4 chains, 32 divergences:  58%|█████▊    | 4623/8000 [00:04<00:02, 1274.25draws/s]
Sampling 4 chains, 33 divergences:  58%|█████▊    | 4652/8000 [00:04<00:02, 1274.25draws/s]
Sampling 4 chains, 34 divergences:  58%|█████▊    | 4676/8000 [00:04<00:02, 1274.25draws/s]
Sampling 4 chains, 34 divergences:  59%|█████▉    | 4753/8000 [00:04<00:02, 1268.01draws/s]
Sampling 4 chains, 34 divergences:  61%|██████    | 4882/8000 [00:04<00:02, 1270.13draws/s]
Sampling 4 chains, 35 divergences:  61%|██████▏   | 4901/8000 [00:04<00:02, 1270.13draws/s]
Sampling 4 chains, 36 divergences:  62%|██████▏   | 4972/8000 [00:04<00:02, 1270.13draws/s]
Sampling 4 chains, 36 divergences:  63%|██████▎   | 5011/8000 [00:04<00:02, 1242.90draws/s]
Sampling 4 chains, 37 divergences:  63%|██████▎   | 5071/8000 [00:04<00:02, 1242.90draws/s]
Sampling 4 chains, 37 divergences:  64%|██████▍   | 5137/8000 [00:04<00:02, 1240.62draws/s]
Sampling 4 chains, 37 divergences:  66%|██████▌   | 5273/8000 [00:05<00:02, 1272.98draws/s]
Sampling 4 chains, 38 divergences:  67%|██████▋   | 5321/8000 [00:05<00:02, 1272.98draws/s]
Sampling 4 chains, 38 divergences:  68%|██████▊   | 5402/8000 [00:05<00:02, 1265.98draws/s]
Sampling 4 chains, 38 divergences:  69%|██████▉   | 5540/8000 [00:05<00:01, 1295.93draws/s]
Sampling 4 chains, 38 divergences:  71%|███████   | 5672/8000 [00:05<00:01, 1292.95draws/s]
Sampling 4 chains, 39 divergences:  72%|███████▎  | 5800/8000 [00:05<00:01, 1292.95draws/s]
Sampling 4 chains, 39 divergences:  73%|███████▎  | 5802/8000 [00:05<00:01, 1290.88draws/s]
Sampling 4 chains, 39 divergences:  74%|███████▍  | 5932/8000 [00:05<00:01, 1262.49draws/s]
Sampling 4 chains, 40 divergences:  74%|███████▍  | 5932/8000 [00:05<00:01, 1262.49draws/s]
Sampling 4 chains, 40 divergences:  76%|███████▌  | 6063/8000 [00:05<00:01, 1274.44draws/s]
Sampling 4 chains, 41 divergences:  76%|███████▌  | 6065/8000 [00:05<00:01, 1274.44draws/s]
Sampling 4 chains, 42 divergences:  76%|███████▌  | 6080/8000 [00:05<00:01, 1274.44draws/s]
Sampling 4 chains, 43 divergences:  76%|███████▋  | 6107/8000 [00:05<00:01, 1274.44draws/s]
Sampling 4 chains, 44 divergences:  76%|███████▋  | 6113/8000 [00:05<00:01, 1274.44draws/s]
Sampling 4 chains, 45 divergences:  76%|███████▋  | 6117/8000 [00:05<00:01, 1274.44draws/s]
Sampling 4 chains, 46 divergences:  77%|███████▋  | 6129/8000 [00:05<00:01, 1274.44draws/s]
Sampling 4 chains, 47 divergences:  77%|███████▋  | 6133/8000 [00:05<00:01, 1274.44draws/s]
Sampling 4 chains, 48 divergences:  77%|███████▋  | 6138/8000 [00:05<00:01, 1274.44draws/s]
Sampling 4 chains, 49 divergences:  77%|███████▋  | 6140/8000 [00:05<00:01, 1274.44draws/s]
Sampling 4 chains, 50 divergences:  77%|███████▋  | 6144/8000 [00:05<00:01, 1274.44draws/s]
Sampling 4 chains, 51 divergences:  77%|███████▋  | 6147/8000 [00:05<00:01, 1274.44draws/s]
Sampling 4 chains, 52 divergences:  77%|███████▋  | 6159/8000 [00:05<00:01, 1274.44draws/s]
Sampling 4 chains, 53 divergences:  77%|███████▋  | 6175/8000 [00:05<00:01, 1274.44draws/s]
Sampling 4 chains, 54 divergences:  77%|███████▋  | 6181/8000 [00:05<00:01, 1274.44draws/s]
Sampling 4 chains, 55 divergences:  77%|███████▋  | 6187/8000 [00:05<00:01, 1274.44draws/s]
Sampling 4 chains, 56 divergences:  77%|███████▋  | 6196/8000 [00:05<00:01, 1274.44draws/s]
Sampling 4 chains, 57 divergences:  78%|███████▊  | 6203/8000 [00:05<00:01, 1274.44draws/s]
Sampling 4 chains, 58 divergences:  78%|███████▊  | 6213/8000 [00:05<00:01, 1274.44draws/s]
Sampling 4 chains, 58 divergences:  78%|███████▊  | 6217/8000 [00:05<00:01, 1331.64draws/s]
Sampling 4 chains, 59 divergences:  78%|███████▊  | 6217/8000 [00:05<00:01, 1331.64draws/s]
Sampling 4 chains, 60 divergences:  78%|███████▊  | 6228/8000 [00:05<00:01, 1331.64draws/s]
Sampling 4 chains, 61 divergences:  78%|███████▊  | 6235/8000 [00:05<00:01, 1331.64draws/s]
Sampling 4 chains, 62 divergences:  78%|███████▊  | 6244/8000 [00:05<00:01, 1331.64draws/s]
Sampling 4 chains, 63 divergences:  78%|███████▊  | 6246/8000 [00:05<00:01, 1331.64draws/s]
Sampling 4 chains, 64 divergences:  78%|███████▊  | 6250/8000 [00:05<00:01, 1331.64draws/s]
Sampling 4 chains, 65 divergences:  78%|███████▊  | 6258/8000 [00:05<00:01, 1331.64draws/s]
Sampling 4 chains, 66 divergences:  78%|███████▊  | 6274/8000 [00:05<00:01, 1331.64draws/s]
Sampling 4 chains, 67 divergences:  78%|███████▊  | 6278/8000 [00:05<00:01, 1331.64draws/s]
Sampling 4 chains, 68 divergences:  79%|███████▊  | 6285/8000 [00:05<00:01, 1331.64draws/s]
Sampling 4 chains, 69 divergences:  79%|███████▊  | 6287/8000 [00:05<00:01, 1331.64draws/s]
Sampling 4 chains, 70 divergences:  79%|███████▉  | 6307/8000 [00:05<00:01, 1331.64draws/s]
Sampling 4 chains, 71 divergences:  79%|███████▉  | 6354/8000 [00:05<00:01, 1331.64draws/s]
Sampling 4 chains, 72 divergences:  79%|███████▉  | 6357/8000 [00:05<00:01, 1331.64draws/s]
Sampling 4 chains, 73 divergences:  79%|███████▉  | 6359/8000 [00:05<00:01, 1331.64draws/s]
Sampling 4 chains, 73 divergences:  80%|███████▉  | 6362/8000 [00:05<00:01, 1360.07draws/s]
Sampling 4 chains, 74 divergences:  80%|████████  | 6425/8000 [00:05<00:01, 1360.07draws/s]
Sampling 4 chains, 75 divergences:  80%|████████  | 6434/8000 [00:05<00:01, 1360.07draws/s]
Sampling 4 chains, 76 divergences:  81%|████████  | 6450/8000 [00:05<00:01, 1360.07draws/s]
Sampling 4 chains, 77 divergences:  81%|████████  | 6456/8000 [00:05<00:01, 1360.07draws/s]
Sampling 4 chains, 78 divergences:  81%|████████  | 6475/8000 [00:06<00:01, 1360.07draws/s]
Sampling 4 chains, 79 divergences:  81%|████████  | 6479/8000 [00:06<00:01, 1360.07draws/s]
Sampling 4 chains, 80 divergences:  81%|████████  | 6493/8000 [00:06<00:01, 1360.07draws/s]
Sampling 4 chains, 81 divergences:  81%|████████  | 6495/8000 [00:06<00:01, 1360.07draws/s]
Sampling 4 chains, 81 divergences:  81%|████████  | 6499/8000 [00:06<00:01, 1295.00draws/s]
Sampling 4 chains, 82 divergences:  81%|████████▏ | 6508/8000 [00:06<00:01, 1295.00draws/s]
Sampling 4 chains, 83 divergences:  81%|████████▏ | 6509/8000 [00:06<00:01, 1295.00draws/s]
Sampling 4 chains, 84 divergences:  81%|████████▏ | 6512/8000 [00:06<00:01, 1295.00draws/s]
Sampling 4 chains, 85 divergences:  81%|████████▏ | 6519/8000 [00:06<00:01, 1295.00draws/s]
Sampling 4 chains, 86 divergences:  82%|████████▏ | 6540/8000 [00:06<00:01, 1295.00draws/s]
Sampling 4 chains, 87 divergences:  82%|████████▏ | 6541/8000 [00:06<00:01, 1295.00draws/s]
Sampling 4 chains, 88 divergences:  82%|████████▏ | 6542/8000 [00:06<00:01, 1295.00draws/s]
Sampling 4 chains, 89 divergences:  82%|████████▏ | 6554/8000 [00:06<00:01, 1295.00draws/s]
Sampling 4 chains, 90 divergences:  82%|████████▏ | 6568/8000 [00:06<00:01, 1295.00draws/s]
Sampling 4 chains, 91 divergences:  82%|████████▏ | 6575/8000 [00:06<00:01, 1295.00draws/s]
Sampling 4 chains, 92 divergences:  82%|████████▏ | 6587/8000 [00:06<00:01, 1295.00draws/s]
Sampling 4 chains, 93 divergences:  82%|████████▏ | 6591/8000 [00:06<00:01, 1295.00draws/s]
Sampling 4 chains, 94 divergences:  82%|████████▏ | 6596/8000 [00:06<00:01, 1295.00draws/s]
Sampling 4 chains, 95 divergences:  83%|████████▎ | 6605/8000 [00:06<00:01, 1295.00draws/s]
Sampling 4 chains, 96 divergences:  83%|████████▎ | 6624/8000 [00:06<00:01, 1295.00draws/s]
Sampling 4 chains, 97 divergences:  83%|████████▎ | 6632/8000 [00:06<00:01, 1295.00draws/s]
Sampling 4 chains, 98 divergences:  83%|████████▎ | 6646/8000 [00:06<00:01, 1295.00draws/s]
Sampling 4 chains, 99 divergences:  83%|████████▎ | 6648/8000 [00:06<00:01, 1295.00draws/s]
Sampling 4 chains, 100 divergences:  83%|████████▎ | 6654/8000 [00:06<00:01, 1295.00draws/s]
Sampling 4 chains, 100 divergences:  83%|████████▎ | 6655/8000 [00:06<00:00, 1361.13draws/s]
Sampling 4 chains, 101 divergences:  83%|████████▎ | 6669/8000 [00:06<00:00, 1361.13draws/s]
Sampling 4 chains, 102 divergences:  83%|████████▎ | 6674/8000 [00:06<00:00, 1361.13draws/s]
Sampling 4 chains, 103 divergences:  84%|████████▎ | 6681/8000 [00:06<00:00, 1361.13draws/s]
Sampling 4 chains, 104 divergences:  84%|████████▎ | 6687/8000 [00:06<00:00, 1361.13draws/s]
Sampling 4 chains, 105 divergences:  84%|████████▎ | 6693/8000 [00:06<00:00, 1361.13draws/s]
Sampling 4 chains, 106 divergences:  84%|████████▎ | 6696/8000 [00:06<00:00, 1361.13draws/s]
Sampling 4 chains, 107 divergences:  84%|████████▍ | 6701/8000 [00:06<00:00, 1361.13draws/s]
Sampling 4 chains, 108 divergences:  84%|████████▍ | 6711/8000 [00:06<00:00, 1361.13draws/s]
Sampling 4 chains, 109 divergences:  84%|████████▍ | 6720/8000 [00:06<00:00, 1361.13draws/s]
Sampling 4 chains, 110 divergences:  84%|████████▍ | 6732/8000 [00:06<00:00, 1361.13draws/s]
Sampling 4 chains, 111 divergences:  84%|████████▍ | 6736/8000 [00:06<00:00, 1361.13draws/s]
Sampling 4 chains, 112 divergences:  85%|████████▍ | 6769/8000 [00:06<00:00, 1361.13draws/s]
Sampling 4 chains, 113 divergences:  85%|████████▍ | 6780/8000 [00:06<00:00, 1361.13draws/s]
Sampling 4 chains, 114 divergences:  85%|████████▍ | 6787/8000 [00:06<00:00, 1361.13draws/s]
Sampling 4 chains, 114 divergences:  85%|████████▍ | 6793/8000 [00:06<00:00, 1344.85draws/s]
Sampling 4 chains, 115 divergences:  85%|████████▌ | 6807/8000 [00:06<00:00, 1344.85draws/s]
Sampling 4 chains, 116 divergences:  85%|████████▌ | 6825/8000 [00:06<00:00, 1344.85draws/s]
Sampling 4 chains, 117 divergences:  85%|████████▌ | 6828/8000 [00:06<00:00, 1344.85draws/s]
Sampling 4 chains, 118 divergences:  86%|████████▌ | 6873/8000 [00:06<00:00, 1344.85draws/s]
Sampling 4 chains, 119 divergences:  86%|████████▌ | 6878/8000 [00:06<00:00, 1344.85draws/s]
Sampling 4 chains, 119 divergences:  87%|████████▋ | 6929/8000 [00:06<00:00, 1317.04draws/s]
Sampling 4 chains, 120 divergences:  87%|████████▋ | 6964/8000 [00:06<00:00, 1317.04draws/s]
Sampling 4 chains, 121 divergences:  87%|████████▋ | 6971/8000 [00:06<00:00, 1317.04draws/s]
Sampling 4 chains, 122 divergences:  87%|████████▋ | 6977/8000 [00:06<00:00, 1317.04draws/s]
Sampling 4 chains, 123 divergences:  87%|████████▋ | 6979/8000 [00:06<00:00, 1317.04draws/s]
Sampling 4 chains, 124 divergences:  87%|████████▋ | 6983/8000 [00:06<00:00, 1317.04draws/s]
Sampling 4 chains, 125 divergences:  88%|████████▊ | 7014/8000 [00:06<00:00, 1317.04draws/s]
Sampling 4 chains, 126 divergences:  88%|████████▊ | 7017/8000 [00:06<00:00, 1317.04draws/s]
Sampling 4 chains, 126 divergences:  88%|████████▊ | 7062/8000 [00:06<00:00, 1273.11draws/s]
Sampling 4 chains, 126 divergences:  90%|████████▉ | 7191/8000 [00:06<00:00, 1224.55draws/s]
Sampling 4 chains, 127 divergences:  91%|█████████ | 7246/8000 [00:06<00:00, 1224.55draws/s]
Sampling 4 chains, 127 divergences:  91%|█████████▏| 7315/8000 [00:06<00:00, 1166.89draws/s]
Sampling 4 chains, 128 divergences:  92%|█████████▏| 7370/8000 [00:06<00:00, 1166.89draws/s]
Sampling 4 chains, 129 divergences:  93%|█████████▎| 7421/8000 [00:06<00:00, 1166.89draws/s]
Sampling 4 chains, 130 divergences:  93%|█████████▎| 7434/8000 [00:06<00:00, 1166.89draws/s]
Sampling 4 chains, 131 divergences:  93%|█████████▎| 7439/8000 [00:06<00:00, 1166.89draws/s]
Sampling 4 chains, 131 divergences:  93%|█████████▎| 7444/8000 [00:06<00:00, 1198.65draws/s]
Sampling 4 chains, 132 divergences:  93%|█████████▎| 7452/8000 [00:06<00:00, 1198.65draws/s]
Sampling 4 chains, 133 divergences:  94%|█████████▍| 7507/8000 [00:06<00:00, 1198.65draws/s]
Sampling 4 chains, 133 divergences:  95%|█████████▍| 7566/8000 [00:06<00:00, 1185.47draws/s]
Sampling 4 chains, 134 divergences:  95%|█████████▌| 7625/8000 [00:06<00:00, 1185.47draws/s]
Sampling 4 chains, 135 divergences:  96%|█████████▌| 7647/8000 [00:06<00:00, 1185.47draws/s]
Sampling 4 chains, 136 divergences:  96%|█████████▌| 7664/8000 [00:06<00:00, 1185.47draws/s]
Sampling 4 chains, 136 divergences:  96%|█████████▌| 7686/8000 [00:06<00:00, 1163.43draws/s]
Sampling 4 chains, 137 divergences:  97%|█████████▋| 7722/8000 [00:07<00:00, 1163.43draws/s]
Sampling 4 chains, 138 divergences:  97%|█████████▋| 7755/8000 [00:07<00:00, 1163.43draws/s]
Sampling 4 chains, 138 divergences:  98%|█████████▊| 7804/8000 [00:07<00:00, 1131.28draws/s]
Sampling 4 chains, 139 divergences:  98%|█████████▊| 7845/8000 [00:07<00:00, 1131.28draws/s]
Sampling 4 chains, 140 divergences:  99%|█████████▊| 7893/8000 [00:07<00:00, 1131.28draws/s]
Sampling 4 chains, 140 divergences:  99%|█████████▉| 7918/8000 [00:07<00:00, 1037.13draws/s]
Sampling 4 chains, 141 divergences:  99%|█████████▉| 7933/8000 [00:07<00:00, 1037.13draws/s]
Sampling 4 chains, 142 divergences:  99%|█████████▉| 7942/8000 [00:07<00:00, 1037.13draws/s]
Sampling 4 chains, 143 divergences:  99%|█████████▉| 7943/8000 [00:07<00:00, 1037.13draws/s]
Sampling 4 chains, 144 divergences:  99%|█████████▉| 7947/8000 [00:07<00:00, 1037.13draws/s]
Sampling 4 chains, 145 divergences: 100%|█████████▉| 7976/8000 [00:07<00:00, 1037.13draws/s]
Sampling 4 chains, 146 divergences: 100%|█████████▉| 7998/8000 [00:07<00:00, 1037.13draws/s]
Sampling 4 chains, 146 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1089.66draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 60/8000 [00:00<00:13, 598.43draws/s]
Sampling 4 chains, 0 divergences:   1%|▏         | 111/8000 [00:00<00:13, 567.90draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 181/8000 [00:00<00:13, 600.42draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 267/8000 [00:00<00:11, 657.35draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 324/8000 [00:00<00:12, 625.40draws/s]
Sampling 4 chains, 0 divergences:   5%|▍         | 392/8000 [00:00<00:11, 638.72draws/s]
Sampling 4 chains, 0 divergences:   6%|▋         | 502/8000 [00:00<00:10, 726.52draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 605/8000 [00:00<00:09, 793.52draws/s]
Sampling 4 chains, 0 divergences:   9%|▊         | 689/8000 [00:00<00:09, 805.40draws/s]
Sampling 4 chains, 0 divergences:  10%|▉         | 790/8000 [00:01<00:08, 856.24draws/s]
Sampling 4 chains, 0 divergences:  11%|█         | 891/8000 [00:01<00:07, 894.17draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 983/8000 [00:01<00:07, 879.99draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1073/8000 [00:01<00:08, 863.97draws/s]
Sampling 4 chains, 0 divergences:  15%|█▍        | 1165/8000 [00:01<00:07, 877.79draws/s]
Sampling 4 chains, 0 divergences:  16%|█▌        | 1254/8000 [00:01<00:07, 862.50draws/s]
Sampling 4 chains, 0 divergences:  17%|█▋        | 1350/8000 [00:01<00:07, 889.15draws/s]
Sampling 4 chains, 0 divergences:  18%|█▊        | 1442/8000 [00:01<00:07, 893.62draws/s]
Sampling 4 chains, 0 divergences:  19%|█▉        | 1536/8000 [00:01<00:07, 903.48draws/s]
Sampling 4 chains, 0 divergences:  20%|██        | 1632/8000 [00:01<00:06, 916.38draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1729/8000 [00:02<00:06, 928.21draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1823/8000 [00:02<00:07, 881.32draws/s]
Sampling 4 chains, 0 divergences:  24%|██▍       | 1912/8000 [00:02<00:07, 830.26draws/s]
Sampling 4 chains, 0 divergences:  25%|██▌       | 2009/8000 [00:02<00:06, 863.68draws/s]
Sampling 4 chains, 0 divergences:  26%|██▋       | 2112/8000 [00:02<00:06, 906.84draws/s]
Sampling 4 chains, 0 divergences:  28%|██▊       | 2222/8000 [00:02<00:06, 956.57draws/s]
Sampling 4 chains, 0 divergences:  29%|██▉       | 2320/8000 [00:02<00:06, 939.19draws/s]
Sampling 4 chains, 0 divergences:  30%|███       | 2421/8000 [00:02<00:05, 958.39draws/s]
Sampling 4 chains, 0 divergences:  31%|███▏      | 2518/8000 [00:02<00:05, 950.92draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2630/8000 [00:03<00:05, 994.97draws/s]
Sampling 4 chains, 0 divergences:  34%|███▍      | 2731/8000 [00:03<00:05, 953.67draws/s]
Sampling 4 chains, 0 divergences:  35%|███▌      | 2828/8000 [00:03<00:05, 955.19draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2925/8000 [00:03<00:05, 888.83draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3020/8000 [00:03<00:05, 906.10draws/s]
Sampling 4 chains, 0 divergences:  39%|███▉      | 3112/8000 [00:03<00:05, 909.28draws/s]
Sampling 4 chains, 0 divergences:  40%|████      | 3204/8000 [00:03<00:05, 908.49draws/s]
Sampling 4 chains, 0 divergences:  41%|████      | 3296/8000 [00:03<00:05, 907.88draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3388/8000 [00:03<00:05, 907.65draws/s]
Sampling 4 chains, 0 divergences:  44%|████▎     | 3497/8000 [00:03<00:04, 955.00draws/s]
Sampling 4 chains, 0 divergences:  45%|████▌     | 3605/8000 [00:04<00:04, 988.77draws/s]
Sampling 4 chains, 0 divergences:  46%|████▋     | 3705/8000 [00:04<00:04, 942.47draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3801/8000 [00:04<00:04, 915.51draws/s]
Sampling 4 chains, 0 divergences:  49%|████▊     | 3894/8000 [00:04<00:04, 868.03draws/s]
Sampling 4 chains, 0 divergences:  50%|████▉     | 3982/8000 [00:04<00:04, 846.38draws/s]
Sampling 4 chains, 1 divergences:  50%|█████     | 4022/8000 [00:04<00:04, 846.38draws/s]
Sampling 4 chains, 2 divergences:  50%|█████     | 4037/8000 [00:04<00:04, 846.38draws/s]
Sampling 4 chains, 3 divergences:  51%|█████     | 4042/8000 [00:04<00:04, 846.38draws/s]
Sampling 4 chains, 4 divergences:  51%|█████     | 4048/8000 [00:04<00:04, 846.38draws/s]
Sampling 4 chains, 5 divergences:  51%|█████     | 4058/8000 [00:04<00:04, 846.38draws/s]
Sampling 4 chains, 6 divergences:  51%|█████     | 4062/8000 [00:04<00:04, 846.38draws/s]
Sampling 4 chains, 6 divergences:  51%|█████     | 4074/8000 [00:04<00:04, 866.24draws/s]
Sampling 4 chains, 7 divergences:  51%|█████▏    | 4113/8000 [00:04<00:04, 866.24draws/s]
Sampling 4 chains, 8 divergences:  52%|█████▏    | 4121/8000 [00:04<00:04, 866.24draws/s]
Sampling 4 chains, 9 divergences:  52%|█████▏    | 4122/8000 [00:04<00:04, 866.24draws/s]
Sampling 4 chains, 10 divergences:  52%|█████▏    | 4125/8000 [00:04<00:04, 866.24draws/s]
Sampling 4 chains, 11 divergences:  52%|█████▏    | 4130/8000 [00:04<00:04, 866.24draws/s]
Sampling 4 chains, 12 divergences:  52%|█████▏    | 4140/8000 [00:04<00:04, 866.24draws/s]
Sampling 4 chains, 13 divergences:  52%|█████▏    | 4146/8000 [00:04<00:04, 866.24draws/s]
Sampling 4 chains, 14 divergences:  52%|█████▏    | 4150/8000 [00:04<00:04, 866.24draws/s]
Sampling 4 chains, 15 divergences:  52%|█████▏    | 4152/8000 [00:04<00:04, 866.24draws/s]
Sampling 4 chains, 16 divergences:  52%|█████▏    | 4154/8000 [00:04<00:04, 866.24draws/s]
Sampling 4 chains, 17 divergences:  52%|█████▏    | 4158/8000 [00:04<00:04, 866.24draws/s]
Sampling 4 chains, 18 divergences:  52%|█████▏    | 4160/8000 [00:04<00:04, 866.24draws/s]
Sampling 4 chains, 18 divergences:  52%|█████▏    | 4164/8000 [00:04<00:04, 875.23draws/s]
Sampling 4 chains, 19 divergences:  52%|█████▏    | 4166/8000 [00:04<00:04, 875.23draws/s]
Sampling 4 chains, 20 divergences:  52%|█████▏    | 4176/8000 [00:04<00:04, 875.23draws/s]
Sampling 4 chains, 21 divergences:  52%|█████▏    | 4192/8000 [00:04<00:04, 875.23draws/s]
Sampling 4 chains, 22 divergences:  52%|█████▎    | 4200/8000 [00:04<00:04, 875.23draws/s]
Sampling 4 chains, 23 divergences:  53%|█████▎    | 4205/8000 [00:04<00:04, 875.23draws/s]
Sampling 4 chains, 24 divergences:  53%|█████▎    | 4216/8000 [00:04<00:04, 875.23draws/s]
Sampling 4 chains, 25 divergences:  53%|█████▎    | 4225/8000 [00:04<00:04, 875.23draws/s]
Sampling 4 chains, 26 divergences:  53%|█████▎    | 4236/8000 [00:04<00:04, 875.23draws/s]
Sampling 4 chains, 27 divergences:  53%|█████▎    | 4277/8000 [00:04<00:04, 875.23draws/s]
Sampling 4 chains, 28 divergences:  53%|█████▎    | 4279/8000 [00:04<00:04, 875.23draws/s]
Sampling 4 chains, 28 divergences:  54%|█████▎    | 4283/8000 [00:04<00:03, 950.47draws/s]
Sampling 4 chains, 29 divergences:  54%|█████▎    | 4294/8000 [00:04<00:03, 950.47draws/s]
Sampling 4 chains, 30 divergences:  54%|█████▎    | 4296/8000 [00:04<00:03, 950.47draws/s]
Sampling 4 chains, 31 divergences:  54%|█████▍    | 4305/8000 [00:04<00:03, 950.47draws/s]
Sampling 4 chains, 32 divergences:  54%|█████▍    | 4330/8000 [00:04<00:03, 950.47draws/s]
Sampling 4 chains, 33 divergences:  54%|█████▍    | 4339/8000 [00:04<00:03, 950.47draws/s]
Sampling 4 chains, 34 divergences:  54%|█████▍    | 4354/8000 [00:04<00:03, 950.47draws/s]
Sampling 4 chains, 35 divergences:  55%|█████▍    | 4364/8000 [00:04<00:03, 950.47draws/s]
Sampling 4 chains, 36 divergences:  55%|█████▌    | 4406/8000 [00:04<00:03, 950.47draws/s]
Sampling 4 chains, 36 divergences:  55%|█████▌    | 4416/8000 [00:04<00:03, 1035.38draws/s]
Sampling 4 chains, 37 divergences:  56%|█████▌    | 4445/8000 [00:04<00:03, 1035.38draws/s]
Sampling 4 chains, 38 divergences:  56%|█████▌    | 4448/8000 [00:04<00:03, 1035.38draws/s]
Sampling 4 chains, 39 divergences:  56%|█████▌    | 4476/8000 [00:04<00:03, 1035.38draws/s]
Sampling 4 chains, 40 divergences:  56%|█████▌    | 4493/8000 [00:04<00:03, 1035.38draws/s]
Sampling 4 chains, 41 divergences:  56%|█████▌    | 4495/8000 [00:04<00:03, 1035.38draws/s]
Sampling 4 chains, 41 divergences:  57%|█████▋    | 4537/8000 [00:05<00:03, 1080.46draws/s]
Sampling 4 chains, 42 divergences:  58%|█████▊    | 4618/8000 [00:05<00:03, 1080.46draws/s]
Sampling 4 chains, 43 divergences:  58%|█████▊    | 4626/8000 [00:05<00:03, 1080.46draws/s]
Sampling 4 chains, 44 divergences:  58%|█████▊    | 4630/8000 [00:05<00:03, 1080.46draws/s]
Sampling 4 chains, 45 divergences:  58%|█████▊    | 4633/8000 [00:05<00:03, 1080.46draws/s]
Sampling 4 chains, 46 divergences:  58%|█████▊    | 4659/8000 [00:05<00:03, 1080.46draws/s]
Sampling 4 chains, 47 divergences:  58%|█████▊    | 4662/8000 [00:05<00:03, 1080.46draws/s]
Sampling 4 chains, 47 divergences:  58%|█████▊    | 4672/8000 [00:05<00:02, 1148.91draws/s]
Sampling 4 chains, 48 divergences:  58%|█████▊    | 4679/8000 [00:05<00:02, 1148.91draws/s]
Sampling 4 chains, 49 divergences:  59%|█████▊    | 4688/8000 [00:05<00:02, 1148.91draws/s]
Sampling 4 chains, 50 divergences:  59%|█████▊    | 4689/8000 [00:05<00:02, 1148.91draws/s]
Sampling 4 chains, 51 divergences:  59%|█████▊    | 4691/8000 [00:05<00:02, 1148.91draws/s]
Sampling 4 chains, 52 divergences:  59%|█████▊    | 4696/8000 [00:05<00:02, 1148.91draws/s]
Sampling 4 chains, 53 divergences:  59%|█████▉    | 4700/8000 [00:05<00:02, 1148.91draws/s]
Sampling 4 chains, 54 divergences:  59%|█████▉    | 4709/8000 [00:05<00:02, 1148.91draws/s]
Sampling 4 chains, 55 divergences:  59%|█████▉    | 4711/8000 [00:05<00:02, 1148.91draws/s]
Sampling 4 chains, 56 divergences:  59%|█████▉    | 4714/8000 [00:05<00:02, 1148.91draws/s]
Sampling 4 chains, 57 divergences:  59%|█████▉    | 4728/8000 [00:05<00:02, 1148.91draws/s]
Sampling 4 chains, 58 divergences:  59%|█████▉    | 4751/8000 [00:05<00:02, 1148.91draws/s]
Sampling 4 chains, 58 divergences:  60%|█████▉    | 4791/8000 [00:05<00:02, 1149.48draws/s]
Sampling 4 chains, 59 divergences:  60%|█████▉    | 4796/8000 [00:05<00:02, 1149.48draws/s]
Sampling 4 chains, 60 divergences:  60%|██████    | 4820/8000 [00:05<00:02, 1149.48draws/s]
Sampling 4 chains, 61 divergences:  61%|██████    | 4851/8000 [00:05<00:02, 1149.48draws/s]
Sampling 4 chains, 62 divergences:  61%|██████    | 4854/8000 [00:05<00:02, 1149.48draws/s]
Sampling 4 chains, 62 divergences:  62%|██████▏   | 4924/8000 [00:05<00:02, 1189.68draws/s]
Sampling 4 chains, 63 divergences:  62%|██████▏   | 4935/8000 [00:05<00:02, 1189.68draws/s]
Sampling 4 chains, 63 divergences:  63%|██████▎   | 5046/8000 [00:05<00:02, 1145.07draws/s]
Sampling 4 chains, 64 divergences:  63%|██████▎   | 5061/8000 [00:05<00:02, 1145.07draws/s]
Sampling 4 chains, 64 divergences:  65%|██████▍   | 5163/8000 [00:05<00:02, 1072.38draws/s]
Sampling 4 chains, 65 divergences:  65%|██████▌   | 5219/8000 [00:05<00:02, 1072.38draws/s]
Sampling 4 chains, 66 divergences:  65%|██████▌   | 5235/8000 [00:05<00:02, 1072.38draws/s]
Sampling 4 chains, 66 divergences:  66%|██████▋   | 5311/8000 [00:05<00:02, 1164.03draws/s]
Sampling 4 chains, 67 divergences:  66%|██████▋   | 5313/8000 [00:05<00:02, 1164.03draws/s]
Sampling 4 chains, 68 divergences:  68%|██████▊   | 5410/8000 [00:05<00:02, 1164.03draws/s]
Sampling 4 chains, 69 divergences:  68%|██████▊   | 5435/8000 [00:05<00:02, 1164.03draws/s]
Sampling 4 chains, 69 divergences:  68%|██████▊   | 5460/8000 [00:05<00:02, 1242.50draws/s]
Sampling 4 chains, 69 divergences:  70%|██████▉   | 5597/8000 [00:05<00:01, 1275.58draws/s]
Sampling 4 chains, 69 divergences:  72%|███████▏  | 5728/8000 [00:05<00:01, 1261.68draws/s]
Sampling 4 chains, 69 divergences:  73%|███████▎  | 5857/8000 [00:06<00:01, 1102.59draws/s]
Sampling 4 chains, 69 divergences:  75%|███████▍  | 5973/8000 [00:06<00:02, 1001.07draws/s]
Sampling 4 chains, 69 divergences:  76%|███████▌  | 6079/8000 [00:06<00:01, 985.66draws/s] 
Sampling 4 chains, 69 divergences:  77%|███████▋  | 6182/8000 [00:06<00:01, 954.94draws/s]
Sampling 4 chains, 69 divergences:  79%|███████▊  | 6281/8000 [00:06<00:01, 943.43draws/s]
Sampling 4 chains, 69 divergences:  80%|███████▉  | 6384/8000 [00:06<00:01, 966.94draws/s]
Sampling 4 chains, 70 divergences:  81%|████████  | 6449/8000 [00:06<00:01, 966.94draws/s]
Sampling 4 chains, 70 divergences:  81%|████████  | 6483/8000 [00:06<00:01, 954.52draws/s]
Sampling 4 chains, 71 divergences:  82%|████████▏ | 6563/8000 [00:06<00:01, 954.52draws/s]
Sampling 4 chains, 71 divergences:  82%|████████▏ | 6581/8000 [00:06<00:01, 959.99draws/s]
Sampling 4 chains, 72 divergences:  82%|████████▏ | 6584/8000 [00:06<00:01, 959.99draws/s]
Sampling 4 chains, 73 divergences:  83%|████████▎ | 6656/8000 [00:06<00:01, 959.99draws/s]
Sampling 4 chains, 73 divergences:  84%|████████▎ | 6686/8000 [00:07<00:01, 983.85draws/s]
Sampling 4 chains, 73 divergences:  85%|████████▍ | 6786/8000 [00:07<00:01, 969.45draws/s]
Sampling 4 chains, 73 divergences:  86%|████████▌ | 6884/8000 [00:07<00:01, 959.75draws/s]
Sampling 4 chains, 73 divergences:  87%|████████▋ | 6993/8000 [00:07<00:01, 995.44draws/s]
Sampling 4 chains, 74 divergences:  88%|████████▊ | 7009/8000 [00:07<00:00, 995.44draws/s]
Sampling 4 chains, 74 divergences:  89%|████████▉ | 7116/8000 [00:07<00:00, 1052.02draws/s]
Sampling 4 chains, 74 divergences:  90%|█████████ | 7232/8000 [00:07<00:00, 1081.29draws/s]
Sampling 4 chains, 74 divergences:  92%|█████████▏| 7362/8000 [00:07<00:00, 1134.16draws/s]
Sampling 4 chains, 75 divergences:  93%|█████████▎| 7453/8000 [00:07<00:00, 1134.16draws/s]
Sampling 4 chains, 75 divergences:  94%|█████████▎| 7485/8000 [00:07<00:00, 1158.31draws/s]
Sampling 4 chains, 75 divergences:  95%|█████████▌| 7602/8000 [00:07<00:00, 1077.37draws/s]
Sampling 4 chains, 75 divergences:  96%|█████████▋| 7712/8000 [00:07<00:00, 1008.24draws/s]
Sampling 4 chains, 75 divergences:  98%|█████████▊| 7816/8000 [00:08<00:00, 895.20draws/s] 
Sampling 4 chains, 75 divergences:  99%|█████████▉| 7910/8000 [00:08<00:00, 691.24draws/s]
Sampling 4 chains, 75 divergences: 100%|█████████▉| 7989/8000 [00:08<00:00, 534.97draws/s]
Sampling 4 chains, 75 divergences: 100%|██████████| 8000/8000 [00:08<00:00, 930.39draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 92/8000 [00:00<00:08, 906.90draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 160/8000 [00:00<00:09, 823.44draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 227/8000 [00:00<00:10, 765.40draws/s]
Sampling 4 chains, 0 divergences:   4%|▎         | 293/8000 [00:00<00:10, 727.62draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 359/8000 [00:00<00:10, 702.94draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 451/8000 [00:00<00:09, 755.91draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 544/8000 [00:00<00:09, 800.69draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 641/8000 [00:00<00:08, 842.13draws/s]
Sampling 4 chains, 0 divergences:   9%|▉         | 729/8000 [00:00<00:08, 851.36draws/s]
Sampling 4 chains, 0 divergences:  10%|█         | 812/8000 [00:01<00:08, 840.04draws/s]
Sampling 4 chains, 0 divergences:  11%|█▏        | 904/8000 [00:01<00:08, 862.31draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 997/8000 [00:01<00:07, 879.23draws/s]
Sampling 4 chains, 0 divergences:  14%|█▎        | 1095/8000 [00:01<00:07, 907.13draws/s]
Sampling 4 chains, 0 divergences:  15%|█▍        | 1187/8000 [00:01<00:07, 910.00draws/s]
Sampling 4 chains, 0 divergences:  16%|█▌        | 1278/8000 [00:01<00:07, 892.26draws/s]
Sampling 4 chains, 0 divergences:  17%|█▋        | 1368/8000 [00:01<00:07, 867.68draws/s]
Sampling 4 chains, 0 divergences:  18%|█▊        | 1475/8000 [00:01<00:07, 919.45draws/s]
Sampling 4 chains, 0 divergences:  20%|█▉        | 1582/8000 [00:01<00:06, 957.90draws/s]
Sampling 4 chains, 0 divergences:  21%|██        | 1683/8000 [00:01<00:06, 972.34draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1786/8000 [00:02<00:06, 983.31draws/s]
Sampling 4 chains, 0 divergences:  24%|██▎       | 1890/8000 [00:02<00:06, 998.55draws/s]
Sampling 4 chains, 0 divergences:  25%|██▌       | 2014/8000 [00:02<00:05, 1060.25draws/s]
Sampling 4 chains, 0 divergences:  27%|██▋       | 2122/8000 [00:02<00:05, 1031.31draws/s]
Sampling 4 chains, 0 divergences:  28%|██▊       | 2227/8000 [00:02<00:05, 1024.97draws/s]
Sampling 4 chains, 0 divergences:  29%|██▉       | 2331/8000 [00:02<00:05, 1021.66draws/s]
Sampling 4 chains, 0 divergences:  30%|███       | 2434/8000 [00:02<00:05, 988.64draws/s] 
Sampling 4 chains, 0 divergences:  32%|███▏      | 2534/8000 [00:02<00:05, 967.00draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2650/8000 [00:02<00:05, 1016.91draws/s]
Sampling 4 chains, 0 divergences:  34%|███▍      | 2753/8000 [00:02<00:05, 951.42draws/s] 
Sampling 4 chains, 0 divergences:  36%|███▌      | 2857/8000 [00:03<00:05, 973.93draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2956/8000 [00:03<00:05, 947.50draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3052/8000 [00:03<00:05, 889.33draws/s]
Sampling 4 chains, 0 divergences:  39%|███▉      | 3143/8000 [00:03<00:05, 876.82draws/s]
Sampling 4 chains, 0 divergences:  40%|████      | 3232/8000 [00:03<00:05, 861.29draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3321/8000 [00:03<00:05, 866.44draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3436/8000 [00:03<00:04, 931.25draws/s]
Sampling 4 chains, 0 divergences:  44%|████▍     | 3531/8000 [00:03<00:05, 873.84draws/s]
Sampling 4 chains, 0 divergences:  46%|████▌     | 3647/8000 [00:03<00:04, 942.47draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3745/8000 [00:04<00:04, 950.23draws/s]
Sampling 4 chains, 1 divergences:  47%|████▋     | 3794/8000 [00:04<00:04, 950.23draws/s]
Sampling 4 chains, 1 divergences:  48%|████▊     | 3850/8000 [00:04<00:04, 977.51draws/s]
Sampling 4 chains, 2 divergences:  48%|████▊     | 3854/8000 [00:04<00:04, 977.51draws/s]
Sampling 4 chains, 3 divergences:  49%|████▊     | 3893/8000 [00:04<00:04, 977.51draws/s]
Sampling 4 chains, 3 divergences:  50%|████▉     | 3972/8000 [00:04<00:03, 1038.32draws/s]
Sampling 4 chains, 4 divergences:  50%|█████     | 4021/8000 [00:04<00:03, 1038.32draws/s]
Sampling 4 chains, 4 divergences:  51%|█████     | 4083/8000 [00:04<00:03, 1053.19draws/s]
Sampling 4 chains, 5 divergences:  51%|█████     | 4099/8000 [00:04<00:03, 1053.19draws/s]
Sampling 4 chains, 5 divergences:  52%|█████▏    | 4190/8000 [00:04<00:03, 1015.67draws/s]
Sampling 4 chains, 6 divergences:  53%|█████▎    | 4240/8000 [00:04<00:03, 1015.67draws/s]
Sampling 4 chains, 7 divergences:  53%|█████▎    | 4245/8000 [00:04<00:03, 1015.67draws/s]
Sampling 4 chains, 8 divergences:  53%|█████▎    | 4272/8000 [00:04<00:03, 1015.67draws/s]
Sampling 4 chains, 9 divergences:  53%|█████▎    | 4279/8000 [00:04<00:03, 1015.67draws/s]
Sampling 4 chains, 9 divergences:  54%|█████▍    | 4316/8000 [00:04<00:03, 1076.59draws/s]
Sampling 4 chains, 10 divergences:  54%|█████▍    | 4335/8000 [00:04<00:03, 1076.59draws/s]
Sampling 4 chains, 11 divergences:  54%|█████▍    | 4352/8000 [00:04<00:03, 1076.59draws/s]
Sampling 4 chains, 12 divergences:  55%|█████▍    | 4364/8000 [00:04<00:03, 1076.59draws/s]
Sampling 4 chains, 13 divergences:  55%|█████▍    | 4382/8000 [00:04<00:03, 1076.59draws/s]
Sampling 4 chains, 14 divergences:  55%|█████▍    | 4388/8000 [00:04<00:03, 1076.59draws/s]
Sampling 4 chains, 15 divergences:  55%|█████▍    | 4398/8000 [00:04<00:03, 1076.59draws/s]
Sampling 4 chains, 16 divergences:  55%|█████▌    | 4426/8000 [00:04<00:03, 1076.59draws/s]
Sampling 4 chains, 17 divergences:  55%|█████▌    | 4428/8000 [00:04<00:03, 1076.59draws/s]
Sampling 4 chains, 17 divergences:  56%|█████▌    | 4446/8000 [00:04<00:03, 1134.53draws/s]
Sampling 4 chains, 18 divergences:  56%|█████▌    | 4452/8000 [00:04<00:03, 1134.53draws/s]
Sampling 4 chains, 19 divergences:  56%|█████▌    | 4458/8000 [00:04<00:03, 1134.53draws/s]
Sampling 4 chains, 20 divergences:  56%|█████▌    | 4470/8000 [00:04<00:03, 1134.53draws/s]
Sampling 4 chains, 21 divergences:  56%|█████▌    | 4483/8000 [00:04<00:03, 1134.53draws/s]
Sampling 4 chains, 22 divergences:  56%|█████▌    | 4488/8000 [00:04<00:03, 1134.53draws/s]
Sampling 4 chains, 23 divergences:  56%|█████▋    | 4506/8000 [00:04<00:03, 1134.53draws/s]
Sampling 4 chains, 24 divergences:  56%|█████▋    | 4511/8000 [00:04<00:03, 1134.53draws/s]
Sampling 4 chains, 25 divergences:  56%|█████▋    | 4516/8000 [00:04<00:03, 1134.53draws/s]
Sampling 4 chains, 26 divergences:  57%|█████▋    | 4530/8000 [00:04<00:03, 1134.53draws/s]
Sampling 4 chains, 27 divergences:  57%|█████▋    | 4545/8000 [00:04<00:03, 1134.53draws/s]
Sampling 4 chains, 28 divergences:  57%|█████▋    | 4559/8000 [00:04<00:03, 1134.53draws/s]
Sampling 4 chains, 29 divergences:  57%|█████▋    | 4571/8000 [00:04<00:03, 1134.53draws/s]
Sampling 4 chains, 29 divergences:  57%|█████▋    | 4581/8000 [00:04<00:02, 1190.22draws/s]
Sampling 4 chains, 30 divergences:  58%|█████▊    | 4601/8000 [00:04<00:02, 1190.22draws/s]
Sampling 4 chains, 31 divergences:  58%|█████▊    | 4621/8000 [00:04<00:02, 1190.22draws/s]
Sampling 4 chains, 32 divergences:  58%|█████▊    | 4624/8000 [00:04<00:02, 1190.22draws/s]
Sampling 4 chains, 33 divergences:  58%|█████▊    | 4634/8000 [00:04<00:02, 1190.22draws/s]
Sampling 4 chains, 34 divergences:  58%|█████▊    | 4675/8000 [00:04<00:02, 1190.22draws/s]
Sampling 4 chains, 35 divergences:  58%|█████▊    | 4677/8000 [00:04<00:02, 1190.22draws/s]
Sampling 4 chains, 36 divergences:  58%|█████▊    | 4679/8000 [00:04<00:02, 1190.22draws/s]
Sampling 4 chains, 37 divergences:  59%|█████▉    | 4712/8000 [00:04<00:02, 1190.22draws/s]
Sampling 4 chains, 38 divergences:  59%|█████▉    | 4715/8000 [00:04<00:02, 1190.22draws/s]
Sampling 4 chains, 38 divergences:  59%|█████▉    | 4727/8000 [00:04<00:02, 1259.02draws/s]
Sampling 4 chains, 39 divergences:  59%|█████▉    | 4729/8000 [00:04<00:02, 1259.02draws/s]
Sampling 4 chains, 40 divergences:  60%|█████▉    | 4774/8000 [00:04<00:02, 1259.02draws/s]
Sampling 4 chains, 41 divergences:  60%|█████▉    | 4782/8000 [00:04<00:02, 1259.02draws/s]
Sampling 4 chains, 41 divergences:  61%|██████    | 4856/8000 [00:04<00:02, 1249.14draws/s]
Sampling 4 chains, 42 divergences:  62%|██████▏   | 4936/8000 [00:05<00:02, 1249.14draws/s]
Sampling 4 chains, 42 divergences:  62%|██████▏   | 4983/8000 [00:05<00:02, 1242.15draws/s]
Sampling 4 chains, 43 divergences:  63%|██████▎   | 5018/8000 [00:05<00:02, 1242.15draws/s]
Sampling 4 chains, 44 divergences:  64%|██████▍   | 5107/8000 [00:05<00:02, 1242.15draws/s]
Sampling 4 chains, 44 divergences:  64%|██████▍   | 5115/8000 [00:05<00:02, 1263.33draws/s]
Sampling 4 chains, 45 divergences:  64%|██████▍   | 5120/8000 [00:05<00:02, 1263.33draws/s]
Sampling 4 chains, 46 divergences:  64%|██████▍   | 5124/8000 [00:05<00:02, 1263.33draws/s]
Sampling 4 chains, 46 divergences:  66%|██████▌   | 5243/8000 [00:05<00:02, 1212.59draws/s]
Sampling 4 chains, 47 divergences:  66%|██████▌   | 5296/8000 [00:05<00:02, 1212.59draws/s]
Sampling 4 chains, 48 divergences:  66%|██████▋   | 5317/8000 [00:05<00:02, 1212.59draws/s]
Sampling 4 chains, 49 divergences:  67%|██████▋   | 5326/8000 [00:05<00:02, 1212.59draws/s]
Sampling 4 chains, 49 divergences:  67%|██████▋   | 5366/8000 [00:05<00:02, 1160.12draws/s]
Sampling 4 chains, 50 divergences:  67%|██████▋   | 5366/8000 [00:05<00:02, 1160.12draws/s]
Sampling 4 chains, 51 divergences:  68%|██████▊   | 5452/8000 [00:05<00:02, 1160.12draws/s]
Sampling 4 chains, 51 divergences:  69%|██████▊   | 5484/8000 [00:05<00:02, 1113.55draws/s]
Sampling 4 chains, 52 divergences:  69%|██████▉   | 5532/8000 [00:05<00:02, 1113.55draws/s]
Sampling 4 chains, 53 divergences:  69%|██████▉   | 5553/8000 [00:05<00:02, 1113.55draws/s]
Sampling 4 chains, 54 divergences:  70%|██████▉   | 5568/8000 [00:05<00:02, 1113.55draws/s]
Sampling 4 chains, 55 divergences:  70%|██████▉   | 5581/8000 [00:05<00:02, 1113.55draws/s]
Sampling 4 chains, 56 divergences:  70%|██████▉   | 5599/8000 [00:05<00:02, 1113.55draws/s]
Sampling 4 chains, 56 divergences:  70%|███████   | 5617/8000 [00:05<00:02, 1170.68draws/s]
Sampling 4 chains, 57 divergences:  71%|███████   | 5641/8000 [00:05<00:02, 1170.68draws/s]
Sampling 4 chains, 57 divergences:  72%|███████▏  | 5736/8000 [00:05<00:02, 1130.94draws/s]
Sampling 4 chains, 57 divergences:  73%|███████▎  | 5851/8000 [00:05<00:01, 1135.48draws/s]
Sampling 4 chains, 58 divergences:  74%|███████▍  | 5940/8000 [00:05<00:01, 1135.48draws/s]
Sampling 4 chains, 59 divergences:  74%|███████▍  | 5953/8000 [00:05<00:01, 1135.48draws/s]
Sampling 4 chains, 60 divergences:  75%|███████▍  | 5967/8000 [00:05<00:01, 1135.48draws/s]
Sampling 4 chains, 60 divergences:  75%|███████▍  | 5972/8000 [00:05<00:01, 1150.32draws/s]
Sampling 4 chains, 61 divergences:  76%|███████▌  | 6054/8000 [00:06<00:01, 1150.32draws/s]
Sampling 4 chains, 61 divergences:  76%|███████▌  | 6088/8000 [00:06<00:01, 1146.11draws/s]
Sampling 4 chains, 62 divergences:  76%|███████▋  | 6118/8000 [00:06<00:01, 1146.11draws/s]
Sampling 4 chains, 63 divergences:  77%|███████▋  | 6172/8000 [00:06<00:01, 1146.11draws/s]
Sampling 4 chains, 64 divergences:  77%|███████▋  | 6191/8000 [00:06<00:01, 1146.11draws/s]
Sampling 4 chains, 64 divergences:  78%|███████▊  | 6224/8000 [00:06<00:01, 1202.13draws/s]
Sampling 4 chains, 65 divergences:  78%|███████▊  | 6224/8000 [00:06<00:01, 1202.13draws/s]
Sampling 4 chains, 66 divergences:  78%|███████▊  | 6251/8000 [00:06<00:01, 1202.13draws/s]
Sampling 4 chains, 67 divergences:  78%|███████▊  | 6266/8000 [00:06<00:01, 1202.13draws/s]
Sampling 4 chains, 68 divergences:  79%|███████▉  | 6314/8000 [00:06<00:01, 1202.13draws/s]
Sampling 4 chains, 69 divergences:  79%|███████▉  | 6339/8000 [00:06<00:01, 1202.13draws/s]
Sampling 4 chains, 70 divergences:  79%|███████▉  | 6348/8000 [00:06<00:01, 1202.13draws/s]
Sampling 4 chains, 71 divergences:  79%|███████▉  | 6353/8000 [00:06<00:01, 1202.13draws/s]
Sampling 4 chains, 72 divergences:  80%|███████▉  | 6369/8000 [00:06<00:01, 1202.13draws/s]
Sampling 4 chains, 73 divergences:  80%|███████▉  | 6371/8000 [00:06<00:01, 1202.13draws/s]
Sampling 4 chains, 73 divergences:  80%|███████▉  | 6373/8000 [00:06<00:01, 1275.17draws/s]
Sampling 4 chains, 74 divergences:  80%|███████▉  | 6374/8000 [00:06<00:01, 1275.17draws/s]
Sampling 4 chains, 75 divergences:  80%|███████▉  | 6380/8000 [00:06<00:01, 1275.17draws/s]
Sampling 4 chains, 76 divergences:  80%|███████▉  | 6383/8000 [00:06<00:01, 1275.17draws/s]
Sampling 4 chains, 77 divergences:  80%|███████▉  | 6390/8000 [00:06<00:01, 1275.17draws/s]
Sampling 4 chains, 78 divergences:  80%|████████  | 6417/8000 [00:06<00:01, 1275.17draws/s]
Sampling 4 chains, 79 divergences:  80%|████████  | 6436/8000 [00:06<00:01, 1275.17draws/s]
Sampling 4 chains, 80 divergences:  81%|████████  | 6464/8000 [00:06<00:01, 1275.17draws/s]
Sampling 4 chains, 81 divergences:  81%|████████  | 6469/8000 [00:06<00:01, 1275.17draws/s]
Sampling 4 chains, 81 divergences:  81%|████████▏ | 6503/8000 [00:06<00:01, 1264.70draws/s]
Sampling 4 chains, 82 divergences:  82%|████████▏ | 6525/8000 [00:06<00:01, 1264.70draws/s]
Sampling 4 chains, 83 divergences:  83%|████████▎ | 6606/8000 [00:06<00:01, 1264.70draws/s]
Sampling 4 chains, 83 divergences:  83%|████████▎ | 6631/8000 [00:06<00:01, 1239.68draws/s]
Sampling 4 chains, 84 divergences:  84%|████████▎ | 6690/8000 [00:06<00:01, 1239.68draws/s]
Sampling 4 chains, 85 divergences:  84%|████████▎ | 6691/8000 [00:06<00:01, 1239.68draws/s]
Sampling 4 chains, 86 divergences:  84%|████████▍ | 6704/8000 [00:06<00:01, 1239.68draws/s]
Sampling 4 chains, 87 divergences:  84%|████████▍ | 6707/8000 [00:06<00:01, 1239.68draws/s]
Sampling 4 chains, 87 divergences:  84%|████████▍ | 6757/8000 [00:06<00:01, 1205.43draws/s]
Sampling 4 chains, 87 divergences:  86%|████████▌ | 6882/8000 [00:06<00:00, 1217.37draws/s]
Sampling 4 chains, 88 divergences:  86%|████████▌ | 6890/8000 [00:06<00:00, 1217.37draws/s]
Sampling 4 chains, 89 divergences:  87%|████████▋ | 6930/8000 [00:06<00:00, 1217.37draws/s]
Sampling 4 chains, 90 divergences:  87%|████████▋ | 6937/8000 [00:06<00:00, 1217.37draws/s]
Sampling 4 chains, 91 divergences:  87%|████████▋ | 6942/8000 [00:06<00:00, 1217.37draws/s]
Sampling 4 chains, 92 divergences:  87%|████████▋ | 6946/8000 [00:06<00:00, 1217.37draws/s]
Sampling 4 chains, 93 divergences:  87%|████████▋ | 6955/8000 [00:06<00:00, 1217.37draws/s]
Sampling 4 chains, 94 divergences:  87%|████████▋ | 6964/8000 [00:06<00:00, 1217.37draws/s]
Sampling 4 chains, 95 divergences:  87%|████████▋ | 6987/8000 [00:06<00:00, 1217.37draws/s]
Sampling 4 chains, 96 divergences:  87%|████████▋ | 6996/8000 [00:06<00:00, 1217.37draws/s]
Sampling 4 chains, 97 divergences:  87%|████████▋ | 6999/8000 [00:06<00:00, 1217.37draws/s]
Sampling 4 chains, 97 divergences:  88%|████████▊ | 7006/8000 [00:06<00:00, 1216.62draws/s]
Sampling 4 chains, 98 divergences:  88%|████████▊ | 7018/8000 [00:06<00:00, 1216.62draws/s]
Sampling 4 chains, 99 divergences:  88%|████████▊ | 7032/8000 [00:06<00:00, 1216.62draws/s]
Sampling 4 chains, 100 divergences:  88%|████████▊ | 7077/8000 [00:06<00:00, 1216.62draws/s]
Sampling 4 chains, 101 divergences:  89%|████████▉ | 7102/8000 [00:06<00:00, 1216.62draws/s]
Sampling 4 chains, 101 divergences:  89%|████████▉ | 7129/8000 [00:06<00:00, 1218.67draws/s]
Sampling 4 chains, 102 divergences:  90%|████████▉ | 7181/8000 [00:06<00:00, 1218.67draws/s]
Sampling 4 chains, 103 divergences:  91%|█████████ | 7247/8000 [00:06<00:00, 1218.67draws/s]
Sampling 4 chains, 103 divergences:  91%|█████████ | 7252/8000 [00:07<00:00, 1200.55draws/s]
Sampling 4 chains, 104 divergences:  91%|█████████ | 7254/8000 [00:07<00:00, 1200.55draws/s]
Sampling 4 chains, 105 divergences:  92%|█████████▏| 7331/8000 [00:07<00:00, 1200.55draws/s]
Sampling 4 chains, 106 divergences:  92%|█████████▏| 7350/8000 [00:07<00:00, 1200.55draws/s]
Sampling 4 chains, 107 divergences:  92%|█████████▏| 7363/8000 [00:07<00:00, 1200.55draws/s]
Sampling 4 chains, 108 divergences:  92%|█████████▏| 7376/8000 [00:07<00:00, 1200.55draws/s]
Sampling 4 chains, 109 divergences:  92%|█████████▏| 7381/8000 [00:07<00:00, 1200.55draws/s]
Sampling 4 chains, 109 divergences:  92%|█████████▏| 7382/8000 [00:07<00:00, 1228.11draws/s]
Sampling 4 chains, 110 divergences:  94%|█████████▎| 7491/8000 [00:07<00:00, 1228.11draws/s]
Sampling 4 chains, 111 divergences:  94%|█████████▎| 7495/8000 [00:07<00:00, 1228.11draws/s]
Sampling 4 chains, 111 divergences:  94%|█████████▍| 7509/8000 [00:07<00:00, 1239.39draws/s]
Sampling 4 chains, 112 divergences:  94%|█████████▍| 7545/8000 [00:07<00:00, 1239.39draws/s]
Sampling 4 chains, 113 divergences:  95%|█████████▍| 7571/8000 [00:07<00:00, 1239.39draws/s]
Sampling 4 chains, 114 divergences:  95%|█████████▌| 7615/8000 [00:07<00:00, 1239.39draws/s]
Sampling 4 chains, 114 divergences:  95%|█████████▌| 7634/8000 [00:07<00:00, 1236.09draws/s]
Sampling 4 chains, 115 divergences:  96%|█████████▌| 7680/8000 [00:07<00:00, 1236.09draws/s]
Sampling 4 chains, 116 divergences:  96%|█████████▌| 7686/8000 [00:07<00:00, 1236.09draws/s]
Sampling 4 chains, 117 divergences:  96%|█████████▋| 7706/8000 [00:07<00:00, 1236.09draws/s]
Sampling 4 chains, 118 divergences:  96%|█████████▋| 7707/8000 [00:07<00:00, 1236.09draws/s]
Sampling 4 chains, 119 divergences:  97%|█████████▋| 7736/8000 [00:07<00:00, 1236.09draws/s]
Sampling 4 chains, 120 divergences:  97%|█████████▋| 7750/8000 [00:07<00:00, 1236.09draws/s]
Sampling 4 chains, 121 divergences:  97%|█████████▋| 7754/8000 [00:07<00:00, 1236.09draws/s]
Sampling 4 chains, 121 divergences:  97%|█████████▋| 7758/8000 [00:07<00:00, 1211.19draws/s]
Sampling 4 chains, 122 divergences:  97%|█████████▋| 7782/8000 [00:07<00:00, 1211.19draws/s]
Sampling 4 chains, 123 divergences:  97%|█████████▋| 7794/8000 [00:07<00:00, 1211.19draws/s]
Sampling 4 chains, 124 divergences:  98%|█████████▊| 7859/8000 [00:07<00:00, 1211.19draws/s]
Sampling 4 chains, 124 divergences:  99%|█████████▉| 7913/8000 [00:07<00:00, 1293.02draws/s]
Sampling 4 chains, 125 divergences:  99%|█████████▉| 7916/8000 [00:07<00:00, 1293.02draws/s]
Sampling 4 chains, 126 divergences:  99%|█████████▉| 7943/8000 [00:07<00:00, 1293.02draws/s]
Sampling 4 chains, 127 divergences:  99%|█████████▉| 7953/8000 [00:07<00:00, 1293.02draws/s]
Sampling 4 chains, 128 divergences:  99%|█████████▉| 7957/8000 [00:07<00:00, 1293.02draws/s]
Sampling 4 chains, 129 divergences: 100%|█████████▉| 7960/8000 [00:07<00:00, 1293.02draws/s]
Sampling 4 chains, 130 divergences: 100%|█████████▉| 7985/8000 [00:07<00:00, 1293.02draws/s]
Sampling 4 chains, 130 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1043.67draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 47/8000 [00:00<00:17, 453.38draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 97/8000 [00:00<00:17, 462.64draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 176/8000 [00:00<00:14, 527.76draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 230/8000 [00:00<00:14, 529.46draws/s]
Sampling 4 chains, 0 divergences:   4%|▎         | 294/8000 [00:00<00:13, 557.29draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 354/8000 [00:00<00:13, 568.13draws/s]
Sampling 4 chains, 0 divergences:   5%|▌         | 428/8000 [00:00<00:12, 609.82draws/s]
Sampling 4 chains, 0 divergences:   6%|▋         | 508/8000 [00:00<00:11, 655.05draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 593/8000 [00:00<00:10, 701.49draws/s]
Sampling 4 chains, 0 divergences:   9%|▊         | 681/8000 [00:01<00:09, 743.98draws/s]
Sampling 4 chains, 0 divergences:  10%|▉         | 763/8000 [00:01<00:09, 760.27draws/s]
Sampling 4 chains, 0 divergences:  11%|█         | 848/8000 [00:01<00:09, 778.97draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 932/8000 [00:01<00:08, 790.71draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1018/8000 [00:01<00:08, 804.47draws/s]
Sampling 4 chains, 0 divergences:  14%|█▎        | 1099/8000 [00:01<00:09, 765.81draws/s]
Sampling 4 chains, 0 divergences:  15%|█▍        | 1177/8000 [00:01<00:09, 743.52draws/s]
Sampling 4 chains, 0 divergences:  16%|█▌        | 1264/8000 [00:01<00:08, 774.62draws/s]
Sampling 4 chains, 0 divergences:  17%|█▋        | 1346/8000 [00:01<00:08, 787.48draws/s]
Sampling 4 chains, 0 divergences:  18%|█▊        | 1427/8000 [00:01<00:08, 790.43draws/s]
Sampling 4 chains, 0 divergences:  19%|█▉        | 1511/8000 [00:02<00:08, 803.82draws/s]
Sampling 4 chains, 0 divergences:  20%|█▉        | 1592/8000 [00:02<00:08, 799.13draws/s]
Sampling 4 chains, 0 divergences:  21%|██        | 1694/8000 [00:02<00:07, 852.58draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1781/8000 [00:02<00:07, 853.97draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1868/8000 [00:02<00:07, 812.52draws/s]
Sampling 4 chains, 0 divergences:  24%|██▍       | 1952/8000 [00:02<00:07, 817.51draws/s]
Sampling 4 chains, 0 divergences:  25%|██▌       | 2035/8000 [00:02<00:07, 817.90draws/s]
Sampling 4 chains, 0 divergences:  26%|██▋       | 2118/8000 [00:02<00:07, 803.22draws/s]
Sampling 4 chains, 0 divergences:  28%|██▊       | 2206/8000 [00:02<00:07, 822.41draws/s]
Sampling 4 chains, 0 divergences:  29%|██▉       | 2301/8000 [00:02<00:06, 855.31draws/s]
Sampling 4 chains, 0 divergences:  30%|██▉       | 2388/8000 [00:03<00:06, 831.42draws/s]
Sampling 4 chains, 0 divergences:  31%|███       | 2472/8000 [00:03<00:06, 808.74draws/s]
Sampling 4 chains, 0 divergences:  32%|███▏      | 2554/8000 [00:03<00:07, 770.04draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2648/8000 [00:03<00:06, 810.13draws/s]
Sampling 4 chains, 0 divergences:  34%|███▍      | 2735/8000 [00:03<00:06, 826.56draws/s]
Sampling 4 chains, 0 divergences:  35%|███▌      | 2819/8000 [00:03<00:06, 811.16draws/s]
Sampling 4 chains, 0 divergences:  36%|███▋      | 2901/8000 [00:03<00:06, 809.86draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2983/8000 [00:03<00:06, 793.51draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3063/8000 [00:03<00:06, 761.38draws/s]
Sampling 4 chains, 0 divergences:  39%|███▉      | 3140/8000 [00:04<00:06, 724.88draws/s]
Sampling 4 chains, 0 divergences:  40%|████      | 3216/8000 [00:04<00:06, 732.75draws/s]
Sampling 4 chains, 0 divergences:  41%|████      | 3296/8000 [00:04<00:06, 747.32draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3405/8000 [00:04<00:05, 824.84draws/s]
Sampling 4 chains, 0 divergences:  44%|████▎     | 3498/8000 [00:04<00:05, 851.95draws/s]
Sampling 4 chains, 0 divergences:  45%|████▍     | 3586/8000 [00:04<00:05, 834.87draws/s]
Sampling 4 chains, 0 divergences:  46%|████▌     | 3672/8000 [00:04<00:05, 838.54draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3757/8000 [00:04<00:05, 782.18draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3837/8000 [00:04<00:05, 778.90draws/s]
Sampling 4 chains, 0 divergences:  49%|████▉     | 3921/8000 [00:05<00:05, 795.15draws/s]
Sampling 4 chains, 0 divergences:  50%|█████     | 4005/8000 [00:05<00:04, 802.62draws/s]
Sampling 4 chains, 0 divergences:  51%|█████     | 4086/8000 [00:05<00:05, 769.66draws/s]
Sampling 4 chains, 0 divergences:  52%|█████▏    | 4164/8000 [00:05<00:05, 747.23draws/s]
Sampling 4 chains, 0 divergences:  53%|█████▎    | 4242/8000 [00:05<00:05, 750.18draws/s]
Sampling 4 chains, 0 divergences:  54%|█████▍    | 4323/8000 [00:05<00:04, 764.91draws/s]
Sampling 4 chains, 0 divergences:  55%|█████▌    | 4405/8000 [00:05<00:04, 775.92draws/s]
Sampling 4 chains, 0 divergences:  56%|█████▌    | 4499/8000 [00:05<00:04, 814.63draws/s]
Sampling 4 chains, 0 divergences:  57%|█████▋    | 4583/8000 [00:05<00:04, 818.81draws/s]
Sampling 4 chains, 0 divergences:  58%|█████▊    | 4666/8000 [00:05<00:04, 804.23draws/s]
Sampling 4 chains, 0 divergences:  59%|█████▉    | 4755/8000 [00:06<00:03, 823.17draws/s]
Sampling 4 chains, 0 divergences:  60%|██████    | 4838/8000 [00:06<00:03, 807.61draws/s]
Sampling 4 chains, 0 divergences:  62%|██████▏   | 4925/8000 [00:06<00:03, 821.70draws/s]
Sampling 4 chains, 0 divergences:  63%|██████▎   | 5010/8000 [00:06<00:03, 825.65draws/s]
Sampling 4 chains, 0 divergences:  64%|██████▎   | 5093/8000 [00:06<00:03, 820.42draws/s]
Sampling 4 chains, 0 divergences:  65%|██████▍   | 5176/8000 [00:06<00:03, 806.66draws/s]
Sampling 4 chains, 0 divergences:  66%|██████▌   | 5257/8000 [00:06<00:03, 802.61draws/s]
Sampling 4 chains, 0 divergences:  67%|██████▋   | 5338/8000 [00:06<00:03, 792.81draws/s]
Sampling 4 chains, 0 divergences:  68%|██████▊   | 5432/8000 [00:06<00:03, 826.03draws/s]
Sampling 4 chains, 0 divergences:  69%|██████▉   | 5516/8000 [00:07<00:03, 827.51draws/s]
Sampling 4 chains, 0 divergences:  70%|███████   | 5612/8000 [00:07<00:02, 861.51draws/s]
Sampling 4 chains, 0 divergences:  71%|███████▏  | 5704/8000 [00:07<00:02, 876.71draws/s]
Sampling 4 chains, 0 divergences:  72%|███████▏  | 5793/8000 [00:07<00:02, 872.91draws/s]
Sampling 4 chains, 0 divergences:  74%|███████▎  | 5881/8000 [00:07<00:02, 874.20draws/s]
Sampling 4 chains, 0 divergences:  75%|███████▍  | 5969/8000 [00:07<00:02, 870.63draws/s]
Sampling 4 chains, 0 divergences:  76%|███████▌  | 6057/8000 [00:07<00:02, 868.01draws/s]
Sampling 4 chains, 0 divergences:  77%|███████▋  | 6144/8000 [00:07<00:02, 862.36draws/s]
Sampling 4 chains, 0 divergences:  78%|███████▊  | 6231/8000 [00:07<00:02, 844.63draws/s]
Sampling 4 chains, 0 divergences:  79%|███████▉  | 6316/8000 [00:07<00:02, 811.45draws/s]
Sampling 4 chains, 0 divergences:  80%|████████  | 6406/8000 [00:08<00:01, 834.67draws/s]
Sampling 4 chains, 0 divergences:  81%|████████  | 6490/8000 [00:08<00:01, 828.67draws/s]
Sampling 4 chains, 0 divergences:  82%|████████▏ | 6591/8000 [00:08<00:01, 874.40draws/s]
Sampling 4 chains, 0 divergences:  84%|████████▎ | 6680/8000 [00:08<00:01, 857.95draws/s]
Sampling 4 chains, 0 divergences:  85%|████████▍ | 6767/8000 [00:08<00:01, 833.78draws/s]
Sampling 4 chains, 0 divergences:  86%|████████▌ | 6856/8000 [00:08<00:01, 845.04draws/s]
Sampling 4 chains, 0 divergences:  87%|████████▋ | 6941/8000 [00:08<00:01, 824.84draws/s]
Sampling 4 chains, 0 divergences:  88%|████████▊ | 7024/8000 [00:08<00:01, 801.94draws/s]
Sampling 4 chains, 0 divergences:  89%|████████▉ | 7109/8000 [00:08<00:01, 814.29draws/s]
Sampling 4 chains, 0 divergences:  90%|████████▉ | 7191/8000 [00:08<00:00, 809.61draws/s]
Sampling 4 chains, 0 divergences:  91%|█████████ | 7276/8000 [00:09<00:00, 819.22draws/s]
Sampling 4 chains, 0 divergences:  92%|█████████▏| 7359/8000 [00:09<00:00, 815.11draws/s]
Sampling 4 chains, 0 divergences:  93%|█████████▎| 7441/8000 [00:09<00:00, 802.90draws/s]
Sampling 4 chains, 0 divergences:  94%|█████████▍| 7522/8000 [00:09<00:00, 789.34draws/s]
Sampling 4 chains, 0 divergences:  95%|█████████▌| 7602/8000 [00:09<00:00, 753.03draws/s]
Sampling 4 chains, 0 divergences:  96%|█████████▌| 7680/8000 [00:09<00:00, 756.82draws/s]
Sampling 4 chains, 0 divergences:  97%|█████████▋| 7771/8000 [00:09<00:00, 797.03draws/s]
Sampling 4 chains, 0 divergences:  98%|█████████▊| 7853/8000 [00:09<00:00, 794.94draws/s]
Sampling 4 chains, 0 divergences:  99%|█████████▉| 7934/8000 [00:10<00:00, 621.77draws/s]
Sampling 4 chains, 0 divergences: 100%|██████████| 8000/8000 [00:10<00:00, 778.51draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 45/8000 [00:00<00:19, 418.06draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 89/8000 [00:00<00:18, 423.89draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 167/8000 [00:00<00:16, 489.30draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 214/8000 [00:00<00:16, 480.95draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 262/8000 [00:00<00:16, 475.79draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 316/8000 [00:00<00:15, 489.95draws/s]
Sampling 4 chains, 0 divergences:   5%|▍         | 395/8000 [00:00<00:13, 550.43draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 469/8000 [00:00<00:12, 594.40draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 540/8000 [00:00<00:11, 623.84draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 604/8000 [00:01<00:11, 620.05draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 673/8000 [00:01<00:11, 638.83draws/s]
Sampling 4 chains, 0 divergences:   9%|▉         | 755/8000 [00:01<00:10, 682.75draws/s]
Sampling 4 chains, 0 divergences:  10%|█         | 825/8000 [00:01<00:13, 549.00draws/s]
Sampling 4 chains, 0 divergences:  11%|█         | 886/8000 [00:01<00:13, 521.53draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 944/8000 [00:01<00:13, 536.65draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1020/8000 [00:01<00:12, 581.21draws/s]
Sampling 4 chains, 0 divergences:  14%|█▎        | 1082/8000 [00:01<00:11, 582.24draws/s]
Sampling 4 chains, 0 divergences:  14%|█▍        | 1150/8000 [00:01<00:11, 606.99draws/s]
Sampling 4 chains, 0 divergences:  15%|█▌        | 1213/8000 [00:02<00:11, 591.87draws/s]
Sampling 4 chains, 0 divergences:  16%|█▌        | 1291/8000 [00:02<00:10, 635.78draws/s]
Sampling 4 chains, 0 divergences:  17%|█▋        | 1357/8000 [00:02<00:11, 586.14draws/s]
Sampling 4 chains, 0 divergences:  18%|█▊        | 1440/8000 [00:02<00:10, 642.20draws/s]
Sampling 4 chains, 0 divergences:  19%|█▉        | 1508/8000 [00:02<00:10, 636.31draws/s]
Sampling 4 chains, 0 divergences:  20%|█▉        | 1591/8000 [00:02<00:09, 680.33draws/s]
Sampling 4 chains, 0 divergences:  21%|██        | 1667/8000 [00:02<00:09, 702.04draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1740/8000 [00:02<00:09, 693.77draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1815/8000 [00:02<00:08, 702.06draws/s]
Sampling 4 chains, 0 divergences:  24%|██▎       | 1887/8000 [00:03<00:08, 702.72draws/s]
Sampling 4 chains, 0 divergences:  25%|██▍       | 1972/8000 [00:03<00:08, 740.71draws/s]
Sampling 4 chains, 0 divergences:  26%|██▌       | 2071/8000 [00:03<00:07, 800.78draws/s]
Sampling 4 chains, 0 divergences:  27%|██▋       | 2154/8000 [00:03<00:07, 806.19draws/s]
Sampling 4 chains, 0 divergences:  28%|██▊       | 2237/8000 [00:03<00:08, 718.39draws/s]
