\n",
"
\n",
@@ -1293,6 +1475,7 @@
"}\n",
"\n",
"html[theme=dark],\n",
+ "html[data-theme=dark],\n",
"body[data-theme=dark],\n",
"body.vscode-dark {\n",
" --xr-font-color0: rgba(255, 255, 255, 1);\n",
@@ -1625,174 +1808,74 @@
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
- "
<xarray.Dataset>\n",
+ "<xarray.Dataset> Size: 126kB\n",
"Dimensions: (chain: 2, draw: 500)\n",
"Coordinates:\n",
- " * chain (chain) int64 0 1\n",
- " * draw (draw) int64 0 1 2 3 4 5 ... 494 495 496 497 498 499\n",
+ " * chain (chain) int64 16B 0 1\n",
+ " * draw (draw) int64 4kB 0 1 2 3 4 5 ... 495 496 497 498 499\n",
"Data variables: (12/17)\n",
- " n_steps (chain, draw) float64 3.0 7.0 7.0 ... 7.0 15.0 7.0\n",
- " index_in_trajectory (chain, draw) int64 -1 -4 4 -3 -2 ... -5 3 -2 -9 -1\n",
- " tree_depth (chain, draw) int64 2 3 3 3 3 3 3 3 ... 3 4 3 2 3 4 3\n",
- " reached_max_treedepth (chain, draw) bool False False False ... False False\n",
- " step_size (chain, draw) float64 0.5739 0.5739 ... 0.4254 0.4254\n",
- " diverging (chain, draw) bool False False False ... False False\n",
+ " acceptance_rate (chain, draw) float64 8kB 0.726 0.7059 ... 0.7436\n",
+ " diverging (chain, draw) bool 1kB False False ... False False\n",
+ " energy (chain, draw) float64 8kB 1.981e+03 ... 1.982e+03\n",
+ " energy_error (chain, draw) float64 8kB 0.4832 0.04797 ... 0.2217\n",
+ " index_in_trajectory (chain, draw) int64 8kB -3 2 -3 -2 -1 ... -2 5 4 -1\n",
+ " largest_eigval (chain, draw) float64 8kB nan nan nan ... nan nan nan\n",
" ... ...\n",
- " largest_eigval (chain, draw) float64 nan nan nan nan ... nan nan nan\n",
- " perf_counter_start (chain, draw) float64 21.75 21.76 ... 24.82 24.83\n",
- " perf_counter_diff (chain, draw) float64 0.003121 0.006499 ... 0.006251\n",
- " process_time_diff (chain, draw) float64 0.003121 0.006498 ... 0.006252\n",
- " energy_error (chain, draw) float64 -0.09022 -0.08921 ... 0.04615\n",
- " energy (chain, draw) float64 1.964e+03 ... 1.962e+03\n",
+ " process_time_diff (chain, draw) float64 8kB 0.007253 ... 0.007445\n",
+ " reached_max_treedepth (chain, draw) bool 1kB False False ... False False\n",
+ " smallest_eigval (chain, draw) float64 8kB nan nan nan ... nan nan nan\n",
+ " step_size (chain, draw) float64 8kB 0.736 0.736 ... 0.8256\n",
+ " step_size_bar (chain, draw) float64 8kB 0.581 0.581 ... 0.5428\n",
+ " tree_depth (chain, draw) int64 8kB 3 3 2 3 3 3 2 ... 3 3 3 3 3 3\n",
"Attributes:\n",
- " created_at: 2023-09-05T18:13:08.802527\n",
- " arviz_version: 0.14.0\n",
+ " created_at: 2024-08-04T15:55:26.287534+00:00\n",
+ " arviz_version: 0.18.0\n",
" inference_library: pymc\n",
- " inference_library_version: 5.6.1\n",
- " sampling_time: 7.172336101531982\n",
+ " inference_library_version: 5.16.2\n",
+ " sampling_time: 8.687917232513428\n",
" tuning_steps: 500\n",
" modeling_interface: bambi\n",
- " modeling_interface_version: 0.12.0
n_steps
(chain, draw)
float64
3.0 7.0 7.0 7.0 ... 7.0 15.0 7.0
array([[ 3., 7., 7., 7., 7., 7., 7., 7., 7., 7., 11., 7., 7.,\n",
- " 7., 3., 7., 3., 7., 3., 15., 3., 7., 3., 7., 5., 7.,\n",
- " 7., 7., 7., 7., 3., 7., 7., 7., 3., 7., 7., 7., 3.,\n",
- " 7., 7., 7., 7., 7., 7., 7., 7., 7., 7., 7., 7., 7.,\n",
- " 3., 3., 3., 3., 7., 3., 7., 3., 1., 3., 3., 7., 3.,\n",
- " 7., 7., 15., 3., 7., 3., 7., 7., 3., 11., 3., 7., 3.,\n",
- " 7., 3., 7., 7., 7., 7., 3., 3., 3., 7., 7., 3., 3.,\n",
- " 15., 7., 7., 7., 7., 7., 7., 7., 3., 7., 3., 7., 3.,\n",
- " 3., 7., 7., 7., 7., 7., 3., 7., 7., 3., 15., 7., 3.,\n",
- " 7., 3., 3., 7., 7., 3., 7., 7., 7., 7., 7., 7., 7.,\n",
- " 7., 3., 7., 7., 3., 3., 7., 5., 3., 7., 7., 7., 11.,\n",
- " 3., 7., 3., 7., 3., 7., 3., 7., 3., 7., 7., 3., 3.,\n",
- " 3., 7., 15., 3., 7., 3., 7., 7., 7., 7., 7., 3., 3.,\n",
- " 3., 3., 7., 15., 7., 3., 7., 5., 7., 7., 7., 3., 7.,\n",
- " 7., 3., 7., 7., 7., 7., 3., 7., 3., 7., 5., 3., 7.,\n",
- " 7., 7., 3., 3., 7., 3., 11., 7., 3., 3., 7., 3., 7.,\n",
- " 7., 3., 7., 7., 7., 3., 3., 3., 7., 7., 7., 7., 3.,\n",
- " 3., 7., 7., 7., 3., 3., 1., 1., 7., 7., 7., 7., 7.,\n",
- " 7., 3., 7., 3., 7., 7., 3., 7., 7., 3., 3., 3., 3.,\n",
- " 7., 7., 7., 7., 7., 7., 7., 7., 3., 7., 3., 7., 7.,\n",
- "...\n",
- " 7., 7., 3., 7., 7., 7., 3., 7., 7., 3., 3., 7., 7.,\n",
- " 3., 3., 7., 7., 7., 3., 7., 3., 7., 11., 7., 3., 7.,\n",
- " 7., 7., 3., 3., 7., 7., 3., 7., 7., 3., 15., 7., 7.,\n",
- " 7., 7., 7., 7., 3., 7., 7., 3., 7., 7., 7., 7., 7.,\n",
- " 7., 11., 7., 7., 3., 7., 7., 7., 3., 7., 7., 3., 7.,\n",
- " 3., 7., 3., 7., 15., 7., 7., 3., 7., 15., 7., 7., 7.,\n",
- " 7., 3., 7., 7., 7., 3., 7., 3., 7., 7., 7., 3., 3.,\n",
- " 3., 3., 7., 7., 15., 7., 3., 3., 7., 7., 7., 7., 3.,\n",
- " 7., 7., 11., 3., 3., 7., 7., 7., 7., 3., 7., 7., 15.,\n",
- " 3., 7., 7., 7., 3., 15., 7., 7., 7., 3., 7., 15., 7.,\n",
- " 7., 3., 3., 3., 3., 3., 7., 3., 3., 3., 7., 7., 7.,\n",
- " 7., 3., 7., 3., 3., 7., 3., 11., 3., 7., 7., 7., 15.,\n",
- " 7., 7., 3., 15., 7., 7., 7., 3., 7., 7., 7., 3., 3.,\n",
- " 7., 7., 7., 7., 3., 3., 7., 5., 7., 7., 3., 11., 3.,\n",
- " 7., 7., 7., 3., 1., 7., 15., 3., 7., 7., 7., 9., 7.,\n",
- " 3., 7., 7., 7., 7., 7., 3., 3., 7., 7., 7., 7., 7.,\n",
- " 7., 7., 15., 7., 7., 7., 7., 3., 3., 7., 7., 3., 3.,\n",
- " 7., 3., 7., 15., 7., 7., 7., 7., 7., 7., 7., 15., 7.,\n",
- " 3., 3., 3., 11., 7., 3., 7., 7., 3., 7., 7., 7., 7.,\n",
- " 15., 7., 3., 7., 15., 7.]])
index_in_trajectory
(chain, draw)
int64
-1 -4 4 -3 -2 -2 ... -5 3 -2 -9 -1
array([[ -1, -4, 4, -3, -2, -2, -5, 3, 2, -2, 6, -3, -3,\n",
- " -1, 1, -5, 1, 7, 0, -5, -1, -2, -1, 2, 2, 4,\n",
- " -6, 4, 2, -3, 2, -2, 3, 6, -1, -1, 3, -2, 2,\n",
- " -2, 3, 1, -6, 2, 2, -3, -3, 0, -2, 4, 4, -6,\n",
- " 2, -1, -1, 0, 3, 2, -3, -2, -1, -2, -3, -2, 3,\n",
- " -1, -6, -4, 2, -6, 2, -5, 2, 2, 4, 2, -4, 2,\n",
- " -3, 3, -2, -7, -3, 2, -2, 3, 2, -4, -2, -2, 1,\n",
- " -10, 1, 5, -3, 2, 2, 4, 4, -1, 4, -2, 3, -2,\n",
- " 1, -2, 4, -3, 7, 2, -1, 3, -3, 2, -4, 2, -1,\n",
- " -4, 3, -3, -2, -2, -1, 2, -2, -6, -2, 6, 2, -2,\n",
- " -1, 1, -2, 7, -3, 3, 2, -2, -2, 2, 2, 2, -6,\n",
- " -2, 4, -2, 2, 2, 2, 1, 2, 2, 6, -3, 1, 3,\n",
- " -2, 0, 3, 1, -4, 3, 4, -2, 3, 4, 0, -1, 2,\n",
- " -2, 0, 5, 1, -1, 2, -1, 3, -3, -6, -5, -1, 1,\n",
- " -6, 2, -5, -5, -1, 7, -1, 1, -3, 5, 2, -2, 6,\n",
- " -3, -4, -3, 2, -1, 2, -7, 6, -1, -2, -1, -1, -6,\n",
- " 2, -3, -3, -2, -3, 1, 2, 1, -3, 4, 1, -2, -2,\n",
- " 1, 2, 4, -3, -2, 2, 0, -1, 2, -2, 4, -5, 2,\n",
- " 7, 2, 3, -2, 2, -7, 2, -5, -5, 3, 3, 1, -3,\n",
- " 4, 2, 5, -1, 2, -4, 3, 6, -2, -2, -2, -6, 2,\n",
- "...\n",
- " -3, 2, -3, 1, 6, -1, 3, 3, -3, -2, -2, -5, -2,\n",
- " -2, -3, 7, 5, -4, 3, -4, 1, -4, 2, 4, 2, -2,\n",
- " 2, -6, 2, 2, -6, 2, 0, -3, 2, 3, -11, 2, 2,\n",
- " 4, -5, -2, -2, -2, -1, 1, -2, -1, -2, 2, -7, -7,\n",
- " -2, -2, 2, 6, -3, -1, -5, -2, -2, -5, 3, 1, -4,\n",
- " 3, 4, -2, 7, 5, 4, -5, 2, -2, -1, 5, -5, 6,\n",
- " 4, 1, 6, -4, -4, 1, -2, 2, -3, 2, 5, -2, 0,\n",
- " -2, -2, -3, -2, -3, -1, -2, 3, 3, 2, 4, 3, -3,\n",
- " -2, 2, 1, -2, 2, -2, -3, 2, 5, 1, 5, -2, 6,\n",
- " 1, 4, -5, -3, -1, 5, 4, -3, 1, 0, -3, 5, 5,\n",
- " -1, 2, 1, 3, 2, 1, -1, 2, -2, -3, 1, 3, 2,\n",
- " -4, -2, 2, -2, -2, -4, 3, -3, 3, 5, 2, -3, -8,\n",
- " -2, 6, 2, -5, 2, 3, 1, -2, 3, -2, -5, -1, 0,\n",
- " -4, -2, 2, -2, -3, -2, -3, -3, 4, -2, -2, 3, -3,\n",
- " -3, -6, 4, 1, 1, -3, -6, -1, 1, -5, -2, 4, 5,\n",
- " 3, 2, -4, -2, -3, 5, 2, -2, 5, -2, -6, 2, -2,\n",
- " 3, -3, 6, -5, 2, 4, -1, -2, 1, 4, -3, 3, -2,\n",
- " 4, 1, -4, 3, 1, 2, -5, 4, 5, -2, -4, -8, 4,\n",
- " 2, 1, 2, 3, 3, -2, -2, -3, -2, -4, 3, 4, -6,\n",
- " -9, -5, 3, -2, -9, -1]])
tree_depth
(chain, draw)
int64
2 3 3 3 3 3 3 3 ... 3 3 4 3 2 3 4 3
array([[2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 4, 3, 3, 3, 2, 3, 2, 3, 2, 4, 2, 3,\n",
- " 2, 3, 3, 3, 3, 3, 3, 3, 2, 3, 3, 3, 2, 3, 3, 3, 2, 3, 3, 3, 3, 3,\n",
- " 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 2, 2, 3, 2, 3, 2, 1, 2, 2, 3, 2, 3,\n",
- " 3, 4, 2, 3, 2, 3, 3, 2, 4, 2, 3, 2, 3, 2, 3, 3, 3, 3, 2, 2, 2, 3,\n",
- " 3, 2, 2, 4, 3, 3, 3, 3, 3, 3, 3, 2, 3, 2, 3, 2, 2, 3, 3, 3, 3, 3,\n",
- " 2, 3, 3, 2, 4, 3, 2, 3, 2, 2, 3, 3, 2, 3, 3, 3, 3, 3, 3, 3, 3, 2,\n",
- " 3, 3, 2, 2, 3, 3, 2, 3, 3, 3, 4, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 3,\n",
- " 2, 2, 2, 3, 4, 2, 3, 2, 3, 3, 3, 3, 3, 2, 2, 2, 2, 3, 4, 3, 2, 3,\n",
- " 3, 3, 3, 3, 2, 3, 3, 2, 3, 3, 3, 3, 2, 3, 2, 3, 3, 2, 3, 3, 3, 2,\n",
- " 2, 3, 2, 4, 3, 2, 2, 3, 2, 3, 3, 2, 3, 3, 3, 2, 2, 2, 3, 3, 3, 3,\n",
- " 2, 2, 3, 3, 3, 2, 2, 1, 1, 3, 3, 3, 3, 3, 3, 2, 3, 2, 3, 3, 2, 3,\n",
- " 3, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 2, 3, 2, 3, 3, 2, 3, 3, 2,\n",
- " 3, 2, 1, 3, 3, 2, 3, 2, 2, 4, 2, 2, 3, 2, 3, 4, 2, 3, 2, 3, 3, 3,\n",
- " 3, 3, 2, 3, 2, 2, 3, 2, 2, 3, 3, 2, 2, 2, 2, 3, 3, 2, 2, 3, 3, 3,\n",
- " 3, 2, 2, 3, 2, 3, 3, 2, 3, 2, 3, 2, 3, 2, 3, 3, 3, 3, 2, 2, 3, 3,\n",
- " 2, 3, 3, 3, 3, 3, 3, 3, 2, 3, 2, 2, 2, 3, 2, 2, 3, 2, 3, 3, 3, 4,\n",
- " 2, 3, 2, 3, 3, 2, 2, 3, 2, 2, 3, 2, 3, 2, 2, 2, 3, 2, 1, 3, 2, 2,\n",
- " 3, 2, 3, 3, 3, 2, 2, 2, 3, 2, 3, 3, 3, 2, 3, 2, 3, 3, 3, 3, 3, 3,\n",
- " 3, 3, 3, 3, 3, 2, 3, 3, 2, 2, 3, 3, 2, 3, 2, 2, 3, 2, 2, 3, 3, 2,\n",
- " 3, 2, 3, 3, 3, 2, 3, 3, 2, 2, 2, 3, 3, 3, 3, 3, 3, 2, 3, 3, 3, 2,\n",
- "...\n",
- " 4, 3, 3, 3, 3, 3, 3, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 4, 3, 3, 3, 3,\n",
- " 2, 2, 3, 3, 3, 2, 2, 2, 3, 2, 3, 3, 3, 2, 2, 4, 3, 2, 2, 2, 3, 4,\n",
- " 4, 3, 2, 2, 3, 3, 3, 3, 3, 2, 3, 2, 3, 3, 3, 2, 3, 3, 3, 2, 2, 3,\n",
