deploy: cleanlab/cleanlab@4622652

cleanlab · Jul 2, 2024 · 5374557 · 5374557
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diff --git a/master/.buildinfo b/master/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 1765f9fb54b06ed20817275083d0b26b
+config: 44ecf819919d54495a9d115c9a756342
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/master/.doctrees/cleanlab/benchmarking/index.doctree b/master/.doctrees/cleanlab/benchmarking/index.doctree
diff --git a/master/.doctrees/cleanlab/benchmarking/noise_generation.doctree b/master/.doctrees/cleanlab/benchmarking/noise_generation.doctree
diff --git a/master/.doctrees/cleanlab/classification.doctree b/master/.doctrees/cleanlab/classification.doctree
diff --git a/master/.doctrees/cleanlab/count.doctree b/master/.doctrees/cleanlab/count.doctree
diff --git a/master/.doctrees/cleanlab/data_valuation.doctree b/master/.doctrees/cleanlab/data_valuation.doctree
diff --git a/master/.doctrees/cleanlab/datalab/datalab.doctree b/master/.doctrees/cleanlab/datalab/datalab.doctree
diff --git a/master/.doctrees/cleanlab/datalab/guide/_templates/issue_types_tip.doctree b/master/.doctrees/cleanlab/datalab/guide/_templates/issue_types_tip.doctree
diff --git a/master/.doctrees/cleanlab/datalab/guide/custom_issue_manager.doctree b/master/.doctrees/cleanlab/datalab/guide/custom_issue_manager.doctree
diff --git a/master/.doctrees/cleanlab/datalab/guide/generating_cluster_ids.doctree b/master/.doctrees/cleanlab/datalab/guide/generating_cluster_ids.doctree
diff --git a/master/.doctrees/cleanlab/datalab/guide/index.doctree b/master/.doctrees/cleanlab/datalab/guide/index.doctree
diff --git a/master/.doctrees/cleanlab/datalab/guide/issue_type_description.doctree b/master/.doctrees/cleanlab/datalab/guide/issue_type_description.doctree
diff --git a/master/.doctrees/cleanlab/datalab/guide/table.doctree b/master/.doctrees/cleanlab/datalab/guide/table.doctree
diff --git a/master/.doctrees/cleanlab/datalab/index.doctree b/master/.doctrees/cleanlab/datalab/index.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/data.doctree b/master/.doctrees/cleanlab/datalab/internal/data.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/data_issues.doctree b/master/.doctrees/cleanlab/datalab/internal/data_issues.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/factory.doctree b/master/.doctrees/cleanlab/datalab/internal/factory.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/index.doctree b/master/.doctrees/cleanlab/datalab/internal/index.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_finder.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_finder.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/_notices/not_registered.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/_notices/not_registered.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/data_valuation.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/data_valuation.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/duplicate.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/duplicate.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/imbalance.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/imbalance.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/index.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/index.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/issue_manager.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/issue_manager.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/label.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/label.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/multilabel/index.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/multilabel/index.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/multilabel/label.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/multilabel/label.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/noniid.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/noniid.