diff --git a/.gitignore b/.gitignore
index c5d8ecd25c0343facbcbdee5eff42a463164bdc5..dad651cca9faf7eeb70faa023091061e0e286221 100644
--- a/.gitignore
+++ b/.gitignore
@@ -8,6 +8,7 @@ err/
 
 # Ignore cache directories
 __pycache__
+.ipynb_checkpoints/
 
 # Ignore quarto outputs
 quarto*
@@ -27,4 +28,4 @@ poetry.toml
 .vscode
 
 # Ignore random extra files
-extra/
\ No newline at end of file
+extra/
diff --git a/example-dask-setup.ipynb b/example-dask-setup.ipynb
index 7442a06d8e71caf81ad113095ab78f358ba4f6b3..24dd53d33abb3f3a9719c2ca30d3e35227bfa436 100644
--- a/example-dask-setup.ipynb
+++ b/example-dask-setup.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -19,17 +19,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "WARNING:bokeh.server.util:Host wildcard '*' will allow connections originating from multiple (or possibly all) hostnames or IPs. Use non-wildcard values to restrict access explicitly\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "with_cuda=True\n",
     "manager = compute.start_local_cluster(\n",
@@ -97,7 +89,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -115,20 +107,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<dask.config.set at 0x2aabe7362e10>"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "import dask.dataframe as dd\n",
     "import dask\n",
@@ -162,7 +143,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -172,7 +153,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -186,7 +167,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -218,7 +199,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -237,7 +218,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -248,7 +229,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -258,7 +239,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -274,7 +255,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -283,7 +264,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -292,7 +273,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -302,7 +283,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -311,7 +292,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -320,7 +301,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -329,7 +310,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -338,7 +319,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -348,7 +329,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -357,7 +338,7 @@
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   {
    "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -367,7 +348,7 @@
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   {
    "cell_type": "code",
-   "execution_count": 77,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -377,952 +358,9 @@
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    "cell_type": "code",
-   "execution_count": 78,
+   "execution_count": null,
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-   "outputs": [
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-      "application/vnd.plotly.v1+json": {
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-     "metadata": {},
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-   ],
+   "outputs": [],
    "source": [
     "f2 = plotting.pareto_chart(df_agg, x='size_group', y='file_count',\n",
     "                           title=\"File Count By File Size\", xlabel='Size Group',ylabel='Count')\n",
@@ -2285,22 +380,9 @@
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diff --git a/gpfs-aggregation.ipynb b/gpfs-aggregation.ipynb
index 7b6392ae7664be1bb690f1e5fa45d1a1aa17f034..914085815bc643822539b3640969afab2b0248cd 100644
--- a/gpfs-aggregation.ipynb
+++ b/gpfs-aggregation.ipynb
@@ -38,7 +38,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
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    "source": [
@@ -51,7 +51,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
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    "source": [
@@ -116,7 +116,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -146,7 +146,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "metadata": {},
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@@ -165,7 +165,7 @@
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@@ -176,39 +176,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "INFO: 120 parquet files found in dataset\n",
-      "cores: 32 \n",
-      "mem: 256.0 \n",
-      "ngpus: 1 \n",
-      "vram: 80.0\n",
-      "Successfully imported 'dask_cuda' into the main namespace as 'dask_cuda'.\n",
-      "Successfully imported 'dask.dataframe' into the main namespace as 'dd'.\n",
-      "Executed hook: dask.config.set with args: ({'dataframe.backend': 'cudf'},) and kwargs: {}\n",
-      "INFO: Only dask.dataframe has been loaded automatically. All other dask modules must be loaded manually in order to use them.\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "WARNING:bokeh.server.util:Host wildcard '*' will allow connections originating from multiple (or possibly all) hostnames or IPs. Use non-wildcard values to restrict access explicitly\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "INFO: Closing Dask client and cluster\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "process.aggregate_gpfs_dataset(dataset_path=pq_path, delta_vals=delta_vals, delta_unit=delta_unit, report_name=report_name, with_cuda=with_cuda, with_dask=with_dask)"
    ]
@@ -222,7 +192,7 @@
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   {
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-   "execution_count": 5,
+   "execution_count": null,
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    "source": [
@@ -231,7 +201,7 @@
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-   "execution_count": 29,
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@@ -242,7 +212,7 @@
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+   "execution_count": null,
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@@ -252,7 +222,7 @@
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@@ -262,969 +232,18 @@
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-       "            Plotly.purge(gd);\n",
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-       "if (outputEl) {{\n",
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-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plotting.pareto_chart(agg,x='dt_grp',y=unit)"
    ]
   }
  ],
  "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
   "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
    "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.11.11"
+   "pygments_lexer": "ipython3"
   }
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  "nbformat": 4,
diff --git a/src/rc_gpfs/report/reports.ipynb b/src/rc_gpfs/report/reports.ipynb
index dab68da23007ccc1865a9c3691b52f53ff003942..90bab4fc305143704f59ea6e3fbfda42b856d1ae 100644
--- a/src/rc_gpfs/report/reports.ipynb
+++ b/src/rc_gpfs/report/reports.ipynb
@@ -2,20 +2,9 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<dask.config.set at 0x2aaab64e3150>"
-      ]
-     },
-     "execution_count": 1,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "from dask_cuda import LocalCUDACluster\n",
     "from dask.distributed import Client\n",
@@ -32,7 +21,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -54,7 +43,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -64,7 +53,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -80,7 +69,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -97,7 +86,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -118,7 +107,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -135,7 +124,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -144,7 +133,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -173,7 +162,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 78,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -182,7 +171,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 79,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -191,32 +180,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "4743970     >18M\n",
-       "4744054     >18M\n",
-       "4744053     >18M\n",
-       "4744052     >18M\n",
-       "4744051     >18M\n",
-       "           ...  \n",
-       "523698     4M-5M\n",
-       "523696     5M-6M\n",
-       "523629     5M-6M\n",
-       "523625     5M-6M\n",
-       "523712     4M-5M\n",
-       "Length: 5000000, dtype: category\n",
-       "Categories (19, object): ['>18M' < '17M-18M' < '16M-17M' < '15M-16M' ... '3M-4M' < '2M-3M' < '1M-2M' < '<1M']"
-      ]
-     },
-     "execution_count": 83,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "cudf_cut(v['access_epoch'],cutoffs,grp_labels)"
    ]
@@ -375,22 +341,9 @@
   }
  ],
  "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
   "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
    "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.11.10"
+   "pygments_lexer": "ipython3"
   }
  },
  "nbformat": 4,