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cleanlab · Nov 2, 2023 · 61eebf8 · 61eebf8
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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: 40237fb9ba7df4641d46b15cc2dc3d18
+config: 1b97d056926cd00202a473eadea74b12
 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/datalab/datalab.doctree b/master/.doctrees/cleanlab/datalab/datalab.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/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/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/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/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/report.doctree b/master/.doctrees/cleanlab/datalab/internal/report.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/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/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/audio.ipynb b/master/.doctrees/nbsphinx/tutorials/audio.ipynb
diff --git a/master/.doctrees/nbsphinx/tutorials/datalab/datalab_advanced.ipynb b/master/.doctrees/nbsphinx/tutorials/datalab/datalab_advanced.ipynb
diff --git a/master/.doctrees/nbsphinx/tutorials/datalab/datalab_quickstart.ipynb b/master/.doctrees/nbsphinx/tutorials/datalab/datalab_quickstart.ipynb
@@ -78,10 +78,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-17T19:43:23.047262Z",
-     "iopub.status.busy": "2023-10-17T19:43:23.047015Z",
-     "iopub.status.idle": "2023-10-17T19:43:24.279652Z",
-     "shell.execute_reply": "2023-10-17T19:43:24.278958Z"
+     "iopub.execute_input": "2023-11-02T15:06:22.612398Z",
+     "iopub.status.busy": "2023-11-02T15:06:22.611520Z",
+     "iopub.status.idle": "2023-11-02T15:06:24.407421Z",
+     "shell.execute_reply": "2023-11-02T15:06:24.406364Z"
     },
     "nbsphinx": "hidden"
    },
@@ -91,7 +91,7 @@
     "dependencies = [\"cleanlab\", \"matplotlib\", \"datasets\"]  # TODO: make sure this list is updated\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@18fab35bb933761934d1f67349c8c3783663eabf\n",
+    "    %pip install git+https://github.com/cleanlab/cleanlab.git@afafe4e9f59240c0d7d1dafbd1dde3532e2a41df\n",
     "    cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n",
     "    %pip install $cmd\n",
     "else:\n",
@@ -116,10 +116,10 @@
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-     "iopub.status.idle": "2023-10-17T19:43:24.286427Z",
-     "shell.execute_reply": "2023-10-17T19:43:24.285882Z"
+     "iopub.execute_input": "2023-11-02T15:06:24.412394Z",
+     "iopub.status.busy": "2023-11-02T15:06:24.411888Z",
+     "iopub.status.idle": "2023-11-02T15:06:24.417488Z",
+     "shell.execute_reply": "2023-11-02T15:06:24.416529Z"
     }
    },
    "outputs": [],
@@ -250,10 +250,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-17T19:43:24.289490Z",
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-     "iopub.status.idle": "2023-10-17T19:43:24.302082Z",
-     "shell.execute_reply": "2023-10-17T19:43:24.301468Z"
+     "iopub.execute_input": "2023-11-02T15:06:24.421968Z",
+     "iopub.status.busy": "2023-11-02T15:06:24.421629Z",
+     "iopub.status.idle": "2023-11-02T15:06:24.435894Z",
+     "shell.execute_reply": "2023-11-02T15:06:24.434794Z"
     },
     "nbsphinx": "hidden"
    },
@@ -351,10 +351,10 @@
    "execution_count": 4,
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-     "iopub.status.busy": "2023-10-17T19:43:24.305235Z",
-     "iopub.status.idle": "2023-10-17T19:43:24.310241Z",
-     "shell.execute_reply": "2023-10-17T19:43:24.309679Z"
+     "iopub.execute_input": "2023-11-02T15:06:24.440505Z",
+     "iopub.status.busy": "2023-11-02T15:06:24.440183Z",
+     "iopub.status.idle": "2023-11-02T15:06:24.448131Z",
+     "shell.execute_reply": "2023-11-02T15:06:24.447154Z"
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    "outputs": [],
@@ -443,10 +443,10 @@
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    "metadata": {
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-     "iopub.execute_input": "2023-10-17T19:43:24.313262Z",
-     "iopub.status.busy": "2023-10-17T19:43:24.312849Z",
-     "iopub.status.idle": "2023-10-17T19:43:24.649404Z",
-     "shell.execute_reply": "2023-10-17T19:43:24.648718Z"
+     "iopub.execute_input": "2023-11-02T15:06:24.452825Z",
+     "iopub.status.busy": "2023-11-02T15:06:24.452429Z",
