deploy: cleanlab/cleanlab@15bec56

cleanlab · Jan 17, 2024 · 8b53daa · 8b53daa
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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: 53bf9165ae252f06cf47c722384f3dda
+config: 23915d37363845cce4345d7e29f06c92
 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/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/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/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/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,
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-     "iopub.status.busy": "2024-01-16T18:15:07.194765Z",
-     "iopub.status.idle": "2024-01-16T18:15:08.312657Z",
-     "shell.execute_reply": "2024-01-16T18:15:08.311928Z"
+     "iopub.execute_input": "2024-01-17T17:46:34.525855Z",
+     "iopub.status.busy": "2024-01-17T17:46:34.525336Z",
+     "iopub.status.idle": "2024-01-17T17:46:35.617356Z",
+     "shell.execute_reply": "2024-01-17T17:46:35.616742Z"
     },
     "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@a8d2170f0db89b804931917dd930161c971bea94\n",
+    "    %pip install git+https://github.com/cleanlab/cleanlab.git@15bec56103a268b4cbc829af93459cd8a66649de\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": "2024-01-16T18:15:08.318960Z",
-     "shell.execute_reply": "2024-01-16T18:15:08.318462Z"
+     "iopub.execute_input": "2024-01-17T17:46:35.620353Z",
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+     "shell.execute_reply": "2024-01-17T17:46:35.622546Z"
     }
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    "outputs": [],
@@ -250,10 +250,10 @@
    "execution_count": 3,
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-     "shell.execute_reply": "2024-01-16T18:15:08.330560Z"
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+     "iopub.status.idle": "2024-01-17T17:46:35.635399Z",
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@@ -356,10 +356,10 @@
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-     "iopub.status.idle": "2024-01-16T18:15:08.338624Z",
-     "shell.execute_reply": "2024-01-16T18:15:08.337963Z"
+     "iopub.execute_input": "2024-01-17T17:46:35.637968Z",
+     "iopub.status.busy": "2024-01-17T17:46:35.637596Z",
+     "iopub.status.idle": "2024-01-17T17:46:35.642465Z",
+     "shell.execute_reply": "2024-01-17T17:46:35.641950Z"
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@@ -448,10 +448,10 @@
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-     "shell.execute_reply": "2024-01-16T18:15:08.638383Z"
+     "iopub.execute_input": "2024-01-17T17:46:35.645130Z",
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+     "iopub.status.idle": "2024-01-17T17:46:35.924836Z",
+     "shell.execute_reply": "2024-01-17T17:46:35.924191Z"
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     "nbsphinx": "hidden"
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@@ -520,10 +520,10 @@
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-     "shell.execute_reply": "2024-01-16T18:15:09.022895Z"
+     "iopub.execute_input": "2024-01-17T17:46:35.927831Z",
+     "iopub.status.busy": "2024-01-17T17:46:35.927397Z",
+     "iopub.status.idle": "2024-01-17T17:46:36.244227Z",
+     "shell.execute_reply": "2024-01-17T17:46:36.243561Z"
     }
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    "outputs": [
@@ -559,10 +559,10 @@
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    "metadata": {
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-     "iopub.status.busy": "2024-01-16T18:15:09.026161Z",
-     "iopub.status.idle": "2024-01-16T18:15:09.029337Z",
-     "shell.execute_reply": "2024-01-16T18:15:09.028707Z"
+     "iopub.execute_input": "2024-01-17T17:46:36.246804Z",
+     "iopub.status.busy": "2024-01-17T17:46:36.246417Z",
+     "iopub.status.idle": "2024-01-17T17:46:36.249331Z",
+     "shell.execute_reply": "2024-01-17T17:46:36.248750Z"
     }
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    "outputs": [],
@@ -601,10 +601,10 @@
    "execution_count": 8,
    "metadata": {
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-     "iopub.status.idle": "2024-01-16T18:15:09.072300Z",
-     "shell.execute_reply": "2024-01-16T18:15:09.071614Z"
+     "iopub.execute_input": "2024-01-17T17:46:36.251689Z",
+     "iopub.status.busy": "2024-01-17T17:46:36.251324Z",
+     "iopub.status.idle": "2024-01-17T17:46:36.289123Z",
+     "shell.execute_reply": "2024-01-17T17:46:36.288433Z"