- " 3, 1, 3, 3, 3, 3, 3, 4, 2, 3, 2, 3, 3, 3, 3, 4, 2, 3, 2, 3, 2, 3,\n",
- " 3, 3, 3, 3, 2, 3, 3, 3, 2, 3, 2, 3, 3, 3, 3, 2, 3, 3, 1, 2, 2, 2,\n",
- " 2, 2, 3, 3, 2, 3, 3, 3, 2, 3, 3, 3, 2, 2, 3, 3, 3, 2, 2, 3, 1, 3,\n",
- " 3, 3, 3, 3, 2, 4, 3, 2, 2, 3, 2, 2, 3, 3, 3, 2, 2, 3, 3, 2, 3, 2,\n",
- " 3, 3, 3, 4, 2, 2, 3, 3, 3, 3, 4, 2, 3, 2, 3, 3, 4, 3, 2, 1, 2, 2,\n",
- " 3, 3, 3, 3, 2, 3, 3, 2, 3, 3, 3, 2, 3, 3, 2, 2, 3, 3, 2, 2, 3, 3,\n",
- " 3, 2, 3, 2, 3, 4, 3, 2, 3, 3, 3, 2, 2, 3, 3, 2, 3, 3, 2, 4, 3, 3,\n",
- " 3, 3, 3, 3, 2, 3, 3, 2, 3, 3, 3, 3, 3, 3, 4, 3, 3, 2, 3, 3, 3, 2,\n",
- " 3, 3, 2, 3, 2, 3, 2, 3, 4, 3, 3, 2, 3, 4, 3, 3, 3, 3, 2, 3, 3, 3,\n",
- " 2, 3, 2, 3, 3, 3, 2, 2, 2, 2, 3, 3, 4, 3, 2, 2, 3, 3, 3, 3, 2, 3,\n",
- " 3, 4, 2, 2, 3, 3, 3, 3, 2, 3, 3, 4, 2, 3, 3, 3, 2, 4, 3, 3, 3, 2,\n",
- " 3, 4, 3, 3, 2, 2, 2, 2, 2, 3, 2, 2, 2, 3, 3, 3, 3, 2, 3, 2, 2, 3,\n",
- " 2, 4, 2, 3, 3, 3, 4, 3, 3, 2, 4, 3, 3, 3, 2, 3, 3, 3, 2, 2, 3, 3,\n",
- " 3, 3, 2, 2, 3, 3, 3, 3, 2, 4, 2, 3, 3, 3, 2, 1, 3, 4, 2, 3, 3, 3,\n",
- " 4, 3, 2, 3, 3, 3, 3, 3, 2, 2, 3, 3, 3, 3, 3, 3, 3, 4, 3, 3, 3, 3,\n",
- " 2, 2, 3, 3, 2, 2, 3, 2, 3, 4, 3, 3, 3, 3, 3, 3, 3, 4, 3, 2, 2, 2,\n",
- " 4, 3, 2, 3, 3, 2, 3, 3, 3, 3, 4, 3, 2, 3, 4, 3]])
reached_max_treedepth
(chain, draw)
bool
False False False ... False False
array([[False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
+ " modeling_interface_version: 0.14.0
acceptance_rate
(chain, draw)
float64
0.726 0.7059 1.0 ... 0.8277 0.7436
array([[0.72595271, 0.70586445, 1. , 0.58986147, 0.90918668,\n",
+ " 0.83579615, 1. , 0.44854013, 1. , 0.79074652,\n",
+ " 1. , 0.59253105, 0.89859046, 0.99548293, 0.86684457,\n",
+ " 0.99383898, 0.92453935, 0.55793684, 0.73064066, 0.96088392,\n",
+ " 1. , 0.98486993, 0.73255267, 0.80909917, 0.58326578,\n",
+ " 0.99210444, 0.92512987, 0.8213375 , 0.88592521, 0.96016193,\n",
+ " 0.99851108, 0.86011562, 0.97052439, 0.98861818, 0.98582067,\n",
+ " 0.8753759 , 0.9869555 , 0.90456527, 0.85357497, 1. ,\n",
+ " 0.65766426, 0.90879202, 0.37877845, 0.86762847, 0.92508371,\n",
+ " 0.2720301 , 0.37942211, 0.91695912, 0.91978677, 0.93624636,\n",
+ " 0.77409978, 0.93258902, 0.64573256, 0.97437758, 0.52391057,\n",
+ " 0.93617865, 0.93144567, 0.85842884, 0.99634673, 0.93241793,\n",
+ " 0.60096785, 1. , 0.92791894, 0.94958203, 0.7574753 ,\n",
+ " 1. , 0.99624587, 0.34941985, 0.64045906, 0.97886812,\n",
+ " 1. , 0.9585529 , 0.95860386, 0.82884792, 0.98604934,\n",
+ " 0.99395983, 0.88374913, 0.78189049, 0.84083455, 0.91154522,\n",
+ " 0.56447236, 0.74052089, 0.96094897, 0.59844793, 0.99463595,\n",
+ " 0.95126385, 0.85115729, 0.91607501, 0.86227187, 1. ,\n",
+ " 0.95330045, 0.91277092, 0.88834581, 0.98060461, 0.98806638,\n",
+ " 0.87219356, 0.81183994, 0.93713435, 0.97478188, 0.77657599,\n",
"...\n",
+ " 0.43429421, 1. , 0.69839022, 0.62392985, 0.92247108,\n",
+ " 0.96980927, 0.97984051, 0.92800217, 0.76098171, 0.71949195,\n",
+ " 0.84309708, 0.76097232, 1. , 0.74988749, 0.97858493,\n",
+ " 0.8171605 , 0.9790603 , 0.9701114 , 0.88708622, 0.78546002,\n",
+ " 1. , 0.97116386, 1. , 0.84891767, 0.95033473,\n",
+ " 0.86810212, 0.31793301, 0.99343913, 0.99311288, 0.69759875,\n",
+ " 0.87853832, 0.96978849, 0.94087246, 0.67098379, 0.63326651,\n",
+ " 0.95861741, 0.65070259, 0.31862107, 0.92149447, 0.97107334,\n",
+ " 0.95868236, 0.83977753, 0.98957353, 0.35964015, 0.82021241,\n",
+ " 0.87628498, 0.70085813, 0.59673947, 1. , 0.54784327,\n",
+ " 0.92091951, 0.81155124, 0.97902454, 0.59470157, 0.8973671 ,\n",
+ " 0.6390491 , 0.92103448, 1. , 0.74302295, 0.95743827,\n",
+ " 0.64264942, 0.90711358, 0.96480241, 0.97199039, 0.39541941,\n",
+ " 0.92341227, 0.43121648, 0.83213116, 0.9410964 , 0.68651099,\n",
+ " 0.84714167, 0.99026618, 0.96470975, 0.89502037, 0.57897246,\n",
+ " 0.93477756, 0.8173745 , 0.99536592, 0.82430717, 0.85687139,\n",
+ " 0.92894915, 0.63884135, 0.89915528, 0.97982689, 0.78085963,\n",
+ " 1. , 0.98815884, 1. , 0.85427676, 0.99224057,\n",
+ " 0.9292676 , 0.95856575, 0.99607722, 0.46035386, 0.6074793 ,\n",
+ " 0.75405099, 0.56181376, 1. , 0.82766035, 0.74356239]])
diverging
(chain, draw)
bool
False False False ... False False
array([[False, False, False, False, False, False, False, False, False,\n",
" False, False, False, False, False, False, False, False, False,\n",
" False, False, False, False, False, False, False, False, False,\n",
" False, False, False, False, False, False, False, False, False,\n",
@@ -1812,47 +1895,7 @@
" False, False, False, False, False, False, False, False, False,\n",
" False, False, False, False, False, False, False, False, False,\n",
" False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False]])
step_size
(chain, draw)
float64
0.5739 0.5739 ... 0.4254 0.4254
array([[0.57394306, 0.57394306, 0.57394306, 0.57394306, 0.57394306,\n",
- " 0.57394306, 0.57394306, 0.57394306, 0.57394306, 0.57394306,\n",
- " 0.57394306, 0.57394306, 0.57394306, 0.57394306, 0.57394306,\n",
- " 0.57394306, 0.57394306, 0.57394306, 0.57394306, 0.57394306,\n",
- " 0.57394306, 0.57394306, 0.57394306, 0.57394306, 0.57394306,\n",
- " 0.57394306, 0.57394306, 0.57394306, 0.57394306, 0.57394306,\n",
- " 0.57394306, 0.57394306, 0.57394306, 0.57394306, 0.57394306,\n",
- " 0.57394306, 0.57394306, 0.57394306, 0.57394306, 0.57394306,\n",
- " 0.57394306, 0.57394306, 0.57394306, 0.57394306, 0.57394306,\n",
- " 0.57394306, 0.57394306, 0.57394306, 0.57394306, 0.57394306,\n",
- " 0.57394306, 0.57394306, 0.57394306, 0.57394306, 0.57394306,\n",
- " 0.57394306, 0.57394306, 0.57394306, 0.57394306, 0.57394306,\n",
- " 0.57394306, 0.57394306, 0.57394306, 0.57394306, 0.57394306,\n",
- " 0.57394306, 0.57394306, 0.57394306, 0.57394306, 0.57394306,\n",
- " 0.57394306, 0.57394306, 0.57394306, 0.57394306, 0.57394306,\n",
- " 0.57394306, 0.57394306, 0.57394306, 0.57394306, 0.57394306,\n",
- " 0.57394306, 0.57394306, 0.57394306, 0.57394306, 0.57394306,\n",
- " 0.57394306, 0.57394306, 0.57394306, 0.57394306, 0.57394306,\n",
- " 0.57394306, 0.57394306, 0.57394306, 0.57394306, 0.57394306,\n",
- " 0.57394306, 0.57394306, 0.57394306, 0.57394306, 0.57394306,\n",
"...\n",
- " 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 ,\n",
- " 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 ,\n",
- " 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 ,\n",
- " 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 ,\n",
- " 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 ,\n",
- " 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 ,\n",
- " 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 ,\n",
- " 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 ,\n",
- " 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 ,\n",
- " 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 ,\n",
- " 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 ,\n",
- " 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 ,\n",
- " 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 ,\n",
- " 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 ,\n",
- " 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 ,\n",
- " 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 ,\n",
- " 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 ,\n",
- " 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 ,\n",
- " 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 ,\n",
- " 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 , 0.4254096 ]])
diverging
(chain, draw)
bool
False False False ... False False
array([[False, False, False, False, False, False, False, False, False,\n",
" False, False, False, False, False, False, False, False, False,\n",
" False, False, False, False, False, False, False, False, False,\n",
" False, False, False, False, False, False, False, False, False,\n",
@@ -1872,147 +1915,127 @@
" False, False, False, False, False, False, False, False, False,\n",
" False, False, False, False, False, False, False, False, False,\n",
" False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False]])
energy
(chain, draw)
float64
1.981e+03 1.982e+03 ... 1.982e+03
array([[1980.66633372, 1981.5434056 , 1977.52580991, 1979.96404248,\n",
+ " 1985.12721878, 1980.02636424, 1981.52423641, 1983.03552896,\n",
+ " 1978.43743473, 1979.61095834, 1978.86444053, 1979.88576927,\n",
+ " 1980.13333114, 1979.82941929, 1978.49813436, 1978.47521235,\n",
+ " 1977.73756633, 1980.20318024, 1977.90522785, 1977.41815898,\n",
+ " 1977.37464394, 1976.99793738, 1977.54338302, 1978.87148541,\n",
+ " 1983.48342627, 1977.20536872, 1978.53981739, 1979.34587871,\n",
+ " 1979.92950206, 1982.15935072, 1980.81630143, 1979.27481076,\n",
+ " 1978.42608628, 1979.1819013 , 1977.87820093, 1978.54353214,\n",
+ " 1978.82837351, 1979.28467168, 1981.71238356, 1979.79015101,\n",
+ " 1980.51265078, 1979.71813181, 1982.61147818, 1980.35331197,\n",
+ " 1979.96509276, 1979.06436954, 1981.72089481, 1978.33162279,\n",
+ " 1978.10405818, 1979.38152224, 1979.43182617, 1980.53260874,\n",
+ " 1980.0524246 , 1980.06385158, 1982.11799468, 1978.13340451,\n",
+ " 1978.01191334, 1980.09013206, 1978.67825327, 1979.97857606,\n",
+ " 1981.72688566, 1980.15497527, 1978.64973219, 1980.19963977,\n",
+ " 1979.61305661, 1978.11466813, 1976.35260559, 1979.61491603,\n",
+ " 1980.29832282, 1978.29091029, 1977.5842814 , 1978.52960434,\n",
+ " 1978.39680453, 1980.66943558, 1979.49975431, 1977.36934904,\n",
+ " 1977.98222964, 1978.53024097, 1982.43166514, 1981.49614427,\n",
"...\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False, False, False, False, False,\n",
- " False, False, False, False, False]])
lp