+     "iopub.status.idle": "2023-11-02T15:06:24.931958Z",
+     "shell.execute_reply": "2023-11-02T15:06:24.930835Z"
     },
     "nbsphinx": "hidden"
    },
@@ -515,10 +515,10 @@
    "execution_count": 6,
    "metadata": {
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-     "iopub.status.idle": "2023-10-17T19:43:25.017489Z",
-     "shell.execute_reply": "2023-10-17T19:43:25.016797Z"
+     "iopub.execute_input": "2023-11-02T15:06:24.936590Z",
+     "iopub.status.busy": "2023-11-02T15:06:24.936262Z",
+     "iopub.status.idle": "2023-11-02T15:06:25.528910Z",
+     "shell.execute_reply": "2023-11-02T15:06:25.527849Z"
     }
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    "outputs": [
@@ -554,10 +554,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-17T19:43:25.021053Z",
-     "iopub.status.busy": "2023-10-17T19:43:25.020668Z",
-     "iopub.status.idle": "2023-10-17T19:43:25.025013Z",
-     "shell.execute_reply": "2023-10-17T19:43:25.024418Z"
+     "iopub.execute_input": "2023-11-02T15:06:25.533933Z",
+     "iopub.status.busy": "2023-11-02T15:06:25.533123Z",
+     "iopub.status.idle": "2023-11-02T15:06:25.539212Z",
+     "shell.execute_reply": "2023-11-02T15:06:25.538275Z"
     }
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    "outputs": [],
@@ -596,10 +596,10 @@
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    "metadata": {
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-     "iopub.execute_input": "2023-10-17T19:43:25.028029Z",
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-     "iopub.status.idle": "2023-10-17T19:43:25.054237Z",
-     "shell.execute_reply": "2023-10-17T19:43:25.053587Z"
+     "iopub.execute_input": "2023-11-02T15:06:25.544121Z",
+     "iopub.status.busy": "2023-11-02T15:06:25.543453Z",
+     "iopub.status.idle": "2023-11-02T15:06:25.588954Z",
+     "shell.execute_reply": "2023-11-02T15:06:25.587833Z"
     }
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    "outputs": [],
@@ -632,10 +632,10 @@
    "execution_count": 9,
    "metadata": {
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-     "iopub.execute_input": "2023-10-17T19:43:25.057620Z",
-     "iopub.status.busy": "2023-10-17T19:43:25.057061Z",
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-     "shell.execute_reply": "2023-10-17T19:43:26.679491Z"
+     "iopub.execute_input": "2023-11-02T15:06:25.594410Z",
+     "iopub.status.busy": "2023-11-02T15:06:25.594019Z",
+     "iopub.status.idle": "2023-11-02T15:06:27.916110Z",
+     "shell.execute_reply": "2023-11-02T15:06:27.914889Z"
     }
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    "outputs": [
@@ -677,10 +677,10 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-17T19:43:26.685050Z",
-     "iopub.status.busy": "2023-10-17T19:43:26.683458Z",
-     "iopub.status.idle": "2023-10-17T19:43:26.705934Z",
-     "shell.execute_reply": "2023-10-17T19:43:26.705282Z"
+     "iopub.execute_input": "2023-11-02T15:06:27.921397Z",
+     "iopub.status.busy": "2023-11-02T15:06:27.920324Z",
+     "iopub.status.idle": "2023-11-02T15:06:27.949763Z",
+     "shell.execute_reply": "2023-11-02T15:06:27.948863Z"
     }
    },
    "outputs": [
@@ -707,7 +707,7 @@
       "    \n",
       "\n",
       "Number of examples with this issue: 11\n",
-      "Overall dataset quality in terms of this issue: 0.9091\n",
+      "Overall dataset quality in terms of this issue: 0.9318\n",
       "\n",
       "Examples representing most severe instances of this issue:\n",
       "     is_label_issue  label_score given_label predicted_label\n",
@@ -754,8 +754,8 @@
       "     is_near_duplicate_issue  near_duplicate_score near_duplicate_sets  distance_to_nearest_neighbor\n",
       "131                     True          0.000000e+00               [123]                  0.000000e+00\n",
       "123                     True          0.000000e+00               [131]                  0.000000e+00\n",
-      "130                     True          4.463180e-07               [129]                  4.463180e-07\n",
       "129                     True          4.463180e-07               [130]                  4.463180e-07\n",
+      "130                     True          4.463180e-07               [129]                  4.463180e-07\n",
       "51                     False          3.857172e-02                  []                  3.859087e-02\n",