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/null.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/null.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/outlier.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/outlier.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/regression/index.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/regression/index.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/regression/label.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/regression/label.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/underperforming_group.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/underperforming_group.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/model_outputs.doctree b/master/.doctrees/cleanlab/datalab/internal/model_outputs.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/report.doctree b/master/.doctrees/cleanlab/datalab/internal/report.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/task.doctree b/master/.doctrees/cleanlab/datalab/internal/task.doctree
diff --git a/master/.doctrees/cleanlab/datalab/optional_dependencies.doctree b/master/.doctrees/cleanlab/datalab/optional_dependencies.doctree
diff --git a/master/.doctrees/cleanlab/dataset.doctree b/master/.doctrees/cleanlab/dataset.doctree
diff --git a/master/.doctrees/cleanlab/experimental/cifar_cnn.doctree b/master/.doctrees/cleanlab/experimental/cifar_cnn.doctree
diff --git a/master/.doctrees/cleanlab/experimental/coteaching.doctree b/master/.doctrees/cleanlab/experimental/coteaching.doctree
diff --git a/master/.doctrees/cleanlab/experimental/index.doctree b/master/.doctrees/cleanlab/experimental/index.doctree
diff --git a/master/.doctrees/cleanlab/experimental/label_issues_batched.doctree b/master/.doctrees/cleanlab/experimental/label_issues_batched.doctree
diff --git a/master/.doctrees/cleanlab/experimental/mnist_pytorch.doctree b/master/.doctrees/cleanlab/experimental/mnist_pytorch.doctree
diff --git a/master/.doctrees/cleanlab/experimental/span_classification.doctree b/master/.doctrees/cleanlab/experimental/span_classification.doctree
diff --git a/master/.doctrees/cleanlab/filter.doctree b/master/.doctrees/cleanlab/filter.doctree
diff --git a/master/.doctrees/cleanlab/internal/index.doctree b/master/.doctrees/cleanlab/internal/index.doctree
diff --git a/master/.doctrees/cleanlab/internal/label_quality_utils.doctree b/master/.doctrees/cleanlab/internal/label_quality_utils.doctree
diff --git a/master/.doctrees/cleanlab/internal/latent_algebra.doctree b/master/.doctrees/cleanlab/internal/latent_algebra.doctree
diff --git a/master/.doctrees/cleanlab/internal/multiannotator_utils.doctree b/master/.doctrees/cleanlab/internal/multiannotator_utils.doctree
diff --git a/master/.doctrees/cleanlab/internal/multilabel_scorer.doctree b/master/.doctrees/cleanlab/internal/multilabel_scorer.doctree
diff --git a/master/.doctrees/cleanlab/internal/multilabel_utils.doctree b/master/.doctrees/cleanlab/internal/multilabel_utils.doctree
diff --git a/master/.doctrees/cleanlab/internal/neighbor/index.doctree b/master/.doctrees/cleanlab/internal/neighbor/index.doctree
diff --git a/master/.doctrees/cleanlab/internal/neighbor/knn_graph.doctree b/master/.doctrees/cleanlab/internal/neighbor/knn_graph.doctree
diff --git a/master/.doctrees/cleanlab/internal/neighbor/metric.doctree b/master/.doctrees/cleanlab/internal/neighbor/metric.doctree
diff --git a/master/.doctrees/cleanlab/internal/neighbor/search.doctree b/master/.doctrees/cleanlab/internal/neighbor/search.doctree
diff --git a/master/.doctrees/cleanlab/internal/outlier.doctree b/master/.doctrees/cleanlab/internal/outlier.doctree
diff --git a/master/.doctrees/cleanlab/internal/token_classification_utils.doctree b/master/.doctrees/cleanlab/internal/token_classification_utils.doctree
diff --git a/master/.doctrees/cleanlab/internal/util.doctree b/master/.doctrees/cleanlab/internal/util.doctree