(chain, draw)
float64
-1.963e+03 ... -1.962e+03
array([[-1963.12221801, -1962.49166611, -1963.36417443, -1963.00452524,\n",
- " -1964.07659999, -1962.90901713, -1964.14317457, -1962.04678195,\n",
- " -1962.91854761, -1965.86104642, -1966.6833699 , -1963.4477572 ,\n",
- " -1962.12060915, -1964.38236262, -1961.64785737, -1962.68808111,\n",
- " -1963.98267039, -1963.14300544, -1963.14300544, -1965.67427877,\n",
- " -1969.14315713, -1964.6607257 , -1964.888907 , -1961.36175232,\n",
- " -1965.29772592, -1963.51264536, -1963.69196051, -1962.38249442,\n",
- " -1962.07045669, -1962.85854032, -1961.5755545 , -1962.16219165,\n",
- " -1963.06255747, -1962.65908611, -1964.11685757, -1962.82522896,\n",
- " -1962.19803874, -1963.10281483, -1962.39247244, -1962.09752784,\n",
- " -1962.30485799, -1962.30528934, -1962.04514559, -1962.53680632,\n",
- " -1962.63968676, -1961.58149529, -1963.3853834 , -1963.3853834 ,\n",
- " -1961.86290047, -1961.35143104, -1963.04514088, -1962.73799692,\n",
- " -1965.07388927, -1966.53907976, -1963.7502451 , -1963.7502451 ,\n",
- " -1962.30895449, -1963.364848 , -1963.15128645, -1963.64864719,\n",
- " -1962.34067909, -1963.41518802, -1962.13173428, -1962.86657533,\n",
- " -1963.84199432, -1962.76704686, -1964.19017336, -1962.64587507,\n",
- " -1961.82714825, -1963.32960862, -1963.85021971, -1964.38988994,\n",
- " -1963.27748677, -1962.76560317, -1961.46120599, -1961.90295524,\n",
- " -1963.9505998 , -1964.15334964, -1964.84410443, -1962.20138154,\n",
- "...\n",
- " -1963.05474844, -1962.19366676, -1962.9012194 , -1966.35128694,\n",
- " -1966.57002423, -1961.61401219, -1966.36682306, -1965.95443617,\n",
- " -1962.83670999, -1962.3374815 , -1962.76635176, -1963.61051751,\n",
- " -1962.87401652, -1962.59111297, -1962.32673877, -1961.48339244,\n",
- " -1962.72665152, -1963.75007952, -1965.98331948, -1965.23436261,\n",
- " -1961.78868199, -1961.20845467, -1961.43560242, -1963.100677 ,\n",
- " -1963.48479911, -1962.37680037, -1963.20411651, -1964.03603447,\n",
- " -1966.56541738, -1964.63048025, -1965.16699623, -1964.27051543,\n",
- " -1966.5116347 , -1964.42928699, -1961.9673427 , -1961.83935183,\n",
- " -1962.23475761, -1962.17767557, -1962.51423473, -1961.96253731,\n",
- " -1962.17195189, -1962.71036923, -1963.12129223, -1967.10962288,\n",
- " -1963.42027845, -1963.73967441, -1961.98824568, -1964.25486009,\n",
- " -1965.38131769, -1963.0263697 , -1963.40861766, -1961.7554012 ,\n",
- " -1963.35871575, -1962.77109446, -1962.51606871, -1965.4856437 ,\n",
- " -1963.29769116, -1962.50126282, -1962.09102446, -1961.96632702,\n",
- " -1962.50772385, -1963.13108301, -1963.47135902, -1963.88039113,\n",
- " -1962.38866353, -1961.36180397, -1963.59618424, -1964.44262428,\n",
- " -1963.60051765, -1961.93423932, -1961.62520604, -1963.34347448,\n",
- " -1963.4971348 , -1961.72556221, -1962.37398482, -1961.33344919,\n",
- " -1962.16308701, -1962.20937846, -1961.65576217, -1961.7819996 ]])
acceptance_rate
(chain, draw)
float64
1.0 0.7591 0.5791 ... 0.9827 0.9683
array([[1. , 0.75906496, 0.5790683 , 0.93576926, 0.83245276,\n",
- " 0.99971348, 0.92571322, 0.99758682, 0.86329012, 0.85324157,\n",
- " 0.805631 , 0.99570593, 1. , 0.56984108, 1. ,\n",
- " 0.82570332, 0.90875109, 0.96369272, 0.41175814, 0.87869617,\n",
- " 0.65025479, 0.92956934, 1. , 0.88955823, 0.52910454,\n",
- " 1. , 0.96061561, 0.99905015, 0.96890834, 0.8177528 ,\n",
- " 0.97705865, 0.97777276, 0.78455241, 0.99620769, 0.8665682 ,\n",
- " 0.96861126, 0.94793252, 0.76366353, 0.98138337, 0.57838022,\n",
- " 0.96389642, 1. , 0.97318909, 0.91183887, 0.98746426,\n",
- " 1. , 0.70945573, 0.46334701, 0.65072071, 0.96706987,\n",
- " 0.8796343 , 0.98174425, 0.7245897 , 0.70301831, 1. ,\n",
- " 0.15734672, 0.76609075, 0.96305258, 0.86460466, 0.8580911 ,\n",
- " 1. , 0.9506135 , 0.83388762, 0.91789061, 0.96158647,\n",
- " 0.99344542, 0.94461534, 0.97489792, 0.65058891, 0.68557505,\n",
- " 0.96779044, 0.9945303 , 0.78398555, 0.85056689, 0.91975901,\n",
- " 0.72118469, 0.81965263, 0.87035019, 0.50171094, 1. ,\n",
- " 0.78750614, 0.9636656 , 0.97140777, 0.78397897, 0.75770871,\n",
- " 1. , 0.40869167, 0.94410405, 0.47749815, 1. ,\n",
- " 0.98372989, 0.9121831 , 0.92571621, 0.70825845, 0.93869798,\n",
- " 0.95197186, 0.75512053, 0.79336352, 0.84869743, 1. ,\n",
+ " 1976.35029961, 1976.69902669, 1976.34659088, 1979.11203101,\n",
+ " 1977.23601909, 1977.77744142, 1984.21883541, 1977.79723345,\n",
+ " 1977.29218902, 1983.93141329, 1981.55561574, 1982.61082583,\n",
+ " 1980.96424056, 1980.26085877, 1983.07411971, 1981.71674922,\n",
+ " 1983.52684704, 1986.36916086, 1982.15107764, 1981.32952557,\n",
+ " 1980.10201785, 1979.98793182, 1980.06219259, 1984.15717814,\n",
+ " 1981.53822304, 1978.42041723, 1979.80329308, 1983.94906063,\n",
+ " 1980.89187426, 1979.39603168, 1979.61787152, 1979.24851096,\n",
+ " 1977.3208842 , 1980.81743703, 1983.98173947, 1985.02384016,\n",
+ " 1983.35518002, 1982.6636243 , 1977.37648889, 1978.08350456,\n",
+ " 1979.22009495, 1976.54612001, 1976.84090166, 1977.92761435,\n",
+ " 1983.36896733, 1979.33513725, 1981.76835774, 1980.40529322,\n",
+ " 1977.78726522, 1979.64716177, 1979.2410469 , 1977.61692059,\n",
+ " 1977.50807712, 1976.62592424, 1981.4586592 , 1979.9919242 ,\n",
+ " 1977.51409143, 1976.42960342, 1977.84847456, 1980.00651514,\n",
+ " 1979.29124645, 1985.59845479, 1983.03821571, 1980.87117133,\n",
+ " 1980.17123075, 1979.10779165, 1979.5333253 , 1978.80349928,\n",
+ " 1977.95181055, 1976.97740033, 1977.13802839, 1978.40297883,\n",
+ " 1978.15155788, 1979.32169823, 1978.31067688, 1977.50901705,\n",
+ " 1979.11148647, 1977.18099943, 1976.76545935, 1981.69669294]])
energy_error
(chain, draw)
float64
0.4832 0.04797 ... -0.05213 0.2217
array([[ 4.83218378e-01, 4.79746105e-02, -8.80720429e-02,\n",
+ " 3.60269125e-01, -7.87111755e-01, 5.21761806e-01,\n",
+ " -2.88925013e-02, 3.98784731e-01, -2.96505221e-01,\n",
+ " 3.21180173e-01, -2.80645402e-01, -4.10503884e-02,\n",
+ " 2.35499322e-01, -3.33647413e-01, 1.69851845e-01,\n",
+ " -1.31446332e-01, 1.50175302e-01, -1.69403306e-01,\n",
+ " 5.43136855e-01, -4.32186523e-01, -2.42706607e-02,\n",
+ " -1.67157440e-01, 3.64151325e-01, -2.48410482e-01,\n",
+ " 0.00000000e+00, 5.68549872e-02, 1.68909207e-01,\n",
+ " -1.06777571e-02, 2.89502323e-01, -4.12264768e-02,\n",
+ " -1.99935082e-01, 1.80312883e-01, 9.25834193e-02,\n",
+ " -1.63251648e-01, 1.83231402e-02, 3.37548341e-01,\n",
+ " -2.20710328e-01, 3.37298458e-01, -9.41087905e-02,\n",
+ " -4.67241627e-01, 3.46030637e-01, 2.56298515e-02,\n",
+ " 4.30459568e-01, -6.15796049e-02, -8.21166605e-01,\n",
+ " 0.00000000e+00, 5.09586231e-01, 7.84716162e-02,\n",
+ " 1.35527090e-01, 8.49323562e-02, 3.42022535e-01,\n",
+ " -1.63032834e-01, 2.37806858e-01, -3.45546668e-02,\n",
+ " 1.09549406e+00, -1.14486265e+00, 9.83731985e-02,\n",
+ " 1.50026397e-01, -1.18743944e-01, 1.36040586e-01,\n",
"...\n",
- " 1. , 0.9973701 , 0.91293711, 0.88515899, 0.98340579,\n",
- " 1. , 0.98664285, 0.98133039, 0.69477508, 1. ,\n",
- " 0.9767124 , 0.9904668 , 0.83338882, 0.93808326, 0.98873407,\n",
- " 0.51899961, 0.91372011, 0.84364232, 1. , 0.99375562,\n",
- " 0.77244777, 1. , 0.7070973 , 0.6031417 , 0.84217566,\n",
- " 0.82969003, 0.64667148, 0.95462637, 1. , 0.74134849,\n",
- " 0.98989144, 0.8964818 , 1. , 1. , 0.78582076,\n",
- " 0.98872529, 0.88983693, 0.65810414, 0.99965166, 1. ,\n",
- " 0.99418795, 0.82384202, 0.90775992, 0.54070086, 0.85928286,\n",
- " 1. , 0.96721405, 0.88409304, 0.84686441, 0.91352906,\n",
- " 0.96124737, 0.83675573, 0.72867961, 1. , 0.92162058,\n",
- " 0.99616371, 0.80861362, 0.92613857, 0.94669763, 0.99228097,\n",
- " 1. , 0.90684623, 0.95475718, 0.29973811, 1. ,\n",
- " 0.96203373, 0.8795805 , 0.67863644, 0.97627186, 0.89192119,\n",
- " 0.99136272, 0.99749039, 0.72371288, 0.99225388, 0.99919669,\n",
- " 0.74352412, 0.93272921, 0.98834786, 0.98068014, 0.99871987,\n",
- " 0.6823619 , 0.83592121, 0.85764511, 0.64282266, 0.66330446,\n",
- " 0.89713309, 0.82581744, 0.73707392, 0.71880277, 0.58673148,\n",
- " 0.54334117, 0.64594024, 0.6878807 , 1. , 0.9871319 ,\n",
- " 0.9799047 , 0.9295149 , 0.89599042, 0.98270595, 0.96828908]])
max_energy_error
(chain, draw)
float64
-0.29 0.6733 ... -0.0924 -0.1202
array([[-0.28996213, 0.67331754, 1.00052347, -0.38650779, 0.31071749,\n",
- " -0.72036539, -0.45698331, -0.63353667, 0.41744209, 0.4950086 ,\n",
- " -1.28831178, -1.75332434, -0.25667265, 1.09263809, -1.17245634,\n",
- " 0.3504155 , 0.30025299, -0.18031004, 1.3455505 , 0.37792144,\n",
- " 0.77627112, 0.30697873, -0.2638581 , 0.40186328, 1.34205912,\n",
- " -0.22647876, -0.19672748, -0.24623893, 0.14228216, 0.45960812,\n",
- " -0.17209883, -0.08932043, 0.4782977 , -0.46313149, 0.38539967,\n",
- " -0.25536112, 0.13737692, 0.56717055, -0.07682692, 1.07472402,\n",
- " 0.16079161, -0.25735781, -0.1171513 , 0.24149419, -0.18246729,\n",
- " -0.13919543, 0.53443099, 1.83872803, 1.11103128, 0.08991973,\n",
- " 0.18576601, -0.14060479, 0.48589075, 0.78730973, -0.74417463,\n",
- " 3.00943947, 0.53242957, 0.11748061, 0.40466645, 0.26008395,\n",
- " -0.31391068, -0.26554654, 0.42496571, -0.271896 , -0.3838939 ,\n",
- " -0.82439623, 0.18585961, -0.28396318, 0.79817852, 0.83279762,\n",
- " -0.15970216, -0.25940032, 0.49323474, 0.29536537, 0.32800137,\n",
- " 0.60673586, 0.36797542, 0.49257554, 1.41813852, -1.29021678,\n",
- " 0.53232611, 0.07564557, 0.08018621, 0.51574203, 0.34029189,\n",
- " -0.29099765, 2.65901876, 0.09560992, 2.91149829, -0.49013554,\n",
- " -0.20010185, 0.31946993, 0.20469817, 0.7921231 , 0.19177412,\n",