Sampling 4 chains, 0 divergences:  29%|██▉       | 2335/8000 [00:03<00:07, 780.79draws/s]
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Sampling 4 chains, 0 divergences:  33%|███▎      | 2672/8000 [00:04<00:07, 760.85draws/s]
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Sampling 4 chains, 0 divergences:  36%|███▌      | 2849/8000 [00:04<00:06, 812.59draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2932/8000 [00:04<00:07, 711.91draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3007/8000 [00:04<00:07, 713.18draws/s]
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Sampling 4 chains, 0 divergences:  42%|████▏     | 3375/8000 [00:04<00:05, 848.85draws/s]
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Sampling 4 chains, 0 divergences:  50%|████▉     | 3964/8000 [00:05<00:05, 792.79draws/s]
Sampling 4 chains, 0 divergences:  51%|█████     | 4044/8000 [00:05<00:05, 786.24draws/s]
Sampling 4 chains, 1 divergences:  51%|█████     | 4044/8000 [00:05<00:05, 786.24draws/s]
Sampling 4 chains, 2 divergences:  51%|█████     | 4074/8000 [00:05<00:04, 786.24draws/s]
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Sampling 4 chains, 6 divergences:  52%|█████▏    | 4166/8000 [00:05<00:04, 879.73draws/s]
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Sampling 4 chains, 9 divergences:  53%|█████▎    | 4262/8000 [00:05<00:04, 901.96draws/s]
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Sampling 4 chains, 12 divergences:  55%|█████▍    | 4377/8000 [00:06<00:03, 962.53draws/s]
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Sampling 4 chains, 21 divergences:  57%|█████▋    | 4588/8000 [00:06<00:03, 1007.50draws/s]
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Sampling 4 chains, 26 divergences:  59%|█████▊    | 4691/8000 [00:06<00:03, 1011.03draws/s]
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Sampling 4 chains, 38 divergences:  60%|█████▉    | 4782/8000 [00:06<00:03, 1011.03draws/s]
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Sampling 4 chains, 39 divergences:  60%|█████▉    | 4794/8000 [00:06<00:03, 908.62draws/s] 
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Sampling 4 chains, 49 divergences:  62%|██████▏   | 4982/8000 [00:06<00:03, 831.62draws/s]
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Sampling 4 chains, 51 divergences:  63%|██████▎   | 5019/8000 [00:06<00:03, 831.62draws/s]
Sampling 4 chains, 52 divergences:  63%|██████▎   | 5022/8000 [00:06<00:03, 831.62draws/s]
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Sampling 4 chains, 55 divergences:  63%|██████▎   | 5069/8000 [00:06<00:03, 812.74draws/s]
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Sampling 4 chains, 58 divergences:  64%|██████▎   | 5094/8000 [00:06<00:03, 812.74draws/s]
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Sampling 4 chains, 60 divergences:  64%|██████▎   | 5097/8000 [00:06<00:03, 812.74draws/s]
Sampling 4 chains, 61 divergences:  64%|██████▍   | 5107/8000 [00:06<00:03, 812.74draws/s]
Sampling 4 chains, 62 divergences:  64%|██████▍   | 5115/8000 [00:06<00:03, 812.74draws/s]
Sampling 4 chains, 63 divergences:  64%|██████▍   | 5135/8000 [00:06<00:03, 812.74draws/s]
Sampling 4 chains, 64 divergences:  64%|██████▍   | 5147/8000 [00:06<00:03, 812.74draws/s]
Sampling 4 chains, 64 divergences:  64%|██████▍   | 5155/8000 [00:06<00:03, 825.48draws/s]
Sampling 4 chains, 65 divergences:  65%|██████▍   | 5163/8000 [00:06<00:03, 825.48draws/s]
Sampling 4 chains, 66 divergences:  65%|██████▍   | 5184/8000 [00:06<00:03, 825.48draws/s]
Sampling 4 chains, 67 divergences:  65%|██████▍   | 5190/8000 [00:06<00:03, 825.48draws/s]
Sampling 4 chains, 68 divergences:  65%|██████▌   | 5201/8000 [00:07<00:03, 825.48draws/s]
Sampling 4 chains, 69 divergences:  65%|██████▌   | 5207/8000 [00:07<00:03, 825.48draws/s]
Sampling 4 chains, 70 divergences:  65%|██████▌   | 5237/8000 [00:07<00:03, 825.48draws/s]
Sampling 4 chains, 71 divergences:  65%|██████▌   | 5239/8000 [00:07<00:03, 825.48draws/s]
Sampling 4 chains, 71 divergences:  66%|██████▌   | 5241/8000 [00:07<00:03, 833.26draws/s]
Sampling 4 chains, 72 divergences:  66%|██████▌   | 5242/8000 [00:07<00:03, 833.26draws/s]
Sampling 4 chains, 73 divergences:  66%|██████▌   | 5244/8000 [00:07<00:03, 833.26draws/s]
Sampling 4 chains, 74 divergences:  66%|██████▌   | 5249/8000 [00:07<00:03, 833.26draws/s]
Sampling 4 chains, 75 divergences:  66%|██████▌   | 5250/8000 [00:07<00:03, 833.26draws/s]
Sampling 4 chains, 76 divergences:  66%|██████▌   | 5268/8000 [00:07<00:03, 833.26draws/s]
Sampling 4 chains, 77 divergences:  66%|██████▌   | 5273/8000 [00:07<00:03, 833.26draws/s]
Sampling 4 chains, 78 divergences:  66%|██████▌   | 5284/8000 [00:07<00:03, 833.26draws/s]
Sampling 4 chains, 79 divergences:  66%|██████▋   | 5314/8000 [00:07<00:03, 833.26draws/s]
Sampling 4 chains, 79 divergences:  67%|██████▋   | 5338/8000 [00:07<00:03, 869.16draws/s]
Sampling 4 chains, 80 divergences:  67%|██████▋   | 5348/8000 [00:07<00:03, 869.16draws/s]
Sampling 4 chains, 81 divergences:  67%|██████▋   | 5353/8000 [00:07<00:03, 869.16draws/s]
Sampling 4 chains, 82 divergences:  67%|██████▋   | 5357/8000 [00:07<00:03, 869.16draws/s]
Sampling 4 chains, 83 divergences:  67%|██████▋   | 5361/8000 [00:07<00:03, 869.16draws/s]
Sampling 4 chains, 84 divergences:  67%|██████▋   | 5364/8000 [00:07<00:03, 869.16draws/s]
Sampling 4 chains, 85 divergences:  67%|██████▋   | 5366/8000 [00:07<00:03, 869.16draws/s]
Sampling 4 chains, 86 divergences:  67%|██████▋   | 5371/8000 [00:07<00:03, 869.16draws/s]
Sampling 4 chains, 87 divergences:  67%|██████▋   | 5373/8000 [00:07<00:03, 869.16draws/s]
Sampling 4 chains, 88 divergences:  68%|██████▊   | 5404/8000 [00:07<00:02, 869.16draws/s]
Sampling 4 chains, 89 divergences:  68%|██████▊   | 5414/8000 [00:07<00:02, 869.16draws/s]
Sampling 4 chains, 90 divergences:  68%|██████▊   | 5419/8000 [00:07<00:02, 869.16draws/s]
Sampling 4 chains, 91 divergences:  68%|██████▊   | 5422/8000 [00:07<00:02, 869.16draws/s]
Sampling 4 chains, 92 divergences:  68%|██████▊   | 5423/8000 [00:07<00:02, 869.16draws/s]
Sampling 4 chains, 93 divergences:  68%|██████▊   | 5439/8000 [00:07<00:02, 869.16draws/s]
Sampling 4 chains, 94 divergences:  68%|██████▊   | 5452/8000 [00:07<00:02, 869.16draws/s]
Sampling 4 chains, 94 divergences:  68%|██████▊   | 5462/8000 [00:07<00:02, 952.63draws/s]
Sampling 4 chains, 95 divergences:  68%|██████▊   | 5470/8000 [00:07<00:02, 952.63draws/s]
Sampling 4 chains, 96 divergences:  68%|██████▊   | 5477/8000 [00:07<00:02, 952.63draws/s]
Sampling 4 chains, 97 divergences:  69%|██████▊   | 5497/8000 [00:07<00:02, 952.63draws/s]
Sampling 4 chains, 98 divergences:  69%|██████▉   | 5514/8000 [00:07<00:02, 952.63draws/s]
Sampling 4 chains, 99 divergences:  69%|██████▉   | 5520/8000 [00:07<00:02, 952.63draws/s]
Sampling 4 chains, 100 divergences:  69%|██████▉   | 5537/8000 [00:07<00:02, 952.63draws/s]
Sampling 4 chains, 101 divergences:  69%|██████▉   | 5539/8000 [00:07<00:02, 952.63draws/s]
Sampling 4 chains, 102 divergences:  69%|██████▉   | 5543/8000 [00:07<00:02, 952.63draws/s]
Sampling 4 chains, 103 divergences:  70%|██████▉   | 5562/8000 [00:07<00:02, 952.63draws/s]
Sampling 4 chains, 104 divergences:  70%|██████▉   | 5564/8000 [00:07<00:02, 952.63draws/s]
Sampling 4 chains, 105 divergences:  70%|██████▉   | 5569/8000 [00:07<00:02, 952.63draws/s]
Sampling 4 chains, 106 divergences:  70%|██████▉   | 5585/8000 [00:07<00:02, 952.63draws/s]
Sampling 4 chains, 107 divergences:  70%|██████▉   | 5589/8000 [00:07<00:02, 952.63draws/s]
Sampling 4 chains, 108 divergences:  70%|██████▉   | 5593/8000 [00:07<00:02, 952.63draws/s]
Sampling 4 chains, 109 divergences:  70%|██████▉   | 5598/8000 [00:07<00:02, 952.63draws/s]
Sampling 4 chains, 109 divergences:  70%|██████▉   | 5599/8000 [00:07<00:02, 1047.34draws/s]
Sampling 4 chains, 110 divergences:  70%|███████   | 5603/8000 [00:07<00:02, 1047.34draws/s]
Sampling 4 chains, 111 divergences:  70%|███████   | 5612/8000 [00:07<00:02, 1047.34draws/s]
Sampling 4 chains, 112 divergences:  70%|███████   | 5626/8000 [00:07<00:02, 1047.34draws/s]
Sampling 4 chains, 113 divergences:  70%|███████   | 5639/8000 [00:07<00:02, 1047.34draws/s]
Sampling 4 chains, 114 divergences:  71%|███████   | 5647/8000 [00:07<00:02, 1047.34draws/s]
Sampling 4 chains, 115 divergences:  71%|███████   | 5655/8000 [00:07<00:02, 1047.34draws/s]
Sampling 4 chains, 116 divergences:  71%|███████   | 5658/8000 [00:07<00:02, 1047.34draws/s]
Sampling 4 chains, 117 divergences:  71%|███████   | 5661/8000 [00:07<00:02, 1047.34draws/s]
Sampling 4 chains, 118 divergences:  71%|███████   | 5673/8000 [00:07<00:02, 1047.34draws/s]
Sampling 4 chains, 119 divergences:  71%|███████   | 5686/8000 [00:07<00:02, 1047.34draws/s]
Sampling 4 chains, 120 divergences:  71%|███████▏  | 5708/8000 [00:07<00:02, 1047.34draws/s]
Sampling 4 chains, 121 divergences:  71%|███████▏  | 5719/8000 [00:07<00:02, 1047.34draws/s]
Sampling 4 chains, 122 divergences:  72%|███████▏  | 5725/8000 [00:07<00:02, 1047.34draws/s]
Sampling 4 chains, 122 divergences:  72%|███████▏  | 5727/8000 [00:07<00:02, 1106.78draws/s]
Sampling 4 chains, 123 divergences:  72%|███████▏  | 5728/8000 [00:07<00:02, 1106.78draws/s]
Sampling 4 chains, 124 divergences:  72%|███████▏  | 5743/8000 [00:07<00:02, 1106.78draws/s]
Sampling 4 chains, 125 divergences:  72%|███████▏  | 5748/8000 [00:07<00:02, 1106.78draws/s]
Sampling 4 chains, 126 divergences:  72%|███████▏  | 5751/8000 [00:07<00:02, 1106.78draws/s]
Sampling 4 chains, 127 divergences:  72%|███████▏  | 5764/8000 [00:07<00:02, 1106.78draws/s]
Sampling 4 chains, 128 divergences:  72%|███████▏  | 5774/8000 [00:07<00:02, 1106.78draws/s]
Sampling 4 chains, 129 divergences:  72%|███████▏  | 5777/8000 [00:07<00:02, 1106.78draws/s]
Sampling 4 chains, 130 divergences:  72%|███████▏  | 5797/8000 [00:07<00:01, 1106.78draws/s]
Sampling 4 chains, 131 divergences:  73%|███████▎  | 5808/8000 [00:07<00:01, 1106.78draws/s]
Sampling 4 chains, 132 divergences:  73%|███████▎  | 5830/8000 [00:07<00:01, 1106.78draws/s]
Sampling 4 chains, 132 divergences:  73%|███████▎  | 5846/8000 [00:07<00:01, 1129.47draws/s]
Sampling 4 chains, 133 divergences:  73%|███████▎  | 5859/8000 [00:07<00:01, 1129.47draws/s]
Sampling 4 chains, 134 divergences:  73%|███████▎  | 5875/8000 [00:07<00:01, 1129.47draws/s]
Sampling 4 chains, 135 divergences:  74%|███████▎  | 5881/8000 [00:07<00:01, 1129.47draws/s]
Sampling 4 chains, 136 divergences:  74%|███████▍  | 5934/8000 [00:07<00:01, 1129.47draws/s]
Sampling 4 chains, 137 divergences:  74%|███████▍  | 5944/8000 [00:07<00:01, 1129.47draws/s]
Sampling 4 chains, 138 divergences:  74%|███████▍  | 5946/8000 [00:07<00:01, 1129.47draws/s]
Sampling 4 chains, 139 divergences:  74%|███████▍  | 5956/8000 [00:07<00:01, 1129.47draws/s]
Sampling 4 chains, 140 divergences:  75%|███████▍  | 5965/8000 [00:07<00:01, 1129.47draws/s]
Sampling 4 chains, 140 divergences:  75%|███████▍  | 5977/8000 [00:07<00:01, 1172.50draws/s]
Sampling 4 chains, 141 divergences:  75%|███████▍  | 5977/8000 [00:07<00:01, 1172.50draws/s]
Sampling 4 chains, 142 divergences:  75%|███████▍  | 5988/8000 [00:07<00:01, 1172.50draws/s]
Sampling 4 chains, 143 divergences:  75%|███████▍  | 5991/8000 [00:07<00:01, 1172.50draws/s]
Sampling 4 chains, 144 divergences:  75%|███████▌  | 6002/8000 [00:07<00:01, 1172.50draws/s]
Sampling 4 chains, 145 divergences:  76%|███████▌  | 6052/8000 [00:07<00:01, 1172.50draws/s]
Sampling 4 chains, 146 divergences:  76%|███████▌  | 6058/8000 [00:07<00:01, 1172.50draws/s]
Sampling 4 chains, 146 divergences:  76%|███████▌  | 6097/8000 [00:07<00:01, 1177.65draws/s]
Sampling 4 chains, 147 divergences:  76%|███████▋  | 6100/8000 [00:07<00:01, 1177.65draws/s]
Sampling 4 chains, 148 divergences:  76%|███████▋  | 6108/8000 [00:07<00:01, 1177.65draws/s]
Sampling 4 chains, 149 divergences:  77%|███████▋  | 6189/8000 [00:07<00:01, 1177.65draws/s]
Sampling 4 chains, 149 divergences:  78%|███████▊  | 6217/8000 [00:07<00:01, 1160.85draws/s]
Sampling 4 chains, 150 divergences:  78%|███████▊  | 6233/8000 [00:07<00:01, 1160.85draws/s]
Sampling 4 chains, 151 divergences:  78%|███████▊  | 6247/8000 [00:07<00:01, 1160.85draws/s]
Sampling 4 chains, 151 divergences:  79%|███████▉  | 6335/8000 [00:07<00:01, 1050.94draws/s]
Sampling 4 chains, 151 divergences:  81%|████████  | 6444/8000 [00:08<00:01, 1000.55draws/s]
Sampling 4 chains, 151 divergences:  82%|████████▏ | 6547/8000 [00:08<00:01, 934.67draws/s] 
Sampling 4 chains, 151 divergences:  83%|████████▎ | 6644/8000 [00:08<00:01, 823.93draws/s]
Sampling 4 chains, 151 divergences:  84%|████████▍ | 6731/8000 [00:08<00:01, 836.58draws/s]
Sampling 4 chains, 151 divergences:  85%|████████▌ | 6818/8000 [00:08<00:01, 812.66draws/s]
Sampling 4 chains, 151 divergences:  86%|████████▋ | 6902/8000 [00:08<00:01, 782.59draws/s]
Sampling 4 chains, 151 divergences:  87%|████████▋ | 6989/8000 [00:08<00:01, 802.27draws/s]
Sampling 4 chains, 151 divergences:  88%|████████▊ | 7080/8000 [00:08<00:01, 828.55draws/s]
Sampling 4 chains, 151 divergences:  90%|████████▉ | 7165/8000 [00:09<00:01, 829.25draws/s]
Sampling 4 chains, 151 divergences:  91%|█████████ | 7254/8000 [00:09<00:00, 844.63draws/s]
Sampling 4 chains, 152 divergences:  91%|█████████▏| 7311/8000 [00:09<00:00, 844.63draws/s]
Sampling 4 chains, 152 divergences:  92%|█████████▏| 7352/8000 [00:09<00:00, 878.30draws/s]
Sampling 4 chains, 152 divergences:  93%|█████████▎| 7458/8000 [00:09<00:00, 924.58draws/s]
Sampling 4 chains, 152 divergences:  94%|█████████▍| 7552/8000 [00:09<00:00, 777.52draws/s]
Sampling 4 chains, 152 divergences:  95%|█████████▌| 7635/8000 [00:09<00:00, 748.44draws/s]
Sampling 4 chains, 152 divergences:  96%|█████████▋| 7714/8000 [00:09<00:00, 670.32draws/s]
Sampling 4 chains, 152 divergences:  97%|█████████▋| 7790/8000 [00:09<00:00, 690.29draws/s]
Sampling 4 chains, 152 divergences:  98%|█████████▊| 7863/8000 [00:10<00:00, 620.93draws/s]
Sampling 4 chains, 152 divergences:  99%|█████████▉| 7929/8000 [00:10<00:00, 502.92draws/s]
Sampling 4 chains, 152 divergences: 100%|█████████▉| 7986/8000 [00:10<00:00, 399.94draws/s]
Sampling 4 chains, 152 divergences: 100%|██████████| 8000/8000 [00:10<00:00, 763.50draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 54/8000 [00:00<00:15, 500.96draws/s]
Sampling 4 chains, 0 divergences:   1%|▏         | 114/8000 [00:00<00:15, 524.45draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 181/8000 [00:00<00:14, 555.97draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 259/8000 [00:00<00:12, 607.45draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 345/8000 [00:00<00:11, 662.26draws/s]
Sampling 4 chains, 0 divergences:   5%|▌         | 424/8000 [00:00<00:10, 691.52draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 496/8000 [00:00<00:10, 698.62draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 591/8000 [00:00<00:09, 757.96draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 677/8000 [00:00<00:09, 785.75draws/s]
Sampling 4 chains, 0 divergences:   9%|▉         | 757/8000 [00:01<00:09, 789.46draws/s]
Sampling 4 chains, 0 divergences:  11%|█         | 851/8000 [00:01<00:08, 827.59draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 935/8000 [00:01<00:08, 822.66draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1018/8000 [00:01<00:08, 821.34draws/s]
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Sampling 4 chains, 0 divergences:  17%|█▋        | 1373/8000 [00:01<00:07, 867.16draws/s]
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Sampling 4 chains, 0 divergences:  21%|██        | 1647/8000 [00:02<00:07, 889.35draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1742/8000 [00:02<00:06, 905.37draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1833/8000 [00:02<00:06, 904.94draws/s]
Sampling 4 chains, 0 divergences:  24%|██▍       | 1924/8000 [00:02<00:06, 894.05draws/s]
Sampling 4 chains, 0 divergences:  25%|██▌       | 2018/8000 [00:02<00:06, 905.60draws/s]
Sampling 4 chains, 0 divergences:  26%|██▋       | 2120/8000 [00:02<00:06, 928.61draws/s]
Sampling 4 chains, 0 divergences:  28%|██▊       | 2216/8000 [00:02<00:06, 933.43draws/s]
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Sampling 4 chains, 0 divergences:  31%|███       | 2490/8000 [00:02<00:06, 842.39draws/s]
Sampling 4 chains, 0 divergences:  32%|███▏      | 2576/8000 [00:03<00:06, 833.88draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2668/8000 [00:03<00:06, 854.82draws/s]
Sampling 4 chains, 0 divergences:  34%|███▍      | 2755/8000 [00:03<00:06, 843.56draws/s]
Sampling 4 chains, 0 divergences:  36%|███▌      | 2842/8000 [00:03<00:06, 849.07draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2931/8000 [00:03<00:05, 859.68draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3026/8000 [00:03<00:05, 884.16draws/s]
Sampling 4 chains, 0 divergences:  39%|███▉      | 3123/8000 [00:03<00:05, 904.68draws/s]
Sampling 4 chains, 0 divergences:  40%|████      | 3219/8000 [00:03<00:05, 912.91draws/s]
Sampling 4 chains, 0 divergences:  41%|████▏     | 3311/8000 [00:03<00:05, 899.40draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3402/8000 [00:04<00:05, 898.84draws/s]
Sampling 4 chains, 0 divergences:  44%|████▎     | 3493/8000 [00:04<00:05, 862.70draws/s]
Sampling 4 chains, 0 divergences:  45%|████▍     | 3580/8000 [00:04<00:05, 858.05draws/s]
Sampling 4 chains, 0 divergences:  46%|████▌     | 3671/8000 [00:04<00:04, 871.50draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3759/8000 [00:04<00:04, 867.59draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3854/8000 [00:04<00:04, 890.41draws/s]
Sampling 4 chains, 0 divergences:  49%|████▉     | 3951/8000 [00:04<00:04, 911.96draws/s]
Sampling 4 chains, 0 divergences:  51%|█████     | 4043/8000 [00:04<00:04, 902.38draws/s]
Sampling 4 chains, 0 divergences:  52%|█████▏    | 4135/8000 [00:04<00:04, 906.70draws/s]
Sampling 4 chains, 0 divergences:  53%|█████▎    | 4238/8000 [00:04<00:04, 939.55draws/s]
Sampling 4 chains, 0 divergences:  54%|█████▍    | 4333/8000 [00:05<00:03, 937.43draws/s]
Sampling 4 chains, 0 divergences:  55%|█████▌    | 4439/8000 [00:05<00:03, 967.90draws/s]
Sampling 4 chains, 0 divergences:  57%|█████▋    | 4537/8000 [00:05<00:03, 953.16draws/s]
Sampling 4 chains, 0 divergences:  58%|█████▊    | 4644/8000 [00:05<00:03, 984.01draws/s]
Sampling 4 chains, 0 divergences:  59%|█████▉    | 4743/8000 [00:05<00:03, 984.49draws/s]
Sampling 4 chains, 0 divergences:  61%|██████    | 4842/8000 [00:05<00:03, 971.03draws/s]
Sampling 4 chains, 0 divergences:  62%|██████▏   | 4940/8000 [00:05<00:03, 936.35draws/s]
Sampling 4 chains, 0 divergences:  63%|██████▎   | 5036/8000 [00:05<00:03, 941.68draws/s]
Sampling 4 chains, 0 divergences:  64%|██████▍   | 5131/8000 [00:05<00:03, 929.84draws/s]
Sampling 4 chains, 0 divergences:  65%|██████▌   | 5228/8000 [00:05<00:02, 940.08draws/s]
Sampling 4 chains, 0 divergences:  67%|██████▋   | 5323/8000 [00:06<00:03, 890.50draws/s]
Sampling 4 chains, 0 divergences:  68%|██████▊   | 5415/8000 [00:06<00:02, 898.80draws/s]
Sampling 4 chains, 0 divergences:  69%|██████▉   | 5506/8000 [00:06<00:02, 871.03draws/s]
Sampling 4 chains, 0 divergences:  70%|███████   | 5606/8000 [00:06<00:02, 905.96draws/s]
Sampling 4 chains, 0 divergences:  71%|███████   | 5698/8000 [00:06<00:02, 893.48draws/s]
Sampling 4 chains, 0 divergences:  72%|███████▏  | 5788/8000 [00:06<00:02, 889.56draws/s]
Sampling 4 chains, 0 divergences:  73%|███████▎  | 5878/8000 [00:06<00:02, 890.52draws/s]
Sampling 4 chains, 0 divergences:  75%|███████▍  | 5978/8000 [00:06<00:02, 920.35draws/s]
Sampling 4 chains, 0 divergences:  76%|███████▌  | 6071/8000 [00:06<00:02, 901.86draws/s]
Sampling 4 chains, 0 divergences:  77%|███████▋  | 6162/8000 [00:07<00:02, 896.84draws/s]
Sampling 4 chains, 0 divergences:  78%|███████▊  | 6256/8000 [00:07<00:01, 908.31draws/s]
Sampling 4 chains, 0 divergences:  79%|███████▉  | 6348/8000 [00:07<00:01, 882.39draws/s]
Sampling 4 chains, 0 divergences:  80%|████████  | 6437/8000 [00:07<00:01, 876.78draws/s]
Sampling 4 chains, 0 divergences:  82%|████████▏ | 6528/8000 [00:07<00:01, 882.40draws/s]
Sampling 4 chains, 0 divergences:  83%|████████▎ | 6624/8000 [00:07<00:01, 898.27draws/s]
Sampling 4 chains, 0 divergences:  84%|████████▍ | 6722/8000 [00:07<00:01, 920.98draws/s]
Sampling 4 chains, 0 divergences:  85%|████████▌ | 6817/8000 [00:07<00:01, 927.78draws/s]
Sampling 4 chains, 0 divergences:  86%|████████▋ | 6911/8000 [00:07<00:01, 931.18draws/s]
Sampling 4 chains, 0 divergences:  88%|████████▊ | 7005/8000 [00:07<00:01, 903.90draws/s]
Sampling 4 chains, 0 divergences:  89%|████████▉ | 7100/8000 [00:08<00:00, 916.56draws/s]
Sampling 4 chains, 0 divergences:  90%|████████▉ | 7192/8000 [00:08<00:00, 900.63draws/s]
Sampling 4 chains, 0 divergences:  91%|█████████ | 7289/8000 [00:08<00:00, 918.81draws/s]
Sampling 4 chains, 0 divergences:  92%|█████████▏| 7392/8000 [00:08<00:00, 948.73draws/s]
Sampling 4 chains, 0 divergences:  94%|█████████▎| 7488/8000 [00:08<00:00, 924.69draws/s]
Sampling 4 chains, 0 divergences:  95%|█████████▍| 7584/8000 [00:08<00:00, 933.40draws/s]
Sampling 4 chains, 0 divergences:  96%|█████████▌| 7678/8000 [00:08<00:00, 904.99draws/s]
Sampling 4 chains, 0 divergences:  97%|█████████▋| 7771/8000 [00:08<00:00, 909.73draws/s]
Sampling 4 chains, 0 divergences:  98%|█████████▊| 7863/8000 [00:08<00:00, 893.68draws/s]
Sampling 4 chains, 0 divergences:  99%|█████████▉| 7953/8000 [00:09<00:00, 855.51draws/s]
Sampling 4 chains, 0 divergences: 100%|██████████| 8000/8000 [00:09<00:00, 876.98draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 61/8000 [00:00<00:13, 603.66draws/s]
Sampling 4 chains, 0 divergences:   1%|▏         | 116/8000 [00:00<00:13, 584.85draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 193/8000 [00:00<00:12, 628.96draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 249/8000 [00:00<00:13, 595.60draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 331/8000 [00:00<00:11, 648.28draws/s]
Sampling 4 chains, 0 divergences:   5%|▌         | 406/8000 [00:00<00:11, 673.52draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 488/8000 [00:00<00:10, 710.13draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 589/8000 [00:00<00:09, 775.85draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 667/8000 [00:00<00:09, 751.48draws/s]
Sampling 4 chains, 0 divergences:   9%|▉         | 743/8000 [00:01<00:09, 753.36draws/s]
Sampling 4 chains, 0 divergences:  10%|█         | 819/8000 [00:01<00:09, 748.41draws/s]
Sampling 4 chains, 0 divergences:  11%|█         | 894/8000 [00:01<00:09, 727.06draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 987/8000 [00:01<00:09, 777.93draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1066/8000 [00:01<00:08, 777.35draws/s]
Sampling 4 chains, 0 divergences:  14%|█▍        | 1146/8000 [00:01<00:08, 782.83draws/s]
Sampling 4 chains, 0 divergences:  15%|█▌        | 1233/8000 [00:01<00:08, 806.45draws/s]
Sampling 4 chains, 0 divergences:  16%|█▋        | 1317/8000 [00:01<00:08, 814.41draws/s]
Sampling 4 chains, 0 divergences:  17%|█▋        | 1399/8000 [00:01<00:08, 805.11draws/s]
Sampling 4 chains, 0 divergences:  19%|█▊        | 1481/8000 [00:01<00:08, 804.92draws/s]
Sampling 4 chains, 0 divergences:  20%|█▉        | 1565/8000 [00:02<00:07, 814.34draws/s]
Sampling 4 chains, 0 divergences:  21%|██        | 1650/8000 [00:02<00:07, 819.83draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1745/8000 [00:02<00:07, 851.56draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1831/8000 [00:02<00:07, 823.93draws/s]
Sampling 4 chains, 0 divergences:  24%|██▍       | 1920/8000 [00:02<00:07, 833.83draws/s]
Sampling 4 chains, 0 divergences:  25%|██▌       | 2018/8000 [00:02<00:06, 870.84draws/s]
Sampling 4 chains, 0 divergences:  26%|██▋       | 2109/8000 [00:02<00:06, 881.53draws/s]
Sampling 4 chains, 0 divergences:  28%|██▊       | 2204/8000 [00:02<00:06, 893.54draws/s]
Sampling 4 chains, 0 divergences:  29%|██▊       | 2294/8000 [00:02<00:06, 879.62draws/s]
Sampling 4 chains, 0 divergences:  30%|██▉       | 2391/8000 [00:02<00:06, 904.16draws/s]
Sampling 4 chains, 0 divergences:  31%|███       | 2482/8000 [00:03<00:06, 869.30draws/s]
Sampling 4 chains, 0 divergences:  32%|███▏      | 2572/8000 [00:03<00:06, 877.40draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2668/8000 [00:03<00:05, 899.74draws/s]
Sampling 4 chains, 0 divergences:  34%|███▍      | 2759/8000 [00:03<00:06, 869.40draws/s]
Sampling 4 chains, 0 divergences:  36%|███▌      | 2855/8000 [00:03<00:05, 891.51draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2955/8000 [00:03<00:05, 920.23draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3048/8000 [00:03<00:05, 901.03draws/s]
Sampling 4 chains, 0 divergences:  39%|███▉      | 3148/8000 [00:03<00:05, 928.44draws/s]
Sampling 4 chains, 0 divergences:  41%|████      | 3242/8000 [00:03<00:05, 847.40draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3329/8000 [00:04<00:05, 836.34draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3420/8000 [00:04<00:05, 852.44draws/s]
Sampling 4 chains, 0 divergences:  44%|████▍     | 3518/8000 [00:04<00:05, 871.76draws/s]
Sampling 4 chains, 0 divergences:  45%|████▌     | 3606/8000 [00:04<00:05, 864.19draws/s]
Sampling 4 chains, 0 divergences:  46%|████▌     | 3693/8000 [00:04<00:05, 857.68draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3780/8000 [00:04<00:05, 834.26draws/s]
Sampling 4 chains, 0 divergences:  49%|████▊     | 3882/8000 [00:04<00:04, 881.29draws/s]
Sampling 4 chains, 0 divergences:  50%|████▉     | 3980/8000 [00:04<00:04, 907.52draws/s]
Sampling 4 chains, 0 divergences:  51%|█████     | 4072/8000 [00:04<00:04, 909.82draws/s]
Sampling 4 chains, 1 divergences:  52%|█████▏    | 4155/8000 [00:04<00:04, 909.82draws/s]
Sampling 4 chains, 1 divergences:  52%|█████▏    | 4185/8000 [00:04<00:03, 960.50draws/s]
Sampling 4 chains, 1 divergences:  54%|█████▎    | 4292/8000 [00:05<00:03, 987.35draws/s]
Sampling 4 chains, 2 divergences:  54%|█████▍    | 4338/8000 [00:05<00:03, 987.35draws/s]
Sampling 4 chains, 3 divergences:  55%|█████▍    | 4365/8000 [00:05<00:03, 987.35draws/s]
Sampling 4 chains, 3 divergences:  55%|█████▌    | 4411/8000 [00:05<00:03, 1039.93draws/s]
Sampling 4 chains, 3 divergences:  57%|█████▋    | 4533/8000 [00:05<00:03, 1087.30draws/s]
Sampling 4 chains, 4 divergences:  58%|█████▊    | 4643/8000 [00:05<00:03, 1087.30draws/s]
Sampling 4 chains, 4 divergences:  58%|█████▊    | 4656/8000 [00:05<00:02, 1121.52draws/s]
Sampling 4 chains, 5 divergences:  60%|█████▉    | 4775/8000 [00:05<00:02, 1121.52draws/s]
Sampling 4 chains, 5 divergences:  60%|█████▉    | 4778/8000 [00:05<00:02, 1148.92draws/s]
Sampling 4 chains, 5 divergences:  61%|██████▏   | 4901/8000 [00:05<00:02, 1171.54draws/s]
Sampling 4 chains, 5 divergences:  63%|██████▎   | 5020/8000 [00:05<00:02, 1093.91draws/s]
Sampling 4 chains, 5 divergences:  64%|██████▍   | 5132/8000 [00:05<00:02, 1044.97draws/s]
Sampling 4 chains, 6 divergences:  65%|██████▍   | 5189/8000 [00:05<00:02, 1044.97draws/s]
Sampling 4 chains, 6 divergences:  66%|██████▌   | 5251/8000 [00:05<00:02, 1084.55draws/s]
Sampling 4 chains, 6 divergences:  67%|██████▋   | 5361/8000 [00:06<00:02, 1071.44draws/s]
Sampling 4 chains, 6 divergences:  69%|██████▊   | 5482/8000 [00:06<00:02, 1109.13draws/s]
Sampling 4 chains, 6 divergences:  70%|██████▉   | 5595/8000 [00:06<00:02, 1073.89draws/s]
Sampling 4 chains, 6 divergences:  71%|███████▏  | 5704/8000 [00:06<00:02, 1045.73draws/s]
Sampling 4 chains, 7 divergences:  72%|███████▏  | 5747/8000 [00:06<00:02, 1045.73draws/s]
Sampling 4 chains, 7 divergences:  73%|███████▎  | 5810/8000 [00:06<00:02, 1035.68draws/s]
Sampling 4 chains, 8 divergences:  73%|███████▎  | 5812/8000 [00:06<00:02, 1035.68draws/s]
Sampling 4 chains, 9 divergences:  74%|███████▎  | 5887/8000 [00:06<00:02, 1035.68draws/s]
Sampling 4 chains, 10 divergences:  74%|███████▍  | 5908/8000 [00:06<00:02, 1035.68draws/s]
Sampling 4 chains, 10 divergences:  74%|███████▍  | 5915/8000 [00:06<00:02, 1004.88draws/s]
Sampling 4 chains, 10 divergences:  75%|███████▌  | 6017/8000 [00:06<00:02, 984.00draws/s] 
Sampling 4 chains, 10 divergences:  76%|███████▋  | 6116/8000 [00:06<00:01, 955.16draws/s]
Sampling 4 chains, 10 divergences:  78%|███████▊  | 6219/8000 [00:06<00:01, 975.49draws/s]
Sampling 4 chains, 11 divergences:  78%|███████▊  | 6268/8000 [00:06<00:01, 975.49draws/s]
Sampling 4 chains, 11 divergences:  79%|███████▉  | 6334/8000 [00:07<00:01, 1021.59draws/s]
Sampling 4 chains, 11 divergences:  80%|████████  | 6439/8000 [00:07<00:01, 1027.80draws/s]
Sampling 4 chains, 11 divergences:  82%|████████▏ | 6543/8000 [00:07<00:01, 991.26draws/s] 
Sampling 4 chains, 12 divergences:  83%|████████▎ | 6614/8000 [00:07<00:01, 991.26draws/s]
Sampling 4 chains, 12 divergences:  83%|████████▎ | 6656/8000 [00:07<00:01, 1025.50draws/s]
Sampling 4 chains, 13 divergences:  84%|████████▍ | 6736/8000 [00:07<00:01, 1025.50draws/s]
Sampling 4 chains, 13 divergences:  84%|████████▍ | 6760/8000 [00:07<00:01, 1020.89draws/s]
Sampling 4 chains, 13 divergences:  86%|████████▌ | 6863/8000 [00:07<00:01, 936.02draws/s] 
Sampling 4 chains, 13 divergences:  87%|████████▋ | 6959/8000 [00:07<00:01, 889.35draws/s]
Sampling 4 chains, 13 divergences:  88%|████████▊ | 7050/8000 [00:07<00:01, 850.48draws/s]
Sampling 4 chains, 13 divergences:  89%|████████▉ | 7137/8000 [00:07<00:01, 836.60draws/s]
Sampling 4 chains, 13 divergences:  90%|█████████ | 7225/8000 [00:07<00:00, 846.04draws/s]
Sampling 4 chains, 13 divergences:  91%|█████████▏| 7311/8000 [00:08<00:00, 828.21draws/s]
Sampling 4 chains, 13 divergences:  92%|█████████▏| 7395/8000 [00:08<00:00, 792.09draws/s]
Sampling 4 chains, 13 divergences:  93%|█████████▎| 7476/8000 [00:08<00:00, 755.87draws/s]
Sampling 4 chains, 13 divergences:  94%|█████████▍| 7553/8000 [00:08<00:00, 718.89draws/s]
Sampling 4 chains, 13 divergences:  95%|█████████▌| 7627/8000 [00:08<00:00, 720.27draws/s]
Sampling 4 chains, 13 divergences:  96%|█████████▋| 7700/8000 [00:08<00:00, 681.91draws/s]
Sampling 4 chains, 13 divergences:  97%|█████████▋| 7775/8000 [00:08<00:00, 701.00draws/s]
Sampling 4 chains, 13 divergences:  98%|█████████▊| 7849/8000 [00:08<00:00, 711.87draws/s]
Sampling 4 chains, 13 divergences:  99%|█████████▉| 7924/8000 [00:08<00:00, 721.22draws/s]
Sampling 4 chains, 13 divergences: 100%|█████████▉| 7997/8000 [00:09<00:00, 689.14draws/s]
Sampling 4 chains, 13 divergences: 100%|██████████| 8000/8000 [00:09<00:00, 876.73draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 84/8000 [00:00<00:09, 826.61draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 161/8000 [00:00<00:09, 807.62draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 235/8000 [00:00<00:09, 780.52draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 330/8000 [00:00<00:09, 823.48draws/s]
Sampling 4 chains, 0 divergences:   5%|▌         | 408/8000 [00:00<00:09, 808.84draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 497/8000 [00:00<00:09, 829.22draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 574/8000 [00:00<00:09, 809.91draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 661/8000 [00:00<00:08, 824.78draws/s]
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Sampling 4 chains, 0 divergences:  28%|██▊       | 2250/8000 [00:02<00:05, 987.07draws/s]
Sampling 4 chains, 0 divergences:  29%|██▉       | 2350/8000 [00:02<00:05, 990.13draws/s]
Sampling 4 chains, 0 divergences:  31%|███       | 2458/8000 [00:02<00:05, 1011.84draws/s]
Sampling 4 chains, 0 divergences:  32%|███▏      | 2560/8000 [00:02<00:05, 1010.97draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2663/8000 [00:02<00:05, 1004.90draws/s]
Sampling 4 chains, 0 divergences:  35%|███▍      | 2764/8000 [00:02<00:05, 992.23draws/s] 
Sampling 4 chains, 0 divergences:  36%|███▌      | 2864/8000 [00:03<00:05, 982.76draws/s]
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Sampling 4 chains, 0 divergences:  38%|███▊      | 3080/8000 [00:03<00:04, 1001.76draws/s]
Sampling 4 chains, 0 divergences:  40%|███▉      | 3191/8000 [00:03<00:04, 1024.66draws/s]
Sampling 4 chains, 0 divergences:  41%|████      | 3294/8000 [00:03<00:04, 1019.66draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3398/8000 [00:03<00:04, 1024.62draws/s]
Sampling 4 chains, 0 divergences:  44%|████▍     | 3501/8000 [00:03<00:04, 1008.46draws/s]
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Sampling 4 chains, 0 divergences:  46%|████▋     | 3708/8000 [00:03<00:04, 994.60draws/s]
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Sampling 4 chains, 0 divergences:  50%|█████     | 4018/8000 [00:04<00:03, 1007.34draws/s]
Sampling 4 chains, 0 divergences:  51%|█████▏    | 4119/8000 [00:04<00:03, 995.84draws/s] 
Sampling 4 chains, 0 divergences:  53%|█████▎    | 4224/8000 [00:04<00:03, 1010.00draws/s]
Sampling 4 chains, 0 divergences:  54%|█████▍    | 4329/8000 [00:04<00:03, 1021.17draws/s]
Sampling 4 chains, 0 divergences:  55%|█████▌    | 4438/8000 [00:04<00:03, 1040.28draws/s]
Sampling 4 chains, 0 divergences:  57%|█████▋    | 4553/8000 [00:04<00:03, 1069.52draws/s]
Sampling 4 chains, 0 divergences:  58%|█████▊    | 4667/8000 [00:04<00:03, 1086.08draws/s]
Sampling 4 chains, 0 divergences:  60%|█████▉    | 4776/8000 [00:04<00:03, 1047.70draws/s]
Sampling 4 chains, 0 divergences:  61%|██████    | 4882/8000 [00:05<00:03, 1028.04draws/s]
Sampling 4 chains, 0 divergences:  62%|██████▏   | 4986/8000 [00:05<00:02, 1018.30draws/s]
Sampling 4 chains, 0 divergences:  64%|██████▎   | 5091/8000 [00:05<00:02, 1024.47draws/s]
Sampling 4 chains, 0 divergences:  65%|██████▌   | 5201/8000 [00:05<00:02, 1045.17draws/s]
Sampling 4 chains, 0 divergences:  66%|██████▋   | 5318/8000 [00:05<00:02, 1079.46draws/s]
Sampling 4 chains, 0 divergences:  68%|██████▊   | 5427/8000 [00:05<00:02, 1071.23draws/s]
Sampling 4 chains, 0 divergences:  69%|██████▉   | 5535/8000 [00:05<00:02, 1046.46draws/s]
Sampling 4 chains, 0 divergences:  71%|███████   | 5641/8000 [00:05<00:02, 1029.75draws/s]
Sampling 4 chains, 0 divergences:  72%|███████▏  | 5749/8000 [00:05<00:02, 1043.19draws/s]
Sampling 4 chains, 0 divergences:  73%|███████▎  | 5856/8000 [00:05<00:02, 1050.86draws/s]
Sampling 4 chains, 0 divergences:  75%|███████▍  | 5962/8000 [00:06<00:01, 1049.90draws/s]
Sampling 4 chains, 0 divergences:  76%|███████▌  | 6079/8000 [00:06<00:01, 1082.31draws/s]
Sampling 4 chains, 0 divergences:  77%|███████▋  | 6188/8000 [00:06<00:01, 1044.61draws/s]
Sampling 4 chains, 0 divergences:  79%|███████▊  | 6293/8000 [00:06<00:01, 1040.89draws/s]
Sampling 4 chains, 0 divergences:  80%|███████▉  | 6398/8000 [00:06<00:01, 1040.90draws/s]
Sampling 4 chains, 0 divergences:  81%|████████▏ | 6504/8000 [00:06<00:01, 1045.05draws/s]
Sampling 4 chains, 0 divergences:  83%|████████▎ | 6609/8000 [00:06<00:01, 1046.38draws/s]
Sampling 4 chains, 0 divergences:  84%|████████▍ | 6714/8000 [00:06<00:01, 1039.40draws/s]
Sampling 4 chains, 0 divergences:  85%|████████▌ | 6819/8000 [00:06<00:01, 1038.09draws/s]
Sampling 4 chains, 0 divergences:  87%|████████▋ | 6923/8000 [00:07<00:01, 1034.83draws/s]
Sampling 4 chains, 0 divergences:  88%|████████▊ | 7027/8000 [00:07<00:00, 1034.07draws/s]
Sampling 4 chains, 0 divergences:  89%|████████▉ | 7139/8000 [00:07<00:00, 1055.01draws/s]
Sampling 4 chains, 0 divergences:  91%|█████████ | 7246/8000 [00:07<00:00, 1057.92draws/s]
Sampling 4 chains, 0 divergences:  92%|█████████▏| 7352/8000 [00:07<00:00, 1057.40draws/s]
Sampling 4 chains, 0 divergences:  93%|█████████▎| 7463/8000 [00:07<00:00, 1071.99draws/s]
Sampling 4 chains, 0 divergences:  95%|█████████▍| 7571/8000 [00:07<00:00, 1041.17draws/s]
Sampling 4 chains, 0 divergences:  96%|█████████▌| 7676/8000 [00:07<00:00, 1031.18draws/s]
Sampling 4 chains, 0 divergences:  97%|█████████▋| 7780/8000 [00:07<00:00, 1008.69draws/s]
Sampling 4 chains, 0 divergences:  99%|█████████▊| 7882/8000 [00:07<00:00, 1007.84draws/s]
Sampling 4 chains, 0 divergences: 100%|█████████▉| 7983/8000 [00:08<00:00, 760.58draws/s] 
Sampling 4 chains, 0 divergences: 100%|██████████| 8000/8000 [00:08<00:00, 977.29draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 52/8000 [00:00<00:15, 508.42draws/s]
Sampling 4 chains, 0 divergences:   1%|▏         | 114/8000 [00:00<00:14, 535.86draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 184/8000 [00:00<00:13, 575.32draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 263/8000 [00:00<00:12, 624.44draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 342/8000 [00:00<00:11, 665.84draws/s]
Sampling 4 chains, 0 divergences:   5%|▌         | 419/8000 [00:00<00:10, 692.08draws/s]
Sampling 4 chains, 0 divergences:   6%|▋         | 520/8000 [00:00<00:09, 763.06draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 599/8000 [00:00<00:09, 769.89draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 676/8000 [00:00<00:09, 740.38draws/s]
Sampling 4 chains, 0 divergences:   9%|▉         | 750/8000 [00:01<00:09, 731.51draws/s]
Sampling 4 chains, 0 divergences:  10%|█         | 825/8000 [00:01<00:09, 735.49draws/s]
Sampling 4 chains, 0 divergences:  11%|█         | 899/8000 [00:01<00:09, 735.30draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 978/8000 [00:01<00:09, 745.12draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1056/8000 [00:01<00:09, 753.10draws/s]
Sampling 4 chains, 0 divergences:  14%|█▍        | 1135/8000 [00:01<00:09, 762.69draws/s]
Sampling 4 chains, 0 divergences:  15%|█▌        | 1230/8000 [00:01<00:08, 807.56draws/s]
Sampling 4 chains, 0 divergences:  17%|█▋        | 1325/8000 [00:01<00:07, 843.31draws/s]
Sampling 4 chains, 0 divergences:  18%|█▊        | 1411/8000 [00:01<00:08, 811.57draws/s]
Sampling 4 chains, 0 divergences:  19%|█▊        | 1494/8000 [00:01<00:08, 785.25draws/s]
Sampling 4 chains, 0 divergences:  20%|█▉        | 1596/8000 [00:02<00:07, 841.59draws/s]
Sampling 4 chains, 0 divergences:  21%|██        | 1682/8000 [00:02<00:07, 808.09draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1765/8000 [00:02<00:07, 790.94draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1854/8000 [00:02<00:07, 816.21draws/s]
Sampling 4 chains, 0 divergences:  24%|██▍       | 1938/8000 [00:02<00:07, 819.88draws/s]
Sampling 4 chains, 0 divergences:  25%|██▌       | 2030/8000 [00:02<00:07, 846.06draws/s]
Sampling 4 chains, 0 divergences:  26%|██▋       | 2116/8000 [00:02<00:06, 847.84draws/s]
Sampling 4 chains, 0 divergences:  28%|██▊       | 2209/8000 [00:02<00:06, 870.74draws/s]
Sampling 4 chains, 0 divergences:  29%|██▊       | 2297/8000 [00:02<00:06, 817.15draws/s]
Sampling 4 chains, 0 divergences:  30%|██▉       | 2380/8000 [00:03<00:06, 817.46draws/s]
Sampling 4 chains, 0 divergences:  31%|███       | 2463/8000 [00:03<00:06, 809.73draws/s]
Sampling 4 chains, 0 divergences:  32%|███▏      | 2547/8000 [00:03<00:06, 818.57draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2630/8000 [00:03<00:06, 811.68draws/s]
Sampling 4 chains, 0 divergences:  34%|███▍      | 2712/8000 [00:03<00:06, 803.40draws/s]
Sampling 4 chains, 0 divergences:  35%|███▍      | 2793/8000 [00:03<00:06, 780.03draws/s]
Sampling 4 chains, 0 divergences:  36%|███▌      | 2872/8000 [00:03<00:06, 752.65draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2957/8000 [00:03<00:06, 778.08draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3042/8000 [00:03<00:06, 797.15draws/s]
Sampling 4 chains, 0 divergences:  39%|███▉      | 3137/8000 [00:03<00:05, 837.46draws/s]
Sampling 4 chains, 0 divergences:  40%|████      | 3222/8000 [00:04<00:05, 826.75draws/s]
Sampling 4 chains, 0 divergences:  41%|████▏     | 3314/8000 [00:04<00:05, 852.51draws/s]
Sampling 4 chains, 0 divergences:  42%|████▎     | 3400/8000 [00:04<00:05, 827.22draws/s]
Sampling 4 chains, 0 divergences:  44%|████▎     | 3484/8000 [00:04<00:05, 795.81draws/s]
Sampling 4 chains, 0 divergences:  45%|████▍     | 3574/8000 [00:04<00:05, 819.97draws/s]
Sampling 4 chains, 0 divergences:  46%|████▌     | 3657/8000 [00:04<00:05, 806.42draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3739/8000 [00:04<00:05, 766.97draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3817/8000 [00:04<00:05, 766.50draws/s]
Sampling 4 chains, 0 divergences:  49%|████▉     | 3911/8000 [00:04<00:05, 811.18draws/s]
Sampling 4 chains, 1 divergences:  50%|████▉     | 3981/8000 [00:04<00:04, 811.18draws/s]
Sampling 4 chains, 1 divergences:  50%|█████     | 4018/8000 [00:05<00:04, 868.86draws/s]
Sampling 4 chains, 1 divergences:  51%|█████▏    | 4107/8000 [00:05<00:04, 861.90draws/s]
Sampling 4 chains, 2 divergences:  52%|█████▏    | 4162/8000 [00:05<00:04, 861.90draws/s]
Sampling 4 chains, 2 divergences:  53%|█████▎    | 4203/8000 [00:05<00:04, 886.99draws/s]
Sampling 4 chains, 2 divergences:  54%|█████▎    | 4293/8000 [00:05<00:04, 874.30draws/s]
Sampling 4 chains, 2 divergences:  55%|█████▍    | 4394/8000 [00:05<00:03, 908.17draws/s]
Sampling 4 chains, 3 divergences:  55%|█████▌    | 4419/8000 [00:05<00:03, 908.17draws/s]
Sampling 4 chains, 4 divergences:  56%|█████▌    | 4442/8000 [00:05<00:03, 908.17draws/s]
Sampling 4 chains, 4 divergences:  56%|█████▋    | 4503/8000 [00:05<00:03, 955.13draws/s]
Sampling 4 chains, 5 divergences:  57%|█████▋    | 4535/8000 [00:05<00:03, 955.13draws/s]
Sampling 4 chains, 6 divergences:  58%|█████▊    | 4612/8000 [00:05<00:03, 955.13draws/s]
Sampling 4 chains, 6 divergences:  58%|█████▊    | 4625/8000 [00:05<00:03, 1017.95draws/s]
Sampling 4 chains, 7 divergences:  59%|█████▉    | 4720/8000 [00:05<00:03, 1017.95draws/s]
Sampling 4 chains, 7 divergences:  59%|█████▉    | 4735/8000 [00:05<00:03, 1037.94draws/s]
Sampling 4 chains, 8 divergences:  60%|██████    | 4803/8000 [00:05<00:03, 1037.94draws/s]
Sampling 4 chains, 9 divergences:  60%|██████    | 4824/8000 [00:05<00:03, 1037.94draws/s]
Sampling 4 chains, 10 divergences:  60%|██████    | 4833/8000 [00:05<00:03, 1037.94draws/s]
Sampling 4 chains, 11 divergences:  61%|██████    | 4846/8000 [00:05<00:03, 1037.94draws/s]
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Sampling 4 chains, 14 divergences:  62%|██████▏   | 4939/8000 [00:05<00:02, 1074.04draws/s]
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Sampling 4 chains, 16 divergences:  62%|██████▏   | 4957/8000 [00:05<00:02, 1074.04draws/s]
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Sampling 4 chains, 17 divergences:  62%|██████▏   | 4974/8000 [00:05<00:02, 1110.82draws/s]
Sampling 4 chains, 18 divergences:  62%|██████▏   | 4974/8000 [00:05<00:02, 1110.82draws/s]
Sampling 4 chains, 19 divergences:  63%|██████▎   | 5064/8000 [00:06<00:02, 1110.82draws/s]
Sampling 4 chains, 20 divergences:  64%|██████▎   | 5086/8000 [00:06<00:02, 1110.82draws/s]
Sampling 4 chains, 20 divergences:  64%|██████▎   | 5087/8000 [00:06<00:02, 1115.47draws/s]
Sampling 4 chains, 21 divergences:  64%|██████▍   | 5138/8000 [00:06<00:02, 1115.47draws/s]
Sampling 4 chains, 22 divergences:  64%|██████▍   | 5141/8000 [00:06<00:02, 1115.47draws/s]
Sampling 4 chains, 22 divergences:  65%|██████▌   | 5201/8000 [00:06<00:02, 1122.52draws/s]
Sampling 4 chains, 23 divergences:  66%|██████▌   | 5248/8000 [00:06<00:02, 1122.52draws/s]
Sampling 4 chains, 24 divergences:  66%|██████▌   | 5267/8000 [00:06<00:02, 1122.52draws/s]
Sampling 4 chains, 24 divergences:  66%|██████▋   | 5314/8000 [00:06<00:02, 1118.97draws/s]
Sampling 4 chains, 25 divergences:  67%|██████▋   | 5329/8000 [00:06<00:02, 1118.97draws/s]
Sampling 4 chains, 26 divergences:  67%|██████▋   | 5374/8000 [00:06<00:02, 1118.97draws/s]
Sampling 4 chains, 27 divergences:  68%|██████▊   | 5418/8000 [00:06<00:02, 1118.97draws/s]
Sampling 4 chains, 27 divergences:  68%|██████▊   | 5427/8000 [00:06<00:02, 1121.16draws/s]
Sampling 4 chains, 28 divergences:  69%|██████▊   | 5489/8000 [00:06<00:02, 1121.16draws/s]
Sampling 4 chains, 29 divergences:  69%|██████▉   | 5509/8000 [00:06<00:02, 1121.16draws/s]
Sampling 4 chains, 30 divergences:  69%|██████▉   | 5522/8000 [00:06<00:02, 1121.16draws/s]
Sampling 4 chains, 31 divergences:  70%|██████▉   | 5560/8000 [00:06<00:02, 1121.16draws/s]
Sampling 4 chains, 31 divergences:  70%|██████▉   | 5561/8000 [00:06<00:02, 1177.63draws/s]
Sampling 4 chains, 32 divergences:  70%|██████▉   | 5585/8000 [00:06<00:02, 1177.63draws/s]
Sampling 4 chains, 33 divergences:  70%|███████   | 5617/8000 [00:06<00:02, 1177.63draws/s]
Sampling 4 chains, 34 divergences:  71%|███████   | 5673/8000 [00:06<00:01, 1177.63draws/s]
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Sampling 4 chains, 36 divergences:  71%|███████   | 5680/8000 [00:06<00:01, 1164.10draws/s]
Sampling 4 chains, 37 divergences:  72%|███████▏  | 5750/8000 [00:06<00:01, 1164.10draws/s]
Sampling 4 chains, 37 divergences:  72%|███████▏  | 5798/8000 [00:06<00:01, 1165.52draws/s]
Sampling 4 chains, 38 divergences:  73%|███████▎  | 5834/8000 [00:06<00:01, 1165.52draws/s]
Sampling 4 chains, 39 divergences:  73%|███████▎  | 5851/8000 [00:06<00:01, 1165.52draws/s]
Sampling 4 chains, 40 divergences:  73%|███████▎  | 5859/8000 [00:06<00:01, 1165.52draws/s]
Sampling 4 chains, 41 divergences:  73%|███████▎  | 5865/8000 [00:06<00:01, 1165.52draws/s]
Sampling 4 chains, 42 divergences:  74%|███████▍  | 5901/8000 [00:06<00:01, 1165.52draws/s]
Sampling 4 chains, 42 divergences:  74%|███████▍  | 5916/8000 [00:06<00:01, 1153.31draws/s]
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Sampling 4 chains, 44 divergences:  74%|███████▍  | 5946/8000 [00:06<00:01, 1153.31draws/s]
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Sampling 4 chains, 46 divergences:  75%|███████▍  | 5966/8000 [00:06<00:01, 1153.31draws/s]
Sampling 4 chains, 47 divergences:  75%|███████▍  | 5976/8000 [00:06<00:01, 1153.31draws/s]
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Sampling 4 chains, 49 divergences:  75%|███████▌  | 6004/8000 [00:06<00:01, 1153.31draws/s]
Sampling 4 chains, 50 divergences:  75%|███████▌  | 6022/8000 [00:06<00:01, 1153.31draws/s]
Sampling 4 chains, 50 divergences:  75%|███████▌  | 6032/8000 [00:06<00:01, 1154.28draws/s]
Sampling 4 chains, 51 divergences:  76%|███████▌  | 6087/8000 [00:06<00:01, 1154.28draws/s]
Sampling 4 chains, 52 divergences:  76%|███████▌  | 6099/8000 [00:06<00:01, 1154.28draws/s]
Sampling 4 chains, 53 divergences:  77%|███████▋  | 6124/8000 [00:06<00:01, 1154.28draws/s]
Sampling 4 chains, 54 divergences:  77%|███████▋  | 6129/8000 [00:06<00:01, 1154.28draws/s]
Sampling 4 chains, 54 divergences:  77%|███████▋  | 6152/8000 [00:06<00:01, 1166.94draws/s]
Sampling 4 chains, 55 divergences:  77%|███████▋  | 6197/8000 [00:06<00:01, 1166.94draws/s]
Sampling 4 chains, 56 divergences:  78%|███████▊  | 6200/8000 [00:07<00:01, 1166.94draws/s]
Sampling 4 chains, 57 divergences:  78%|███████▊  | 6203/8000 [00:07<00:01, 1166.94draws/s]
Sampling 4 chains, 57 divergences:  78%|███████▊  | 6269/8000 [00:07<00:01, 1058.98draws/s]
Sampling 4 chains, 57 divergences:  80%|███████▉  | 6377/8000 [00:07<00:01, 949.08draws/s] 
Sampling 4 chains, 57 divergences:  81%|████████  | 6476/8000 [00:07<00:01, 828.34draws/s]
Sampling 4 chains, 57 divergences:  82%|████████▏ | 6565/8000 [00:07<00:01, 777.15draws/s]
Sampling 4 chains, 57 divergences:  83%|████████▎ | 6648/8000 [00:07<00:01, 779.57draws/s]
Sampling 4 chains, 57 divergences:  84%|████████▍ | 6729/8000 [00:07<00:01, 743.19draws/s]
Sampling 4 chains, 57 divergences:  85%|████████▌ | 6806/8000 [00:07<00:01, 718.13draws/s]
Sampling 4 chains, 57 divergences:  86%|████████▌ | 6884/8000 [00:07<00:01, 734.81draws/s]
Sampling 4 chains, 57 divergences:  87%|████████▋ | 6959/8000 [00:08<00:01, 725.98draws/s]
Sampling 4 chains, 57 divergences:  88%|████████▊ | 7050/8000 [00:08<00:01, 770.45draws/s]
Sampling 4 chains, 57 divergences:  89%|████████▉ | 7129/8000 [00:08<00:01, 754.29draws/s]
Sampling 4 chains, 57 divergences:  90%|█████████ | 7206/8000 [00:08<00:01, 744.99draws/s]
Sampling 4 chains, 57 divergences:  91%|█████████ | 7286/8000 [00:08<00:00, 752.55draws/s]
Sampling 4 chains, 57 divergences:  92%|█████████▏| 7368/8000 [00:08<00:00, 765.63draws/s]
Sampling 4 chains, 57 divergences:  93%|█████████▎| 7446/8000 [00:08<00:00, 746.63draws/s]
Sampling 4 chains, 57 divergences:  94%|█████████▍| 7525/8000 [00:08<00:00, 754.02draws/s]
Sampling 4 chains, 57 divergences:  95%|█████████▌| 7606/8000 [00:08<00:00, 768.64draws/s]
Sampling 4 chains, 57 divergences:  96%|█████████▌| 7684/8000 [00:09<00:00, 744.73draws/s]
Sampling 4 chains, 57 divergences:  97%|█████████▋| 7761/8000 [00:09<00:00, 748.84draws/s]
Sampling 4 chains, 57 divergences:  98%|█████████▊| 7837/8000 [00:09<00:00, 739.48draws/s]
Sampling 4 chains, 57 divergences:  99%|█████████▉| 7917/8000 [00:09<00:00, 753.53draws/s]
Sampling 4 chains, 57 divergences: 100%|█████████▉| 7993/8000 [00:09<00:00, 739.93draws/s]
Sampling 4 chains, 57 divergences: 100%|██████████| 8000/8000 [00:09<00:00, 845.31draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 72/8000 [00:00<00:11, 716.12draws/s]
Sampling 4 chains, 0 divergences:   1%|▏         | 112/8000 [00:00<00:13, 575.22draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 180/8000 [00:00<00:12, 602.43draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 259/8000 [00:00<00:11, 647.29draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 332/8000 [00:00<00:11, 666.07draws/s]
Sampling 4 chains, 0 divergences:   5%|▌         | 415/8000 [00:00<00:10, 707.50draws/s]
Sampling 4 chains, 0 divergences:   6%|▋         | 505/8000 [00:00<00:09, 754.51draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 586/8000 [00:00<00:09, 768.02draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 670/8000 [00:00<00:09, 786.35draws/s]
Sampling 4 chains, 0 divergences:   9%|▉         | 748/8000 [00:01<00:09, 781.06draws/s]
Sampling 4 chains, 0 divergences:  10%|█         | 828/8000 [00:01<00:09, 786.32draws/s]
Sampling 4 chains, 0 divergences:  11%|█▏        | 906/8000 [00:01<00:09, 766.05draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 990/8000 [00:01<00:08, 784.39draws/s]
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Sampling 4 chains, 0 divergences:  14%|█▍        | 1149/8000 [00:01<00:09, 708.02draws/s]
Sampling 4 chains, 0 divergences:  15%|█▌        | 1237/8000 [00:01<00:09, 748.71draws/s]
Sampling 4 chains, 0 divergences:  17%|█▋        | 1324/8000 [00:01<00:08, 775.72draws/s]
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Sampling 4 chains, 0 divergences:  20%|█▉        | 1580/8000 [00:02<00:07, 819.66draws/s]
Sampling 4 chains, 0 divergences:  21%|██        | 1664/8000 [00:02<00:07, 824.53draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1750/8000 [00:02<00:07, 833.82draws/s]
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Sampling 4 chains, 0 divergences:  25%|██▌       | 2038/8000 [00:02<00:06, 861.43draws/s]
Sampling 4 chains, 0 divergences:  27%|██▋       | 2125/8000 [00:02<00:06, 848.32draws/s]
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Sampling 4 chains, 0 divergences:  33%|███▎      | 2670/8000 [00:03<00:05, 895.65draws/s]
Sampling 4 chains, 0 divergences:  34%|███▍      | 2760/8000 [00:03<00:05, 880.26draws/s]
Sampling 4 chains, 0 divergences:  36%|███▌      | 2849/8000 [00:03<00:06, 842.86draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2943/8000 [00:03<00:05, 869.06draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3031/8000 [00:03<00:05, 860.94draws/s]
Sampling 4 chains, 0 divergences:  39%|███▉      | 3123/8000 [00:03<00:05, 876.70draws/s]
Sampling 4 chains, 0 divergences:  40%|████      | 3212/8000 [00:03<00:05, 850.95draws/s]
Sampling 4 chains, 0 divergences:  41%|████      | 3298/8000 [00:04<00:05, 811.42draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3380/8000 [00:04<00:05, 789.02draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3460/8000 [00:04<00:05, 772.33draws/s]
Sampling 4 chains, 0 divergences:  44%|████▍     | 3559/8000 [00:04<00:05, 826.39draws/s]
Sampling 4 chains, 0 divergences:  46%|████▌     | 3644/8000 [00:04<00:05, 815.15draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3727/8000 [00:04<00:05, 815.83draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3816/8000 [00:04<00:05, 826.83draws/s]
Sampling 4 chains, 0 divergences:  49%|████▉     | 3900/8000 [00:04<00:05, 804.87draws/s]
Sampling 4 chains, 0 divergences:  50%|████▉     | 3981/8000 [00:04<00:05, 802.01draws/s]
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Sampling 4 chains, 0 divergences:  52%|█████▏    | 4174/8000 [00:05<00:04, 875.29draws/s]
Sampling 4 chains, 0 divergences:  53%|█████▎    | 4267/8000 [00:05<00:04, 890.29draws/s]
Sampling 4 chains, 0 divergences:  55%|█████▍    | 4362/8000 [00:05<00:04, 902.77draws/s]
Sampling 4 chains, 0 divergences:  56%|█████▌    | 4459/8000 [00:05<00:03, 918.34draws/s]
Sampling 4 chains, 0 divergences:  57%|█████▋    | 4552/8000 [00:05<00:03, 875.21draws/s]
Sampling 4 chains, 0 divergences:  58%|█████▊    | 4641/8000 [00:05<00:03, 843.13draws/s]
Sampling 4 chains, 0 divergences:  59%|█████▉    | 4737/8000 [00:05<00:03, 874.63draws/s]
Sampling 4 chains, 0 divergences:  60%|██████    | 4829/8000 [00:05<00:03, 884.83draws/s]
Sampling 4 chains, 0 divergences:  62%|██████▏   | 4924/8000 [00:05<00:03, 903.10draws/s]
Sampling 4 chains, 0 divergences:  63%|██████▎   | 5015/8000 [00:06<00:03, 898.18draws/s]
Sampling 4 chains, 0 divergences:  64%|██████▍   | 5106/8000 [00:06<00:03, 851.57draws/s]
Sampling 4 chains, 0 divergences:  65%|██████▍   | 5192/8000 [00:06<00:03, 826.73draws/s]
Sampling 4 chains, 0 divergences:  66%|██████▌   | 5276/8000 [00:06<00:03, 792.40draws/s]
Sampling 4 chains, 0 divergences:  67%|██████▋   | 5368/8000 [00:06<00:03, 824.32draws/s]
Sampling 4 chains, 0 divergences:  68%|██████▊   | 5452/8000 [00:06<00:03, 828.79draws/s]
Sampling 4 chains, 0 divergences:  69%|██████▉   | 5536/8000 [00:06<00:03, 782.96draws/s]
Sampling 4 chains, 0 divergences:  70%|███████   | 5616/8000 [00:06<00:03, 732.83draws/s]
Sampling 4 chains, 0 divergences:  71%|███████   | 5691/8000 [00:06<00:03, 681.84draws/s]
Sampling 4 chains, 0 divergences:  72%|███████▏  | 5762/8000 [00:07<00:03, 682.01draws/s]
Sampling 4 chains, 0 divergences:  73%|███████▎  | 5836/8000 [00:07<00:03, 697.55draws/s]
Sampling 4 chains, 0 divergences:  74%|███████▍  | 5915/8000 [00:07<00:02, 721.84draws/s]
Sampling 4 chains, 0 divergences:  75%|███████▍  | 5989/8000 [00:07<00:02, 702.59draws/s]
Sampling 4 chains, 0 divergences:  76%|███████▌  | 6060/8000 [00:07<00:02, 697.72draws/s]
Sampling 4 chains, 0 divergences:  77%|███████▋  | 6131/8000 [00:07<00:02, 626.41draws/s]
Sampling 4 chains, 0 divergences:  78%|███████▊  | 6203/8000 [00:07<00:02, 651.64draws/s]
Sampling 4 chains, 0 divergences:  78%|███████▊  | 6272/8000 [00:07<00:02, 660.97draws/s]
Sampling 4 chains, 0 divergences:  79%|███████▉  | 6340/8000 [00:07<00:02, 637.73draws/s]
Sampling 4 chains, 0 divergences:  80%|████████  | 6415/8000 [00:08<00:02, 666.83draws/s]
Sampling 4 chains, 0 divergences:  81%|████████  | 6488/8000 [00:08<00:02, 673.36draws/s]
Sampling 4 chains, 0 divergences:  82%|████████▏ | 6557/8000 [00:08<00:02, 675.48draws/s]
Sampling 4 chains, 0 divergences:  83%|████████▎ | 6631/8000 [00:08<00:01, 689.98draws/s]
Sampling 4 chains, 0 divergences:  84%|████████▍ | 6708/8000 [00:08<00:01, 710.73draws/s]
Sampling 4 chains, 0 divergences:  85%|████████▍ | 6780/8000 [00:08<00:01, 711.90draws/s]
Sampling 4 chains, 0 divergences:  86%|████████▌ | 6859/8000 [00:08<00:01, 728.69draws/s]
Sampling 4 chains, 0 divergences:  87%|████████▋ | 6933/8000 [00:08<00:01, 706.97draws/s]
Sampling 4 chains, 0 divergences:  88%|████████▊ | 7005/8000 [00:08<00:01, 707.26draws/s]
Sampling 4 chains, 0 divergences:  88%|████████▊ | 7076/8000 [00:08<00:01, 682.30draws/s]
Sampling 4 chains, 0 divergences:  89%|████████▉ | 7151/8000 [00:09<00:01, 699.85draws/s]
Sampling 4 chains, 0 divergences:  90%|█████████ | 7222/8000 [00:09<00:01, 640.83draws/s]
Sampling 4 chains, 0 divergences:  91%|█████████ | 7288/8000 [00:09<00:01, 570.19draws/s]
Sampling 4 chains, 0 divergences:  92%|█████████▏| 7348/8000 [00:09<00:01, 529.98draws/s]
Sampling 4 chains, 0 divergences:  93%|█████████▎| 7431/8000 [00:09<00:00, 593.67draws/s]
Sampling 4 chains, 0 divergences:  94%|█████████▍| 7501/8000 [00:09<00:00, 621.47draws/s]
Sampling 4 chains, 0 divergences:  95%|█████████▍| 7571/8000 [00:09<00:00, 639.99draws/s]
Sampling 4 chains, 0 divergences:  96%|█████████▌| 7640/8000 [00:09<00:00, 647.33draws/s]
Sampling 4 chains, 0 divergences:  96%|█████████▋| 7707/8000 [00:10<00:00, 530.22draws/s]
Sampling 4 chains, 0 divergences:  97%|█████████▋| 7765/8000 [00:10<00:00, 462.36draws/s]
Sampling 4 chains, 0 divergences:  98%|█████████▊| 7835/8000 [00:10<00:00, 512.72draws/s]
Sampling 4 chains, 0 divergences:  99%|█████████▉| 7900/8000 [00:10<00:00, 546.70draws/s]