diff --git a/master/.doctrees/cleanlab/internal/validation.doctree b/master/.doctrees/cleanlab/internal/validation.doctree
diff --git a/master/.doctrees/cleanlab/models/fasttext.doctree b/master/.doctrees/cleanlab/models/fasttext.doctree
diff --git a/master/.doctrees/cleanlab/models/index.doctree b/master/.doctrees/cleanlab/models/index.doctree
diff --git a/master/.doctrees/cleanlab/models/keras.doctree b/master/.doctrees/cleanlab/models/keras.doctree
diff --git a/master/.doctrees/cleanlab/multiannotator.doctree b/master/.doctrees/cleanlab/multiannotator.doctree
diff --git a/master/.doctrees/cleanlab/multilabel_classification/dataset.doctree b/master/.doctrees/cleanlab/multilabel_classification/dataset.doctree
diff --git a/master/.doctrees/cleanlab/multilabel_classification/filter.doctree b/master/.doctrees/cleanlab/multilabel_classification/filter.doctree
diff --git a/master/.doctrees/cleanlab/multilabel_classification/index.doctree b/master/.doctrees/cleanlab/multilabel_classification/index.doctree
diff --git a/master/.doctrees/cleanlab/multilabel_classification/rank.doctree b/master/.doctrees/cleanlab/multilabel_classification/rank.doctree
diff --git a/master/.doctrees/cleanlab/object_detection/filter.doctree b/master/.doctrees/cleanlab/object_detection/filter.doctree
diff --git a/master/.doctrees/cleanlab/object_detection/index.doctree b/master/.doctrees/cleanlab/object_detection/index.doctree
diff --git a/master/.doctrees/cleanlab/object_detection/rank.doctree b/master/.doctrees/cleanlab/object_detection/rank.doctree
diff --git a/master/.doctrees/cleanlab/object_detection/summary.doctree b/master/.doctrees/cleanlab/object_detection/summary.doctree
diff --git a/master/.doctrees/cleanlab/outlier.doctree b/master/.doctrees/cleanlab/outlier.doctree
diff --git a/master/.doctrees/cleanlab/rank.doctree b/master/.doctrees/cleanlab/rank.doctree
diff --git a/master/.doctrees/cleanlab/regression/index.doctree b/master/.doctrees/cleanlab/regression/index.doctree
diff --git a/master/.doctrees/cleanlab/regression/learn.doctree b/master/.doctrees/cleanlab/regression/learn.doctree
diff --git a/master/.doctrees/cleanlab/regression/rank.doctree b/master/.doctrees/cleanlab/regression/rank.doctree
diff --git a/master/.doctrees/cleanlab/segmentation/filter.doctree b/master/.doctrees/cleanlab/segmentation/filter.doctree
diff --git a/master/.doctrees/cleanlab/segmentation/index.doctree b/master/.doctrees/cleanlab/segmentation/index.doctree
diff --git a/master/.doctrees/cleanlab/segmentation/rank.doctree b/master/.doctrees/cleanlab/segmentation/rank.doctree
diff --git a/master/.doctrees/cleanlab/segmentation/summary.doctree b/master/.doctrees/cleanlab/segmentation/summary.doctree
diff --git a/master/.doctrees/cleanlab/token_classification/filter.doctree b/master/.doctrees/cleanlab/token_classification/filter.doctree
diff --git a/master/.doctrees/cleanlab/token_classification/index.doctree b/master/.doctrees/cleanlab/token_classification/index.doctree
diff --git a/master/.doctrees/cleanlab/token_classification/rank.doctree b/master/.doctrees/cleanlab/token_classification/rank.doctree
diff --git a/master/.doctrees/cleanlab/token_classification/summary.doctree b/master/.doctrees/cleanlab/token_classification/summary.doctree
diff --git a/master/.doctrees/environment.pickle b/master/.doctrees/environment.pickle
diff --git a/master/.doctrees/index.doctree b/master/.doctrees/index.doctree
diff --git a/master/.doctrees/migrating/migrate_v2.doctree b/master/.doctrees/migrating/migrate_v2.doctree
diff --git a/master/.doctrees/nbsphinx/tutorials/clean_learning/tabular.ipynb b/master/.doctrees/nbsphinx/tutorials/clean_learning/tabular.ipynb
@@ -113,10 +113,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-07-01T15:01:38.704463Z",
-     "iopub.status.busy": "2024-07-01T15:01:38.704282Z",
-     "iopub.status.idle": "2024-07-01T15:01:39.968773Z",
-     "shell.execute_reply": "2024-07-01T15:01:39.968140Z"