- " 0.17856213, 0.67853127, 0.46014051, 0.53935908, -1.0559632 ,\n",
+ " 1.34770757e-01, 5.74194190e-02, 7.32133449e-01,\n",
+ " -1.75878842e-01, -4.21012377e-01, 4.42695070e-01,\n",
+ " 1.10200430e-02, -5.62360402e-01, 8.72666705e-01,\n",
+ " -8.40411368e-01, 3.63802555e-01, -8.06437412e-02,\n",
+ " 7.76525683e-01, -3.05745992e-01, -1.51506160e-01,\n",
+ " -5.41638831e-01, -5.62053001e-01, 3.88057062e-01,\n",
+ " 1.01347362e-01, -5.00930338e-01, 5.37431192e-02,\n",
+ " 1.46990361e-02, 1.21311265e-02, 6.28168504e-01,\n",
+ " -5.96969516e-01, -2.84558194e-01, -1.04038227e-01,\n",
+ " 1.32552546e-01, 2.36726112e-01, 4.72602201e-01,\n",
+ " -8.49084189e-01, -1.06150291e-01, 1.05933340e-01,\n",
+ " 8.96053330e-01, -1.06825398e+00, 2.38117120e-01,\n",
+ " -2.19706123e-01, 2.14198382e-01, 5.90825688e-02,\n",
+ " 7.37012772e-02, 1.33641514e-01, -1.05280873e-01,\n",
+ " -1.88547596e-01, 4.96440514e-01, -3.15674390e-01,\n",
+ " -1.70218956e-02, -1.70795129e-01, -2.26409659e-01,\n",
+ " -4.50602629e-02, 1.06748553e-01, 1.01454545e-01,\n",
+ " -2.03407679e-01, 4.25864126e-02, 6.25853790e-02,\n",
+ " -4.88250352e-02, 2.12684725e-01, -1.88314852e-01,\n",
+ " -5.21296123e-02, 2.21736024e-01]])
index_in_trajectory
(chain, draw)
int64
-3 2 -3 -2 -1 -1 ... -2 -2 5 4 -1
array([[ -3, 2, -3, -2, -1, -1, 2, 6, 6, -1, -3, -2, 2,\n",
+ " 6, -3, -3, 3, -6, 3, 1, -4, -1, -1, -6, 0, 4,\n",
+ " 3, -1, 2, 5, -4, -3, -2, 5, -3, -3, -5, 2, 3,\n",
+ " -2, -4, 3, 5, -3, 3, 0, -4, -4, -3, 2, -3, 7,\n",
+ " 2, 4, -1, -3, -2, 2, 4, -3, 4, 2, 4, -4, -3,\n",
+ " -6, -1, 4, -1, 1, 2, -3, 3, -2, -1, -1, -2, -6,\n",
+ " -5, 2, 6, -6, -2, 0, 5, -4, -3, 3, -2, -3, -4,\n",
+ " 2, 3, 5, 4, 4, -5, -4, 3, 1, 3, 0, -3, -3,\n",
+ " -3, 2, 4, -2, -4, -1, 2, 7, 2, -1, -1, -3, 2,\n",
+ " -2, -3, -1, -2, 5, 1, -5, -3, 2, 5, 5, 2, -3,\n",
+ " -4, 1, 2, -3, 4, -3, -7, -5, -3, -3, 1, 3, 5,\n",
+ " 5, 1, -1, -3, -1, 3, -2, -3, -2, -5, -5, -2, 1,\n",
+ " 4, -2, 2, -1, -3, 2, 3, 1, -1, -2, 3, 2, 3,\n",
+ " -1, -2, -3, 2, -6, -3, 2, 2, -4, -4, 4, 5, 2,\n",
+ " 3, 4, 5, 0, -2, 7, -3, -2, 5, -5, -3, -1, -2,\n",
+ " -5, -2, -3, -3, -3, -4, -2, -4, 2, 2, -2, 6, 2,\n",
+ " 2, 2, 1, 2, -3, 3, 2, -3, -1, -2, 3, -7, 5,\n",
+ " 4, -2, -2, 1, -1, 2, 1, -2, 3, -2, -6, 3, 2,\n",
+ " -4, 3, -6, -7, 5, -6, 5, 2, 3, 2, -2, -2, -1,\n",
+ " -1, 6, -4, -2, -1, 3, 2, -7, -1, 7, -5, -3, 2,\n",
"...\n",
- " -0.23216547, -0.11842226, 0.35827854, -0.42388617, -0.49229403,\n",
- " -0.46822318, -0.1184733 , 0.0719124 , 0.62279902, -0.21209742,\n",
- " 0.07242317, 0.03981806, 0.24214106, 0.10652997, 0.03438214,\n",
- " 1.00205065, 0.19516583, 0.37249347, -0.1871305 , -0.07502197,\n",
- " 0.28652183, -0.2677071 , 0.72776513, 0.77472856, -0.51984986,\n",
- " -0.84106782, 0.69004753, -0.59274972, -0.41347817, 0.51653164,\n",
- " -0.14981892, 0.16926132, -0.15094865, -0.04523382, 0.42555236,\n",
- " -0.13339143, 0.20610459, 0.83874853, -0.49349158, -0.51475764,\n",
- " -0.54696142, 0.40810853, 0.13111895, 0.99571425, 0.56156419,\n",
- " -0.23652637, 0.09398744, 0.29156135, 0.26243559, -0.3825277 ,\n",
- " -0.25550899, 0.55783249, 0.91315318, -1.27290643, -0.67832131,\n",
- " -0.14247069, 0.43911772, 0.28363838, 0.19393992, -0.16350307,\n",
- " -0.07027349, 0.18824362, 0.14586827, 1.51029044, -1.40906408,\n",
- " 0.18303384, 0.40640846, 0.53312694, -0.25588211, -0.26465363,\n",
- " -0.02666648, -0.10991814, 0.42596959, -0.29938351, -0.2248047 ,\n",
- " 0.70511299, -0.65944111, -0.47438709, -0.27293477, -0.09887086,\n",
- " 0.66698024, 0.33308139, 0.33015004, 0.57073918, 1.16216682,\n",
- " 0.28829743, 0.26845264, 0.72123831, 0.65334897, 1.15489511,\n",
- " 0.98986015, 0.90489025, 0.67307561, -0.53536379, -0.08926496,\n",
- " -0.09084314, 0.10556341, 0.20079179, -0.09239608, -0.12019216]])
smallest_eigval
(chain, draw)
float64
nan nan nan nan ... nan nan nan nan
array([[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
+ " 1, -3, 2, 3, -1, -3, 5, -3, 2, 4, 1, 1, 6,\n",
+ " -2, -5, -7, 4, -4, 0, -4, -3, 5, 2, -2, -4, -3,\n",
+ " -6, -2, -2, 1, -3, 4, -5, -2, 2, 2, -2, -5, -2,\n",
+ " -3, 2, 6, 12, -3, -2, 6, -5, -2, -2, 3, -2, -2,\n",
+ " 6, 3, -2, -2, 2, 1, 2, 1, -2, 1, 2, 2, -1,\n",
+ " 5, -1, -1, -1, 5, -2, -2, -2, 7, 4, -1, -3, -2,\n",
+ " -3, -2, 7, 2, -6, 1, 2, 6, -2, 2, 2, 0, -2,\n",
+ " -2, 2, 1, 2, 2, -6, 2, -2, -3, -2, -7, -5, -5,\n",
+ " -5, -2, 2, 1, 2, 4, -3, -4, -3, -3, 2, -2, 7,\n",
+ " -6, -4, 6, -3, -1, 2, -6, 1, 4, 7, 2, -2, -7,\n",
+ " -2, -3, -2, -4, 2, -3, -1, -7, -2, 5, 1, 2, -6,\n",
+ " -4, 6, 4, -3, 4, 3, 2, 2, 5, -1, -2, -3, 2,\n",
+ " -1, 3, 2, 5, 1, -2, -4, -2, 3, -4, -3, -2, 4,\n",
+ " -2, 2, 6, -3, -1, 6, -3, -2, 2, 3, -2, 5, -7,\n",
+ " -2, 5, 4, -6, 1, 0, -6, -1, -3, -1, 3, -6, -2,\n",
+ " -5, -2, 2, 5, 3, 2, -2, -6, 3, -1, 3, 4, 2,\n",
+ " -5, 1, 3, -3, 2, 2, 5, 3, 3, 4, 1, 2, 6,\n",
+ " -1, -5, -5, -1, 3, -4, -3, -3, -1, -3, 2, -4, -1,\n",
+ " -3, -1, 3, -3, 4, -6, -6, -4, 2, -2, 3, -5, -2,\n",
+ " -4, -2, -2, 5, 4, -1]])
largest_eigval
(chain, draw)
float64
nan nan nan nan ... nan nan nan nan
array([[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
@@ -2052,47 +2075,287 @@
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
- " nan, nan, nan, nan, nan, nan]])
step_size_bar
(chain, draw)
float64
0.5865 0.5865 ... 0.5592 0.5592
array([[0.58647045, 0.58647045, 0.58647045, 0.58647045, 0.58647045,\n",
- " 0.58647045, 0.58647045, 0.58647045, 0.58647045, 0.58647045,\n",
- " 0.58647045, 0.58647045, 0.58647045, 0.58647045, 0.58647045,\n",
- " 0.58647045, 0.58647045, 0.58647045, 0.58647045, 0.58647045,\n",
- " 0.58647045, 0.58647045, 0.58647045, 0.58647045, 0.58647045,\n",
- " 0.58647045, 0.58647045, 0.58647045, 0.58647045, 0.58647045,\n",
- " 0.58647045, 0.58647045, 0.58647045, 0.58647045, 0.58647045,\n",
- " 0.58647045, 0.58647045, 0.58647045, 0.58647045, 0.58647045,\n",
- " 0.58647045, 0.58647045, 0.58647045, 0.58647045, 0.58647045,\n",
- " 0.58647045, 0.58647045, 0.58647045, 0.58647045, 0.58647045,\n",
- " 0.58647045, 0.58647045, 0.58647045, 0.58647045, 0.58647045,\n",
- " 0.58647045, 0.58647045, 0.58647045, 0.58647045, 0.58647045,\n",
- " 0.58647045, 0.58647045, 0.58647045, 0.58647045, 0.58647045,\n",
- " 0.58647045, 0.58647045, 0.58647045, 0.58647045, 0.58647045,\n",
- " 0.58647045, 0.58647045, 0.58647045, 0.58647045, 0.58647045,\n",
- " 0.58647045, 0.58647045, 0.58647045, 0.58647045, 0.58647045,\n",
- " 0.58647045, 0.58647045, 0.58647045, 0.58647045, 0.58647045,\n",
- " 0.58647045, 0.58647045, 0.58647045, 0.58647045, 0.58647045,\n",
- " 0.58647045, 0.58647045, 0.58647045, 0.58647045, 0.58647045,\n",
- " 0.58647045, 0.58647045, 0.58647045, 0.58647045, 0.58647045,\n",
+ " nan, nan, nan, nan, nan, nan]])
lp
(chain, draw)
float64
-1.98e+03 -1.977e+03 ... -1.977e+03
array([[-1979.66226523, -1976.72900493, -1977.07430387, -1977.7223292 ,\n",
+ " -1978.51132303, -1979.88219769, -1980.18489739, -1978.14461357,\n",
+ " -1977.192357 , -1977.56174088, -1977.86213002, -1976.60467639,\n",
+ " -1978.4242061 , -1976.27099529, -1977.33322142, -1976.57369877,\n",
+ " -1976.79145471, -1976.0496134 , -1977.08654869, -1976.58447513,\n",
+ " -1976.44027015, -1975.65093201, -1976.98006984, -1976.08116979,\n",
+ " -1976.08116979, -1977.02096133, -1977.18533188, -1976.06541812,\n",
+ " -1979.09941977, -1979.6816543 , -1977.91281064, -1977.46898124,\n",
+ " -1978.04246709, -1976.65837034, -1977.00175385, -1977.47879887,\n",
+ " -1976.77635248, -1979.05449249, -1979.67279105, -1976.6159376 ,\n",
+ " -1978.30381208, -1977.27964332, -1977.91123852, -1977.33875246,\n",
+ " -1977.60700427, -1977.60700427, -1975.60663652, -1976.90229864,\n",
+ " -1977.11611059, -1977.13523561, -1977.67581492, -1978.44104146,\n",
+ " -1977.79014056, -1978.56079208, -1978.61015309, -1976.45128168,\n",
+ " -1977.58597515, -1978.30989891, -1976.9211757 , -1978.56850469,\n",
+ " -1979.50036179, -1976.59920511, -1977.65016355, -1978.38860271,\n",
+ " -1977.06856985, -1975.97803187, -1975.96017502, -1976.15105528,\n",
+ " -1977.70155873, -1977.22424667, -1976.57053204, -1977.56832674,\n",
+ " -1976.06361242, -1978.68489416, -1977.19487584, -1976.88831813,\n",
+ " -1976.06074088, -1977.46299215, -1981.17325576, -1976.88713262,\n",
+ "...\n",
+ " -1975.71514721, -1976.26427941, -1975.8934041 , -1976.24432471,\n",
+ " -1976.50599552, -1977.09953568, -1976.82183415, -1976.57381772,\n",
+ " -1976.98484587, -1979.33087981, -1980.76324238, -1978.92022234,\n",
+ " -1978.65145255, -1980.14089861, -1980.14089861, -1979.76892689,\n",
+ " -1980.58747307, -1982.7510719 , -1979.66882408, -1978.3043798 ,\n",
+ " -1978.60308525, -1979.03400049, -1978.31175629, -1980.10507271,\n",
+ " -1976.96525027, -1976.42029778, -1978.58734402, -1980.42032594,\n",
+ " -1975.79185958, -1978.38371128, -1976.23227548, -1976.73254764,\n",
+ " -1976.6339623 , -1979.15468726, -1982.36592049, -1981.38070437,\n",
+ " -1982.45390694, -1975.93338539, -1976.42659363, -1977.35871655,\n",
+ " -1975.89272931, -1976.1598941 , -1976.09111511, -1977.47395693,\n",
+ " -1977.74177721, -1975.90568626, -1977.60215948, -1976.35696673,\n",
+ " -1977.25477073, -1977.27575163, -1978.34506988, -1976.35002112,\n",
+ " -1975.96024475, -1976.12422658, -1979.87324538, -1975.68328468,\n",
+ " -1976.15367132, -1975.85972812, -1977.3251577 , -1978.79572582,\n",
+ " -1979.03924469, -1980.14118512, -1979.11740334, -1977.13183484,\n",
+ " -1978.29937382, -1977.67105984, -1977.82297431, -1976.95296818,\n",
+ " -1976.43055089, -1975.68550149, -1976.73363865, -1977.5642147 ,\n",