     }
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    "outputs": [
@@ -646,10 +646,10 @@
    "execution_count": 9,
    "metadata": {
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-     "iopub.status.busy": "2024-01-16T18:15:09.074821Z",
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-     "shell.execute_reply": "2024-01-16T18:15:10.500596Z"
+     "iopub.execute_input": "2024-01-17T17:46:36.291653Z",
+     "iopub.status.busy": "2024-01-17T17:46:36.291300Z",
+     "iopub.status.idle": "2024-01-17T17:46:37.573984Z",
+     "shell.execute_reply": "2024-01-17T17:46:37.573345Z"
     }
    },
    "outputs": [
@@ -701,10 +701,10 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-16T18:15:10.504212Z",
-     "iopub.status.busy": "2024-01-16T18:15:10.503754Z",
-     "iopub.status.idle": "2024-01-16T18:15:10.530872Z",
-     "shell.execute_reply": "2024-01-16T18:15:10.530203Z"
+     "iopub.execute_input": "2024-01-17T17:46:37.576872Z",
+     "iopub.status.busy": "2024-01-17T17:46:37.576317Z",
+     "iopub.status.idle": "2024-01-17T17:46:37.600908Z",
+     "shell.execute_reply": "2024-01-17T17:46:37.600367Z"
     }
    },
    "outputs": [
@@ -752,15 +752,15 @@
       "    \n",
       "\n",
       "Number of examples with this issue: 6\n",
-      "Overall dataset quality in terms of this issue: 0.5221\n",
+      "Overall dataset quality in terms of this issue: 0.3558\n",
       "\n",
       "Examples representing most severe instances of this issue:\n",
       "     is_outlier_issue  outlier_score\n",
-      "126              True       0.046465\n",
-      "130              True       0.068695\n",
-      "129              True       0.068695\n",
-      "127              True       0.076251\n",
-      "128              True       0.083941\n",
+      "126              True       0.006636\n",
+      "130              True       0.012571\n",
+      "129              True       0.012571\n",
+      "127              True       0.014909\n",
+      "128              True       0.017443\n",
       "\n",
       "\n",
       "------------------ near_duplicate issues -------------------\n",
@@ -878,10 +878,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-16T18:15:10.533720Z",
-     "iopub.status.busy": "2024-01-16T18:15:10.533266Z",
-     "iopub.status.idle": "2024-01-16T18:15:10.540884Z",
-     "shell.execute_reply": "2024-01-16T18:15:10.540304Z"
+     "iopub.execute_input": "2024-01-17T17:46:37.603377Z",
+     "iopub.status.busy": "2024-01-17T17:46:37.602935Z",
+     "iopub.status.idle": "2024-01-17T17:46:37.609874Z",
+     "shell.execute_reply": "2024-01-17T17:46:37.609246Z"
     }
    },
    "outputs": [
@@ -927,7 +927,7 @@
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>outlier</td>\n",
-       "      <td>0.522080</td>\n",
+       "      <td>0.355772</td>\n",
        "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -956,7 +956,7 @@
        "        issue_type     score  num_issues\n",
        "0             null  1.000000           0\n",
        "1            label  0.856061          17\n",
-       "2          outlier  0.522080           6\n",
+       "2          outlier  0.355772           6\n",
        "3   near_duplicate  0.616034           4\n",
        "4          non_iid  0.821750           0\n",
        "5  class_imbalance  0.022727           3"
@@ -985,10 +985,10 @@
    "execution_count": 12,
    "metadata": {
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-     "iopub.execute_input": "2024-01-16T18:15:10.543588Z",
-     "iopub.status.busy": "2024-01-16T18:15:10.543240Z",
-     "iopub.status.idle": "2024-01-16T18:15:10.551015Z",
-     "shell.execute_reply": "2024-01-16T18:15:10.550348Z"
+     "iopub.execute_input": "2024-01-17T17:46:37.612210Z",
+     "iopub.status.busy": "2024-01-17T17:46:37.611774Z",
+     "iopub.status.idle": "2024-01-17T17:46:37.617979Z",
+     "shell.execute_reply": "2024-01-17T17:46:37.617429Z"
     }
    },
    "outputs": [
@@ -1055,10 +1055,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-16T18:15:10.553779Z",
-     "iopub.status.busy": "2024-01-16T18:15:10.553337Z",
-     "iopub.status.idle": "2024-01-16T18:15:10.565073Z",
-     "shell.execute_reply": "2024-01-16T18:15:10.564364Z"
+     "iopub.execute_input": "2024-01-17T17:46:37.620289Z",
+     "iopub.status.busy": "2024-01-17T17:46:37.619926Z",
+     "iopub.status.idle": "2024-01-17T17:46:37.630411Z",