       "\n",
       "\n",
@@ -814,10 +814,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-17T19:43:26.709664Z",
-     "iopub.status.busy": "2023-10-17T19:43:26.709154Z",
-     "iopub.status.idle": "2023-10-17T19:43:26.719509Z",
-     "shell.execute_reply": "2023-10-17T19:43:26.718909Z"
+     "iopub.execute_input": "2023-11-02T15:06:27.953786Z",
+     "iopub.status.busy": "2023-11-02T15:06:27.953453Z",
+     "iopub.status.idle": "2023-11-02T15:06:27.968507Z",
+     "shell.execute_reply": "2023-11-02T15:06:27.967447Z"
     }
    },
    "outputs": [
@@ -851,7 +851,7 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>label</td>\n",
-       "      <td>0.909091</td>\n",
+       "      <td>0.931818</td>\n",
        "      <td>11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -878,7 +878,7 @@
       ],
       "text/plain": [
        "       issue_type     score  num_issues\n",
-       "0           label  0.909091          11\n",
+       "0           label  0.931818          11\n",
        "1         outlier  0.522080           6\n",
        "2  near_duplicate  0.246459           4\n",
        "3         non_iid  0.821750           0"
@@ -907,10 +907,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-17T19:43:26.722762Z",
-     "iopub.status.busy": "2023-10-17T19:43:26.722343Z",
-     "iopub.status.idle": "2023-10-17T19:43:26.731499Z",
-     "shell.execute_reply": "2023-10-17T19:43:26.730860Z"
+     "iopub.execute_input": "2023-11-02T15:06:27.973131Z",
+     "iopub.status.busy": "2023-11-02T15:06:27.972617Z",
+     "iopub.status.idle": "2023-11-02T15:06:27.986777Z",
+     "shell.execute_reply": "2023-11-02T15:06:27.985846Z"
     }
    },
    "outputs": [
@@ -944,7 +944,7 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>label</td>\n",
-       "      <td>0.909091</td>\n",
+       "      <td>0.931818</td>\n",
        "      <td>11</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -953,7 +953,7 @@
       ],
       "text/plain": [
        "  issue_type     score  num_issues\n",
-       "0      label  0.909091          11"
+       "0      label  0.931818          11"
       ]
      },
      "execution_count": 12,
@@ -977,10 +977,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-17T19:43:26.734597Z",
-     "iopub.status.busy": "2023-10-17T19:43:26.734244Z",
-     "iopub.status.idle": "2023-10-17T19:43:26.744033Z",
-     "shell.execute_reply": "2023-10-17T19:43:26.743491Z"
+     "iopub.execute_input": "2023-11-02T15:06:27.992083Z",
+     "iopub.status.busy": "2023-11-02T15:06:27.991417Z",
+     "iopub.status.idle": "2023-11-02T15:06:28.006363Z",
+     "shell.execute_reply": "2023-11-02T15:06:28.005400Z"
     }
    },
    "outputs": [
@@ -1122,10 +1122,10 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-17T19:43:26.747417Z",
-     "iopub.status.busy": "2023-10-17T19:43:26.747055Z",
-     "iopub.status.idle": "2023-10-17T19:43:26.760466Z",
-     "shell.execute_reply": "2023-10-17T19:43:26.759871Z"
+     "iopub.execute_input": "2023-11-02T15:06:28.011196Z",
+     "iopub.status.busy": "2023-11-02T15:06:28.010360Z",
+     "iopub.status.idle": "2023-11-02T15:06:28.026171Z",
+     "shell.execute_reply": "2023-11-02T15:06:28.025124Z"
     }
    },
    "outputs": [
@@ -1241,10 +1241,10 @@
    "execution_count": 15,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-17T19:43:26.763986Z",
-     "iopub.status.busy": "2023-10-17T19:43:26.763482Z",
-     "iopub.status.idle": "2023-10-17T19:43:26.774343Z",
-     "shell.execute_reply": "2023-10-17T19:43:26.773742Z"
+     "iopub.execute_input": "2023-11-02T15:06:28.031342Z",
+     "iopub.status.busy": "2023-11-02T15:06:28.030876Z",
+     "iopub.status.idle": "2023-11-02T15:06:28.045613Z",
+     "shell.execute_reply": "2023-11-02T15:06:28.044677Z"
     },
     "scrolled": true
    },
@@ -1357,10 +1357,10 @@
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-17T19:43:26.778579Z",
-     "iopub.status.busy": "2023-10-17T19:43:26.777347Z",
-     "iopub.status.idle": "2023-10-17T19:43:26.791548Z",
-     "shell.execute_reply": "2023-10-17T19:43:26.790943Z"
+     "iopub.execute_input": "2023-11-02T15:06:28.049709Z",
+     "iopub.status.busy": "2023-11-02T15:06:28.049342Z",
+     "iopub.status.idle": "2023-11-02T15:06:28.070099Z",
+     "shell.execute_reply": "2023-11-02T15:06:28.068752Z"
     }
    },
    "outputs": [