+ " -1975.92819281, -1976.29042773, -1976.09985144, -1975.68901938,\n",
+ " -1977.22262565, -1976.254787 , -1975.68363135, -1977.22966242]])
max_energy_error
(chain, draw)
float64
0.6394 0.9307 ... 0.3908 0.4591
array([[ 6.39358566e-01, 9.30728810e-01, -3.37607334e-01,\n",
+ " 1.39125638e+00, -7.87111755e-01, 5.21761806e-01,\n",
+ " -5.85981247e-01, 1.49920470e+00, -3.29735748e-01,\n",
+ " 4.37759430e-01, -2.80645402e-01, 1.46024698e+00,\n",
+ " 2.72324411e-01, -3.33647413e-01, 1.86425492e-01,\n",
+ " -1.31446332e-01, 2.20085958e-01, 1.87938622e+00,\n",
+ " 6.10960285e-01, -5.90316575e-01, -1.69299638e-01,\n",
+ " -1.67157440e-01, 3.64151325e-01, 5.53558499e-01,\n",
+ " 8.65154687e-01, -7.12071637e-02, 1.68909207e-01,\n",
+ " 4.02375745e-01, 2.89502323e-01, -3.63592678e-01,\n",
+ " -3.32431683e-01, 2.93917545e-01, -1.93228525e-01,\n",
+ " -2.00984537e-01, -1.05965712e-01, 3.37548341e-01,\n",
+ " -4.37571943e-01, 3.37298458e-01, 5.72148425e-01,\n",
+ " -4.67241627e-01, 8.12121951e-01, 4.35512191e-01,\n",
+ " 2.58340734e+00, 3.60980266e-01, -8.21166605e-01,\n",
+ " 1.30184255e+00, 1.99608902e+00, 1.91028189e-01,\n",
+ " 1.73630374e-01, 2.19243139e-01, 6.07025980e-01,\n",
+ " -3.99165116e-01, 7.01709936e-01, -5.50856141e-01,\n",
+ " 1.09549406e+00, -1.33184062e+00, 1.83131860e-01,\n",
+ " 3.32056656e-01, -3.06624063e-01, 1.39112762e-01,\n",
+ "...\n",
+ " 3.58257374e-01, -2.72627291e-01, 2.01678767e+00,\n",
+ " 4.10508815e-01, -4.21012377e-01, 7.49689355e-01,\n",
+ " 1.43260099e+00, -5.62360402e-01, 1.10433904e+00,\n",
+ " -8.40411368e-01, 3.69000697e-01, -2.17648872e-01,\n",
+ " 1.26858584e+00, 3.68022939e-01, 1.10572467e+00,\n",
+ " -1.05613510e+00, -5.62053001e-01, 5.21040203e-01,\n",
+ " -3.39169817e-01, 1.26735896e+00, 2.13720187e-01,\n",
+ " 1.47468594e-01, -9.28653535e-02, 2.32392665e+00,\n",
+ " -5.96969516e-01, 2.43888712e+00, 4.32436896e-01,\n",
+ " 1.32552546e-01, 8.78896449e-01, 6.22655694e-01,\n",
+ " -9.92646992e-01, 1.06261806e-01, 2.40397215e-01,\n",
+ " 9.21330403e-01, -1.06825398e+00, 3.08083037e-01,\n",
+ " -2.21900316e-01, 2.75849233e-01, 4.90841607e-01,\n",
+ " 7.37012772e-02, 6.91529045e-01, 4.55158293e-01,\n",
+ " -1.88547596e-01, 5.36709219e-01, -6.77672814e-01,\n",
+ " -4.80039689e-01, -2.79791275e-01, 3.98781621e-01,\n",
+ " -5.57475381e-02, 1.29509413e-01, -1.34697278e-01,\n",
+ " -2.03407679e-01, 1.95934484e+00, 1.29622912e+00,\n",
+ " 6.31517105e-01, 9.31928472e-01, -2.24324606e-01,\n",
+ " 3.90849180e-01, 4.59111639e-01]])
n_steps
(chain, draw)
float64
7.0 5.0 3.0 7.0 ... 7.0 7.0 7.0 7.0
array([[ 7., 5., 3., 7., 7., 7., 3., 7., 7., 7., 3., 7., 15.,\n",
+ " 7., 7., 7., 7., 7., 15., 3., 7., 3., 3., 7., 3., 7.,\n",
+ " 7., 3., 3., 7., 7., 3., 3., 15., 7., 7., 7., 3., 7.,\n",
+ " 3., 7., 7., 7., 7., 7., 1., 7., 7., 7., 5., 7., 7.,\n",
+ " 3., 7., 3., 3., 7., 7., 7., 7., 7., 7., 7., 7., 7.,\n",
+ " 7., 7., 7., 3., 7., 3., 3., 7., 7., 7., 3., 7., 7.,\n",
+ " 7., 3., 7., 7., 3., 1., 7., 15., 7., 7., 7., 7., 7.,\n",
+ " 7., 7., 7., 7., 7., 15., 7., 7., 7., 7., 7., 7., 7.,\n",
+ " 7., 7., 7., 7., 7., 7., 7., 7., 3., 1., 1., 7., 7.,\n",
+ " 7., 7., 7., 3., 7., 3., 7., 7., 7., 7., 15., 3., 15.,\n",
+ " 7., 3., 3., 3., 7., 7., 15., 7., 3., 7., 3., 7., 7.,\n",
+ " 7., 3., 3., 7., 3., 7., 7., 7., 7., 7., 7., 7., 7.,\n",
+ " 7., 3., 3., 3., 3., 3., 7., 7., 7., 3., 3., 3., 7.,\n",
+ " 3., 3., 7., 7., 15., 7., 7., 7., 15., 7., 7., 15., 7.,\n",
+ " 7., 7., 7., 7., 7., 7., 7., 3., 7., 7., 7., 7., 3.,\n",
+ " 15., 7., 7., 7., 7., 7., 7., 7., 7., 3., 7., 7., 7.,\n",
+ " 3., 7., 3., 3., 3., 7., 7., 3., 7., 3., 7., 7., 7.,\n",
+ " 7., 3., 7., 7., 7., 3., 3., 3., 7., 7., 7., 7., 7.,\n",
+ " 15., 7., 7., 7., 7., 7., 7., 7., 7., 3., 7., 7., 7.,\n",
+ " 3., 7., 7., 3., 3., 7., 7., 7., 7., 7., 7., 3., 7.,\n",
+ "...\n",
+ " 7., 7., 7., 7., 7., 3., 7., 7., 7., 7., 7., 7., 7.,\n",
+ " 3., 7., 7., 7., 7., 1., 7., 7., 7., 7., 3., 7., 3.,\n",
+ " 15., 7., 3., 1., 7., 7., 7., 3., 7., 5., 3., 7., 3.,\n",
+ " 7., 7., 15., 15., 7., 3., 15., 7., 7., 7., 7., 3., 7.,\n",
+ " 11., 7., 7., 7., 7., 3., 3., 3., 7., 7., 3., 7., 5.,\n",
+ " 7., 7., 5., 3., 7., 7., 7., 5., 7., 7., 3., 3., 3.,\n",
+ " 3., 7., 7., 7., 11., 7., 7., 7., 3., 3., 3., 3., 3.,\n",
+ " 3., 3., 3., 3., 3., 7., 7., 7., 7., 7., 7., 7., 7.,\n",
+ " 7., 3., 7., 1., 3., 7., 3., 7., 7., 7., 3., 3., 7.,\n",
+ " 15., 7., 7., 7., 7., 15., 7., 3., 7., 7., 7., 7., 7.,\n",
+ " 3., 7., 3., 7., 7., 7., 3., 7., 3., 7., 1., 15., 7.,\n",
+ " 7., 7., 7., 3., 7., 7., 7., 3., 7., 3., 7., 7., 7.,\n",
+ " 3., 7., 3., 7., 7., 3., 7., 7., 7., 7., 7., 7., 7.,\n",
+ " 7., 7., 7., 3., 3., 7., 3., 7., 7., 7., 7., 7., 7.,\n",
+ " 7., 7., 15., 7., 1., 3., 7., 7., 7., 7., 7., 7., 7.,\n",
+ " 7., 7., 3., 7., 7., 7., 7., 7., 3., 7., 5., 7., 3.,\n",
+ " 7., 3., 3., 7., 7., 7., 15., 7., 7., 7., 7., 15., 7.,\n",
+ " 7., 7., 15., 3., 7., 15., 7., 7., 7., 5., 7., 7., 1.,\n",
+ " 3., 7., 7., 7., 7., 7., 7., 7., 7., 7., 7., 7., 7.,\n",
+ " 7., 7., 7., 7., 7., 7.]])
perf_counter_diff
(chain, draw)
float64
0.00727 0.005431 ... 0.007469
array([[0.00727 , 0.00543054, 0.00346475, 0.00691967, 0.00740067,\n",
+ " 0.00728079, 0.003496 , 0.00709196, 0.00728146, 0.00718075,\n",
+ " 0.00365138, 0.00726229, 0.01432558, 0.00689138, 0.00686983,\n",
+ " 0.0069405 , 0.00694925, 0.00692925, 0.01374021, 0.00349679,\n",
+ " 0.00699183, 0.00347946, 0.00363138, 0.00718042, 0.00342238,\n",
+ " 0.00709417, 0.00684183, 0.00345392, 0.00340721, 0.00737513,\n",
+ " 0.007128 , 0.00357075, 0.00350617, 0.01380108, 0.00713587,\n",
+ " 0.00703425, 0.00694558, 0.00354021, 0.00710096, 0.00361463,\n",
+ " 0.007018 , 0.00691112, 0.0070355 , 0.0070015 , 0.00693125,\n",
+ " 0.00193308, 0.00705483, 0.00682367, 0.00701158, 0.00559067,\n",
+ " 0.00727133, 0.00716083, 0.00339279, 0.00746404, 0.00379375,\n",
+ " 0.00374367, 0.00727454, 0.00737979, 0.00722971, 0.00713013,\n",
+ " 0.007286 , 0.00713867, 0.00730446, 0.00709396, 0.00715442,\n",
+ " 0.00697362, 0.00736021, 0.00713813, 0.003694 , 0.0069475 ,\n",
+ " 0.00370246, 0.00371142, 0.00710058, 0.00720992, 0.00702587,\n",
+ " 0.00352079, 0.00712833, 0.00685642, 0.00731154, 0.00358346,\n",
+ " 0.00707517, 0.00722433, 0.00364908, 0.00183096, 0.00704396,\n",
+ " 0.01405858, 0.00732475, 0.00695475, 0.00728646, 0.00739654,\n",
+ " 0.00738671, 0.00745379, 0.00678438, 0.00719529, 0.00706479,\n",
+ " 0.00733683, 0.01420275, 0.00707696, 0.00697096, 0.007261 ,\n",
+ "...\n",
+ " 0.00741117, 0.00737192, 0.00704325, 0.00367121, 0.00753012,\n",
+ " 0.00372608, 0.00736658, 0.00740083, 0.00382367, 0.00758379,\n",
+ " 0.00753929, 0.00767825, 0.00753242, 0.00751263, 0.00752075,\n",
+ " 0.00753292, 0.00760179, 0.00752404, 0.00727879, 0.00394762,\n",
+ " 0.00380433, 0.00730963, 0.00360275, 0.00772717, 0.00790404,\n",
+ " 0.00774642, 0.00734358, 0.00715787, 0.00747554, 0.00741442,\n",
+ " 0.00770196, 0.01492383, 0.00685958, 0.00192196, 0.0036965 ,\n",
+ " 0.00734663, 0.00758183, 0.00718371, 0.00793892, 0.00778733,\n",
+ " 0.00726471, 0.00725454, 0.00718037, 0.007797 , 0.00372971,\n",
+ " 0.00730275, 0.00681262, 0.00752496, 0.00743883, 0.00697967,\n",
+ " 0.00411263, 0.03349296, 0.00800446, 0.00912375, 0.00400104,\n",
+ " 0.00751787, 0.00410242, 0.00357004, 0.00730167, 0.00765992,\n",
+ " 0.00789333, 0.01560721, 0.02579346, 0.00765192, 0.00727746,\n",
+ " 0.00725446, 0.01498817, 0.00749687, 0.0071425 , 0.00756029,\n",
+ " 0.01434204, 0.00375742, 0.00711638, 0.01734163, 0.023618 ,\n",
+ " 0.00763571, 0.00757154, 0.00537992, 0.00689229, 0.00751525,\n",
+ " 0.0019 , 0.00378354, 0.006994 , 0.00704283, 0.00718688,\n",
+ " 0.00712804, 0.00727117, 0.00744087, 0.00712863, 0.00714508,\n",
+ " 0.006989 , 0.00718925, 0.00738325, 0.00708008, 0.00755633,\n",
+ " 0.00721413, 0.00710975, 0.00686554, 0.00739225, 0.007469 ]])
perf_counter_start
(chain, draw)
float64
3.539e+05 3.539e+05 ... 3.539e+05
array([[353927.22810708, 353927.23549621, 353927.24100337,\n",
+ " 353927.24456175, 353927.2515485 , 353927.25900446,\n",
+ " 353927.26634712, 353927.26989392, 353927.27708021,\n",
+ " 353927.28443846, 353927.29168662, 353927.29540533,\n",
+ " 353927.30274183, 353927.31714438, 353927.32409129,\n",
+ " 353927.33101587, 353927.33800696, 353927.34500596,\n",
+ " 353927.35200375, 353927.36580142, 353927.36935358,\n",
+ " 353927.37640171, 353927.37993021, 353927.38362346,\n",
+ " 353927.39086196, 353927.39433325, 353927.40148158,\n",
+ " 353927.40837762, 353927.41188558, 353927.41534292,\n",
+ " 353927.42279525, 353927.42998267, 353927.43360504,\n",
+ " 353927.43717479, 353927.45103158, 353927.45822446,\n",
+ " 353927.46530763, 353927.47231792, 353927.47592242,\n",
+ " 353927.48308304, 353927.48675063, 353927.49383925,\n",
+ " 353927.500808 , 353927.5078935 , 353927.51494417,\n",
+ " 353927.52192454, 353927.52391492, 353927.53102425,\n",
+ " 353927.53789675, 353927.54498488, 353927.55065754,\n",
+ " 353927.55798983, 353927.56522262, 353927.56872996,\n",
+ " 353927.57627817, 353927.580148 , 353927.58395083,\n",
+ " 353927.59131229, 353927.59880021, 353927.60610621,\n",
"...\n",
- " 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 ,\n",
- " 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 ,\n",
- " 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 ,\n",
- " 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 ,\n",
- " 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 ,\n",
- " 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 ,\n",
- " 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 ,\n",