+     "iopub.execute_input": "2024-07-02T12:00:24.117516Z",
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+     "iopub.status.idle": "2024-07-02T12:00:25.333194Z",
+     "shell.execute_reply": "2024-07-02T12:00:25.332647Z"
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     "nbsphinx": "hidden"
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@@ -126,7 +126,7 @@
     "dependencies = [\"cleanlab\"]\n",
     "\n",
     "if \"google.colab\" in str(get_ipython()):  # Check if it's running in Google Colab\n",
-    "    %pip install git+https://github.com/cleanlab/cleanlab.git@7a801c5ee1e11be3732a7ea01725de8aca8d147d\n",
+    "    %pip install git+https://github.com/cleanlab/cleanlab.git@46226527e9d4c8f7ccdf91ff5dac4d6ee27e022b\n",
     "    cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n",
     "    %pip install $cmd\n",
     "else:\n",
@@ -151,10 +151,10 @@
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-     "shell.execute_reply": "2024-07-01T15:01:39.989387Z"
+     "iopub.execute_input": "2024-07-02T12:00:25.335570Z",
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+     "iopub.status.idle": "2024-07-02T12:00:25.352966Z",
+     "shell.execute_reply": "2024-07-02T12:00:25.352544Z"
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    "outputs": [],
@@ -195,10 +195,10 @@
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-     "shell.execute_reply": "2024-07-01T15:01:40.302965Z"
+     "iopub.execute_input": "2024-07-02T12:00:25.355177Z",
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@@ -305,10 +305,10 @@
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-     "iopub.status.idle": "2024-07-01T15:01:40.340138Z",
-     "shell.execute_reply": "2024-07-01T15:01:40.339623Z"
+     "iopub.execute_input": "2024-07-02T12:00:25.528732Z",
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+     "shell.execute_reply": "2024-07-02T12:00:25.531790Z"
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@@ -329,10 +329,10 @@
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-     "shell.execute_reply": "2024-07-01T15:01:40.350569Z"
+     "iopub.execute_input": "2024-07-02T12:00:25.534236Z",
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+     "iopub.status.idle": "2024-07-02T12:00:25.542721Z",
+     "shell.execute_reply": "2024-07-02T12:00:25.542178Z"
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@@ -384,10 +384,10 @@
    "execution_count": 6,
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-     "iopub.status.busy": "2024-07-01T15:01:40.353231Z",
-     "iopub.status.idle": "2024-07-01T15:01:40.356046Z",
-     "shell.execute_reply": "2024-07-01T15:01:40.355491Z"
+     "iopub.execute_input": "2024-07-02T12:00:25.544841Z",
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@@ -409,10 +409,10 @@
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-     "shell.execute_reply": "2024-07-01T15:01:40.884377Z"
+     "iopub.execute_input": "2024-07-02T12:00:25.549121Z",
+     "iopub.status.busy": "2024-07-02T12:00:25.548952Z",
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+     "shell.execute_reply": "2024-07-02T12:00:26.069166Z"
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@@ -446,10 +446,10 @@
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-     "iopub.status.idle": "2024-07-01T15:01:42.858439Z",
-     "shell.execute_reply": "2024-07-01T15:01:42.857751Z"
+     "iopub.execute_input": "2024-07-02T12:00:26.072294Z",
+     "iopub.status.busy": "2024-07-02T12:00:26.072111Z",
+     "iopub.status.idle": "2024-07-02T12:00:27.964122Z",
+     "shell.execute_reply": "2024-07-02T12:00:27.963476Z"
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@@ -481,10 +481,10 @@
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-     "iopub.status.idle": "2024-07-01T15:01:42.872129Z",
-     "shell.execute_reply": "2024-07-01T15:01:42.871534Z"
+     "iopub.execute_input": "2024-07-02T12:00:27.966793Z",
+     "iopub.status.busy": "2024-07-02T12:00:27.966128Z",
