APN-Pucky · APN-Pucky · Nov 16, 2024 · Nov 16, 2024 · Nov 16, 2024 · Nov 16, 2024
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
@@ -34,6 +34,8 @@ repos:
     rev: 'v1.13.0'  # Use the sha / tag you want to point at
     hooks:
     -   id: mypy
+        files: src
+        additional_dependencies: [uhi, numpy]
 -   repo: https://github.com/codespell-project/codespell
     rev: v2.3.0
     hooks:

diff --git a/README.md b/README.md
@@ -54,6 +54,19 @@ or force yoda use with
 import babyyoda.yoda as yoda
 ```
 
+## Interfaces
+
+| Interface                                                        | Status | Examples and Notes                                                                                                       |
+| ---------------------------------------------------------------- | ------ | ------------------------------------------------------------------------------------------------------------------------ |
+| [histoprint](https://github.com/scikit-hep/histoprint)           | ✅     | [histo1d](examples/interface/histoprint/histo1d.ipynb)                                                                   |
+| [mplhep](https://github.com/scikit-hep/mplhep)                   | ✅     | [histo1d](examples/interface/mplhep/histo1d.ipynb), [histo2d](examples/interface/mplhep/histo2d.ipynb)                   |
+| [plothist](https://github.com/scikit-hep/plothist)               | ❌     | Does not support UHI/PlottableProtocol, only boost-histogram                                                             |
+| [uproot](https://github.com/scikit-hep/uproot)                   | ❌     | WIP: [histo1d](examples/interface/uproot/histo1d.ipynb)                                                                  |
+| [hist](https://github.com/scikit-hep/hist)                       | ✅     | [histo1d](examples/interface/hist/histo1d.ipynb), [histo2d](examples/interface/hist/histo2d.ipynb)                       |
+| [boost-histogram](https://github.com/scikit-hep/boost-histogram) | ✅     | [histo1d](examples/interface/boost-histogram/histo1d.ipynb), [histo2d](examples/interface/boost-histogram/histo2d.ipynb) |
+| [cuda-histogram](https://github.com/scikit-hep/cuda-histogram)   | ❔     |                                                                                                                          |
+| [ROOT](https://github.com/root-project/root)                     | ❔     |                                                                                                                          |
+
 ## License
 
-`babyyoda` is distributed under the terms of the [MIT](https://spdx.org/licenses/MIT.html) license.
+`babyyoda` is distributed under the terms of the [BSD-3-Clause](https://spdx.org/licenses/BSD-3-Clause.html) license.
diff --git a/examples/grogu_histo1d.ipynb → examples/grogu/grogu_histo1d.ipynb b/examples/grogu_histo1d.ipynb → examples/grogu/grogu_histo1d.ipynb
diff --git a/examples/grogu_histo2d.ipynb → examples/grogu/grogu_histo2d.ipynb b/examples/grogu_histo2d.ipynb → examples/grogu/grogu_histo2d.ipynb
diff --git a/examples/interface/boost-histogram/.ipynb_checkpoints/histo1d-checkpoint.ipynb b/examples/interface/boost-histogram/.ipynb_checkpoints/histo1d-checkpoint.ipynb
diff --git a/examples/interface/boost-histogram/.ipynb_checkpoints/histo2d-checkpoint.ipynb b/examples/interface/boost-histogram/.ipynb_checkpoints/histo2d-checkpoint.ipynb
diff --git a/examples/interface/boost-histogram/histo1d.ipynb b/examples/interface/boost-histogram/histo1d.ipynb
diff --git a/examples/interface/boost-histogram/histo2d.ipynb b/examples/interface/boost-histogram/histo2d.ipynb
diff --git a/examples/interface/hist/.ipynb_checkpoints/histo1d-checkpoint.ipynb b/examples/interface/hist/.ipynb_checkpoints/histo1d-checkpoint.ipynb
