diff --git a/src/helper_scripts/decompression_script.py b/src/helper_scripts/decompression_script.py
index d83c2ef..5c578b9 100644
--- a/src/helper_scripts/decompression_script.py
+++ b/src/helper_scripts/decompression_script.py
@@ -15,6 +15,7 @@ def decompress(filepath):
 
 def decompress_directory(directory_name):
     # Traverse the directory
+    OSErrors = 0
     for root, dirs, files in os.walk(directory_name):
         for file in files:
             if file.endswith('.bz2'):
@@ -22,7 +23,13 @@ def decompress_directory(directory_name):
                 filepath = os.path.join(root, file)
                 print(filepath)
                 # Apply the decompress function
+                #try:
                 decompress(filepath)
+                #except OSError:
+                #OSErrors += 1
+                #print(f"OSError @ {filepath}")
+    return OSErrors
+
 
 def cleanup(directory_name):
     for root, dirs, files in os.walk(directory_name):
@@ -35,5 +42,6 @@ def cleanup(directory_name):
 
 if __name__ == "__main__":
     #batch_parallel_for_single()
-    decompress_directory(FILE_LOC_PREFIX)
+    decompression_errors = decompress_directory(FILE_LOC_PREFIX)
+    print(f"We had {decompression_errors} OSErrors during decompression.")
     #cleanup(FILE_LOC_PREFIX)
\ No newline at end of file
diff --git a/src/lib/spark-warehouse/bot_isolation.ipynb b/src/lib/spark-warehouse/bot_isolation.ipynb
index 40ac30a..e51f59c 100644
--- a/src/lib/spark-warehouse/bot_isolation.ipynb
+++ b/src/lib/spark-warehouse/bot_isolation.ipynb
@@ -29,7 +29,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "mediawiki_history_path = \"/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files\""
+    "mediawiki_history_path = \"/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/test\""
    ]
   },
   {
@@ -149,7 +149,7 @@
      "text": [
       "Setting default log level to \"WARN\".\n",
       "To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).\n",
-      "25/01/08 11:39:19 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n"
+      "25/01/09 14:31:44 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n"
      ]
     }
    ],
@@ -303,21 +303,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "+--------------+-------+--------------+\n",
-      "|wiki_db       |month  |revision_count|\n",
-      "+--------------+-------+--------------+\n",
-      "|euwiki        |2019-12|356355        |\n",
-      "|cewiki        |2019-12|229351        |\n",
-      "|elwiktionary  |2019-12|227666        |\n",
-      "|cywiki        |2019-12|139174        |\n",
-      "|tgwiki        |2019-12|65694         |\n",
-      "|zh_min_nanwiki|2019-12|59755         |\n",
-      "|bnwiki        |2019-12|55698         |\n",
-      "|elwiki        |2019-12|49604         |\n",
-      "|dewiktionary  |2019-12|47897         |\n",
-      "|urwiki        |2019-12|45793         |\n",
-      "+--------------+-------+--------------+\n",
-      "only showing top 10 rows\n",
+      "+------------+-------+--------------+\n",
+      "|wiki_db     |month  |revision_count|\n",
+      "+------------+-------+--------------+\n",
+      "|kwwiki      |2019-12|1079          |\n",
+      "|kowikiquote |2019-12|146           |\n",
+      "|zuwiktionary|2019-12|135           |\n",
+      "+------------+-------+--------------+\n",
       "\n"
      ]
     }
@@ -335,15 +327,93 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "+------------+-----------+--------------+\n",
+      "|event_entity|event_type |revision_count|\n",
+      "+------------+-----------+--------------+\n",
+      "|revision    |create     |267553        |\n",
+      "|user        |create     |26999         |\n",
+      "|page        |create     |25214         |\n",
+      "|page        |delete     |9842          |\n",
+      "|page        |create-page|9365          |\n",
+      "|user        |rename     |1738          |\n",
+      "|page        |move       |1657          |\n",
+      "|user        |alterblocks|87            |\n",
+      "|page        |restore    |20            |\n",
+      "|user        |altergroups|2             |\n",
+      "+------------+-----------+--------------+\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "mediawiki_history. \\\n",
+    "  where(\"event_user_is_bot_by_historical is not null and event_user_is_bot_by is not null\"). \\\n",
+    "  groupBy(\"wikidb\", \"event_entity\", \"event_type\"). \\\n",
+    "  agg(count(lit(1)).alias(\"revision_count\")). \\\n",
+    "  sort(desc(\"revision_count\")). \\\n",
+    "  show(20, False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "+------------+--------------+\n",
+      "|wiki_db     |revision_count|\n",
+      "+------------+--------------+\n",
+      "|kwwiki      |16625         |\n",
+      "|kowikiquote |6779          |\n",
+      "|zuwiktionary|3595          |\n",
+      "+------------+--------------+\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "mediawiki_history. \\\n",
+    "  where(\"event_entity = 'user' and event_type='create'\"). \\\n",
+    "  selectExpr(\"wiki_db\", \"SUBSTR(event_timestamp, 0, 7) as month\"). \\\n",
+    "  where(\"event_user_is_bot_by_historical is not null and event_user_is_bot_by is not null\"). \\\n",
+    "  groupBy(\"wiki_db\"). \\\n",
+    "  agg(count(lit(1)).alias(\"revision_count\")). \\\n",
+    "  sort(desc(\"revision_count\")). \\\n",
+    "  show(10, False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "None\n"
+     ]
+    }
+   ],
+   "source": [
+    "#df.write.format(\"csv\").save(filepath)\n",
+    "print(bot_user_creation)"
+   ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "base",
    "language": "python",
    "name": "python3"
   },