+     "iopub.status.idle": "2024-07-02T12:00:27.975803Z",
+     "shell.execute_reply": "2024-07-02T12:00:27.975266Z"
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    "outputs": [
@@ -605,10 +605,10 @@
    "execution_count": 10,
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-     "iopub.execute_input": "2024-07-01T15:01:42.874722Z",
-     "iopub.status.busy": "2024-07-01T15:01:42.874312Z",
-     "iopub.status.idle": "2024-07-01T15:01:42.879185Z",
-     "shell.execute_reply": "2024-07-01T15:01:42.878651Z"
+     "iopub.execute_input": "2024-07-02T12:00:27.977956Z",
+     "iopub.status.busy": "2024-07-02T12:00:27.977648Z",
+     "iopub.status.idle": "2024-07-02T12:00:27.981829Z",
+     "shell.execute_reply": "2024-07-02T12:00:27.981303Z"
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@@ -633,10 +633,10 @@
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-     "iopub.status.busy": "2024-07-01T15:01:42.881293Z",
-     "iopub.status.idle": "2024-07-01T15:01:42.890936Z",
-     "shell.execute_reply": "2024-07-01T15:01:42.890441Z"
+     "iopub.execute_input": "2024-07-02T12:00:27.984025Z",
+     "iopub.status.busy": "2024-07-02T12:00:27.983701Z",
+     "iopub.status.idle": "2024-07-02T12:00:27.990825Z",
+     "shell.execute_reply": "2024-07-02T12:00:27.990380Z"
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@@ -658,10 +658,10 @@
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-     "shell.execute_reply": "2024-07-01T15:01:43.009566Z"
+     "iopub.execute_input": "2024-07-02T12:00:27.992803Z",
+     "iopub.status.busy": "2024-07-02T12:00:27.992505Z",
+     "iopub.status.idle": "2024-07-02T12:00:28.104238Z",
+     "shell.execute_reply": "2024-07-02T12:00:28.103750Z"
     }
    },
    "outputs": [
@@ -691,10 +691,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-07-01T15:01:43.012877Z",
-     "iopub.status.busy": "2024-07-01T15:01:43.012678Z",
-     "iopub.status.idle": "2024-07-01T15:01:43.015881Z",
-     "shell.execute_reply": "2024-07-01T15:01:43.015414Z"
+     "iopub.execute_input": "2024-07-02T12:00:28.106465Z",
+     "iopub.status.busy": "2024-07-02T12:00:28.106127Z",
+     "iopub.status.idle": "2024-07-02T12:00:28.108811Z",
+     "shell.execute_reply": "2024-07-02T12:00:28.108400Z"
     }
    },
    "outputs": [],
@@ -715,10 +715,10 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-07-01T15:01:43.017749Z",
-     "iopub.status.busy": "2024-07-01T15:01:43.017574Z",
-     "iopub.status.idle": "2024-07-01T15:01:45.116344Z",
-     "shell.execute_reply": "2024-07-01T15:01:45.115698Z"
+     "iopub.execute_input": "2024-07-02T12:00:28.110759Z",
+     "iopub.status.busy": "2024-07-02T12:00:28.110457Z",
+     "iopub.status.idle": "2024-07-02T12:00:30.104044Z",
+     "shell.execute_reply": "2024-07-02T12:00:30.103432Z"
     }
    },
    "outputs": [],
@@ -738,10 +738,10 @@
    "execution_count": 15,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-07-01T15:01:45.119290Z",
-     "iopub.status.busy": "2024-07-01T15:01:45.118731Z",
-     "iopub.status.idle": "2024-07-01T15:01:45.130593Z",
-     "shell.execute_reply": "2024-07-01T15:01:45.130118Z"
+     "iopub.execute_input": "2024-07-02T12:00:30.106906Z",
+     "iopub.status.busy": "2024-07-02T12:00:30.106328Z",
+     "iopub.status.idle": "2024-07-02T12:00:30.117548Z",
+     "shell.execute_reply": "2024-07-02T12:00:30.117099Z"
     }
    },
    "outputs": [
@@ -771,10 +771,10 @@
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-07-01T15:01:45.132594Z",
-     "iopub.status.busy": "2024-07-01T15:01:45.132413Z",
-     "iopub.status.idle": "2024-07-01T15:01:45.200709Z",
-     "shell.execute_reply": "2024-07-01T15:01:45.200202Z"
+     "iopub.execute_input": "2024-07-02T12:00:30.119573Z",
+     "iopub.status.busy": "2024-07-02T12:00:30.119249Z",
+     "iopub.status.idle": "2024-07-02T12:00:30.150922Z",
+     "shell.execute_reply": "2024-07-02T12:00:30.150454Z"
     },
     "nbsphinx": "hidden"
    },