Sampling 4 chains, 0 divergences:  99%|█████████▉| 7959/8000 [00:10<00:00, 419.34draws/s]
Sampling 4 chains, 0 divergences: 100%|██████████| 8000/8000 [00:10<00:00, 741.03draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 44/8000 [00:00<00:18, 437.33draws/s]
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Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
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Sampling 4 chains, 0 divergences:  85%|████████▌ | 6821/8000 [00:07<00:01, 1028.66draws/s]
Sampling 4 chains, 0 divergences:  87%|████████▋ | 6925/8000 [00:07<00:01, 1028.67draws/s]
Sampling 4 chains, 0 divergences:  88%|████████▊ | 7032/8000 [00:07<00:00, 1040.63draws/s]
Sampling 4 chains, 0 divergences:  89%|████████▉ | 7142/8000 [00:07<00:00, 1053.35draws/s]
Sampling 4 chains, 0 divergences:  91%|█████████ | 7249/8000 [00:07<00:00, 1048.93draws/s]
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Sampling 4 chains, 0 divergences: 100%|██████████| 8000/8000 [00:08<00:00, 970.42draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
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Sampling 4 chains, 0 divergences:   2%|▏         | 141/8000 [00:00<00:11, 679.32draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 231/8000 [00:00<00:10, 731.67draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 325/8000 [00:00<00:09, 782.97draws/s]
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Sampling 4 chains, 0 divergences:   7%|▋         | 542/8000 [00:00<00:08, 905.22draws/s]
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Sampling 4 chains, 0 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1124.76draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
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Sampling 4 chains, 0 divergences:  80%|████████  | 6430/8000 [00:05<00:01, 1251.44draws/s]
Sampling 4 chains, 0 divergences:  82%|████████▏ | 6556/8000 [00:05<00:01, 1241.78draws/s]
Sampling 4 chains, 0 divergences:  84%|████████▎ | 6681/8000 [00:05<00:01, 1210.66draws/s]
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Sampling 4 chains, 0 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1120.77draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   0%|          | 23/8000 [00:00<00:35, 223.84draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 54/8000 [00:00<00:32, 243.26draws/s]
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Sampling 4 chains, 0 divergences:   2%|▏         | 141/8000 [00:00<00:28, 272.15draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 190/8000 [00:00<00:24, 313.95draws/s]
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Sampling 4 chains, 0 divergences:   4%|▎         | 293/8000 [00:00<00:19, 391.55draws/s]
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Sampling 4 chains, 0 divergences:  53%|█████▎    | 4232/8000 [00:05<00:03, 1024.29draws/s]
Sampling 4 chains, 1 divergences:  54%|█████▎    | 4283/8000 [00:05<00:03, 1024.29draws/s]
Sampling 4 chains, 1 divergences:  54%|█████▍    | 4335/8000 [00:05<00:03, 982.90draws/s] 
Sampling 4 chains, 1 divergences:  55%|█████▌    | 4435/8000 [00:05<00:03, 919.40draws/s]
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Sampling 4 chains, 1 divergences:  58%|█████▊    | 4618/8000 [00:05<00:04, 834.34draws/s]
Sampling 4 chains, 2 divergences:  58%|█████▊    | 4619/8000 [00:05<00:04, 834.34draws/s]
Sampling 4 chains, 2 divergences:  59%|█████▉    | 4703/8000 [00:05<00:03, 834.72draws/s]
Sampling 4 chains, 2 divergences:  60%|█████▉    | 4788/8000 [00:05<00:03, 836.48draws/s]
Sampling 4 chains, 2 divergences:  61%|██████    | 4873/8000 [00:05<00:03, 814.13draws/s]
Sampling 4 chains, 3 divergences:  61%|██████▏   | 4903/8000 [00:05<00:03, 814.13draws/s]
Sampling 4 chains, 4 divergences:  61%|██████▏   | 4915/8000 [00:05<00:03, 814.13draws/s]
Sampling 4 chains, 4 divergences:  62%|██████▏   | 4956/8000 [00:06<00:03, 803.97draws/s]
Sampling 4 chains, 4 divergences:  63%|██████▎   | 5037/8000 [00:06<00:03, 792.60draws/s]
Sampling 4 chains, 4 divergences:  64%|██████▍   | 5128/8000 [00:06<00:03, 823.74draws/s]
Sampling 4 chains, 4 divergences:  65%|██████▌   | 5230/8000 [00:06<00:03, 872.49draws/s]
Sampling 4 chains, 4 divergences:  67%|██████▋   | 5330/8000 [00:06<00:02, 903.16draws/s]
Sampling 4 chains, 5 divergences:  68%|██████▊   | 5443/8000 [00:06<00:02, 903.16draws/s]
Sampling 4 chains, 6 divergences:  68%|██████▊   | 5452/8000 [00:06<00:02, 903.16draws/s]
Sampling 4 chains, 6 divergences:  68%|██████▊   | 5457/8000 [00:06<00:02, 988.73draws/s]
Sampling 4 chains, 6 divergences:  70%|██████▉   | 5571/8000 [00:06<00:02, 1022.27draws/s]
Sampling 4 chains, 6 divergences:  71%|███████   | 5679/8000 [00:06<00:02, 1033.60draws/s]
Sampling 4 chains, 6 divergences:  73%|███████▎  | 5818/8000 [00:06<00:01, 1119.71draws/s]
Sampling 4 chains, 6 divergences:  74%|███████▍  | 5952/8000 [00:06<00:01, 1177.59draws/s]
Sampling 4 chains, 7 divergences:  76%|███████▌  | 6067/8000 [00:07<00:01, 1177.59draws/s]
Sampling 4 chains, 7 divergences:  76%|███████▌  | 6074/8000 [00:07<00:01, 1189.06draws/s]
Sampling 4 chains, 8 divergences:  76%|███████▌  | 6096/8000 [00:07<00:01, 1189.06draws/s]
Sampling 4 chains, 8 divergences:  78%|███████▊  | 6205/8000 [00:07<00:01, 1221.86draws/s]
Sampling 4 chains, 8 divergences:  79%|███████▉  | 6339/8000 [00:07<00:01, 1246.69draws/s]
Sampling 4 chains, 9 divergences:  79%|███████▉  | 6354/8000 [00:07<00:01, 1246.69draws/s]
Sampling 4 chains, 10 divergences:  80%|███████▉  | 6362/8000 [00:07<00:01, 1246.69draws/s]
Sampling 4 chains, 11 divergences:  80%|███████▉  | 6378/8000 [00:07<00:01, 1246.69draws/s]
Sampling 4 chains, 11 divergences:  81%|████████  | 6466/8000 [00:07<00:01, 1190.29draws/s]
Sampling 4 chains, 11 divergences:  82%|████████▏ | 6587/8000 [00:07<00:01, 1175.17draws/s]
Sampling 4 chains, 11 divergences:  84%|████████▍ | 6709/8000 [00:07<00:01, 1187.42draws/s]
Sampling 4 chains, 11 divergences:  86%|████████▌ | 6843/8000 [00:07<00:00, 1221.99draws/s]
Sampling 4 chains, 11 divergences:  87%|████████▋ | 6969/8000 [00:07<00:00, 1231.62draws/s]
Sampling 4 chains, 12 divergences:  88%|████████▊ | 7034/8000 [00:07<00:00, 1231.62draws/s]
Sampling 4 chains, 12 divergences:  89%|████████▊ | 7093/8000 [00:07<00:00, 1232.38draws/s]
Sampling 4 chains, 13 divergences:  89%|████████▉ | 7113/8000 [00:07<00:00, 1232.38draws/s]
Sampling 4 chains, 14 divergences:  89%|████████▉ | 7115/8000 [00:07<00:00, 1232.38draws/s]
Sampling 4 chains, 15 divergences:  89%|████████▉ | 7120/8000 [00:07<00:00, 1232.38draws/s]
Sampling 4 chains, 16 divergences:  89%|████████▉ | 7131/8000 [00:07<00:00, 1232.38draws/s]
Sampling 4 chains, 16 divergences:  90%|█████████ | 7217/8000 [00:08<00:00, 1085.34draws/s]
Sampling 4 chains, 16 divergences:  92%|█████████▏| 7330/8000 [00:08<00:00, 1067.64draws/s]
Sampling 4 chains, 16 divergences:  93%|█████████▎| 7440/8000 [00:08<00:00, 1067.20draws/s]
Sampling 4 chains, 16 divergences:  94%|█████████▍| 7549/8000 [00:08<00:00, 992.81draws/s] 
Sampling 4 chains, 16 divergences:  96%|█████████▌| 7651/8000 [00:08<00:00, 950.37draws/s]
Sampling 4 chains, 16 divergences:  97%|█████████▋| 7749/8000 [00:08<00:00, 868.15draws/s]
Sampling 4 chains, 16 divergences:  98%|█████████▊| 7839/8000 [00:08<00:00, 842.80draws/s]
Sampling 4 chains, 16 divergences:  99%|█████████▉| 7926/8000 [00:08<00:00, 632.02draws/s]
Sampling 4 chains, 16 divergences: 100%|█████████▉| 7999/8000 [00:09<00:00, 567.80draws/s]
Sampling 4 chains, 16 divergences: 100%|██████████| 8000/8000 [00:09<00:00, 874.80draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 70/8000 [00:00<00:11, 697.24draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 124/8000 [00:00<00:12, 638.56draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 201/8000 [00:00<00:11, 672.22draws/s]
Sampling 4 chains, 0 divergences:   4%|▎         | 293/8000 [00:00<00:10, 730.05draws/s]
Sampling 4 chains, 0 divergences:   5%|▍         | 397/8000 [00:00<00:09, 801.59draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 491/8000 [00:00<00:08, 834.92draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 602/8000 [00:00<00:08, 898.39draws/s]
Sampling 4 chains, 0 divergences:   9%|▉         | 715/8000 [00:00<00:07, 954.08draws/s]
Sampling 4 chains, 0 divergences:  10%|█         | 834/8000 [00:00<00:07, 1014.15draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 948/8000 [00:01<00:06, 1048.62draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1065/8000 [00:01<00:06, 1081.41draws/s]
Sampling 4 chains, 0 divergences:  15%|█▍        | 1191/8000 [00:01<00:06, 1126.28draws/s]
Sampling 4 chains, 0 divergences:  16%|█▋        | 1306/8000 [00:01<00:05, 1133.16draws/s]
Sampling 4 chains, 0 divergences:  18%|█▊        | 1437/8000 [00:01<00:05, 1178.99draws/s]
Sampling 4 chains, 0 divergences:  20%|█▉        | 1560/8000 [00:01<00:05, 1190.52draws/s]
Sampling 4 chains, 0 divergences:  21%|██        | 1680/8000 [00:01<00:05, 1093.63draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1792/8000 [00:01<00:06, 1025.22draws/s]
Sampling 4 chains, 0 divergences:  24%|██▍       | 1912/8000 [00:01<00:05, 1069.52draws/s]
Sampling 4 chains, 0 divergences:  25%|██▌       | 2035/8000 [00:01<00:05, 1112.50draws/s]
Sampling 4 chains, 0 divergences:  27%|██▋       | 2156/8000 [00:02<00:05, 1139.21draws/s]
Sampling 4 chains, 0 divergences:  28%|██▊       | 2272/8000 [00:02<00:05, 1110.61draws/s]
Sampling 4 chains, 0 divergences:  30%|██▉       | 2385/8000 [00:02<00:05, 1100.48draws/s]
Sampling 4 chains, 0 divergences:  31%|███       | 2496/8000 [00:02<00:05, 1081.82draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2615/8000 [00:02<00:04, 1107.75draws/s]
Sampling 4 chains, 0 divergences:  34%|███▍      | 2735/8000 [00:02<00:04, 1133.26draws/s]
Sampling 4 chains, 0 divergences:  36%|███▌      | 2849/8000 [00:02<00:04, 1129.55draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2978/8000 [00:02<00:04, 1169.84draws/s]
Sampling 4 chains, 0 divergences:  39%|███▉      | 3112/8000 [00:02<00:04, 1216.13draws/s]
Sampling 4 chains, 0 divergences:  40%|████      | 3235/8000 [00:02<00:03, 1218.20draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3358/8000 [00:03<00:04, 1145.87draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3474/8000 [00:03<00:03, 1143.73draws/s]
Sampling 4 chains, 0 divergences:  45%|████▍     | 3590/8000 [00:03<00:03, 1143.91draws/s]
Sampling 4 chains, 0 divergences:  46%|████▋     | 3708/8000 [00:03<00:03, 1148.96draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3824/8000 [00:03<00:03, 1149.48draws/s]
Sampling 4 chains, 0 divergences:  49%|████▉     | 3953/8000 [00:03<00:03, 1187.76draws/s]
Sampling 4 chains, 1 divergences:  50%|████▉     | 3969/8000 [00:03<00:03, 1187.76draws/s]
Sampling 4 chains, 2 divergences:  51%|█████     | 4057/8000 [00:03<00:03, 1187.76draws/s]
Sampling 4 chains, 3 divergences:  51%|█████     | 4072/8000 [00:03<00:03, 1187.76draws/s]
Sampling 4 chains, 4 divergences:  51%|█████     | 4076/8000 [00:03<00:03, 1187.76draws/s]
Sampling 4 chains, 5 divergences:  51%|█████     | 4081/8000 [00:03<00:03, 1187.76draws/s]
Sampling 4 chains, 6 divergences:  51%|█████     | 4087/8000 [00:03<00:03, 1187.76draws/s]
Sampling 4 chains, 7 divergences:  51%|█████     | 4096/8000 [00:03<00:03, 1187.76draws/s]
Sampling 4 chains, 7 divergences:  51%|█████▏    | 4101/8000 [00:03<00:03, 1256.52draws/s]
Sampling 4 chains, 8 divergences:  52%|█████▏    | 4127/8000 [00:03<00:03, 1256.52draws/s]
Sampling 4 chains, 8 divergences:  53%|█████▎    | 4229/8000 [00:03<00:02, 1261.67draws/s]
Sampling 4 chains, 8 divergences:  54%|█████▍    | 4357/8000 [00:03<00:02, 1232.67draws/s]
Sampling 4 chains, 8 divergences:  56%|█████▌    | 4489/8000 [00:04<00:02, 1255.05draws/s]
Sampling 4 chains, 8 divergences:  58%|█████▊    | 4624/8000 [00:04<00:02, 1281.97draws/s]
Sampling 4 chains, 8 divergences:  59%|█████▉    | 4756/8000 [00:04<00:02, 1292.69draws/s]
Sampling 4 chains, 9 divergences:  61%|██████    | 4870/8000 [00:04<00:02, 1292.69draws/s]
Sampling 4 chains, 9 divergences:  61%|██████    | 4886/8000 [00:04<00:02, 1278.28draws/s]
Sampling 4 chains, 10 divergences:  61%|██████    | 4897/8000 [00:04<00:02, 1278.28draws/s]
Sampling 4 chains, 11 divergences:  61%|██████▏   | 4905/8000 [00:04<00:02, 1278.28draws/s]
Sampling 4 chains, 11 divergences:  63%|██████▎   | 5022/8000 [00:04<00:02, 1300.86draws/s]
Sampling 4 chains, 12 divergences:  63%|██████▎   | 5065/8000 [00:04<00:02, 1300.86draws/s]
Sampling 4 chains, 12 divergences:  64%|██████▍   | 5154/8000 [00:04<00:02, 1305.82draws/s]
Sampling 4 chains, 13 divergences:  65%|██████▌   | 5232/8000 [00:04<00:02, 1305.82draws/s]
Sampling 4 chains, 13 divergences:  66%|██████▌   | 5285/8000 [00:04<00:02, 1303.54draws/s]
Sampling 4 chains, 13 divergences:  68%|██████▊   | 5416/8000 [00:04<00:01, 1303.98draws/s]
Sampling 4 chains, 13 divergences:  69%|██████▉   | 5552/8000 [00:04<00:01, 1308.45draws/s]
Sampling 4 chains, 14 divergences:  71%|███████   | 5644/8000 [00:04<00:01, 1308.45draws/s]
Sampling 4 chains, 14 divergences:  71%|███████   | 5693/8000 [00:04<00:01, 1325.31draws/s]
Sampling 4 chains, 15 divergences:  73%|███████▎  | 5811/8000 [00:05<00:01, 1325.31draws/s]
Sampling 4 chains, 15 divergences:  73%|███████▎  | 5826/8000 [00:05<00:01, 1173.42draws/s]
Sampling 4 chains, 16 divergences:  73%|███████▎  | 5829/8000 [00:05<00:01, 1173.42draws/s]
Sampling 4 chains, 16 divergences:  74%|███████▍  | 5947/8000 [00:05<00:01, 1130.47draws/s]
Sampling 4 chains, 16 divergences:  76%|███████▌  | 6080/8000 [00:05<00:01, 1178.76draws/s]
Sampling 4 chains, 17 divergences:  76%|███████▋  | 6102/8000 [00:05<00:01, 1178.76draws/s]
Sampling 4 chains, 18 divergences:  77%|███████▋  | 6179/8000 [00:05<00:01, 1178.76draws/s]
Sampling 4 chains, 19 divergences:  78%|███████▊  | 6225/8000 [00:05<00:01, 1178.76draws/s]
Sampling 4 chains, 19 divergences:  78%|███████▊  | 6233/8000 [00:05<00:01, 1262.39draws/s]
Sampling 4 chains, 19 divergences:  80%|███████▉  | 6363/8000 [00:05<00:01, 1272.30draws/s]
Sampling 4 chains, 19 divergences:  81%|████████  | 6493/8000 [00:05<00:01, 1279.68draws/s]
Sampling 4 chains, 20 divergences:  82%|████████▏ | 6543/8000 [00:05<00:01, 1279.68draws/s]
Sampling 4 chains, 20 divergences:  83%|████████▎ | 6626/8000 [00:05<00:01, 1284.59draws/s]
Sampling 4 chains, 21 divergences:  84%|████████▍ | 6732/8000 [00:05<00:00, 1284.59draws/s]
Sampling 4 chains, 21 divergences:  85%|████████▍ | 6766/8000 [00:05<00:00, 1309.80draws/s]
Sampling 4 chains, 22 divergences:  85%|████████▍ | 6782/8000 [00:05<00:00, 1309.80draws/s]
Sampling 4 chains, 23 divergences:  85%|████████▍ | 6795/8000 [00:05<00:00, 1309.80draws/s]
Sampling 4 chains, 24 divergences:  85%|████████▌ | 6831/8000 [00:05<00:00, 1309.80draws/s]
Sampling 4 chains, 25 divergences:  85%|████████▌ | 6836/8000 [00:05<00:00, 1309.80draws/s]
Sampling 4 chains, 26 divergences:  86%|████████▋ | 6914/8000 [00:05<00:00, 1309.80draws/s]
Sampling 4 chains, 26 divergences:  86%|████████▋ | 6916/8000 [00:05<00:00, 1361.54draws/s]
Sampling 4 chains, 27 divergences:  87%|████████▋ | 6929/8000 [00:05<00:00, 1361.54draws/s]
Sampling 4 chains, 28 divergences:  87%|████████▋ | 6936/8000 [00:05<00:00, 1361.54draws/s]
Sampling 4 chains, 29 divergences:  87%|████████▋ | 6939/8000 [00:05<00:00, 1361.54draws/s]
Sampling 4 chains, 30 divergences:  87%|████████▋ | 6995/8000 [00:05<00:00, 1361.54draws/s]
Sampling 4 chains, 31 divergences:  88%|████████▊ | 7034/8000 [00:05<00:00, 1361.54draws/s]
Sampling 4 chains, 32 divergences:  88%|████████▊ | 7043/8000 [00:06<00:00, 1361.54draws/s]
Sampling 4 chains, 32 divergences:  88%|████████▊ | 7063/8000 [00:06<00:00, 1391.24draws/s]
Sampling 4 chains, 32 divergences:  90%|█████████ | 7204/8000 [00:06<00:00, 1352.40draws/s]
Sampling 4 chains, 33 divergences:  91%|█████████ | 7261/8000 [00:06<00:00, 1352.40draws/s]
Sampling 4 chains, 34 divergences:  91%|█████████ | 7267/8000 [00:06<00:00, 1352.40draws/s]
Sampling 4 chains, 35 divergences:  91%|█████████▏| 7308/8000 [00:06<00:00, 1352.40draws/s]
Sampling 4 chains, 36 divergences:  92%|█████████▏| 7324/8000 [00:06<00:00, 1352.40draws/s]
Sampling 4 chains, 36 divergences:  92%|█████████▏| 7341/8000 [00:06<00:00, 1344.45draws/s]
Sampling 4 chains, 37 divergences:  93%|█████████▎| 7421/8000 [00:06<00:00, 1344.45draws/s]
Sampling 4 chains, 37 divergences:  93%|█████████▎| 7477/8000 [00:06<00:00, 1304.25draws/s]
Sampling 4 chains, 38 divergences:  95%|█████████▍| 7592/8000 [00:06<00:00, 1304.25draws/s]
Sampling 4 chains, 38 divergences:  95%|█████████▌| 7609/8000 [00:06<00:00, 1253.99draws/s]
Sampling 4 chains, 38 divergences:  97%|█████████▋| 7736/8000 [00:06<00:00, 1188.14draws/s]
Sampling 4 chains, 39 divergences:  98%|█████████▊| 7813/8000 [00:06<00:00, 1188.14draws/s]
Sampling 4 chains, 40 divergences:  98%|█████████▊| 7842/8000 [00:06<00:00, 1188.14draws/s]
Sampling 4 chains, 40 divergences:  98%|█████████▊| 7857/8000 [00:06<00:00, 1134.42draws/s]
Sampling 4 chains, 41 divergences:  99%|█████████▊| 7889/8000 [00:06<00:00, 1134.42draws/s]
Sampling 4 chains, 41 divergences: 100%|█████████▉| 7972/8000 [00:06<00:00, 1060.13draws/s]
Sampling 4 chains, 41 divergences: 100%|██████████| 8000/8000 [00:06<00:00, 1161.67draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 58/8000 [00:00<00:13, 576.64draws/s]
Sampling 4 chains, 0 divergences:   1%|▏         | 114/8000 [00:00<00:13, 571.02draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 175/8000 [00:00<00:13, 579.98draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 241/8000 [00:00<00:12, 601.17draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 325/8000 [00:00<00:11, 656.47draws/s]
Sampling 4 chains, 0 divergences:   5%|▌         | 421/8000 [00:00<00:10, 725.07draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 523/8000 [00:00<00:09, 790.24draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 622/8000 [00:00<00:08, 839.65draws/s]
Sampling 4 chains, 0 divergences:   9%|▉         | 724/8000 [00:00<00:08, 886.40draws/s]
Sampling 4 chains, 0 divergences:  10%|█         | 820/8000 [00:01<00:07, 906.25draws/s]
Sampling 4 chains, 0 divergences:  11%|█▏        | 912/8000 [00:01<00:07, 897.70draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1009/8000 [00:01<00:07, 916.50draws/s]
Sampling 4 chains, 0 divergences:  14%|█▍        | 1113/8000 [00:01<00:07, 949.63draws/s]
Sampling 4 chains, 0 divergences:  15%|█▌        | 1213/8000 [00:01<00:07, 963.76draws/s]
Sampling 4 chains, 0 divergences:  16%|█▋        | 1310/8000 [00:01<00:07, 954.73draws/s]
Sampling 4 chains, 0 divergences:  18%|█▊        | 1414/8000 [00:01<00:06, 977.40draws/s]
Sampling 4 chains, 0 divergences:  19%|█▉        | 1529/8000 [00:01<00:06, 1021.34draws/s]
Sampling 4 chains, 0 divergences:  20%|██        | 1636/8000 [00:01<00:06, 1031.94draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1740/8000 [00:01<00:06, 1031.86draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1852/8000 [00:02<00:05, 1050.37draws/s]
Sampling 4 chains, 0 divergences:  25%|██▍       | 1963/8000 [00:02<00:05, 1062.76draws/s]
Sampling 4 chains, 0 divergences:  26%|██▌       | 2070/8000 [00:02<00:05, 1021.98draws/s]
Sampling 4 chains, 0 divergences:  27%|██▋       | 2173/8000 [00:02<00:05, 973.14draws/s] 
Sampling 4 chains, 0 divergences:  28%|██▊       | 2272/8000 [00:02<00:05, 969.99draws/s]
Sampling 4 chains, 0 divergences:  30%|██▉       | 2380/8000 [00:02<00:05, 997.61draws/s]
Sampling 4 chains, 0 divergences:  31%|███       | 2492/8000 [00:02<00:05, 1030.58draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2610/8000 [00:02<00:05, 1070.24draws/s]
Sampling 4 chains, 0 divergences:  34%|███▍      | 2718/8000 [00:02<00:05, 1048.55draws/s]
Sampling 4 chains, 0 divergences:  35%|███▌      | 2828/8000 [00:02<00:04, 1063.42draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2949/8000 [00:03<00:04, 1102.75draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3065/8000 [00:03<00:04, 1119.23draws/s]
Sampling 4 chains, 0 divergences:  40%|███▉      | 3178/8000 [00:03<00:04, 1082.37draws/s]
Sampling 4 chains, 0 divergences:  41%|████▏     | 3304/8000 [00:03<00:04, 1129.64draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3418/8000 [00:03<00:04, 1097.18draws/s]
Sampling 4 chains, 0 divergences:  44%|████▍     | 3529/8000 [00:03<00:04, 1091.56draws/s]
Sampling 4 chains, 0 divergences:  45%|████▌     | 3639/8000 [00:03<00:04, 1045.35draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3745/8000 [00:03<00:04, 1016.86draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3859/8000 [00:03<00:03, 1049.03draws/s]
Sampling 4 chains, 1 divergences:  49%|████▉     | 3907/8000 [00:03<00:03, 1049.03draws/s]
Sampling 4 chains, 1 divergences:  50%|████▉     | 3982/8000 [00:04<00:03, 1097.00draws/s]
Sampling 4 chains, 2 divergences:  51%|█████     | 4046/8000 [00:04<00:03, 1097.00draws/s]
Sampling 4 chains, 3 divergences:  51%|█████     | 4085/8000 [00:04<00:03, 1097.00draws/s]
Sampling 4 chains, 3 divergences:  51%|█████▏    | 4113/8000 [00:04<00:03, 1152.97draws/s]
Sampling 4 chains, 3 divergences:  53%|█████▎    | 4238/8000 [00:04<00:03, 1178.97draws/s]
Sampling 4 chains, 4 divergences:  53%|█████▎    | 4258/8000 [00:04<00:03, 1178.97draws/s]
Sampling 4 chains, 5 divergences:  53%|█████▎    | 4270/8000 [00:04<00:03, 1178.97draws/s]
Sampling 4 chains, 5 divergences:  54%|█████▍    | 4358/8000 [00:04<00:03, 1183.03draws/s]
Sampling 4 chains, 5 divergences:  56%|█████▌    | 4489/8000 [00:04<00:02, 1217.70draws/s]
Sampling 4 chains, 5 divergences:  58%|█████▊    | 4612/8000 [00:04<00:02, 1206.93draws/s]
Sampling 4 chains, 5 divergences:  59%|█████▉    | 4737/8000 [00:04<00:02, 1217.36draws/s]
Sampling 4 chains, 6 divergences:  60%|█████▉    | 4781/8000 [00:04<00:02, 1217.36draws/s]
Sampling 4 chains, 6 divergences:  61%|██████    | 4867/8000 [00:04<00:02, 1231.40draws/s]
Sampling 4 chains, 6 divergences:  63%|██████▎   | 5012/8000 [00:04<00:02, 1285.71draws/s]
Sampling 4 chains, 6 divergences:  64%|██████▍   | 5154/8000 [00:04<00:02, 1322.76draws/s]
Sampling 4 chains, 7 divergences:  65%|██████▍   | 5169/8000 [00:04<00:02, 1322.76draws/s]
Sampling 4 chains, 8 divergences:  65%|██████▍   | 5197/8000 [00:04<00:02, 1322.76draws/s]
Sampling 4 chains, 9 divergences:  65%|██████▌   | 5202/8000 [00:04<00:02, 1322.76draws/s]
Sampling 4 chains, 9 divergences:  66%|██████▋   | 5304/8000 [00:05<00:01, 1363.73draws/s]
Sampling 4 chains, 10 divergences:  67%|██████▋   | 5333/8000 [00:05<00:01, 1363.73draws/s]
Sampling 4 chains, 11 divergences:  68%|██████▊   | 5420/8000 [00:05<00:01, 1363.73draws/s]
Sampling 4 chains, 12 divergences:  68%|██████▊   | 5425/8000 [00:05<00:01, 1363.73draws/s]
Sampling 4 chains, 13 divergences:  68%|██████▊   | 5428/8000 [00:05<00:01, 1363.73draws/s]
Sampling 4 chains, 14 divergences:  68%|██████▊   | 5436/8000 [00:05<00:01, 1363.73draws/s]
Sampling 4 chains, 14 divergences:  68%|██████▊   | 5442/8000 [00:05<00:01, 1357.90draws/s]
Sampling 4 chains, 15 divergences:  69%|██████▉   | 5503/8000 [00:05<00:01, 1357.90draws/s]
Sampling 4 chains, 16 divergences:  69%|██████▉   | 5505/8000 [00:05<00:01, 1357.90draws/s]
Sampling 4 chains, 17 divergences:  69%|██████▉   | 5517/8000 [00:05<00:01, 1357.90draws/s]
Sampling 4 chains, 18 divergences:  69%|██████▉   | 5532/8000 [00:05<00:01, 1357.90draws/s]
Sampling 4 chains, 19 divergences:  69%|██████▉   | 5537/8000 [00:05<00:01, 1357.90draws/s]
Sampling 4 chains, 20 divergences:  70%|██████▉   | 5561/8000 [00:05<00:01, 1357.90draws/s]
Sampling 4 chains, 21 divergences:  70%|██████▉   | 5569/8000 [00:05<00:01, 1357.90draws/s]
Sampling 4 chains, 22 divergences:  70%|██████▉   | 5575/8000 [00:05<00:01, 1357.90draws/s]
Sampling 4 chains, 23 divergences:  70%|██████▉   | 5580/8000 [00:05<00:01, 1357.90draws/s]
Sampling 4 chains, 24 divergences:  70%|██████▉   | 5584/8000 [00:05<00:01, 1357.90draws/s]
Sampling 4 chains, 25 divergences:  70%|██████▉   | 5585/8000 [00:05<00:01, 1357.90draws/s]
Sampling 4 chains, 26 divergences:  70%|██████▉   | 5587/8000 [00:05<00:01, 1357.90draws/s]
Sampling 4 chains, 26 divergences:  70%|██████▉   | 5589/8000 [00:05<00:01, 1385.89draws/s]
Sampling 4 chains, 27 divergences:  70%|██████▉   | 5590/8000 [00:05<00:01, 1385.89draws/s]
Sampling 4 chains, 28 divergences:  70%|██████▉   | 5596/8000 [00:05<00:01, 1385.89draws/s]
Sampling 4 chains, 29 divergences:  70%|███████   | 5600/8000 [00:05<00:01, 1385.89draws/s]
Sampling 4 chains, 30 divergences:  70%|███████   | 5610/8000 [00:05<00:01, 1385.89draws/s]
Sampling 4 chains, 31 divergences:  70%|███████   | 5613/8000 [00:05<00:01, 1385.89draws/s]
Sampling 4 chains, 32 divergences:  70%|███████   | 5630/8000 [00:05<00:01, 1385.89draws/s]
Sampling 4 chains, 33 divergences:  70%|███████   | 5639/8000 [00:05<00:01, 1385.89draws/s]
Sampling 4 chains, 34 divergences:  71%|███████   | 5643/8000 [00:05<00:01, 1385.89draws/s]
Sampling 4 chains, 35 divergences:  71%|███████   | 5648/8000 [00:05<00:01, 1385.89draws/s]
Sampling 4 chains, 36 divergences:  71%|███████   | 5654/8000 [00:05<00:01, 1385.89draws/s]
Sampling 4 chains, 37 divergences:  71%|███████   | 5660/8000 [00:05<00:01, 1385.89draws/s]
Sampling 4 chains, 38 divergences:  71%|███████   | 5670/8000 [00:05<00:01, 1385.89draws/s]
Sampling 4 chains, 39 divergences:  71%|███████   | 5674/8000 [00:05<00:01, 1385.89draws/s]
Sampling 4 chains, 40 divergences:  71%|███████   | 5678/8000 [00:05<00:01, 1385.89draws/s]
Sampling 4 chains, 41 divergences:  71%|███████   | 5679/8000 [00:05<00:01, 1385.89draws/s]
Sampling 4 chains, 41 divergences:  72%|███████▏  | 5740/8000 [00:05<00:01, 1411.27draws/s]
Sampling 4 chains, 42 divergences:  72%|███████▏  | 5791/8000 [00:05<00:01, 1411.27draws/s]
Sampling 4 chains, 43 divergences:  73%|███████▎  | 5818/8000 [00:05<00:01, 1411.27draws/s]
Sampling 4 chains, 44 divergences:  73%|███████▎  | 5827/8000 [00:05<00:01, 1411.27draws/s]
Sampling 4 chains, 45 divergences:  73%|███████▎  | 5833/8000 [00:05<00:01, 1411.27draws/s]
Sampling 4 chains, 46 divergences:  73%|███████▎  | 5840/8000 [00:05<00:01, 1411.27draws/s]
Sampling 4 chains, 47 divergences:  73%|███████▎  | 5866/8000 [00:05<00:01, 1411.27draws/s]
Sampling 4 chains, 48 divergences:  73%|███████▎  | 5867/8000 [00:05<00:01, 1411.27draws/s]
Sampling 4 chains, 49 divergences:  74%|███████▎  | 5884/8000 [00:05<00:01, 1411.27draws/s]
Sampling 4 chains, 49 divergences:  74%|███████▎  | 5886/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 50 divergences:  74%|███████▎  | 5888/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 51 divergences:  74%|███████▍  | 5914/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 52 divergences:  74%|███████▍  | 5916/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 53 divergences:  74%|███████▍  | 5920/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 54 divergences:  74%|███████▍  | 5934/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 55 divergences:  74%|███████▍  | 5945/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 56 divergences:  74%|███████▍  | 5958/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 57 divergences:  74%|███████▍  | 5960/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 58 divergences:  75%|███████▍  | 5963/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 59 divergences:  75%|███████▍  | 5967/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 60 divergences:  75%|███████▍  | 5971/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 61 divergences:  75%|███████▍  | 5975/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 62 divergences:  75%|███████▍  | 5978/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 63 divergences:  75%|███████▍  | 5981/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 64 divergences:  75%|███████▍  | 5989/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 65 divergences:  75%|███████▍  | 5991/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 66 divergences:  75%|███████▍  | 5992/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 67 divergences:  75%|███████▍  | 5995/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 68 divergences:  75%|███████▌  | 6003/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 69 divergences:  75%|███████▌  | 6005/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 70 divergences:  75%|███████▌  | 6006/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 71 divergences:  75%|███████▌  | 6008/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 72 divergences:  75%|███████▌  | 6015/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 73 divergences:  75%|███████▌  | 6022/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 74 divergences:  75%|███████▌  | 6024/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 75 divergences:  75%|███████▌  | 6028/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 76 divergences:  75%|███████▌  | 6031/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 77 divergences:  75%|███████▌  | 6033/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 78 divergences:  75%|███████▌  | 6036/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 79 divergences:  76%|███████▌  | 6041/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 80 divergences:  76%|███████▌  | 6044/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 81 divergences:  76%|███████▌  | 6046/8000 [00:05<00:01, 1424.76draws/s]
Sampling 4 chains, 81 divergences:  76%|███████▌  | 6047/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 82 divergences:  76%|███████▌  | 6048/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 83 divergences:  76%|███████▌  | 6050/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 84 divergences:  76%|███████▌  | 6053/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 85 divergences:  76%|███████▌  | 6056/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 86 divergences:  76%|███████▌  | 6059/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 87 divergences:  76%|███████▌  | 6061/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 88 divergences:  76%|███████▌  | 6065/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 89 divergences:  76%|███████▌  | 6073/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 90 divergences:  76%|███████▌  | 6075/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 91 divergences:  76%|███████▌  | 6076/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 92 divergences:  76%|███████▌  | 6077/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 93 divergences:  76%|███████▌  | 6080/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 94 divergences:  76%|███████▌  | 6084/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 95 divergences:  76%|███████▌  | 6093/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 96 divergences:  76%|███████▌  | 6095/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 97 divergences:  76%|███████▌  | 6098/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 98 divergences:  76%|███████▋  | 6111/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 99 divergences:  76%|███████▋  | 6113/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 100 divergences:  76%|███████▋  | 6115/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 101 divergences:  76%|███████▋  | 6119/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 102 divergences:  77%|███████▋  | 6126/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 103 divergences:  77%|███████▋  | 6129/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 104 divergences:  77%|███████▋  | 6135/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 105 divergences:  77%|███████▋  | 6141/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 106 divergences:  77%|███████▋  | 6143/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 107 divergences:  77%|███████▋  | 6187/8000 [00:05<00:01, 1471.39draws/s]
Sampling 4 chains, 107 divergences:  77%|███████▋  | 6195/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 108 divergences:  77%|███████▋  | 6195/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 109 divergences:  77%|███████▋  | 6199/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 110 divergences:  78%|███████▊  | 6207/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 111 divergences:  78%|███████▊  | 6209/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 112 divergences:  78%|███████▊  | 6213/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 113 divergences:  78%|███████▊  | 6221/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 114 divergences:  78%|███████▊  | 6225/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 115 divergences:  78%|███████▊  | 6227/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 116 divergences:  78%|███████▊  | 6230/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 117 divergences:  78%|███████▊  | 6232/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 118 divergences:  78%|███████▊  | 6238/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 119 divergences:  78%|███████▊  | 6240/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 120 divergences:  78%|███████▊  | 6250/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 121 divergences:  78%|███████▊  | 6252/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 122 divergences:  78%|███████▊  | 6255/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 123 divergences:  78%|███████▊  | 6261/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 124 divergences:  78%|███████▊  | 6267/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 125 divergences:  79%|███████▊  | 6285/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 126 divergences:  79%|███████▊  | 6289/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 127 divergences:  79%|███████▊  | 6291/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 128 divergences:  79%|███████▊  | 6294/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 129 divergences:  79%|███████▊  | 6298/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 130 divergences:  79%|███████▉  | 6301/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 131 divergences:  79%|███████▉  | 6316/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 132 divergences:  79%|███████▉  | 6318/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 133 divergences:  79%|███████▉  | 6322/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 134 divergences:  79%|███████▉  | 6333/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 135 divergences:  79%|███████▉  | 6337/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 136 divergences:  79%|███████▉  | 6346/8000 [00:05<00:01, 1445.10draws/s]
Sampling 4 chains, 136 divergences:  79%|███████▉  | 6355/8000 [00:05<00:01, 1487.61draws/s]
Sampling 4 chains, 137 divergences:  79%|███████▉  | 6355/8000 [00:05<00:01, 1487.61draws/s]
Sampling 4 chains, 138 divergences:  80%|███████▉  | 6373/8000 [00:05<00:01, 1487.61draws/s]
Sampling 4 chains, 139 divergences:  80%|███████▉  | 6398/8000 [00:05<00:01, 1487.61draws/s]
Sampling 4 chains, 140 divergences:  80%|████████  | 6408/8000 [00:05<00:01, 1487.61draws/s]
Sampling 4 chains, 141 divergences:  81%|████████  | 6471/8000 [00:05<00:01, 1487.61draws/s]
Sampling 4 chains, 142 divergences:  81%|████████  | 6473/8000 [00:05<00:01, 1487.61draws/s]
Sampling 4 chains, 143 divergences:  81%|████████  | 6476/8000 [00:05<00:01, 1487.61draws/s]
Sampling 4 chains, 144 divergences:  81%|████████▏ | 6503/8000 [00:05<00:01, 1487.61draws/s]
Sampling 4 chains, 144 divergences:  81%|████████▏ | 6505/8000 [00:05<00:01, 1444.11draws/s]
Sampling 4 chains, 145 divergences:  82%|████████▏ | 6567/8000 [00:05<00:00, 1444.11draws/s]
Sampling 4 chains, 146 divergences:  82%|████████▏ | 6572/8000 [00:05<00:00, 1444.11draws/s]
Sampling 4 chains, 147 divergences:  82%|████████▏ | 6587/8000 [00:05<00:00, 1444.11draws/s]
Sampling 4 chains, 148 divergences:  83%|████████▎ | 6617/8000 [00:05<00:00, 1444.11draws/s]
Sampling 4 chains, 149 divergences:  83%|████████▎ | 6623/8000 [00:05<00:00, 1444.11draws/s]
Sampling 4 chains, 150 divergences:  83%|████████▎ | 6627/8000 [00:05<00:00, 1444.11draws/s]
Sampling 4 chains, 151 divergences:  83%|████████▎ | 6634/8000 [00:05<00:00, 1444.11draws/s]
Sampling 4 chains, 152 divergences:  83%|████████▎ | 6636/8000 [00:05<00:00, 1444.11draws/s]
Sampling 4 chains, 153 divergences:  83%|████████▎ | 6641/8000 [00:05<00:00, 1444.11draws/s]
Sampling 4 chains, 153 divergences:  83%|████████▎ | 6653/8000 [00:05<00:00, 1449.40draws/s]
Sampling 4 chains, 154 divergences:  83%|████████▎ | 6656/8000 [00:05<00:00, 1449.40draws/s]
Sampling 4 chains, 155 divergences:  83%|████████▎ | 6659/8000 [00:05<00:00, 1449.40draws/s]
Sampling 4 chains, 156 divergences:  83%|████████▎ | 6663/8000 [00:05<00:00, 1449.40draws/s]
Sampling 4 chains, 157 divergences:  83%|████████▎ | 6665/8000 [00:05<00:00, 1449.40draws/s]
Sampling 4 chains, 158 divergences:  83%|████████▎ | 6668/8000 [00:05<00:00, 1449.40draws/s]
Sampling 4 chains, 159 divergences:  84%|████████▎ | 6681/8000 [00:05<00:00, 1449.40draws/s]
Sampling 4 chains, 160 divergences:  84%|████████▎ | 6683/8000 [00:05<00:00, 1449.40draws/s]
Sampling 4 chains, 161 divergences:  84%|████████▎ | 6688/8000 [00:05<00:00, 1449.40draws/s]
Sampling 4 chains, 162 divergences:  84%|████████▎ | 6690/8000 [00:05<00:00, 1449.40draws/s]
Sampling 4 chains, 163 divergences:  84%|████████▎ | 6696/8000 [00:05<00:00, 1449.40draws/s]
Sampling 4 chains, 164 divergences:  84%|████████▎ | 6699/8000 [00:05<00:00, 1449.40draws/s]
Sampling 4 chains, 165 divergences:  84%|████████▍ | 6716/8000 [00:06<00:00, 1449.40draws/s]
Sampling 4 chains, 166 divergences:  84%|████████▍ | 6720/8000 [00:06<00:00, 1449.40draws/s]
Sampling 4 chains, 167 divergences:  84%|████████▍ | 6726/8000 [00:06<00:00, 1449.40draws/s]
Sampling 4 chains, 168 divergences:  85%|████████▍ | 6770/8000 [00:06<00:00, 1449.40draws/s]
Sampling 4 chains, 169 divergences:  85%|████████▍ | 6775/8000 [00:06<00:00, 1449.40draws/s]
Sampling 4 chains, 170 divergences:  85%|████████▍ | 6777/8000 [00:06<00:00, 1449.40draws/s]
Sampling 4 chains, 171 divergences:  85%|████████▍ | 6783/8000 [00:06<00:00, 1449.40draws/s]
Sampling 4 chains, 172 divergences:  85%|████████▍ | 6785/8000 [00:06<00:00, 1449.40draws/s]
Sampling 4 chains, 173 divergences:  85%|████████▍ | 6787/8000 [00:06<00:00, 1449.40draws/s]
Sampling 4 chains, 174 divergences:  85%|████████▍ | 6798/8000 [00:06<00:00, 1449.40draws/s]
Sampling 4 chains, 174 divergences:  85%|████████▍ | 6799/8000 [00:06<00:00, 1447.10draws/s]
Sampling 4 chains, 175 divergences:  85%|████████▌ | 6801/8000 [00:06<00:00, 1447.10draws/s]
Sampling 4 chains, 176 divergences:  85%|████████▌ | 6803/8000 [00:06<00:00, 1447.10draws/s]
Sampling 4 chains, 177 divergences:  85%|████████▌ | 6815/8000 [00:06<00:00, 1447.10draws/s]
Sampling 4 chains, 178 divergences:  87%|████████▋ | 6937/8000 [00:06<00:00, 1447.10draws/s]
Sampling 4 chains, 179 divergences:  87%|████████▋ | 6944/8000 [00:06<00:00, 1447.10draws/s]
Sampling 4 chains, 180 divergences:  87%|████████▋ | 6951/8000 [00:06<00:00, 1447.10draws/s]
Sampling 4 chains, 180 divergences:  87%|████████▋ | 6971/8000 [00:06<00:00, 1515.23draws/s]
Sampling 4 chains, 181 divergences:  88%|████████▊ | 7068/8000 [00:06<00:00, 1515.23draws/s]
Sampling 4 chains, 182 divergences:  88%|████████▊ | 7079/8000 [00:06<00:00, 1515.23draws/s]
Sampling 4 chains, 182 divergences:  89%|████████▉ | 7124/8000 [00:06<00:00, 1425.08draws/s]
Sampling 4 chains, 183 divergences:  89%|████████▉ | 7157/8000 [00:06<00:00, 1425.08draws/s]
Sampling 4 chains, 184 divergences:  90%|█████████ | 7203/8000 [00:06<00:00, 1425.08draws/s]
Sampling 4 chains, 184 divergences:  91%|█████████ | 7269/8000 [00:06<00:00, 1373.30draws/s]
Sampling 4 chains, 185 divergences:  91%|█████████ | 7271/8000 [00:06<00:00, 1373.30draws/s]
Sampling 4 chains, 185 divergences:  93%|█████████▎| 7409/8000 [00:06<00:00, 1301.59draws/s]
Sampling 4 chains, 185 divergences:  94%|█████████▍| 7545/8000 [00:06<00:00, 1317.95draws/s]
Sampling 4 chains, 185 divergences:  96%|█████████▌| 7679/8000 [00:06<00:00, 1286.21draws/s]
Sampling 4 chains, 185 divergences:  98%|█████████▊| 7809/8000 [00:06<00:00, 1265.96draws/s]
Sampling 4 chains, 186 divergences:  98%|█████████▊| 7850/8000 [00:06<00:00, 1265.96draws/s]
Sampling 4 chains, 186 divergences:  99%|█████████▉| 7937/8000 [00:06<00:00, 1266.09draws/s]
Sampling 4 chains, 186 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1140.65draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 55/8000 [00:00<00:14, 544.79draws/s]
Sampling 4 chains, 0 divergences:   1%|▏         | 109/8000 [00:00<00:14, 541.83draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 175/8000 [00:00<00:13, 571.95draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 245/8000 [00:00<00:12, 604.99draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 319/8000 [00:00<00:12, 638.00draws/s]
Sampling 4 chains, 0 divergences:   5%|▌         | 415/8000 [00:00<00:10, 708.40draws/s]
Sampling 4 chains, 0 divergences:   6%|▋         | 504/8000 [00:00<00:09, 754.43draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 604/8000 [00:00<00:09, 813.94draws/s]
Sampling 4 chains, 0 divergences:   9%|▊         | 686/8000 [00:00<00:09, 812.52draws/s]
Sampling 4 chains, 0 divergences:  10%|█         | 801/8000 [00:01<00:08, 890.38draws/s]
Sampling 4 chains, 0 divergences:  11%|█▏        | 902/8000 [00:01<00:07, 921.92draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 997/8000 [00:01<00:07, 928.01draws/s]
Sampling 4 chains, 0 divergences:  14%|█▍        | 1100/8000 [00:01<00:07, 956.01draws/s]
Sampling 4 chains, 0 divergences:  15%|█▌        | 1202/8000 [00:01<00:06, 973.35draws/s]
Sampling 4 chains, 0 divergences:  16%|█▋        | 1308/8000 [00:01<00:06, 995.09draws/s]
Sampling 4 chains, 0 divergences:  18%|█▊        | 1414/8000 [00:01<00:06, 1009.01draws/s]
Sampling 4 chains, 0 divergences:  19%|█▉        | 1532/8000 [00:01<00:06, 1053.89draws/s]
Sampling 4 chains, 0 divergences:  20%|██        | 1639/8000 [00:01<00:06, 1027.53draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1743/8000 [00:01<00:06, 1000.14draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1845/8000 [00:02<00:06, 1005.08draws/s]
Sampling 4 chains, 0 divergences:  24%|██▍       | 1947/8000 [00:02<00:06, 958.97draws/s] 
Sampling 4 chains, 0 divergences:  26%|██▌       | 2044/8000 [00:02<00:06, 941.01draws/s]
Sampling 4 chains, 0 divergences:  27%|██▋       | 2147/8000 [00:02<00:06, 963.99draws/s]
Sampling 4 chains, 0 divergences:  28%|██▊       | 2244/8000 [00:02<00:06, 918.41draws/s]
Sampling 4 chains, 0 divergences:  29%|██▉       | 2345/8000 [00:02<00:06, 939.97draws/s]
Sampling 4 chains, 0 divergences:  31%|███       | 2455/8000 [00:02<00:05, 982.82draws/s]
Sampling 4 chains, 0 divergences:  32%|███▏      | 2559/8000 [00:02<00:05, 997.97draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2660/8000 [00:02<00:05, 958.49draws/s]
Sampling 4 chains, 0 divergences:  34%|███▍      | 2757/8000 [00:03<00:05, 911.47draws/s]
Sampling 4 chains, 0 divergences:  36%|███▌      | 2850/8000 [00:03<00:05, 911.83draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2944/8000 [00:03<00:05, 916.89draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3037/8000 [00:03<00:05, 859.43draws/s]
Sampling 4 chains, 0 divergences:  39%|███▉      | 3144/8000 [00:03<00:05, 913.26draws/s]
Sampling 4 chains, 0 divergences:  41%|████      | 3244/8000 [00:03<00:05, 933.77draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3351/8000 [00:03<00:04, 968.11draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3450/8000 [00:03<00:04, 923.76draws/s]
Sampling 4 chains, 0 divergences:  44%|████▍     | 3549/8000 [00:03<00:04, 935.81draws/s]
Sampling 4 chains, 0 divergences:  46%|████▌     | 3644/8000 [00:03<00:04, 931.87draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3754/8000 [00:04<00:04, 974.81draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3860/8000 [00:04<00:04, 998.28draws/s]
Sampling 4 chains, 0 divergences:  50%|████▉     | 3961/8000 [00:04<00:04, 999.17draws/s]
Sampling 4 chains, 1 divergences:  50%|████▉     | 3961/8000 [00:04<00:04, 999.17draws/s]
Sampling 4 chains, 2 divergences:  50%|█████     | 4008/8000 [00:04<00:03, 999.17draws/s]
Sampling 4 chains, 3 divergences:  50%|█████     | 4021/8000 [00:04<00:03, 999.17draws/s]
Sampling 4 chains, 3 divergences:  51%|█████     | 4063/8000 [00:04<00:03, 1002.91draws/s]
Sampling 4 chains, 4 divergences:  52%|█████▏    | 4172/8000 [00:04<00:03, 1002.91draws/s]
Sampling 4 chains, 4 divergences:  52%|█████▏    | 4182/8000 [00:04<00:03, 1048.02draws/s]
Sampling 4 chains, 4 divergences:  54%|█████▎    | 4288/8000 [00:04<00:03, 1050.09draws/s]
Sampling 4 chains, 5 divergences:  54%|█████▍    | 4342/8000 [00:04<00:03, 1050.09draws/s]
Sampling 4 chains, 5 divergences:  55%|█████▌    | 4413/8000 [00:04<00:03, 1098.11draws/s]
Sampling 4 chains, 6 divergences:  56%|█████▌    | 4462/8000 [00:04<00:03, 1098.11draws/s]
Sampling 4 chains, 7 divergences:  56%|█████▋    | 4500/8000 [00:04<00:03, 1098.11draws/s]
Sampling 4 chains, 7 divergences:  57%|█████▋    | 4528/8000 [00:04<00:03, 1112.93draws/s]
Sampling 4 chains, 8 divergences:  57%|█████▋    | 4546/8000 [00:04<00:03, 1112.93draws/s]
Sampling 4 chains, 8 divergences:  58%|█████▊    | 4649/8000 [00:04<00:02, 1139.79draws/s]
Sampling 4 chains, 8 divergences:  60%|█████▉    | 4773/8000 [00:04<00:02, 1167.00draws/s]
Sampling 4 chains, 9 divergences:  60%|██████    | 4808/8000 [00:05<00:02, 1167.00draws/s]
Sampling 4 chains, 10 divergences:  61%|██████    | 4883/8000 [00:05<00:02, 1167.00draws/s]
Sampling 4 chains, 10 divergences:  61%|██████▏   | 4908/8000 [00:05<00:02, 1215.33draws/s]
Sampling 4 chains, 11 divergences:  62%|██████▏   | 4947/8000 [00:05<00:02, 1215.33draws/s]
Sampling 4 chains, 12 divergences:  62%|██████▏   | 4974/8000 [00:05<00:02, 1215.33draws/s]
Sampling 4 chains, 13 divergences:  62%|██████▏   | 4977/8000 [00:05<00:02, 1215.33draws/s]
Sampling 4 chains, 14 divergences:  62%|██████▏   | 4982/8000 [00:05<00:02, 1215.33draws/s]
Sampling 4 chains, 15 divergences:  62%|██████▏   | 4985/8000 [00:05<00:02, 1215.33draws/s]
Sampling 4 chains, 16 divergences:  63%|██████▎   | 5033/8000 [00:05<00:02, 1215.33draws/s]
Sampling 4 chains, 16 divergences:  63%|██████▎   | 5048/8000 [00:05<00:02, 1264.51draws/s]
Sampling 4 chains, 17 divergences:  63%|██████▎   | 5078/8000 [00:05<00:02, 1264.51draws/s]
Sampling 4 chains, 18 divergences:  64%|██████▎   | 5091/8000 [00:05<00:02, 1264.51draws/s]
Sampling 4 chains, 19 divergences:  65%|██████▍   | 5172/8000 [00:05<00:02, 1264.51draws/s]
Sampling 4 chains, 20 divergences:  65%|██████▍   | 5175/8000 [00:05<00:02, 1264.51draws/s]
Sampling 4 chains, 20 divergences:  65%|██████▍   | 5194/8000 [00:05<00:02, 1317.31draws/s]
Sampling 4 chains, 21 divergences:  65%|██████▍   | 5194/8000 [00:05<00:02, 1317.31draws/s]
Sampling 4 chains, 22 divergences:  65%|██████▌   | 5233/8000 [00:05<00:02, 1317.31draws/s]
Sampling 4 chains, 23 divergences:  66%|██████▌   | 5296/8000 [00:05<00:02, 1317.31draws/s]
Sampling 4 chains, 23 divergences:  67%|██████▋   | 5328/8000 [00:05<00:02, 1318.33draws/s]
Sampling 4 chains, 24 divergences:  67%|██████▋   | 5348/8000 [00:05<00:02, 1318.33draws/s]
Sampling 4 chains, 25 divergences:  67%|██████▋   | 5386/8000 [00:05<00:01, 1318.33draws/s]
Sampling 4 chains, 26 divergences:  68%|██████▊   | 5451/8000 [00:05<00:01, 1318.33draws/s]
Sampling 4 chains, 26 divergences:  68%|██████▊   | 5466/8000 [00:05<00:01, 1334.91draws/s]
Sampling 4 chains, 27 divergences:  68%|██████▊   | 5478/8000 [00:05<00:01, 1334.91draws/s]
Sampling 4 chains, 27 divergences:  70%|███████   | 5601/8000 [00:05<00:01, 1285.35draws/s]
Sampling 4 chains, 27 divergences:  72%|███████▏  | 5731/8000 [00:05<00:01, 1262.47draws/s]
Sampling 4 chains, 28 divergences:  72%|███████▏  | 5731/8000 [00:05<00:01, 1262.47draws/s]
Sampling 4 chains, 29 divergences:  72%|███████▏  | 5746/8000 [00:05<00:01, 1262.47draws/s]
Sampling 4 chains, 30 divergences:  72%|███████▏  | 5755/8000 [00:05<00:01, 1262.47draws/s]
Sampling 4 chains, 30 divergences:  73%|███████▎  | 5858/8000 [00:05<00:01, 1245.85draws/s]
Sampling 4 chains, 30 divergences:  75%|███████▍  | 5984/8000 [00:05<00:01, 1220.41draws/s]
Sampling 4 chains, 30 divergences:  76%|███████▋  | 6107/8000 [00:06<00:01, 1211.84draws/s]
Sampling 4 chains, 31 divergences:  78%|███████▊  | 6202/8000 [00:06<00:01, 1211.84draws/s]
Sampling 4 chains, 31 divergences:  78%|███████▊  | 6236/8000 [00:06<00:01, 1224.17draws/s]
Sampling 4 chains, 31 divergences:  79%|███████▉  | 6359/8000 [00:06<00:01, 1222.54draws/s]
Sampling 4 chains, 31 divergences:  81%|████████  | 6486/8000 [00:06<00:01, 1234.61draws/s]
Sampling 4 chains, 32 divergences:  82%|████████▏ | 6541/8000 [00:06<00:01, 1234.61draws/s]
Sampling 4 chains, 33 divergences:  83%|████████▎ | 6624/8000 [00:06<00:01, 1234.61draws/s]
Sampling 4 chains, 33 divergences:  83%|████████▎ | 6647/8000 [00:06<00:01, 1323.24draws/s]
Sampling 4 chains, 34 divergences:  84%|████████▍ | 6709/8000 [00:06<00:00, 1323.24draws/s]
Sampling 4 chains, 35 divergences:  85%|████████▍ | 6796/8000 [00:06<00:00, 1323.24draws/s]
Sampling 4 chains, 35 divergences:  85%|████████▌ | 6808/8000 [00:06<00:00, 1396.90draws/s]
Sampling 4 chains, 36 divergences:  86%|████████▋ | 6914/8000 [00:06<00:00, 1396.90draws/s]
Sampling 4 chains, 37 divergences:  87%|████████▋ | 6933/8000 [00:06<00:00, 1396.90draws/s]
Sampling 4 chains, 38 divergences:  87%|████████▋ | 6955/8000 [00:06<00:00, 1396.90draws/s]
Sampling 4 chains, 39 divergences:  87%|████████▋ | 6960/8000 [00:06<00:00, 1396.90draws/s]
Sampling 4 chains, 39 divergences:  87%|████████▋ | 6965/8000 [00:06<00:00, 1436.75draws/s]
Sampling 4 chains, 40 divergences:  87%|████████▋ | 6984/8000 [00:06<00:00, 1436.75draws/s]
Sampling 4 chains, 41 divergences:  88%|████████▊ | 7036/8000 [00:06<00:00, 1436.75draws/s]
Sampling 4 chains, 42 divergences:  88%|████████▊ | 7042/8000 [00:06<00:00, 1436.75draws/s]
Sampling 4 chains, 43 divergences:  88%|████████▊ | 7067/8000 [00:06<00:00, 1436.75draws/s]
Sampling 4 chains, 44 divergences:  88%|████████▊ | 7079/8000 [00:06<00:00, 1436.75draws/s]
Sampling 4 chains, 44 divergences:  89%|████████▉ | 7122/8000 [00:06<00:00, 1470.97draws/s]
Sampling 4 chains, 45 divergences:  89%|████████▉ | 7131/8000 [00:06<00:00, 1470.97draws/s]
Sampling 4 chains, 46 divergences:  89%|████████▉ | 7141/8000 [00:06<00:00, 1470.97draws/s]
Sampling 4 chains, 47 divergences:  90%|████████▉ | 7190/8000 [00:06<00:00, 1470.97draws/s]
Sampling 4 chains, 48 divergences:  90%|████████▉ | 7192/8000 [00:06<00:00, 1470.97draws/s]
Sampling 4 chains, 49 divergences:  90%|█████████ | 7207/8000 [00:06<00:00, 1470.97draws/s]
Sampling 4 chains, 50 divergences:  91%|█████████ | 7251/8000 [00:06<00:00, 1470.97draws/s]
Sampling 4 chains, 50 divergences:  91%|█████████ | 7271/8000 [00:06<00:00, 1431.13draws/s]
Sampling 4 chains, 51 divergences:  91%|█████████ | 7280/8000 [00:06<00:00, 1431.13draws/s]
Sampling 4 chains, 52 divergences:  91%|█████████ | 7290/8000 [00:06<00:00, 1431.13draws/s]
Sampling 4 chains, 53 divergences:  91%|█████████▏| 7309/8000 [00:06<00:00, 1431.13draws/s]
Sampling 4 chains, 54 divergences:  92%|█████████▏| 7325/8000 [00:06<00:00, 1431.13draws/s]
Sampling 4 chains, 55 divergences:  92%|█████████▏| 7349/8000 [00:06<00:00, 1431.13draws/s]
Sampling 4 chains, 56 divergences:  92%|█████████▏| 7371/8000 [00:06<00:00, 1431.13draws/s]
Sampling 4 chains, 57 divergences:  92%|█████████▏| 7399/8000 [00:06<00:00, 1431.13draws/s]
Sampling 4 chains, 57 divergences:  93%|█████████▎| 7416/8000 [00:06<00:00, 1350.80draws/s]
Sampling 4 chains, 57 divergences:  94%|█████████▍| 7553/8000 [00:07<00:00, 1252.63draws/s]
Sampling 4 chains, 57 divergences:  96%|█████████▌| 7684/8000 [00:07<00:00, 1267.06draws/s]
Sampling 4 chains, 58 divergences:  97%|█████████▋| 7728/8000 [00:07<00:00, 1267.06draws/s]
Sampling 4 chains, 58 divergences:  98%|█████████▊| 7813/8000 [00:07<00:00, 999.20draws/s] 
Sampling 4 chains, 58 divergences:  99%|█████████▉| 7924/8000 [00:07<00:00, 789.27draws/s]
Sampling 4 chains, 59 divergences: 100%|█████████▉| 7995/8000 [00:07<00:00, 789.27draws/s]
Sampling 4 chains, 59 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1034.83draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 48/8000 [00:00<00:16, 476.26draws/s]
Sampling 4 chains, 0 divergences:   1%|▏         | 110/8000 [00:00<00:15, 510.74draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 172/8000 [00:00<00:14, 536.49draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 243/8000 [00:00<00:13, 575.72draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 328/8000 [00:00<00:12, 637.21draws/s]
Sampling 4 chains, 0 divergences:   5%|▌         | 409/8000 [00:00<00:11, 678.49draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 497/8000 [00:00<00:10, 725.67draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 584/8000 [00:00<00:09, 760.97draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 660/8000 [00:00<00:09, 751.46draws/s]
Sampling 4 chains, 0 divergences:  10%|▉         | 760/8000 [00:01<00:08, 809.37draws/s]
Sampling 4 chains, 0 divergences:  11%|█         | 849/8000 [00:01<00:08, 830.67draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 956/8000 [00:01<00:07, 889.87draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1049/8000 [00:01<00:07, 900.98draws/s]
Sampling 4 chains, 0 divergences:  14%|█▍        | 1141/8000 [00:01<00:07, 904.53draws/s]
Sampling 4 chains, 0 divergences:  15%|█▌        | 1239/8000 [00:01<00:07, 922.07draws/s]
Sampling 4 chains, 0 divergences:  17%|█▋        | 1332/8000 [00:01<00:07, 923.00draws/s]
Sampling 4 chains, 0 divergences:  18%|█▊        | 1429/8000 [00:01<00:07, 936.48draws/s]
Sampling 4 chains, 0 divergences:  19%|█▉        | 1524/8000 [00:01<00:07, 895.99draws/s]
Sampling 4 chains, 0 divergences:  20%|██        | 1617/8000 [00:01<00:07, 903.37draws/s]
Sampling 4 chains, 0 divergences:  21%|██▏       | 1714/8000 [00:02<00:06, 919.18draws/s]
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Sampling 4 chains, 1 divergences:  47%|████▋     | 3767/8000 [00:04<00:04, 996.31draws/s]
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Sampling 4 chains, 40 divergences:  66%|██████▋   | 5305/8000 [00:05<00:02, 1275.82draws/s]
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Sampling 4 chains, 50 divergences:  67%|██████▋   | 5393/8000 [00:05<00:02, 1275.82draws/s]
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Sampling 4 chains, 57 divergences:  68%|██████▊   | 5441/8000 [00:05<00:02, 1275.82draws/s]
Sampling 4 chains, 57 divergences:  68%|██████▊   | 5442/8000 [00:05<00:01, 1294.13draws/s]
Sampling 4 chains, 58 divergences:  68%|██████▊   | 5453/8000 [00:05<00:01, 1294.13draws/s]
Sampling 4 chains, 59 divergences:  68%|██████▊   | 5479/8000 [00:05<00:01, 1294.13draws/s]
Sampling 4 chains, 60 divergences:  69%|██████▊   | 5491/8000 [00:05<00:01, 1294.13draws/s]
Sampling 4 chains, 61 divergences:  69%|██████▊   | 5498/8000 [00:05<00:01, 1294.13draws/s]
Sampling 4 chains, 62 divergences:  69%|██████▉   | 5506/8000 [00:05<00:01, 1294.13draws/s]
Sampling 4 chains, 63 divergences:  69%|██████▉   | 5548/8000 [00:05<00:01, 1294.13draws/s]
Sampling 4 chains, 64 divergences:  69%|██████▉   | 5555/8000 [00:05<00:01, 1294.13draws/s]
Sampling 4 chains, 65 divergences:  70%|██████▉   | 5560/8000 [00:05<00:01, 1294.13draws/s]
Sampling 4 chains, 66 divergences:  70%|██████▉   | 5563/8000 [00:05<00:01, 1294.13draws/s]
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Sampling 4 chains, 67 divergences:  70%|██████▉   | 5573/8000 [00:05<00:01, 1297.59draws/s]
Sampling 4 chains, 68 divergences:  70%|███████   | 5625/8000 [00:05<00:01, 1297.59draws/s]
Sampling 4 chains, 68 divergences:  71%|███████▏  | 5710/8000 [00:05<00:01, 1314.85draws/s]
Sampling 4 chains, 69 divergences:  71%|███████▏  | 5710/8000 [00:05<00:01, 1314.85draws/s]
Sampling 4 chains, 70 divergences:  71%|███████▏  | 5716/8000 [00:05<00:01, 1314.85draws/s]
Sampling 4 chains, 71 divergences:  73%|███████▎  | 5820/8000 [00:05<00:01, 1314.85draws/s]
Sampling 4 chains, 72 divergences:  73%|███████▎  | 5846/8000 [00:05<00:01, 1314.85draws/s]
Sampling 4 chains, 72 divergences:  73%|███████▎  | 5861/8000 [00:05<00:01, 1362.01draws/s]
Sampling 4 chains, 73 divergences:  75%|███████▍  | 5989/8000 [00:05<00:01, 1362.01draws/s]
Sampling 4 chains, 73 divergences:  75%|███████▌  | 6002/8000 [00:05<00:01, 1374.03draws/s]
Sampling 4 chains, 74 divergences:  76%|███████▌  | 6098/8000 [00:05<00:01, 1374.03draws/s]
Sampling 4 chains, 74 divergences:  77%|███████▋  | 6140/8000 [00:06<00:01, 1369.62draws/s]