- " 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 ,\n",
- " 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 ,\n",
- " 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 ,\n",
- " 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 ,\n",
- " 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 ,\n",
- " 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 ,\n",
- " 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 ,\n",
- " 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 ,\n",
- " 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 ,\n",
- " 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 ,\n",
- " 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 ,\n",
- " 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 ,\n",
- " 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 , 0.5591756 ]])
largest_eigval
(chain, draw)
float64
nan nan nan nan ... nan nan nan nan
array([[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
+ " 353930.01757246, 353930.02490692, 353930.03217646,\n",
+ " 353930.04006388, 353930.04388321, 353930.05126529,\n",
+ " 353930.05814054, 353930.06574717, 353930.07325425,\n",
+ " 353930.08029629, 353930.08449008, 353930.11828267,\n",
+ " 353930.12639912, 353930.13561333, 353930.13972321,\n",
+ " 353930.14732546, 353930.15151546, 353930.15514783,\n",
+ " 353930.16252008, 353930.17027404, 353930.17824779,\n",
+ " 353930.19425208, 353930.22014546, 353930.22787521,\n",
+ " 353930.23521783, 353930.24256167, 353930.25762392,\n",
+ " 353930.26517967, 353930.27239896, 353930.28009604,\n",
+ " 353930.29452096, 353930.29836654, 353930.30558221,\n",
+ " 353930.32392967, 353930.3476535 , 353930.35540754,\n",
+ " 353930.36305863, 353930.36852438, 353930.37549479,\n",
+ " 353930.38309175, 353930.38504658, 353930.3888815 ,\n",
+ " 353930.39594292, 353930.40307292, 353930.41034929,\n",
+ " 353930.417557 , 353930.42493371, 353930.43247125,\n",
+ " 353930.43966329, 353930.44687512, 353930.45396175,\n",
+ " 353930.46122142, 353930.46866946, 353930.47585558,\n",
+ " 353930.48348638, 353930.49076592, 353930.49793017,\n",
+ " 353930.50488837, 353930.51234442]])
process_time_diff
(chain, draw)
float64
0.007253 0.005425 ... 0.007445
array([[0.007253, 0.005425, 0.003458, 0.00691 , 0.007378, 0.007267,\n",
+ " 0.003496, 0.007092, 0.007275, 0.007181, 0.00365 , 0.00725 ,\n",
+ " 0.01431 , 0.006892, 0.006869, 0.00694 , 0.00695 , 0.006923,\n",
+ " 0.01374 , 0.003497, 0.006992, 0.00348 , 0.00363 , 0.00718 ,\n",
+ " 0.003422, 0.007091, 0.006843, 0.003453, 0.003407, 0.007364,\n",
+ " 0.007128, 0.003571, 0.003506, 0.013801, 0.007137, 0.007034,\n",
+ " 0.006945, 0.003537, 0.007101, 0.003615, 0.007017, 0.006911,\n",
+ " 0.007036, 0.007001, 0.006931, 0.001907, 0.007055, 0.006823,\n",
+ " 0.00701 , 0.005566, 0.007271, 0.007146, 0.003393, 0.00745 ,\n",
+ " 0.003787, 0.003744, 0.00726 , 0.007377, 0.007225, 0.007111,\n",
+ " 0.007257, 0.007139, 0.007284, 0.007073, 0.007137, 0.006973,\n",
+ " 0.007344, 0.007131, 0.00369 , 0.00694 , 0.003695, 0.003705,\n",
+ " 0.007087, 0.007197, 0.007018, 0.00352 , 0.007122, 0.006857,\n",
+ " 0.007307, 0.003584, 0.007075, 0.007208, 0.003649, 0.001831,\n",
+ " 0.00703 , 0.014043, 0.007312, 0.006941, 0.007284, 0.00739 ,\n",
+ " 0.007372, 0.007435, 0.00678 , 0.007195, 0.007065, 0.007329,\n",
+ " 0.014194, 0.007076, 0.006971, 0.007261, 0.007093, 0.007133,\n",
+ " 0.007038, 0.007034, 0.007121, 0.007089, 0.007055, 0.007357,\n",
+ " 0.00724 , 0.007523, 0.007472, 0.007021, 0.003516, 0.001857,\n",
+ " 0.001861, 0.007177, 0.007102, 0.007623, 0.007317, 0.007406,\n",
+ "...\n",
+ " 0.007219, 0.003626, 0.007337, 0.002048, 0.014435, 0.007434,\n",
+ " 0.007305, 0.007461, 0.007308, 0.003459, 0.007356, 0.007338,\n",
+ " 0.00744 , 0.003634, 0.007388, 0.003799, 0.007395, 0.007339,\n",
+ " 0.007043, 0.003659, 0.007515, 0.003712, 0.007347, 0.007374,\n",
+ " 0.003812, 0.007522, 0.007512, 0.007632, 0.007507, 0.007491,\n",
+ " 0.007488, 0.007474, 0.007599, 0.007497, 0.00728 , 0.003898,\n",
+ " 0.003788, 0.007303, 0.00359 , 0.007683, 0.007843, 0.007684,\n",
+ " 0.007321, 0.007158, 0.007449, 0.007409, 0.007583, 0.014872,\n",
+ " 0.006859, 0.001914, 0.003692, 0.007336, 0.007549, 0.007163,\n",
+ " 0.007815, 0.007732, 0.007228, 0.007218, 0.007155, 0.00776 ,\n",
+ " 0.003728, 0.007283, 0.006813, 0.00749 , 0.007421, 0.006951,\n",
+ " 0.004002, 0.016464, 0.007273, 0.008585, 0.003985, 0.00751 ,\n",
+ " 0.004023, 0.00357 , 0.007283, 0.007628, 0.007803, 0.015335,\n",
+ " 0.015638, 0.007583, 0.007264, 0.007235, 0.014882, 0.007482,\n",
+ " 0.007129, 0.007534, 0.014256, 0.00374 , 0.007057, 0.01594 ,\n",
+ " 0.015699, 0.007501, 0.007503, 0.005377, 0.006883, 0.007498,\n",
+ " 0.0019 , 0.003784, 0.006985, 0.007036, 0.00716 , 0.007126,\n",
+ " 0.007256, 0.007436, 0.007118, 0.007135, 0.006985, 0.007186,\n",
+ " 0.00737 , 0.007072, 0.007525, 0.007197, 0.007087, 0.006859,\n",
+ " 0.007384, 0.007445]])
reached_max_treedepth
(chain, draw)
bool
False False False ... False False
array([[False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ "...\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False, False, False, False, False,\n",
+ " False, False, False, False, False]])
smallest_eigval
(chain, draw)
float64
nan nan nan nan ... nan nan nan nan
array([[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
@@ -2132,217 +2395,137 @@
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
- " nan, nan, nan, nan, nan, nan]])
perf_counter_start
(chain, draw)
float64
21.75 21.76 21.76 ... 24.82 24.83
array([[21.75300142, 21.75619725, 21.76275683, 21.76941633, 21.77605592,\n",
- " 21.78280004, 21.78940508, 21.79599017, 21.80262083, 21.80907608,\n",
- " 21.81575525, 21.82581737, 21.83227367, 21.83883133, 21.84543912,\n",
- " 21.84884696, 21.855314 , 21.85856521, 21.86504354, 21.86843871,\n",
- " 21.88147979, 21.88475725, 21.89143562, 21.89481154, 21.90122363,\n",
- " 21.90602592, 21.91294063, 21.91959667, 21.92614558, 21.93274408,\n",
- " 21.93940125, 21.94279796, 21.94944204, 21.9560255 , 21.96263067,\n",
- " 21.96599246, 21.97261862, 21.97916354, 21.98573354, 21.98908867,\n",
- " 21.99556221, 22.00202542, 22.00848387, 22.01491633, 22.02143558,\n",
- " 22.02782571, 22.0343955 , 22.04107954, 22.04776162, 22.05425538,\n",
- " 22.06068696, 22.06734492, 22.07379908, 22.07702458, 22.08033267,\n",
- " 22.08365662, 22.08698125, 22.09356454, 22.097075 , 22.10372433,\n",
- " 22.10701867, 22.10864379, 22.11185067, 22.11511038, 22.12161442,\n",
- " 22.12481375, 22.13119854, 22.1377075 , 22.15067367, 22.15392008,\n",
- " 22.16037608, 22.16380408, 22.17036179, 22.17685488, 22.18010137,\n",
- " 22.18987117, 22.19311846, 22.19954804, 22.20274125, 22.20958333,\n",
- " 22.21288867, 22.21957904, 22.22633783, 22.23333012, 22.23985858,\n",
- " 22.24304875, 22.24626317, 22.249569 , 22.25599983, 22.26254221,\n",
- " 22.2659995 , 22.26941813, 22.28248875, 22.28921317, 22.29590604,\n",
- " 22.30259854, 22.30919075, 22.31585871, 22.32251529, 22.32918367,\n",
+ " nan, nan, nan, nan, nan, nan]])
step_size
(chain, draw)
float64
0.736 0.736 0.736 ... 0.8256 0.8256
array([[0.73603918, 0.73603918, 0.73603918, 0.73603918, 0.73603918,\n",
+ " 0.73603918, 0.73603918, 0.73603918, 0.73603918, 0.73603918,\n",
+ " 0.73603918, 0.73603918, 0.73603918, 0.73603918, 0.73603918,\n",
+ " 0.73603918, 0.73603918, 0.73603918, 0.73603918, 0.73603918,\n",
+ " 0.73603918, 0.73603918, 0.73603918, 0.73603918, 0.73603918,\n",
+ " 0.73603918, 0.73603918, 0.73603918, 0.73603918, 0.73603918,\n",
+ " 0.73603918, 0.73603918, 0.73603918, 0.73603918, 0.73603918,\n",
+ " 0.73603918, 0.73603918, 0.73603918, 0.73603918, 0.73603918,\n",
+ " 0.73603918, 0.73603918, 0.73603918, 0.73603918, 0.73603918,\n",
+ " 0.73603918, 0.73603918, 0.73603918, 0.73603918, 0.73603918,\n",
+ " 0.73603918, 0.73603918, 0.73603918, 0.73603918, 0.73603918,\n",
+ " 0.73603918, 0.73603918, 0.73603918, 0.73603918, 0.73603918,\n",
+ " 0.73603918, 0.73603918, 0.73603918, 0.73603918, 0.73603918,\n",
+ " 0.73603918, 0.73603918, 0.73603918, 0.73603918, 0.73603918,\n",
+ " 0.73603918, 0.73603918, 0.73603918, 0.73603918, 0.73603918,\n",
+ " 0.73603918, 0.73603918, 0.73603918, 0.73603918, 0.73603918,\n",
+ " 0.73603918, 0.73603918, 0.73603918, 0.73603918, 0.73603918,\n",
+ " 0.73603918, 0.73603918, 0.73603918, 0.73603918, 0.73603918,\n",
+ " 0.73603918, 0.73603918, 0.73603918, 0.73603918, 0.73603918,\n",
+ " 0.73603918, 0.73603918, 0.73603918, 0.73603918, 0.73603918,\n",
"...\n",
- " 24.21006942, 24.21652054, 24.22297771, 24.23619938, 24.242992 ,\n",
- " 24.24955392, 24.25272846, 24.26563358, 24.27194813, 24.27847417,\n",
- " 24.28511983, 24.28846321, 24.29499979, 24.30143704, 24.30837396,\n",
- " 24.31173425, 24.31503162, 24.32190046, 24.32864162, 24.3353285 ,\n",
- " 24.34194383, 24.34537808, 24.34879783, 24.35543279, 24.36049442,\n",
- " 24.36717637, 24.37385912, 24.37710321, 24.38693004, 24.39039083,\n",
- " 24.39711879, 24.40360475, 24.40992925, 24.41312092, 24.41473333,\n",
- " 24.42124892, 24.43426129, 24.43753525, 24.44394358, 24.45078204,\n",
- " 24.45738692, 24.46566804, 24.47196304, 24.47507496, 24.48128354,\n",
- " 24.48757392, 24.49405212, 24.50049767, 24.50703721, 24.51035121,\n",
- " 24.51363083, 24.52017683, 24.52659687, 24.53284425, 24.53911871,\n",
- " 24.54549904, 24.55178183, 24.55798163, 24.5705385 , 24.57697517,\n",
- " 24.58342996, 24.58988275, 24.59641408, 24.59975796, 24.60305775,\n",
- " 24.60953879, 24.61588683, 24.61914683, 24.62230358, 24.62861692,\n",
- " 24.63191013, 24.63842437, 24.65105 , 24.65735625, 24.663573 ,\n",