+     "shell.execute_reply": "2024-01-17T17:46:37.629882Z"
     }
    },
    "outputs": [
@@ -1105,7 +1105,7 @@
        "      <td>False</td>\n",
        "      <td>0.859109</td>\n",
        "      <td>False</td>\n",
-       "      <td>0.586131</td>\n",
+       "      <td>0.417707</td>\n",
        "      <td>False</td>\n",
        "      <td>0.664083</td>\n",
        "      <td>False</td>\n",
@@ -1120,7 +1120,7 @@
        "      <td>False</td>\n",
        "      <td>0.816965</td>\n",
        "      <td>False</td>\n",
-       "      <td>0.548979</td>\n",
+       "      <td>0.375317</td>\n",
        "      <td>False</td>\n",
        "      <td>0.641516</td>\n",
        "      <td>False</td>\n",
@@ -1135,7 +1135,7 @@
        "      <td>False</td>\n",
        "      <td>0.530924</td>\n",
        "      <td>False</td>\n",
-       "      <td>0.622256</td>\n",
+       "      <td>0.460593</td>\n",
        "      <td>False</td>\n",
        "      <td>0.601188</td>\n",
        "      <td>False</td>\n",
@@ -1150,7 +1150,7 @@
        "      <td>False</td>\n",
        "      <td>0.752776</td>\n",
        "      <td>False</td>\n",
-       "      <td>0.499498</td>\n",
+       "      <td>0.321635</td>\n",
        "      <td>False</td>\n",
        "      <td>0.562539</td>\n",
        "      <td>False</td>\n",
@@ -1165,7 +1165,7 @@
        "      <td>True</td>\n",
        "      <td>0.090224</td>\n",
        "      <td>False</td>\n",
-       "      <td>0.632385</td>\n",
+       "      <td>0.472909</td>\n",
        "      <td>False</td>\n",
        "      <td>0.746763</td>\n",
        "      <td>False</td>\n",
@@ -1186,11 +1186,11 @@
        "4          False         1.0            True     0.090224             False   \n",
        "\n",
        "   outlier_score  is_near_duplicate_issue  near_duplicate_score  \\\n",
-       "0       0.586131                    False              0.664083   \n",
-       "1       0.548979                    False              0.641516   \n",
-       "2       0.622256                    False              0.601188   \n",
-       "3       0.499498                    False              0.562539   \n",
-       "4       0.632385                    False              0.746763   \n",
+       "0       0.417707                    False              0.664083   \n",
+       "1       0.375317                    False              0.641516   \n",
+       "2       0.460593                    False              0.601188   \n",
+       "3       0.321635                    False              0.562539   \n",
+       "4       0.472909                    False              0.746763   \n",
        "\n",
        "   is_non_iid_issue  non_iid_score  is_class_imbalance_issue  \\\n",
        "0             False       0.970324                     False   \n",
@@ -1231,10 +1231,10 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-16T18:15:10.567794Z",
-     "iopub.status.busy": "2024-01-16T18:15:10.567561Z",
-     "iopub.status.idle": "2024-01-16T18:15:10.578738Z",
-     "shell.execute_reply": "2024-01-16T18:15:10.578074Z"
+     "iopub.execute_input": "2024-01-17T17:46:37.632763Z",
+     "iopub.status.busy": "2024-01-17T17:46:37.632381Z",
+     "iopub.status.idle": "2024-01-17T17:46:37.641479Z",
+     "shell.execute_reply": "2024-01-17T17:46:37.640909Z"
     }
    },
    "outputs": [
@@ -1350,10 +1350,10 @@
    "execution_count": 15,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-16T18:15:10.581561Z",
-     "iopub.status.busy": "2024-01-16T18:15:10.581093Z",
-     "iopub.status.idle": "2024-01-16T18:15:10.589204Z",
-     "shell.execute_reply": "2024-01-16T18:15:10.588527Z"
+     "iopub.execute_input": "2024-01-17T17:46:37.643878Z",
+     "iopub.status.busy": "2024-01-17T17:46:37.643444Z",
+     "iopub.status.idle": "2024-01-17T17:46:37.650979Z",
+     "shell.execute_reply": "2024-01-17T17:46:37.650343Z"
     },
     "scrolled": true
    },
@@ -1478,10 +1478,10 @@
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-16T18:15:10.591582Z",
-     "iopub.status.busy": "2024-01-16T18:15:10.591242Z",
-     "iopub.status.idle": "2024-01-16T18:15:10.602108Z",
-     "shell.execute_reply": "2024-01-16T18:15:10.601446Z"
+     "iopub.execute_input": "2024-01-17T17:46:37.653232Z",
+     "iopub.status.busy": "2024-01-17T17:46:37.653033Z",
+     "iopub.status.idle": "2024-01-17T17:46:37.664158Z",
+     "shell.execute_reply": "2024-01-17T17:46:37.663528Z"
     }
    },
    "outputs": [