Sampling 4 chains, 74 divergences:  78%|███████▊  | 6278/8000 [00:06<00:01, 1332.86draws/s]
Sampling 4 chains, 75 divergences:  80%|███████▉  | 6395/8000 [00:06<00:01, 1332.86draws/s]
Sampling 4 chains, 76 divergences:  80%|████████  | 6404/8000 [00:06<00:01, 1332.86draws/s]
Sampling 4 chains, 76 divergences:  80%|████████  | 6412/8000 [00:06<00:01, 1181.42draws/s]
Sampling 4 chains, 77 divergences:  80%|████████  | 6421/8000 [00:06<00:01, 1181.42draws/s]
Sampling 4 chains, 78 divergences:  81%|████████  | 6454/8000 [00:06<00:01, 1181.42draws/s]
Sampling 4 chains, 79 divergences:  81%|████████▏ | 6516/8000 [00:06<00:01, 1181.42draws/s]
Sampling 4 chains, 79 divergences:  82%|████████▏ | 6534/8000 [00:06<00:01, 1135.33draws/s]
Sampling 4 chains, 80 divergences:  82%|████████▏ | 6540/8000 [00:06<00:01, 1135.33draws/s]
Sampling 4 chains, 80 divergences:  83%|████████▎ | 6651/8000 [00:06<00:01, 1140.82draws/s]
Sampling 4 chains, 81 divergences:  84%|████████▍ | 6744/8000 [00:06<00:01, 1140.82draws/s]
Sampling 4 chains, 82 divergences:  85%|████████▍ | 6765/8000 [00:06<00:01, 1140.82draws/s]
Sampling 4 chains, 82 divergences:  85%|████████▍ | 6790/8000 [00:06<00:01, 1205.42draws/s]
Sampling 4 chains, 83 divergences:  87%|████████▋ | 6925/8000 [00:06<00:00, 1205.42draws/s]
Sampling 4 chains, 83 divergences:  87%|████████▋ | 6931/8000 [00:06<00:00, 1253.67draws/s]
Sampling 4 chains, 83 divergences:  88%|████████▊ | 7059/8000 [00:06<00:00, 1181.05draws/s]
Sampling 4 chains, 83 divergences:  90%|████████▉ | 7186/8000 [00:06<00:00, 1205.25draws/s]
Sampling 4 chains, 83 divergences:  91%|█████████▏| 7309/8000 [00:07<00:00, 1160.63draws/s]
Sampling 4 chains, 83 divergences:  93%|█████████▎| 7427/8000 [00:07<00:00, 1123.12draws/s]
Sampling 4 chains, 83 divergences:  94%|█████████▍| 7546/8000 [00:07<00:00, 1139.15draws/s]
Sampling 4 chains, 84 divergences:  95%|█████████▌| 7615/8000 [00:07<00:00, 1139.15draws/s]
Sampling 4 chains, 84 divergences:  96%|█████████▌| 7661/8000 [00:07<00:00, 1137.24draws/s]
Sampling 4 chains, 84 divergences:  97%|█████████▋| 7788/8000 [00:07<00:00, 1171.50draws/s]
Sampling 4 chains, 84 divergences:  99%|█████████▉| 7906/8000 [00:07<00:00, 932.78draws/s] 
Sampling 4 chains, 84 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1017.47draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 42/8000 [00:00<00:19, 417.79draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 93/8000 [00:00<00:17, 441.38draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 165/8000 [00:00<00:15, 498.44draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 238/8000 [00:00<00:14, 549.23draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 309/8000 [00:00<00:13, 588.36draws/s]
Sampling 4 chains, 0 divergences:   5%|▍         | 385/8000 [00:00<00:12, 629.66draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 452/8000 [00:00<00:11, 639.57draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 532/8000 [00:00<00:10, 680.35draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 608/8000 [00:00<00:10, 702.07draws/s]
Sampling 4 chains, 0 divergences:   9%|▊         | 697/8000 [00:01<00:09, 741.06draws/s]
Sampling 4 chains, 0 divergences:  10%|▉         | 776/8000 [00:01<00:09, 753.58draws/s]
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Sampling 4 chains, 0 divergences:  12%|█▏        | 966/8000 [00:01<00:08, 832.60draws/s]
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Sampling 4 chains, 0 divergences:  14%|█▍        | 1150/8000 [00:01<00:07, 870.10draws/s]
Sampling 4 chains, 0 divergences:  16%|█▌        | 1254/8000 [00:01<00:07, 912.90draws/s]
Sampling 4 chains, 0 divergences:  17%|█▋        | 1354/8000 [00:01<00:07, 934.27draws/s]
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Sampling 4 chains, 0 divergences:  20%|██        | 1635/8000 [00:02<00:07, 903.13draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1743/8000 [00:02<00:06, 944.22draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1850/8000 [00:02<00:06, 973.96draws/s]
Sampling 4 chains, 0 divergences:  24%|██▍       | 1951/8000 [00:02<00:06, 982.07draws/s]
Sampling 4 chains, 0 divergences:  26%|██▌       | 2050/8000 [00:02<00:06, 971.11draws/s]
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Sampling 4 chains, 0 divergences:  28%|██▊       | 2261/8000 [00:02<00:05, 1011.47draws/s]
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Sampling 4 chains, 0 divergences:  33%|███▎      | 2676/8000 [00:03<00:05, 904.72draws/s] 
Sampling 4 chains, 0 divergences:  35%|███▍      | 2772/8000 [00:03<00:05, 918.86draws/s]
Sampling 4 chains, 0 divergences:  36%|███▌      | 2889/8000 [00:03<00:05, 975.52draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2989/8000 [00:03<00:05, 941.76draws/s]
Sampling 4 chains, 0 divergences:  39%|███▊      | 3085/8000 [00:03<00:05, 931.62draws/s]
Sampling 4 chains, 0 divergences:  40%|███▉      | 3181/8000 [00:03<00:05, 936.95draws/s]
Sampling 4 chains, 0 divergences:  41%|████      | 3276/8000 [00:03<00:05, 940.37draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3371/8000 [00:03<00:04, 926.59draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3467/8000 [00:03<00:04, 936.00draws/s]
Sampling 4 chains, 0 divergences:  45%|████▍     | 3564/8000 [00:04<00:04, 944.22draws/s]
Sampling 4 chains, 0 divergences:  46%|████▌     | 3674/8000 [00:04<00:04, 984.01draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3780/8000 [00:04<00:04, 1001.80draws/s]
Sampling 4 chains, 0 divergences:  49%|████▊     | 3881/8000 [00:04<00:04, 1002.08draws/s]
Sampling 4 chains, 0 divergences:  50%|████▉     | 3982/8000 [00:04<00:04, 995.42draws/s] 
Sampling 4 chains, 0 divergences:  51%|█████     | 4082/8000 [00:04<00:04, 959.45draws/s]
Sampling 4 chains, 0 divergences:  52%|█████▏    | 4194/8000 [00:04<00:03, 998.17draws/s]
Sampling 4 chains, 1 divergences:  54%|█████▎    | 4280/8000 [00:04<00:03, 998.17draws/s]
Sampling 4 chains, 1 divergences:  54%|█████▎    | 4296/8000 [00:04<00:03, 997.60draws/s]
Sampling 4 chains, 2 divergences:  55%|█████▍    | 4385/8000 [00:04<00:03, 997.60draws/s]
Sampling 4 chains, 2 divergences:  55%|█████▌    | 4426/8000 [00:04<00:03, 1067.37draws/s]
Sampling 4 chains, 2 divergences:  57%|█████▋    | 4551/8000 [00:04<00:03, 1115.52draws/s]
Sampling 4 chains, 2 divergences:  58%|█████▊    | 4675/8000 [00:05<00:02, 1143.90draws/s]
Sampling 4 chains, 3 divergences:  60%|█████▉    | 4784/8000 [00:05<00:02, 1143.90draws/s]
Sampling 4 chains, 3 divergences:  60%|█████▉    | 4791/8000 [00:05<00:03, 855.72draws/s] 
Sampling 4 chains, 4 divergences:  60%|█████▉    | 4795/8000 [00:05<00:03, 855.72draws/s]
Sampling 4 chains, 4 divergences:  61%|██████    | 4889/8000 [00:05<00:03, 834.90draws/s]
Sampling 4 chains, 4 divergences:  62%|██████▏   | 4981/8000 [00:05<00:03, 815.99draws/s]
Sampling 4 chains, 4 divergences:  63%|██████▎   | 5069/8000 [00:05<00:03, 790.65draws/s]
Sampling 4 chains, 5 divergences:  64%|██████▍   | 5132/8000 [00:05<00:03, 790.65draws/s]
Sampling 4 chains, 5 divergences:  64%|██████▍   | 5153/8000 [00:05<00:03, 770.35draws/s]
Sampling 4 chains, 6 divergences:  65%|██████▌   | 5214/8000 [00:05<00:03, 770.35draws/s]
Sampling 4 chains, 6 divergences:  66%|██████▌   | 5249/8000 [00:05<00:03, 817.91draws/s]
Sampling 4 chains, 6 divergences:  67%|██████▋   | 5365/8000 [00:05<00:02, 890.42draws/s]
Sampling 4 chains, 7 divergences:  67%|██████▋   | 5376/8000 [00:05<00:02, 890.42draws/s]
Sampling 4 chains, 8 divergences:  68%|██████▊   | 5426/8000 [00:06<00:02, 890.42draws/s]
Sampling 4 chains, 8 divergences:  69%|██████▊   | 5482/8000 [00:06<00:02, 955.10draws/s]
Sampling 4 chains, 8 divergences:  70%|██████▉   | 5598/8000 [00:06<00:02, 1007.82draws/s]
Sampling 4 chains, 8 divergences:  71%|███████▏  | 5703/8000 [00:06<00:02, 1015.93draws/s]
Sampling 4 chains, 9 divergences:  71%|███████▏  | 5711/8000 [00:06<00:02, 1015.93draws/s]
Sampling 4 chains, 9 divergences:  73%|███████▎  | 5827/8000 [00:06<00:02, 1073.54draws/s]
Sampling 4 chains, 10 divergences:  74%|███████▍  | 5911/8000 [00:06<00:01, 1073.54draws/s]
Sampling 4 chains, 11 divergences:  74%|███████▍  | 5921/8000 [00:06<00:01, 1073.54draws/s]
Sampling 4 chains, 12 divergences:  74%|███████▍  | 5927/8000 [00:06<00:01, 1073.54draws/s]
Sampling 4 chains, 13 divergences:  74%|███████▍  | 5929/8000 [00:06<00:01, 1073.54draws/s]
Sampling 4 chains, 13 divergences:  74%|███████▍  | 5938/8000 [00:06<00:01, 1057.98draws/s]
Sampling 4 chains, 14 divergences:  74%|███████▍  | 5939/8000 [00:06<00:01, 1057.98draws/s]
Sampling 4 chains, 15 divergences:  75%|███████▍  | 5963/8000 [00:06<00:01, 1057.98draws/s]
Sampling 4 chains, 16 divergences:  75%|███████▍  | 5989/8000 [00:06<00:01, 1057.98draws/s]
Sampling 4 chains, 17 divergences:  76%|███████▌  | 6043/8000 [00:06<00:01, 1057.98draws/s]
Sampling 4 chains, 18 divergences:  76%|███████▌  | 6059/8000 [00:06<00:01, 1057.98draws/s]
Sampling 4 chains, 18 divergences:  76%|███████▌  | 6062/8000 [00:06<00:01, 1105.95draws/s]
Sampling 4 chains, 18 divergences:  77%|███████▋  | 6188/8000 [00:06<00:01, 1146.78draws/s]
Sampling 4 chains, 18 divergences:  79%|███████▉  | 6311/8000 [00:06<00:01, 1169.75draws/s]
Sampling 4 chains, 18 divergences:  80%|████████  | 6430/8000 [00:06<00:01, 1151.81draws/s]
Sampling 4 chains, 18 divergences:  82%|████████▏ | 6547/8000 [00:06<00:01, 1136.29draws/s]
Sampling 4 chains, 19 divergences:  83%|████████▎ | 6651/8000 [00:07<00:01, 1136.29draws/s]
Sampling 4 chains, 19 divergences:  83%|████████▎ | 6662/8000 [00:07<00:01, 1127.80draws/s]
Sampling 4 chains, 19 divergences:  85%|████████▍ | 6792/8000 [00:07<00:01, 1168.02draws/s]
Sampling 4 chains, 19 divergences:  86%|████████▋ | 6910/8000 [00:07<00:00, 1127.97draws/s]
Sampling 4 chains, 19 divergences:  88%|████████▊ | 7031/8000 [00:07<00:00, 1150.29draws/s]
Sampling 4 chains, 20 divergences:  89%|████████▉ | 7104/8000 [00:07<00:00, 1150.29draws/s]
Sampling 4 chains, 20 divergences:  89%|████████▉ | 7147/8000 [00:07<00:00, 1150.64draws/s]
Sampling 4 chains, 21 divergences:  90%|████████▉ | 7179/8000 [00:07<00:00, 1150.64draws/s]
Sampling 4 chains, 22 divergences:  90%|█████████ | 7239/8000 [00:07<00:00, 1150.64draws/s]
Sampling 4 chains, 22 divergences:  91%|█████████ | 7286/8000 [00:07<00:00, 1213.01draws/s]
Sampling 4 chains, 23 divergences:  91%|█████████▏| 7308/8000 [00:07<00:00, 1213.01draws/s]
Sampling 4 chains, 24 divergences:  92%|█████████▏| 7321/8000 [00:07<00:00, 1213.01draws/s]
Sampling 4 chains, 24 divergences:  93%|█████████▎| 7433/8000 [00:07<00:00, 1279.75draws/s]
Sampling 4 chains, 24 divergences:  95%|█████████▍| 7563/8000 [00:07<00:00, 1255.26draws/s]
Sampling 4 chains, 25 divergences:  95%|█████████▌| 7622/8000 [00:07<00:00, 1255.26draws/s]
Sampling 4 chains, 25 divergences:  96%|█████████▌| 7690/8000 [00:07<00:00, 1221.52draws/s]
Sampling 4 chains, 26 divergences:  97%|█████████▋| 7773/8000 [00:08<00:00, 1221.52draws/s]
Sampling 4 chains, 26 divergences:  98%|█████████▊| 7814/8000 [00:08<00:00, 1119.77draws/s]
Sampling 4 chains, 26 divergences:  99%|█████████▉| 7929/8000 [00:08<00:00, 934.81draws/s] 
Sampling 4 chains, 26 divergences: 100%|██████████| 8000/8000 [00:08<00:00, 946.95draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 65/8000 [00:00<00:12, 642.62draws/s]
Sampling 4 chains, 0 divergences:   1%|▏         | 116/8000 [00:00<00:13, 594.76draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 169/8000 [00:00<00:13, 570.71draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 239/8000 [00:00<00:12, 602.53draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 315/8000 [00:00<00:12, 639.55draws/s]
Sampling 4 chains, 0 divergences:   5%|▍         | 387/8000 [00:00<00:11, 660.46draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 454/8000 [00:00<00:11, 662.71draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 548/8000 [00:00<00:10, 725.54draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 649/8000 [00:00<00:09, 791.88draws/s]
Sampling 4 chains, 0 divergences:   9%|▉         | 747/8000 [00:01<00:08, 836.74draws/s]
Sampling 4 chains, 0 divergences:  11%|█         | 852/8000 [00:01<00:08, 887.11draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 943/8000 [00:01<00:08, 833.96draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1049/8000 [00:01<00:07, 890.85draws/s]
Sampling 4 chains, 0 divergences:  14%|█▍        | 1160/8000 [00:01<00:07, 944.03draws/s]
Sampling 4 chains, 0 divergences:  16%|█▌        | 1257/8000 [00:01<00:07, 912.37draws/s]
Sampling 4 chains, 0 divergences:  17%|█▋        | 1351/8000 [00:01<00:07, 878.21draws/s]
Sampling 4 chains, 0 divergences:  18%|█▊        | 1441/8000 [00:01<00:07, 876.49draws/s]
Sampling 4 chains, 0 divergences:  19%|█▉        | 1544/8000 [00:01<00:07, 917.12draws/s]
Sampling 4 chains, 0 divergences:  21%|██        | 1650/8000 [00:01<00:06, 952.72draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1753/8000 [00:02<00:06, 973.07draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1852/8000 [00:02<00:06, 968.88draws/s]
Sampling 4 chains, 0 divergences:  24%|██▍       | 1950/8000 [00:02<00:06, 947.97draws/s]
Sampling 4 chains, 0 divergences:  26%|██▌       | 2047/8000 [00:02<00:06, 952.50draws/s]
Sampling 4 chains, 0 divergences:  27%|██▋       | 2179/8000 [00:02<00:05, 1033.95draws/s]
Sampling 4 chains, 0 divergences:  29%|██▊       | 2285/8000 [00:02<00:05, 1037.57draws/s]
Sampling 4 chains, 0 divergences:  30%|██▉       | 2391/8000 [00:02<00:05, 965.31draws/s] 
Sampling 4 chains, 0 divergences:  31%|███       | 2490/8000 [00:02<00:05, 929.61draws/s]
Sampling 4 chains, 0 divergences:  32%|███▎      | 2600/8000 [00:02<00:05, 974.76draws/s]
Sampling 4 chains, 0 divergences:  34%|███▍      | 2702/8000 [00:03<00:05, 983.04draws/s]
Sampling 4 chains, 0 divergences:  35%|███▌      | 2814/8000 [00:03<00:05, 1019.12draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2924/8000 [00:03<00:04, 1032.11draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3029/8000 [00:03<00:05, 961.04draws/s] 
Sampling 4 chains, 0 divergences:  39%|███▉      | 3127/8000 [00:03<00:05, 940.13draws/s]
Sampling 4 chains, 0 divergences:  40%|████      | 3223/8000 [00:03<00:05, 916.93draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3321/8000 [00:03<00:05, 930.83draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3421/8000 [00:03<00:04, 946.14draws/s]
Sampling 4 chains, 0 divergences:  44%|████▍     | 3528/8000 [00:03<00:04, 978.24draws/s]
Sampling 4 chains, 0 divergences:  45%|████▌     | 3630/8000 [00:03<00:04, 990.01draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3747/8000 [00:04<00:04, 1036.37draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3852/8000 [00:04<00:04, 1027.19draws/s]
Sampling 4 chains, 1 divergences:  48%|████▊     | 3859/8000 [00:04<00:04, 1027.19draws/s]
Sampling 4 chains, 1 divergences:  49%|████▉     | 3956/8000 [00:04<00:04, 1007.76draws/s]
Sampling 4 chains, 1 divergences:  51%|█████     | 4058/8000 [00:04<00:03, 1001.08draws/s]
Sampling 4 chains, 1 divergences:  52%|█████▏    | 4162/8000 [00:04<00:03, 1012.40draws/s]
Sampling 4 chains, 2 divergences:  52%|█████▏    | 4178/8000 [00:04<00:03, 1012.40draws/s]
Sampling 4 chains, 2 divergences:  53%|█████▎    | 4271/8000 [00:04<00:03, 1028.62draws/s]
Sampling 4 chains, 2 divergences:  55%|█████▍    | 4388/8000 [00:04<00:03, 1066.27draws/s]
Sampling 4 chains, 3 divergences:  56%|█████▌    | 4485/8000 [00:04<00:03, 1066.27draws/s]
Sampling 4 chains, 3 divergences:  56%|█████▋    | 4503/8000 [00:04<00:03, 1084.04draws/s]
Sampling 4 chains, 4 divergences:  57%|█████▋    | 4591/8000 [00:04<00:03, 1084.04draws/s]
Sampling 4 chains, 4 divergences:  58%|█████▊    | 4619/8000 [00:04<00:03, 1104.44draws/s]
Sampling 4 chains, 4 divergences:  59%|█████▉    | 4737/8000 [00:05<00:02, 1113.87draws/s]
Sampling 4 chains, 5 divergences:  60%|█████▉    | 4798/8000 [00:05<00:02, 1113.87draws/s]
Sampling 4 chains, 5 divergences:  61%|██████    | 4851/8000 [00:05<00:02, 1118.77draws/s]
Sampling 4 chains, 6 divergences:  61%|██████    | 4886/8000 [00:05<00:02, 1118.77draws/s]
Sampling 4 chains, 6 divergences:  62%|██████▏   | 4967/8000 [00:05<00:02, 1128.08draws/s]
Sampling 4 chains, 6 divergences:  64%|██████▎   | 5091/8000 [00:05<00:02, 1159.06draws/s]
Sampling 4 chains, 7 divergences:  65%|██████▍   | 5168/8000 [00:05<00:02, 1159.06draws/s]
Sampling 4 chains, 8 divergences:  65%|██████▍   | 5181/8000 [00:05<00:02, 1159.06draws/s]
Sampling 4 chains, 8 divergences:  65%|██████▌   | 5208/8000 [00:05<00:02, 1157.56draws/s]
Sampling 4 chains, 9 divergences:  65%|██████▌   | 5225/8000 [00:05<00:02, 1157.56draws/s]
Sampling 4 chains, 10 divergences:  65%|██████▌   | 5237/8000 [00:05<00:02, 1157.56draws/s]
Sampling 4 chains, 11 divergences:  67%|██████▋   | 5321/8000 [00:05<00:02, 1157.56draws/s]
Sampling 4 chains, 11 divergences:  67%|██████▋   | 5324/8000 [00:05<00:02, 1156.84draws/s]
Sampling 4 chains, 12 divergences:  67%|██████▋   | 5391/8000 [00:05<00:02, 1156.84draws/s]
Sampling 4 chains, 13 divergences:  68%|██████▊   | 5404/8000 [00:05<00:02, 1156.84draws/s]
Sampling 4 chains, 14 divergences:  68%|██████▊   | 5427/8000 [00:05<00:02, 1156.84draws/s]
Sampling 4 chains, 15 divergences:  68%|██████▊   | 5431/8000 [00:05<00:02, 1156.84draws/s]
Sampling 4 chains, 15 divergences:  68%|██████▊   | 5457/8000 [00:05<00:02, 1203.67draws/s]
Sampling 4 chains, 16 divergences:  69%|██████▊   | 5484/8000 [00:05<00:02, 1203.67draws/s]
Sampling 4 chains, 17 divergences:  69%|██████▊   | 5491/8000 [00:05<00:02, 1203.67draws/s]
Sampling 4 chains, 18 divergences:  69%|██████▉   | 5529/8000 [00:05<00:02, 1203.67draws/s]
Sampling 4 chains, 18 divergences:  70%|███████   | 5614/8000 [00:05<00:01, 1294.26draws/s]
Sampling 4 chains, 19 divergences:  72%|███████▏  | 5736/8000 [00:05<00:01, 1294.26draws/s]
Sampling 4 chains, 19 divergences:  72%|███████▏  | 5754/8000 [00:05<00:01, 1323.32draws/s]
Sampling 4 chains, 20 divergences:  72%|███████▏  | 5774/8000 [00:05<00:01, 1323.32draws/s]
Sampling 4 chains, 21 divergences:  72%|███████▏  | 5783/8000 [00:05<00:01, 1323.32draws/s]
Sampling 4 chains, 21 divergences:  74%|███████▎  | 5889/8000 [00:05<00:01, 1291.71draws/s]
Sampling 4 chains, 22 divergences:  74%|███████▎  | 5891/8000 [00:05<00:01, 1291.71draws/s]
Sampling 4 chains, 23 divergences:  74%|███████▍  | 5929/8000 [00:05<00:01, 1291.71draws/s]
Sampling 4 chains, 24 divergences:  74%|███████▍  | 5951/8000 [00:05<00:01, 1291.71draws/s]
Sampling 4 chains, 25 divergences:  74%|███████▍  | 5958/8000 [00:05<00:01, 1291.71draws/s]
Sampling 4 chains, 26 divergences:  75%|███████▍  | 5975/8000 [00:05<00:01, 1291.71draws/s]
Sampling 4 chains, 27 divergences:  75%|███████▍  | 5990/8000 [00:06<00:01, 1291.71draws/s]
Sampling 4 chains, 27 divergences:  75%|███████▌  | 6037/8000 [00:06<00:01, 1342.56draws/s]
Sampling 4 chains, 28 divergences:  75%|███████▌  | 6039/8000 [00:06<00:01, 1342.56draws/s]
Sampling 4 chains, 28 divergences:  77%|███████▋  | 6173/8000 [00:06<00:01, 1324.90draws/s]
Sampling 4 chains, 28 divergences:  79%|███████▉  | 6307/8000 [00:06<00:01, 1275.67draws/s]
Sampling 4 chains, 29 divergences:  79%|███████▉  | 6307/8000 [00:06<00:01, 1275.67draws/s]
Sampling 4 chains, 29 divergences:  80%|████████  | 6437/8000 [00:06<00:01, 1282.24draws/s]
Sampling 4 chains, 29 divergences:  82%|████████▏ | 6567/8000 [00:06<00:01, 1247.54draws/s]
Sampling 4 chains, 30 divergences:  83%|████████▎ | 6635/8000 [00:06<00:01, 1247.54draws/s]
Sampling 4 chains, 30 divergences:  84%|████████▎ | 6693/8000 [00:06<00:01, 1206.71draws/s]
Sampling 4 chains, 31 divergences:  84%|████████▍ | 6741/8000 [00:06<00:01, 1206.71draws/s]
Sampling 4 chains, 32 divergences:  85%|████████▌ | 6801/8000 [00:06<00:00, 1206.71draws/s]
Sampling 4 chains, 32 divergences:  85%|████████▌ | 6815/8000 [00:06<00:01, 1177.23draws/s]
Sampling 4 chains, 33 divergences:  86%|████████▌ | 6862/8000 [00:06<00:00, 1177.23draws/s]
Sampling 4 chains, 34 divergences:  87%|████████▋ | 6946/8000 [00:06<00:00, 1177.23draws/s]
Sampling 4 chains, 34 divergences:  87%|████████▋ | 6952/8000 [00:06<00:00, 1227.35draws/s]
Sampling 4 chains, 35 divergences:  88%|████████▊ | 7059/8000 [00:06<00:00, 1227.35draws/s]
Sampling 4 chains, 35 divergences:  88%|████████▊ | 7076/8000 [00:06<00:00, 1230.51draws/s]
Sampling 4 chains, 35 divergences:  90%|█████████ | 7204/8000 [00:06<00:00, 1235.38draws/s]
Sampling 4 chains, 35 divergences:  92%|█████████▏| 7329/8000 [00:07<00:00, 1186.39draws/s]
Sampling 4 chains, 35 divergences:  93%|█████████▎| 7449/8000 [00:07<00:00, 1179.57draws/s]
Sampling 4 chains, 36 divergences:  94%|█████████▍| 7522/8000 [00:07<00:00, 1179.57draws/s]
Sampling 4 chains, 36 divergences:  95%|█████████▍| 7568/8000 [00:07<00:00, 1175.83draws/s]
Sampling 4 chains, 37 divergences:  95%|█████████▌| 7602/8000 [00:07<00:00, 1175.83draws/s]
Sampling 4 chains, 37 divergences:  96%|█████████▌| 7686/8000 [00:07<00:00, 1173.95draws/s]
Sampling 4 chains, 37 divergences:  98%|█████████▊| 7804/8000 [00:07<00:00, 1134.13draws/s]
Sampling 4 chains, 37 divergences:  99%|█████████▉| 7918/8000 [00:07<00:00, 987.56draws/s] 
Sampling 4 chains, 38 divergences:  99%|█████████▉| 7920/8000 [00:07<00:00, 987.56draws/s]
Sampling 4 chains, 38 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1017.88draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 50/8000 [00:00<00:16, 473.57draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 126/8000 [00:00<00:14, 531.86draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 193/8000 [00:00<00:13, 565.48draws/s]
Sampling 4 chains, 0 divergences:   4%|▎         | 286/8000 [00:00<00:12, 638.85draws/s]
Sampling 4 chains, 0 divergences:   5%|▍         | 368/8000 [00:00<00:11, 681.42draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 454/8000 [00:00<00:10, 726.57draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 538/8000 [00:00<00:09, 749.71draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 620/8000 [00:00<00:09, 768.71draws/s]
Sampling 4 chains, 0 divergences:   9%|▉         | 710/8000 [00:00<00:09, 803.73draws/s]
Sampling 4 chains, 0 divergences:  10%|▉         | 798/8000 [00:01<00:08, 825.06draws/s]
Sampling 4 chains, 0 divergences:  11%|█▏        | 907/8000 [00:01<00:07, 886.95draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1028/8000 [00:01<00:07, 957.23draws/s]
Sampling 4 chains, 0 divergences:  15%|█▍        | 1162/8000 [00:01<00:06, 1045.30draws/s]
Sampling 4 chains, 0 divergences:  16%|█▌        | 1278/8000 [00:01<00:06, 1076.09draws/s]
Sampling 4 chains, 0 divergences:  17%|█▋        | 1394/8000 [00:01<00:06, 1098.30draws/s]
Sampling 4 chains, 0 divergences:  19%|█▉        | 1511/8000 [00:01<00:05, 1118.29draws/s]
Sampling 4 chains, 0 divergences:  20%|██        | 1627/8000 [00:01<00:05, 1127.62draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1751/8000 [00:01<00:05, 1153.64draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1875/8000 [00:01<00:05, 1169.66draws/s]
Sampling 4 chains, 0 divergences:  25%|██▍       | 1993/8000 [00:02<00:05, 1037.53draws/s]
Sampling 4 chains, 0 divergences:  26%|██▋       | 2101/8000 [00:02<00:06, 926.73draws/s] 
Sampling 4 chains, 0 divergences:  27%|██▋       | 2199/8000 [00:02<00:06, 888.18draws/s]
Sampling 4 chains, 0 divergences:  29%|██▊       | 2292/8000 [00:02<00:06, 871.64draws/s]
Sampling 4 chains, 0 divergences:  30%|██▉       | 2399/8000 [00:02<00:06, 922.34draws/s]
Sampling 4 chains, 0 divergences:  31%|███       | 2494/8000 [00:02<00:05, 921.12draws/s]
Sampling 4 chains, 0 divergences:  32%|███▏      | 2599/8000 [00:02<00:05, 951.84draws/s]
Sampling 4 chains, 0 divergences:  34%|███▍      | 2717/8000 [00:02<00:05, 1009.85draws/s]
Sampling 4 chains, 0 divergences:  35%|███▌      | 2827/8000 [00:02<00:05, 1034.24draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2951/8000 [00:03<00:04, 1084.41draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3062/8000 [00:03<00:04, 1035.36draws/s]
Sampling 4 chains, 0 divergences:  40%|███▉      | 3171/8000 [00:03<00:04, 1048.09draws/s]
Sampling 4 chains, 0 divergences:  41%|████      | 3290/8000 [00:03<00:04, 1086.04draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3428/8000 [00:03<00:03, 1159.94draws/s]
Sampling 4 chains, 0 divergences:  44%|████▍     | 3547/8000 [00:03<00:04, 1108.48draws/s]
Sampling 4 chains, 0 divergences:  46%|████▌     | 3660/8000 [00:03<00:04, 1050.88draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3768/8000 [00:03<00:04, 1004.83draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3871/8000 [00:03<00:04, 999.00draws/s] 
Sampling 4 chains, 1 divergences:  49%|████▊     | 3894/8000 [00:03<00:04, 999.00draws/s]
Sampling 4 chains, 1 divergences:  50%|████▉     | 3987/8000 [00:04<00:03, 1041.47draws/s]
Sampling 4 chains, 2 divergences:  50%|████▉     | 3993/8000 [00:04<00:03, 1041.47draws/s]
Sampling 4 chains, 2 divergences:  51%|█████▏    | 4110/8000 [00:04<00:03, 1091.50draws/s]
Sampling 4 chains, 2 divergences:  53%|█████▎    | 4240/8000 [00:04<00:03, 1145.97draws/s]
Sampling 4 chains, 3 divergences:  54%|█████▎    | 4296/8000 [00:04<00:03, 1145.97draws/s]
Sampling 4 chains, 4 divergences:  54%|█████▍    | 4340/8000 [00:04<00:03, 1145.97draws/s]
Sampling 4 chains, 4 divergences:  55%|█████▍    | 4361/8000 [00:04<00:03, 1164.24draws/s]
Sampling 4 chains, 5 divergences:  56%|█████▌    | 4440/8000 [00:04<00:03, 1164.24draws/s]
Sampling 4 chains, 6 divergences:  56%|█████▌    | 4444/8000 [00:04<00:03, 1164.24draws/s]
Sampling 4 chains, 6 divergences:  56%|█████▌    | 4483/8000 [00:04<00:02, 1179.58draws/s]
Sampling 4 chains, 6 divergences:  58%|█████▊    | 4616/8000 [00:04<00:02, 1219.98draws/s]
Sampling 4 chains, 7 divergences:  58%|█████▊    | 4632/8000 [00:04<00:02, 1219.98draws/s]
Sampling 4 chains, 8 divergences:  58%|█████▊    | 4635/8000 [00:04<00:02, 1219.98draws/s]
Sampling 4 chains, 9 divergences:  59%|█████▉    | 4719/8000 [00:04<00:02, 1219.98draws/s]
Sampling 4 chains, 9 divergences:  59%|█████▉    | 4752/8000 [00:04<00:02, 1249.74draws/s]
Sampling 4 chains, 10 divergences:  60%|██████    | 4805/8000 [00:04<00:02, 1249.74draws/s]
Sampling 4 chains, 10 divergences:  61%|██████    | 4878/8000 [00:04<00:02, 1200.37draws/s]
Sampling 4 chains, 11 divergences:  62%|██████▏   | 4987/8000 [00:04<00:02, 1200.37draws/s]
Sampling 4 chains, 11 divergences:  62%|██████▎   | 5000/8000 [00:04<00:02, 1136.87draws/s]
Sampling 4 chains, 12 divergences:  64%|██████▎   | 5081/8000 [00:04<00:02, 1136.87draws/s]
Sampling 4 chains, 13 divergences:  64%|██████▍   | 5104/8000 [00:04<00:02, 1136.87draws/s]
Sampling 4 chains, 13 divergences:  64%|██████▍   | 5129/8000 [00:04<00:02, 1178.47draws/s]
Sampling 4 chains, 13 divergences:  66%|██████▌   | 5264/8000 [00:05<00:02, 1224.87draws/s]
Sampling 4 chains, 14 divergences:  66%|██████▋   | 5301/8000 [00:05<00:02, 1224.87draws/s]
Sampling 4 chains, 15 divergences:  66%|██████▋   | 5313/8000 [00:05<00:02, 1224.87draws/s]
Sampling 4 chains, 16 divergences:  67%|██████▋   | 5353/8000 [00:05<00:02, 1224.87draws/s]
Sampling 4 chains, 17 divergences:  67%|██████▋   | 5357/8000 [00:05<00:02, 1224.87draws/s]
Sampling 4 chains, 18 divergences:  67%|██████▋   | 5364/8000 [00:05<00:02, 1224.87draws/s]
Sampling 4 chains, 19 divergences:  67%|██████▋   | 5390/8000 [00:05<00:02, 1224.87draws/s]
Sampling 4 chains, 20 divergences:  67%|██████▋   | 5394/8000 [00:05<00:02, 1224.87draws/s]
Sampling 4 chains, 20 divergences:  67%|██████▋   | 5395/8000 [00:05<00:02, 1247.89draws/s]
Sampling 4 chains, 21 divergences:  67%|██████▋   | 5396/8000 [00:05<00:02, 1247.89draws/s]
Sampling 4 chains, 22 divergences:  68%|██████▊   | 5411/8000 [00:05<00:02, 1247.89draws/s]
Sampling 4 chains, 23 divergences:  68%|██████▊   | 5415/8000 [00:05<00:02, 1247.89draws/s]
Sampling 4 chains, 24 divergences:  68%|██████▊   | 5416/8000 [00:05<00:02, 1247.89draws/s]
Sampling 4 chains, 25 divergences:  68%|██████▊   | 5419/8000 [00:05<00:02, 1247.89draws/s]
Sampling 4 chains, 26 divergences:  68%|██████▊   | 5427/8000 [00:05<00:02, 1247.89draws/s]
Sampling 4 chains, 27 divergences:  68%|██████▊   | 5428/8000 [00:05<00:02, 1247.89draws/s]
Sampling 4 chains, 28 divergences:  68%|██████▊   | 5433/8000 [00:05<00:02, 1247.89draws/s]
Sampling 4 chains, 29 divergences:  68%|██████▊   | 5439/8000 [00:05<00:02, 1247.89draws/s]
Sampling 4 chains, 30 divergences:  68%|██████▊   | 5444/8000 [00:05<00:02, 1247.89draws/s]
Sampling 4 chains, 31 divergences:  68%|██████▊   | 5450/8000 [00:05<00:02, 1247.89draws/s]
Sampling 4 chains, 32 divergences:  68%|██████▊   | 5467/8000 [00:05<00:02, 1247.89draws/s]
Sampling 4 chains, 33 divergences:  68%|██████▊   | 5474/8000 [00:05<00:02, 1247.89draws/s]
Sampling 4 chains, 34 divergences:  68%|██████▊   | 5480/8000 [00:05<00:02, 1247.89draws/s]
Sampling 4 chains, 35 divergences:  69%|██████▊   | 5483/8000 [00:05<00:02, 1247.89draws/s]
Sampling 4 chains, 36 divergences:  69%|██████▉   | 5504/8000 [00:05<00:02, 1247.89draws/s]
Sampling 4 chains, 37 divergences:  69%|██████▉   | 5516/8000 [00:05<00:01, 1247.89draws/s]
Sampling 4 chains, 38 divergences:  69%|██████▉   | 5527/8000 [00:05<00:01, 1247.89draws/s]
Sampling 4 chains, 39 divergences:  69%|██████▉   | 5528/8000 [00:05<00:01, 1247.89draws/s]
Sampling 4 chains, 39 divergences:  69%|██████▉   | 5535/8000 [00:05<00:01, 1286.23draws/s]
Sampling 4 chains, 40 divergences:  70%|██████▉   | 5585/8000 [00:05<00:01, 1286.23draws/s]
Sampling 4 chains, 41 divergences:  70%|██████▉   | 5591/8000 [00:05<00:01, 1286.23draws/s]
Sampling 4 chains, 42 divergences:  70%|███████   | 5616/8000 [00:05<00:01, 1286.23draws/s]
Sampling 4 chains, 43 divergences:  70%|███████   | 5632/8000 [00:05<00:01, 1286.23draws/s]
Sampling 4 chains, 44 divergences:  71%|███████   | 5643/8000 [00:05<00:01, 1286.23draws/s]
Sampling 4 chains, 45 divergences:  71%|███████   | 5654/8000 [00:05<00:01, 1286.23draws/s]
Sampling 4 chains, 46 divergences:  71%|███████   | 5657/8000 [00:05<00:01, 1286.23draws/s]
Sampling 4 chains, 47 divergences:  71%|███████   | 5661/8000 [00:05<00:01, 1286.23draws/s]
Sampling 4 chains, 47 divergences:  71%|███████   | 5690/8000 [00:05<00:01, 1355.28draws/s]
Sampling 4 chains, 47 divergences:  73%|███████▎  | 5828/8000 [00:05<00:01, 1280.13draws/s]
Sampling 4 chains, 47 divergences:  74%|███████▍  | 5959/8000 [00:05<00:01, 1172.39draws/s]
Sampling 4 chains, 48 divergences:  76%|███████▌  | 6046/8000 [00:05<00:01, 1172.39draws/s]
Sampling 4 chains, 49 divergences:  76%|███████▌  | 6050/8000 [00:05<00:01, 1172.39draws/s]
Sampling 4 chains, 50 divergences:  76%|███████▌  | 6057/8000 [00:05<00:01, 1172.39draws/s]
Sampling 4 chains, 50 divergences:  76%|███████▌  | 6084/8000 [00:05<00:01, 1192.42draws/s]
Sampling 4 chains, 51 divergences:  76%|███████▋  | 6105/8000 [00:05<00:01, 1192.42draws/s]
Sampling 4 chains, 52 divergences:  77%|███████▋  | 6138/8000 [00:05<00:01, 1192.42draws/s]
Sampling 4 chains, 52 divergences:  78%|███████▊  | 6206/8000 [00:05<00:01, 1173.50draws/s]
Sampling 4 chains, 53 divergences:  78%|███████▊  | 6256/8000 [00:05<00:01, 1173.50draws/s]
Sampling 4 chains, 54 divergences:  79%|███████▊  | 6297/8000 [00:05<00:01, 1173.50draws/s]
Sampling 4 chains, 54 divergences:  79%|███████▉  | 6327/8000 [00:05<00:01, 1181.67draws/s]
Sampling 4 chains, 55 divergences:  79%|███████▉  | 6333/8000 [00:05<00:01, 1181.67draws/s]
Sampling 4 chains, 56 divergences:  79%|███████▉  | 6335/8000 [00:05<00:01, 1181.67draws/s]
Sampling 4 chains, 57 divergences:  79%|███████▉  | 6340/8000 [00:05<00:01, 1181.67draws/s]
Sampling 4 chains, 58 divergences:  79%|███████▉  | 6347/8000 [00:05<00:01, 1181.67draws/s]
Sampling 4 chains, 59 divergences:  79%|███████▉  | 6357/8000 [00:05<00:01, 1181.67draws/s]
Sampling 4 chains, 60 divergences:  80%|████████  | 6420/8000 [00:06<00:01, 1181.67draws/s]
Sampling 4 chains, 61 divergences:  80%|████████  | 6433/8000 [00:06<00:01, 1181.67draws/s]
Sampling 4 chains, 61 divergences:  81%|████████  | 6447/8000 [00:06<00:01, 1182.11draws/s]
Sampling 4 chains, 62 divergences:  81%|████████  | 6460/8000 [00:06<00:01, 1182.11draws/s]
Sampling 4 chains, 63 divergences:  81%|████████  | 6470/8000 [00:06<00:01, 1182.11draws/s]
Sampling 4 chains, 64 divergences:  81%|████████  | 6499/8000 [00:06<00:01, 1182.11draws/s]
Sampling 4 chains, 65 divergences:  81%|████████▏ | 6503/8000 [00:06<00:01, 1182.11draws/s]
Sampling 4 chains, 66 divergences:  82%|████████▏ | 6520/8000 [00:06<00:01, 1182.11draws/s]
Sampling 4 chains, 67 divergences:  82%|████████▏ | 6530/8000 [00:06<00:01, 1182.11draws/s]
Sampling 4 chains, 68 divergences:  82%|████████▏ | 6531/8000 [00:06<00:01, 1182.11draws/s]
Sampling 4 chains, 69 divergences:  82%|████████▏ | 6536/8000 [00:06<00:01, 1182.11draws/s]
Sampling 4 chains, 70 divergences:  82%|████████▏ | 6539/8000 [00:06<00:01, 1182.11draws/s]
Sampling 4 chains, 71 divergences:  82%|████████▏ | 6541/8000 [00:06<00:01, 1182.11draws/s]
Sampling 4 chains, 72 divergences:  82%|████████▏ | 6544/8000 [00:06<00:01, 1182.11draws/s]
Sampling 4 chains, 73 divergences:  82%|████████▏ | 6559/8000 [00:06<00:01, 1182.11draws/s]
Sampling 4 chains, 74 divergences:  82%|████████▏ | 6561/8000 [00:06<00:01, 1182.11draws/s]
Sampling 4 chains, 75 divergences:  82%|████████▏ | 6569/8000 [00:06<00:01, 1182.11draws/s]
Sampling 4 chains, 76 divergences:  82%|████████▏ | 6571/8000 [00:06<00:01, 1182.11draws/s]
Sampling 4 chains, 77 divergences:  82%|████████▏ | 6576/8000 [00:06<00:01, 1182.11draws/s]
Sampling 4 chains, 78 divergences:  82%|████████▏ | 6578/8000 [00:06<00:01, 1182.11draws/s]
Sampling 4 chains, 79 divergences:  82%|████████▏ | 6581/8000 [00:06<00:01, 1182.11draws/s]
Sampling 4 chains, 79 divergences:  82%|████████▏ | 6587/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 80 divergences:  82%|████████▏ | 6587/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 81 divergences:  82%|████████▏ | 6597/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 82 divergences:  83%|████████▎ | 6601/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 83 divergences:  83%|████████▎ | 6615/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 84 divergences:  83%|████████▎ | 6623/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 85 divergences:  83%|████████▎ | 6625/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 86 divergences:  83%|████████▎ | 6631/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 87 divergences:  83%|████████▎ | 6634/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 88 divergences:  83%|████████▎ | 6639/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 89 divergences:  83%|████████▎ | 6641/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 90 divergences:  83%|████████▎ | 6649/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 91 divergences:  83%|████████▎ | 6659/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 92 divergences:  83%|████████▎ | 6661/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 93 divergences:  83%|████████▎ | 6668/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 94 divergences:  83%|████████▎ | 6670/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 95 divergences:  84%|████████▎ | 6682/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 96 divergences:  84%|████████▎ | 6685/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 97 divergences:  84%|████████▎ | 6687/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 98 divergences:  84%|████████▎ | 6689/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 99 divergences:  84%|████████▎ | 6692/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 100 divergences:  84%|████████▍ | 6707/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 101 divergences:  84%|████████▍ | 6710/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 102 divergences:  84%|████████▍ | 6715/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 103 divergences:  84%|████████▍ | 6717/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 104 divergences:  84%|████████▍ | 6719/8000 [00:06<00:01, 1238.10draws/s]
Sampling 4 chains, 104 divergences:  84%|████████▍ | 6723/8000 [00:06<00:01, 1268.08draws/s]
Sampling 4 chains, 105 divergences:  84%|████████▍ | 6727/8000 [00:06<00:01, 1268.08draws/s]
Sampling 4 chains, 106 divergences:  84%|████████▍ | 6730/8000 [00:06<00:01, 1268.08draws/s]
Sampling 4 chains, 107 divergences:  84%|████████▍ | 6732/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 108 divergences:  84%|████████▍ | 6736/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 109 divergences:  84%|████████▍ | 6743/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 110 divergences:  84%|████████▍ | 6748/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 111 divergences:  84%|████████▍ | 6754/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 112 divergences:  84%|████████▍ | 6757/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 113 divergences:  85%|████████▍ | 6770/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 114 divergences:  85%|████████▍ | 6774/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 115 divergences:  85%|████████▍ | 6776/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 116 divergences:  85%|████████▍ | 6781/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 117 divergences:  85%|████████▍ | 6783/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 118 divergences:  85%|████████▍ | 6792/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 119 divergences:  85%|████████▍ | 6794/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 120 divergences:  85%|████████▍ | 6798/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 121 divergences:  85%|████████▌ | 6803/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 122 divergences:  85%|████████▌ | 6808/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 123 divergences:  85%|████████▌ | 6811/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 124 divergences:  85%|████████▌ | 6819/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 125 divergences:  85%|████████▌ | 6821/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 126 divergences:  85%|████████▌ | 6827/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 127 divergences:  85%|████████▌ | 6833/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 128 divergences:  85%|████████▌ | 6837/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 129 divergences:  86%|████████▌ | 6840/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 130 divergences:  86%|████████▌ | 6842/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 131 divergences:  86%|████████▌ | 6846/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 132 divergences:  86%|████████▌ | 6849/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 133 divergences:  86%|████████▌ | 6855/8000 [00:06<00:00, 1268.08draws/s]
Sampling 4 chains, 133 divergences:  86%|████████▌ | 6856/8000 [00:06<00:00, 1285.18draws/s]
Sampling 4 chains, 134 divergences:  86%|████████▌ | 6856/8000 [00:06<00:00, 1285.18draws/s]
Sampling 4 chains, 135 divergences:  86%|████████▌ | 6859/8000 [00:06<00:00, 1285.18draws/s]
Sampling 4 chains, 136 divergences:  86%|████████▌ | 6862/8000 [00:06<00:00, 1285.18draws/s]
Sampling 4 chains, 137 divergences:  86%|████████▌ | 6865/8000 [00:06<00:00, 1285.18draws/s]
Sampling 4 chains, 138 divergences:  86%|████████▌ | 6875/8000 [00:06<00:00, 1285.18draws/s]
Sampling 4 chains, 139 divergences:  86%|████████▌ | 6883/8000 [00:06<00:00, 1285.18draws/s]
Sampling 4 chains, 140 divergences:  86%|████████▌ | 6895/8000 [00:06<00:00, 1285.18draws/s]
Sampling 4 chains, 141 divergences:  86%|████████▋ | 6900/8000 [00:06<00:00, 1285.18draws/s]
Sampling 4 chains, 142 divergences:  86%|████████▋ | 6902/8000 [00:06<00:00, 1285.18draws/s]
Sampling 4 chains, 143 divergences:  86%|████████▋ | 6904/8000 [00:06<00:00, 1285.18draws/s]
Sampling 4 chains, 144 divergences:  86%|████████▋ | 6908/8000 [00:06<00:00, 1285.18draws/s]
Sampling 4 chains, 145 divergences:  86%|████████▋ | 6918/8000 [00:06<00:00, 1285.18draws/s]
Sampling 4 chains, 146 divergences:  86%|████████▋ | 6920/8000 [00:06<00:00, 1285.18draws/s]
Sampling 4 chains, 147 divergences:  87%|████████▋ | 6922/8000 [00:06<00:00, 1285.18draws/s]
Sampling 4 chains, 148 divergences:  87%|████████▋ | 6926/8000 [00:06<00:00, 1285.18draws/s]
Sampling 4 chains, 149 divergences:  87%|████████▋ | 6935/8000 [00:06<00:00, 1285.18draws/s]
Sampling 4 chains, 149 divergences:  87%|████████▋ | 6986/8000 [00:06<00:00, 1198.94draws/s]
Sampling 4 chains, 149 divergences:  89%|████████▉ | 7108/8000 [00:06<00:00, 1113.70draws/s]
Sampling 4 chains, 150 divergences:  90%|████████▉ | 7169/8000 [00:06<00:00, 1113.70draws/s]
Sampling 4 chains, 151 divergences:  90%|████████▉ | 7181/8000 [00:06<00:00, 1113.70draws/s]
Sampling 4 chains, 152 divergences:  90%|████████▉ | 7189/8000 [00:06<00:00, 1113.70draws/s]
Sampling 4 chains, 153 divergences:  90%|█████████ | 7216/8000 [00:06<00:00, 1113.70draws/s]
Sampling 4 chains, 153 divergences:  91%|█████████ | 7246/8000 [00:06<00:00, 1179.61draws/s]
Sampling 4 chains, 154 divergences:  91%|█████████ | 7283/8000 [00:06<00:00, 1179.61draws/s]
Sampling 4 chains, 155 divergences:  91%|█████████▏| 7305/8000 [00:06<00:00, 1179.61draws/s]
Sampling 4 chains, 156 divergences:  92%|█████████▏| 7338/8000 [00:06<00:00, 1179.61draws/s]
Sampling 4 chains, 157 divergences:  92%|█████████▏| 7348/8000 [00:06<00:00, 1179.61draws/s]
Sampling 4 chains, 158 divergences:  92%|█████████▏| 7355/8000 [00:06<00:00, 1179.61draws/s]
Sampling 4 chains, 158 divergences:  92%|█████████▏| 7378/8000 [00:06<00:00, 1218.17draws/s]
Sampling 4 chains, 159 divergences:  93%|█████████▎| 7444/8000 [00:06<00:00, 1218.17draws/s]
Sampling 4 chains, 160 divergences:  94%|█████████▎| 7493/8000 [00:06<00:00, 1218.17draws/s]
Sampling 4 chains, 160 divergences:  94%|█████████▍| 7507/8000 [00:06<00:00, 1236.95draws/s]
Sampling 4 chains, 161 divergences:  94%|█████████▍| 7510/8000 [00:06<00:00, 1236.95draws/s]
Sampling 4 chains, 162 divergences:  94%|█████████▍| 7515/8000 [00:06<00:00, 1236.95draws/s]
Sampling 4 chains, 163 divergences:  94%|█████████▍| 7522/8000 [00:06<00:00, 1236.95draws/s]
Sampling 4 chains, 164 divergences:  94%|█████████▍| 7527/8000 [00:06<00:00, 1236.95draws/s]
Sampling 4 chains, 165 divergences:  94%|█████████▍| 7528/8000 [00:06<00:00, 1236.95draws/s]
Sampling 4 chains, 166 divergences:  94%|█████████▍| 7530/8000 [00:06<00:00, 1236.95draws/s]
Sampling 4 chains, 167 divergences:  94%|█████████▍| 7535/8000 [00:06<00:00, 1236.95draws/s]
Sampling 4 chains, 168 divergences:  94%|█████████▍| 7538/8000 [00:06<00:00, 1236.95draws/s]
Sampling 4 chains, 169 divergences:  94%|█████████▍| 7540/8000 [00:06<00:00, 1236.95draws/s]
Sampling 4 chains, 170 divergences:  95%|█████████▍| 7589/8000 [00:06<00:00, 1236.95draws/s]
Sampling 4 chains, 171 divergences:  95%|█████████▍| 7592/8000 [00:06<00:00, 1236.95draws/s]
Sampling 4 chains, 171 divergences:  96%|█████████▌| 7645/8000 [00:07<00:00, 1273.91draws/s]
Sampling 4 chains, 171 divergences:  97%|█████████▋| 7774/8000 [00:07<00:00, 1086.91draws/s]
Sampling 4 chains, 171 divergences:  99%|█████████▊| 7889/8000 [00:07<00:00, 988.28draws/s] 
Sampling 4 chains, 171 divergences: 100%|█████████▉| 7994/8000 [00:07<00:00, 755.91draws/s]
Sampling 4 chains, 171 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1060.18draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 59/8000 [00:00<00:13, 584.76draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 148/8000 [00:00<00:12, 651.46draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 212/8000 [00:00<00:12, 642.41draws/s]
Sampling 4 chains, 0 divergences:   4%|▎         | 298/8000 [00:00<00:11, 694.79draws/s]
Sampling 4 chains, 0 divergences:   5%|▍         | 394/8000 [00:00<00:10, 755.84draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 473/8000 [00:00<00:09, 765.51draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 565/8000 [00:00<00:09, 800.51draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 665/8000 [00:00<00:08, 851.24draws/s]
Sampling 4 chains, 0 divergences:  10%|▉         | 769/8000 [00:00<00:08, 896.42draws/s]
Sampling 4 chains, 0 divergences:  11%|█         | 859/8000 [00:01<00:08, 868.62draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 953/8000 [00:01<00:07, 887.29draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1042/8000 [00:01<00:07, 880.69draws/s]
Sampling 4 chains, 0 divergences:  14%|█▍        | 1146/8000 [00:01<00:07, 918.86draws/s]
Sampling 4 chains, 0 divergences:  15%|█▌        | 1239/8000 [00:01<00:07, 905.46draws/s]
Sampling 4 chains, 0 divergences:  17%|█▋        | 1333/8000 [00:01<00:07, 909.49draws/s]
Sampling 4 chains, 0 divergences:  18%|█▊        | 1431/8000 [00:01<00:07, 928.00draws/s]
Sampling 4 chains, 0 divergences:  19%|█▉        | 1545/8000 [00:01<00:06, 981.99draws/s]
Sampling 4 chains, 0 divergences:  21%|██        | 1661/8000 [00:01<00:06, 1028.40draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1771/8000 [00:01<00:05, 1047.99draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1877/8000 [00:02<00:06, 961.85draws/s] 
Sampling 4 chains, 0 divergences:  25%|██▍       | 1976/8000 [00:02<00:06, 881.57draws/s]
Sampling 4 chains, 0 divergences:  26%|██▌       | 2067/8000 [00:02<00:06, 878.74draws/s]
Sampling 4 chains, 0 divergences:  27%|██▋       | 2173/8000 [00:02<00:06, 925.66draws/s]
Sampling 4 chains, 0 divergences:  29%|██▊       | 2283/8000 [00:02<00:05, 969.56draws/s]
Sampling 4 chains, 0 divergences:  30%|██▉       | 2393/8000 [00:02<00:05, 1004.68draws/s]
Sampling 4 chains, 0 divergences:  31%|███▏      | 2504/8000 [00:02<00:05, 1033.74draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2609/8000 [00:02<00:05, 1018.71draws/s]
Sampling 4 chains, 0 divergences:  34%|███▍      | 2712/8000 [00:02<00:05, 975.54draws/s] 
Sampling 4 chains, 0 divergences:  35%|███▌      | 2811/8000 [00:03<00:05, 943.63draws/s]
Sampling 4 chains, 0 divergences:  36%|███▋      | 2913/8000 [00:03<00:05, 964.28draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3021/8000 [00:03<00:05, 993.15draws/s]
Sampling 4 chains, 0 divergences:  39%|███▉      | 3134/8000 [00:03<00:04, 1030.17draws/s]
Sampling 4 chains, 0 divergences:  41%|████      | 3243/8000 [00:03<00:04, 1046.98draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3349/8000 [00:03<00:04, 1008.88draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3451/8000 [00:03<00:04, 1003.83draws/s]
Sampling 4 chains, 0 divergences:  45%|████▍     | 3577/8000 [00:03<00:04, 1066.94draws/s]
Sampling 4 chains, 0 divergences:  46%|████▌     | 3686/8000 [00:03<00:04, 1067.28draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3794/8000 [00:03<00:04, 1049.68draws/s]
Sampling 4 chains, 0 divergences:  49%|████▉     | 3901/8000 [00:04<00:03, 1055.07draws/s]
Sampling 4 chains, 1 divergences:  49%|████▉     | 3940/8000 [00:04<00:03, 1055.07draws/s]
Sampling 4 chains, 2 divergences:  49%|████▉     | 3959/8000 [00:04<00:03, 1055.07draws/s]
Sampling 4 chains, 3 divergences:  50%|████▉     | 3985/8000 [00:04<00:03, 1055.07draws/s]
Sampling 4 chains, 4 divergences:  50%|████▉     | 3989/8000 [00:04<00:03, 1055.07draws/s]
Sampling 4 chains, 4 divergences:  50%|█████     | 4028/8000 [00:04<00:03, 1111.44draws/s]
Sampling 4 chains, 5 divergences:  51%|█████     | 4090/8000 [00:04<00:03, 1111.44draws/s]
Sampling 4 chains, 6 divergences:  51%|█████▏    | 4110/8000 [00:04<00:03, 1111.44draws/s]
Sampling 4 chains, 6 divergences:  52%|█████▏    | 4150/8000 [00:04<00:03, 1130.85draws/s]
Sampling 4 chains, 6 divergences:  53%|█████▎    | 4268/8000 [00:04<00:03, 1144.90draws/s]
Sampling 4 chains, 6 divergences:  55%|█████▍    | 4394/8000 [00:04<00:03, 1174.67draws/s]
Sampling 4 chains, 6 divergences:  56%|█████▋    | 4515/8000 [00:04<00:02, 1182.67draws/s]
Sampling 4 chains, 6 divergences:  58%|█████▊    | 4636/8000 [00:04<00:02, 1189.95draws/s]
Sampling 4 chains, 6 divergences:  60%|█████▉    | 4768/8000 [00:04<00:02, 1225.99draws/s]
Sampling 4 chains, 7 divergences:  60%|██████    | 4839/8000 [00:04<00:02, 1225.99draws/s]
Sampling 4 chains, 8 divergences:  61%|██████    | 4843/8000 [00:04<00:02, 1225.99draws/s]
Sampling 4 chains, 9 divergences:  61%|██████    | 4844/8000 [00:04<00:02, 1225.99draws/s]
Sampling 4 chains, 10 divergences:  61%|██████    | 4868/8000 [00:04<00:02, 1225.99draws/s]
Sampling 4 chains, 11 divergences:  61%|██████    | 4886/8000 [00:04<00:02, 1225.99draws/s]
Sampling 4 chains, 11 divergences:  61%|██████▏   | 4901/8000 [00:04<00:02, 1255.14draws/s]
Sampling 4 chains, 12 divergences:  61%|██████▏   | 4903/8000 [00:04<00:02, 1255.14draws/s]
Sampling 4 chains, 13 divergences:  62%|██████▏   | 4931/8000 [00:04<00:02, 1255.14draws/s]
Sampling 4 chains, 14 divergences:  63%|██████▎   | 5014/8000 [00:04<00:02, 1255.14draws/s]
Sampling 4 chains, 15 divergences:  63%|██████▎   | 5016/8000 [00:04<00:02, 1255.14draws/s]
Sampling 4 chains, 16 divergences:  63%|██████▎   | 5024/8000 [00:04<00:02, 1255.14draws/s]
Sampling 4 chains, 17 divergences:  63%|██████▎   | 5027/8000 [00:04<00:02, 1255.14draws/s]
Sampling 4 chains, 17 divergences:  63%|██████▎   | 5037/8000 [00:04<00:02, 1280.68draws/s]
Sampling 4 chains, 18 divergences:  63%|██████▎   | 5037/8000 [00:04<00:02, 1280.68draws/s]
Sampling 4 chains, 19 divergences:  63%|██████▎   | 5044/8000 [00:04<00:02, 1280.68draws/s]
Sampling 4 chains, 20 divergences:  63%|██████▎   | 5048/8000 [00:04<00:02, 1280.68draws/s]
Sampling 4 chains, 21 divergences:  63%|██████▎   | 5056/8000 [00:04<00:02, 1280.68draws/s]
Sampling 4 chains, 22 divergences:  63%|██████▎   | 5059/8000 [00:04<00:02, 1280.68draws/s]
Sampling 4 chains, 23 divergences:  63%|██████▎   | 5064/8000 [00:04<00:02, 1280.68draws/s]
Sampling 4 chains, 24 divergences:  63%|██████▎   | 5077/8000 [00:05<00:02, 1280.68draws/s]
Sampling 4 chains, 25 divergences:  64%|██████▎   | 5085/8000 [00:05<00:02, 1280.68draws/s]
Sampling 4 chains, 26 divergences:  64%|██████▎   | 5099/8000 [00:05<00:02, 1280.68draws/s]
Sampling 4 chains, 27 divergences:  64%|██████▍   | 5102/8000 [00:05<00:02, 1280.68draws/s]
Sampling 4 chains, 28 divergences:  64%|██████▍   | 5106/8000 [00:05<00:02, 1280.68draws/s]
Sampling 4 chains, 29 divergences:  64%|██████▍   | 5108/8000 [00:05<00:02, 1280.68draws/s]
Sampling 4 chains, 30 divergences:  64%|██████▍   | 5118/8000 [00:05<00:02, 1280.68draws/s]
Sampling 4 chains, 31 divergences:  64%|██████▍   | 5122/8000 [00:05<00:02, 1280.68draws/s]
Sampling 4 chains, 32 divergences:  64%|██████▍   | 5124/8000 [00:05<00:02, 1280.68draws/s]
Sampling 4 chains, 33 divergences:  64%|██████▍   | 5127/8000 [00:05<00:02, 1280.68draws/s]
Sampling 4 chains, 34 divergences:  64%|██████▍   | 5130/8000 [00:05<00:02, 1280.68draws/s]
Sampling 4 chains, 35 divergences:  64%|██████▍   | 5137/8000 [00:05<00:02, 1280.68draws/s]
Sampling 4 chains, 36 divergences:  64%|██████▍   | 5139/8000 [00:05<00:02, 1280.68draws/s]
Sampling 4 chains, 37 divergences:  64%|██████▍   | 5144/8000 [00:05<00:02, 1280.68draws/s]
Sampling 4 chains, 38 divergences:  64%|██████▍   | 5146/8000 [00:05<00:02, 1280.68draws/s]
Sampling 4 chains, 39 divergences:  64%|██████▍   | 5148/8000 [00:05<00:02, 1280.68draws/s]
Sampling 4 chains, 40 divergences:  64%|██████▍   | 5153/8000 [00:05<00:02, 1280.68draws/s]
Sampling 4 chains, 41 divergences:  64%|██████▍   | 5155/8000 [00:05<00:02, 1280.68draws/s]
Sampling 4 chains, 42 divergences:  64%|██████▍   | 5157/8000 [00:05<00:02, 1280.68draws/s]
Sampling 4 chains, 43 divergences:  64%|██████▍   | 5160/8000 [00:05<00:02, 1280.68draws/s]
Sampling 4 chains, 44 divergences:  65%|██████▍   | 5165/8000 [00:05<00:02, 1280.68draws/s]
Sampling 4 chains, 45 divergences:  65%|██████▍   | 5167/8000 [00:05<00:02, 1280.68draws/s]
Sampling 4 chains, 45 divergences:  65%|██████▍   | 5172/8000 [00:05<00:02, 1295.76draws/s]
Sampling 4 chains, 46 divergences:  65%|██████▍   | 5172/8000 [00:05<00:02, 1295.76draws/s]
Sampling 4 chains, 47 divergences:  65%|██████▍   | 5179/8000 [00:05<00:02, 1295.76draws/s]
Sampling 4 chains, 48 divergences:  65%|██████▍   | 5183/8000 [00:05<00:02, 1295.76draws/s]
Sampling 4 chains, 49 divergences:  65%|██████▍   | 5188/8000 [00:05<00:02, 1295.76draws/s]
Sampling 4 chains, 50 divergences:  65%|██████▍   | 5198/8000 [00:05<00:02, 1295.76draws/s]
Sampling 4 chains, 51 divergences:  65%|██████▌   | 5202/8000 [00:05<00:02, 1295.76draws/s]
Sampling 4 chains, 52 divergences:  65%|██████▌   | 5234/8000 [00:05<00:02, 1295.76draws/s]
Sampling 4 chains, 53 divergences:  65%|██████▌   | 5237/8000 [00:05<00:02, 1295.76draws/s]
Sampling 4 chains, 53 divergences:  66%|██████▋   | 5317/8000 [00:05<00:02, 1338.41draws/s]
Sampling 4 chains, 54 divergences:  67%|██████▋   | 5383/8000 [00:05<00:01, 1338.41draws/s]
Sampling 4 chains, 54 divergences:  68%|██████▊   | 5452/8000 [00:05<00:01, 1332.09draws/s]
Sampling 4 chains, 55 divergences:  69%|██████▊   | 5495/8000 [00:05<00:01, 1332.09draws/s]
Sampling 4 chains, 56 divergences:  69%|██████▉   | 5520/8000 [00:05<00:01, 1332.09draws/s]
Sampling 4 chains, 57 divergences:  69%|██████▉   | 5532/8000 [00:05<00:01, 1332.09draws/s]
Sampling 4 chains, 58 divergences:  69%|██████▉   | 5542/8000 [00:05<00:01, 1332.09draws/s]
Sampling 4 chains, 58 divergences:  70%|██████▉   | 5586/8000 [00:05<00:01, 1334.24draws/s]
Sampling 4 chains, 59 divergences:  70%|███████   | 5604/8000 [00:05<00:01, 1334.24draws/s]
Sampling 4 chains, 60 divergences:  70%|███████   | 5624/8000 [00:05<00:01, 1334.24draws/s]
Sampling 4 chains, 61 divergences:  70%|███████   | 5631/8000 [00:05<00:01, 1334.24draws/s]
Sampling 4 chains, 62 divergences:  71%|███████   | 5654/8000 [00:05<00:01, 1334.24draws/s]
Sampling 4 chains, 63 divergences:  71%|███████   | 5670/8000 [00:05<00:01, 1334.24draws/s]
Sampling 4 chains, 64 divergences:  71%|███████   | 5695/8000 [00:05<00:01, 1334.24draws/s]
Sampling 4 chains, 65 divergences:  71%|███████▏  | 5714/8000 [00:05<00:01, 1334.24draws/s]
Sampling 4 chains, 66 divergences:  72%|███████▏  | 5728/8000 [00:05<00:01, 1334.24draws/s]
Sampling 4 chains, 66 divergences:  72%|███████▏  | 5734/8000 [00:05<00:01, 1369.19draws/s]
Sampling 4 chains, 67 divergences:  72%|███████▏  | 5757/8000 [00:05<00:01, 1369.19draws/s]
Sampling 4 chains, 68 divergences:  72%|███████▏  | 5768/8000 [00:05<00:01, 1369.19draws/s]
Sampling 4 chains, 69 divergences:  73%|███████▎  | 5836/8000 [00:05<00:01, 1369.19draws/s]
Sampling 4 chains, 70 divergences:  73%|███████▎  | 5838/8000 [00:05<00:01, 1369.19draws/s]
Sampling 4 chains, 70 divergences:  73%|███████▎  | 5872/8000 [00:05<00:01, 1369.52draws/s]
Sampling 4 chains, 71 divergences:  74%|███████▎  | 5881/8000 [00:05<00:01, 1369.52draws/s]
Sampling 4 chains, 72 divergences:  74%|███████▎  | 5884/8000 [00:05<00:01, 1369.52draws/s]
Sampling 4 chains, 73 divergences:  74%|███████▎  | 5888/8000 [00:05<00:01, 1369.52draws/s]
Sampling 4 chains, 74 divergences:  74%|███████▎  | 5896/8000 [00:05<00:01, 1369.52draws/s]
Sampling 4 chains, 75 divergences:  74%|███████▎  | 5899/8000 [00:05<00:01, 1369.52draws/s]
Sampling 4 chains, 76 divergences:  74%|███████▍  | 5904/8000 [00:05<00:01, 1369.52draws/s]
Sampling 4 chains, 77 divergences:  74%|███████▍  | 5906/8000 [00:05<00:01, 1369.52draws/s]
Sampling 4 chains, 78 divergences:  74%|███████▍  | 5916/8000 [00:05<00:01, 1369.52draws/s]
Sampling 4 chains, 79 divergences:  74%|███████▍  | 5932/8000 [00:05<00:01, 1369.52draws/s]
Sampling 4 chains, 80 divergences:  75%|███████▍  | 5964/8000 [00:05<00:01, 1369.52draws/s]
Sampling 4 chains, 81 divergences:  75%|███████▍  | 5991/8000 [00:05<00:01, 1369.52draws/s]
Sampling 4 chains, 82 divergences:  75%|███████▌  | 6001/8000 [00:05<00:01, 1369.52draws/s]
Sampling 4 chains, 82 divergences:  75%|███████▌  | 6010/8000 [00:05<00:01, 1369.28draws/s]
Sampling 4 chains, 83 divergences:  76%|███████▌  | 6041/8000 [00:05<00:01, 1369.28draws/s]
Sampling 4 chains, 84 divergences:  76%|███████▌  | 6050/8000 [00:05<00:01, 1369.28draws/s]
Sampling 4 chains, 85 divergences:  76%|███████▌  | 6056/8000 [00:05<00:01, 1369.28draws/s]
Sampling 4 chains, 86 divergences:  76%|███████▌  | 6069/8000 [00:05<00:01, 1369.28draws/s]
Sampling 4 chains, 87 divergences:  76%|███████▌  | 6078/8000 [00:05<00:01, 1369.28draws/s]
Sampling 4 chains, 88 divergences:  76%|███████▌  | 6084/8000 [00:05<00:01, 1369.28draws/s]
Sampling 4 chains, 89 divergences:  76%|███████▌  | 6092/8000 [00:05<00:01, 1369.28draws/s]
Sampling 4 chains, 90 divergences:  76%|███████▌  | 6096/8000 [00:05<00:01, 1369.28draws/s]
Sampling 4 chains, 91 divergences:  76%|███████▌  | 6099/8000 [00:05<00:01, 1369.28draws/s]
Sampling 4 chains, 92 divergences:  76%|███████▋  | 6109/8000 [00:05<00:01, 1369.28draws/s]
Sampling 4 chains, 93 divergences:  76%|███████▋  | 6112/8000 [00:05<00:01, 1369.28draws/s]