diff --git a/examples/interface/hist/.ipynb_checkpoints/histo2d-checkpoint.ipynb b/examples/interface/hist/.ipynb_checkpoints/histo2d-checkpoint.ipynb
diff --git a/examples/interface/hist/histo1d.ipynb b/examples/interface/hist/histo1d.ipynb
diff --git a/examples/interface/hist/histo2d.ipynb b/examples/interface/hist/histo2d.ipynb
diff --git a/examples/interface/histoprint/.ipynb_checkpoints/histo1d-checkpoint.ipynb b/examples/interface/histoprint/.ipynb_checkpoints/histo1d-checkpoint.ipynb
@@ -0,0 +1,92 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "615547eb-5c01-4749-9069-e75dbaf24d83",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from histoprint import print_hist\n",
+    "import babyyoda"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "556cb6d5-a1e3-472f-854a-ad0ac230a622",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'/': GROGU_HISTO1D_V3(d_annotations={'Path': '/', 'Title': 'test', 'Type': 'Histo1D'}, d_key='/', d_edges=[0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0], d_bins=[GROGU_HISTO1D_V3.Bin(d_sumw=3.0, d_sumw2=3.0, d_sumwx=-5.0, d_sumwx2=9.0, d_numentries=3.0), GROGU_HISTO1D_V3.Bin(d_sumw=0.0, d_sumw2=0.0, d_sumwx=0.0, d_sumwx2=0.0, d_numentries=0.0), GROGU_HISTO1D_V3.Bin(d_sumw=1.0, d_sumw2=1.0, d_sumwx=1.0, d_sumwx2=1.0, d_numentries=1.0), GROGU_HISTO1D_V3.Bin(d_sumw=2.0, d_sumw2=2.0, d_sumwx=4.0, d_sumwx2=8.0, d_numentries=2.0), GROGU_HISTO1D_V3.Bin(d_sumw=3.0, d_sumw2=3.0, d_sumwx=9.0, d_sumwx2=27.0, d_numentries=3.0), GROGU_HISTO1D_V3.Bin(d_sumw=4.0, d_sumw2=4.0, d_sumwx=16.0, d_sumwx2=64.0, d_numentries=4.0), GROGU_HISTO1D_V3.Bin(d_sumw=5.0, d_sumw2=5.0, d_sumwx=25.0, d_sumwx2=125.0, d_numentries=5.0), GROGU_HISTO1D_V3.Bin(d_sumw=6.0, d_sumw2=6.0, d_sumwx=36.0, d_sumwx2=216.0, d_numentries=6.0), GROGU_HISTO1D_V3.Bin(d_sumw=7.0, d_sumw2=7.0, d_sumwx=49.0, d_sumwx2=343.0, d_numentries=7.0), GROGU_HISTO1D_V3.Bin(d_sumw=8.0, d_sumw2=8.0, d_sumwx=64.0, d_sumwx2=512.0, d_numentries=8.0), GROGU_HISTO1D_V3.Bin(d_sumw=9.0, d_sumw2=9.0, d_sumwx=81.0, d_sumwx2=729.0, d_numentries=9.0), GROGU_HISTO1D_V3.Bin(d_sumw=21.0, d_sumw2=21.0, d_sumwx=221.0, d_sumwx2=2331.0, d_numentries=21.0)])}"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "h = babyyoda.read(\"../../../tests/test_histo1d_v3.yoda\")\n",
+    "h"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "8d443f31-3ce2-49ee-ae3f-79d3103cf1d7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                                     test                                      \n",
+      "  0.000 _ x 10^+01                                                      9/row ╷\n",
+      "  0.100 _\n",
+      "  0.200 _\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\n",
+      "  0.300 _\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\n",
+      "  0.400 _\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\n",
+      "  0.500 _\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\n",
+      "  0.600 _\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\n",
+      "  0.700 _\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\n",
+      "  0.800 _\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\n",
+      "  0.900 _\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\n",
+      "  1.000 _\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\u001b[90;40m█\u001b[39;49m\n",
+      "                                     \u001b[90;40m█\u001b[39;49m          \n",
+      "                               Tot:  4.50e+01  \n",
+      "                               Avg:  6.83e-01  \n",
+      "                               Std:  2.21e-01  \n"
+     ]
+    }
+   ],
+   "source": [
+    "v=h['/']\n",
+    "print_hist(v, summary=True, title=v.title())"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.13.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}