diff --git a/Report_API_Quickstart.ipynb b/Report_API_Quickstart.ipynb
index a9d53782..0fd6c89d 100644
--- a/Report_API_Quickstart.ipynb
+++ b/Report_API_Quickstart.ipynb
@@ -10,16 +10,6 @@
         "<a href=\"https://colab.research.google.com/github/wandb/examples/blob/report_api_v2_updates/Report_API_Quickstart.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
       ]
     },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "LT3gAkpM7NDM"
-      },
-      "source": [
-        "<a href=\"https://colab.research.google.com/github/wandb/examples/blob/master/colabs/intro/Report_API_Quickstart.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
-        "<!--- @wandbcode{python-report-api} -->"
-      ]
-    },
     {
       "cell_type": "markdown",
       "metadata": {
@@ -394,7 +384,7 @@
         "    panels=[\n",
         "        wr.LinePlot(x='Step', y=['val_acc'], smoothing_factor=0.8),\n",
         "        wr.BarPlot(metrics=['acc']),\n",
-        "        wr.MediaBrowser(media_keys=['img'], num_columns=1),  # Note: media_keys as a list\n",
+        "        wr.MediaBrowser(media_keys=['img'], num_columns=1),\n",
         "        wr.RunComparer(diff_only='split', layout={'w': 24, 'h': 9}),\n",
         "    ]\n",
         ")\n",
@@ -510,7 +500,7 @@
       "source": [
         "import wandb_workspaces.reports.v2 as wr\n",
         "\n",
-        "# Define your report with updated parameters and structure\n",
+        "\n",
         "report = wr.Report(\n",
         "    project=PROJECT,\n",
         "    title=\"Resizing panels\",\n",
@@ -534,7 +524,7 @@
         "    ]\n",
         ")\n",
         "\n",
-        "# Save the report\n",
+        "\n",
         "report.save()\n"
       ]
     },
@@ -612,7 +602,6 @@
         "    ]\n",
         ")\n",
         "\n",
-        "# Save the report\n",
         "report.save()\n"
       ]
     },
@@ -728,19 +717,19 @@
         "        ),\n",
         "        # Add WeaveBlock types directly to the blocks list\n",
         "        wr.WeaveBlockSummaryTable(\n",
-        "            entity=\"your_entity\",  # Replace with your actual entity\n",
-        "            project=\"your_project\",  # Replace with your actual project\n",
+        "            entity=\"your_entity\",\n",
+        "            project=\"your_project\",\n",
         "            table_name=\"my-table\"\n",
         "        ),\n",
         "        wr.WeaveBlockArtifact(\n",
-        "            entity=\"your_entity\",  # Replace with your actual entity\n",
-        "            project=\"your_project\",  # Replace with your actual project\n",
+        "            entity=\"your_entity\",\n",
+        "            project=\"your_project\",\n",
         "            artifact='model-1',\n",
         "            tab='lineage'\n",
         "        ),\n",
         "        wr.WeaveBlockArtifactVersionedFile(\n",
-        "            entity=\"your_entity\",  # Replace with your actual entity\n",
-        "            project=\"your_project\",  # Replace with your actual project\n",
+        "            entity=\"your_entity\",\n",
+        "            project=\"your_project\",\n",
         "            artifact='model-1',\n",
         "            version='v0',\n",
         "            file=\"dataframe.table.json\"\n",
@@ -842,21 +831,21 @@
         "                    project=\"cleanrl\",\n",
         "                    name=\"DQN\",\n",
         "                    groupby=[\"exp_name\"]\n",
-        "                    # Removed filters for testing\n",
+        "\n",
         "                ),\n",
         "                wr.Runset(\n",
         "                    entity=\"openrlbenchmark\",\n",
         "                    project=\"cleanrl\",\n",
         "                    name=\"SAC-discrete 0.8\",\n",
         "                    groupby=[\"exp_name\"]\n",
-        "                    # Removed filters for testing\n",
+        "\n",
         "                ),\n",
         "                wr.Runset(\n",
         "                    entity=\"openrlbenchmark\",\n",
         "                    project=\"cleanrl\",\n",
         "                    name=\"SAC-discrete 0.88\",\n",
         "                    groupby=[\"exp_name\"]\n",
-        "                    # Removed filters for testing\n",
+        "\n",
         "                ),\n",
         "            ],\n",
         "            custom_run_colors={\n",