Sampling 4 chains, 94 divergences:  76%|███████▋  | 6114/8000 [00:05<00:01, 1369.28draws/s]
Sampling 4 chains, 95 divergences:  76%|███████▋  | 6120/8000 [00:05<00:01, 1369.28draws/s]
Sampling 4 chains, 96 divergences:  77%|███████▋  | 6129/8000 [00:05<00:01, 1369.28draws/s]
Sampling 4 chains, 97 divergences:  77%|███████▋  | 6132/8000 [00:05<00:01, 1369.28draws/s]
Sampling 4 chains, 98 divergences:  77%|███████▋  | 6136/8000 [00:05<00:01, 1369.28draws/s]
Sampling 4 chains, 99 divergences:  77%|███████▋  | 6138/8000 [00:05<00:01, 1369.28draws/s]
Sampling 4 chains, 100 divergences:  77%|███████▋  | 6140/8000 [00:05<00:01, 1369.28draws/s]
Sampling 4 chains, 100 divergences:  77%|███████▋  | 6148/8000 [00:05<00:01, 1367.74draws/s]
Sampling 4 chains, 101 divergences:  77%|███████▋  | 6153/8000 [00:05<00:01, 1367.74draws/s]
Sampling 4 chains, 102 divergences:  77%|███████▋  | 6155/8000 [00:05<00:01, 1367.74draws/s]
Sampling 4 chains, 103 divergences:  77%|███████▋  | 6198/8000 [00:05<00:01, 1367.74draws/s]
Sampling 4 chains, 104 divergences:  78%|███████▊  | 6205/8000 [00:05<00:01, 1367.74draws/s]
Sampling 4 chains, 105 divergences:  78%|███████▊  | 6208/8000 [00:05<00:01, 1367.74draws/s]
Sampling 4 chains, 106 divergences:  78%|███████▊  | 6223/8000 [00:05<00:01, 1367.74draws/s]
Sampling 4 chains, 107 divergences:  78%|███████▊  | 6228/8000 [00:05<00:01, 1367.74draws/s]
Sampling 4 chains, 108 divergences:  78%|███████▊  | 6240/8000 [00:05<00:01, 1367.74draws/s]
Sampling 4 chains, 109 divergences:  78%|███████▊  | 6243/8000 [00:05<00:01, 1367.74draws/s]
Sampling 4 chains, 110 divergences:  78%|███████▊  | 6277/8000 [00:05<00:01, 1367.74draws/s]
Sampling 4 chains, 111 divergences:  79%|███████▊  | 6282/8000 [00:05<00:01, 1367.74draws/s]
Sampling 4 chains, 112 divergences:  79%|███████▊  | 6287/8000 [00:05<00:01, 1367.74draws/s]
Sampling 4 chains, 113 divergences:  79%|███████▊  | 6290/8000 [00:05<00:01, 1367.74draws/s]
Sampling 4 chains, 113 divergences:  79%|███████▊  | 6291/8000 [00:05<00:01, 1384.94draws/s]
Sampling 4 chains, 114 divergences:  79%|███████▊  | 6296/8000 [00:05<00:01, 1384.94draws/s]
Sampling 4 chains, 115 divergences:  79%|███████▉  | 6308/8000 [00:05<00:01, 1384.94draws/s]
Sampling 4 chains, 116 divergences:  80%|███████▉  | 6366/8000 [00:05<00:01, 1384.94draws/s]
Sampling 4 chains, 117 divergences:  80%|███████▉  | 6372/8000 [00:05<00:01, 1384.94draws/s]
Sampling 4 chains, 118 divergences:  80%|███████▉  | 6385/8000 [00:05<00:01, 1384.94draws/s]
Sampling 4 chains, 119 divergences:  80%|████████  | 6406/8000 [00:05<00:01, 1384.94draws/s]
Sampling 4 chains, 120 divergences:  80%|████████  | 6414/8000 [00:05<00:01, 1384.94draws/s]
Sampling 4 chains, 121 divergences:  80%|████████  | 6429/8000 [00:05<00:01, 1384.94draws/s]
Sampling 4 chains, 121 divergences:  81%|████████  | 6449/8000 [00:05<00:01, 1437.84draws/s]
Sampling 4 chains, 122 divergences:  81%|████████  | 6450/8000 [00:05<00:01, 1437.84draws/s]
Sampling 4 chains, 123 divergences:  81%|████████  | 6461/8000 [00:05<00:01, 1437.84draws/s]
Sampling 4 chains, 124 divergences:  81%|████████  | 6478/8000 [00:06<00:01, 1437.84draws/s]
Sampling 4 chains, 125 divergences:  81%|████████  | 6496/8000 [00:06<00:01, 1437.84draws/s]
Sampling 4 chains, 126 divergences:  81%|████████▏ | 6503/8000 [00:06<00:01, 1437.84draws/s]
Sampling 4 chains, 127 divergences:  81%|████████▏ | 6519/8000 [00:06<00:01, 1437.84draws/s]
Sampling 4 chains, 128 divergences:  82%|████████▏ | 6527/8000 [00:06<00:01, 1437.84draws/s]
Sampling 4 chains, 129 divergences:  82%|████████▏ | 6543/8000 [00:06<00:01, 1437.84draws/s]
Sampling 4 chains, 130 divergences:  82%|████████▏ | 6546/8000 [00:06<00:01, 1437.84draws/s]
Sampling 4 chains, 131 divergences:  82%|████████▏ | 6551/8000 [00:06<00:01, 1437.84draws/s]
Sampling 4 chains, 132 divergences:  82%|████████▏ | 6553/8000 [00:06<00:01, 1437.84draws/s]
Sampling 4 chains, 133 divergences:  82%|████████▏ | 6586/8000 [00:06<00:00, 1437.84draws/s]
Sampling 4 chains, 134 divergences:  82%|████████▏ | 6590/8000 [00:06<00:00, 1437.84draws/s]
Sampling 4 chains, 135 divergences:  82%|████████▏ | 6593/8000 [00:06<00:00, 1437.84draws/s]
Sampling 4 chains, 135 divergences:  82%|████████▏ | 6594/8000 [00:06<00:00, 1434.86draws/s]
Sampling 4 chains, 136 divergences:  83%|████████▎ | 6601/8000 [00:06<00:00, 1434.86draws/s]
Sampling 4 chains, 137 divergences:  83%|████████▎ | 6605/8000 [00:06<00:00, 1434.86draws/s]
Sampling 4 chains, 138 divergences:  83%|████████▎ | 6611/8000 [00:06<00:00, 1434.86draws/s]
Sampling 4 chains, 139 divergences:  83%|████████▎ | 6614/8000 [00:06<00:00, 1434.86draws/s]
Sampling 4 chains, 140 divergences:  83%|████████▎ | 6617/8000 [00:06<00:00, 1434.86draws/s]
Sampling 4 chains, 141 divergences:  83%|████████▎ | 6630/8000 [00:06<00:00, 1434.86draws/s]
Sampling 4 chains, 142 divergences:  83%|████████▎ | 6636/8000 [00:06<00:00, 1434.86draws/s]
Sampling 4 chains, 143 divergences:  83%|████████▎ | 6641/8000 [00:06<00:00, 1434.86draws/s]
Sampling 4 chains, 144 divergences:  83%|████████▎ | 6643/8000 [00:06<00:00, 1434.86draws/s]
Sampling 4 chains, 145 divergences:  83%|████████▎ | 6649/8000 [00:06<00:00, 1434.86draws/s]
Sampling 4 chains, 146 divergences:  83%|████████▎ | 6652/8000 [00:06<00:00, 1434.86draws/s]
Sampling 4 chains, 147 divergences:  84%|████████▎ | 6695/8000 [00:06<00:00, 1434.86draws/s]
Sampling 4 chains, 148 divergences:  84%|████████▍ | 6703/8000 [00:06<00:00, 1434.86draws/s]
Sampling 4 chains, 149 divergences:  84%|████████▍ | 6704/8000 [00:06<00:00, 1434.86draws/s]
Sampling 4 chains, 150 divergences:  84%|████████▍ | 6706/8000 [00:06<00:00, 1434.86draws/s]
Sampling 4 chains, 150 divergences:  84%|████████▍ | 6749/8000 [00:06<00:00, 1465.53draws/s]
Sampling 4 chains, 151 divergences:  85%|████████▍ | 6768/8000 [00:06<00:00, 1465.53draws/s]
Sampling 4 chains, 152 divergences:  85%|████████▌ | 6835/8000 [00:06<00:00, 1465.53draws/s]
Sampling 4 chains, 153 divergences:  86%|████████▌ | 6841/8000 [00:06<00:00, 1465.53draws/s]
Sampling 4 chains, 154 divergences:  86%|████████▌ | 6855/8000 [00:06<00:00, 1465.53draws/s]
Sampling 4 chains, 155 divergences:  86%|████████▌ | 6873/8000 [00:06<00:00, 1465.53draws/s]
Sampling 4 chains, 156 divergences:  86%|████████▌ | 6876/8000 [00:06<00:00, 1465.53draws/s]
Sampling 4 chains, 157 divergences:  86%|████████▌ | 6879/8000 [00:06<00:00, 1465.53draws/s]
Sampling 4 chains, 158 divergences:  86%|████████▌ | 6883/8000 [00:06<00:00, 1465.53draws/s]
Sampling 4 chains, 158 divergences:  86%|████████▌ | 6897/8000 [00:06<00:00, 1407.57draws/s]
Sampling 4 chains, 159 divergences:  87%|████████▋ | 6945/8000 [00:06<00:00, 1407.57draws/s]
Sampling 4 chains, 160 divergences:  87%|████████▋ | 6958/8000 [00:06<00:00, 1407.57draws/s]
Sampling 4 chains, 161 divergences:  87%|████████▋ | 6966/8000 [00:06<00:00, 1407.57draws/s]
Sampling 4 chains, 162 divergences:  87%|████████▋ | 6970/8000 [00:06<00:00, 1407.57draws/s]
Sampling 4 chains, 163 divergences:  87%|████████▋ | 6991/8000 [00:06<00:00, 1407.57draws/s]
Sampling 4 chains, 164 divergences:  88%|████████▊ | 7004/8000 [00:06<00:00, 1407.57draws/s]
Sampling 4 chains, 165 divergences:  88%|████████▊ | 7010/8000 [00:06<00:00, 1407.57draws/s]
Sampling 4 chains, 166 divergences:  88%|████████▊ | 7018/8000 [00:06<00:00, 1407.57draws/s]
Sampling 4 chains, 167 divergences:  88%|████████▊ | 7025/8000 [00:06<00:00, 1407.57draws/s]
Sampling 4 chains, 168 divergences:  88%|████████▊ | 7029/8000 [00:06<00:00, 1407.57draws/s]
Sampling 4 chains, 169 divergences:  88%|████████▊ | 7032/8000 [00:06<00:00, 1407.57draws/s]
Sampling 4 chains, 170 divergences:  88%|████████▊ | 7036/8000 [00:06<00:00, 1407.57draws/s]
Sampling 4 chains, 171 divergences:  88%|████████▊ | 7038/8000 [00:06<00:00, 1407.57draws/s]
Sampling 4 chains, 171 divergences:  88%|████████▊ | 7039/8000 [00:06<00:00, 1345.08draws/s]
Sampling 4 chains, 172 divergences:  88%|████████▊ | 7047/8000 [00:06<00:00, 1345.08draws/s]
Sampling 4 chains, 173 divergences:  88%|████████▊ | 7073/8000 [00:06<00:00, 1345.08draws/s]
Sampling 4 chains, 174 divergences:  89%|████████▊ | 7085/8000 [00:06<00:00, 1345.08draws/s]
Sampling 4 chains, 175 divergences:  89%|████████▊ | 7091/8000 [00:06<00:00, 1345.08draws/s]
Sampling 4 chains, 176 divergences:  89%|████████▊ | 7094/8000 [00:06<00:00, 1345.08draws/s]
Sampling 4 chains, 177 divergences:  89%|████████▉ | 7106/8000 [00:06<00:00, 1345.08draws/s]
Sampling 4 chains, 178 divergences:  89%|████████▉ | 7110/8000 [00:06<00:00, 1345.08draws/s]
Sampling 4 chains, 178 divergences:  90%|████████▉ | 7175/8000 [00:06<00:00, 1317.72draws/s]
Sampling 4 chains, 179 divergences:  91%|█████████ | 7281/8000 [00:06<00:00, 1317.72draws/s]
Sampling 4 chains, 179 divergences:  91%|█████████▏| 7308/8000 [00:06<00:00, 1242.46draws/s]
Sampling 4 chains, 180 divergences:  92%|█████████▏| 7344/8000 [00:06<00:00, 1242.46draws/s]
Sampling 4 chains, 181 divergences:  92%|█████████▏| 7379/8000 [00:06<00:00, 1242.46draws/s]
Sampling 4 chains, 182 divergences:  92%|█████████▏| 7383/8000 [00:06<00:00, 1242.46draws/s]
Sampling 4 chains, 183 divergences:  92%|█████████▏| 7385/8000 [00:06<00:00, 1242.46draws/s]
Sampling 4 chains, 184 divergences:  92%|█████████▏| 7387/8000 [00:06<00:00, 1242.46draws/s]
Sampling 4 chains, 185 divergences:  92%|█████████▏| 7389/8000 [00:06<00:00, 1242.46draws/s]
Sampling 4 chains, 186 divergences:  92%|█████████▏| 7394/8000 [00:06<00:00, 1242.46draws/s]
Sampling 4 chains, 187 divergences:  92%|█████████▏| 7399/8000 [00:06<00:00, 1242.46draws/s]
Sampling 4 chains, 188 divergences:  93%|█████████▎| 7403/8000 [00:06<00:00, 1242.46draws/s]
Sampling 4 chains, 189 divergences:  93%|█████████▎| 7405/8000 [00:06<00:00, 1242.46draws/s]
Sampling 4 chains, 190 divergences:  93%|█████████▎| 7410/8000 [00:06<00:00, 1242.46draws/s]
Sampling 4 chains, 191 divergences:  93%|█████████▎| 7421/8000 [00:06<00:00, 1242.46draws/s]
Sampling 4 chains, 192 divergences:  93%|█████████▎| 7435/8000 [00:06<00:00, 1242.46draws/s]
Sampling 4 chains, 193 divergences:  93%|█████████▎| 7449/8000 [00:06<00:00, 1242.46draws/s]
Sampling 4 chains, 194 divergences:  93%|█████████▎| 7451/8000 [00:06<00:00, 1242.46draws/s]
Sampling 4 chains, 194 divergences:  93%|█████████▎| 7452/8000 [00:06<00:00, 1294.50draws/s]
Sampling 4 chains, 195 divergences:  93%|█████████▎| 7453/8000 [00:06<00:00, 1294.50draws/s]
Sampling 4 chains, 196 divergences:  93%|█████████▎| 7457/8000 [00:06<00:00, 1294.50draws/s]
Sampling 4 chains, 197 divergences:  93%|█████████▎| 7458/8000 [00:06<00:00, 1294.50draws/s]
Sampling 4 chains, 198 divergences:  93%|█████████▎| 7463/8000 [00:06<00:00, 1294.50draws/s]
Sampling 4 chains, 199 divergences:  93%|█████████▎| 7466/8000 [00:06<00:00, 1294.50draws/s]
Sampling 4 chains, 200 divergences:  93%|█████████▎| 7469/8000 [00:06<00:00, 1294.50draws/s]
Sampling 4 chains, 201 divergences:  93%|█████████▎| 7470/8000 [00:06<00:00, 1294.50draws/s]
Sampling 4 chains, 202 divergences:  93%|█████████▎| 7474/8000 [00:06<00:00, 1294.50draws/s]
Sampling 4 chains, 203 divergences:  93%|█████████▎| 7479/8000 [00:06<00:00, 1294.50draws/s]
Sampling 4 chains, 204 divergences:  94%|█████████▎| 7480/8000 [00:06<00:00, 1294.50draws/s]
Sampling 4 chains, 205 divergences:  94%|█████████▎| 7485/8000 [00:06<00:00, 1294.50draws/s]
Sampling 4 chains, 206 divergences:  94%|█████████▎| 7492/8000 [00:06<00:00, 1294.50draws/s]
Sampling 4 chains, 207 divergences:  94%|█████████▎| 7496/8000 [00:06<00:00, 1294.50draws/s]
Sampling 4 chains, 208 divergences:  94%|█████████▍| 7502/8000 [00:06<00:00, 1294.50draws/s]
Sampling 4 chains, 209 divergences:  94%|█████████▍| 7533/8000 [00:06<00:00, 1294.50draws/s]
Sampling 4 chains, 210 divergences:  94%|█████████▍| 7540/8000 [00:06<00:00, 1294.50draws/s]
Sampling 4 chains, 211 divergences:  94%|█████████▍| 7541/8000 [00:06<00:00, 1294.50draws/s]
Sampling 4 chains, 212 divergences:  94%|█████████▍| 7544/8000 [00:06<00:00, 1294.50draws/s]
Sampling 4 chains, 212 divergences:  95%|█████████▍| 7588/8000 [00:06<00:00, 1312.97draws/s]
Sampling 4 chains, 212 divergences:  97%|█████████▋| 7724/8000 [00:06<00:00, 1324.81draws/s]
Sampling 4 chains, 212 divergences:  98%|█████████▊| 7858/8000 [00:07<00:00, 1070.68draws/s]
Sampling 4 chains, 213 divergences:  99%|█████████▉| 7910/8000 [00:07<00:00, 1070.68draws/s]
Sampling 4 chains, 214 divergences:  99%|█████████▉| 7950/8000 [00:07<00:00, 1070.68draws/s]
Sampling 4 chains, 215 divergences:  99%|█████████▉| 7956/8000 [00:07<00:00, 1070.68draws/s]
Sampling 4 chains, 215 divergences: 100%|█████████▉| 7974/8000 [00:07<00:00, 829.10draws/s] 
Sampling 4 chains, 215 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1079.87draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   0%|          | 39/8000 [00:00<00:20, 383.63draws/s]
Sampling 4 chains, 0 divergences:   1%|▏         | 114/8000 [00:00<00:17, 448.52draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 178/8000 [00:00<00:15, 490.86draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 267/8000 [00:00<00:13, 566.96draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 360/8000 [00:00<00:11, 639.86draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 443/8000 [00:00<00:11, 684.32draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 532/8000 [00:00<00:10, 731.58draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 629/8000 [00:00<00:09, 786.76draws/s]
Sampling 4 chains, 0 divergences:   9%|▉         | 734/8000 [00:00<00:08, 849.96draws/s]
Sampling 4 chains, 0 divergences:  11%|█         | 863/8000 [00:01<00:07, 941.87draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 963/8000 [00:01<00:07, 938.47draws/s]
Sampling 4 chains, 0 divergences:  14%|█▎        | 1083/8000 [00:01<00:06, 1001.04draws/s]
Sampling 4 chains, 0 divergences:  15%|█▌        | 1211/8000 [00:01<00:06, 1070.51draws/s]
Sampling 4 chains, 0 divergences:  17%|█▋        | 1323/8000 [00:01<00:06, 1047.72draws/s]
Sampling 4 chains, 0 divergences:  18%|█▊        | 1433/8000 [00:01<00:06, 1061.16draws/s]
Sampling 4 chains, 0 divergences:  19%|█▉        | 1544/8000 [00:01<00:06, 1071.83draws/s]
Sampling 4 chains, 0 divergences:  21%|██        | 1653/8000 [00:01<00:05, 1068.84draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1772/8000 [00:01<00:05, 1092.50draws/s]
Sampling 4 chains, 0 divergences:  24%|██▎       | 1883/8000 [00:01<00:05, 1077.16draws/s]
Sampling 4 chains, 0 divergences:  25%|██▍       | 1992/8000 [00:02<00:05, 1045.38draws/s]
Sampling 4 chains, 0 divergences:  26%|██▌       | 2098/8000 [00:02<00:05, 1000.38draws/s]
Sampling 4 chains, 0 divergences:  28%|██▊       | 2211/8000 [00:02<00:05, 1035.77draws/s]
Sampling 4 chains, 0 divergences:  29%|██▉       | 2336/8000 [00:02<00:05, 1084.31draws/s]
Sampling 4 chains, 0 divergences:  31%|███       | 2456/8000 [00:02<00:05, 1107.65draws/s]
Sampling 4 chains, 0 divergences:  32%|███▏      | 2568/8000 [00:02<00:05, 1050.30draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2675/8000 [00:02<00:05, 1029.13draws/s]
Sampling 4 chains, 0 divergences:  35%|███▍      | 2779/8000 [00:02<00:05, 1027.88draws/s]
Sampling 4 chains, 0 divergences:  36%|███▌      | 2893/8000 [00:02<00:04, 1056.78draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3026/8000 [00:03<00:04, 1125.80draws/s]
Sampling 4 chains, 0 divergences:  39%|███▉      | 3141/8000 [00:03<00:04, 1131.51draws/s]
Sampling 4 chains, 0 divergences:  41%|████      | 3256/8000 [00:03<00:04, 1105.54draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3373/8000 [00:03<00:04, 1116.17draws/s]
Sampling 4 chains, 0 divergences:  44%|████▎     | 3486/8000 [00:03<00:04, 1061.11draws/s]
Sampling 4 chains, 0 divergences:  45%|████▌     | 3600/8000 [00:03<00:04, 1080.90draws/s]
Sampling 4 chains, 0 divergences:  46%|████▋     | 3709/8000 [00:03<00:04, 1051.28draws/s]
Sampling 4 chains, 1 divergences:  47%|████▋     | 3782/8000 [00:03<00:04, 1051.28draws/s]
Sampling 4 chains, 2 divergences:  47%|████▋     | 3784/8000 [00:03<00:04, 1051.28draws/s]
Sampling 4 chains, 3 divergences:  47%|████▋     | 3788/8000 [00:03<00:04, 1051.28draws/s]
Sampling 4 chains, 4 divergences:  47%|████▋     | 3793/8000 [00:03<00:04, 1051.28draws/s]
Sampling 4 chains, 5 divergences:  47%|████▋     | 3794/8000 [00:03<00:04, 1051.28draws/s]
Sampling 4 chains, 6 divergences:  47%|████▋     | 3796/8000 [00:03<00:03, 1051.28draws/s]
Sampling 4 chains, 7 divergences:  48%|████▊     | 3800/8000 [00:03<00:03, 1051.28draws/s]
Sampling 4 chains, 8 divergences:  48%|████▊     | 3803/8000 [00:03<00:03, 1051.28draws/s]
Sampling 4 chains, 9 divergences:  48%|████▊     | 3812/8000 [00:03<00:03, 1051.28draws/s]
Sampling 4 chains, 9 divergences:  48%|████▊     | 3815/8000 [00:03<00:04, 1036.36draws/s]
Sampling 4 chains, 10 divergences:  48%|████▊     | 3817/8000 [00:03<00:04, 1036.36draws/s]
Sampling 4 chains, 11 divergences:  48%|████▊     | 3825/8000 [00:03<00:04, 1036.36draws/s]
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Sampling 4 chains, 15 divergences:  48%|████▊     | 3844/8000 [00:03<00:04, 1036.36draws/s]
Sampling 4 chains, 16 divergences:  48%|████▊     | 3856/8000 [00:03<00:03, 1036.36draws/s]
Sampling 4 chains, 17 divergences:  48%|████▊     | 3858/8000 [00:03<00:03, 1036.36draws/s]
Sampling 4 chains, 18 divergences:  48%|████▊     | 3866/8000 [00:03<00:03, 1036.36draws/s]
Sampling 4 chains, 19 divergences:  48%|████▊     | 3871/8000 [00:03<00:03, 1036.36draws/s]
Sampling 4 chains, 20 divergences:  48%|████▊     | 3875/8000 [00:03<00:03, 1036.36draws/s]
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Sampling 4 chains, 24 divergences:  49%|████▊     | 3895/8000 [00:03<00:03, 1036.36draws/s]
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Sampling 4 chains, 26 divergences:  49%|████▉     | 3907/8000 [00:03<00:03, 1036.36draws/s]
Sampling 4 chains, 27 divergences:  49%|████▉     | 3910/8000 [00:03<00:03, 1036.36draws/s]
Sampling 4 chains, 28 divergences:  49%|████▉     | 3913/8000 [00:03<00:03, 1036.36draws/s]
Sampling 4 chains, 29 divergences:  49%|████▉     | 3919/8000 [00:03<00:03, 1036.36draws/s]
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Sampling 4 chains, 31 divergences:  49%|████▉     | 3936/8000 [00:03<00:03, 1081.18draws/s]
Sampling 4 chains, 32 divergences:  49%|████▉     | 3940/8000 [00:03<00:03, 1081.18draws/s]
Sampling 4 chains, 33 divergences:  49%|████▉     | 3945/8000 [00:03<00:03, 1081.18draws/s]
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Sampling 4 chains, 35 divergences:  50%|████▉     | 3961/8000 [00:03<00:03, 1081.18draws/s]
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Sampling 4 chains, 39 divergences:  50%|████▉     | 3991/8000 [00:03<00:03, 1081.18draws/s]
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Sampling 4 chains, 41 divergences:  50%|█████     | 4007/8000 [00:03<00:03, 1081.18draws/s]
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Sampling 4 chains, 50 divergences:  51%|█████     | 4046/8000 [00:03<00:03, 1081.18draws/s]
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Sampling 4 chains, 53 divergences:  51%|█████     | 4066/8000 [00:03<00:03, 1081.18draws/s]
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Sampling 4 chains, 56 divergences:  51%|█████     | 4077/8000 [00:03<00:03, 1081.18draws/s]
Sampling 4 chains, 57 divergences:  51%|█████     | 4078/8000 [00:03<00:03, 1081.18draws/s]
Sampling 4 chains, 58 divergences:  51%|█████     | 4087/8000 [00:03<00:03, 1081.18draws/s]
Sampling 4 chains, 58 divergences:  51%|█████     | 4093/8000 [00:03<00:03, 1191.87draws/s]
Sampling 4 chains, 59 divergences:  51%|█████     | 4099/8000 [00:03<00:03, 1191.87draws/s]
Sampling 4 chains, 60 divergences:  51%|█████▏    | 4106/8000 [00:03<00:03, 1191.87draws/s]
Sampling 4 chains, 61 divergences:  51%|█████▏    | 4117/8000 [00:03<00:03, 1191.87draws/s]
Sampling 4 chains, 62 divergences:  52%|█████▏    | 4125/8000 [00:03<00:03, 1191.87draws/s]
Sampling 4 chains, 63 divergences:  52%|█████▏    | 4129/8000 [00:03<00:03, 1191.87draws/s]
Sampling 4 chains, 64 divergences:  52%|█████▏    | 4132/8000 [00:03<00:03, 1191.87draws/s]
Sampling 4 chains, 65 divergences:  52%|█████▏    | 4138/8000 [00:03<00:03, 1191.87draws/s]
Sampling 4 chains, 66 divergences:  52%|█████▏    | 4141/8000 [00:03<00:03, 1191.87draws/s]
Sampling 4 chains, 67 divergences:  52%|█████▏    | 4145/8000 [00:04<00:03, 1191.87draws/s]
Sampling 4 chains, 68 divergences:  52%|█████▏    | 4149/8000 [00:04<00:03, 1191.87draws/s]
Sampling 4 chains, 69 divergences:  52%|█████▏    | 4168/8000 [00:04<00:03, 1191.87draws/s]
Sampling 4 chains, 70 divergences:  52%|█████▏    | 4174/8000 [00:04<00:03, 1191.87draws/s]
Sampling 4 chains, 71 divergences:  52%|█████▏    | 4181/8000 [00:04<00:03, 1191.87draws/s]
Sampling 4 chains, 72 divergences:  52%|█████▏    | 4192/8000 [00:04<00:03, 1191.87draws/s]
Sampling 4 chains, 73 divergences:  52%|█████▏    | 4193/8000 [00:04<00:03, 1191.87draws/s]
Sampling 4 chains, 74 divergences:  52%|█████▏    | 4195/8000 [00:04<00:03, 1191.87draws/s]
Sampling 4 chains, 75 divergences:  52%|█████▏    | 4198/8000 [00:04<00:03, 1191.87draws/s]
Sampling 4 chains, 76 divergences:  53%|█████▎    | 4209/8000 [00:04<00:03, 1191.87draws/s]
Sampling 4 chains, 77 divergences:  53%|█████▎    | 4214/8000 [00:04<00:03, 1191.87draws/s]
Sampling 4 chains, 78 divergences:  53%|█████▎    | 4219/8000 [00:04<00:03, 1191.87draws/s]
Sampling 4 chains, 79 divergences:  53%|█████▎    | 4224/8000 [00:04<00:03, 1191.87draws/s]
Sampling 4 chains, 80 divergences:  53%|█████▎    | 4226/8000 [00:04<00:03, 1191.87draws/s]
Sampling 4 chains, 81 divergences:  53%|█████▎    | 4229/8000 [00:04<00:03, 1191.87draws/s]
Sampling 4 chains, 81 divergences:  53%|█████▎    | 4233/8000 [00:04<00:03, 1247.12draws/s]
Sampling 4 chains, 82 divergences:  53%|█████▎    | 4242/8000 [00:04<00:03, 1247.12draws/s]
Sampling 4 chains, 83 divergences:  53%|█████▎    | 4247/8000 [00:04<00:03, 1247.12draws/s]
Sampling 4 chains, 84 divergences:  53%|█████▎    | 4256/8000 [00:04<00:03, 1247.12draws/s]
Sampling 4 chains, 85 divergences:  53%|█████▎    | 4262/8000 [00:04<00:02, 1247.12draws/s]
Sampling 4 chains, 86 divergences:  53%|█████▎    | 4267/8000 [00:04<00:02, 1247.12draws/s]
Sampling 4 chains, 87 divergences:  53%|█████▎    | 4276/8000 [00:04<00:02, 1247.12draws/s]
Sampling 4 chains, 88 divergences:  53%|█████▎    | 4279/8000 [00:04<00:02, 1247.12draws/s]
Sampling 4 chains, 89 divergences:  54%|█████▎    | 4285/8000 [00:04<00:02, 1247.12draws/s]
Sampling 4 chains, 90 divergences:  54%|█████▎    | 4287/8000 [00:04<00:02, 1247.12draws/s]
Sampling 4 chains, 91 divergences:  54%|█████▎    | 4289/8000 [00:04<00:02, 1247.12draws/s]
Sampling 4 chains, 92 divergences:  54%|█████▎    | 4292/8000 [00:04<00:02, 1247.12draws/s]
Sampling 4 chains, 93 divergences:  54%|█████▎    | 4296/8000 [00:04<00:02, 1247.12draws/s]
Sampling 4 chains, 94 divergences:  54%|█████▍    | 4300/8000 [00:04<00:02, 1247.12draws/s]
Sampling 4 chains, 95 divergences:  54%|█████▍    | 4307/8000 [00:04<00:02, 1247.12draws/s]
Sampling 4 chains, 96 divergences:  54%|█████▍    | 4309/8000 [00:04<00:02, 1247.12draws/s]
Sampling 4 chains, 97 divergences:  54%|█████▍    | 4315/8000 [00:04<00:02, 1247.12draws/s]
Sampling 4 chains, 98 divergences:  54%|█████▍    | 4322/8000 [00:04<00:02, 1247.12draws/s]
Sampling 4 chains, 99 divergences:  54%|█████▍    | 4325/8000 [00:04<00:02, 1247.12draws/s]
Sampling 4 chains, 100 divergences:  54%|█████▍    | 4329/8000 [00:04<00:02, 1247.12draws/s]
Sampling 4 chains, 101 divergences:  54%|█████▍    | 4335/8000 [00:04<00:02, 1247.12draws/s]
Sampling 4 chains, 102 divergences:  54%|█████▍    | 4341/8000 [00:04<00:02, 1247.12draws/s]
Sampling 4 chains, 103 divergences:  54%|█████▍    | 4347/8000 [00:04<00:02, 1247.12draws/s]
Sampling 4 chains, 104 divergences:  54%|█████▍    | 4351/8000 [00:04<00:02, 1247.12draws/s]
Sampling 4 chains, 105 divergences:  54%|█████▍    | 4354/8000 [00:04<00:02, 1247.12draws/s]
Sampling 4 chains, 106 divergences:  54%|█████▍    | 4358/8000 [00:04<00:02, 1247.12draws/s]
Sampling 4 chains, 106 divergences:  55%|█████▍    | 4362/8000 [00:04<00:02, 1255.40draws/s]
Sampling 4 chains, 107 divergences:  55%|█████▌    | 4414/8000 [00:04<00:02, 1255.40draws/s]
Sampling 4 chains, 108 divergences:  55%|█████▌    | 4421/8000 [00:04<00:02, 1255.40draws/s]
Sampling 4 chains, 109 divergences:  55%|█████▌    | 4424/8000 [00:04<00:02, 1255.40draws/s]
Sampling 4 chains, 110 divergences:  55%|█████▌    | 4428/8000 [00:04<00:02, 1255.40draws/s]
Sampling 4 chains, 111 divergences:  55%|█████▌    | 4437/8000 [00:04<00:02, 1255.40draws/s]
Sampling 4 chains, 112 divergences:  55%|█████▌    | 4438/8000 [00:04<00:02, 1255.40draws/s]
Sampling 4 chains, 113 divergences:  56%|█████▌    | 4448/8000 [00:04<00:02, 1255.40draws/s]
Sampling 4 chains, 114 divergences:  56%|█████▌    | 4450/8000 [00:04<00:02, 1255.40draws/s]
Sampling 4 chains, 115 divergences:  56%|█████▌    | 4454/8000 [00:04<00:02, 1255.40draws/s]
Sampling 4 chains, 116 divergences:  56%|█████▌    | 4458/8000 [00:04<00:02, 1255.40draws/s]
Sampling 4 chains, 117 divergences:  56%|█████▌    | 4459/8000 [00:04<00:02, 1255.40draws/s]
Sampling 4 chains, 118 divergences:  56%|█████▌    | 4462/8000 [00:04<00:02, 1255.40draws/s]
Sampling 4 chains, 119 divergences:  56%|█████▌    | 4473/8000 [00:04<00:02, 1255.40draws/s]
Sampling 4 chains, 120 divergences:  56%|█████▌    | 4496/8000 [00:04<00:02, 1255.40draws/s]
Sampling 4 chains, 120 divergences:  56%|█████▋    | 4506/8000 [00:04<00:02, 1297.50draws/s]
Sampling 4 chains, 121 divergences:  56%|█████▋    | 4507/8000 [00:04<00:02, 1297.50draws/s]
Sampling 4 chains, 122 divergences:  56%|█████▋    | 4510/8000 [00:04<00:02, 1297.50draws/s]
Sampling 4 chains, 123 divergences:  56%|█████▋    | 4514/8000 [00:04<00:02, 1297.50draws/s]
Sampling 4 chains, 124 divergences:  57%|█████▋    | 4553/8000 [00:04<00:02, 1297.50draws/s]
Sampling 4 chains, 125 divergences:  57%|█████▋    | 4565/8000 [00:04<00:02, 1297.50draws/s]
Sampling 4 chains, 126 divergences:  57%|█████▋    | 4566/8000 [00:04<00:02, 1297.50draws/s]
Sampling 4 chains, 127 divergences:  57%|█████▋    | 4569/8000 [00:04<00:02, 1297.50draws/s]
Sampling 4 chains, 128 divergences:  57%|█████▋    | 4577/8000 [00:04<00:02, 1297.50draws/s]
Sampling 4 chains, 129 divergences:  57%|█████▋    | 4582/8000 [00:04<00:02, 1297.50draws/s]
Sampling 4 chains, 130 divergences:  57%|█████▋    | 4590/8000 [00:04<00:02, 1297.50draws/s]
Sampling 4 chains, 131 divergences:  57%|█████▋    | 4597/8000 [00:04<00:02, 1297.50draws/s]
Sampling 4 chains, 132 divergences:  58%|█████▊    | 4604/8000 [00:04<00:02, 1297.50draws/s]
Sampling 4 chains, 133 divergences:  58%|█████▊    | 4607/8000 [00:04<00:02, 1297.50draws/s]
Sampling 4 chains, 134 divergences:  58%|█████▊    | 4613/8000 [00:04<00:02, 1297.50draws/s]
Sampling 4 chains, 135 divergences:  58%|█████▊    | 4614/8000 [00:04<00:02, 1297.50draws/s]
Sampling 4 chains, 136 divergences:  58%|█████▊    | 4621/8000 [00:04<00:02, 1297.50draws/s]
Sampling 4 chains, 137 divergences:  58%|█████▊    | 4625/8000 [00:04<00:02, 1297.50draws/s]
Sampling 4 chains, 138 divergences:  58%|█████▊    | 4630/8000 [00:04<00:02, 1297.50draws/s]
Sampling 4 chains, 139 divergences:  58%|█████▊    | 4633/8000 [00:04<00:02, 1297.50draws/s]
Sampling 4 chains, 140 divergences:  58%|█████▊    | 4637/8000 [00:04<00:02, 1297.50draws/s]
Sampling 4 chains, 140 divergences:  58%|█████▊    | 4655/8000 [00:04<00:02, 1346.90draws/s]
Sampling 4 chains, 141 divergences:  59%|█████▉    | 4727/8000 [00:04<00:02, 1346.90draws/s]
Sampling 4 chains, 142 divergences:  59%|█████▉    | 4747/8000 [00:04<00:02, 1346.90draws/s]
Sampling 4 chains, 143 divergences:  59%|█████▉    | 4749/8000 [00:04<00:02, 1346.90draws/s]
Sampling 4 chains, 144 divergences:  59%|█████▉    | 4751/8000 [00:04<00:02, 1346.90draws/s]
Sampling 4 chains, 145 divergences:  59%|█████▉    | 4757/8000 [00:04<00:02, 1346.90draws/s]
Sampling 4 chains, 146 divergences:  59%|█████▉    | 4758/8000 [00:04<00:02, 1346.90draws/s]
Sampling 4 chains, 147 divergences:  59%|█████▉    | 4759/8000 [00:04<00:02, 1346.90draws/s]
Sampling 4 chains, 148 divergences:  60%|█████▉    | 4761/8000 [00:04<00:02, 1346.90draws/s]
Sampling 4 chains, 149 divergences:  60%|█████▉    | 4771/8000 [00:04<00:02, 1346.90draws/s]
Sampling 4 chains, 150 divergences:  60%|█████▉    | 4772/8000 [00:04<00:02, 1346.90draws/s]
Sampling 4 chains, 151 divergences:  60%|█████▉    | 4777/8000 [00:04<00:02, 1346.90draws/s]
Sampling 4 chains, 152 divergences:  60%|█████▉    | 4797/8000 [00:04<00:02, 1346.90draws/s]
Sampling 4 chains, 152 divergences:  60%|██████    | 4802/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 153 divergences:  60%|██████    | 4809/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 154 divergences:  60%|██████    | 4820/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 155 divergences:  60%|██████    | 4821/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 156 divergences:  60%|██████    | 4835/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 157 divergences:  60%|██████    | 4837/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 158 divergences:  60%|██████    | 4840/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 159 divergences:  61%|██████    | 4842/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 160 divergences:  61%|██████    | 4850/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 161 divergences:  61%|██████    | 4854/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 162 divergences:  61%|██████    | 4858/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 163 divergences:  61%|██████    | 4859/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 164 divergences:  61%|██████    | 4862/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 165 divergences:  61%|██████    | 4867/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 166 divergences:  61%|██████    | 4872/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 167 divergences:  61%|██████    | 4874/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 168 divergences:  61%|██████    | 4881/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 169 divergences:  61%|██████    | 4883/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 170 divergences:  61%|██████    | 4887/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 171 divergences:  61%|██████    | 4893/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 172 divergences:  61%|██████▏   | 4906/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 173 divergences:  61%|██████▏   | 4908/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 174 divergences:  61%|██████▏   | 4917/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 175 divergences:  62%|██████▏   | 4929/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 176 divergences:  62%|██████▏   | 4935/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 177 divergences:  62%|██████▏   | 4947/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 178 divergences:  62%|██████▏   | 4949/8000 [00:04<00:02, 1378.24draws/s]
Sampling 4 chains, 178 divergences:  62%|██████▏   | 4953/8000 [00:04<00:02, 1407.44draws/s]
Sampling 4 chains, 179 divergences:  62%|██████▏   | 4958/8000 [00:04<00:02, 1407.44draws/s]
Sampling 4 chains, 180 divergences:  62%|██████▏   | 4966/8000 [00:04<00:02, 1407.44draws/s]
Sampling 4 chains, 181 divergences:  63%|██████▎   | 5047/8000 [00:04<00:02, 1407.44draws/s]
Sampling 4 chains, 182 divergences:  63%|██████▎   | 5048/8000 [00:04<00:02, 1407.44draws/s]
Sampling 4 chains, 183 divergences:  63%|██████▎   | 5057/8000 [00:04<00:02, 1407.44draws/s]
Sampling 4 chains, 184 divergences:  63%|██████▎   | 5068/8000 [00:04<00:02, 1407.44draws/s]
Sampling 4 chains, 185 divergences:  63%|██████▎   | 5073/8000 [00:04<00:02, 1407.44draws/s]
Sampling 4 chains, 186 divergences:  64%|██████▎   | 5083/8000 [00:04<00:02, 1407.44draws/s]
Sampling 4 chains, 187 divergences:  64%|██████▎   | 5094/8000 [00:04<00:02, 1407.44draws/s]
Sampling 4 chains, 188 divergences:  64%|██████▎   | 5097/8000 [00:04<00:02, 1407.44draws/s]
Sampling 4 chains, 189 divergences:  64%|██████▎   | 5098/8000 [00:04<00:02, 1407.44draws/s]
Sampling 4 chains, 189 divergences:  64%|██████▍   | 5118/8000 [00:04<00:01, 1471.79draws/s]
Sampling 4 chains, 190 divergences:  64%|██████▍   | 5119/8000 [00:04<00:01, 1471.79draws/s]
Sampling 4 chains, 191 divergences:  64%|██████▍   | 5142/8000 [00:04<00:01, 1471.79draws/s]
Sampling 4 chains, 192 divergences:  64%|██████▍   | 5145/8000 [00:04<00:01, 1471.79draws/s]
Sampling 4 chains, 193 divergences:  64%|██████▍   | 5147/8000 [00:04<00:01, 1471.79draws/s]
Sampling 4 chains, 194 divergences:  64%|██████▍   | 5155/8000 [00:04<00:01, 1471.79draws/s]
Sampling 4 chains, 195 divergences:  64%|██████▍   | 5156/8000 [00:04<00:01, 1471.79draws/s]
Sampling 4 chains, 196 divergences:  65%|██████▍   | 5162/8000 [00:04<00:01, 1471.79draws/s]
Sampling 4 chains, 197 divergences:  65%|██████▍   | 5169/8000 [00:04<00:01, 1471.79draws/s]
Sampling 4 chains, 198 divergences:  65%|██████▍   | 5175/8000 [00:04<00:01, 1471.79draws/s]
Sampling 4 chains, 199 divergences:  65%|██████▍   | 5180/8000 [00:04<00:01, 1471.79draws/s]
Sampling 4 chains, 200 divergences:  65%|██████▍   | 5185/8000 [00:04<00:01, 1471.79draws/s]
Sampling 4 chains, 201 divergences:  65%|██████▌   | 5200/8000 [00:04<00:01, 1471.79draws/s]
Sampling 4 chains, 202 divergences:  65%|██████▌   | 5209/8000 [00:04<00:01, 1471.79draws/s]
Sampling 4 chains, 203 divergences:  65%|██████▌   | 5211/8000 [00:04<00:01, 1471.79draws/s]
Sampling 4 chains, 204 divergences:  65%|██████▌   | 5221/8000 [00:04<00:01, 1471.79draws/s]
Sampling 4 chains, 205 divergences:  65%|██████▌   | 5226/8000 [00:04<00:01, 1471.79draws/s]
Sampling 4 chains, 206 divergences:  66%|██████▌   | 5280/8000 [00:04<00:01, 1471.79draws/s]
Sampling 4 chains, 206 divergences:  66%|██████▌   | 5289/8000 [00:04<00:01, 1535.25draws/s]
Sampling 4 chains, 207 divergences:  66%|██████▌   | 5296/8000 [00:04<00:01, 1535.25draws/s]
Sampling 4 chains, 208 divergences:  66%|██████▋   | 5310/8000 [00:04<00:01, 1535.25draws/s]
Sampling 4 chains, 209 divergences:  66%|██████▋   | 5311/8000 [00:04<00:01, 1535.25draws/s]
Sampling 4 chains, 210 divergences:  66%|██████▋   | 5315/8000 [00:04<00:01, 1535.25draws/s]
Sampling 4 chains, 211 divergences:  66%|██████▋   | 5317/8000 [00:04<00:01, 1535.25draws/s]
Sampling 4 chains, 212 divergences:  67%|██████▋   | 5323/8000 [00:04<00:01, 1535.25draws/s]
Sampling 4 chains, 213 divergences:  67%|██████▋   | 5332/8000 [00:04<00:01, 1535.25draws/s]
Sampling 4 chains, 214 divergences:  67%|██████▋   | 5337/8000 [00:04<00:01, 1535.25draws/s]
Sampling 4 chains, 215 divergences:  67%|██████▋   | 5340/8000 [00:04<00:01, 1535.25draws/s]
Sampling 4 chains, 216 divergences:  67%|██████▋   | 5341/8000 [00:04<00:01, 1535.25draws/s]
Sampling 4 chains, 217 divergences:  67%|██████▋   | 5355/8000 [00:04<00:01, 1535.25draws/s]
Sampling 4 chains, 218 divergences:  67%|██████▋   | 5364/8000 [00:04<00:01, 1535.25draws/s]
Sampling 4 chains, 219 divergences:  67%|██████▋   | 5367/8000 [00:04<00:01, 1535.25draws/s]
Sampling 4 chains, 220 divergences:  67%|██████▋   | 5377/8000 [00:04<00:01, 1535.25draws/s]
Sampling 4 chains, 221 divergences:  67%|██████▋   | 5385/8000 [00:04<00:01, 1535.25draws/s]
Sampling 4 chains, 222 divergences:  68%|██████▊   | 5402/8000 [00:04<00:01, 1535.25draws/s]
Sampling 4 chains, 223 divergences:  68%|██████▊   | 5407/8000 [00:04<00:01, 1535.25draws/s]
Sampling 4 chains, 223 divergences:  68%|██████▊   | 5445/8000 [00:04<00:01, 1537.53draws/s]
Sampling 4 chains, 224 divergences:  68%|██████▊   | 5463/8000 [00:04<00:01, 1537.53draws/s]
Sampling 4 chains, 225 divergences:  68%|██████▊   | 5468/8000 [00:04<00:01, 1537.53draws/s]
Sampling 4 chains, 226 divergences:  68%|██████▊   | 5469/8000 [00:04<00:01, 1537.53draws/s]
Sampling 4 chains, 227 divergences:  69%|██████▉   | 5523/8000 [00:04<00:01, 1537.53draws/s]
Sampling 4 chains, 228 divergences:  69%|██████▉   | 5539/8000 [00:04<00:01, 1537.53draws/s]
Sampling 4 chains, 229 divergences:  69%|██████▉   | 5543/8000 [00:04<00:01, 1537.53draws/s]
Sampling 4 chains, 230 divergences:  69%|██████▉   | 5546/8000 [00:04<00:01, 1537.53draws/s]
Sampling 4 chains, 231 divergences:  69%|██████▉   | 5557/8000 [00:04<00:01, 1537.53draws/s]
Sampling 4 chains, 232 divergences:  70%|██████▉   | 5561/8000 [00:04<00:01, 1537.53draws/s]
Sampling 4 chains, 233 divergences:  70%|██████▉   | 5578/8000 [00:04<00:01, 1537.53draws/s]
Sampling 4 chains, 234 divergences:  70%|██████▉   | 5581/8000 [00:04<00:01, 1537.53draws/s]
Sampling 4 chains, 235 divergences:  70%|██████▉   | 5588/8000 [00:04<00:01, 1537.53draws/s]
Sampling 4 chains, 236 divergences:  70%|██████▉   | 5590/8000 [00:04<00:01, 1537.53draws/s]
Sampling 4 chains, 237 divergences:  70%|██████▉   | 5593/8000 [00:04<00:01, 1537.53draws/s]
Sampling 4 chains, 238 divergences:  70%|██████▉   | 5594/8000 [00:04<00:01, 1537.53draws/s]
Sampling 4 chains, 239 divergences:  70%|██████▉   | 5596/8000 [00:04<00:01, 1537.53draws/s]
Sampling 4 chains, 240 divergences:  70%|██████▉   | 5598/8000 [00:04<00:01, 1537.53draws/s]
Sampling 4 chains, 240 divergences:  70%|███████   | 5601/8000 [00:04<00:01, 1501.93draws/s]
Sampling 4 chains, 241 divergences:  70%|███████   | 5605/8000 [00:04<00:01, 1501.93draws/s]
Sampling 4 chains, 242 divergences:  70%|███████   | 5609/8000 [00:04<00:01, 1501.93draws/s]
Sampling 4 chains, 243 divergences:  70%|███████   | 5615/8000 [00:04<00:01, 1501.93draws/s]
Sampling 4 chains, 244 divergences:  70%|███████   | 5618/8000 [00:04<00:01, 1501.93draws/s]
Sampling 4 chains, 245 divergences:  70%|███████   | 5621/8000 [00:04<00:01, 1501.93draws/s]
Sampling 4 chains, 246 divergences:  70%|███████   | 5623/8000 [00:04<00:01, 1501.93draws/s]
Sampling 4 chains, 247 divergences:  70%|███████   | 5631/8000 [00:04<00:01, 1501.93draws/s]
Sampling 4 chains, 248 divergences:  70%|███████   | 5633/8000 [00:05<00:01, 1501.93draws/s]
Sampling 4 chains, 249 divergences:  71%|███████   | 5641/8000 [00:05<00:01, 1501.93draws/s]
Sampling 4 chains, 250 divergences:  71%|███████   | 5645/8000 [00:05<00:01, 1501.93draws/s]
Sampling 4 chains, 251 divergences:  71%|███████   | 5646/8000 [00:05<00:01, 1501.93draws/s]
Sampling 4 chains, 252 divergences:  71%|███████   | 5649/8000 [00:05<00:01, 1501.93draws/s]
Sampling 4 chains, 253 divergences:  71%|███████   | 5650/8000 [00:05<00:01, 1501.93draws/s]
Sampling 4 chains, 254 divergences:  71%|███████   | 5679/8000 [00:05<00:01, 1501.93draws/s]
Sampling 4 chains, 255 divergences:  71%|███████   | 5686/8000 [00:05<00:01, 1501.93draws/s]
Sampling 4 chains, 256 divergences:  71%|███████   | 5691/8000 [00:05<00:01, 1501.93draws/s]
Sampling 4 chains, 257 divergences:  71%|███████   | 5698/8000 [00:05<00:01, 1501.93draws/s]
Sampling 4 chains, 258 divergences:  71%|███████▏  | 5702/8000 [00:05<00:01, 1501.93draws/s]
Sampling 4 chains, 259 divergences:  71%|███████▏  | 5716/8000 [00:05<00:01, 1501.93draws/s]
Sampling 4 chains, 260 divergences:  71%|███████▏  | 5718/8000 [00:05<00:01, 1501.93draws/s]
Sampling 4 chains, 261 divergences:  72%|███████▏  | 5721/8000 [00:05<00:01, 1501.93draws/s]
Sampling 4 chains, 262 divergences:  72%|███████▏  | 5732/8000 [00:05<00:01, 1501.93draws/s]
Sampling 4 chains, 263 divergences:  72%|███████▏  | 5739/8000 [00:05<00:01, 1501.93draws/s]
Sampling 4 chains, 264 divergences:  72%|███████▏  | 5746/8000 [00:05<00:01, 1501.93draws/s]
Sampling 4 chains, 265 divergences:  72%|███████▏  | 5751/8000 [00:05<00:01, 1501.93draws/s]
Sampling 4 chains, 266 divergences:  72%|███████▏  | 5764/8000 [00:05<00:01, 1501.93draws/s]
Sampling 4 chains, 267 divergences:  72%|███████▏  | 5768/8000 [00:05<00:01, 1501.93draws/s]
Sampling 4 chains, 268 divergences:  72%|███████▏  | 5773/8000 [00:05<00:01, 1501.93draws/s]
Sampling 4 chains, 269 divergences:  72%|███████▏  | 5774/8000 [00:05<00:01, 1501.93draws/s]
Sampling 4 chains, 269 divergences:  72%|███████▏  | 5775/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 270 divergences:  72%|███████▏  | 5791/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 271 divergences:  72%|███████▏  | 5792/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 272 divergences:  72%|███████▏  | 5794/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 273 divergences:  72%|███████▏  | 5797/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 274 divergences:  72%|███████▏  | 5799/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 275 divergences:  73%|███████▎  | 5801/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 276 divergences:  73%|███████▎  | 5802/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 277 divergences:  73%|███████▎  | 5803/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 278 divergences:  73%|███████▎  | 5806/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 279 divergences:  73%|███████▎  | 5808/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 280 divergences:  73%|███████▎  | 5811/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 281 divergences:  73%|███████▎  | 5812/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 282 divergences:  73%|███████▎  | 5820/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 283 divergences:  73%|███████▎  | 5821/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 284 divergences:  73%|███████▎  | 5822/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 285 divergences:  73%|███████▎  | 5823/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 286 divergences:  73%|███████▎  | 5835/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 287 divergences:  73%|███████▎  | 5843/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 288 divergences:  73%|███████▎  | 5845/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 289 divergences:  74%|███████▎  | 5886/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 290 divergences:  74%|███████▎  | 5894/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 291 divergences:  74%|███████▎  | 5898/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 292 divergences:  74%|███████▍  | 5903/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 293 divergences:  74%|███████▍  | 5904/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 294 divergences:  74%|███████▍  | 5910/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 295 divergences:  74%|███████▍  | 5921/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 296 divergences:  74%|███████▍  | 5925/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 297 divergences:  74%|███████▍  | 5927/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 298 divergences:  74%|███████▍  | 5938/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 299 divergences:  74%|███████▍  | 5942/8000 [00:05<00:01, 1565.87draws/s]
Sampling 4 chains, 299 divergences:  74%|███████▍  | 5944/8000 [00:05<00:01, 1593.33draws/s]
Sampling 4 chains, 300 divergences:  74%|███████▍  | 5944/8000 [00:05<00:01, 1593.33draws/s]
Sampling 4 chains, 301 divergences:  74%|███████▍  | 5953/8000 [00:05<00:01, 1593.33draws/s]
Sampling 4 chains, 302 divergences:  74%|███████▍  | 5958/8000 [00:05<00:01, 1593.33draws/s]
Sampling 4 chains, 303 divergences:  75%|███████▍  | 5962/8000 [00:05<00:01, 1593.33draws/s]
Sampling 4 chains, 304 divergences:  75%|███████▍  | 5963/8000 [00:05<00:01, 1593.33draws/s]
Sampling 4 chains, 305 divergences:  75%|███████▍  | 5971/8000 [00:05<00:01, 1593.33draws/s]
Sampling 4 chains, 306 divergences:  75%|███████▍  | 5990/8000 [00:05<00:01, 1593.33draws/s]
Sampling 4 chains, 307 divergences:  75%|███████▌  | 6019/8000 [00:05<00:01, 1593.33draws/s]
Sampling 4 chains, 308 divergences:  76%|███████▌  | 6051/8000 [00:05<00:01, 1593.33draws/s]
Sampling 4 chains, 309 divergences:  76%|███████▌  | 6076/8000 [00:05<00:01, 1593.33draws/s]
Sampling 4 chains, 310 divergences:  76%|███████▌  | 6087/8000 [00:05<00:01, 1593.33draws/s]
Sampling 4 chains, 311 divergences:  76%|███████▌  | 6089/8000 [00:05<00:01, 1593.33draws/s]
Sampling 4 chains, 311 divergences:  76%|███████▋  | 6105/8000 [00:05<00:01, 1585.10draws/s]
Sampling 4 chains, 312 divergences:  76%|███████▋  | 6111/8000 [00:05<00:01, 1585.10draws/s]
Sampling 4 chains, 313 divergences:  77%|███████▋  | 6148/8000 [00:05<00:01, 1585.10draws/s]
Sampling 4 chains, 314 divergences:  77%|███████▋  | 6156/8000 [00:05<00:01, 1585.10draws/s]
Sampling 4 chains, 314 divergences:  78%|███████▊  | 6265/8000 [00:05<00:01, 1515.30draws/s]
Sampling 4 chains, 315 divergences:  78%|███████▊  | 6277/8000 [00:05<00:01, 1515.30draws/s]
Sampling 4 chains, 316 divergences:  79%|███████▊  | 6297/8000 [00:05<00:01, 1515.30draws/s]
Sampling 4 chains, 316 divergences:  80%|████████  | 6418/8000 [00:05<00:01, 1449.63draws/s]
Sampling 4 chains, 317 divergences:  81%|████████  | 6495/8000 [00:05<00:01, 1449.63draws/s]
Sampling 4 chains, 318 divergences:  82%|████████▏ | 6527/8000 [00:05<00:01, 1449.63draws/s]
Sampling 4 chains, 318 divergences:  82%|████████▏ | 6565/8000 [00:05<00:01, 1428.06draws/s]
Sampling 4 chains, 319 divergences:  83%|████████▎ | 6601/8000 [00:05<00:00, 1428.06draws/s]
Sampling 4 chains, 320 divergences:  83%|████████▎ | 6639/8000 [00:05<00:00, 1428.06draws/s]
Sampling 4 chains, 320 divergences:  84%|████████▍ | 6709/8000 [00:05<00:00, 1348.97draws/s]
Sampling 4 chains, 321 divergences:  85%|████████▍ | 6766/8000 [00:05<00:00, 1348.97draws/s]
Sampling 4 chains, 322 divergences:  85%|████████▍ | 6796/8000 [00:05<00:00, 1348.97draws/s]
Sampling 4 chains, 323 divergences:  85%|████████▌ | 6807/8000 [00:05<00:00, 1348.97draws/s]
Sampling 4 chains, 324 divergences:  85%|████████▌ | 6810/8000 [00:05<00:00, 1348.97draws/s]
Sampling 4 chains, 325 divergences:  85%|████████▌ | 6815/8000 [00:05<00:00, 1348.97draws/s]
Sampling 4 chains, 326 divergences:  85%|████████▌ | 6826/8000 [00:05<00:00, 1348.97draws/s]
Sampling 4 chains, 327 divergences:  85%|████████▌ | 6829/8000 [00:05<00:00, 1348.97draws/s]
Sampling 4 chains, 328 divergences:  85%|████████▌ | 6831/8000 [00:05<00:00, 1348.97draws/s]
Sampling 4 chains, 329 divergences:  85%|████████▌ | 6832/8000 [00:05<00:00, 1348.97draws/s]
Sampling 4 chains, 330 divergences:  86%|████████▌ | 6845/8000 [00:05<00:00, 1348.97draws/s]
Sampling 4 chains, 330 divergences:  86%|████████▌ | 6853/8000 [00:05<00:00, 1373.93draws/s]
Sampling 4 chains, 331 divergences:  86%|████████▌ | 6862/8000 [00:05<00:00, 1373.93draws/s]
Sampling 4 chains, 332 divergences:  86%|████████▌ | 6882/8000 [00:05<00:00, 1373.93draws/s]
Sampling 4 chains, 333 divergences:  87%|████████▋ | 6935/8000 [00:05<00:00, 1373.93draws/s]
Sampling 4 chains, 334 divergences:  87%|████████▋ | 6951/8000 [00:05<00:00, 1373.93draws/s]
Sampling 4 chains, 335 divergences:  87%|████████▋ | 6979/8000 [00:05<00:00, 1373.93draws/s]
Sampling 4 chains, 336 divergences:  87%|████████▋ | 6996/8000 [00:05<00:00, 1373.93draws/s]
Sampling 4 chains, 336 divergences:  87%|████████▋ | 6997/8000 [00:05<00:00, 1392.34draws/s]
Sampling 4 chains, 337 divergences:  88%|████████▊ | 7009/8000 [00:05<00:00, 1392.34draws/s]
Sampling 4 chains, 338 divergences:  88%|████████▊ | 7020/8000 [00:05<00:00, 1392.34draws/s]
Sampling 4 chains, 339 divergences:  88%|████████▊ | 7032/8000 [00:05<00:00, 1392.34draws/s]
Sampling 4 chains, 340 divergences:  88%|████████▊ | 7034/8000 [00:05<00:00, 1392.34draws/s]
Sampling 4 chains, 341 divergences:  88%|████████▊ | 7036/8000 [00:05<00:00, 1392.34draws/s]
Sampling 4 chains, 342 divergences:  88%|████████▊ | 7050/8000 [00:05<00:00, 1392.34draws/s]
Sampling 4 chains, 343 divergences:  88%|████████▊ | 7051/8000 [00:05<00:00, 1392.34draws/s]
Sampling 4 chains, 344 divergences:  88%|████████▊ | 7055/8000 [00:05<00:00, 1392.34draws/s]
Sampling 4 chains, 345 divergences:  88%|████████▊ | 7057/8000 [00:05<00:00, 1392.34draws/s]
Sampling 4 chains, 346 divergences:  88%|████████▊ | 7059/8000 [00:05<00:00, 1392.34draws/s]
Sampling 4 chains, 347 divergences:  88%|████████▊ | 7063/8000 [00:05<00:00, 1392.34draws/s]
Sampling 4 chains, 348 divergences:  88%|████████▊ | 7068/8000 [00:05<00:00, 1392.34draws/s]
Sampling 4 chains, 349 divergences:  88%|████████▊ | 7075/8000 [00:05<00:00, 1392.34draws/s]
Sampling 4 chains, 350 divergences:  89%|████████▊ | 7092/8000 [00:06<00:00, 1392.34draws/s]
Sampling 4 chains, 351 divergences:  89%|████████▊ | 7094/8000 [00:06<00:00, 1392.34draws/s]
Sampling 4 chains, 352 divergences:  89%|████████▊ | 7096/8000 [00:06<00:00, 1392.34draws/s]
Sampling 4 chains, 353 divergences:  89%|████████▉ | 7111/8000 [00:06<00:00, 1392.34draws/s]
Sampling 4 chains, 354 divergences:  89%|████████▉ | 7116/8000 [00:06<00:00, 1392.34draws/s]
Sampling 4 chains, 355 divergences:  89%|████████▉ | 7124/8000 [00:06<00:00, 1392.34draws/s]
Sampling 4 chains, 356 divergences:  89%|████████▉ | 7129/8000 [00:06<00:00, 1392.34draws/s]
Sampling 4 chains, 357 divergences:  89%|████████▉ | 7140/8000 [00:06<00:00, 1392.34draws/s]
Sampling 4 chains, 358 divergences:  89%|████████▉ | 7143/8000 [00:06<00:00, 1392.34draws/s]
Sampling 4 chains, 359 divergences:  89%|████████▉ | 7145/8000 [00:06<00:00, 1392.34draws/s]
Sampling 4 chains, 360 divergences:  89%|████████▉ | 7146/8000 [00:06<00:00, 1392.34draws/s]
Sampling 4 chains, 360 divergences:  90%|████████▉ | 7161/8000 [00:06<00:00, 1455.85draws/s]
Sampling 4 chains, 361 divergences:  90%|████████▉ | 7169/8000 [00:06<00:00, 1455.85draws/s]
Sampling 4 chains, 362 divergences:  90%|████████▉ | 7189/8000 [00:06<00:00, 1455.85draws/s]
Sampling 4 chains, 363 divergences:  90%|█████████ | 7235/8000 [00:06<00:00, 1455.85draws/s]
Sampling 4 chains, 364 divergences:  90%|█████████ | 7239/8000 [00:06<00:00, 1455.85draws/s]
Sampling 4 chains, 365 divergences:  91%|█████████ | 7242/8000 [00:06<00:00, 1455.85draws/s]
Sampling 4 chains, 366 divergences:  91%|█████████ | 7244/8000 [00:06<00:00, 1455.85draws/s]
Sampling 4 chains, 367 divergences:  91%|█████████ | 7247/8000 [00:06<00:00, 1455.85draws/s]
Sampling 4 chains, 368 divergences:  91%|█████████ | 7252/8000 [00:06<00:00, 1455.85draws/s]
Sampling 4 chains, 369 divergences:  91%|█████████ | 7253/8000 [00:06<00:00, 1455.85draws/s]
Sampling 4 chains, 370 divergences:  91%|█████████ | 7258/8000 [00:06<00:00, 1455.85draws/s]
Sampling 4 chains, 371 divergences:  91%|█████████ | 7261/8000 [00:06<00:00, 1455.85draws/s]
Sampling 4 chains, 372 divergences:  91%|█████████ | 7265/8000 [00:06<00:00, 1455.85draws/s]
Sampling 4 chains, 373 divergences:  91%|█████████ | 7270/8000 [00:06<00:00, 1455.85draws/s]
Sampling 4 chains, 374 divergences:  91%|█████████ | 7272/8000 [00:06<00:00, 1455.85draws/s]
Sampling 4 chains, 375 divergences:  91%|█████████ | 7284/8000 [00:06<00:00, 1455.85draws/s]
Sampling 4 chains, 376 divergences:  91%|█████████ | 7291/8000 [00:06<00:00, 1455.85draws/s]
Sampling 4 chains, 377 divergences:  91%|█████████ | 7296/8000 [00:06<00:00, 1455.85draws/s]
Sampling 4 chains, 378 divergences:  91%|█████████▏| 7308/8000 [00:06<00:00, 1455.85draws/s]
Sampling 4 chains, 378 divergences:  91%|█████████▏| 7309/8000 [00:06<00:00, 1418.94draws/s]
Sampling 4 chains, 379 divergences:  91%|█████████▏| 7311/8000 [00:06<00:00, 1418.94draws/s]
Sampling 4 chains, 380 divergences:  92%|█████████▏| 7398/8000 [00:06<00:00, 1418.94draws/s]
Sampling 4 chains, 381 divergences:  93%|█████████▎| 7428/8000 [00:06<00:00, 1418.94draws/s]
Sampling 4 chains, 382 divergences:  93%|█████████▎| 7439/8000 [00:06<00:00, 1418.94draws/s]
Sampling 4 chains, 382 divergences:  93%|█████████▎| 7453/8000 [00:06<00:00, 1259.14draws/s]
Sampling 4 chains, 383 divergences:  93%|█████████▎| 7474/8000 [00:06<00:00, 1259.14draws/s]
Sampling 4 chains, 384 divergences:  94%|█████████▍| 7505/8000 [00:06<00:00, 1259.14draws/s]
Sampling 4 chains, 385 divergences:  94%|█████████▍| 7541/8000 [00:06<00:00, 1259.14draws/s]
Sampling 4 chains, 385 divergences:  95%|█████████▍| 7584/8000 [00:06<00:00, 1196.04draws/s]
Sampling 4 chains, 385 divergences:  96%|█████████▋| 7708/8000 [00:06<00:00, 1158.29draws/s]
Sampling 4 chains, 386 divergences:  97%|█████████▋| 7758/8000 [00:06<00:00, 1158.29draws/s]
Sampling 4 chains, 387 divergences:  98%|█████████▊| 7823/8000 [00:06<00:00, 1158.29draws/s]
Sampling 4 chains, 387 divergences:  98%|█████████▊| 7827/8000 [00:06<00:00, 1148.12draws/s]
Sampling 4 chains, 388 divergences:  98%|█████████▊| 7828/8000 [00:06<00:00, 1148.12draws/s]
Sampling 4 chains, 389 divergences:  98%|█████████▊| 7830/8000 [00:06<00:00, 1148.12draws/s]
Sampling 4 chains, 390 divergences:  98%|█████████▊| 7831/8000 [00:06<00:00, 1148.12draws/s]
Sampling 4 chains, 391 divergences:  98%|█████████▊| 7848/8000 [00:06<00:00, 1148.12draws/s]
Sampling 4 chains, 392 divergences:  98%|█████████▊| 7868/8000 [00:06<00:00, 1148.12draws/s]
Sampling 4 chains, 393 divergences:  99%|█████████▊| 7882/8000 [00:06<00:00, 1148.12draws/s]
Sampling 4 chains, 394 divergences:  99%|█████████▉| 7902/8000 [00:06<00:00, 1148.12draws/s]
Sampling 4 chains, 395 divergences:  99%|█████████▉| 7917/8000 [00:06<00:00, 1148.12draws/s]
Sampling 4 chains, 396 divergences:  99%|█████████▉| 7920/8000 [00:06<00:00, 1148.12draws/s]
Sampling 4 chains, 396 divergences:  99%|█████████▉| 7944/8000 [00:06<00:00, 1096.48draws/s]
Sampling 4 chains, 396 divergences: 100%|██████████| 8000/8000 [00:06<00:00, 1158.14draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 49/8000 [00:00<00:16, 468.12draws/s]
Sampling 4 chains, 0 divergences:   1%|▏         | 101/8000 [00:00<00:16, 482.02draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 163/8000 [00:00<00:15, 514.40draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 235/8000 [00:00<00:13, 560.03draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 310/8000 [00:00<00:12, 605.14draws/s]
Sampling 4 chains, 0 divergences:   5%|▍         | 385/8000 [00:00<00:11, 640.97draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 457/8000 [00:00<00:11, 662.37draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 526/8000 [00:00<00:11, 667.53draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 604/8000 [00:00<00:10, 696.58draws/s]
Sampling 4 chains, 0 divergences:   9%|▊         | 682/8000 [00:01<00:10, 719.29draws/s]
Sampling 4 chains, 0 divergences:  10%|▉         | 770/8000 [00:01<00:09, 760.78draws/s]
Sampling 4 chains, 0 divergences:  11%|█         | 850/8000 [00:01<00:09, 771.86draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 930/8000 [00:01<00:09, 779.68draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1009/8000 [00:01<00:08, 777.00draws/s]
Sampling 4 chains, 0 divergences:  14%|█▎        | 1087/8000 [00:01<00:09, 741.57draws/s]
Sampling 4 chains, 0 divergences:  15%|█▍        | 1163/8000 [00:01<00:09, 744.20draws/s]
Sampling 4 chains, 0 divergences:  15%|█▌        | 1238/8000 [00:01<00:09, 711.79draws/s]
Sampling 4 chains, 0 divergences:  16%|█▋        | 1319/8000 [00:01<00:09, 734.20draws/s]
Sampling 4 chains, 0 divergences:  18%|█▊        | 1406/8000 [00:01<00:08, 770.03draws/s]
Sampling 4 chains, 0 divergences:  19%|█▊        | 1484/8000 [00:02<00:08, 739.75draws/s]
Sampling 4 chains, 0 divergences:  20%|█▉        | 1571/8000 [00:02<00:08, 773.78draws/s]
Sampling 4 chains, 0 divergences:  21%|██        | 1650/8000 [00:02<00:08, 764.59draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1738/8000 [00:02<00:07, 792.16draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1818/8000 [00:02<00:08, 753.13draws/s]
Sampling 4 chains, 0 divergences:  24%|██▎       | 1895/8000 [00:02<00:08, 751.37draws/s]
Sampling 4 chains, 0 divergences:  25%|██▍       | 1974/8000 [00:02<00:07, 761.70draws/s]
Sampling 4 chains, 0 divergences:  26%|██▌       | 2051/8000 [00:02<00:07, 746.29draws/s]
Sampling 4 chains, 0 divergences:  27%|██▋       | 2137/8000 [00:02<00:07, 775.26draws/s]
Sampling 4 chains, 0 divergences:  28%|██▊       | 2216/8000 [00:03<00:07, 765.43draws/s]
Sampling 4 chains, 0 divergences:  29%|██▊       | 2295/8000 [00:03<00:07, 768.95draws/s]
Sampling 4 chains, 0 divergences:  30%|██▉       | 2373/8000 [00:03<00:07, 730.66draws/s]
Sampling 4 chains, 0 divergences:  31%|███       | 2447/8000 [00:03<00:07, 712.99draws/s]
Sampling 4 chains, 0 divergences:  32%|███▏      | 2523/8000 [00:03<00:07, 723.45draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2602/8000 [00:03<00:07, 739.38draws/s]
Sampling 4 chains, 0 divergences:  34%|███▎      | 2683/8000 [00:03<00:07, 756.89draws/s]
Sampling 4 chains, 0 divergences:  34%|███▍      | 2760/8000 [00:03<00:07, 744.63draws/s]
Sampling 4 chains, 0 divergences:  35%|███▌      | 2835/8000 [00:03<00:07, 735.64draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2926/8000 [00:03<00:06, 779.58draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3014/8000 [00:04<00:06, 806.97draws/s]
