diff --git a/examples/how_to_questions/report_concept_draft.ipynb b/examples/how_to_questions/report_concept_draft.ipynb
index f6273c14c0..38073a66ad 100644
--- a/examples/how_to_questions/report_concept_draft.ipynb
+++ b/examples/how_to_questions/report_concept_draft.ipynb
@@ -95,8 +95,11 @@
     "model = ensemble.RandomForestClassifier(random_state=1, n_estimators=10)\n",
     "model.fit(bcancer_ref[bcancer_data.feature_names.tolist()], bcancer_ref.target)\n",
     "\n",
-    "bcancer_ref['prediction'] = model.predict_proba(bcancer_ref[bcancer_data.feature_names.tolist()])[:, 1]\n",
-    "bcancer_cur['prediction'] = model.predict_proba(bcancer_cur[bcancer_data.feature_names.tolist()])[:, 1]"
+    "bcancer_ref['pos'] = model.predict_proba(bcancer_ref[bcancer_data.feature_names.tolist()])[:, 1]\n",
+    "bcancer_ref['neg'] = model.predict_proba(bcancer_ref[bcancer_data.feature_names.tolist()])[:, 0]\n",
+    "\n",
+    "bcancer_cur['pos'] = model.predict_proba(bcancer_cur[bcancer_data.feature_names.tolist()])[:, 1]\n",
+    "bcancer_cur['neg'] = model.predict_proba(bcancer_cur[bcancer_data.feature_names.tolist()])[:, 0]"
    ]
   },
   {
@@ -249,7 +252,8 @@
     "    ClassificationPerformance(),\n",
     "])\n",
     "\n",
-    "classification_performance_report.run(reference_data=bcancer_ref, current_data=bcancer_cur)\n",
+    "classification_performance_report.run(reference_data=bcancer_ref, current_data=bcancer_cur,\n",
+    "                                     column_mapping=ColumnMapping(prediction='pos'))\n",
     "classification_performance_report"
    ]
   },
@@ -258,7 +262,14 @@
    "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "cat_target_drift_report = Report(metrics=[\n",
+    "    CatTargetDrift(),\n",
+    "])\n",
+    "\n",
+    "cat_target_drift_report.run(reference_data=iris_ref, current_data=iris_cur)\n",
+    "cat_target_drift_report"
+   ]
   }
  ],
  "metadata": {
@@ -277,9 +288,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.9"
+   "version": "3.9.12"
   }
  },
  "nbformat": 4,
  "nbformat_minor": 1
-}
\ No newline at end of file
+}
diff --git a/examples/sample_notebooks/getting_started_tutorial.ipynb b/examples/sample_notebooks/getting_started_tutorial.ipynb
index 630f9d43d0..db740e5f69 100644
--- a/examples/sample_notebooks/getting_started_tutorial.ipynb
+++ b/examples/sample_notebooks/getting_started_tutorial.ipynb
@@ -75,11 +75,11 @@
     "\n",
     "from evidently.pipeline.column_mapping import ColumnMapping\n",
     "\n",
-    "from evidently.dashboard import Dashboard\n",
-    "from evidently.dashboard.tabs import DataDriftTab, NumTargetDriftTab\n",
+    "from evidently.report import Report\n",
+    "from evidently.metric_preset import DataDrift, NumTargetDrift\n",
     "\n",
     "from evidently.test_suite import TestSuite\n",
-    "from evidently.test_preset import DataQuality, DataStability, DataDrift\n",
+    "from evidently.test_preset import DataQuality, DataStability\n",
     "from evidently.tests import *"
    ]
   },
@@ -195,7 +195,7 @@
     }
    },
    "source": [
-    "## Dashboard"
+    "## Report"
    ]
   },
   {
@@ -209,9 +209,10 @@
    },
    "outputs": [],
    "source": [
-    "drift_dashboard = Dashboard(tabs=[DataDriftTab(), NumTargetDriftTab()])\n",
-    "drift_dashboard.calculate(reference, current)\n",
-    "drift_dashboard.show()"
+    "drift_report = Report(metrics=[DataDrift(), NumTargetDrift()])\n",
+    "\n",
+    "drift_report.run(reference_data=reference, current_data=current)\n",
+    "drift_report"
    ]
   },
   {
@@ -267,31 +268,11 @@
     "#get JSON\n",
     "tests.json()"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "outputs": [],
-   "source": [],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "726e7b8e",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -305,9 +286,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.13"
+   "version": "3.9.12"
   }
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
\ No newline at end of file
+}
diff --git a/src/evidently/_version.py b/src/evidently/_version.py
index 1e361c18bd..9146c7e722 100644
--- a/src/evidently/_version.py
+++ b/src/evidently/_version.py
@@ -1,5 +1,5 @@
 #!/usr/bin/env python
 # coding: utf-8
 
-version_info = (0, 1, 56, "dev0")
+version_info = (0, 1, 57, "dev0")
 __version__ = ".".join(map(str, version_info))