- " 24.66976071, 24.67624587, 24.682792 , 24.68928842, 24.69568942,\n",
- " 24.7088935 , 24.71576825, 24.71911071, 24.72267538, 24.72609521,\n",
- " 24.73557979, 24.74207087, 24.74543258, 24.75193767, 24.75832683,\n",
- " 24.76156108, 24.76796562, 24.77439446, 24.78068496, 24.78719671,\n",
- " 24.7997755 , 24.806051 , 24.80942779, 24.81589142, 24.828453 ]])
perf_counter_diff
(chain, draw)
float64
0.003121 0.006499 ... 0.006251
array([[0.00312096, 0.00649921, 0.00659921, 0.00657196, 0.00663313,\n",
- " 0.00651312, 0.00651913, 0.00656763, 0.00638979, 0.00660858,\n",
- " 0.00997775, 0.0063865 , 0.00649504, 0.00654633, 0.00334396,\n",
- " 0.00640137, 0.00319108, 0.00641854, 0.00333554, 0.01298013,\n",
- " 0.00321704, 0.00661608, 0.0033155 , 0.00635008, 0.00473921,\n",
- " 0.00682967, 0.00659154, 0.00648421, 0.00653704, 0.00659517,\n",
- " 0.00333596, 0.00658279, 0.00650754, 0.00653725, 0.00326554,\n",
- " 0.00655925, 0.00647658, 0.00650463, 0.00329338, 0.00640729,\n",
- " 0.00639129, 0.00639913, 0.00637183, 0.00645642, 0.00633067,\n",
- " 0.00650454, 0.00662367, 0.00661708, 0.00642558, 0.00636942,\n",
- " 0.00659787, 0.006392 , 0.00316617, 0.00324917, 0.00325517,\n",
- " 0.00326304, 0.0064915 , 0.00343133, 0.00657887, 0.00322879,\n",
- " 0.00156504, 0.00314158, 0.003196 , 0.00644362, 0.00313646,\n",
- " 0.00632079, 0.00644237, 0.01290229, 0.00318663, 0.00639296,\n",
- " 0.00336479, 0.00649258, 0.00642921, 0.00318596, 0.00970379,\n",
- " 0.00318271, 0.00636475, 0.00313408, 0.00674475, 0.00323733,\n",
- " 0.00660371, 0.00668104, 0.006895 , 0.00645833, 0.00313 ,\n",
- " 0.00315092, 0.00324113, 0.00637196, 0.00647746, 0.00339562,\n",
- " 0.00335971, 0.01300492, 0.00666108, 0.00663225, 0.00662663,\n",
- " 0.00653038, 0.00660563, 0.00659454, 0.00660608, 0.00324421,\n",
+ " 0.82562078, 0.82562078, 0.82562078, 0.82562078, 0.82562078,\n",
+ " 0.82562078, 0.82562078, 0.82562078, 0.82562078, 0.82562078,\n",
+ " 0.82562078, 0.82562078, 0.82562078, 0.82562078, 0.82562078,\n",
+ " 0.82562078, 0.82562078, 0.82562078, 0.82562078, 0.82562078,\n",
+ " 0.82562078, 0.82562078, 0.82562078, 0.82562078, 0.82562078,\n",
+ " 0.82562078, 0.82562078, 0.82562078, 0.82562078, 0.82562078,\n",
+ " 0.82562078, 0.82562078, 0.82562078, 0.82562078, 0.82562078,\n",
+ " 0.82562078, 0.82562078, 0.82562078, 0.82562078, 0.82562078,\n",
+ " 0.82562078, 0.82562078, 0.82562078, 0.82562078, 0.82562078,\n",
+ " 0.82562078, 0.82562078, 0.82562078, 0.82562078, 0.82562078,\n",
+ " 0.82562078, 0.82562078, 0.82562078, 0.82562078, 0.82562078,\n",
+ " 0.82562078, 0.82562078, 0.82562078, 0.82562078, 0.82562078,\n",
+ " 0.82562078, 0.82562078, 0.82562078, 0.82562078, 0.82562078,\n",
+ " 0.82562078, 0.82562078, 0.82562078, 0.82562078, 0.82562078,\n",
+ " 0.82562078, 0.82562078, 0.82562078, 0.82562078, 0.82562078,\n",
+ " 0.82562078, 0.82562078, 0.82562078, 0.82562078, 0.82562078,\n",
+ " 0.82562078, 0.82562078, 0.82562078, 0.82562078, 0.82562078,\n",
+ " 0.82562078, 0.82562078, 0.82562078, 0.82562078, 0.82562078,\n",
+ " 0.82562078, 0.82562078, 0.82562078, 0.82562078, 0.82562078,\n",
+ " 0.82562078, 0.82562078, 0.82562078, 0.82562078, 0.82562078]])
step_size_bar
(chain, draw)
float64
0.581 0.581 0.581 ... 0.5428 0.5428
array([[0.58096347, 0.58096347, 0.58096347, 0.58096347, 0.58096347,\n",
+ " 0.58096347, 0.58096347, 0.58096347, 0.58096347, 0.58096347,\n",
+ " 0.58096347, 0.58096347, 0.58096347, 0.58096347, 0.58096347,\n",
+ " 0.58096347, 0.58096347, 0.58096347, 0.58096347, 0.58096347,\n",
+ " 0.58096347, 0.58096347, 0.58096347, 0.58096347, 0.58096347,\n",
+ " 0.58096347, 0.58096347, 0.58096347, 0.58096347, 0.58096347,\n",
+ " 0.58096347, 0.58096347, 0.58096347, 0.58096347, 0.58096347,\n",
+ " 0.58096347, 0.58096347, 0.58096347, 0.58096347, 0.58096347,\n",
+ " 0.58096347, 0.58096347, 0.58096347, 0.58096347, 0.58096347,\n",
+ " 0.58096347, 0.58096347, 0.58096347, 0.58096347, 0.58096347,\n",
+ " 0.58096347, 0.58096347, 0.58096347, 0.58096347, 0.58096347,\n",
+ " 0.58096347, 0.58096347, 0.58096347, 0.58096347, 0.58096347,\n",
+ " 0.58096347, 0.58096347, 0.58096347, 0.58096347, 0.58096347,\n",
+ " 0.58096347, 0.58096347, 0.58096347, 0.58096347, 0.58096347,\n",
+ " 0.58096347, 0.58096347, 0.58096347, 0.58096347, 0.58096347,\n",
+ " 0.58096347, 0.58096347, 0.58096347, 0.58096347, 0.58096347,\n",
+ " 0.58096347, 0.58096347, 0.58096347, 0.58096347, 0.58096347,\n",
+ " 0.58096347, 0.58096347, 0.58096347, 0.58096347, 0.58096347,\n",
+ " 0.58096347, 0.58096347, 0.58096347, 0.58096347, 0.58096347,\n",
+ " 0.58096347, 0.58096347, 0.58096347, 0.58096347, 0.58096347,\n",
"...\n",
- " 0.00638954, 0.00639729, 0.01315783, 0.00673362, 0.00649975,\n",
- " 0.00311437, 0.01284504, 0.00625129, 0.00646687, 0.00658717,\n",
- " 0.00328396, 0.00647346, 0.00637692, 0.00685221, 0.00329675,\n",
- " 0.00323746, 0.00678917, 0.00667713, 0.00662696, 0.00654696,\n",
- " 0.00337421, 0.00335692, 0.00657392, 0.00498554, 0.00657233,\n",
- " 0.00661508, 0.00318217, 0.00976171, 0.00339442, 0.00666458,\n",
- " 0.00642254, 0.00626404, 0.00312892, 0.001555 , 0.00645583,\n",
- " 0.01294675, 0.00321233, 0.00634717, 0.00677025, 0.00654567,\n",
- " 0.00817617, 0.00622371, 0.00304917, 0.00615038, 0.00622763,\n",
- " 0.006418 , 0.00638167, 0.00648167, 0.00325717, 0.00322254,\n",
- " 0.00648296, 0.00636017, 0.00618413, 0.00621113, 0.00632267,\n",
- " 0.00622496, 0.00613979, 0.01249325, 0.00636429, 0.00637946,\n",
- " 0.00639154, 0.00646787, 0.00328379, 0.00323913, 0.00642133,\n",
- " 0.00628504, 0.00320242, 0.00309646, 0.00625596, 0.00323621,\n",
- " 0.00645383, 0.01256163, 0.0062485 , 0.0061505 , 0.00612392,\n",
- " 0.00642146, 0.00648513, 0.00642221, 0.00633562, 0.01310979,\n",
- " 0.00677463, 0.00327 , 0.00347204, 0.00335237, 0.00942192,\n",
- " 0.00642575, 0.00329421, 0.006441 , 0.00632796, 0.00317067,\n",
- " 0.00634288, 0.00636542, 0.00622038, 0.00645083, 0.01251725,\n",
- " 0.00621388, 0.00330388, 0.00640217, 0.01249679, 0.00625142]])
process_time_diff
(chain, draw)
float64
0.003121 0.006498 ... 0.006252
array([[0.003121, 0.006498, 0.006599, 0.006572, 0.006616, 0.006484,\n",
- " 0.006519, 0.006567, 0.00639 , 0.006609, 0.009975, 0.006387,\n",
- " 0.006495, 0.006547, 0.003344, 0.006403, 0.003191, 0.006419,\n",
- " 0.003336, 0.01298 , 0.003217, 0.006617, 0.003316, 0.00635 ,\n",
- " 0.004739, 0.006826, 0.006592, 0.006484, 0.006537, 0.006594,\n",
- " 0.003335, 0.006582, 0.006508, 0.006538, 0.003269, 0.00656 ,\n",
- " 0.006477, 0.006504, 0.003295, 0.006408, 0.006391, 0.006399,\n",
- " 0.006372, 0.006456, 0.006332, 0.006504, 0.006624, 0.006617,\n",
- " 0.006426, 0.006369, 0.006597, 0.006392, 0.003166, 0.003249,\n",
- " 0.003256, 0.003264, 0.006491, 0.003431, 0.006579, 0.003228,\n",
- " 0.001565, 0.003142, 0.003196, 0.006443, 0.003136, 0.006321,\n",
- " 0.006443, 0.012902, 0.003187, 0.006393, 0.003365, 0.006492,\n",
- " 0.006429, 0.003185, 0.009705, 0.003182, 0.006365, 0.003134,\n",
- " 0.00674 , 0.003237, 0.006592, 0.006682, 0.006894, 0.006458,\n",
- " 0.00313 , 0.003151, 0.003241, 0.006371, 0.006478, 0.003395,\n",
- " 0.00336 , 0.013005, 0.006661, 0.006632, 0.006626, 0.00653 ,\n",
- " 0.006606, 0.006594, 0.006607, 0.003244, 0.006551, 0.003347,\n",
- " 0.00647 , 0.003196, 0.003166, 0.006411, 0.006407, 0.006586,\n",
- " 0.006535, 0.006402, 0.003123, 0.006298, 0.006254, 0.003205,\n",
- " 0.012844, 0.006512, 0.003217, 0.006478, 0.003328, 0.003223,\n",
+ " 0.54279802, 0.54279802, 0.54279802, 0.54279802, 0.54279802,\n",
+ " 0.54279802, 0.54279802, 0.54279802, 0.54279802, 0.54279802,\n",
+ " 0.54279802, 0.54279802, 0.54279802, 0.54279802, 0.54279802,\n",
+ " 0.54279802, 0.54279802, 0.54279802, 0.54279802, 0.54279802,\n",
+ " 0.54279802, 0.54279802, 0.54279802, 0.54279802, 0.54279802,\n",
+ " 0.54279802, 0.54279802, 0.54279802, 0.54279802, 0.54279802,\n",
+ " 0.54279802, 0.54279802, 0.54279802, 0.54279802, 0.54279802,\n",
+ " 0.54279802, 0.54279802, 0.54279802, 0.54279802, 0.54279802,\n",
+ " 0.54279802, 0.54279802, 0.54279802, 0.54279802, 0.54279802,\n",
+ " 0.54279802, 0.54279802, 0.54279802, 0.54279802, 0.54279802,\n",
+ " 0.54279802, 0.54279802, 0.54279802, 0.54279802, 0.54279802,\n",
+ " 0.54279802, 0.54279802, 0.54279802, 0.54279802, 0.54279802,\n",
+ " 0.54279802, 0.54279802, 0.54279802, 0.54279802, 0.54279802,\n",
+ " 0.54279802, 0.54279802, 0.54279802, 0.54279802, 0.54279802,\n",
+ " 0.54279802, 0.54279802, 0.54279802, 0.54279802, 0.54279802,\n",
+ " 0.54279802, 0.54279802, 0.54279802, 0.54279802, 0.54279802,\n",
+ " 0.54279802, 0.54279802, 0.54279802, 0.54279802, 0.54279802,\n",
+ " 0.54279802, 0.54279802, 0.54279802, 0.54279802, 0.54279802,\n",
+ " 0.54279802, 0.54279802, 0.54279802, 0.54279802, 0.54279802,\n",
+ " 0.54279802, 0.54279802, 0.54279802, 0.54279802, 0.54279802]])
tree_depth
(chain, draw)
int64
3 3 2 3 3 3 2 3 ... 3 3 3 3 3 3 3 3
array([[3, 3, 2, 3, 3, 3, 2, 3, 3, 3, 2, 3, 4, 3, 3, 3, 3, 3, 4, 2, 3, 2,\n",
+ " 2, 3, 2, 3, 3, 2, 2, 3, 3, 2, 2, 4, 3, 3, 3, 2, 3, 2, 3, 3, 3, 3,\n",
+ " 3, 1, 3, 3, 3, 3, 3, 3, 2, 3, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
+ " 3, 3, 2, 3, 2, 2, 3, 3, 3, 2, 3, 3, 3, 2, 3, 3, 2, 1, 3, 4, 3, 3,\n",
+ " 3, 3, 3, 3, 3, 3, 3, 3, 4, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
+ " 3, 3, 2, 1, 1, 3, 3, 3, 3, 3, 2, 3, 2, 3, 3, 3, 3, 4, 2, 4, 3, 2,\n",
+ " 2, 2, 3, 3, 4, 3, 2, 3, 2, 3, 3, 3, 2, 2, 3, 2, 3, 3, 3, 3, 3, 3,\n",
+ " 3, 3, 3, 2, 2, 2, 2, 2, 3, 3, 3, 2, 2, 2, 3, 2, 2, 3, 3, 4, 3, 3,\n",
+ " 3, 4, 3, 3, 4, 3, 3, 3, 3, 3, 3, 3, 3, 2, 3, 3, 3, 3, 2, 4, 3, 3,\n",