Sampling 4 chains, 0 divergences:  39%|███▊      | 3096/8000 [00:04<00:06, 801.18draws/s]
Sampling 4 chains, 0 divergences:  40%|███▉      | 3177/8000 [00:04<00:06, 775.86draws/s]
Sampling 4 chains, 0 divergences:  41%|████      | 3256/8000 [00:04<00:06, 772.87draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3348/8000 [00:04<00:05, 809.63draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3430/8000 [00:04<00:06, 761.00draws/s]
Sampling 4 chains, 0 divergences:  44%|████▍     | 3525/8000 [00:04<00:05, 804.17draws/s]
Sampling 4 chains, 0 divergences:  45%|████▌     | 3607/8000 [00:04<00:05, 797.82draws/s]
Sampling 4 chains, 0 divergences:  46%|████▌     | 3688/8000 [00:04<00:05, 786.19draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3768/8000 [00:05<00:05, 779.01draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3847/8000 [00:05<00:05, 748.80draws/s]
Sampling 4 chains, 0 divergences:  49%|████▉     | 3927/8000 [00:05<00:05, 762.43draws/s]
Sampling 4 chains, 0 divergences:  50%|█████     | 4008/8000 [00:05<00:05, 773.52draws/s]
Sampling 4 chains, 0 divergences:  51%|█████     | 4086/8000 [00:05<00:05, 760.09draws/s]
Sampling 4 chains, 0 divergences:  52%|█████▏    | 4163/8000 [00:05<00:05, 725.07draws/s]
Sampling 4 chains, 0 divergences:  53%|█████▎    | 4237/8000 [00:05<00:05, 709.85draws/s]
Sampling 4 chains, 0 divergences:  54%|█████▍    | 4309/8000 [00:05<00:05, 709.65draws/s]
Sampling 4 chains, 0 divergences:  55%|█████▍    | 4382/8000 [00:05<00:05, 715.30draws/s]
Sampling 4 chains, 0 divergences:  56%|█████▌    | 4475/8000 [00:05<00:04, 767.10draws/s]
Sampling 4 chains, 0 divergences:  57%|█████▋    | 4553/8000 [00:06<00:04, 734.93draws/s]
Sampling 4 chains, 0 divergences:  58%|█████▊    | 4628/8000 [00:06<00:04, 732.95draws/s]
Sampling 4 chains, 0 divergences:  59%|█████▉    | 4703/8000 [00:06<00:04, 694.78draws/s]
Sampling 4 chains, 0 divergences:  60%|█████▉    | 4774/8000 [00:06<00:04, 687.04draws/s]
Sampling 4 chains, 0 divergences:  61%|██████    | 4844/8000 [00:06<00:04, 684.64draws/s]
Sampling 4 chains, 0 divergences:  61%|██████▏   | 4916/8000 [00:06<00:04, 694.74draws/s]
Sampling 4 chains, 0 divergences:  63%|██████▎   | 5001/8000 [00:06<00:04, 727.25draws/s]
Sampling 4 chains, 0 divergences:  64%|██████▎   | 5089/8000 [00:06<00:03, 759.54draws/s]
Sampling 4 chains, 0 divergences:  65%|██████▍   | 5166/8000 [00:06<00:03, 756.09draws/s]
Sampling 4 chains, 0 divergences:  66%|██████▌   | 5243/8000 [00:07<00:03, 726.58draws/s]
Sampling 4 chains, 0 divergences:  66%|██████▋   | 5317/8000 [00:07<00:03, 710.03draws/s]
Sampling 4 chains, 0 divergences:  68%|██████▊   | 5401/8000 [00:07<00:03, 742.81draws/s]
Sampling 4 chains, 0 divergences:  69%|██████▊   | 5488/8000 [00:07<00:03, 776.84draws/s]
Sampling 4 chains, 0 divergences:  70%|██████▉   | 5568/8000 [00:07<00:03, 782.57draws/s]
Sampling 4 chains, 0 divergences:  71%|███████   | 5659/8000 [00:07<00:02, 816.46draws/s]
Sampling 4 chains, 0 divergences:  72%|███████▏  | 5742/8000 [00:07<00:02, 816.70draws/s]
Sampling 4 chains, 0 divergences:  73%|███████▎  | 5825/8000 [00:07<00:02, 811.83draws/s]
Sampling 4 chains, 0 divergences:  74%|███████▍  | 5910/8000 [00:07<00:02, 819.60draws/s]
Sampling 4 chains, 0 divergences:  75%|███████▍  | 5993/8000 [00:07<00:02, 780.10draws/s]
Sampling 4 chains, 0 divergences:  76%|███████▌  | 6072/8000 [00:08<00:02, 782.58draws/s]
Sampling 4 chains, 0 divergences:  77%|███████▋  | 6151/8000 [00:08<00:02, 752.46draws/s]
Sampling 4 chains, 0 divergences:  78%|███████▊  | 6228/8000 [00:08<00:02, 754.27draws/s]
Sampling 4 chains, 0 divergences:  79%|███████▉  | 6304/8000 [00:08<00:02, 728.02draws/s]
Sampling 4 chains, 0 divergences:  80%|███████▉  | 6383/8000 [00:08<00:02, 744.67draws/s]
Sampling 4 chains, 0 divergences:  81%|████████  | 6460/8000 [00:08<00:02, 748.09draws/s]
Sampling 4 chains, 0 divergences:  82%|████████▏ | 6537/8000 [00:08<00:01, 752.37draws/s]
Sampling 4 chains, 0 divergences:  83%|████████▎ | 6615/8000 [00:08<00:01, 758.93draws/s]
Sampling 4 chains, 0 divergences:  84%|████████▎ | 6692/8000 [00:08<00:01, 742.59draws/s]
Sampling 4 chains, 0 divergences:  85%|████████▍ | 6779/8000 [00:09<00:01, 776.39draws/s]
Sampling 4 chains, 0 divergences:  86%|████████▌ | 6858/8000 [00:09<00:01, 779.87draws/s]
Sampling 4 chains, 0 divergences:  87%|████████▋ | 6938/8000 [00:09<00:01, 784.32draws/s]
Sampling 4 chains, 0 divergences:  88%|████████▊ | 7019/8000 [00:09<00:01, 789.15draws/s]
Sampling 4 chains, 0 divergences:  89%|████████▉ | 7101/8000 [00:09<00:01, 797.17draws/s]
Sampling 4 chains, 0 divergences:  90%|████████▉ | 7181/8000 [00:09<00:01, 797.36draws/s]
Sampling 4 chains, 0 divergences:  91%|█████████ | 7265/8000 [00:09<00:00, 803.01draws/s]
Sampling 4 chains, 0 divergences:  92%|█████████▏| 7346/8000 [00:09<00:00, 796.43draws/s]
Sampling 4 chains, 0 divergences:  93%|█████████▎| 7426/8000 [00:09<00:00, 793.75draws/s]
Sampling 4 chains, 0 divergences:  94%|█████████▍| 7506/8000 [00:09<00:00, 788.21draws/s]
Sampling 4 chains, 0 divergences:  95%|█████████▍| 7585/8000 [00:10<00:00, 788.00draws/s]
Sampling 4 chains, 0 divergences:  96%|█████████▌| 7664/8000 [00:10<00:00, 665.68draws/s]
Sampling 4 chains, 0 divergences:  97%|█████████▋| 7734/8000 [00:10<00:00, 611.99draws/s]
Sampling 4 chains, 0 divergences:  97%|█████████▋| 7799/8000 [00:10<00:00, 580.63draws/s]
Sampling 4 chains, 0 divergences:  98%|█████████▊| 7866/8000 [00:10<00:00, 600.95draws/s]
Sampling 4 chains, 0 divergences:  99%|█████████▉| 7929/8000 [00:10<00:00, 559.93draws/s]
Sampling 4 chains, 0 divergences: 100%|█████████▉| 7987/8000 [00:10<00:00, 505.14draws/s]
Sampling 4 chains, 0 divergences: 100%|██████████| 8000/8000 [00:10<00:00, 734.68draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 58/8000 [00:00<00:14, 540.66draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 91/8000 [00:00<00:17, 450.18draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 128/8000 [00:00<00:18, 420.19draws/s]
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Sampling 4 chains, 0 divergences:  87%|████████▋ | 6960/8000 [00:09<00:01, 810.96draws/s]
Sampling 4 chains, 0 divergences:  88%|████████▊ | 7042/8000 [00:09<00:01, 796.15draws/s]
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Sampling 4 chains, 0 divergences:  91%|█████████ | 7286/8000 [00:10<00:00, 791.76draws/s]
Sampling 4 chains, 0 divergences:  92%|█████████▏| 7371/8000 [00:10<00:00, 807.79draws/s]
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Sampling 4 chains, 0 divergences:  98%|█████████▊| 7858/8000 [00:10<00:00, 749.16draws/s]
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Sampling 4 chains, 0 divergences: 100%|██████████| 8000/8000 [00:11<00:00, 716.52draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 70/8000 [00:00<00:11, 691.96draws/s]
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Sampling 4 chains, 0 divergences:   2%|▏         | 188/8000 [00:00<00:12, 631.95draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 255/8000 [00:00<00:12, 642.36draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 332/8000 [00:00<00:11, 675.37draws/s]
Sampling 4 chains, 0 divergences:   5%|▍         | 398/8000 [00:00<00:11, 669.34draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 484/8000 [00:00<00:10, 716.37draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 562/8000 [00:00<00:10, 734.26draws/s]
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Sampling 4 chains, 0 divergences:  87%|████████▋ | 6971/8000 [00:08<00:01, 833.32draws/s]
Sampling 4 chains, 0 divergences:  88%|████████▊ | 7055/8000 [00:08<00:01, 811.53draws/s]
Sampling 4 chains, 0 divergences:  89%|████████▉ | 7143/8000 [00:08<00:01, 830.49draws/s]
Sampling 4 chains, 0 divergences:  90%|█████████ | 7229/8000 [00:09<00:00, 838.47draws/s]
Sampling 4 chains, 0 divergences:  91%|█████████▏| 7314/8000 [00:09<00:00, 810.42draws/s]
Sampling 4 chains, 0 divergences:  92%|█████████▏| 7396/8000 [00:09<00:00, 792.76draws/s]
Sampling 4 chains, 0 divergences:  94%|█████████▎| 7485/8000 [00:09<00:00, 817.22draws/s]
Sampling 4 chains, 0 divergences:  95%|█████████▍| 7571/8000 [00:09<00:00, 826.45draws/s]
Sampling 4 chains, 0 divergences:  96%|█████████▌| 7656/8000 [00:09<00:00, 825.14draws/s]
Sampling 4 chains, 0 divergences:  97%|█████████▋| 7751/8000 [00:09<00:00, 857.05draws/s]
Sampling 4 chains, 0 divergences:  98%|█████████▊| 7839/8000 [00:09<00:00, 858.96draws/s]
Sampling 4 chains, 0 divergences:  99%|█████████▉| 7926/8000 [00:09<00:00, 803.64draws/s]
Sampling 4 chains, 0 divergences: 100%|██████████| 8000/8000 [00:10<00:00, 795.92draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   0%|          | 39/8000 [00:00<00:22, 350.08draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 98/8000 [00:00<00:19, 397.99draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 139/8000 [00:00<00:19, 399.99draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 198/8000 [00:00<00:17, 442.06draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 256/8000 [00:00<00:16, 474.15draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 335/8000 [00:00<00:14, 537.04draws/s]
Sampling 4 chains, 0 divergences:   5%|▌         | 408/8000 [00:00<00:13, 581.01draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 468/8000 [00:00<00:12, 584.00draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 534/8000 [00:00<00:12, 604.53draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 596/8000 [00:01<00:12, 607.12draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 659/8000 [00:01<00:11, 613.75draws/s]
Sampling 4 chains, 0 divergences:   9%|▉         | 735/8000 [00:01<00:11, 650.69draws/s]
Sampling 4 chains, 0 divergences:  10%|█         | 801/8000 [00:01<00:11, 652.13draws/s]
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Sampling 4 chains, 0 divergences:  43%|████▎     | 3413/8000 [00:04<00:05, 791.40draws/s]
Sampling 4 chains, 0 divergences:  44%|████▎     | 3493/8000 [00:04<00:05, 762.01draws/s]
Sampling 4 chains, 0 divergences:  45%|████▍     | 3572/8000 [00:04<00:05, 767.36draws/s]
Sampling 4 chains, 0 divergences:  46%|████▌     | 3650/8000 [00:04<00:05, 767.50draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3728/8000 [00:05<00:05, 719.40draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3801/8000 [00:05<00:05, 708.71draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3873/8000 [00:05<00:05, 701.64draws/s]
Sampling 4 chains, 0 divergences:  49%|████▉     | 3944/8000 [00:05<00:05, 687.62draws/s]
Sampling 4 chains, 0 divergences:  50%|█████     | 4016/8000 [00:05<00:05, 695.30draws/s]
Sampling 4 chains, 0 divergences:  51%|█████     | 4096/8000 [00:05<00:05, 723.23draws/s]
Sampling 4 chains, 0 divergences:  52%|█████▏    | 4172/8000 [00:05<00:05, 733.31draws/s]
Sampling 4 chains, 0 divergences:  53%|█████▎    | 4252/8000 [00:05<00:04, 751.46draws/s]
Sampling 4 chains, 0 divergences:  54%|█████▍    | 4343/8000 [00:05<00:04, 792.71draws/s]
Sampling 4 chains, 0 divergences:  55%|█████▌    | 4424/8000 [00:06<00:04, 786.59draws/s]
Sampling 4 chains, 0 divergences:  56%|█████▋    | 4515/8000 [00:06<00:04, 818.13draws/s]
Sampling 4 chains, 0 divergences:  58%|█████▊    | 4610/8000 [00:06<00:03, 853.35draws/s]
Sampling 4 chains, 0 divergences:  59%|█████▉    | 4705/8000 [00:06<00:03, 880.11draws/s]
Sampling 4 chains, 0 divergences:  60%|█████▉    | 4794/8000 [00:06<00:03, 859.80draws/s]
Sampling 4 chains, 0 divergences:  61%|██████    | 4882/8000 [00:06<00:03, 864.51draws/s]
Sampling 4 chains, 0 divergences:  62%|██████▏   | 4971/8000 [00:06<00:03, 866.96draws/s]
Sampling 4 chains, 0 divergences:  63%|██████▎   | 5059/8000 [00:06<00:03, 855.33draws/s]
Sampling 4 chains, 0 divergences:  64%|██████▍   | 5145/8000 [00:06<00:03, 848.30draws/s]
Sampling 4 chains, 0 divergences:  65%|██████▌   | 5234/8000 [00:06<00:03, 859.05draws/s]
Sampling 4 chains, 0 divergences:  67%|██████▋   | 5321/8000 [00:07<00:03, 841.92draws/s]
Sampling 4 chains, 0 divergences:  68%|██████▊   | 5406/8000 [00:07<00:03, 839.77draws/s]
Sampling 4 chains, 0 divergences:  69%|██████▉   | 5501/8000 [00:07<00:02, 868.64draws/s]
Sampling 4 chains, 1 divergences:  69%|██████▉   | 5559/8000 [00:07<00:02, 868.64draws/s]
Sampling 4 chains, 1 divergences:  70%|███████   | 5604/8000 [00:07<00:02, 910.41draws/s]
Sampling 4 chains, 1 divergences:  71%|███████▏  | 5704/8000 [00:07<00:02, 934.28draws/s]
Sampling 4 chains, 1 divergences:  72%|███████▏  | 5799/8000 [00:07<00:02, 904.29draws/s]
Sampling 4 chains, 1 divergences:  74%|███████▎  | 5891/8000 [00:07<00:02, 866.82draws/s]
Sampling 4 chains, 1 divergences:  75%|███████▍  | 5984/8000 [00:07<00:02, 884.55draws/s]
Sampling 4 chains, 1 divergences:  76%|███████▌  | 6074/8000 [00:07<00:02, 881.54draws/s]
Sampling 4 chains, 2 divergences:  76%|███████▌  | 6085/8000 [00:07<00:02, 881.54draws/s]
Sampling 4 chains, 3 divergences:  77%|███████▋  | 6153/8000 [00:08<00:02, 881.54draws/s]
Sampling 4 chains, 3 divergences:  77%|███████▋  | 6163/8000 [00:08<00:02, 880.46draws/s]
Sampling 4 chains, 3 divergences:  78%|███████▊  | 6252/8000 [00:08<00:01, 876.06draws/s]
Sampling 4 chains, 3 divergences:  79%|███████▉  | 6348/8000 [00:08<00:01, 897.36draws/s]
Sampling 4 chains, 3 divergences:  80%|████████  | 6439/8000 [00:08<00:01, 869.36draws/s]
Sampling 4 chains, 3 divergences:  82%|████████▏ | 6529/8000 [00:08<00:01, 877.04draws/s]
Sampling 4 chains, 3 divergences:  83%|████████▎ | 6628/8000 [00:08<00:01, 904.37draws/s]
Sampling 4 chains, 4 divergences:  83%|████████▎ | 6649/8000 [00:08<00:01, 904.37draws/s]
Sampling 4 chains, 4 divergences:  84%|████████▍ | 6720/8000 [00:08<00:01, 908.64draws/s]
Sampling 4 chains, 4 divergences:  85%|████████▌ | 6812/8000 [00:08<00:01, 909.20draws/s]
Sampling 4 chains, 4 divergences:  86%|████████▋ | 6904/8000 [00:08<00:01, 846.65draws/s]
Sampling 4 chains, 5 divergences:  86%|████████▋ | 6911/8000 [00:08<00:01, 846.65draws/s]
Sampling 4 chains, 5 divergences:  87%|████████▋ | 6992/8000 [00:08<00:01, 856.21draws/s]
Sampling 4 chains, 6 divergences:  88%|████████▊ | 7067/8000 [00:09<00:01, 856.21draws/s]
Sampling 4 chains, 6 divergences:  88%|████████▊ | 7079/8000 [00:09<00:01, 809.27draws/s]
Sampling 4 chains, 6 divergences:  90%|████████▉ | 7180/8000 [00:09<00:00, 859.86draws/s]
Sampling 4 chains, 6 divergences:  91%|█████████ | 7272/8000 [00:09<00:00, 872.67draws/s]
Sampling 4 chains, 6 divergences:  92%|█████████▏| 7361/8000 [00:09<00:00, 817.98draws/s]
Sampling 4 chains, 6 divergences:  93%|█████████▎| 7445/8000 [00:09<00:00, 797.24draws/s]
Sampling 4 chains, 6 divergences:  94%|█████████▍| 7526/8000 [00:09<00:00, 792.38draws/s]
Sampling 4 chains, 6 divergences:  95%|█████████▌| 7607/8000 [00:09<00:00, 758.19draws/s]
Sampling 4 chains, 6 divergences:  96%|█████████▌| 7688/8000 [00:09<00:00, 771.63draws/s]
Sampling 4 chains, 6 divergences:  97%|█████████▋| 7766/8000 [00:09<00:00, 741.50draws/s]
Sampling 4 chains, 6 divergences:  98%|█████████▊| 7841/8000 [00:10<00:00, 639.66draws/s]
Sampling 4 chains, 6 divergences:  99%|█████████▉| 7908/8000 [00:10<00:00, 511.11draws/s]
Sampling 4 chains, 6 divergences: 100%|█████████▉| 7966/8000 [00:10<00:00, 446.67draws/s]
Sampling 4 chains, 6 divergences: 100%|██████████| 8000/8000 [00:10<00:00, 754.57draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 56/8000 [00:00<00:14, 555.17draws/s]
Sampling 4 chains, 0 divergences:   1%|▏         | 108/8000 [00:00<00:14, 544.04draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 178/8000 [00:00<00:13, 577.37draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 242/8000 [00:00<00:13, 593.65draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 303/8000 [00:00<00:12, 595.74draws/s]
Sampling 4 chains, 0 divergences:   5%|▍         | 376/8000 [00:00<00:12, 628.76draws/s]
Sampling 4 chains, 0 divergences:   5%|▌         | 434/8000 [00:00<00:12, 613.29draws/s]
Sampling 4 chains, 0 divergences:   6%|▋         | 503/8000 [00:00<00:11, 634.35draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 574/8000 [00:00<00:11, 653.83draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 650/8000 [00:01<00:10, 680.21draws/s]
Sampling 4 chains, 0 divergences:   9%|▉         | 730/8000 [00:01<00:10, 710.29draws/s]
Sampling 4 chains, 0 divergences:  10%|█         | 801/8000 [00:01<00:10, 706.02draws/s]
Sampling 4 chains, 0 divergences:  11%|█         | 890/8000 [00:01<00:09, 752.68draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 968/8000 [00:01<00:09, 757.33draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1045/8000 [00:01<00:09, 731.29draws/s]
Sampling 4 chains, 0 divergences:  14%|█▍        | 1125/8000 [00:01<00:09, 748.57draws/s]
Sampling 4 chains, 0 divergences:  15%|█▌        | 1201/8000 [00:01<00:09, 729.56draws/s]
Sampling 4 chains, 0 divergences:  16%|█▌        | 1282/8000 [00:01<00:08, 750.07draws/s]
Sampling 4 chains, 0 divergences:  17%|█▋        | 1360/8000 [00:01<00:08, 757.85draws/s]
Sampling 4 chains, 0 divergences:  18%|█▊        | 1437/8000 [00:02<00:08, 755.24draws/s]
Sampling 4 chains, 0 divergences:  19%|█▉        | 1513/8000 [00:02<00:08, 744.98draws/s]
Sampling 4 chains, 0 divergences:  20%|█▉        | 1588/8000 [00:02<00:09, 706.66draws/s]
Sampling 4 chains, 0 divergences:  21%|██        | 1660/8000 [00:02<00:09, 699.81draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1731/8000 [00:02<00:09, 654.76draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1815/8000 [00:02<00:08, 700.40draws/s]
Sampling 4 chains, 0 divergences:  24%|██▍       | 1901/8000 [00:02<00:08, 741.35draws/s]
Sampling 4 chains, 0 divergences:  25%|██▍       | 1983/8000 [00:02<00:07, 762.08draws/s]
Sampling 4 chains, 0 divergences:  26%|██▌       | 2067/8000 [00:02<00:07, 779.39draws/s]
Sampling 4 chains, 0 divergences:  27%|██▋       | 2146/8000 [00:03<00:07, 774.01draws/s]
Sampling 4 chains, 0 divergences:  28%|██▊       | 2238/8000 [00:03<00:07, 805.95draws/s]
Sampling 4 chains, 0 divergences:  29%|██▉       | 2323/8000 [00:03<00:06, 816.00draws/s]
Sampling 4 chains, 0 divergences:  30%|███       | 2413/8000 [00:03<00:06, 838.80draws/s]
Sampling 4 chains, 0 divergences:  31%|███▏      | 2501/8000 [00:03<00:06, 849.45draws/s]
Sampling 4 chains, 0 divergences:  32%|███▏      | 2587/8000 [00:03<00:06, 817.34draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2670/8000 [00:03<00:06, 793.67draws/s]
Sampling 4 chains, 0 divergences:  34%|███▍      | 2750/8000 [00:03<00:06, 793.53draws/s]
Sampling 4 chains, 0 divergences:  35%|███▌      | 2830/8000 [00:03<00:06, 787.44draws/s]
Sampling 4 chains, 0 divergences:  36%|███▋      | 2910/8000 [00:03<00:06, 771.04draws/s]
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Sampling 4 chains, 0 divergences:  38%|███▊      | 3065/8000 [00:04<00:06, 750.92draws/s]
Sampling 4 chains, 0 divergences:  39%|███▉      | 3155/8000 [00:04<00:06, 786.89draws/s]
Sampling 4 chains, 0 divergences:  41%|████      | 3247/8000 [00:04<00:05, 819.00draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3330/8000 [00:04<00:05, 813.54draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3412/8000 [00:04<00:05, 813.60draws/s]
Sampling 4 chains, 0 divergences:  44%|████▍     | 3503/8000 [00:04<00:05, 838.91draws/s]
Sampling 4 chains, 0 divergences:  45%|████▍     | 3588/8000 [00:04<00:05, 816.38draws/s]
Sampling 4 chains, 0 divergences:  46%|████▌     | 3671/8000 [00:04<00:05, 809.01draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3753/8000 [00:04<00:05, 791.25draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3838/8000 [00:05<00:05, 806.66draws/s]
Sampling 4 chains, 0 divergences:  49%|████▉     | 3919/8000 [00:05<00:05, 803.48draws/s]
Sampling 4 chains, 0 divergences:  50%|█████     | 4002/8000 [00:05<00:04, 807.01draws/s]
Sampling 4 chains, 0 divergences:  51%|█████     | 4083/8000 [00:05<00:04, 787.96draws/s]
Sampling 4 chains, 0 divergences:  52%|█████▏    | 4165/8000 [00:05<00:04, 792.89draws/s]
Sampling 4 chains, 0 divergences:  53%|█████▎    | 4245/8000 [00:05<00:04, 765.02draws/s]
Sampling 4 chains, 0 divergences:  54%|█████▍    | 4349/8000 [00:05<00:04, 830.86draws/s]
Sampling 4 chains, 0 divergences:  55%|█████▌    | 4438/8000 [00:05<00:04, 842.73draws/s]
Sampling 4 chains, 0 divergences:  57%|█████▋    | 4524/8000 [00:05<00:04, 820.34draws/s]
Sampling 4 chains, 0 divergences:  58%|█████▊    | 4608/8000 [00:06<00:04, 813.40draws/s]
Sampling 4 chains, 0 divergences:  59%|█████▊    | 4691/8000 [00:06<00:04, 807.52draws/s]
Sampling 4 chains, 0 divergences:  60%|█████▉    | 4773/8000 [00:06<00:03, 808.84draws/s]
Sampling 4 chains, 0 divergences:  61%|██████    | 4855/8000 [00:06<00:03, 794.65draws/s]
Sampling 4 chains, 0 divergences:  62%|██████▏   | 4935/8000 [00:06<00:03, 783.51draws/s]
Sampling 4 chains, 0 divergences:  63%|██████▎   | 5014/8000 [00:06<00:03, 782.88draws/s]
Sampling 4 chains, 0 divergences:  64%|██████▎   | 5099/8000 [00:06<00:03, 799.99draws/s]
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Sampling 4 chains, 0 divergences: 100%|██████████| 8000/8000 [00:10<00:00, 769.64draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
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Sampling 4 chains, 0 divergences: 100%|██████████| 8000/8000 [00:09<00:00, 816.60draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
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Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
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Sampling 4 chains, 0 divergences:  87%|████████▋ | 6952/8000 [00:07<00:01, 946.70draws/s]
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Sampling 4 chains, 0 divergences:  89%|████████▉ | 7145/8000 [00:07<00:00, 950.30draws/s]
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Sampling 4 chains, 0 divergences: 100%|██████████| 8000/8000 [00:08<00:00, 975.04draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 77/8000 [00:00<00:10, 721.78draws/s]
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Sampling 4 chains, 0 divergences:  83%|████████▎ | 6610/8000 [00:05<00:01, 1159.90draws/s]
Sampling 4 chains, 0 divergences:  84%|████████▍ | 6727/8000 [00:06<00:01, 1155.93draws/s]
Sampling 4 chains, 0 divergences:  86%|████████▌ | 6846/8000 [00:06<00:00, 1159.06draws/s]
Sampling 4 chains, 0 divergences:  87%|████████▋ | 6969/8000 [00:06<00:00, 1176.17draws/s]
Sampling 4 chains, 0 divergences:  89%|████████▊ | 7087/8000 [00:06<00:00, 1131.00draws/s]
Sampling 4 chains, 0 divergences:  90%|█████████ | 7201/8000 [00:06<00:00, 1059.40draws/s]
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Sampling 4 chains, 0 divergences:  93%|█████████▎| 7416/8000 [00:06<00:00, 1056.02draws/s]
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Sampling 4 chains, 0 divergences:  98%|█████████▊| 7855/8000 [00:07<00:00, 944.49draws/s] 
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Sampling 4 chains, 0 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1081.52draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 86/8000 [00:00<00:09, 855.60draws/s]
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Sampling 4 chains, 0 divergences:   3%|▎         | 262/8000 [00:00<00:08, 870.40draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 358/8000 [00:00<00:08, 890.99draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 467/8000 [00:00<00:07, 942.04draws/s]
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Sampling 4 chains, 0 divergences:   9%|▊         | 698/8000 [00:00<00:07, 1036.60draws/s]
Sampling 4 chains, 0 divergences:  10%|█         | 824/8000 [00:00<00:06, 1094.17draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 944/8000 [00:00<00:06, 1123.06draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1072/8000 [00:01<00:05, 1164.02draws/s]
Sampling 4 chains, 0 divergences:  15%|█▌        | 1206/8000 [00:01<00:05, 1210.90draws/s]
Sampling 4 chains, 0 divergences:  17%|█▋        | 1337/8000 [00:01<00:05, 1237.43draws/s]
Sampling 4 chains, 0 divergences:  18%|█▊        | 1470/8000 [00:01<00:05, 1261.69draws/s]
Sampling 4 chains, 0 divergences:  20%|██        | 1601/8000 [00:01<00:05, 1267.79draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1734/8000 [00:01<00:04, 1284.65draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1864/8000 [00:01<00:04, 1278.57draws/s]
Sampling 4 chains, 0 divergences:  25%|██▍       | 1994/8000 [00:01<00:04, 1284.61draws/s]
Sampling 4 chains, 0 divergences:  27%|██▋       | 2123/8000 [00:01<00:04, 1281.90draws/s]
Sampling 4 chains, 0 divergences:  28%|██▊       | 2252/8000 [00:01<00:04, 1281.45draws/s]
Sampling 4 chains, 0 divergences:  30%|██▉       | 2381/8000 [00:02<00:04, 1262.89draws/s]
Sampling 4 chains, 0 divergences:  31%|███▏      | 2515/8000 [00:02<00:04, 1284.10draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2648/8000 [00:02<00:04, 1296.95draws/s]
Sampling 4 chains, 0 divergences:  35%|███▍      | 2788/8000 [00:02<00:03, 1320.96draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2925/8000 [00:02<00:03, 1326.88draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3059/8000 [00:02<00:03, 1330.63draws/s]
Sampling 4 chains, 0 divergences:  40%|███▉      | 3193/8000 [00:02<00:03, 1331.39draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3327/8000 [00:02<00:03, 1323.36draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3470/8000 [00:02<00:03, 1352.39draws/s]
Sampling 4 chains, 0 divergences:  45%|████▌     | 3612/8000 [00:02<00:03, 1371.04draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3750/8000 [00:03<00:03, 1356.37draws/s]
Sampling 4 chains, 0 divergences:  49%|████▊     | 3886/8000 [00:03<00:03, 1351.99draws/s]
Sampling 4 chains, 0 divergences:  50%|█████     | 4022/8000 [00:03<00:02, 1340.30draws/s]
Sampling 4 chains, 0 divergences:  52%|█████▏    | 4162/8000 [00:03<00:02, 1342.80draws/s]
Sampling 4 chains, 0 divergences:  54%|█████▎    | 4299/8000 [00:03<00:02, 1344.93draws/s]
Sampling 4 chains, 0 divergences:  55%|█████▌    | 4436/8000 [00:03<00:02, 1349.05draws/s]
Sampling 4 chains, 0 divergences:  57%|█████▋    | 4579/8000 [00:03<00:02, 1369.89draws/s]
Sampling 4 chains, 0 divergences:  59%|█████▉    | 4720/8000 [00:03<00:02, 1378.65draws/s]
Sampling 4 chains, 0 divergences:  61%|██████    | 4860/8000 [00:03<00:02, 1384.87draws/s]
Sampling 4 chains, 0 divergences:  62%|██████▏   | 4999/8000 [00:03<00:02, 1362.92draws/s]
Sampling 4 chains, 0 divergences:  64%|██████▍   | 5136/8000 [00:04<00:02, 1340.74draws/s]
Sampling 4 chains, 0 divergences:  66%|██████▌   | 5292/8000 [00:04<00:01, 1399.68draws/s]
Sampling 4 chains, 0 divergences:  68%|██████▊   | 5433/8000 [00:04<00:01, 1364.54draws/s]
Sampling 4 chains, 0 divergences:  70%|██████▉   | 5580/8000 [00:04<00:01, 1394.34draws/s]
Sampling 4 chains, 0 divergences:  72%|███████▏  | 5721/8000 [00:04<00:01, 1357.22draws/s]
Sampling 4 chains, 0 divergences:  73%|███████▎  | 5858/8000 [00:04<00:01, 1351.23draws/s]
Sampling 4 chains, 0 divergences:  75%|███████▌  | 6000/8000 [00:04<00:01, 1369.83draws/s]
Sampling 4 chains, 0 divergences:  77%|███████▋  | 6141/8000 [00:04<00:01, 1379.92draws/s]
Sampling 4 chains, 0 divergences:  78%|███████▊  | 6280/8000 [00:04<00:01, 1377.82draws/s]
Sampling 4 chains, 0 divergences:  80%|████████  | 6418/8000 [00:04<00:01, 1375.68draws/s]
Sampling 4 chains, 0 divergences:  82%|████████▏ | 6571/8000 [00:05<00:01, 1417.90draws/s]
Sampling 4 chains, 0 divergences:  84%|████████▍ | 6716/8000 [00:05<00:00, 1426.02draws/s]
Sampling 4 chains, 0 divergences:  86%|████████▌ | 6859/8000 [00:05<00:00, 1410.81draws/s]
Sampling 4 chains, 0 divergences:  88%|████████▊ | 7004/8000 [00:05<00:00, 1421.52draws/s]
Sampling 4 chains, 0 divergences:  89%|████████▉ | 7147/8000 [00:05<00:00, 1382.97draws/s]
Sampling 4 chains, 0 divergences:  91%|█████████ | 7286/8000 [00:05<00:00, 1297.85draws/s]
Sampling 4 chains, 0 divergences:  93%|█████████▎| 7418/8000 [00:05<00:00, 1233.60draws/s]
Sampling 4 chains, 0 divergences:  94%|█████████▍| 7543/8000 [00:05<00:00, 1091.12draws/s]
Sampling 4 chains, 0 divergences:  96%|█████████▌| 7657/8000 [00:06<00:00, 904.16draws/s] 
Sampling 4 chains, 0 divergences:  97%|█████████▋| 7756/8000 [00:06<00:00, 803.07draws/s]
Sampling 4 chains, 0 divergences:  98%|█████████▊| 7845/8000 [00:06<00:00, 739.26draws/s]
Sampling 4 chains, 0 divergences:  99%|█████████▉| 7926/8000 [00:06<00:00, 698.43draws/s]
Sampling 4 chains, 0 divergences: 100%|██████████| 8000/8000 [00:06<00:00, 1210.31draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 53/8000 [00:00<00:14, 529.94draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 85/8000 [00:00<00:18, 434.82draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 123/8000 [00:00<00:19, 413.72draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 179/8000 [00:00<00:17, 448.48draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 239/8000 [00:00<00:16, 483.40draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 310/8000 [00:00<00:14, 533.71draws/s]
Sampling 4 chains, 0 divergences:   5%|▍         | 386/8000 [00:00<00:13, 585.55draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 476/8000 [00:00<00:11, 652.68draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 569/8000 [00:00<00:10, 715.72draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 667/8000 [00:01<00:09, 776.72draws/s]
Sampling 4 chains, 0 divergences:  10%|▉         | 773/8000 [00:01<00:08, 843.92draws/s]
Sampling 4 chains, 0 divergences:  11%|█         | 877/8000 [00:01<00:07, 893.86draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 984/8000 [00:01<00:07, 939.94draws/s]
Sampling 4 chains, 0 divergences:  14%|█▎        | 1095/8000 [00:01<00:07, 976.96draws/s]
Sampling 4 chains, 0 divergences:  15%|█▍        | 1197/8000 [00:01<00:06, 987.49draws/s]
Sampling 4 chains, 0 divergences:  16%|█▋        | 1303/8000 [00:01<00:06, 1008.05draws/s]
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Sampling 4 chains, 0 divergences:  20%|██        | 1623/8000 [00:01<00:06, 1017.44draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1726/8000 [00:02<00:06, 998.52draws/s] 
Sampling 4 chains, 0 divergences:  23%|██▎       | 1838/8000 [00:02<00:05, 1031.96draws/s]
Sampling 4 chains, 0 divergences:  24%|██▍       | 1942/8000 [00:02<00:06, 984.77draws/s] 
Sampling 4 chains, 0 divergences:  26%|██▌       | 2046/8000 [00:02<00:05, 996.72draws/s]
Sampling 4 chains, 0 divergences:  27%|██▋       | 2158/8000 [00:02<00:05, 1028.14draws/s]
Sampling 4 chains, 0 divergences:  28%|██▊       | 2262/8000 [00:02<00:05, 1021.33draws/s]
Sampling 4 chains, 0 divergences:  30%|██▉       | 2367/8000 [00:02<00:05, 1029.65draws/s]
Sampling 4 chains, 0 divergences:  31%|███       | 2490/8000 [00:02<00:05, 1081.99draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2618/8000 [00:02<00:04, 1133.85draws/s]
Sampling 4 chains, 0 divergences:  34%|███▍      | 2733/8000 [00:02<00:04, 1078.00draws/s]
Sampling 4 chains, 0 divergences:  36%|███▌      | 2843/8000 [00:03<00:04, 1045.83draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2949/8000 [00:03<00:04, 1015.71draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3069/8000 [00:03<00:04, 1058.08draws/s]
Sampling 4 chains, 0 divergences:  40%|███▉      | 3177/8000 [00:03<00:04, 1047.20draws/s]
Sampling 4 chains, 0 divergences:  41%|████      | 3283/8000 [00:03<00:04, 950.81draws/s] 
Sampling 4 chains, 0 divergences:  42%|████▏     | 3381/8000 [00:03<00:05, 863.83draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3471/8000 [00:03<00:05, 815.71draws/s]
Sampling 4 chains, 0 divergences:  44%|████▍     | 3556/8000 [00:03<00:05, 822.34draws/s]
Sampling 4 chains, 0 divergences:  46%|████▌     | 3641/8000 [00:04<00:05, 822.44draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3725/8000 [00:04<00:05, 796.41draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3806/8000 [00:04<00:05, 778.03draws/s]
Sampling 4 chains, 0 divergences:  49%|████▉     | 3912/8000 [00:04<00:04, 844.75draws/s]
Sampling 4 chains, 0 divergences:  50%|█████     | 4032/8000 [00:04<00:04, 922.81draws/s]
Sampling 4 chains, 0 divergences:  52%|█████▏    | 4181/8000 [00:04<00:03, 1037.48draws/s]
Sampling 4 chains, 1 divergences:  53%|█████▎    | 4232/8000 [00:04<00:03, 1037.48draws/s]
Sampling 4 chains, 1 divergences:  54%|█████▍    | 4310/8000 [00:04<00:03, 1101.37draws/s]
Sampling 4 chains, 2 divergences:  55%|█████▌    | 4412/8000 [00:04<00:03, 1101.37draws/s]
Sampling 4 chains, 2 divergences:  56%|█████▌    | 4453/8000 [00:04<00:02, 1182.81draws/s]
Sampling 4 chains, 2 divergences:  57%|█████▋    | 4585/8000 [00:04<00:02, 1209.85draws/s]
Sampling 4 chains, 3 divergences:  58%|█████▊    | 4608/8000 [00:04<00:02, 1209.85draws/s]
Sampling 4 chains, 4 divergences:  58%|█████▊    | 4656/8000 [00:04<00:02, 1209.85draws/s]
Sampling 4 chains, 5 divergences:  59%|█████▊    | 4681/8000 [00:04<00:02, 1209.85draws/s]
Sampling 4 chains, 5 divergences:  59%|█████▉    | 4738/8000 [00:04<00:02, 1289.94draws/s]
Sampling 4 chains, 6 divergences:  60%|█████▉    | 4788/8000 [00:04<00:02, 1289.94draws/s]
Sampling 4 chains, 7 divergences:  60%|█████▉    | 4799/8000 [00:04<00:02, 1289.94draws/s]
Sampling 4 chains, 8 divergences:  60%|██████    | 4801/8000 [00:04<00:02, 1289.94draws/s]
Sampling 4 chains, 9 divergences:  60%|██████    | 4808/8000 [00:04<00:02, 1289.94draws/s]
Sampling 4 chains, 10 divergences:  60%|██████    | 4811/8000 [00:04<00:02, 1289.94draws/s]
Sampling 4 chains, 11 divergences:  60%|██████    | 4831/8000 [00:05<00:02, 1289.94draws/s]
Sampling 4 chains, 12 divergences:  61%|██████    | 4854/8000 [00:05<00:02, 1289.94draws/s]
Sampling 4 chains, 13 divergences:  61%|██████    | 4881/8000 [00:05<00:02, 1289.94draws/s]
Sampling 4 chains, 14 divergences:  61%|██████    | 4886/8000 [00:05<00:02, 1289.94draws/s]
Sampling 4 chains, 14 divergences:  61%|██████    | 4893/8000 [00:05<00:02, 1356.61draws/s]
Sampling 4 chains, 15 divergences:  61%|██████▏   | 4910/8000 [00:05<00:02, 1356.61draws/s]
Sampling 4 chains, 16 divergences:  62%|██████▏   | 4924/8000 [00:05<00:02, 1356.61draws/s]
Sampling 4 chains, 17 divergences:  62%|██████▏   | 4937/8000 [00:05<00:02, 1356.61draws/s]
Sampling 4 chains, 17 divergences:  63%|██████▎   | 5033/8000 [00:05<00:02, 1329.34draws/s]
Sampling 4 chains, 18 divergences:  63%|██████▎   | 5075/8000 [00:05<00:02, 1329.34draws/s]
Sampling 4 chains, 19 divergences:  64%|██████▎   | 5085/8000 [00:05<00:02, 1329.34draws/s]
Sampling 4 chains, 20 divergences:  64%|██████▍   | 5115/8000 [00:05<00:02, 1329.34draws/s]
Sampling 4 chains, 21 divergences:  64%|██████▍   | 5140/8000 [00:05<00:02, 1329.34draws/s]
Sampling 4 chains, 22 divergences:  64%|██████▍   | 5147/8000 [00:05<00:02, 1329.34draws/s]
Sampling 4 chains, 23 divergences:  64%|██████▍   | 5153/8000 [00:05<00:02, 1329.34draws/s]
Sampling 4 chains, 24 divergences:  64%|██████▍   | 5156/8000 [00:05<00:02, 1329.34draws/s]
Sampling 4 chains, 25 divergences:  64%|██████▍   | 5159/8000 [00:05<00:02, 1329.34draws/s]
Sampling 4 chains, 25 divergences:  65%|██████▍   | 5183/8000 [00:05<00:02, 1371.96draws/s]
Sampling 4 chains, 26 divergences:  65%|██████▍   | 5190/8000 [00:05<00:02, 1371.96draws/s]
Sampling 4 chains, 27 divergences:  65%|██████▌   | 5217/8000 [00:05<00:02, 1371.96draws/s]
Sampling 4 chains, 28 divergences:  65%|██████▌   | 5230/8000 [00:05<00:02, 1371.96draws/s]
Sampling 4 chains, 29 divergences:  65%|██████▌   | 5233/8000 [00:05<00:02, 1371.96draws/s]
Sampling 4 chains, 30 divergences:  66%|██████▌   | 5262/8000 [00:05<00:01, 1371.96draws/s]
Sampling 4 chains, 31 divergences:  66%|██████▌   | 5299/8000 [00:05<00:01, 1371.96draws/s]
Sampling 4 chains, 32 divergences:  66%|██████▋   | 5312/8000 [00:05<00:01, 1371.96draws/s]
Sampling 4 chains, 33 divergences:  67%|██████▋   | 5329/8000 [00:05<00:01, 1371.96draws/s]
Sampling 4 chains, 33 divergences:  67%|██████▋   | 5340/8000 [00:05<00:01, 1423.59draws/s]
Sampling 4 chains, 34 divergences:  67%|██████▋   | 5361/8000 [00:05<00:01, 1423.59draws/s]
Sampling 4 chains, 35 divergences:  67%|██████▋   | 5368/8000 [00:05<00:01, 1423.59draws/s]
Sampling 4 chains, 36 divergences:  67%|██████▋   | 5376/8000 [00:05<00:01, 1423.59draws/s]
Sampling 4 chains, 37 divergences:  68%|██████▊   | 5432/8000 [00:05<00:01, 1423.59draws/s]
Sampling 4 chains, 38 divergences:  68%|██████▊   | 5450/8000 [00:05<00:01, 1423.59draws/s]
Sampling 4 chains, 39 divergences:  68%|██████▊   | 5457/8000 [00:05<00:01, 1423.59draws/s]
Sampling 4 chains, 40 divergences:  68%|██████▊   | 5461/8000 [00:05<00:01, 1423.59draws/s]
Sampling 4 chains, 41 divergences:  68%|██████▊   | 5463/8000 [00:05<00:01, 1423.59draws/s]
Sampling 4 chains, 42 divergences:  68%|██████▊   | 5473/8000 [00:05<00:01, 1423.59draws/s]
Sampling 4 chains, 43 divergences:  68%|██████▊   | 5475/8000 [00:05<00:01, 1423.59draws/s]
Sampling 4 chains, 44 divergences:  69%|██████▊   | 5481/8000 [00:05<00:01, 1423.59draws/s]
Sampling 4 chains, 45 divergences:  69%|██████▊   | 5491/8000 [00:05<00:01, 1423.59draws/s]
Sampling 4 chains, 45 divergences:  69%|██████▉   | 5504/8000 [00:05<00:01, 1465.14draws/s]
Sampling 4 chains, 46 divergences:  70%|██████▉   | 5594/8000 [00:05<00:01, 1465.14draws/s]
Sampling 4 chains, 46 divergences:  71%|███████   | 5653/8000 [00:05<00:01, 1435.14draws/s]
Sampling 4 chains, 47 divergences:  72%|███████▏  | 5766/8000 [00:05<00:01, 1435.14draws/s]
Sampling 4 chains, 47 divergences:  72%|███████▏  | 5798/8000 [00:05<00:01, 1399.74draws/s]
Sampling 4 chains, 47 divergences:  74%|███████▍  | 5949/8000 [00:05<00:01, 1429.78draws/s]
Sampling 4 chains, 47 divergences:  76%|███████▌  | 6093/8000 [00:05<00:01, 1394.28draws/s]
Sampling 4 chains, 47 divergences:  78%|███████▊  | 6235/8000 [00:05<00:01, 1389.05draws/s]
Sampling 4 chains, 47 divergences:  80%|███████▉  | 6375/8000 [00:06<00:01, 1371.20draws/s]
Sampling 4 chains, 48 divergences:  80%|███████▉  | 6392/8000 [00:06<00:01, 1371.20draws/s]
Sampling 4 chains, 48 divergences:  81%|████████▏ | 6513/8000 [00:06<00:01, 1343.96draws/s]
Sampling 4 chains, 49 divergences:  82%|████████▏ | 6535/8000 [00:06<00:01, 1343.96draws/s]
Sampling 4 chains, 50 divergences:  82%|████████▏ | 6567/8000 [00:06<00:01, 1343.96draws/s]
Sampling 4 chains, 50 divergences:  83%|████████▎ | 6654/8000 [00:06<00:00, 1362.20draws/s]
Sampling 4 chains, 50 divergences:  85%|████████▍ | 6791/8000 [00:06<00:00, 1334.61draws/s]
Sampling 4 chains, 51 divergences:  85%|████████▍ | 6799/8000 [00:06<00:00, 1334.61draws/s]
Sampling 4 chains, 51 divergences:  87%|████████▋ | 6934/8000 [00:06<00:00, 1360.82draws/s]
Sampling 4 chains, 51 divergences:  88%|████████▊ | 7071/8000 [00:06<00:00, 1346.32draws/s]
Sampling 4 chains, 51 divergences:  90%|█████████ | 7206/8000 [00:06<00:00, 1337.38draws/s]
Sampling 4 chains, 51 divergences:  92%|█████████▏| 7344/8000 [00:06<00:00, 1349.10draws/s]
Sampling 4 chains, 52 divergences:  93%|█████████▎| 7445/8000 [00:06<00:00, 1349.10draws/s]
Sampling 4 chains, 52 divergences:  94%|█████████▎| 7480/8000 [00:06<00:00, 1294.84draws/s]
Sampling 4 chains, 53 divergences:  94%|█████████▎| 7481/8000 [00:06<00:00, 1294.84draws/s]
Sampling 4 chains, 54 divergences:  94%|█████████▍| 7539/8000 [00:06<00:00, 1294.84draws/s]
Sampling 4 chains, 55 divergences:  94%|█████████▍| 7548/8000 [00:06<00:00, 1294.84draws/s]
Sampling 4 chains, 56 divergences:  95%|█████████▍| 7565/8000 [00:06<00:00, 1294.84draws/s]
Sampling 4 chains, 57 divergences:  95%|█████████▌| 7606/8000 [00:07<00:00, 1294.84draws/s]
Sampling 4 chains, 57 divergences:  95%|█████████▌| 7626/8000 [00:07<00:00, 1337.89draws/s]
Sampling 4 chains, 57 divergences:  97%|█████████▋| 7761/8000 [00:07<00:00, 1210.99draws/s]
Sampling 4 chains, 57 divergences:  99%|█████████▊| 7885/8000 [00:07<00:00, 1050.54draws/s]
Sampling 4 chains, 58 divergences: 100%|█████████▉| 7969/8000 [00:07<00:00, 1050.54draws/s]
Sampling 4 chains, 59 divergences: 100%|█████████▉| 7994/8000 [00:07<00:00, 1050.54draws/s]
Sampling 4 chains, 59 divergences: 100%|█████████▉| 7996/8000 [00:07<00:00, 911.20draws/s] 
Sampling 4 chains, 59 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1065.37draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 52/8000 [00:00<00:16, 494.76draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 98/8000 [00:00<00:16, 482.63draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 144/8000 [00:00<00:16, 475.10draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 211/8000 [00:00<00:14, 519.59draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 275/8000 [00:00<00:14, 549.33draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 351/8000 [00:00<00:12, 595.18draws/s]
Sampling 4 chains, 0 divergences:   5%|▌         | 408/8000 [00:00<00:12, 585.17draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 494/8000 [00:00<00:11, 647.13draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 593/8000 [00:00<00:10, 719.21draws/s]
Sampling 4 chains, 0 divergences:   9%|▉         | 703/8000 [00:01<00:09, 801.17draws/s]
Sampling 4 chains, 0 divergences:  10%|█         | 800/8000 [00:01<00:08, 842.81draws/s]
Sampling 4 chains, 0 divergences:  11%|█▏        | 910/8000 [00:01<00:07, 901.48draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1014/8000 [00:01<00:07, 936.50draws/s]
Sampling 4 chains, 0 divergences:  14%|█▍        | 1111/8000 [00:01<00:07, 873.56draws/s]
Sampling 4 chains, 0 divergences:  15%|█▌        | 1206/8000 [00:01<00:07, 895.12draws/s]
Sampling 4 chains, 0 divergences:  16%|█▋        | 1303/8000 [00:01<00:07, 915.41draws/s]
Sampling 4 chains, 0 divergences:  18%|█▊        | 1414/8000 [00:01<00:06, 962.02draws/s]
Sampling 4 chains, 0 divergences:  19%|█▉        | 1538/8000 [00:01<00:06, 1028.03draws/s]
Sampling 4 chains, 0 divergences:  21%|██        | 1652/8000 [00:01<00:06, 1057.01draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1785/8000 [00:02<00:05, 1123.12draws/s]
Sampling 4 chains, 0 divergences:  24%|██▍       | 1905/8000 [00:02<00:05, 1131.65draws/s]
Sampling 4 chains, 0 divergences:  25%|██▌       | 2020/8000 [00:02<00:05, 1086.52draws/s]
Sampling 4 chains, 0 divergences:  27%|██▋       | 2131/8000 [00:02<00:05, 1070.60draws/s]
Sampling 4 chains, 0 divergences:  28%|██▊       | 2240/8000 [00:02<00:05, 985.80draws/s] 
Sampling 4 chains, 0 divergences:  29%|██▉       | 2350/8000 [00:02<00:05, 1013.50draws/s]
Sampling 4 chains, 0 divergences:  31%|███       | 2483/8000 [00:02<00:05, 1089.48draws/s]
Sampling 4 chains, 0 divergences:  32%|███▏      | 2599/8000 [00:02<00:04, 1097.87draws/s]
Sampling 4 chains, 0 divergences:  34%|███▍      | 2711/8000 [00:02<00:04, 1075.74draws/s]
Sampling 4 chains, 0 divergences:  35%|███▌      | 2826/8000 [00:03<00:04, 1093.57draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2945/8000 [00:03<00:04, 1116.72draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3063/8000 [00:03<00:04, 1133.50draws/s]
Sampling 4 chains, 0 divergences:  40%|███▉      | 3178/8000 [00:03<00:04, 1114.97draws/s]
Sampling 4 chains, 0 divergences:  41%|████      | 3294/8000 [00:03<00:04, 1126.53draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3412/8000 [00:03<00:04, 1141.90draws/s]
Sampling 4 chains, 0 divergences:  44%|████▍     | 3527/8000 [00:03<00:03, 1142.39draws/s]
Sampling 4 chains, 0 divergences:  46%|████▌     | 3642/8000 [00:03<00:03, 1129.94draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3756/8000 [00:03<00:03, 1109.37draws/s]
Sampling 4 chains, 0 divergences:  49%|████▊     | 3883/8000 [00:03<00:03, 1152.26draws/s]
Sampling 4 chains, 1 divergences:  50%|████▉     | 3996/8000 [00:04<00:03, 1152.26draws/s]
Sampling 4 chains, 1 divergences:  50%|█████     | 4007/8000 [00:04<00:03, 1176.25draws/s]
Sampling 4 chains, 1 divergences:  52%|█████▏    | 4130/8000 [00:04<00:03, 1183.72draws/s]
Sampling 4 chains, 2 divergences:  52%|█████▏    | 4160/8000 [00:04<00:03, 1183.72draws/s]
Sampling 4 chains, 2 divergences:  53%|█████▎    | 4262/8000 [00:04<00:03, 1213.55draws/s]
Sampling 4 chains, 2 divergences:  55%|█████▍    | 4387/8000 [00:04<00:02, 1223.27draws/s]
Sampling 4 chains, 3 divergences:  55%|█████▌    | 4423/8000 [00:04<00:02, 1223.27draws/s]
Sampling 4 chains, 4 divergences:  56%|█████▌    | 4496/8000 [00:04<00:02, 1223.27draws/s]
Sampling 4 chains, 4 divergences:  56%|█████▋    | 4516/8000 [00:04<00:02, 1242.17draws/s]
Sampling 4 chains, 5 divergences:  57%|█████▋    | 4535/8000 [00:04<00:02, 1242.17draws/s]
Sampling 4 chains, 6 divergences:  57%|█████▋    | 4555/8000 [00:04<00:02, 1242.17draws/s]
Sampling 4 chains, 7 divergences:  58%|█████▊    | 4622/8000 [00:04<00:02, 1242.17draws/s]
Sampling 4 chains, 8 divergences:  58%|█████▊    | 4624/8000 [00:04<00:02, 1242.17draws/s]
Sampling 4 chains, 9 divergences:  58%|█████▊    | 4630/8000 [00:04<00:02, 1242.17draws/s]
Sampling 4 chains, 10 divergences:  58%|█████▊    | 4631/8000 [00:04<00:02, 1242.17draws/s]
Sampling 4 chains, 11 divergences:  58%|█████▊    | 4638/8000 [00:04<00:02, 1242.17draws/s]
Sampling 4 chains, 11 divergences:  58%|█████▊    | 4641/8000 [00:04<00:02, 1242.31draws/s]
Sampling 4 chains, 12 divergences:  58%|█████▊    | 4672/8000 [00:04<00:02, 1242.31draws/s]
Sampling 4 chains, 12 divergences:  60%|█████▉    | 4777/8000 [00:04<00:02, 1267.59draws/s]
Sampling 4 chains, 12 divergences:  62%|██████▏   | 4925/8000 [00:04<00:02, 1313.99draws/s]
Sampling 4 chains, 13 divergences:  62%|██████▏   | 4995/8000 [00:04<00:02, 1313.99draws/s]
Sampling 4 chains, 14 divergences:  62%|██████▎   | 5000/8000 [00:04<00:02, 1313.99draws/s]
Sampling 4 chains, 15 divergences:  63%|██████▎   | 5006/8000 [00:04<00:02, 1313.99draws/s]
Sampling 4 chains, 16 divergences:  63%|██████▎   | 5023/8000 [00:04<00:02, 1313.99draws/s]
Sampling 4 chains, 17 divergences:  63%|██████▎   | 5035/8000 [00:04<00:02, 1313.99draws/s]
Sampling 4 chains, 18 divergences:  63%|██████▎   | 5051/8000 [00:04<00:02, 1313.99draws/s]
Sampling 4 chains, 19 divergences:  63%|██████▎   | 5056/8000 [00:04<00:02, 1313.99draws/s]
Sampling 4 chains, 20 divergences:  63%|██████▎   | 5063/8000 [00:04<00:02, 1313.99draws/s]
Sampling 4 chains, 20 divergences:  64%|██████▎   | 5082/8000 [00:04<00:02, 1381.17draws/s]
Sampling 4 chains, 21 divergences:  64%|██████▎   | 5085/8000 [00:04<00:02, 1381.17draws/s]
Sampling 4 chains, 22 divergences:  64%|██████▎   | 5096/8000 [00:04<00:02, 1381.17draws/s]
Sampling 4 chains, 23 divergences:  64%|██████▍   | 5104/8000 [00:04<00:02, 1381.17draws/s]
Sampling 4 chains, 24 divergences:  64%|██████▍   | 5131/8000 [00:04<00:02, 1381.17draws/s]
Sampling 4 chains, 25 divergences:  64%|██████▍   | 5138/8000 [00:04<00:02, 1381.17draws/s]
Sampling 4 chains, 26 divergences:  65%|██████▍   | 5183/8000 [00:04<00:02, 1381.17draws/s]
Sampling 4 chains, 26 divergences:  65%|██████▌   | 5222/8000 [00:04<00:02, 1317.50draws/s]
Sampling 4 chains, 27 divergences:  66%|██████▌   | 5268/8000 [00:05<00:02, 1317.50draws/s]
Sampling 4 chains, 28 divergences:  67%|██████▋   | 5339/8000 [00:05<00:02, 1317.50draws/s]
Sampling 4 chains, 28 divergences:  67%|██████▋   | 5356/8000 [00:05<00:02, 1277.88draws/s]
Sampling 4 chains, 29 divergences:  68%|██████▊   | 5440/8000 [00:05<00:02, 1277.88draws/s]
Sampling 4 chains, 29 divergences:  69%|██████▊   | 5491/8000 [00:05<00:01, 1284.79draws/s]
Sampling 4 chains, 30 divergences:  70%|███████   | 5617/8000 [00:05<00:01, 1284.79draws/s]
Sampling 4 chains, 30 divergences:  70%|███████   | 5621/8000 [00:05<00:01, 1248.77draws/s]
Sampling 4 chains, 31 divergences:  70%|███████   | 5625/8000 [00:05<00:01, 1248.77draws/s]
Sampling 4 chains, 32 divergences:  70%|███████   | 5629/8000 [00:05<00:01, 1248.77draws/s]
Sampling 4 chains, 33 divergences:  71%|███████   | 5675/8000 [00:05<00:01, 1248.77draws/s]
Sampling 4 chains, 34 divergences:  71%|███████   | 5689/8000 [00:05<00:01, 1248.77draws/s]
Sampling 4 chains, 35 divergences:  71%|███████   | 5690/8000 [00:05<00:01, 1248.77draws/s]
Sampling 4 chains, 35 divergences:  72%|███████▏  | 5768/8000 [00:05<00:01, 1305.95draws/s]
Sampling 4 chains, 36 divergences:  73%|███████▎  | 5832/8000 [00:05<00:01, 1305.95draws/s]
Sampling 4 chains, 37 divergences:  73%|███████▎  | 5838/8000 [00:05<00:01, 1305.95draws/s]
Sampling 4 chains, 38 divergences:  73%|███████▎  | 5844/8000 [00:05<00:01, 1305.95draws/s]
Sampling 4 chains, 39 divergences:  73%|███████▎  | 5846/8000 [00:05<00:01, 1305.95draws/s]
Sampling 4 chains, 40 divergences:  73%|███████▎  | 5849/8000 [00:05<00:01, 1305.95draws/s]
Sampling 4 chains, 41 divergences:  73%|███████▎  | 5856/8000 [00:05<00:01, 1305.95draws/s]
Sampling 4 chains, 42 divergences:  73%|███████▎  | 5868/8000 [00:05<00:01, 1305.95draws/s]
Sampling 4 chains, 43 divergences:  73%|███████▎  | 5876/8000 [00:05<00:01, 1305.95draws/s]
Sampling 4 chains, 44 divergences:  74%|███████▎  | 5895/8000 [00:05<00:01, 1305.95draws/s]
Sampling 4 chains, 45 divergences:  74%|███████▍  | 5906/8000 [00:05<00:01, 1305.95draws/s]
Sampling 4 chains, 46 divergences:  74%|███████▍  | 5911/8000 [00:05<00:01, 1305.95draws/s]
Sampling 4 chains, 47 divergences:  74%|███████▍  | 5916/8000 [00:05<00:01, 1305.95draws/s]
Sampling 4 chains, 47 divergences:  74%|███████▍  | 5917/8000 [00:05<00:01, 1348.19draws/s]
Sampling 4 chains, 48 divergences:  74%|███████▍  | 5922/8000 [00:05<00:01, 1348.19draws/s]
Sampling 4 chains, 49 divergences:  74%|███████▍  | 5925/8000 [00:05<00:01, 1348.19draws/s]
Sampling 4 chains, 50 divergences:  74%|███████▍  | 5932/8000 [00:05<00:01, 1348.19draws/s]
Sampling 4 chains, 51 divergences:  74%|███████▍  | 5935/8000 [00:05<00:01, 1348.19draws/s]
Sampling 4 chains, 52 divergences:  75%|███████▍  | 5980/8000 [00:05<00:01, 1348.19draws/s]
Sampling 4 chains, 53 divergences:  76%|███████▌  | 6066/8000 [00:05<00:01, 1348.19draws/s]
Sampling 4 chains, 54 divergences:  76%|███████▌  | 6069/8000 [00:05<00:01, 1348.19draws/s]
Sampling 4 chains, 54 divergences:  76%|███████▌  | 6071/8000 [00:05<00:01, 1394.06draws/s]
Sampling 4 chains, 55 divergences:  77%|███████▋  | 6176/8000 [00:05<00:01, 1394.06draws/s]
Sampling 4 chains, 55 divergences:  78%|███████▊  | 6212/8000 [00:05<00:01, 1377.84draws/s]
Sampling 4 chains, 56 divergences:  78%|███████▊  | 6216/8000 [00:05<00:01, 1377.84draws/s]
Sampling 4 chains, 57 divergences:  79%|███████▉  | 6346/8000 [00:05<00:01, 1377.84draws/s]
Sampling 4 chains, 57 divergences:  79%|███████▉  | 6356/8000 [00:05<00:01, 1393.39draws/s]
Sampling 4 chains, 58 divergences:  81%|████████  | 6468/8000 [00:05<00:01, 1393.39draws/s]
Sampling 4 chains, 58 divergences:  81%|████████  | 6497/8000 [00:05<00:01, 1389.00draws/s]
Sampling 4 chains, 59 divergences:  81%|████████▏ | 6518/8000 [00:05<00:01, 1389.00draws/s]
Sampling 4 chains, 60 divergences:  82%|████████▏ | 6576/8000 [00:05<00:01, 1389.00draws/s]
Sampling 4 chains, 61 divergences:  82%|████████▏ | 6580/8000 [00:05<00:01, 1389.00draws/s]
Sampling 4 chains, 62 divergences:  83%|████████▎ | 6614/8000 [00:06<00:00, 1389.00draws/s]
Sampling 4 chains, 62 divergences:  83%|████████▎ | 6639/8000 [00:06<00:00, 1397.02draws/s]
Sampling 4 chains, 63 divergences:  83%|████████▎ | 6644/8000 [00:06<00:00, 1397.02draws/s]
Sampling 4 chains, 64 divergences:  84%|████████▎ | 6691/8000 [00:06<00:00, 1397.02draws/s]
Sampling 4 chains, 65 divergences:  84%|████████▍ | 6714/8000 [00:06<00:00, 1397.02draws/s]
Sampling 4 chains, 66 divergences:  84%|████████▍ | 6718/8000 [00:06<00:00, 1397.02draws/s]
Sampling 4 chains, 67 divergences:  84%|████████▍ | 6720/8000 [00:06<00:00, 1397.02draws/s]
Sampling 4 chains, 68 divergences:  84%|████████▍ | 6724/8000 [00:06<00:00, 1397.02draws/s]
Sampling 4 chains, 69 divergences:  84%|████████▍ | 6731/8000 [00:06<00:00, 1397.02draws/s]
Sampling 4 chains, 70 divergences:  84%|████████▍ | 6749/8000 [00:06<00:00, 1397.02draws/s]
Sampling 4 chains, 71 divergences:  84%|████████▍ | 6753/8000 [00:06<00:00, 1397.02draws/s]
Sampling 4 chains, 72 divergences:  84%|████████▍ | 6757/8000 [00:06<00:00, 1397.02draws/s]
Sampling 4 chains, 73 divergences:  85%|████████▍ | 6771/8000 [00:06<00:00, 1397.02draws/s]
Sampling 4 chains, 73 divergences:  85%|████████▍ | 6793/8000 [00:06<00:00, 1436.78draws/s]
Sampling 4 chains, 74 divergences:  85%|████████▌ | 6801/8000 [00:06<00:00, 1436.78draws/s]
Sampling 4 chains, 75 divergences:  85%|████████▌ | 6812/8000 [00:06<00:00, 1436.78draws/s]
Sampling 4 chains, 76 divergences:  85%|████████▌ | 6829/8000 [00:06<00:00, 1436.78draws/s]
Sampling 4 chains, 77 divergences:  86%|████████▌ | 6849/8000 [00:06<00:00, 1436.78draws/s]
Sampling 4 chains, 78 divergences:  86%|████████▌ | 6853/8000 [00:06<00:00, 1436.78draws/s]
Sampling 4 chains, 79 divergences:  86%|████████▌ | 6869/8000 [00:06<00:00, 1436.78draws/s]
Sampling 4 chains, 80 divergences:  86%|████████▌ | 6870/8000 [00:06<00:00, 1436.78draws/s]
Sampling 4 chains, 81 divergences:  86%|████████▌ | 6872/8000 [00:06<00:00, 1436.78draws/s]
Sampling 4 chains, 82 divergences:  86%|████████▌ | 6889/8000 [00:06<00:00, 1436.78draws/s]
Sampling 4 chains, 83 divergences:  86%|████████▌ | 6894/8000 [00:06<00:00, 1436.78draws/s]
Sampling 4 chains, 84 divergences:  87%|████████▋ | 6923/8000 [00:06<00:00, 1436.78draws/s]
Sampling 4 chains, 84 divergences:  87%|████████▋ | 6948/8000 [00:06<00:00, 1459.21draws/s]
Sampling 4 chains, 85 divergences:  88%|████████▊ | 7031/8000 [00:06<00:00, 1459.21draws/s]
Sampling 4 chains, 86 divergences:  89%|████████▊ | 7088/8000 [00:06<00:00, 1459.21draws/s]
Sampling 4 chains, 86 divergences:  89%|████████▊ | 7095/8000 [00:06<00:00, 1389.87draws/s]
Sampling 4 chains, 86 divergences:  90%|█████████ | 7235/8000 [00:06<00:00, 1383.79draws/s]
Sampling 4 chains, 87 divergences:  91%|█████████ | 7295/8000 [00:06<00:00, 1383.79draws/s]
Sampling 4 chains, 88 divergences:  91%|█████████▏| 7313/8000 [00:06<00:00, 1383.79draws/s]
Sampling 4 chains, 88 divergences:  92%|█████████▏| 7375/8000 [00:06<00:00, 1312.63draws/s]
Sampling 4 chains, 88 divergences:  94%|█████████▍| 7508/8000 [00:06<00:00, 1247.44draws/s]
Sampling 4 chains, 88 divergences:  95%|█████████▌| 7635/8000 [00:06<00:00, 1092.78draws/s]
Sampling 4 chains, 89 divergences:  97%|█████████▋| 7725/8000 [00:06<00:00, 1092.78draws/s]
Sampling 4 chains, 89 divergences:  97%|█████████▋| 7749/8000 [00:06<00:00, 1048.77draws/s]
Sampling 4 chains, 89 divergences:  98%|█████████▊| 7858/8000 [00:07<00:00, 808.60draws/s] 
Sampling 4 chains, 89 divergences:  99%|█████████▉| 7950/8000 [00:07<00:00, 701.90draws/s]
Sampling 4 chains, 89 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1076.86draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 50/8000 [00:00<00:15, 498.16draws/s]
Sampling 4 chains, 0 divergences:   1%|▏         | 102/8000 [00:00<00:15, 500.17draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 155/8000 [00:00<00:15, 506.22draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 219/8000 [00:00<00:14, 539.00draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 300/8000 [00:00<00:12, 598.93draws/s]
Sampling 4 chains, 0 divergences:   5%|▍         | 376/8000 [00:00<00:12, 634.46draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 454/8000 [00:00<00:11, 670.77draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 544/8000 [00:00<00:10, 725.88draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 644/8000 [00:00<00:09, 790.50draws/s]
Sampling 4 chains, 0 divergences:   9%|▉         | 750/8000 [00:01<00:08, 852.52draws/s]
Sampling 4 chains, 0 divergences:  11%|█         | 867/8000 [00:01<00:07, 925.47draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 980/8000 [00:01<00:07, 978.08draws/s]
Sampling 4 chains, 0 divergences:  14%|█▎        | 1097/8000 [00:01<00:06, 1028.10draws/s]
Sampling 4 chains, 0 divergences:  15%|█▌        | 1203/8000 [00:01<00:06, 1005.95draws/s]
Sampling 4 chains, 0 divergences:  16%|█▋        | 1317/8000 [00:01<00:06, 1040.66draws/s]
Sampling 4 chains, 0 divergences:  18%|█▊        | 1426/8000 [00:01<00:06, 1040.45draws/s]
Sampling 4 chains, 0 divergences:  19%|█▉        | 1532/8000 [00:01<00:06, 1031.83draws/s]
Sampling 4 chains, 0 divergences:  21%|██        | 1642/8000 [00:01<00:06, 1049.53draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1758/8000 [00:01<00:05, 1075.50draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1868/8000 [00:02<00:05, 1082.36draws/s]
Sampling 4 chains, 0 divergences:  25%|██▍       | 1987/8000 [00:02<00:05, 1103.54draws/s]
Sampling 4 chains, 0 divergences:  26%|██▌       | 2098/8000 [00:02<00:05, 1047.80draws/s]
Sampling 4 chains, 0 divergences:  28%|██▊       | 2204/8000 [00:02<00:05, 1028.01draws/s]
Sampling 4 chains, 0 divergences:  29%|██▉       | 2308/8000 [00:02<00:05, 1030.31draws/s]
Sampling 4 chains, 0 divergences:  30%|███       | 2412/8000 [00:02<00:05, 1019.08draws/s]
Sampling 4 chains, 0 divergences:  32%|███▏      | 2521/8000 [00:02<00:05, 1032.83draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2634/8000 [00:02<00:05, 1059.14draws/s]
Sampling 4 chains, 0 divergences:  34%|███▍      | 2741/8000 [00:02<00:05, 1046.87draws/s]
Sampling 4 chains, 0 divergences:  36%|███▌      | 2846/8000 [00:02<00:05, 1015.82draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2948/8000 [00:03<00:05, 1008.96draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3051/8000 [00:03<00:04, 1011.20draws/s]
Sampling 4 chains, 0 divergences:  39%|███▉      | 3159/8000 [00:03<00:04, 1026.43draws/s]
Sampling 4 chains, 0 divergences:  41%|████      | 3264/8000 [00:03<00:04, 1032.04draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3376/8000 [00:03<00:04, 1052.96draws/s]
Sampling 4 chains, 0 divergences:  44%|████▎     | 3487/8000 [00:03<00:04, 1066.54draws/s]
Sampling 4 chains, 0 divergences:  45%|████▍     | 3598/8000 [00:03<00:04, 1076.98draws/s]
Sampling 4 chains, 0 divergences:  46%|████▋     | 3706/8000 [00:03<00:04, 1050.97draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3812/8000 [00:03<00:04, 1046.92draws/s]
Sampling 4 chains, 0 divergences:  49%|████▉     | 3939/8000 [00:04<00:03, 1105.01draws/s]
Sampling 4 chains, 0 divergences:  51%|█████     | 4070/8000 [00:04<00:03, 1152.48draws/s]
Sampling 4 chains, 0 divergences:  52%|█████▏    | 4187/8000 [00:04<00:03, 1127.36draws/s]
Sampling 4 chains, 0 divergences:  54%|█████▍    | 4305/8000 [00:04<00:03, 1140.62draws/s]
Sampling 4 chains, 1 divergences:  54%|█████▍    | 4315/8000 [00:04<00:03, 1140.62draws/s]
Sampling 4 chains, 1 divergences:  55%|█████▌    | 4434/8000 [00:04<00:03, 1181.23draws/s]
Sampling 4 chains, 1 divergences:  57%|█████▋    | 4559/8000 [00:04<00:02, 1201.03draws/s]
Sampling 4 chains, 1 divergences:  59%|█████▊    | 4687/8000 [00:04<00:02, 1221.14draws/s]
Sampling 4 chains, 1 divergences:  60%|██████    | 4810/8000 [00:04<00:02, 1181.04draws/s]
Sampling 4 chains, 1 divergences:  62%|██████▏   | 4930/8000 [00:04<00:02, 1185.43draws/s]
Sampling 4 chains, 1 divergences:  63%|██████▎   | 5061/8000 [00:04<00:02, 1215.76draws/s]
Sampling 4 chains, 1 divergences:  65%|██████▍   | 5184/8000 [00:05<00:02, 1178.26draws/s]
Sampling 4 chains, 1 divergences:  66%|██████▋   | 5303/8000 [00:05<00:02, 1147.82draws/s]
Sampling 4 chains, 1 divergences:  68%|██████▊   | 5419/8000 [00:05<00:02, 1120.02draws/s]
Sampling 4 chains, 1 divergences:  69%|██████▉   | 5541/8000 [00:05<00:02, 1147.25draws/s]
Sampling 4 chains, 1 divergences:  71%|███████   | 5657/8000 [00:05<00:02, 1139.06draws/s]
Sampling 4 chains, 1 divergences:  72%|███████▏  | 5777/8000 [00:05<00:01, 1155.98draws/s]
Sampling 4 chains, 1 divergences:  74%|███████▎  | 5897/8000 [00:05<00:01, 1168.12draws/s]
Sampling 4 chains, 1 divergences:  75%|███████▌  | 6015/8000 [00:05<00:01, 1132.71draws/s]
Sampling 4 chains, 1 divergences:  77%|███████▋  | 6131/8000 [00:05<00:01, 1136.18draws/s]
Sampling 4 chains, 1 divergences:  78%|███████▊  | 6249/8000 [00:05<00:01, 1148.49draws/s]
Sampling 4 chains, 1 divergences:  80%|███████▉  | 6365/8000 [00:06<00:01, 1138.65draws/s]
Sampling 4 chains, 1 divergences:  81%|████████  | 6483/8000 [00:06<00:01, 1149.77draws/s]
Sampling 4 chains, 1 divergences:  82%|████████▏ | 6599/8000 [00:06<00:01, 1104.38draws/s]
Sampling 4 chains, 1 divergences:  84%|████████▍ | 6716/8000 [00:06<00:01, 1120.94draws/s]
Sampling 4 chains, 1 divergences:  85%|████████▌ | 6829/8000 [00:06<00:01, 1094.63draws/s]
Sampling 4 chains, 1 divergences:  87%|████████▋ | 6939/8000 [00:06<00:00, 1096.01draws/s]
Sampling 4 chains, 1 divergences:  88%|████████▊ | 7070/8000 [00:06<00:00, 1149.62draws/s]
Sampling 4 chains, 1 divergences:  90%|████████▉ | 7186/8000 [00:06<00:00, 1123.85draws/s]
Sampling 4 chains, 1 divergences:  91%|█████████▏| 7300/8000 [00:06<00:00, 1111.21draws/s]
Sampling 4 chains, 1 divergences:  93%|█████████▎| 7412/8000 [00:07<00:00, 1016.11draws/s]
Sampling 4 chains, 1 divergences:  94%|█████████▍| 7516/8000 [00:07<00:00, 991.42draws/s] 
Sampling 4 chains, 1 divergences:  95%|█████████▌| 7617/8000 [00:07<00:00, 903.11draws/s]
Sampling 4 chains, 1 divergences:  96%|█████████▋| 7710/8000 [00:07<00:00, 868.50draws/s]
Sampling 4 chains, 1 divergences:  97%|█████████▋| 7799/8000 [00:07<00:00, 859.91draws/s]
Sampling 4 chains, 1 divergences:  99%|█████████▊| 7887/8000 [00:07<00:00, 860.94draws/s]
Sampling 4 chains, 1 divergences: 100%|█████████▉| 7979/8000 [00:07<00:00, 873.77draws/s]
Sampling 4 chains, 1 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1025.02draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 58/8000 [00:00<00:13, 577.22draws/s]
Sampling 4 chains, 0 divergences:   1%|▏         | 102/8000 [00:00<00:15, 517.40draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 168/8000 [00:00<00:14, 551.51draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 246/8000 [00:00<00:12, 598.90draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 324/8000 [00:00<00:11, 642.83draws/s]
Sampling 4 chains, 0 divergences:   5%|▌         | 412/8000 [00:00<00:10, 696.21draws/s]
Sampling 4 chains, 0 divergences:   6%|▋         | 503/8000 [00:00<00:10, 747.40draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 597/8000 [00:00<00:09, 794.52draws/s]
Sampling 4 chains, 0 divergences:   9%|▊         | 695/8000 [00:00<00:08, 840.71draws/s]
Sampling 4 chains, 0 divergences:  10%|▉         | 794/8000 [00:01<00:08, 874.56draws/s]
Sampling 4 chains, 0 divergences:  11%|█         | 887/8000 [00:01<00:08, 888.25draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1002/8000 [00:01<00:07, 953.23draws/s]
Sampling 4 chains, 0 divergences:  14%|█▍        | 1106/8000 [00:01<00:07, 977.05draws/s]
Sampling 4 chains, 0 divergences:  15%|█▌        | 1215/8000 [00:01<00:06, 1006.39draws/s]
Sampling 4 chains, 0 divergences:  16%|█▋        | 1317/8000 [00:01<00:06, 974.17draws/s] 
Sampling 4 chains, 0 divergences:  18%|█▊        | 1429/8000 [00:01<00:06, 1009.39draws/s]
Sampling 4 chains, 0 divergences:  19%|█▉        | 1534/8000 [00:01<00:06, 1013.56draws/s]
Sampling 4 chains, 0 divergences:  21%|██        | 1641/8000 [00:01<00:06, 1024.04draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1746/8000 [00:01<00:06, 1024.67draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1863/8000 [00:02<00:05, 1064.20draws/s]
Sampling 4 chains, 0 divergences:  25%|██▍       | 1980/8000 [00:02<00:05, 1092.76draws/s]
Sampling 4 chains, 0 divergences:  26%|██▌       | 2090/8000 [00:02<00:05, 1043.57draws/s]
Sampling 4 chains, 0 divergences:  28%|██▊       | 2210/8000 [00:02<00:05, 1079.34draws/s]
Sampling 4 chains, 0 divergences:  29%|██▉       | 2343/8000 [00:02<00:04, 1142.27draws/s]
Sampling 4 chains, 0 divergences:  31%|███       | 2459/8000 [00:02<00:05, 1046.26draws/s]
Sampling 4 chains, 0 divergences:  32%|███▏      | 2567/8000 [00:02<00:05, 1017.38draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2671/8000 [00:02<00:05, 986.48draws/s] 
Sampling 4 chains, 0 divergences:  35%|███▍      | 2784/8000 [00:02<00:05, 1022.43draws/s]
Sampling 4 chains, 0 divergences:  36%|███▌      | 2888/8000 [00:03<00:05, 996.01draws/s] 
Sampling 4 chains, 0 divergences:  37%|███▋      | 2998/8000 [00:03<00:04, 1024.41draws/s]
Sampling 4 chains, 0 divergences:  39%|███▉      | 3102/8000 [00:03<00:04, 1015.06draws/s]
Sampling 4 chains, 0 divergences:  40%|████      | 3217/8000 [00:03<00:04, 1051.81draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3346/8000 [00:03<00:04, 1112.92draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3471/8000 [00:03<00:03, 1141.38draws/s]
Sampling 4 chains, 0 divergences:  45%|████▍     | 3587/8000 [00:03<00:03, 1130.82draws/s]
Sampling 4 chains, 0 divergences:  46%|████▋     | 3701/8000 [00:03<00:03, 1107.79draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3813/8000 [00:03<00:03, 1094.00draws/s]
Sampling 4 chains, 1 divergences:  48%|████▊     | 3860/8000 [00:03<00:03, 1094.00draws/s]
Sampling 4 chains, 2 divergences:  49%|████▊     | 3883/8000 [00:03<00:03, 1094.00draws/s]
Sampling 4 chains, 3 divergences:  49%|████▊     | 3885/8000 [00:03<00:03, 1094.00draws/s]
Sampling 4 chains, 4 divergences:  49%|████▊     | 3888/8000 [00:03<00:03, 1094.00draws/s]
Sampling 4 chains, 4 divergences:  49%|████▉     | 3932/8000 [00:03<00:03, 1120.50draws/s]
Sampling 4 chains, 4 divergences:  51%|█████     | 4050/8000 [00:04<00:03, 1131.77draws/s]
Sampling 4 chains, 5 divergences:  52%|█████▏    | 4142/8000 [00:04<00:03, 1131.77draws/s]
Sampling 4 chains, 5 divergences:  52%|█████▏    | 4199/8000 [00:04<00:03, 1218.96draws/s]
Sampling 4 chains, 6 divergences:  53%|█████▎    | 4207/8000 [00:04<00:03, 1218.96draws/s]
Sampling 4 chains, 7 divergences:  53%|█████▎    | 4236/8000 [00:04<00:03, 1218.96draws/s]
Sampling 4 chains, 8 divergences:  54%|█████▍    | 4333/8000 [00:04<00:03, 1218.96draws/s]
Sampling 4 chains, 9 divergences:  54%|█████▍    | 4339/8000 [00:04<00:03, 1218.96draws/s]
Sampling 4 chains, 9 divergences:  54%|█████▍    | 4342/8000 [00:04<00:02, 1274.76draws/s]
Sampling 4 chains, 9 divergences:  56%|█████▌    | 4472/8000 [00:04<00:02, 1264.03draws/s]
Sampling 4 chains, 9 divergences:  57%|█████▊    | 4600/8000 [00:04<00:02, 1256.60draws/s]
Sampling 4 chains, 10 divergences:  58%|█████▊    | 4654/8000 [00:04<00:02, 1256.60draws/s]
Sampling 4 chains, 10 divergences:  59%|█████▉    | 4736/8000 [00:04<00:02, 1285.21draws/s]
Sampling 4 chains, 11 divergences:  59%|█████▉    | 4741/8000 [00:04<00:02, 1285.21draws/s]
Sampling 4 chains, 11 divergences:  61%|██████    | 4877/8000 [00:04<00:02, 1316.64draws/s]
Sampling 4 chains, 12 divergences:  61%|██████    | 4892/8000 [00:04<00:02, 1316.64draws/s]
Sampling 4 chains, 12 divergences:  63%|██████▎   | 5032/8000 [00:04<00:02, 1376.51draws/s]
Sampling 4 chains, 13 divergences:  64%|██████▎   | 5081/8000 [00:04<00:02, 1376.51draws/s]
Sampling 4 chains, 13 divergences:  65%|██████▍   | 5179/8000 [00:04<00:02, 1400.69draws/s]
Sampling 4 chains, 13 divergences:  67%|██████▋   | 5338/8000 [00:04<00:01, 1445.51draws/s]
Sampling 4 chains, 14 divergences:  68%|██████▊   | 5436/8000 [00:05<00:01, 1445.51draws/s]
Sampling 4 chains, 14 divergences:  69%|██████▊   | 5487/8000 [00:05<00:01, 1453.52draws/s]
Sampling 4 chains, 15 divergences:  69%|██████▊   | 5498/8000 [00:05<00:01, 1453.52draws/s]
Sampling 4 chains, 16 divergences:  69%|██████▉   | 5509/8000 [00:05<00:01, 1453.52draws/s]
Sampling 4 chains, 17 divergences:  69%|██████▉   | 5539/8000 [00:05<00:01, 1453.52draws/s]
Sampling 4 chains, 18 divergences:  69%|██████▉   | 5558/8000 [00:05<00:01, 1453.52draws/s]
Sampling 4 chains, 19 divergences:  70%|██████▉   | 5576/8000 [00:05<00:01, 1453.52draws/s]
Sampling 4 chains, 20 divergences:  70%|██████▉   | 5587/8000 [00:05<00:01, 1453.52draws/s]
Sampling 4 chains, 20 divergences:  71%|███████   | 5659/8000 [00:05<00:01, 1521.12draws/s]
Sampling 4 chains, 21 divergences:  71%|███████   | 5673/8000 [00:05<00:01, 1521.12draws/s]
Sampling 4 chains, 22 divergences:  71%|███████   | 5689/8000 [00:05<00:01, 1521.12draws/s]
Sampling 4 chains, 23 divergences:  71%|███████   | 5697/8000 [00:05<00:01, 1521.12draws/s]
Sampling 4 chains, 24 divergences:  71%|███████▏  | 5701/8000 [00:05<00:01, 1521.12draws/s]
Sampling 4 chains, 25 divergences:  71%|███████▏  | 5704/8000 [00:05<00:01, 1521.12draws/s]
Sampling 4 chains, 26 divergences:  72%|███████▏  | 5725/8000 [00:05<00:01, 1521.12draws/s]
Sampling 4 chains, 27 divergences:  72%|███████▏  | 5735/8000 [00:05<00:01, 1521.12draws/s]
Sampling 4 chains, 28 divergences:  72%|███████▏  | 5769/8000 [00:05<00:01, 1521.12draws/s]
Sampling 4 chains, 28 divergences:  73%|███████▎  | 5835/8000 [00:05<00:01, 1581.27draws/s]
Sampling 4 chains, 29 divergences:  73%|███████▎  | 5866/8000 [00:05<00:01, 1581.27draws/s]
Sampling 4 chains, 30 divergences:  73%|███████▎  | 5868/8000 [00:05<00:01, 1581.27draws/s]
Sampling 4 chains, 30 divergences:  75%|███████▍  | 5995/8000 [00:05<00:01, 1557.80draws/s]
Sampling 4 chains, 30 divergences:  77%|███████▋  | 6157/8000 [00:05<00:01, 1571.65draws/s]
Sampling 4 chains, 30 divergences:  79%|███████▉  | 6316/8000 [00:05<00:01, 1523.00draws/s]
Sampling 4 chains, 31 divergences:  79%|███████▉  | 6347/8000 [00:05<00:01, 1523.00draws/s]
Sampling 4 chains, 31 divergences:  81%|████████  | 6474/8000 [00:05<00:00, 1537.10draws/s]
Sampling 4 chains, 32 divergences:  81%|████████  | 6483/8000 [00:05<00:00, 1537.10draws/s]
Sampling 4 chains, 33 divergences:  82%|████████▏ | 6577/8000 [00:05<00:00, 1537.10draws/s]
Sampling 4 chains, 33 divergences:  83%|████████▎ | 6629/8000 [00:05<00:00, 1515.29draws/s]
Sampling 4 chains, 34 divergences:  83%|████████▎ | 6666/8000 [00:05<00:00, 1515.29draws/s]
Sampling 4 chains, 35 divergences:  84%|████████▍ | 6747/8000 [00:05<00:00, 1515.29draws/s]
Sampling 4 chains, 35 divergences:  85%|████████▍ | 6782/8000 [00:05<00:00, 1448.60draws/s]
Sampling 4 chains, 36 divergences:  86%|████████▌ | 6866/8000 [00:05<00:00, 1448.60draws/s]
Sampling 4 chains, 37 divergences:  86%|████████▌ | 6888/8000 [00:06<00:00, 1448.60draws/s]
Sampling 4 chains, 37 divergences:  87%|████████▋ | 6928/8000 [00:06<00:00, 1316.03draws/s]
Sampling 4 chains, 38 divergences:  88%|████████▊ | 7017/8000 [00:06<00:00, 1316.03draws/s]
Sampling 4 chains, 38 divergences:  88%|████████▊ | 7063/8000 [00:06<00:00, 1324.19draws/s]
Sampling 4 chains, 38 divergences:  90%|████████▉ | 7198/8000 [00:06<00:00, 1276.43draws/s]
Sampling 4 chains, 38 divergences:  92%|█████████▏| 7328/8000 [00:06<00:00, 1253.63draws/s]
Sampling 4 chains, 39 divergences:  93%|█████████▎| 7410/8000 [00:06<00:00, 1253.63draws/s]
Sampling 4 chains, 39 divergences:  93%|█████████▎| 7455/8000 [00:06<00:00, 1180.70draws/s]
Sampling 4 chains, 39 divergences:  95%|█████████▍| 7575/8000 [00:06<00:00, 1129.72draws/s]
Sampling 4 chains, 40 divergences:  95%|█████████▍| 7599/8000 [00:06<00:00, 1129.72draws/s]
Sampling 4 chains, 41 divergences:  96%|█████████▌| 7646/8000 [00:06<00:00, 1129.72draws/s]
Sampling 4 chains, 42 divergences:  96%|█████████▌| 7655/8000 [00:06<00:00, 1129.72draws/s]
Sampling 4 chains, 42 divergences:  96%|█████████▋| 7710/8000 [00:06<00:00, 1186.32draws/s]
Sampling 4 chains, 43 divergences:  98%|█████████▊| 7805/8000 [00:06<00:00, 1186.32draws/s]
Sampling 4 chains, 43 divergences:  98%|█████████▊| 7831/8000 [00:06<00:00, 968.90draws/s] 
Sampling 4 chains, 43 divergences:  99%|█████████▉| 7936/8000 [00:07<00:00, 738.54draws/s]
Sampling 4 chains, 43 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1102.58draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 72/8000 [00:00<00:11, 717.52draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 145/8000 [00:00<00:10, 719.21draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 215/8000 [00:00<00:10, 713.09draws/s]
Sampling 4 chains, 0 divergences:   4%|▎         | 295/8000 [00:00<00:10, 735.20draws/s]
Sampling 4 chains, 0 divergences:   5%|▍         | 382/8000 [00:00<00:09, 770.57draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 481/8000 [00:00<00:09, 820.35draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 563/8000 [00:00<00:09, 820.24draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 651/8000 [00:00<00:08, 837.04draws/s]
Sampling 4 chains, 0 divergences:  10%|▉         | 763/8000 [00:00<00:08, 903.40draws/s]
Sampling 4 chains, 0 divergences:  11%|█         | 892/8000 [00:01<00:07, 983.65draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 999/8000 [00:01<00:06, 1006.56draws/s]
Sampling 4 chains, 0 divergences:  14%|█▍        | 1101/8000 [00:01<00:06, 1009.24draws/s]
Sampling 4 chains, 0 divergences:  15%|█▌        | 1203/8000 [00:01<00:06, 993.82draws/s] 
Sampling 4 chains, 0 divergences:  16%|█▋        | 1304/8000 [00:01<00:07, 934.86draws/s]
Sampling 4 chains, 0 divergences:  17%|█▋        | 1399/8000 [00:01<00:07, 862.61draws/s]
Sampling 4 chains, 0 divergences:  19%|█▊        | 1496/8000 [00:01<00:07, 889.14draws/s]
Sampling 4 chains, 0 divergences:  20%|██        | 1613/8000 [00:01<00:06, 956.49draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1724/8000 [00:01<00:06, 995.51draws/s]
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Sampling 4 chains, 0 divergences:  34%|███▎      | 2691/8000 [00:02<00:05, 1036.65draws/s]
Sampling 4 chains, 0 divergences:  35%|███▍      | 2796/8000 [00:02<00:05, 1039.56draws/s]
Sampling 4 chains, 0 divergences:  36%|███▋      | 2912/8000 [00:02<00:04, 1071.27draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3021/8000 [00:03<00:04, 1074.35draws/s]
Sampling 4 chains, 0 divergences:  39%|███▉      | 3129/8000 [00:03<00:04, 1060.82draws/s]
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Sampling 4 chains, 0 divergences:  44%|████▎     | 3485/8000 [00:03<00:03, 1139.59draws/s]
Sampling 4 chains, 0 divergences:  45%|████▌     | 3602/8000 [00:03<00:03, 1144.96draws/s]
Sampling 4 chains, 0 divergences:  46%|████▋     | 3718/8000 [00:03<00:03, 1094.09draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3829/8000 [00:03<00:03, 1072.37draws/s]
Sampling 4 chains, 0 divergences:  49%|████▉     | 3942/8000 [00:03<00:03, 1086.89draws/s]
Sampling 4 chains, 0 divergences:  51%|█████     | 4052/8000 [00:04<00:03, 1085.68draws/s]
Sampling 4 chains, 1 divergences:  51%|█████▏    | 4112/8000 [00:04<00:03, 1085.68draws/s]
Sampling 4 chains, 1 divergences:  52%|█████▏    | 4175/8000 [00:04<00:03, 1120.44draws/s]
Sampling 4 chains, 1 divergences:  54%|█████▍    | 4319/8000 [00:04<00:03, 1193.44draws/s]
Sampling 4 chains, 2 divergences:  54%|█████▍    | 4324/8000 [00:04<00:03, 1193.44draws/s]
Sampling 4 chains, 2 divergences:  56%|█████▌    | 4444/8000 [00:04<00:02, 1208.64draws/s]
Sampling 4 chains, 2 divergences:  57%|█████▋    | 4567/8000 [00:04<00:02, 1183.03draws/s]
Sampling 4 chains, 2 divergences:  59%|█████▉    | 4708/8000 [00:04<00:02, 1242.44draws/s]
Sampling 4 chains, 3 divergences:  59%|█████▉    | 4729/8000 [00:04<00:02, 1242.44draws/s]
Sampling 4 chains, 4 divergences:  60%|█████▉    | 4767/8000 [00:04<00:02, 1242.44draws/s]
Sampling 4 chains, 4 divergences:  61%|██████    | 4848/8000 [00:04<00:02, 1284.31draws/s]
Sampling 4 chains, 5 divergences:  61%|██████    | 4865/8000 [00:04<00:02, 1284.31draws/s]
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Sampling 4 chains, 7 divergences:  62%|██████▏   | 4978/8000 [00:04<00:02, 1276.66draws/s]
Sampling 4 chains, 8 divergences:  62%|██████▏   | 4986/8000 [00:04<00:02, 1276.66draws/s]
Sampling 4 chains, 9 divergences:  63%|██████▎   | 5077/8000 [00:04<00:02, 1276.66draws/s]
Sampling 4 chains, 10 divergences:  64%|██████▎   | 5085/8000 [00:04<00:02, 1276.66draws/s]
Sampling 4 chains, 11 divergences:  64%|██████▍   | 5104/8000 [00:04<00:02, 1276.66draws/s]
Sampling 4 chains, 12 divergences:  64%|██████▍   | 5131/8000 [00:04<00:02, 1276.66draws/s]
Sampling 4 chains, 12 divergences:  64%|██████▍   | 5132/8000 [00:04<00:02, 1343.98draws/s]
Sampling 4 chains, 13 divergences:  64%|██████▍   | 5147/8000 [00:04<00:02, 1343.98draws/s]
Sampling 4 chains, 14 divergences:  64%|██████▍   | 5152/8000 [00:04<00:02, 1343.98draws/s]
Sampling 4 chains, 15 divergences:  64%|██████▍   | 5153/8000 [00:04<00:02, 1343.98draws/s]
Sampling 4 chains, 16 divergences:  64%|██████▍   | 5157/8000 [00:04<00:02, 1343.98draws/s]
Sampling 4 chains, 17 divergences:  65%|██████▍   | 5163/8000 [00:04<00:02, 1343.98draws/s]
Sampling 4 chains, 18 divergences:  65%|██████▍   | 5167/8000 [00:04<00:02, 1343.98draws/s]
Sampling 4 chains, 19 divergences:  65%|██████▍   | 5172/8000 [00:04<00:02, 1343.98draws/s]
Sampling 4 chains, 20 divergences:  65%|██████▌   | 5226/8000 [00:04<00:02, 1343.98draws/s]
Sampling 4 chains, 21 divergences:  66%|██████▌   | 5259/8000 [00:04<00:02, 1343.98draws/s]
Sampling 4 chains, 22 divergences:  66%|██████▌   | 5292/8000 [00:04<00:02, 1343.98draws/s]
Sampling 4 chains, 22 divergences:  66%|██████▌   | 5297/8000 [00:04<00:01, 1418.34draws/s]
Sampling 4 chains, 23 divergences:  66%|██████▌   | 5299/8000 [00:04<00:01, 1418.34draws/s]
Sampling 4 chains, 24 divergences:  67%|██████▋   | 5347/8000 [00:04<00:01, 1418.34draws/s]
Sampling 4 chains, 25 divergences:  67%|██████▋   | 5373/8000 [00:05<00:01, 1418.34draws/s]
Sampling 4 chains, 26 divergences:  67%|██████▋   | 5379/8000 [00:05<00:01, 1418.34draws/s]
Sampling 4 chains, 26 divergences:  68%|██████▊   | 5442/8000 [00:05<00:01, 1427.33draws/s]
Sampling 4 chains, 26 divergences:  70%|██████▉   | 5587/8000 [00:05<00:01, 1326.05draws/s]
Sampling 4 chains, 26 divergences:  72%|███████▏  | 5723/8000 [00:05<00:01, 1283.52draws/s]
Sampling 4 chains, 26 divergences:  73%|███████▎  | 5854/8000 [00:05<00:01, 1262.82draws/s]
Sampling 4 chains, 26 divergences:  75%|███████▍  | 5982/8000 [00:05<00:01, 1261.73draws/s]
Sampling 4 chains, 26 divergences:  76%|███████▋  | 6110/8000 [00:05<00:01, 1228.55draws/s]
Sampling 4 chains, 27 divergences:  77%|███████▋  | 6182/8000 [00:05<00:01, 1228.55draws/s]
Sampling 4 chains, 27 divergences:  78%|███████▊  | 6234/8000 [00:05<00:01, 1208.25draws/s]
Sampling 4 chains, 27 divergences:  79%|███████▉  | 6357/8000 [00:05<00:01, 1214.56draws/s]
Sampling 4 chains, 27 divergences:  81%|████████  | 6497/8000 [00:05<00:01, 1257.29draws/s]
Sampling 4 chains, 27 divergences:  83%|████████▎ | 6625/8000 [00:06<00:01, 1260.42draws/s]
Sampling 4 chains, 28 divergences:  83%|████████▎ | 6653/8000 [00:06<00:01, 1260.42draws/s]
Sampling 4 chains, 29 divergences:  83%|████████▎ | 6677/8000 [00:06<00:01, 1260.42draws/s]
Sampling 4 chains, 29 divergences:  84%|████████▍ | 6757/8000 [00:06<00:00, 1273.15draws/s]
Sampling 4 chains, 30 divergences:  84%|████████▍ | 6760/8000 [00:06<00:00, 1273.15draws/s]
Sampling 4 chains, 31 divergences:  85%|████████▍ | 6793/8000 [00:06<00:00, 1273.15draws/s]
Sampling 4 chains, 32 divergences:  85%|████████▌ | 6813/8000 [00:06<00:00, 1273.15draws/s]
Sampling 4 chains, 33 divergences:  86%|████████▌ | 6852/8000 [00:06<00:00, 1273.15draws/s]
Sampling 4 chains, 34 divergences:  86%|████████▌ | 6856/8000 [00:06<00:00, 1273.15draws/s]
Sampling 4 chains, 35 divergences:  86%|████████▌ | 6861/8000 [00:06<00:00, 1273.15draws/s]
Sampling 4 chains, 36 divergences:  86%|████████▌ | 6869/8000 [00:06<00:00, 1273.15draws/s]
Sampling 4 chains, 37 divergences:  86%|████████▌ | 6880/8000 [00:06<00:00, 1273.15draws/s]
Sampling 4 chains, 38 divergences:  86%|████████▌ | 6886/8000 [00:06<00:00, 1273.15draws/s]
Sampling 4 chains, 39 divergences:  86%|████████▌ | 6891/8000 [00:06<00:00, 1273.15draws/s]
Sampling 4 chains, 39 divergences:  86%|████████▌ | 6892/8000 [00:06<00:00, 1293.86draws/s]
Sampling 4 chains, 40 divergences:  86%|████████▌ | 6897/8000 [00:06<00:00, 1293.86draws/s]
Sampling 4 chains, 41 divergences:  86%|████████▋ | 6900/8000 [00:06<00:00, 1293.86draws/s]
Sampling 4 chains, 42 divergences:  86%|████████▋ | 6903/8000 [00:06<00:00, 1293.86draws/s]
Sampling 4 chains, 43 divergences:  86%|████████▋ | 6908/8000 [00:06<00:00, 1293.86draws/s]
Sampling 4 chains, 44 divergences:  86%|████████▋ | 6918/8000 [00:06<00:00, 1293.86draws/s]
Sampling 4 chains, 45 divergences:  87%|████████▋ | 6980/8000 [00:06<00:00, 1293.86draws/s]
Sampling 4 chains, 46 divergences:  88%|████████▊ | 7002/8000 [00:06<00:00, 1293.86draws/s]
Sampling 4 chains, 47 divergences:  88%|████████▊ | 7007/8000 [00:06<00:00, 1293.86draws/s]
Sampling 4 chains, 47 divergences:  88%|████████▊ | 7022/8000 [00:06<00:00, 1290.19draws/s]
Sampling 4 chains, 48 divergences:  88%|████████▊ | 7028/8000 [00:06<00:00, 1290.19draws/s]
Sampling 4 chains, 49 divergences:  88%|████████▊ | 7040/8000 [00:06<00:00, 1290.19draws/s]
Sampling 4 chains, 50 divergences:  88%|████████▊ | 7062/8000 [00:06<00:00, 1290.19draws/s]
Sampling 4 chains, 51 divergences:  88%|████████▊ | 7078/8000 [00:06<00:00, 1290.19draws/s]
Sampling 4 chains, 52 divergences:  89%|████████▊ | 7084/8000 [00:06<00:00, 1290.19draws/s]
Sampling 4 chains, 53 divergences:  89%|████████▊ | 7091/8000 [00:06<00:00, 1290.19draws/s]
Sampling 4 chains, 54 divergences:  89%|████████▉ | 7111/8000 [00:06<00:00, 1290.19draws/s]
Sampling 4 chains, 55 divergences:  89%|████████▉ | 7114/8000 [00:06<00:00, 1290.19draws/s]
Sampling 4 chains, 56 divergences:  89%|████████▉ | 7138/8000 [00:06<00:00, 1290.19draws/s]
Sampling 4 chains, 56 divergences:  89%|████████▉ | 7152/8000 [00:06<00:00, 1279.88draws/s]
Sampling 4 chains, 57 divergences:  90%|████████▉ | 7162/8000 [00:06<00:00, 1279.88draws/s]
Sampling 4 chains, 58 divergences:  90%|████████▉ | 7195/8000 [00:06<00:00, 1279.88draws/s]
Sampling 4 chains, 59 divergences:  90%|█████████ | 7224/8000 [00:06<00:00, 1279.88draws/s]
Sampling 4 chains, 59 divergences:  91%|█████████ | 7295/8000 [00:06<00:00, 1312.76draws/s]
Sampling 4 chains, 60 divergences:  93%|█████████▎| 7418/8000 [00:06<00:00, 1312.76draws/s]
Sampling 4 chains, 60 divergences:  93%|█████████▎| 7427/8000 [00:06<00:00, 1276.44draws/s]
Sampling 4 chains, 60 divergences:  94%|█████████▍| 7556/8000 [00:06<00:00, 1263.65draws/s]
Sampling 4 chains, 60 divergences:  96%|█████████▌| 7683/8000 [00:06<00:00, 1189.30draws/s]
Sampling 4 chains, 61 divergences:  97%|█████████▋| 7782/8000 [00:06<00:00, 1189.30draws/s]
Sampling 4 chains, 61 divergences:  98%|█████████▊| 7804/8000 [00:06<00:00, 1169.31draws/s]
Sampling 4 chains, 61 divergences:  99%|█████████▉| 7922/8000 [00:07<00:00, 1121.74draws/s]
Sampling 4 chains, 61 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1102.66draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 62/8000 [00:00<00:13, 609.54draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 126/8000 [00:00<00:12, 615.33draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 195/8000 [00:00<00:12, 632.75draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 271/8000 [00:00<00:11, 665.39draws/s]
Sampling 4 chains, 0 divergences:   5%|▍         | 361/8000 [00:00<00:10, 720.68draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 447/8000 [00:00<00:09, 755.49draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 548/8000 [00:00<00:09, 812.34draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 646/8000 [00:00<00:08, 855.26draws/s]
Sampling 4 chains, 0 divergences:   9%|▉         | 753/8000 [00:00<00:07, 908.55draws/s]
Sampling 4 chains, 0 divergences:  11%|█         | 855/8000 [00:01<00:07, 937.81draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 956/8000 [00:01<00:07, 956.04draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1052/8000 [00:01<00:07, 948.11draws/s]
Sampling 4 chains, 0 divergences:  15%|█▍        | 1168/8000 [00:01<00:06, 1002.34draws/s]
Sampling 4 chains, 0 divergences:  16%|█▌        | 1270/8000 [00:01<00:06, 966.66draws/s] 
Sampling 4 chains, 0 divergences:  17%|█▋        | 1372/8000 [00:01<00:06, 976.00draws/s]
Sampling 4 chains, 0 divergences:  18%|█▊        | 1477/8000 [00:01<00:06, 996.58draws/s]
Sampling 4 chains, 0 divergences:  20%|█▉        | 1578/8000 [00:01<00:06, 968.01draws/s]
Sampling 4 chains, 0 divergences:  21%|██        | 1683/8000 [00:01<00:06, 983.99draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1801/8000 [00:01<00:05, 1034.21draws/s]
Sampling 4 chains, 0 divergences:  24%|██▍       | 1911/8000 [00:02<00:05, 1047.43draws/s]
Sampling 4 chains, 0 divergences:  25%|██▌       | 2017/8000 [00:02<00:05, 1044.29draws/s]
Sampling 4 chains, 0 divergences:  27%|██▋       | 2122/8000 [00:02<00:05, 998.06draws/s] 
Sampling 4 chains, 0 divergences:  28%|██▊       | 2223/8000 [00:02<00:05, 987.61draws/s]
Sampling 4 chains, 0 divergences:  29%|██▉       | 2333/8000 [00:02<00:05, 1017.93draws/s]
Sampling 4 chains, 0 divergences:  30%|███       | 2437/8000 [00:02<00:05, 1020.26draws/s]
Sampling 4 chains, 0 divergences:  32%|███▏      | 2565/8000 [00:02<00:05, 1085.86draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2676/8000 [00:02<00:04, 1083.43draws/s]
Sampling 4 chains, 0 divergences:  35%|███▍      | 2786/8000 [00:02<00:04, 1068.06draws/s]
Sampling 4 chains, 0 divergences:  36%|███▋      | 2903/8000 [00:02<00:04, 1092.36draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3013/8000 [00:03<00:04, 1079.48draws/s]
Sampling 4 chains, 0 divergences:  39%|███▉      | 3122/8000 [00:03<00:04, 1062.19draws/s]
Sampling 4 chains, 0 divergences:  40%|████      | 3232/8000 [00:03<00:04, 1072.73draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3340/8000 [00:03<00:04, 1005.04draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3461/8000 [00:03<00:04, 1057.78draws/s]
Sampling 4 chains, 0 divergences:  45%|████▍     | 3578/8000 [00:03<00:04, 1085.62draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3721/8000 [00:03<00:03, 1169.83draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3853/8000 [00:03<00:03, 1209.85draws/s]
Sampling 4 chains, 1 divergences:  49%|████▉     | 3950/8000 [00:03<00:03, 1209.85draws/s]
Sampling 4 chains, 2 divergences:  49%|████▉     | 3956/8000 [00:03<00:03, 1209.85draws/s]
Sampling 4 chains, 3 divergences:  50%|████▉     | 3962/8000 [00:03<00:03, 1209.85draws/s]
Sampling 4 chains, 4 divergences:  50%|████▉     | 3965/8000 [00:03<00:03, 1209.85draws/s]
Sampling 4 chains, 4 divergences:  50%|████▉     | 3980/8000 [00:03<00:03, 1226.26draws/s]
Sampling 4 chains, 5 divergences:  50%|█████     | 4001/8000 [00:03<00:03, 1226.26draws/s]
Sampling 4 chains, 6 divergences:  50%|█████     | 4003/8000 [00:03<00:03, 1226.26draws/s]
Sampling 4 chains, 7 divergences:  50%|█████     | 4005/8000 [00:03<00:03, 1226.26draws/s]
Sampling 4 chains, 8 divergences:  50%|█████     | 4011/8000 [00:03<00:03, 1226.26draws/s]
Sampling 4 chains, 9 divergences:  50%|█████     | 4019/8000 [00:03<00:03, 1226.26draws/s]
Sampling 4 chains, 10 divergences:  50%|█████     | 4029/8000 [00:03<00:03, 1226.26draws/s]
Sampling 4 chains, 11 divergences:  51%|█████     | 4063/8000 [00:04<00:03, 1226.26draws/s]
Sampling 4 chains, 12 divergences:  51%|█████     | 4092/8000 [00:04<00:03, 1226.26draws/s]
Sampling 4 chains, 12 divergences:  51%|█████▏    | 4105/8000 [00:04<00:03, 1189.28draws/s]
Sampling 4 chains, 12 divergences:  53%|█████▎    | 4230/8000 [00:04<00:03, 1202.95draws/s]
Sampling 4 chains, 13 divergences:  54%|█████▎    | 4286/8000 [00:04<00:03, 1202.95draws/s]
Sampling 4 chains, 14 divergences:  54%|█████▎    | 4299/8000 [00:04<00:03, 1202.95draws/s]
Sampling 4 chains, 15 divergences:  54%|█████▍    | 4313/8000 [00:04<00:03, 1202.95draws/s]
Sampling 4 chains, 15 divergences:  54%|█████▍    | 4356/8000 [00:04<00:03, 1212.50draws/s]
Sampling 4 chains, 16 divergences:  55%|█████▌    | 4423/8000 [00:04<00:02, 1212.50draws/s]
Sampling 4 chains, 17 divergences:  55%|█████▌    | 4436/8000 [00:04<00:02, 1212.50draws/s]
Sampling 4 chains, 17 divergences:  56%|█████▌    | 4486/8000 [00:04<00:02, 1237.06draws/s]
Sampling 4 chains, 17 divergences:  58%|█████▊    | 4629/8000 [00:04<00:02, 1288.03draws/s]
Sampling 4 chains, 17 divergences:  60%|█████▉    | 4760/8000 [00:04<00:02, 1292.90draws/s]
Sampling 4 chains, 17 divergences:  61%|██████    | 4895/8000 [00:04<00:02, 1308.97draws/s]
Sampling 4 chains, 18 divergences:  61%|██████    | 4899/8000 [00:04<00:02, 1308.97draws/s]
Sampling 4 chains, 19 divergences:  62%|██████▏   | 4949/8000 [00:04<00:02, 1308.97draws/s]
Sampling 4 chains, 19 divergences:  63%|██████▎   | 5047/8000 [00:04<00:02, 1365.81draws/s]
Sampling 4 chains, 20 divergences:  64%|██████▍   | 5138/8000 [00:04<00:02, 1365.81draws/s]
Sampling 4 chains, 20 divergences:  65%|██████▍   | 5185/8000 [00:04<00:02, 1342.06draws/s]
Sampling 4 chains, 21 divergences:  65%|██████▍   | 5187/8000 [00:04<00:02, 1342.06draws/s]
Sampling 4 chains, 22 divergences:  65%|██████▍   | 5196/8000 [00:04<00:02, 1342.06draws/s]
Sampling 4 chains, 23 divergences:  65%|██████▌   | 5223/8000 [00:04<00:02, 1342.06draws/s]
Sampling 4 chains, 24 divergences:  66%|██████▌   | 5248/8000 [00:04<00:02, 1342.06draws/s]
Sampling 4 chains, 25 divergences:  66%|██████▌   | 5262/8000 [00:04<00:02, 1342.06draws/s]
Sampling 4 chains, 26 divergences:  66%|██████▌   | 5273/8000 [00:04<00:02, 1342.06draws/s]
Sampling 4 chains, 27 divergences:  66%|██████▌   | 5287/8000 [00:04<00:02, 1342.06draws/s]
Sampling 4 chains, 28 divergences:  66%|██████▌   | 5292/8000 [00:04<00:02, 1342.06draws/s]
Sampling 4 chains, 29 divergences:  66%|██████▋   | 5302/8000 [00:04<00:02, 1342.06draws/s]
Sampling 4 chains, 30 divergences:  66%|██████▋   | 5307/8000 [00:04<00:02, 1342.06draws/s]
Sampling 4 chains, 31 divergences:  66%|██████▋   | 5317/8000 [00:04<00:01, 1342.06draws/s]
Sampling 4 chains, 31 divergences:  67%|██████▋   | 5332/8000 [00:04<00:01, 1376.48draws/s]
Sampling 4 chains, 32 divergences:  67%|██████▋   | 5334/8000 [00:04<00:01, 1376.48draws/s]
Sampling 4 chains, 33 divergences:  67%|██████▋   | 5336/8000 [00:04<00:01, 1376.48draws/s]
Sampling 4 chains, 34 divergences:  67%|██████▋   | 5339/8000 [00:04<00:01, 1376.48draws/s]
Sampling 4 chains, 35 divergences:  67%|██████▋   | 5341/8000 [00:04<00:01, 1376.48draws/s]
Sampling 4 chains, 36 divergences:  67%|██████▋   | 5348/8000 [00:04<00:01, 1376.48draws/s]
Sampling 4 chains, 37 divergences:  67%|██████▋   | 5352/8000 [00:04<00:01, 1376.48draws/s]
Sampling 4 chains, 38 divergences:  67%|██████▋   | 5355/8000 [00:04<00:01, 1376.48draws/s]
Sampling 4 chains, 39 divergences:  67%|██████▋   | 5356/8000 [00:04<00:01, 1376.48draws/s]
Sampling 4 chains, 40 divergences:  67%|██████▋   | 5360/8000 [00:04<00:01, 1376.48draws/s]
Sampling 4 chains, 41 divergences:  67%|██████▋   | 5362/8000 [00:04<00:01, 1376.48draws/s]
Sampling 4 chains, 42 divergences:  67%|██████▋   | 5366/8000 [00:04<00:01, 1376.48draws/s]
Sampling 4 chains, 43 divergences:  67%|██████▋   | 5375/8000 [00:04<00:01, 1376.48draws/s]
Sampling 4 chains, 44 divergences:  67%|██████▋   | 5393/8000 [00:04<00:01, 1376.48draws/s]
Sampling 4 chains, 45 divergences:  68%|██████▊   | 5416/8000 [00:05<00:01, 1376.48draws/s]
Sampling 4 chains, 46 divergences:  68%|██████▊   | 5439/8000 [00:05<00:01, 1376.48draws/s]
Sampling 4 chains, 47 divergences:  68%|██████▊   | 5447/8000 [00:05<00:01, 1376.48draws/s]
Sampling 4 chains, 48 divergences:  68%|██████▊   | 5449/8000 [00:05<00:01, 1376.48draws/s]
Sampling 4 chains, 49 divergences:  68%|██████▊   | 5451/8000 [00:05<00:01, 1376.48draws/s]
Sampling 4 chains, 50 divergences:  68%|██████▊   | 5452/8000 [00:05<00:01, 1376.48draws/s]
Sampling 4 chains, 51 divergences:  68%|██████▊   | 5460/8000 [00:05<00:01, 1376.48draws/s]
Sampling 4 chains, 52 divergences:  68%|██████▊   | 5470/8000 [00:05<00:01, 1376.48draws/s]
Sampling 4 chains, 53 divergences:  68%|██████▊   | 5472/8000 [00:05<00:01, 1376.48draws/s]
Sampling 4 chains, 54 divergences:  68%|██████▊   | 5477/8000 [00:05<00:01, 1376.48draws/s]
Sampling 4 chains, 54 divergences:  69%|██████▊   | 5481/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 55 divergences:  69%|██████▉   | 5509/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 56 divergences:  69%|██████▉   | 5515/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 57 divergences:  69%|██████▉   | 5518/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 58 divergences:  69%|██████▉   | 5520/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 59 divergences:  69%|██████▉   | 5530/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 60 divergences:  69%|██████▉   | 5537/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 61 divergences:  69%|██████▉   | 5541/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 62 divergences:  69%|██████▉   | 5557/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 63 divergences:  70%|██████▉   | 5561/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 64 divergences:  70%|██████▉   | 5564/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 65 divergences:  70%|██████▉   | 5570/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 66 divergences:  70%|██████▉   | 5574/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 67 divergences:  70%|██████▉   | 5576/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 68 divergences:  70%|██████▉   | 5578/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 69 divergences:  70%|██████▉   | 5593/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 70 divergences:  70%|███████   | 5602/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 71 divergences:  70%|███████   | 5604/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 72 divergences:  70%|███████   | 5605/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 73 divergences:  70%|███████   | 5609/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 74 divergences:  70%|███████   | 5610/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 75 divergences:  70%|███████   | 5618/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 76 divergences:  70%|███████   | 5624/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 77 divergences:  70%|███████   | 5625/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 78 divergences:  70%|███████   | 5628/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 79 divergences:  70%|███████   | 5633/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 80 divergences:  71%|███████   | 5647/8000 [00:05<00:01, 1405.79draws/s]
Sampling 4 chains, 80 divergences:  71%|███████   | 5649/8000 [00:05<00:01, 1477.86draws/s]
Sampling 4 chains, 81 divergences:  71%|███████   | 5651/8000 [00:05<00:01, 1477.86draws/s]
Sampling 4 chains, 82 divergences:  71%|███████   | 5661/8000 [00:05<00:01, 1477.86draws/s]
Sampling 4 chains, 83 divergences:  71%|███████   | 5668/8000 [00:05<00:01, 1477.86draws/s]
Sampling 4 chains, 84 divergences:  71%|███████   | 5671/8000 [00:05<00:01, 1477.86draws/s]
Sampling 4 chains, 85 divergences:  71%|███████   | 5673/8000 [00:05<00:01, 1477.86draws/s]
Sampling 4 chains, 86 divergences:  71%|███████   | 5687/8000 [00:05<00:01, 1477.86draws/s]
Sampling 4 chains, 87 divergences:  71%|███████   | 5690/8000 [00:05<00:01, 1477.86draws/s]
Sampling 4 chains, 88 divergences:  71%|███████   | 5692/8000 [00:05<00:01, 1477.86draws/s]
Sampling 4 chains, 89 divergences:  71%|███████▏  | 5710/8000 [00:05<00:01, 1477.86draws/s]
Sampling 4 chains, 90 divergences:  72%|███████▏  | 5725/8000 [00:05<00:01, 1477.86draws/s]
Sampling 4 chains, 91 divergences:  72%|███████▏  | 5745/8000 [00:05<00:01, 1477.86draws/s]
Sampling 4 chains, 92 divergences:  72%|███████▏  | 5761/8000 [00:05<00:01, 1477.86draws/s]
Sampling 4 chains, 93 divergences:  72%|███████▏  | 5789/8000 [00:05<00:01, 1477.86draws/s]
Sampling 4 chains, 94 divergences:  72%|███████▏  | 5796/8000 [00:05<00:01, 1477.86draws/s]
Sampling 4 chains, 94 divergences:  72%|███████▏  | 5799/8000 [00:05<00:01, 1463.39draws/s]
Sampling 4 chains, 95 divergences:  73%|███████▎  | 5801/8000 [00:05<00:01, 1463.39draws/s]
Sampling 4 chains, 96 divergences:  73%|███████▎  | 5803/8000 [00:05<00:01, 1463.39draws/s]
Sampling 4 chains, 97 divergences:  73%|███████▎  | 5813/8000 [00:05<00:01, 1463.39draws/s]
Sampling 4 chains, 98 divergences:  73%|███████▎  | 5817/8000 [00:05<00:01, 1463.39draws/s]
Sampling 4 chains, 99 divergences:  73%|███████▎  | 5826/8000 [00:05<00:01, 1463.39draws/s]
Sampling 4 chains, 100 divergences:  73%|███████▎  | 5830/8000 [00:05<00:01, 1463.39draws/s]
Sampling 4 chains, 101 divergences:  73%|███████▎  | 5835/8000 [00:05<00:01, 1463.39draws/s]
Sampling 4 chains, 102 divergences:  73%|███████▎  | 5851/8000 [00:05<00:01, 1463.39draws/s]
Sampling 4 chains, 103 divergences:  73%|███████▎  | 5852/8000 [00:05<00:01, 1463.39draws/s]
Sampling 4 chains, 104 divergences:  73%|███████▎  | 5857/8000 [00:05<00:01, 1463.39draws/s]
Sampling 4 chains, 105 divergences:  73%|███████▎  | 5860/8000 [00:05<00:01, 1463.39draws/s]
Sampling 4 chains, 106 divergences:  73%|███████▎  | 5879/8000 [00:05<00:01, 1463.39draws/s]
Sampling 4 chains, 107 divergences:  74%|███████▎  | 5890/8000 [00:05<00:01, 1463.39draws/s]
Sampling 4 chains, 108 divergences:  74%|███████▎  | 5895/8000 [00:05<00:01, 1463.39draws/s]
Sampling 4 chains, 109 divergences:  74%|███████▎  | 5898/8000 [00:05<00:01, 1463.39draws/s]
Sampling 4 chains, 110 divergences:  74%|███████▍  | 5901/8000 [00:05<00:01, 1463.39draws/s]
Sampling 4 chains, 111 divergences:  74%|███████▍  | 5905/8000 [00:05<00:01, 1463.39draws/s]
Sampling 4 chains, 112 divergences:  74%|███████▍  | 5908/8000 [00:05<00:01, 1463.39draws/s]
Sampling 4 chains, 113 divergences:  74%|███████▍  | 5930/8000 [00:05<00:01, 1463.39draws/s]
Sampling 4 chains, 114 divergences:  74%|███████▍  | 5933/8000 [00:05<00:01, 1463.39draws/s]
Sampling 4 chains, 114 divergences:  74%|███████▍  | 5947/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 115 divergences:  74%|███████▍  | 5947/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 116 divergences:  74%|███████▍  | 5948/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 117 divergences:  74%|███████▍  | 5959/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 118 divergences:  75%|███████▍  | 5966/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 119 divergences:  75%|███████▍  | 5974/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 120 divergences:  75%|███████▍  | 5978/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 121 divergences:  75%|███████▍  | 5982/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 122 divergences:  75%|███████▍  | 5987/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 123 divergences:  75%|███████▍  | 5991/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 124 divergences:  75%|███████▍  | 5994/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 125 divergences:  75%|███████▍  | 5997/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 126 divergences:  75%|███████▌  | 6007/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 127 divergences:  75%|███████▌  | 6033/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 128 divergences:  75%|███████▌  | 6036/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 129 divergences:  75%|███████▌  | 6039/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 130 divergences:  76%|███████▌  | 6048/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 131 divergences:  76%|███████▌  | 6054/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 132 divergences:  76%|███████▌  | 6057/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 133 divergences:  76%|███████▌  | 6064/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 134 divergences:  76%|███████▌  | 6068/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 135 divergences:  76%|███████▌  | 6070/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 136 divergences:  76%|███████▌  | 6088/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 137 divergences:  76%|███████▌  | 6093/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 138 divergences:  76%|███████▌  | 6095/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 139 divergences:  76%|███████▌  | 6098/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 140 divergences:  76%|███████▋  | 6100/8000 [00:05<00:01, 1396.25draws/s]
Sampling 4 chains, 140 divergences:  76%|███████▋  | 6102/8000 [00:05<00:01, 1437.12draws/s]
Sampling 4 chains, 141 divergences:  76%|███████▋  | 6115/8000 [00:05<00:01, 1437.12draws/s]
Sampling 4 chains, 142 divergences:  76%|███████▋  | 6118/8000 [00:05<00:01, 1437.12draws/s]
Sampling 4 chains, 143 divergences:  77%|███████▋  | 6123/8000 [00:05<00:01, 1437.12draws/s]
Sampling 4 chains, 144 divergences:  77%|███████▋  | 6151/8000 [00:05<00:01, 1437.12draws/s]
Sampling 4 chains, 145 divergences:  77%|███████▋  | 6156/8000 [00:05<00:01, 1437.12draws/s]
Sampling 4 chains, 146 divergences:  77%|███████▋  | 6160/8000 [00:05<00:01, 1437.12draws/s]
Sampling 4 chains, 147 divergences:  77%|███████▋  | 6162/8000 [00:05<00:01, 1437.12draws/s]
Sampling 4 chains, 148 divergences:  77%|███████▋  | 6175/8000 [00:05<00:01, 1437.12draws/s]
Sampling 4 chains, 149 divergences:  77%|███████▋  | 6179/8000 [00:05<00:01, 1437.12draws/s]
Sampling 4 chains, 150 divergences:  77%|███████▋  | 6190/8000 [00:05<00:01, 1437.12draws/s]
Sampling 4 chains, 151 divergences:  77%|███████▋  | 6192/8000 [00:05<00:01, 1437.12draws/s]
Sampling 4 chains, 152 divergences:  78%|███████▊  | 6201/8000 [00:05<00:01, 1437.12draws/s]
Sampling 4 chains, 153 divergences:  78%|███████▊  | 6217/8000 [00:05<00:01, 1437.12draws/s]
Sampling 4 chains, 154 divergences:  78%|███████▊  | 6223/8000 [00:05<00:01, 1437.12draws/s]
Sampling 4 chains, 155 divergences:  78%|███████▊  | 6230/8000 [00:05<00:01, 1437.12draws/s]
Sampling 4 chains, 156 divergences:  78%|███████▊  | 6232/8000 [00:05<00:01, 1437.12draws/s]
Sampling 4 chains, 157 divergences:  78%|███████▊  | 6241/8000 [00:05<00:01, 1437.12draws/s]
Sampling 4 chains, 158 divergences:  78%|███████▊  | 6244/8000 [00:05<00:01, 1437.12draws/s]
Sampling 4 chains, 159 divergences:  78%|███████▊  | 6246/8000 [00:05<00:01, 1437.12draws/s]
Sampling 4 chains, 159 divergences:  78%|███████▊  | 6247/8000 [00:05<00:01, 1437.19draws/s]
Sampling 4 chains, 160 divergences:  78%|███████▊  | 6253/8000 [00:05<00:01, 1437.19draws/s]
Sampling 4 chains, 161 divergences:  78%|███████▊  | 6256/8000 [00:05<00:01, 1437.19draws/s]
Sampling 4 chains, 162 divergences:  78%|███████▊  | 6259/8000 [00:05<00:01, 1437.19draws/s]
Sampling 4 chains, 163 divergences:  78%|███████▊  | 6263/8000 [00:05<00:01, 1437.19draws/s]
Sampling 4 chains, 164 divergences:  78%|███████▊  | 6271/8000 [00:05<00:01, 1437.19draws/s]
Sampling 4 chains, 165 divergences:  78%|███████▊  | 6280/8000 [00:05<00:01, 1437.19draws/s]
Sampling 4 chains, 166 divergences:  79%|███████▊  | 6283/8000 [00:05<00:01, 1437.19draws/s]
Sampling 4 chains, 167 divergences:  79%|███████▊  | 6286/8000 [00:05<00:01, 1437.19draws/s]
Sampling 4 chains, 168 divergences:  79%|███████▊  | 6290/8000 [00:05<00:01, 1437.19draws/s]
Sampling 4 chains, 169 divergences:  79%|███████▊  | 6293/8000 [00:05<00:01, 1437.19draws/s]
Sampling 4 chains, 170 divergences:  79%|███████▊  | 6295/8000 [00:05<00:01, 1437.19draws/s]
Sampling 4 chains, 171 divergences:  79%|███████▊  | 6297/8000 [00:05<00:01, 1437.19draws/s]
Sampling 4 chains, 172 divergences:  79%|███████▉  | 6317/8000 [00:05<00:01, 1437.19draws/s]
Sampling 4 chains, 173 divergences:  79%|███████▉  | 6345/8000 [00:05<00:01, 1437.19draws/s]
Sampling 4 chains, 174 divergences:  79%|███████▉  | 6346/8000 [00:05<00:01, 1437.19draws/s]
Sampling 4 chains, 175 divergences:  79%|███████▉  | 6348/8000 [00:05<00:01, 1437.19draws/s]
Sampling 4 chains, 176 divergences:  79%|███████▉  | 6352/8000 [00:05<00:01, 1437.19draws/s]
Sampling 4 chains, 177 divergences:  80%|███████▉  | 6367/8000 [00:05<00:01, 1437.19draws/s]
Sampling 4 chains, 178 divergences:  80%|███████▉  | 6372/8000 [00:05<00:01, 1437.19draws/s]
Sampling 4 chains, 179 divergences:  80%|███████▉  | 6377/8000 [00:05<00:01, 1437.19draws/s]
Sampling 4 chains, 180 divergences:  80%|███████▉  | 6388/8000 [00:05<00:01, 1437.19draws/s]
Sampling 4 chains, 180 divergences:  80%|███████▉  | 6392/8000 [00:05<00:01, 1409.34draws/s]
Sampling 4 chains, 181 divergences:  80%|███████▉  | 6396/8000 [00:05<00:01, 1409.34draws/s]
Sampling 4 chains, 182 divergences:  80%|████████  | 6439/8000 [00:05<00:01, 1409.34draws/s]
Sampling 4 chains, 183 divergences:  81%|████████  | 6444/8000 [00:05<00:01, 1409.34draws/s]
Sampling 4 chains, 183 divergences:  82%|████████▏ | 6534/8000 [00:05<00:01, 1384.06draws/s]
Sampling 4 chains, 184 divergences:  82%|████████▏ | 6561/8000 [00:05<00:01, 1384.06draws/s]
Sampling 4 chains, 185 divergences:  82%|████████▏ | 6566/8000 [00:05<00:01, 1384.06draws/s]
Sampling 4 chains, 186 divergences:  82%|████████▏ | 6586/8000 [00:05<00:01, 1384.06draws/s]
Sampling 4 chains, 187 divergences:  82%|████████▏ | 6593/8000 [00:05<00:01, 1384.06draws/s]
Sampling 4 chains, 188 divergences:  82%|████████▏ | 6599/8000 [00:05<00:01, 1384.06draws/s]
Sampling 4 chains, 189 divergences:  83%|████████▎ | 6615/8000 [00:05<00:01, 1384.06draws/s]
Sampling 4 chains, 190 divergences:  83%|████████▎ | 6624/8000 [00:05<00:00, 1384.06draws/s]
Sampling 4 chains, 191 divergences:  83%|████████▎ | 6650/8000 [00:05<00:00, 1384.06draws/s]
Sampling 4 chains, 192 divergences:  83%|████████▎ | 6665/8000 [00:05<00:00, 1384.06draws/s]
Sampling 4 chains, 192 divergences:  84%|████████▎ | 6699/8000 [00:05<00:00, 1446.77draws/s]
Sampling 4 chains, 193 divergences:  84%|████████▍ | 6704/8000 [00:05<00:00, 1446.77draws/s]
Sampling 4 chains, 194 divergences:  84%|████████▍ | 6708/8000 [00:05<00:00, 1446.77draws/s]
Sampling 4 chains, 195 divergences:  84%|████████▍ | 6735/8000 [00:05<00:00, 1446.77draws/s]
Sampling 4 chains, 196 divergences:  84%|████████▍ | 6756/8000 [00:05<00:00, 1446.77draws/s]
Sampling 4 chains, 197 divergences:  85%|████████▍ | 6766/8000 [00:05<00:00, 1446.77draws/s]
Sampling 4 chains, 198 divergences:  85%|████████▍ | 6775/8000 [00:05<00:00, 1446.77draws/s]
Sampling 4 chains, 199 divergences:  85%|████████▍ | 6779/8000 [00:05<00:00, 1446.77draws/s]
Sampling 4 chains, 200 divergences:  85%|████████▍ | 6784/8000 [00:05<00:00, 1446.77draws/s]
Sampling 4 chains, 201 divergences:  85%|████████▍ | 6786/8000 [00:05<00:00, 1446.77draws/s]
Sampling 4 chains, 202 divergences:  85%|████████▍ | 6792/8000 [00:05<00:00, 1446.77draws/s]
Sampling 4 chains, 203 divergences:  85%|████████▍ | 6796/8000 [00:05<00:00, 1446.77draws/s]
Sampling 4 chains, 204 divergences:  85%|████████▌ | 6816/8000 [00:05<00:00, 1446.77draws/s]
Sampling 4 chains, 205 divergences:  85%|████████▌ | 6821/8000 [00:05<00:00, 1446.77draws/s]
Sampling 4 chains, 206 divergences:  85%|████████▌ | 6836/8000 [00:05<00:00, 1446.77draws/s]
Sampling 4 chains, 207 divergences:  86%|████████▌ | 6852/8000 [00:05<00:00, 1446.77draws/s]
Sampling 4 chains, 208 divergences:  86%|████████▌ | 6854/8000 [00:05<00:00, 1446.77draws/s]
Sampling 4 chains, 208 divergences:  86%|████████▌ | 6857/8000 [00:05<00:00, 1484.02draws/s]
Sampling 4 chains, 209 divergences:  86%|████████▌ | 6857/8000 [00:05<00:00, 1484.02draws/s]
Sampling 4 chains, 210 divergences:  86%|████████▌ | 6862/8000 [00:05<00:00, 1484.02draws/s]
Sampling 4 chains, 211 divergences:  86%|████████▌ | 6867/8000 [00:05<00:00, 1484.02draws/s]
Sampling 4 chains, 212 divergences:  86%|████████▌ | 6896/8000 [00:06<00:00, 1484.02draws/s]
Sampling 4 chains, 213 divergences:  86%|████████▌ | 6898/8000 [00:06<00:00, 1484.02draws/s]
Sampling 4 chains, 214 divergences:  86%|████████▋ | 6907/8000 [00:06<00:00, 1484.02draws/s]
Sampling 4 chains, 215 divergences:  87%|████████▋ | 6923/8000 [00:06<00:00, 1484.02draws/s]
Sampling 4 chains, 216 divergences:  87%|████████▋ | 6939/8000 [00:06<00:00, 1484.02draws/s]
Sampling 4 chains, 217 divergences:  87%|████████▋ | 6951/8000 [00:06<00:00, 1484.02draws/s]
Sampling 4 chains, 218 divergences:  87%|████████▋ | 6955/8000 [00:06<00:00, 1484.02draws/s]
Sampling 4 chains, 219 divergences:  87%|████████▋ | 6963/8000 [00:06<00:00, 1484.02draws/s]
Sampling 4 chains, 220 divergences:  87%|████████▋ | 6966/8000 [00:06<00:00, 1484.02draws/s]
Sampling 4 chains, 221 divergences:  87%|████████▋ | 6971/8000 [00:06<00:00, 1484.02draws/s]
Sampling 4 chains, 222 divergences:  87%|████████▋ | 6973/8000 [00:06<00:00, 1484.02draws/s]
Sampling 4 chains, 223 divergences:  87%|████████▋ | 6977/8000 [00:06<00:00, 1484.02draws/s]
Sampling 4 chains, 224 divergences:  87%|████████▋ | 6978/8000 [00:06<00:00, 1484.02draws/s]
Sampling 4 chains, 225 divergences:  87%|████████▋ | 6980/8000 [00:06<00:00, 1484.02draws/s]
Sampling 4 chains, 226 divergences:  87%|████████▋ | 6988/8000 [00:06<00:00, 1484.02draws/s]
Sampling 4 chains, 227 divergences:  87%|████████▋ | 6990/8000 [00:06<00:00, 1484.02draws/s]
Sampling 4 chains, 228 divergences:  87%|████████▋ | 6992/8000 [00:06<00:00, 1484.02draws/s]
Sampling 4 chains, 229 divergences:  87%|████████▋ | 6999/8000 [00:06<00:00, 1484.02draws/s]
Sampling 4 chains, 230 divergences:  88%|████████▊ | 7007/8000 [00:06<00:00, 1484.02draws/s]
Sampling 4 chains, 231 divergences:  88%|████████▊ | 7011/8000 [00:06<00:00, 1484.02draws/s]
Sampling 4 chains, 232 divergences:  88%|████████▊ | 7017/8000 [00:06<00:00, 1484.02draws/s]
Sampling 4 chains, 232 divergences:  88%|████████▊ | 7022/8000 [00:06<00:00, 1529.47draws/s]
Sampling 4 chains, 233 divergences:  88%|████████▊ | 7030/8000 [00:06<00:00, 1529.47draws/s]
Sampling 4 chains, 234 divergences:  88%|████████▊ | 7033/8000 [00:06<00:00, 1529.47draws/s]
Sampling 4 chains, 235 divergences:  88%|████████▊ | 7039/8000 [00:06<00:00, 1529.47draws/s]
Sampling 4 chains, 236 divergences:  88%|████████▊ | 7041/8000 [00:06<00:00, 1529.47draws/s]
Sampling 4 chains, 237 divergences:  88%|████████▊ | 7043/8000 [00:06<00:00, 1529.47draws/s]
Sampling 4 chains, 238 divergences:  88%|████████▊ | 7070/8000 [00:06<00:00, 1529.47draws/s]
Sampling 4 chains, 239 divergences:  89%|████████▉ | 7102/8000 [00:06<00:00, 1529.47draws/s]
Sampling 4 chains, 240 divergences:  89%|████████▉ | 7105/8000 [00:06<00:00, 1529.47draws/s]
Sampling 4 chains, 241 divergences:  89%|████████▉ | 7133/8000 [00:06<00:00, 1529.47draws/s]
Sampling 4 chains, 242 divergences:  89%|████████▉ | 7140/8000 [00:06<00:00, 1529.47draws/s]
Sampling 4 chains, 243 divergences:  90%|████████▉ | 7162/8000 [00:06<00:00, 1529.47draws/s]
Sampling 4 chains, 243 divergences:  90%|████████▉ | 7177/8000 [00:06<00:00, 1517.08draws/s]
Sampling 4 chains, 244 divergences:  90%|████████▉ | 7178/8000 [00:06<00:00, 1517.08draws/s]
Sampling 4 chains, 245 divergences:  90%|████████▉ | 7182/8000 [00:06<00:00, 1517.08draws/s]
Sampling 4 chains, 246 divergences:  90%|████████▉ | 7184/8000 [00:06<00:00, 1517.08draws/s]
Sampling 4 chains, 247 divergences:  90%|████████▉ | 7193/8000 [00:06<00:00, 1517.08draws/s]
Sampling 4 chains, 248 divergences:  90%|████████▉ | 7195/8000 [00:06<00:00, 1517.08draws/s]
Sampling 4 chains, 249 divergences:  90%|█████████ | 7209/8000 [00:06<00:00, 1517.08draws/s]
Sampling 4 chains, 250 divergences:  90%|█████████ | 7230/8000 [00:06<00:00, 1517.08draws/s]
Sampling 4 chains, 251 divergences:  90%|█████████ | 7237/8000 [00:06<00:00, 1517.08draws/s]
Sampling 4 chains, 252 divergences:  91%|█████████ | 7261/8000 [00:06<00:00, 1517.08draws/s]
Sampling 4 chains, 253 divergences:  91%|█████████ | 7277/8000 [00:06<00:00, 1517.08draws/s]
Sampling 4 chains, 254 divergences:  91%|█████████ | 7289/8000 [00:06<00:00, 1517.08draws/s]
Sampling 4 chains, 255 divergences:  91%|█████████▏| 7317/8000 [00:06<00:00, 1517.08draws/s]
Sampling 4 chains, 256 divergences:  92%|█████████▏| 7325/8000 [00:06<00:00, 1517.08draws/s]
Sampling 4 chains, 256 divergences:  92%|█████████▏| 7336/8000 [00:06<00:00, 1527.87draws/s]
Sampling 4 chains, 257 divergences:  92%|█████████▏| 7343/8000 [00:06<00:00, 1527.87draws/s]
Sampling 4 chains, 258 divergences:  92%|█████████▏| 7382/8000 [00:06<00:00, 1527.87draws/s]
Sampling 4 chains, 259 divergences:  93%|█████████▎| 7429/8000 [00:06<00:00, 1527.87draws/s]
Sampling 4 chains, 259 divergences:  94%|█████████▎| 7490/8000 [00:06<00:00, 1431.80draws/s]
Sampling 4 chains, 259 divergences:  95%|█████████▌| 7635/8000 [00:06<00:00, 1256.91draws/s]
Sampling 4 chains, 260 divergences:  96%|█████████▌| 7653/8000 [00:06<00:00, 1256.91draws/s]
Sampling 4 chains, 260 divergences:  97%|█████████▋| 7766/8000 [00:06<00:00, 1153.77draws/s]
Sampling 4 chains, 260 divergences:  99%|█████████▊| 7887/8000 [00:06<00:00, 1059.18draws/s]
Sampling 4 chains, 261 divergences:  99%|█████████▉| 7927/8000 [00:06<00:00, 1059.18draws/s]
Sampling 4 chains, 261 divergences: 100%|█████████▉| 7999/8000 [00:07<00:00, 852.30draws/s] 
Sampling 4 chains, 261 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1135.46draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 67/8000 [00:00<00:11, 668.96draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 131/8000 [00:00<00:11, 659.38draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 203/8000 [00:00<00:11, 670.81draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 263/8000 [00:00<00:11, 645.16draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 345/8000 [00:00<00:11, 689.16draws/s]
Sampling 4 chains, 0 divergences:   5%|▌         | 421/8000 [00:00<00:10, 707.53draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 496/8000 [00:00<00:10, 715.88draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 563/8000 [00:00<00:11, 669.52draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 628/8000 [00:00<00:11, 641.54draws/s]
Sampling 4 chains, 0 divergences:   9%|▊         | 696/8000 [00:01<00:11, 650.90draws/s]
Sampling 4 chains, 0 divergences:  10%|▉         | 769/8000 [00:01<00:10, 672.04draws/s]
Sampling 4 chains, 0 divergences:  10%|█         | 836/8000 [00:01<00:10, 652.83draws/s]
Sampling 4 chains, 0 divergences:  11%|█▏        | 901/8000 [00:01<00:11, 627.49draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 980/8000 [00:01<00:10, 668.03draws/s]
Sampling 4 chains, 0 divergences:  14%|█▎        | 1084/8000 [00:01<00:09, 746.54draws/s]