+ " 3, 3, 3, 3, 3, 3, 2, 3, 3, 3, 2, 3, 2, 2, 2, 3, 3, 2, 3, 2, 3, 3,\n",
+ " 3, 3, 2, 3, 3, 3, 2, 2, 2, 3, 3, 3, 3, 3, 4, 3, 3, 3, 3, 3, 3, 3,\n",
+ " 3, 2, 3, 3, 3, 2, 3, 3, 2, 2, 3, 3, 3, 3, 3, 3, 2, 3, 3, 3, 3, 4,\n",
+ " 2, 3, 3, 2, 2, 3, 2, 3, 3, 2, 3, 2, 3, 3, 2, 3, 3, 3, 3, 4, 3, 4,\n",
+ " 3, 3, 3, 2, 3, 2, 3, 2, 3, 3, 2, 2, 3, 2, 3, 3, 3, 3, 3, 3, 3, 2,\n",
+ " 3, 3, 3, 3, 3, 2, 3, 3, 2, 4, 3, 3, 3, 2, 3, 2, 2, 3, 2, 3, 3, 1,\n",
+ " 3, 2, 3, 3, 2, 2, 2, 2, 4, 2, 2, 3, 4, 4, 3, 2, 3, 3, 2, 2, 3, 3,\n",
+ " 3, 3, 3, 3, 2, 2, 2, 3, 4, 3, 2, 3, 3, 3, 3, 4, 3, 3, 3, 3, 3, 2,\n",
+ " 3, 3, 3, 3, 2, 3, 3, 3, 2, 3, 3, 2, 2, 3, 3, 3, 2, 2, 3, 2, 3, 3,\n",
+ " 3, 3, 2, 3, 3, 2, 3, 3, 3, 4, 3, 2, 3, 3, 3, 2, 2, 2, 3, 2, 3, 3,\n",
+ " 2, 3, 3, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 3, 3,\n",
"...\n",
- " 0.003143, 0.003149, 0.003122, 0.006303, 0.006345, 0.006435,\n",
- " 0.006544, 0.003361, 0.00667 , 0.003323, 0.003283, 0.006619,\n",
- " 0.003287, 0.009841, 0.003178, 0.006374, 0.00639 , 0.006398,\n",
- " 0.013157, 0.006734, 0.0065 , 0.003115, 0.012845, 0.006251,\n",
- " 0.006467, 0.006587, 0.003284, 0.006473, 0.006377, 0.006831,\n",
- " 0.003296, 0.003238, 0.006759, 0.006678, 0.006626, 0.006548,\n",
- " 0.003374, 0.003357, 0.006574, 0.004981, 0.006573, 0.006615,\n",
- " 0.003182, 0.009761, 0.003394, 0.006665, 0.006423, 0.006264,\n",
- " 0.003128, 0.001556, 0.006456, 0.012939, 0.003212, 0.006348,\n",
- " 0.006763, 0.006546, 0.008177, 0.006224, 0.003049, 0.006151,\n",
- " 0.006229, 0.006418, 0.006382, 0.006483, 0.003258, 0.003223,\n",
- " 0.006483, 0.006361, 0.006184, 0.006211, 0.006322, 0.006225,\n",
- " 0.00614 , 0.012489, 0.006364, 0.006383, 0.006391, 0.006469,\n",
- " 0.003284, 0.003239, 0.006422, 0.006285, 0.003202, 0.003096,\n",
- " 0.006256, 0.003237, 0.006454, 0.012561, 0.006248, 0.006151,\n",
- " 0.006124, 0.006422, 0.006485, 0.006419, 0.006336, 0.013092,\n",
- " 0.006757, 0.00327 , 0.003462, 0.003352, 0.009423, 0.006426,\n",
- " 0.003294, 0.006441, 0.006328, 0.003171, 0.006343, 0.006366,\n",
- " 0.00622 , 0.006451, 0.012518, 0.006214, 0.003304, 0.006403,\n",
- " 0.012497, 0.006252]])
energy_error
(chain, draw)
float64
-0.09022 -0.08921 ... 0.04615
array([[-9.02224976e-02, -8.92123825e-02, 3.19306875e-01,\n",
- " 9.68395982e-02, 2.47677313e-01, -2.30566854e-01,\n",
- " 1.68230409e-01, -4.84488262e-01, 2.45468838e-01,\n",
- " 4.95008601e-01, 5.39469996e-01, -1.75332434e+00,\n",
- " -1.50377069e-01, 7.47804084e-01, -1.17245634e+00,\n",
- " 2.12934157e-01, 1.44818989e-02, -1.34206189e-01,\n",
- " 0.00000000e+00, 3.15312714e-01, 2.65433403e-01,\n",
- " -2.16387291e-01, -5.23977916e-02, -3.60482925e-01,\n",
- " 5.54280476e-01, -6.86285020e-02, 1.16839771e-01,\n",
- " -2.38732252e-01, 5.58751650e-02, 8.55457355e-02,\n",
- " -1.72098832e-01, 2.94450621e-02, 4.78297698e-01,\n",
- " -1.83328812e-01, 7.22297873e-02, -2.31551303e-01,\n",
- " 8.61740865e-03, 2.17070542e-02, -7.68269164e-02,\n",
- " 1.30640908e-01, 6.28053106e-02, -1.07565951e-01,\n",
- " -7.98891717e-03, 3.05146164e-02, -3.35771285e-02,\n",
- " -1.39195428e-01, 4.45738817e-01, 0.00000000e+00,\n",
- " -2.80899349e-01, -7.35605412e-02, 8.13916254e-02,\n",
- " 3.09241690e-02, 3.18480515e-01, 7.87309729e-01,\n",
- " -7.44174631e-01, 0.00000000e+00, -2.07018369e-01,\n",
- " 1.17480611e-01, 1.18706095e-01, 2.60083946e-01,\n",
- "...\n",
- " -4.67701605e-02, 6.39704380e-02, 3.01760667e-01,\n",
- " -2.58364978e-02, -1.26899868e-01, 9.39874442e-02,\n",
- " 2.82444481e-02, 2.62435585e-01, -1.00518597e-01,\n",
- " -4.85696543e-02, -8.89451518e-02, 9.13153177e-01,\n",
- " -4.80240781e-01, -6.78321308e-01, -4.00845931e-02,\n",
- " 1.21384150e-01, -4.40196797e-02, 4.18478097e-02,\n",
- " -1.12930231e-01, -5.81748031e-02, 8.91993043e-02,\n",
- " -6.50964478e-02, 1.51029044e+00, -1.40906408e+00,\n",
- " -2.15883904e-02, -1.29944184e-02, 1.85958720e-01,\n",
- " -3.84121855e-02, -2.64653627e-01, 2.49581031e-02,\n",
- " -7.83710227e-02, 2.72157822e-01, -2.35513650e-02,\n",
- " 5.63907282e-03, 7.05112993e-01, -4.53559892e-01,\n",
- " -1.33989208e-01, -2.72934765e-01, -5.69986689e-02,\n",
- " 3.11910843e-01, -1.86304608e-01, -6.07950707e-02,\n",
- " 3.52859028e-01, -3.49685202e-01, -2.29108487e-01,\n",
- " 2.68452637e-01, 3.70589459e-01, -6.21527486e-01,\n",
- " -2.26127596e-01, 1.37638691e-01, 5.52587900e-02,\n",
- " 4.47979709e-01, -5.14122358e-01, -2.10571212e-02,\n",
- " -9.08431402e-02, 5.96340796e-02, 2.27577486e-02,\n",
- " 1.20172509e-02, 4.61527448e-02]])
energy
(chain, draw)
float64
1.964e+03 1.965e+03 ... 1.962e+03
array([[1964.40319097, 1964.53794793, 1965.78103834, 1964.26505881,\n",
- " 1965.83514408, 1965.10819845, 1968.34738628, 1963.97631138,\n",
- " 1963.23106364, 1966.71686923, 1968.56965056, 1966.08424707,\n",
- " 1964.10051117, 1966.1437154 , 1963.3842687 , 1963.71513268,\n",
- " 1965.40742226, 1965.60642797, 1966.59853393, 1965.92727867,\n",
- " 1972.41929782, 1973.91660033, 1965.47790901, 1965.87090664,\n",
- " 1968.59395028, 1966.09483683, 1964.52588582, 1964.1588138 ,\n",
- " 1963.44179065, 1964.77064791, 1962.99446763, 1962.74757137,\n",
- " 1964.25260902, 1963.52705413, 1965.60287027, 1964.89355305,\n",
- " 1964.22038452, 1966.00261394, 1963.51350074, 1964.36864981,\n",
- " 1962.66842978, 1962.94514108, 1962.77419229, 1963.54000399,\n",
- " 1963.82873243, 1963.16567708, 1964.95404247, 1968.36955765,\n",
- " 1964.91081235, 1962.34172198, 1963.70156475, 1964.22005998,\n",
- " 1965.87201394, 1967.31075499, 1966.56116987, 1967.84559155,\n",
- " 1966.26926351, 1963.7473533 , 1964.71867535, 1964.93738807,\n",
- " 1963.48910646, 1963.80574141, 1964.83649841, 1963.40783086,\n",
- " 1964.32399986, 1963.85631817, 1966.33743641, 1965.24941215,\n",
- " 1963.89047557, 1967.43930596, 1964.8239548 , 1965.84554814,\n",
- " 1966.71548888, 1964.20540486, 1964.03252748, 1962.73325473,\n",
- " 1964.75451053, 1966.54515696, 1969.4483501 , 1963.89306507,\n",
- "...\n",
- " 1964.26489988, 1963.15698845, 1965.18441061, 1967.77610856,\n",
- " 1970.08620284, 1968.45136352, 1967.04032872, 1968.89958583,\n",
- " 1966.41412259, 1965.04604173, 1964.12985486, 1964.95130444,\n",
- " 1963.8699727 , 1962.92650815, 1965.0440089 , 1962.73062273,\n",
- " 1963.23605349, 1966.30484737, 1966.85509308, 1966.20650638,\n",
- " 1965.80660058, 1963.00352341, 1961.89728075, 1965.23918413,\n",
- " 1966.9037561 , 1963.39836128, 1963.79035418, 1965.29768098,\n",
- " 1967.31750396, 1967.92805644, 1968.14509247, 1967.68447159,\n",
- " 1967.04886412, 1966.61024669, 1965.51338776, 1962.36911041,\n",
- " 1964.65700883, 1963.23015543, 1964.77306123, 1963.4315138 ,\n",
- " 1962.53600234, 1964.55412519, 1963.64301204, 1968.35683267,\n",
- " 1967.19960227, 1966.42371901, 1964.94460459, 1965.69353347,\n",
- " 1967.17928941, 1967.3652407 , 1964.38668309, 1964.90554721,\n",
- " 1967.90428279, 1963.78085341, 1963.66562857, 1966.70648392,\n",
- " 1967.00120145, 1963.44513223, 1963.54833812, 1962.56960464,\n",
- " 1965.32184748, 1964.52180267, 1966.4404645 , 1965.21406651,\n",
- " 1967.36778664, 1963.43828102, 1963.6972713 , 1966.95887012,\n",
- " 1968.25370683, 1965.48994772, 1967.81193452, 1965.36700711,\n",
- " 1967.29465591, 1963.55655467, 1963.65252436, 1963.53659494,\n",
- " 1962.50723773, 1963.55555914, 1963.93206356, 1962.19706346]])
PandasIndex
PandasIndex(Index([0, 1], dtype='int64', name='chain'))
PandasIndex
PandasIndex(Index([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9,\n",
+ " 3, 2, 3, 2, 3, 3, 2, 2, 2, 3, 2, 3, 3, 3, 4, 3, 2, 2, 3, 1, 2, 3,\n",
+ " 3, 3, 3, 3, 3, 2, 2, 3, 2, 3, 2, 3, 2, 2, 3, 3, 3, 3, 3, 3, 2, 3,\n",
+ " 3, 3, 3, 2, 3, 3, 3, 3, 3, 2, 3, 3, 3, 3, 3, 3, 2, 2, 3, 2, 3, 3,\n",
+ " 2, 3, 3, 3, 3, 3, 3, 2, 2, 3, 3, 3, 2, 3, 3, 3, 4, 2, 3, 2, 2, 3,\n",
+ " 3, 2, 3, 2, 2, 3, 4, 3, 3, 3, 3, 3, 3, 2, 3, 2, 2, 3, 3, 2, 3, 3,\n",
+ " 3, 3, 4, 3, 2, 2, 4, 3, 3, 4, 4, 3, 2, 3, 3, 3, 3, 3, 3, 4, 2, 3,\n",
+ " 3, 2, 2, 3, 3, 3, 2, 2, 2, 3, 3, 3, 3, 3, 3, 2, 3, 2, 2, 4, 2, 3,\n",
+ " 2, 4, 3, 4, 2, 2, 3, 2, 3, 2, 4, 3, 2, 3, 3, 3, 3, 3, 2, 2, 4, 4,\n",
+ " 2, 2, 3, 3, 2, 3, 3, 3, 3, 3, 2, 3, 3, 3, 3, 3, 3, 3, 2, 3, 3, 3,\n",
+ " 3, 1, 3, 3, 3, 3, 2, 3, 2, 4, 3, 2, 1, 3, 3, 3, 2, 3, 3, 2, 3, 2,\n",
+ " 3, 3, 4, 4, 3, 2, 4, 3, 3, 3, 3, 2, 3, 4, 3, 3, 3, 3, 2, 2, 2, 3,\n",
+ " 3, 2, 3, 3, 3, 3, 3, 2, 3, 3, 3, 3, 3, 3, 2, 2, 2, 2, 3, 3, 3, 4,\n",
+ " 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
+ " 2, 3, 1, 2, 3, 2, 3, 3, 3, 2, 2, 3, 4, 3, 3, 3, 3, 4, 3, 2, 3, 3,\n",
+ " 3, 3, 3, 2, 3, 2, 3, 3, 3, 2, 3, 2, 3, 1, 4, 3, 3, 3, 3, 2, 3, 3,\n",
+ " 3, 2, 3, 2, 3, 3, 3, 2, 3, 2, 3, 3, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
+ " 3, 2, 2, 3, 2, 3, 3, 3, 3, 3, 3, 3, 3, 4, 3, 1, 2, 3, 3, 3, 3, 3,\n",
+ " 3, 3, 3, 3, 2, 3, 3, 3, 3, 3, 2, 3, 3, 3, 2, 3, 2, 2, 3, 3, 3, 4,\n",
+ " 3, 3, 3, 3, 4, 3, 3, 3, 4, 2, 3, 4, 3, 3, 3, 3, 3, 3, 1, 2, 3, 3,\n",
+ " 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]])
PandasIndex
PandasIndex(Index([0, 1], dtype='int64', name='chain'))
PandasIndex
PandasIndex(Index([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9,\n",
" ...\n",
" 490, 491, 492, 493, 494, 495, 496, 497, 498, 499],\n",
- " dtype='int64', name='draw', length=500))
- created_at :
- 2023-09-05T18:13:08.802527
- arviz_version :
- 0.14.0
- inference_library :
- pymc
- inference_library_version :
- 5.6.1
- sampling_time :
- 7.172336101531982
- tuning_steps :
- 500
- modeling_interface :
- bambi
- modeling_interface_version :
- 0.12.0
\n",
+ " dtype='int64', name='draw', length=500))