Sampling 4 chains, 0 divergences:  15%|█▍        | 1182/8000 [00:01<00:08, 803.31draws/s]
Sampling 4 chains, 0 divergences:  16%|█▌        | 1281/8000 [00:01<00:07, 850.98draws/s]
Sampling 4 chains, 0 divergences:  17%|█▋        | 1370/8000 [00:01<00:07, 837.75draws/s]
Sampling 4 chains, 0 divergences:  18%|█▊        | 1468/8000 [00:01<00:07, 873.05draws/s]
Sampling 4 chains, 0 divergences:  20%|█▉        | 1575/8000 [00:02<00:06, 923.59draws/s]
Sampling 4 chains, 0 divergences:  21%|██        | 1670/8000 [00:02<00:06, 909.36draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1768/8000 [00:02<00:06, 914.58draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1879/8000 [00:02<00:06, 965.33draws/s]
Sampling 4 chains, 0 divergences:  25%|██▍       | 1978/8000 [00:02<00:06, 948.17draws/s]
Sampling 4 chains, 0 divergences:  26%|██▌       | 2074/8000 [00:02<00:06, 936.96draws/s]
Sampling 4 chains, 0 divergences:  27%|██▋       | 2175/8000 [00:02<00:06, 956.61draws/s]
Sampling 4 chains, 0 divergences:  28%|██▊       | 2272/8000 [00:02<00:06, 895.10draws/s]
Sampling 4 chains, 0 divergences:  30%|██▉       | 2367/8000 [00:02<00:06, 910.00draws/s]
Sampling 4 chains, 0 divergences:  31%|███       | 2473/8000 [00:03<00:05, 947.26draws/s]
Sampling 4 chains, 0 divergences:  32%|███▏      | 2569/8000 [00:03<00:05, 933.51draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2668/8000 [00:03<00:05, 945.45draws/s]
Sampling 4 chains, 0 divergences:  35%|███▍      | 2764/8000 [00:03<00:05, 903.18draws/s]
Sampling 4 chains, 0 divergences:  36%|███▌      | 2856/8000 [00:03<00:05, 900.12draws/s]
Sampling 4 chains, 0 divergences:  37%|███▋      | 2950/8000 [00:03<00:05, 911.67draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3050/8000 [00:03<00:05, 935.21draws/s]
Sampling 4 chains, 0 divergences:  39%|███▉      | 3152/8000 [00:03<00:05, 946.10draws/s]
Sampling 4 chains, 0 divergences:  41%|████      | 3247/8000 [00:03<00:05, 923.38draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3342/8000 [00:03<00:05, 927.00draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3441/8000 [00:04<00:04, 944.90draws/s]
Sampling 4 chains, 0 divergences:  44%|████▍     | 3536/8000 [00:04<00:04, 946.27draws/s]
Sampling 4 chains, 0 divergences:  45%|████▌     | 3635/8000 [00:04<00:04, 958.79draws/s]
Sampling 4 chains, 0 divergences:  47%|████▋     | 3745/8000 [00:04<00:04, 995.33draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3846/8000 [00:04<00:04, 934.01draws/s]
Sampling 4 chains, 0 divergences:  49%|████▉     | 3949/8000 [00:04<00:04, 958.81draws/s]
Sampling 4 chains, 0 divergences:  51%|█████     | 4056/8000 [00:04<00:03, 988.76draws/s]
Sampling 4 chains, 0 divergences:  52%|█████▏    | 4164/8000 [00:04<00:03, 1010.33draws/s]
Sampling 4 chains, 0 divergences:  53%|█████▎    | 4266/8000 [00:04<00:03, 1005.02draws/s]
Sampling 4 chains, 0 divergences:  55%|█████▍    | 4386/8000 [00:04<00:03, 1056.10draws/s]
Sampling 4 chains, 0 divergences:  56%|█████▌    | 4493/8000 [00:05<00:03, 1050.81draws/s]
Sampling 4 chains, 1 divergences:  57%|█████▋    | 4597/8000 [00:05<00:03, 1050.81draws/s]
Sampling 4 chains, 1 divergences:  58%|█████▊    | 4612/8000 [00:05<00:03, 1088.20draws/s]
Sampling 4 chains, 2 divergences:  58%|█████▊    | 4630/8000 [00:05<00:03, 1088.20draws/s]
Sampling 4 chains, 3 divergences:  59%|█████▉    | 4733/8000 [00:05<00:03, 1088.20draws/s]
Sampling 4 chains, 3 divergences:  60%|█████▉    | 4763/8000 [00:05<00:02, 1183.45draws/s]
Sampling 4 chains, 3 divergences:  61%|██████    | 4885/8000 [00:05<00:02, 1172.19draws/s]
Sampling 4 chains, 4 divergences:  61%|██████▏   | 4909/8000 [00:05<00:02, 1172.19draws/s]
Sampling 4 chains, 4 divergences:  63%|██████▎   | 5005/8000 [00:05<00:02, 1137.25draws/s]
Sampling 4 chains, 5 divergences:  63%|██████▎   | 5056/8000 [00:05<00:02, 1137.25draws/s]
Sampling 4 chains, 5 divergences:  64%|██████▍   | 5138/8000 [00:05<00:02, 1181.50draws/s]
Sampling 4 chains, 6 divergences:  65%|██████▍   | 5177/8000 [00:05<00:02, 1181.50draws/s]
Sampling 4 chains, 6 divergences:  66%|██████▌   | 5258/8000 [00:05<00:02, 1157.73draws/s]
Sampling 4 chains, 6 divergences:  67%|██████▋   | 5376/8000 [00:05<00:02, 1161.91draws/s]
Sampling 4 chains, 6 divergences:  69%|██████▉   | 5500/8000 [00:05<00:02, 1183.07draws/s]
Sampling 4 chains, 7 divergences:  69%|██████▉   | 5505/8000 [00:05<00:02, 1183.07draws/s]
Sampling 4 chains, 7 divergences:  70%|███████   | 5620/8000 [00:06<00:02, 1174.76draws/s]
Sampling 4 chains, 7 divergences:  72%|███████▏  | 5738/8000 [00:06<00:01, 1156.15draws/s]
Sampling 4 chains, 7 divergences:  73%|███████▎  | 5857/8000 [00:06<00:01, 1164.46draws/s]
Sampling 4 chains, 7 divergences:  75%|███████▍  | 5974/8000 [00:06<00:01, 1135.12draws/s]
Sampling 4 chains, 7 divergences:  76%|███████▌  | 6088/8000 [00:06<00:01, 1110.41draws/s]
Sampling 4 chains, 8 divergences:  76%|███████▋  | 6114/8000 [00:06<00:01, 1110.41draws/s]
Sampling 4 chains, 8 divergences:  78%|███████▊  | 6200/8000 [00:06<00:01, 1088.92draws/s]
Sampling 4 chains, 8 divergences:  79%|███████▉  | 6310/8000 [00:06<00:01, 1022.09draws/s]
Sampling 4 chains, 8 divergences:  80%|████████  | 6417/8000 [00:06<00:01, 1026.72draws/s]
Sampling 4 chains, 8 divergences:  82%|████████▏ | 6521/8000 [00:06<00:01, 1008.68draws/s]
Sampling 4 chains, 8 divergences:  83%|████████▎ | 6623/8000 [00:07<00:01, 1006.01draws/s]
Sampling 4 chains, 8 divergences:  84%|████████▍ | 6727/8000 [00:07<00:01, 1009.19draws/s]
Sampling 4 chains, 9 divergences:  85%|████████▌ | 6836/8000 [00:07<00:01, 1009.19draws/s]
Sampling 4 chains, 9 divergences:  85%|████████▌ | 6837/8000 [00:07<00:01, 1032.60draws/s]
Sampling 4 chains, 9 divergences:  87%|████████▋ | 6955/8000 [00:07<00:00, 1071.99draws/s]
Sampling 4 chains, 9 divergences:  88%|████████▊ | 7063/8000 [00:07<00:00, 1067.83draws/s]
Sampling 4 chains, 9 divergences:  90%|████████▉ | 7188/8000 [00:07<00:00, 1116.52draws/s]
Sampling 4 chains, 10 divergences:  90%|████████▉ | 7192/8000 [00:07<00:00, 1116.52draws/s]
Sampling 4 chains, 10 divergences:  91%|█████████▏| 7301/8000 [00:07<00:00, 1012.04draws/s]
Sampling 4 chains, 10 divergences:  93%|█████████▎| 7405/8000 [00:07<00:00, 939.17draws/s] 
Sampling 4 chains, 10 divergences:  94%|█████████▍| 7502/8000 [00:07<00:00, 871.99draws/s]
Sampling 4 chains, 10 divergences:  95%|█████████▍| 7593/8000 [00:08<00:00, 804.99draws/s]
Sampling 4 chains, 10 divergences:  96%|█████████▌| 7681/8000 [00:08<00:00, 820.84draws/s]
Sampling 4 chains, 10 divergences:  97%|█████████▋| 7767/8000 [00:08<00:00, 830.95draws/s]
Sampling 4 chains, 10 divergences:  98%|█████████▊| 7852/8000 [00:08<00:00, 743.91draws/s]
Sampling 4 chains, 10 divergences:  99%|█████████▉| 7930/8000 [00:08<00:00, 556.67draws/s]
Sampling 4 chains, 10 divergences: 100%|█████████▉| 7995/8000 [00:08<00:00, 489.82draws/s]
Sampling 4 chains, 10 divergences: 100%|██████████| 8000/8000 [00:08<00:00, 908.75draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 52/8000 [00:00<00:15, 498.46draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 124/8000 [00:00<00:14, 548.66draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 185/8000 [00:00<00:13, 565.57draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 274/8000 [00:00<00:12, 631.20draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 355/8000 [00:00<00:11, 674.58draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 444/8000 [00:00<00:10, 725.34draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 530/8000 [00:00<00:09, 758.92draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 618/8000 [00:00<00:09, 790.59draws/s]
Sampling 4 chains, 0 divergences:   9%|▉         | 724/8000 [00:00<00:08, 848.83draws/s]
Sampling 4 chains, 0 divergences:  10%|█         | 810/8000 [00:01<00:08, 821.35draws/s]
Sampling 4 chains, 0 divergences:  11%|█▏        | 903/8000 [00:01<00:08, 850.85draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1001/8000 [00:01<00:07, 884.20draws/s]
Sampling 4 chains, 0 divergences:  14%|█▎        | 1091/8000 [00:01<00:08, 821.74draws/s]
Sampling 4 chains, 0 divergences:  15%|█▍        | 1175/8000 [00:01<00:08, 801.60draws/s]
Sampling 4 chains, 0 divergences:  16%|█▌        | 1274/8000 [00:01<00:07, 849.36draws/s]
Sampling 4 chains, 0 divergences:  17%|█▋        | 1374/8000 [00:01<00:07, 885.74draws/s]
Sampling 4 chains, 0 divergences:  19%|█▊        | 1485/8000 [00:01<00:06, 938.58draws/s]
Sampling 4 chains, 0 divergences:  20%|██        | 1614/8000 [00:01<00:06, 1020.43draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1726/8000 [00:01<00:06, 1043.31draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1833/8000 [00:02<00:06, 1016.68draws/s]
Sampling 4 chains, 0 divergences:  24%|██▍       | 1952/8000 [00:02<00:05, 1062.48draws/s]
Sampling 4 chains, 0 divergences:  26%|██▌       | 2073/8000 [00:02<00:05, 1097.48draws/s]
Sampling 4 chains, 0 divergences:  28%|██▊       | 2206/8000 [00:02<00:05, 1153.47draws/s]
Sampling 4 chains, 0 divergences:  29%|██▉       | 2324/8000 [00:02<00:04, 1141.91draws/s]
Sampling 4 chains, 0 divergences:  30%|███       | 2440/8000 [00:02<00:05, 1102.92draws/s]
Sampling 4 chains, 0 divergences:  32%|███▏      | 2552/8000 [00:02<00:05, 1081.74draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2672/8000 [00:02<00:04, 1107.94draws/s]
Sampling 4 chains, 0 divergences:  35%|███▍      | 2784/8000 [00:02<00:04, 1085.72draws/s]
Sampling 4 chains, 0 divergences:  36%|███▌      | 2894/8000 [00:03<00:04, 1075.18draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3010/8000 [00:03<00:04, 1094.80draws/s]
Sampling 4 chains, 0 divergences:  39%|███▉      | 3122/8000 [00:03<00:04, 1098.49draws/s]
Sampling 4 chains, 0 divergences:  41%|████      | 3241/8000 [00:03<00:04, 1111.78draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3353/8000 [00:03<00:04, 1078.93draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3470/8000 [00:03<00:04, 1098.27draws/s]
Sampling 4 chains, 0 divergences:  45%|████▍     | 3581/8000 [00:03<00:04, 1082.66draws/s]
Sampling 4 chains, 0 divergences:  46%|████▋     | 3704/8000 [00:03<00:03, 1122.92draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3837/8000 [00:03<00:03, 1177.73draws/s]
Sampling 4 chains, 1 divergences:  49%|████▉     | 3914/8000 [00:03<00:03, 1177.73draws/s]
Sampling 4 chains, 1 divergences:  49%|████▉     | 3956/8000 [00:03<00:03, 1148.24draws/s]
Sampling 4 chains, 1 divergences:  51%|█████     | 4081/8000 [00:04<00:03, 1175.91draws/s]
Sampling 4 chains, 1 divergences:  53%|█████▎    | 4202/8000 [00:04<00:03, 1184.95draws/s]
Sampling 4 chains, 1 divergences:  54%|█████▍    | 4331/8000 [00:04<00:03, 1208.18draws/s]
Sampling 4 chains, 1 divergences:  56%|█████▌    | 4469/8000 [00:04<00:02, 1254.67draws/s]
Sampling 4 chains, 1 divergences:  57%|█████▋    | 4596/8000 [00:04<00:02, 1239.31draws/s]
Sampling 4 chains, 1 divergences:  59%|█████▉    | 4723/8000 [00:04<00:02, 1238.43draws/s]
Sampling 4 chains, 1 divergences:  61%|██████    | 4871/8000 [00:04<00:02, 1301.94draws/s]
Sampling 4 chains, 2 divergences:  62%|██████▏   | 4951/8000 [00:04<00:02, 1301.94draws/s]
Sampling 4 chains, 3 divergences:  62%|██████▏   | 4956/8000 [00:04<00:02, 1301.94draws/s]
Sampling 4 chains, 3 divergences:  63%|██████▎   | 5003/8000 [00:04<00:02, 1290.22draws/s]
Sampling 4 chains, 3 divergences:  64%|██████▍   | 5141/8000 [00:04<00:02, 1303.39draws/s]
Sampling 4 chains, 3 divergences:  66%|██████▌   | 5277/8000 [00:04<00:02, 1318.78draws/s]
Sampling 4 chains, 4 divergences:  66%|██████▋   | 5306/8000 [00:05<00:02, 1318.78draws/s]
Sampling 4 chains, 4 divergences:  68%|██████▊   | 5415/8000 [00:05<00:01, 1336.35draws/s]
Sampling 4 chains, 5 divergences:  68%|██████▊   | 5419/8000 [00:05<00:01, 1336.35draws/s]
Sampling 4 chains, 5 divergences:  69%|██████▉   | 5556/8000 [00:05<00:01, 1348.83draws/s]
Sampling 4 chains, 5 divergences:  71%|███████   | 5692/8000 [00:05<00:01, 1339.64draws/s]
Sampling 4 chains, 6 divergences:  72%|███████▏  | 5727/8000 [00:05<00:01, 1339.64draws/s]
Sampling 4 chains, 7 divergences:  72%|███████▏  | 5756/8000 [00:05<00:01, 1339.64draws/s]
Sampling 4 chains, 7 divergences:  73%|███████▎  | 5827/8000 [00:05<00:01, 1329.10draws/s]
Sampling 4 chains, 8 divergences:  73%|███████▎  | 5855/8000 [00:05<00:01, 1329.10draws/s]
Sampling 4 chains, 9 divergences:  74%|███████▎  | 5894/8000 [00:05<00:01, 1329.10draws/s]
Sampling 4 chains, 10 divergences:  74%|███████▍  | 5902/8000 [00:05<00:01, 1329.10draws/s]
Sampling 4 chains, 11 divergences:  74%|███████▍  | 5914/8000 [00:05<00:01, 1329.10draws/s]
Sampling 4 chains, 12 divergences:  74%|███████▍  | 5925/8000 [00:05<00:01, 1329.10draws/s]
Sampling 4 chains, 13 divergences:  74%|███████▍  | 5960/8000 [00:05<00:01, 1329.10draws/s]
Sampling 4 chains, 14 divergences:  75%|███████▍  | 5965/8000 [00:05<00:01, 1329.10draws/s]
Sampling 4 chains, 14 divergences:  75%|███████▍  | 5975/8000 [00:05<00:01, 1369.27draws/s]
Sampling 4 chains, 15 divergences:  75%|███████▍  | 5976/8000 [00:05<00:01, 1369.27draws/s]
Sampling 4 chains, 16 divergences:  76%|███████▌  | 6057/8000 [00:05<00:01, 1369.27draws/s]
Sampling 4 chains, 17 divergences:  76%|███████▌  | 6063/8000 [00:05<00:01, 1369.27draws/s]
Sampling 4 chains, 18 divergences:  76%|███████▌  | 6067/8000 [00:05<00:01, 1369.27draws/s]
Sampling 4 chains, 19 divergences:  76%|███████▌  | 6072/8000 [00:05<00:01, 1369.27draws/s]
Sampling 4 chains, 20 divergences:  76%|███████▌  | 6074/8000 [00:05<00:01, 1369.27draws/s]
Sampling 4 chains, 21 divergences:  76%|███████▌  | 6089/8000 [00:05<00:01, 1369.27draws/s]
Sampling 4 chains, 21 divergences:  77%|███████▋  | 6121/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 22 divergences:  77%|███████▋  | 6130/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 23 divergences:  77%|███████▋  | 6131/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 24 divergences:  77%|███████▋  | 6134/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 25 divergences:  77%|███████▋  | 6138/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 26 divergences:  77%|███████▋  | 6144/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 27 divergences:  77%|███████▋  | 6147/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 28 divergences:  77%|███████▋  | 6149/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 29 divergences:  77%|███████▋  | 6152/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 30 divergences:  77%|███████▋  | 6158/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 31 divergences:  77%|███████▋  | 6160/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 32 divergences:  77%|███████▋  | 6164/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 33 divergences:  77%|███████▋  | 6172/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 34 divergences:  77%|███████▋  | 6179/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 35 divergences:  77%|███████▋  | 6182/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 36 divergences:  77%|███████▋  | 6184/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 37 divergences:  77%|███████▋  | 6198/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 38 divergences:  78%|███████▊  | 6203/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 39 divergences:  78%|███████▊  | 6204/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 40 divergences:  78%|███████▊  | 6206/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 41 divergences:  78%|███████▊  | 6212/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 42 divergences:  78%|███████▊  | 6216/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 43 divergences:  78%|███████▊  | 6218/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 44 divergences:  78%|███████▊  | 6237/8000 [00:05<00:01, 1392.67draws/s]
Sampling 4 chains, 44 divergences:  78%|███████▊  | 6266/8000 [00:05<00:01, 1408.09draws/s]
Sampling 4 chains, 45 divergences:  79%|███████▊  | 6297/8000 [00:05<00:01, 1408.09draws/s]
Sampling 4 chains, 46 divergences:  79%|███████▉  | 6318/8000 [00:05<00:01, 1408.09draws/s]
Sampling 4 chains, 47 divergences:  79%|███████▉  | 6330/8000 [00:05<00:01, 1408.09draws/s]
Sampling 4 chains, 48 divergences:  79%|███████▉  | 6333/8000 [00:05<00:01, 1408.09draws/s]
Sampling 4 chains, 48 divergences:  80%|████████  | 6411/8000 [00:05<00:01, 1409.82draws/s]
Sampling 4 chains, 48 divergences:  82%|████████▏ | 6553/8000 [00:05<00:01, 1380.01draws/s]
Sampling 4 chains, 48 divergences:  84%|████████▎ | 6692/8000 [00:06<00:00, 1328.33draws/s]
Sampling 4 chains, 48 divergences:  85%|████████▌ | 6826/8000 [00:06<00:00, 1237.27draws/s]
Sampling 4 chains, 49 divergences:  87%|████████▋ | 6951/8000 [00:06<00:00, 1237.27draws/s]
Sampling 4 chains, 49 divergences:  87%|████████▋ | 6952/8000 [00:06<00:00, 1236.27draws/s]
Sampling 4 chains, 50 divergences:  87%|████████▋ | 6999/8000 [00:06<00:00, 1236.27draws/s]
Sampling 4 chains, 50 divergences:  88%|████████▊ | 7077/8000 [00:06<00:00, 1219.95draws/s]
Sampling 4 chains, 51 divergences:  90%|████████▉ | 7197/8000 [00:06<00:00, 1219.95draws/s]
Sampling 4 chains, 51 divergences:  90%|█████████ | 7200/8000 [00:06<00:00, 1194.53draws/s]
Sampling 4 chains, 52 divergences:  91%|█████████ | 7267/8000 [00:06<00:00, 1194.53draws/s]
Sampling 4 chains, 52 divergences:  92%|█████████▏| 7323/8000 [00:06<00:00, 1204.74draws/s]
Sampling 4 chains, 53 divergences:  92%|█████████▏| 7329/8000 [00:06<00:00, 1204.74draws/s]
Sampling 4 chains, 54 divergences:  93%|█████████▎| 7434/8000 [00:06<00:00, 1204.74draws/s]
Sampling 4 chains, 54 divergences:  93%|█████████▎| 7445/8000 [00:06<00:00, 1203.21draws/s]
Sampling 4 chains, 55 divergences:  94%|█████████▍| 7547/8000 [00:06<00:00, 1203.21draws/s]
Sampling 4 chains, 55 divergences:  95%|█████████▍| 7585/8000 [00:06<00:00, 1252.46draws/s]
Sampling 4 chains, 55 divergences:  96%|█████████▋| 7712/8000 [00:06<00:00, 1228.51draws/s]
Sampling 4 chains, 56 divergences:  97%|█████████▋| 7734/8000 [00:06<00:00, 1228.51draws/s]
Sampling 4 chains, 57 divergences:  97%|█████████▋| 7750/8000 [00:06<00:00, 1228.51draws/s]
Sampling 4 chains, 58 divergences:  97%|█████████▋| 7753/8000 [00:06<00:00, 1228.51draws/s]
Sampling 4 chains, 59 divergences:  97%|█████████▋| 7754/8000 [00:06<00:00, 1228.51draws/s]
Sampling 4 chains, 59 divergences:  98%|█████████▊| 7836/8000 [00:06<00:00, 1184.63draws/s]
Sampling 4 chains, 60 divergences:  99%|█████████▊| 7891/8000 [00:07<00:00, 1184.63draws/s]
Sampling 4 chains, 60 divergences:  99%|█████████▉| 7956/8000 [00:07<00:00, 1114.67draws/s]
Sampling 4 chains, 60 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1114.31draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 73/8000 [00:00<00:10, 721.36draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 152/8000 [00:00<00:10, 735.80draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 250/8000 [00:00<00:09, 794.48draws/s]
Sampling 4 chains, 0 divergences:   4%|▍         | 340/8000 [00:00<00:09, 822.62draws/s]
Sampling 4 chains, 0 divergences:   5%|▌         | 433/8000 [00:00<00:08, 848.59draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 521/8000 [00:00<00:08, 857.00draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 606/8000 [00:00<00:08, 851.73draws/s]
Sampling 4 chains, 0 divergences:   9%|▉         | 714/8000 [00:00<00:08, 906.72draws/s]
Sampling 4 chains, 0 divergences:  10%|█         | 810/8000 [00:00<00:07, 920.37draws/s]
Sampling 4 chains, 0 divergences:  11%|█▏        | 909/8000 [00:01<00:07, 939.91draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1016/8000 [00:01<00:07, 975.17draws/s]
Sampling 4 chains, 0 divergences:  14%|█▍        | 1125/8000 [00:01<00:06, 1006.30draws/s]
Sampling 4 chains, 0 divergences:  15%|█▌        | 1226/8000 [00:01<00:07, 951.10draws/s] 
Sampling 4 chains, 0 divergences:  17%|█▋        | 1322/8000 [00:01<00:07, 943.82draws/s]
Sampling 4 chains, 0 divergences:  18%|█▊        | 1421/8000 [00:01<00:06, 954.93draws/s]
Sampling 4 chains, 0 divergences:  19%|█▉        | 1520/8000 [00:01<00:06, 964.83draws/s]
Sampling 4 chains, 0 divergences:  21%|██        | 1656/8000 [00:01<00:06, 1054.91draws/s]
Sampling 4 chains, 0 divergences:  22%|██▏       | 1765/8000 [00:01<00:05, 1046.86draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1873/8000 [00:01<00:05, 1055.79draws/s]
Sampling 4 chains, 0 divergences:  25%|██▍       | 1980/8000 [00:02<00:06, 953.51draws/s] 
Sampling 4 chains, 0 divergences:  26%|██▌       | 2092/8000 [00:02<00:05, 997.85draws/s]
Sampling 4 chains, 0 divergences:  28%|██▊       | 2221/8000 [00:02<00:05, 1070.27draws/s]
Sampling 4 chains, 0 divergences:  29%|██▉       | 2336/8000 [00:02<00:05, 1092.18draws/s]
Sampling 4 chains, 0 divergences:  31%|███       | 2452/8000 [00:02<00:04, 1110.71draws/s]
Sampling 4 chains, 0 divergences:  32%|███▏      | 2570/8000 [00:02<00:04, 1122.93draws/s]
Sampling 4 chains, 0 divergences:  34%|███▎      | 2684/8000 [00:02<00:04, 1077.09draws/s]
Sampling 4 chains, 0 divergences:  35%|███▍      | 2796/8000 [00:02<00:04, 1089.06draws/s]
Sampling 4 chains, 0 divergences:  36%|███▋      | 2906/8000 [00:02<00:04, 1080.56draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3021/8000 [00:03<00:04, 1095.19draws/s]
Sampling 4 chains, 0 divergences:  39%|███▉      | 3132/8000 [00:03<00:04, 1075.63draws/s]
Sampling 4 chains, 0 divergences:  41%|████      | 3242/8000 [00:03<00:04, 1082.17draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3365/8000 [00:03<00:04, 1117.13draws/s]
Sampling 4 chains, 0 divergences:  44%|████▎     | 3492/8000 [00:03<00:03, 1156.40draws/s]
Sampling 4 chains, 0 divergences:  45%|████▌     | 3609/8000 [00:03<00:04, 1094.11draws/s]
Sampling 4 chains, 0 divergences:  46%|████▋     | 3720/8000 [00:03<00:04, 1047.61draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3827/8000 [00:03<00:04, 990.85draws/s] 
Sampling 4 chains, 0 divergences:  49%|████▉     | 3937/8000 [00:03<00:03, 1018.08draws/s]
Sampling 4 chains, 1 divergences:  50%|█████     | 4015/8000 [00:03<00:03, 1018.08draws/s]
Sampling 4 chains, 1 divergences:  51%|█████     | 4043/8000 [00:03<00:03, 1028.87draws/s]
Sampling 4 chains, 2 divergences:  51%|█████▏    | 4112/8000 [00:04<00:03, 1028.87draws/s]
Sampling 4 chains, 2 divergences:  52%|█████▏    | 4166/8000 [00:04<00:03, 1081.40draws/s]
Sampling 4 chains, 2 divergences:  54%|█████▎    | 4284/8000 [00:04<00:03, 1108.21draws/s]
Sampling 4 chains, 3 divergences:  54%|█████▎    | 4284/8000 [00:04<00:03, 1108.21draws/s]
Sampling 4 chains, 4 divergences:  54%|█████▍    | 4320/8000 [00:04<00:03, 1108.21draws/s]
Sampling 4 chains, 4 divergences:  55%|█████▌    | 4411/8000 [00:04<00:03, 1148.74draws/s]
Sampling 4 chains, 4 divergences:  57%|█████▋    | 4534/8000 [00:04<00:02, 1171.04draws/s]
Sampling 4 chains, 5 divergences:  57%|█████▋    | 4591/8000 [00:04<00:02, 1171.04draws/s]
Sampling 4 chains, 5 divergences:  58%|█████▊    | 4663/8000 [00:04<00:02, 1204.03draws/s]
Sampling 4 chains, 5 divergences:  60%|█████▉    | 4785/8000 [00:04<00:02, 1189.97draws/s]
Sampling 4 chains, 5 divergences:  61%|██████▏   | 4908/8000 [00:04<00:02, 1198.39draws/s]
Sampling 4 chains, 6 divergences:  62%|██████▏   | 4923/8000 [00:04<00:02, 1198.39draws/s]
Sampling 4 chains, 7 divergences:  62%|██████▏   | 4953/8000 [00:04<00:02, 1198.39draws/s]
Sampling 4 chains, 8 divergences:  63%|██████▎   | 5023/8000 [00:04<00:02, 1198.39draws/s]
Sampling 4 chains, 8 divergences:  63%|██████▎   | 5054/8000 [00:04<00:02, 1265.14draws/s]
Sampling 4 chains, 9 divergences:  63%|██████▎   | 5059/8000 [00:04<00:02, 1265.14draws/s]
Sampling 4 chains, 10 divergences:  64%|██████▍   | 5117/8000 [00:04<00:02, 1265.14draws/s]
Sampling 4 chains, 10 divergences:  65%|██████▌   | 5208/8000 [00:04<00:02, 1335.05draws/s]
Sampling 4 chains, 11 divergences:  66%|██████▌   | 5287/8000 [00:04<00:02, 1335.05draws/s]
Sampling 4 chains, 11 divergences:  67%|██████▋   | 5360/8000 [00:04<00:01, 1384.49draws/s]
Sampling 4 chains, 12 divergences:  67%|██████▋   | 5362/8000 [00:04<00:01, 1384.49draws/s]
Sampling 4 chains, 13 divergences:  67%|██████▋   | 5367/8000 [00:04<00:01, 1384.49draws/s]
Sampling 4 chains, 14 divergences:  67%|██████▋   | 5390/8000 [00:05<00:01, 1384.49draws/s]
Sampling 4 chains, 15 divergences:  68%|██████▊   | 5447/8000 [00:05<00:01, 1384.49draws/s]
Sampling 4 chains, 16 divergences:  68%|██████▊   | 5456/8000 [00:05<00:01, 1384.49draws/s]
Sampling 4 chains, 17 divergences:  69%|██████▊   | 5491/8000 [00:05<00:01, 1384.49draws/s]
Sampling 4 chains, 18 divergences:  69%|██████▉   | 5501/8000 [00:05<00:01, 1384.49draws/s]
Sampling 4 chains, 18 divergences:  69%|██████▉   | 5518/8000 [00:05<00:01, 1436.43draws/s]
Sampling 4 chains, 19 divergences:  69%|██████▉   | 5544/8000 [00:05<00:01, 1436.43draws/s]
Sampling 4 chains, 20 divergences:  70%|██████▉   | 5563/8000 [00:05<00:01, 1436.43draws/s]
Sampling 4 chains, 21 divergences:  70%|██████▉   | 5564/8000 [00:05<00:01, 1436.43draws/s]
Sampling 4 chains, 22 divergences:  70%|███████   | 5619/8000 [00:05<00:01, 1436.43draws/s]
Sampling 4 chains, 23 divergences:  70%|███████   | 5638/8000 [00:05<00:01, 1436.43draws/s]
Sampling 4 chains, 24 divergences:  71%|███████   | 5668/8000 [00:05<00:01, 1436.43draws/s]
Sampling 4 chains, 24 divergences:  71%|███████   | 5682/8000 [00:05<00:01, 1490.61draws/s]
Sampling 4 chains, 25 divergences:  71%|███████▏  | 5716/8000 [00:05<00:01, 1490.61draws/s]
Sampling 4 chains, 26 divergences:  72%|███████▏  | 5786/8000 [00:05<00:01, 1490.61draws/s]
Sampling 4 chains, 27 divergences:  73%|███████▎  | 5835/8000 [00:05<00:01, 1490.61draws/s]
Sampling 4 chains, 27 divergences:  73%|███████▎  | 5857/8000 [00:05<00:01, 1559.75draws/s]
Sampling 4 chains, 28 divergences:  73%|███████▎  | 5878/8000 [00:05<00:01, 1559.75draws/s]
Sampling 4 chains, 29 divergences:  74%|███████▍  | 5900/8000 [00:05<00:01, 1559.75draws/s]
Sampling 4 chains, 30 divergences:  74%|███████▍  | 5920/8000 [00:05<00:01, 1559.75draws/s]
Sampling 4 chains, 31 divergences:  74%|███████▍  | 5934/8000 [00:05<00:01, 1559.75draws/s]
Sampling 4 chains, 32 divergences:  74%|███████▍  | 5947/8000 [00:05<00:01, 1559.75draws/s]
Sampling 4 chains, 33 divergences:  74%|███████▍  | 5948/8000 [00:05<00:01, 1559.75draws/s]
Sampling 4 chains, 34 divergences:  74%|███████▍  | 5950/8000 [00:05<00:01, 1559.75draws/s]
Sampling 4 chains, 35 divergences:  74%|███████▍  | 5953/8000 [00:05<00:01, 1559.75draws/s]
Sampling 4 chains, 36 divergences:  74%|███████▍  | 5957/8000 [00:05<00:01, 1559.75draws/s]
Sampling 4 chains, 37 divergences:  75%|███████▍  | 5987/8000 [00:05<00:01, 1559.75draws/s]
Sampling 4 chains, 38 divergences:  75%|███████▍  | 5988/8000 [00:05<00:01, 1559.75draws/s]
Sampling 4 chains, 39 divergences:  75%|███████▍  | 5990/8000 [00:05<00:01, 1559.75draws/s]
Sampling 4 chains, 40 divergences:  75%|███████▍  | 5993/8000 [00:05<00:01, 1559.75draws/s]
Sampling 4 chains, 41 divergences:  75%|███████▌  | 6000/8000 [00:05<00:01, 1559.75draws/s]
Sampling 4 chains, 41 divergences:  75%|███████▌  | 6023/8000 [00:05<00:01, 1578.97draws/s]
Sampling 4 chains, 42 divergences:  76%|███████▌  | 6058/8000 [00:05<00:01, 1578.97draws/s]
Sampling 4 chains, 43 divergences:  76%|███████▌  | 6062/8000 [00:05<00:01, 1578.97draws/s]
Sampling 4 chains, 44 divergences:  76%|███████▌  | 6075/8000 [00:05<00:01, 1578.97draws/s]
Sampling 4 chains, 45 divergences:  76%|███████▌  | 6084/8000 [00:05<00:01, 1578.97draws/s]
Sampling 4 chains, 46 divergences:  76%|███████▌  | 6099/8000 [00:05<00:01, 1578.97draws/s]
Sampling 4 chains, 47 divergences:  76%|███████▋  | 6103/8000 [00:05<00:01, 1578.97draws/s]
Sampling 4 chains, 48 divergences:  76%|███████▋  | 6109/8000 [00:05<00:01, 1578.97draws/s]
Sampling 4 chains, 49 divergences:  76%|███████▋  | 6111/8000 [00:05<00:01, 1578.97draws/s]
Sampling 4 chains, 50 divergences:  76%|███████▋  | 6117/8000 [00:05<00:01, 1578.97draws/s]
Sampling 4 chains, 51 divergences:  77%|███████▋  | 6177/8000 [00:05<00:01, 1578.97draws/s]
Sampling 4 chains, 51 divergences:  77%|███████▋  | 6183/8000 [00:05<00:01, 1581.99draws/s]
Sampling 4 chains, 52 divergences:  77%|███████▋  | 6195/8000 [00:05<00:01, 1581.99draws/s]
Sampling 4 chains, 53 divergences:  78%|███████▊  | 6221/8000 [00:05<00:01, 1581.99draws/s]
Sampling 4 chains, 54 divergences:  79%|███████▉  | 6320/8000 [00:05<00:01, 1581.99draws/s]
Sampling 4 chains, 55 divergences:  79%|███████▉  | 6323/8000 [00:05<00:01, 1581.99draws/s]
Sampling 4 chains, 56 divergences:  79%|███████▉  | 6327/8000 [00:05<00:01, 1581.99draws/s]
Sampling 4 chains, 56 divergences:  79%|███████▉  | 6343/8000 [00:05<00:01, 1576.47draws/s]
Sampling 4 chains, 57 divergences:  79%|███████▉  | 6344/8000 [00:05<00:01, 1576.47draws/s]
Sampling 4 chains, 58 divergences:  79%|███████▉  | 6359/8000 [00:05<00:01, 1576.47draws/s]
Sampling 4 chains, 59 divergences:  80%|███████▉  | 6380/8000 [00:05<00:01, 1576.47draws/s]
Sampling 4 chains, 60 divergences:  80%|███████▉  | 6384/8000 [00:05<00:01, 1576.47draws/s]
Sampling 4 chains, 61 divergences:  80%|███████▉  | 6396/8000 [00:05<00:01, 1576.47draws/s]
Sampling 4 chains, 62 divergences:  80%|████████  | 6408/8000 [00:05<00:01, 1576.47draws/s]
Sampling 4 chains, 62 divergences:  81%|████████▏ | 6502/8000 [00:05<00:00, 1567.18draws/s]
Sampling 4 chains, 63 divergences:  82%|████████▏ | 6544/8000 [00:05<00:00, 1567.18draws/s]
Sampling 4 chains, 64 divergences:  82%|████████▏ | 6586/8000 [00:05<00:00, 1567.18draws/s]
Sampling 4 chains, 65 divergences:  83%|████████▎ | 6610/8000 [00:05<00:00, 1567.18draws/s]
Sampling 4 chains, 65 divergences:  83%|████████▎ | 6660/8000 [00:05<00:00, 1502.91draws/s]
Sampling 4 chains, 65 divergences:  85%|████████▌ | 6812/8000 [00:05<00:00, 1411.26draws/s]
Sampling 4 chains, 66 divergences:  87%|████████▋ | 6951/8000 [00:06<00:00, 1411.26draws/s]
Sampling 4 chains, 66 divergences:  87%|████████▋ | 6955/8000 [00:06<00:00, 1360.09draws/s]
Sampling 4 chains, 67 divergences:  87%|████████▋ | 6986/8000 [00:06<00:00, 1360.09draws/s]
Sampling 4 chains, 68 divergences:  87%|████████▋ | 6999/8000 [00:06<00:00, 1360.09draws/s]
Sampling 4 chains, 69 divergences:  88%|████████▊ | 7006/8000 [00:06<00:00, 1360.09draws/s]
Sampling 4 chains, 70 divergences:  88%|████████▊ | 7040/8000 [00:06<00:00, 1360.09draws/s]
Sampling 4 chains, 71 divergences:  88%|████████▊ | 7049/8000 [00:06<00:00, 1360.09draws/s]
Sampling 4 chains, 72 divergences:  88%|████████▊ | 7069/8000 [00:06<00:00, 1360.09draws/s]
Sampling 4 chains, 73 divergences:  88%|████████▊ | 7077/8000 [00:06<00:00, 1360.09draws/s]
Sampling 4 chains, 74 divergences:  88%|████████▊ | 7080/8000 [00:06<00:00, 1360.09draws/s]
Sampling 4 chains, 75 divergences:  89%|████████▊ | 7083/8000 [00:06<00:00, 1360.09draws/s]
Sampling 4 chains, 76 divergences:  89%|████████▊ | 7088/8000 [00:06<00:00, 1360.09draws/s]
Sampling 4 chains, 77 divergences:  89%|████████▊ | 7094/8000 [00:06<00:00, 1360.09draws/s]
Sampling 4 chains, 78 divergences:  89%|████████▊ | 7099/8000 [00:06<00:00, 1360.09draws/s]
Sampling 4 chains, 79 divergences:  89%|████████▉ | 7108/8000 [00:06<00:00, 1360.09draws/s]
Sampling 4 chains, 79 divergences:  89%|████████▉ | 7111/8000 [00:06<00:00, 1413.23draws/s]
Sampling 4 chains, 80 divergences:  89%|████████▉ | 7127/8000 [00:06<00:00, 1413.23draws/s]
Sampling 4 chains, 81 divergences:  90%|████████▉ | 7173/8000 [00:06<00:00, 1413.23draws/s]
Sampling 4 chains, 82 divergences:  90%|████████▉ | 7192/8000 [00:06<00:00, 1413.23draws/s]
Sampling 4 chains, 83 divergences:  90%|█████████ | 7240/8000 [00:06<00:00, 1413.23draws/s]
Sampling 4 chains, 84 divergences:  91%|█████████ | 7247/8000 [00:06<00:00, 1413.23draws/s]
Sampling 4 chains, 84 divergences:  91%|█████████ | 7255/8000 [00:06<00:00, 1419.08draws/s]
Sampling 4 chains, 85 divergences:  91%|█████████ | 7284/8000 [00:06<00:00, 1419.08draws/s]
Sampling 4 chains, 86 divergences:  91%|█████████ | 7289/8000 [00:06<00:00, 1419.08draws/s]
Sampling 4 chains, 86 divergences:  92%|█████████▏| 7399/8000 [00:06<00:00, 1344.49draws/s]
Sampling 4 chains, 87 divergences:  93%|█████████▎| 7414/8000 [00:06<00:00, 1344.49draws/s]
Sampling 4 chains, 88 divergences:  93%|█████████▎| 7478/8000 [00:06<00:00, 1344.49draws/s]
Sampling 4 chains, 89 divergences:  94%|█████████▎| 7488/8000 [00:06<00:00, 1344.49draws/s]
Sampling 4 chains, 90 divergences:  94%|█████████▍| 7501/8000 [00:06<00:00, 1344.49draws/s]
Sampling 4 chains, 90 divergences:  94%|█████████▍| 7536/8000 [00:06<00:00, 1322.98draws/s]
Sampling 4 chains, 91 divergences:  94%|█████████▍| 7549/8000 [00:06<00:00, 1322.98draws/s]
Sampling 4 chains, 92 divergences:  94%|█████████▍| 7558/8000 [00:06<00:00, 1322.98draws/s]
Sampling 4 chains, 93 divergences:  95%|█████████▍| 7566/8000 [00:06<00:00, 1322.98draws/s]
Sampling 4 chains, 94 divergences:  95%|█████████▌| 7601/8000 [00:06<00:00, 1322.98draws/s]
Sampling 4 chains, 94 divergences:  96%|█████████▌| 7670/8000 [00:06<00:00, 1299.08draws/s]
Sampling 4 chains, 94 divergences:  98%|█████████▊| 7801/8000 [00:06<00:00, 1200.98draws/s]
Sampling 4 chains, 95 divergences:  98%|█████████▊| 7874/8000 [00:06<00:00, 1200.98draws/s]
Sampling 4 chains, 95 divergences:  99%|█████████▉| 7924/8000 [00:06<00:00, 965.12draws/s] 
Sampling 4 chains, 96 divergences:  99%|█████████▉| 7937/8000 [00:06<00:00, 965.12draws/s]
Sampling 4 chains, 97 divergences:  99%|█████████▉| 7955/8000 [00:06<00:00, 965.12draws/s]
Sampling 4 chains, 98 divergences: 100%|█████████▉| 7973/8000 [00:06<00:00, 965.12draws/s]
Sampling 4 chains, 99 divergences: 100%|█████████▉| 7976/8000 [00:06<00:00, 965.12draws/s]
Sampling 4 chains, 100 divergences: 100%|█████████▉| 7977/8000 [00:06<00:00, 965.12draws/s]
Sampling 4 chains, 101 divergences: 100%|█████████▉| 7980/8000 [00:06<00:00, 965.12draws/s]
Sampling 4 chains, 102 divergences: 100%|█████████▉| 7985/8000 [00:06<00:00, 965.12draws/s]
Sampling 4 chains, 103 divergences: 100%|█████████▉| 7997/8000 [00:06<00:00, 965.12draws/s]
Sampling 4 chains, 103 divergences: 100%|██████████| 8000/8000 [00:07<00:00, 1140.98draws/s]


Sampling 4 chains, 0 divergences:   0%|          | 0/8000 [00:00<?, ?draws/s]
Sampling 4 chains, 0 divergences:   1%|          | 54/8000 [00:00<00:14, 539.94draws/s]
Sampling 4 chains, 0 divergences:   1%|▏         | 105/8000 [00:00<00:14, 527.83draws/s]
Sampling 4 chains, 0 divergences:   2%|▏         | 180/8000 [00:00<00:13, 578.32draws/s]
Sampling 4 chains, 0 divergences:   3%|▎         | 262/8000 [00:00<00:12, 632.64draws/s]
Sampling 4 chains, 0 divergences:   5%|▍         | 368/8000 [00:00<00:10, 718.43draws/s]
Sampling 4 chains, 0 divergences:   6%|▌         | 442/8000 [00:00<00:10, 723.77draws/s]
Sampling 4 chains, 0 divergences:   7%|▋         | 546/8000 [00:00<00:09, 796.13draws/s]
Sampling 4 chains, 0 divergences:   8%|▊         | 651/8000 [00:00<00:08, 857.96draws/s]
Sampling 4 chains, 0 divergences:   9%|▉         | 757/8000 [00:00<00:07, 909.97draws/s]
Sampling 4 chains, 0 divergences:  11%|█         | 865/8000 [00:01<00:07, 952.47draws/s]
Sampling 4 chains, 0 divergences:  12%|█▏        | 963/8000 [00:01<00:07, 948.81draws/s]
Sampling 4 chains, 0 divergences:  13%|█▎        | 1066/8000 [00:01<00:07, 970.11draws/s]
Sampling 4 chains, 0 divergences:  15%|█▍        | 1177/8000 [00:01<00:06, 1008.04draws/s]
Sampling 4 chains, 0 divergences:  16%|█▌        | 1279/8000 [00:01<00:07, 952.43draws/s] 
Sampling 4 chains, 0 divergences:  17%|█▋        | 1384/8000 [00:01<00:06, 978.83draws/s]
Sampling 4 chains, 0 divergences:  19%|█▊        | 1487/8000 [00:01<00:06, 993.45draws/s]
Sampling 4 chains, 0 divergences:  20%|█▉        | 1588/8000 [00:01<00:06, 990.81draws/s]
Sampling 4 chains, 0 divergences:  21%|██        | 1692/8000 [00:01<00:06, 1003.60draws/s]
Sampling 4 chains, 0 divergences:  23%|██▎       | 1802/8000 [00:01<00:06, 1030.14draws/s]
Sampling 4 chains, 0 divergences:  24%|██▍       | 1919/8000 [00:02<00:05, 1064.04draws/s]
Sampling 4 chains, 0 divergences:  26%|██▌       | 2042/8000 [00:02<00:05, 1108.72draws/s]
Sampling 4 chains, 0 divergences:  27%|██▋       | 2154/8000 [00:02<00:05, 1030.36draws/s]
Sampling 4 chains, 0 divergences:  28%|██▊       | 2259/8000 [00:02<00:05, 986.32draws/s] 
Sampling 4 chains, 0 divergences:  30%|██▉       | 2360/8000 [00:02<00:05, 983.96draws/s]
Sampling 4 chains, 0 divergences:  31%|███       | 2460/8000 [00:02<00:05, 975.02draws/s]
Sampling 4 chains, 0 divergences:  32%|███▏      | 2569/8000 [00:02<00:05, 1006.55draws/s]
Sampling 4 chains, 0 divergences:  33%|███▎      | 2675/8000 [00:02<00:05, 1021.49draws/s]
Sampling 4 chains, 0 divergences:  35%|███▍      | 2778/8000 [00:02<00:05, 1014.45draws/s]
Sampling 4 chains, 0 divergences:  36%|███▋      | 2900/8000 [00:02<00:04, 1064.28draws/s]
Sampling 4 chains, 0 divergences:  38%|███▊      | 3010/8000 [00:03<00:04, 1070.72draws/s]
Sampling 4 chains, 0 divergences:  39%|███▉      | 3118/8000 [00:03<00:04, 1066.55draws/s]
Sampling 4 chains, 0 divergences:  40%|████      | 3226/8000 [00:03<00:04, 1056.66draws/s]
Sampling 4 chains, 0 divergences:  42%|████▏     | 3344/8000 [00:03<00:04, 1086.77draws/s]
Sampling 4 chains, 0 divergences:  43%|████▎     | 3454/8000 [00:03<00:04, 1045.44draws/s]
Sampling 4 chains, 0 divergences:  45%|████▍     | 3562/8000 [00:03<00:04, 1055.45draws/s]
Sampling 4 chains, 0 divergences:  46%|████▋     | 3700/8000 [00:03<00:03, 1133.80draws/s]
Sampling 4 chains, 0 divergences:  48%|████▊     | 3818/8000 [00:03<00:03, 1145.31draws/s]
Sampling 4 chains, 0 divergences:  49%|████▉     | 3934/8000 [00:03<00:03, 1124.19draws/s]
Sampling 4 chains, 1 divergences:  50%|████▉     | 3993/8000 [00:03<00:03, 1124.19draws/s]
Sampling 4 chains, 1 divergences:  51%|█████     | 4048/8000 [00:04<00:03, 1056.57draws/s]
Sampling 4 chains, 2 divergences:  51%|█████     | 4059/8000 [00:04<00:03, 1056.57draws/s]
Sampling 4 chains, 2 divergences:  52%|█████▏    | 4159/8000 [00:04<00:03, 1063.51draws/s]
Sampling 4 chains, 3 divergences:  53%|█████▎    | 4266/8000 [00:04<00:03, 1063.51draws/s]
Sampling 4 chains, 3 divergences:  54%|█████▎    | 4296/8000 [00:04<00:03, 1140.01draws/s]
Sampling 4 chains, 4 divergences:  55%|█████▌    | 4415/8000 [00:04<00:03, 1140.01draws/s]
Sampling 4 chains, 4 divergences:  55%|█████▌    | 4416/8000 [00:04<00:03, 1155.60draws/s]
Sampling 4 chains, 5 divergences:  55%|█████▌    | 4423/8000 [00:04<00:03, 1155.60draws/s]
Sampling 4 chains, 6 divergences:  56%|█████▌    | 4444/8000 [00:04<00:03, 1155.60draws/s]
Sampling 4 chains, 7 divergences:  56%|█████▌    | 4454/8000 [00:04<00:03, 1155.60draws/s]
Sampling 4 chains, 8 divergences:  56%|█████▌    | 4459/8000 [00:04<00:03, 1155.60draws/s]
Sampling 4 chains, 9 divergences:  56%|█████▌    | 4475/8000 [00:04<00:03, 1155.60draws/s]
Sampling 4 chains, 9 divergences:  57%|█████▋    | 4561/8000 [00:04<00:02, 1229.40draws/s]
Sampling 4 chains, 10 divergences:  57%|█████▋    | 4563/8000 [00:04<00:02, 1229.40draws/s]
Sampling 4 chains, 11 divergences:  57%|█████▋    | 4576/8000 [00:04<00:02, 1229.40draws/s]
Sampling 4 chains, 12 divergences:  57%|█████▋    | 4579/8000 [00:04<00:02, 1229.40draws/s]
Sampling 4 chains, 13 divergences:  57%|█████▋    | 4593/8000 [00:04<00:02, 1229.40draws/s]
Sampling 4 chains, 14 divergences:  57%|█████▋    | 4598/8000 [00:04<00:02, 1229.40draws/s]
Sampling 4 chains, 15 divergences:  58%|█████▊    | 4601/8000 [00:04<00:02, 1229.40draws/s]
Sampling 4 chains, 16 divergences:  58%|█████▊    | 4603/8000 [00:04<00:02, 1229.40draws/s]
Sampling 4 chains, 17 divergences:  58%|█████▊    | 4605/8000 [00:04<00:02, 1229.40draws/s]
Sampling 4 chains, 18 divergences:  58%|█████▊    | 4613/8000 [00:04<00:02, 1229.40draws/s]
Sampling 4 chains, 19 divergences:  58%|█████▊    | 4615/8000 [00:04<00:02, 1229.40draws/s]
Sampling 4 chains, 20 divergences:  58%|█████▊    | 4624/8000 [00:04<00:02, 1229.40draws/s]
Sampling 4 chains, 21 divergences:  58%|█████▊    | 4631/8000 [00:04<00:02, 1229.40draws/s]
Sampling 4 chains, 22 divergences:  58%|█████▊    | 4636/8000 [00:04<00:02, 1229.40draws/s]
Sampling 4 chains, 23 divergences:  58%|█████▊    | 4641/8000 [00:04<00:02, 1229.40draws/s]
Sampling 4 chains, 23 divergences:  59%|█████▉    | 4706/8000 [00:04<00:02, 1283.00draws/s]
Sampling 4 chains, 24 divergences:  59%|█████▉    | 4706/8000 [00:04<00:02, 1283.00draws/s]
Sampling 4 chains, 25 divergences:  59%|█████▉    | 4730/8000 [00:04<00:02, 1283.00draws/s]
Sampling 4 chains, 26 divergences:  59%|█████▉    | 4732/8000 [00:04<00:02, 1283.00draws/s]
Sampling 4 chains, 27 divergences:  59%|█████▉    | 4734/8000 [00:04<00:02, 1283.00draws/s]
Sampling 4 chains, 28 divergences:  59%|█████▉    | 4740/8000 [00:04<00:02, 1283.00draws/s]
Sampling 4 chains, 29 divergences:  60%|█████▉    | 4760/8000 [00:04<00:02, 1283.00draws/s]
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Sampling 4 chains, 32 divergences:  61%|██████    | 4844/8000 [00:04<00:02, 1283.00draws/s]
Sampling 4 chains, 32 divergences:  61%|██████    | 4847/8000 [00:04<00:02, 1316.71draws/s]
Sampling 4 chains, 33 divergences:  61%|██████    | 4853/8000 [00:04<00:02, 1316.71draws/s]
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Sampling 4 chains, 36 divergences:  61%|██████    | 4888/8000 [00:04<00:02, 1316.71draws/s]
Sampling 4 chains, 37 divergences:  61%|██████▏   | 4903/8000 [00:04<00:02, 1316.71draws/s]
Sampling 4 chains, 38 divergences:  62%|██████▏   | 4936/8000 [00:04<00:02, 1316.71draws/s]
Sampling 4 chains, 39 divergences:  62%|██████▏   | 4942/8000 [00:04<00:02, 1316.71draws/s]
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Sampling 4 chains, 41 divergences:  62%|██████▏   | 4973/8000 [00:04<00:02, 1316.71draws/s]
Sampling 4 chains, 41 divergences:  62%|██████▏   | 4990/8000 [00:04<00:02, 1344.21draws/s]
Sampling 4 chains, 42 divergences:  62%|██████▏   | 4992/8000 [00:04<00:02, 1344.21draws/s]
Sampling 4 chains, 43 divergences:  62%|██████▏   | 4994/8000 [00:04<00:02, 1344.21draws/s]
Sampling 4 chains, 44 divergences:  62%|██████▏   | 4997/8000 [00:04<00:02, 1344.21draws/s]
Sampling 4 chains, 45 divergences:  63%|██████▎   | 5022/8000 [00:04<00:02, 1344.21draws/s]
Sampling 4 chains, 46 divergences:  63%|██████▎   | 5025/8000 [00:04<00:02, 1344.21draws/s]
Sampling 4 chains, 47 divergences:  63%|██████▎   | 5029/8000 [00:04<00:02, 1344.21draws/s]
Sampling 4 chains, 48 divergences:  63%|██████▎   | 5039/8000 [00:04<00:02, 1344.21draws/s]
Sampling 4 chains, 49 divergences:  63%|██████▎   | 5053/8000 [00:04<00:02, 1344.21draws/s]
Sampling 4 chains, 50 divergences:  63%|██████▎   | 5055/8000 [00:04<00:02, 1344.21draws/s]
Sampling 4 chains, 51 divergences:  64%|██████▎   | 5085/8000 [00:04<00:02, 1344.21draws/s]
Sampling 4 chains, 52 divergences:  64%|██████▎   | 5096/8000 [00:04<00:02, 1344.21draws/s]
Sampling 4 chains, 53 divergences:  64%|██████▍   | 5102/8000 [00:04<00:02, 1344.21draws/s]
Sampling 4 chains, 54 divergences:  64%|██████▍   | 5136/8000 [00:04<00:02, 1344.21draws/s]
Sampling 4 chains, 55 divergences:  64%|██████▍   | 5138/8000 [00:04<00:02, 1344.21draws/s]
Sampling 4 chains, 56 divergences:  64%|██████▍   | 5144/8000 [00:04<00:02, 1344.21draws/s]
Sampling 4 chains, 56 divergences:  64%|██████▍   | 5145/8000 [00:04<00:02, 1398.37draws/s]
Sampling 4 chains, 57 divergences:  64%|██████▍   | 5157/8000 [00:04<00:02, 1398.37draws/s]
Sampling 4 chains, 58 divergences:  65%|██████▍   | 5181/8000 [00:04<00:02, 1398.37draws/s]
Sampling 4 chains, 59 divergences:  65%|██████▍   | 5192/8000 [00:04<00:02, 1398.37draws/s]
Sampling 4 chains, 60 divergences:  65%|██████▌   | 5205/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 61 divergences:  65%|██████▌   | 5207/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 62 divergences:  65%|██████▌   | 5216/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 63 divergences:  65%|██████▌   | 5220/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 64 divergences:  65%|██████▌   | 5223/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 65 divergences:  65%|██████▌   | 5225/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 66 divergences:  65%|██████▌   | 5228/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 67 divergences:  65%|██████▌   | 5231/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 68 divergences:  65%|██████▌   | 5234/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 69 divergences:  65%|██████▌   | 5236/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 70 divergences:  66%|██████▌   | 5244/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 71 divergences:  66%|██████▌   | 5247/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 72 divergences:  66%|██████▌   | 5251/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 73 divergences:  66%|██████▌   | 5252/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 74 divergences:  66%|██████▌   | 5257/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 75 divergences:  66%|██████▌   | 5259/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 76 divergences:  66%|██████▌   | 5262/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 77 divergences:  66%|██████▌   | 5264/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 78 divergences:  66%|██████▌   | 5268/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 79 divergences:  66%|██████▌   | 5271/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 80 divergences:  66%|██████▌   | 5273/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 81 divergences:  66%|██████▌   | 5274/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 82 divergences:  66%|██████▌   | 5276/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 83 divergences:  66%|██████▌   | 5285/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 84 divergences:  66%|██████▌   | 5286/8000 [00:04<00:01, 1398.37draws/s]
Sampling 4 chains, 84 divergences:  66%|██████▌   | 5287/8000 [00:04<00:01, 1399.51draws/s]
Sampling 4 chains, 85 divergences:  66%|██████▌   | 5290/8000 [00:04<00:01, 1399.51draws/s]
Sampling 4 chains, 86 divergences:  66%|██████▌   | 5292/8000 [00:04<00:01, 1399.51draws/s]
Sampling 4 chains, 87 divergences:  66%|██████▌   | 5299/8000 [00:04<00:01, 1399.51draws/s]
Sampling 4 chains, 88 divergences:  66%|██████▋   | 5302/8000 [00:04<00:01, 1399.51draws/s]
Sampling 4 chains, 89 divergences:  66%|██████▋   | 5304/8000 [00:04<00:01, 1399.51draws/s]
Sampling 4 chains, 90 divergences:  66%|██████▋   | 5308/8000 [00:04<00:01, 1399.51draws/s]
Sampling 4 chains, 91 divergences:  67%|██████▋   | 5322/8000 [00:04<00:01, 1399.51draws/s]
Sampling 4 chains, 92 divergences:  67%|██████▋   | 5334/8000 [00:04<00:01, 1399.51draws/s]
Sampling 4 chains, 93 divergences:  67%|██████▋   | 5349/8000 [00:05<00:01, 1399.51draws/s]
Sampling 4 chains, 94 divergences:  67%|██████▋   | 5351/8000 [00:05<00:01, 1399.51draws/s]
Sampling 4 chains, 95 divergences:  67%|██████▋   | 5355/8000 [00:05<00:01, 1399.51draws/s]
Sampling 4 chains, 96 divergences:  67%|██████▋   | 5357/8000 [00:05<00:01, 1399.51draws/s]
Sampling 4 chains, 97 divergences:  67%|██████▋   | 5362/8000 [00:05<00:01, 1399.51draws/s]
Sampling 4 chains, 98 divergences:  67%|██████▋   | 5368/8000 [00:05<00:01, 1399.51draws/s]
Sampling 4 chains, 99 divergences:  67%|██████▋   | 5378/8000 [00:05<00:01, 1399.51draws/s]
Sampling 4 chains, 100 divergences:  67%|██████▋   | 5388/8000 [00:05<00:01, 1399.51draws/s]
Sampling 4 chains, 101 divergences:  67%|██████▋   | 5390/8000 [00:05<00:01, 1399.51draws/s]
Sampling 4 chains, 102 divergences:  67%|██████▋   | 5392/8000 [00:05<00:01, 1399.51draws/s]
Sampling 4 chains, 103 divergences:  67%|██████▋   | 5394/8000 [00:05<00:01, 1399.51draws/s]
Sampling 4 chains, 104 divergences:  67%|██████▋   | 5399/8000 [00:05<00:01, 1399.51draws/s]
Sampling 4 chains, 105 divergences:  68%|██████▊   | 5401/8000 [00:05<00:01, 1399.51draws/s]
Sampling 4 chains, 106 divergences:  68%|██████▊   | 5404/8000 [00:05<00:01, 1399.51draws/s]
Sampling 4 chains, 107 divergences:  68%|██████▊   | 5409/8000 [00:05<00:01, 1399.51draws/s]
Sampling 4 chains, 108 divergences:  68%|██████▊   | 5421/8000 [00:05<00:01, 1399.51draws/s]
Sampling 4 chains, 109 divergences:  68%|██████▊   | 5429/8000 [00:05<00:01, 1399.51draws/s]
Sampling 4 chains, 110 divergences:  68%|██████▊   | 5431/8000 [00:05<00:01, 1399.51draws/s]
Sampling 4 chains, 111 divergences:  68%|██████▊   | 5433/8000 [00:05<00:01, 1399.51draws/s]
Sampling 4 chains, 112 divergences:  68%|██████▊   | 5438/8000 [00:05<00:01, 1399.51draws/s]
Sampling 4 chains, 112 divergences:  68%|██████▊   | 5442/8000 [00:05<00:01, 1438.34draws/s]
Sampling 4 chains, 113 divergences:  68%|██████▊   | 5451/8000 [00:05<00:01, 1438.34draws/s]
Sampling 4 chains, 114 divergences:  68%|██████▊   | 5455/8000 [00:05<00:01, 1438.34draws/s]
Sampling 4 chains, 115 divergences:  68%|██████▊   | 5456/8000 [00:05<00:01, 1438.34draws/s]
Sampling 4 chains, 116 divergences:  69%|██████▊   | 5481/8000 [00:05<00:01, 1438.34draws/s]
Sampling 4 chains, 117 divergences:  69%|██████▊   | 5492/8000 [00:05<00:01, 1438.34draws/s]
Sampling 4 chains, 118 divergences:  69%|██████▊   | 5497/8000 [00:05<00:01, 1438.34draws/s]
Sampling 4 chains, 119 divergences:  69%|██████▉   | 5511/8000 [00:05<00:01, 1438.34draws/s]
Sampling 4 chains, 120 divergences:  69%|██████▉   | 5516/8000 [00:05<00:01, 1438.34draws/s]
Sampling 4 chains, 121 divergences:  69%|██████▉   | 5519/8000 [00:05<00:01, 1438.34draws/s]
Sampling 4 chains, 122 divergences:  69%|██████▉   | 5522/8000 [00:05<00:01, 1438.34draws/s]
Sampling 4 chains, 123 divergences:  69%|██████▉   | 5528/8000 [00:05<00:01, 1438.34draws/s]
Sampling 4 chains, 124 divergences:  69%|██████▉   | 5530/8000 [00:05<00:01, 1438.34draws/s]
Sampling 4 chains, 125 divergences:  69%|██████▉   | 5534/8000 [00:05<00:01, 1438.34draws/s]
Sampling 4 chains, 126 divergences:  69%|██████▉   | 5537/8000 [00:05<00:01, 1438.34draws/s]
Sampling 4 chains, 127 divergences:  69%|██████▉   | 5543/8000 [00:05<00:01, 1438.34draws/s]
Sampling 4 chains, 128 divergences:  69%|██████▉   | 5558/8000 [00:05<00:01, 1438.34draws/s]
Sampling 4 chains, 129 divergences:  70%|██████▉   | 5578/8000 [00:05<00:01, 1438.34draws/s]
Sampling 4 chains, 129 divergences:  70%|██████▉   | 5591/8000 [00:05<00:01, 1453.04draws/s]
Sampling 4 chains, 130 divergences:  70%|██████▉   | 5592/8000 [00:05<00:01, 1453.04draws/s]
Sampling 4 chains, 131 divergences:  70%|██████▉   | 5594/8000 [00:05<00:01, 1453.04draws/s]
Sampling 4 chains, 132 divergences:  70%|███████   | 5612/8000 [00:05<00:01, 1453.04draws/s]
Sampling 4 chains, 133 divergences:  71%|███████   | 5666/8000 [00:05<00:01, 1453.04draws/s]
Sampling 4 chains, 134 divergences:  71%|███████   | 5668/8000 [00:05<00:01, 1453.04draws/s]
Sampling 4 chains, 135 divergences:  71%|███████   | 5675/8000 [00:05<00:01, 1453.04draws/s]
Sampling 4 chains, 136 divergences:  71%|███████   | 5695/8000 [00:05<00:01, 1453.04draws/s]
Sampling 4 chains, 137 divergences:  71%|███████▏  | 5707/8000 [00:05<00:01, 1453.04draws/s]
Sampling 4 chains, 138 divergences:  71%|███████▏  | 5711/8000 [00:05<00:01, 1453.04draws/s]
Sampling 4 chains, 139 divergences:  71%|███████▏  | 5718/8000 [00:05<00:01, 1453.04draws/s]
Sampling 4 chains, 140 divergences:  72%|███████▏  | 5725/8000 [00:05<00:01, 1453.04draws/s]
Sampling 4 chains, 141 divergences:  72%|███████▏  | 5726/8000 [00:05<00:01, 1453.04draws/s]
Sampling 4 chains, 142 divergences:  72%|███████▏  | 5729/8000 [00:05<00:01, 1453.04draws/s]
Sampling 4 chains, 143 divergences:  72%|███████▏  | 5743/8000 [00:05<00:01, 1453.04draws/s]
Sampling 4 chains, 144 divergences:  72%|███████▏  | 5745/8000 [00:05<00:01, 1453.04draws/s]
Sampling 4 chains, 144 divergences:  72%|███████▏  | 5754/8000 [00:05<00:01, 1499.66draws/s]
Sampling 4 chains, 145 divergences:  72%|███████▏  | 5754/8000 [00:05<00:01, 1499.66draws/s]
Sampling 4 chains, 146 divergences:  72%|███████▏  | 5773/8000 [00:05<00:01, 1499.66draws/s]
Sampling 4 chains, 147 divergences:  72%|███████▏  | 5789/8000 [00:05<00:01, 1499.66draws/s]
Sampling 4 chains, 148 divergences:  73%|███████▎  | 5803/8000 [00:05<00:01, 1499.66draws/s]
Sampling 4 chains, 149 divergences:  73%|███████▎  | 5804/8000 [00:05<00:01, 1499.66draws/s]
Sampling 4 chains, 150 divergences:  73%|███████▎  | 5813/8000 [00:05<00:01, 1499.66draws/s]
Sampling 4 chains, 151 divergences:  73%|███████▎  | 5818/8000 [00:05<00:01, 1499.66draws/s]
Sampling 4 chains, 152 divergences:  73%|███████▎  | 5831/8000 [00:05<00:01, 1499.66draws/s]
Sampling 4 chains, 153 divergences:  73%|███████▎  | 5836/8000 [00:05<00:01, 1499.66draws/s]
Sampling 4 chains, 154 divergences:  73%|███████▎  | 5841/8000 [00:05<00:01, 1499.66draws/s]
Sampling 4 chains, 155 divergences:  74%|███████▎  | 5880/8000 [00:05<00:01, 1499.66draws/s]
Sampling 4 chains, 156 divergences:  74%|███████▎  | 5887/8000 [00:05<00:01, 1499.66draws/s]
Sampling 4 chains, 156 divergences:  74%|███████▍  | 5905/8000 [00:05<00:01, 1418.22draws/s]
Sampling 4 chains, 157 divergences:  74%|███████▍  | 5946/8000 [00:05<00:01, 1418.22draws/s]
Sampling 4 chains, 158 divergences:  74%|███████▍  | 5958/8000 [00:05<00:01, 1418.22draws/s]
Sampling 4 chains, 159 divergences:  75%|███████▍  | 5979/8000 [00:05<00:01, 1418.22draws/s]
Sampling 4 chains, 160 divergences:  75%|███████▍  | 5982/8000 [00:05<00:01, 1418.22draws/s]
Sampling 4 chains, 161 divergences:  75%|███████▍  | 5984/8000 [00:05<00:01, 1418.22draws/s]
Sampling 4 chains, 162 divergences:  75%|███████▌  | 6029/8000 [00:05<00:01, 1418.22draws/s]
Sampling 4 chains, 162 divergences:  76%|███████▌  | 6049/8000 [00:05<00:01, 1418.02draws/s]
Sampling 4 chains, 162 divergences:  77%|███████▋  | 6192/8000 [00:05<00:01, 1372.52draws/s]
Sampling 4 chains, 162 divergences:  79%|███████▉  | 6331/8000 [00:05<00:01, 1311.06draws/s]
Sampling 4 chains, 162 divergences:  81%|████████  | 6464/8000 [00:05<00:01, 1279.33draws/s]
Sampling 4 chains, 163 divergences:  81%|████████  | 6491/8000 [00:05<00:01, 1279.33draws/s]
Sampling 4 chains, 164 divergences:  82%|████████▏ | 6548/8000 [00:05<00:01, 1279.33draws/s]
Sampling 4 chains, 164 divergences:  82%|████████▏ | 6594/8000 [00:05<00:01, 1276.15draws/s]
Sampling 4 chains, 165 divergences:  83%|████████▎ | 6673/8000 [00:05<00:01, 1276.15draws/s]
Sampling 4 chains, 166 divergences:  84%|████████▎ | 6684/8000 [00:05<00:01, 1276.15draws/s]
Sampling 4 chains, 167 divergences:  84%|████████▎ | 6697/8000 [00:06<00:01, 1276.15draws/s]
Sampling 4 chains, 167 divergences:  84%|████████▍ | 6723/8000 [00:06<00:01, 1247.67draws/s]
Sampling 4 chains, 168 divergences:  84%|████████▍ | 6758/8000 [00:06<00:00, 1247.67draws/s]
Sampling 4 chains, 169 divergences:  85%|████████▍ | 6780/8000 [00:06<00:00, 1247.67draws/s]
Sampling 4 chains, 170 divergences:  85%|████████▍ | 6785/8000 [00:06<00:00, 1247.67draws/s]
Sampling 4 chains, 171 divergences:  85%|████████▍ | 6787/8000 [00:06<00:00, 1247.67draws/s]
Sampling 4 chains, 172 divergences:  85%|████████▌ | 6803/8000 [00:06<00:00, 1247.67draws/s]
Sampling 4 chains, 173 divergences:  85%|████████▌ | 6814/8000 [00:06<00:00, 1247.67draws/s]
Sampling 4 chains, 174 divergences:  85%|████████▌ | 6823/8000 [00:06<00:00, 1247.67draws/s]
Sampling 4 chains, 175 divergences:  85%|████████▌ | 6827/8000 [00:06<00:00, 1247.67draws/s]
Sampling 4 chains, 176 divergences:  86%|████████▌ | 6855/8000 [00:06<00:00, 1247.67draws/s]
Sampling 4 chains, 176 divergences:  86%|████████▌ | 6859/8000 [00:06<00:00, 1276.18draws/s]
Sampling 4 chains, 177 divergences:  86%|████████▌ | 6861/8000 [00:06<00:00, 1276.18draws/s]
Sampling 4 chains, 178 divergences:  86%|████████▌ | 6863/8000 [00:06<00:00, 1276.18draws/s]
Sampling 4 chains, 179 divergences:  86%|████████▌ | 6865/8000 [00:06<00:00, 1276.18draws/s]
Sampling 4 chains, 180 divergences:  86%|████████▋ | 6912/8000 [00:06<00:00, 1276.18draws/s]
Sampling 4 chains, 181 divergences:  87%|████████▋ | 6927/8000 [00:06<00:00, 1276.18draws/s]
Sampling 4 chains, 182 divergences:  87%|████████▋ | 6936/8000 [00:06<00:00, 1276.18draws/s]
Sampling 4 chains, 183 divergences:  87%|████████▋ | 6938/8000 [00:06<00:00, 1276.18draws/s]
Sampling 4 chains, 184 divergences:  87%|████████▋ | 6965/8000 [00:06<00:00, 1276.18draws/s]
Sampling 4 chains, 185 divergences:  87%|████████▋ | 6992/8000 [00:06<00:00, 1276.18draws/s]
Sampling 4 chains, 185 divergences:  87%|████████▋ | 6996/8000 [00:06<00:00, 1302.82draws/s]
Sampling 4 chains, 186 divergences:  87%|████████▋ | 6998/8000 [00:06<00:00, 1302.82draws/s]
Sampling 4 chains, 187 divergences:  88%|████████▊ | 7062/8000 [00:06<00:00, 1302.82draws/s]
Sampling 4 chains, 188 divergences:  88%|████████▊ | 7071/8000 [00:06<00:00, 1302.82draws/s]
Sampling 4 chains, 189 divergences:  89%|████████▊ | 7086/8000 [00:06<00:00, 1302.82draws/s]
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[NbConvertApp] Converting notebook __script__.ipynb to html

[NbConvertApp] Writing 497377 bytes to __results__.html