diff --git a/src/lib/spark-warehouse/bot_isolation.ipynb b/src/lib/spark-warehouse/bot_isolation.ipynb
index ea73875..3c0236d 100644
--- a/src/lib/spark-warehouse/bot_isolation.ipynb
+++ b/src/lib/spark-warehouse/bot_isolation.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -15,7 +15,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -25,16 +25,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
-    "mediawiki_history_path = \"/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/test\""
+    "mediawiki_history_path = \"/data_ext/users/nws8519/mw-repo-lifecycles/wiki_activity_data/yearly_activity_files/\""
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -120,7 +120,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -129,7 +129,7 @@
        "'/usr/lib/jvm/java-11-openjdk-amd64'"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -140,7 +140,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -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",
-      "25/01/10 10:42:38 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n"
+      "25/01/16 12:17:29 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n"
      ]
     }
    ],
@@ -162,7 +162,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -183,7 +183,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -192,7 +192,7 @@
        "<function __main__.toArray(str)>"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -204,7 +204,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -289,32 +289,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "                                                                                \r"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "+------------+-------+--------------+\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"
-     ]
+     "data": {
+      "text/plain": [
+       "'\\nmediawiki_history.   where(\"event_entity = \\'revision\\' and event_type = \\'create\\'\").   selectExpr(\"wiki_db\", \"SUBSTR(event_timestamp, 0, 7) as month\").   where(\"month = \\'2019-12\\'\").   groupBy(\"wiki_db\", \"month\").   agg(count(lit(1)).alias(\"revision_count\")).   sort(desc(\"revision_count\")).   show(10, False)\\n'"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
+    "'''\n",
     "mediawiki_history. \\\n",
     "  where(\"event_entity = 'revision' and event_type = 'create'\"). \\\n",
     "  selectExpr(\"wiki_db\", \"SUBSTR(event_timestamp, 0, 7) as month\"). \\\n",
@@ -322,55 +312,63 @@
     "  groupBy(\"wiki_db\", \"month\"). \\\n",
     "  agg(count(lit(1)).alias(\"revision_count\")). \\\n",
     "  sort(desc(\"revision_count\")). \\\n",
-    "  show(10, False)"
+    "  show(10, False)\n",
+    "'''"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "[Stage 27:===>                                                    (2 + 33) / 35]\r"
+      "ERROR:root:KeyboardInterrupt while sending command.            (64 + 56) / 8283]\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/opt/conda-analytics/lib/python3.10/site-packages/py4j/java_gateway.py\", line 1038, in send_command\n",
+      "    response = connection.send_command(command)\n",
+      "  File \"/opt/conda-analytics/lib/python3.10/site-packages/py4j/clientserver.py\", line 511, in send_command\n",
+      "    answer = smart_decode(self.stream.readline()[:-1])\n",
+      "  File \"/opt/conda-analytics/lib/python3.10/socket.py\", line 717, in readinto\n",
+      "    return self._sock.recv_into(b)\n",
+      "KeyboardInterrupt\n"
      ]
     },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "+------------+----------+------------+\n",
-      "|wiki_db     |day       |action_count|\n",
-      "+------------+----------+------------+\n",
-      "|kwwiki      |2024-11-30|6           |\n",
-      "|kowikiquote |2024-11-29|3           |\n",
-      "|kwwiki      |2024-11-29|17          |\n",
-      "|zuwiktionary|2024-11-29|1           |\n",
-      "|kwwiki      |2024-11-28|38          |\n",
-      "|kowikiquote |2024-11-28|2           |\n",
-      "|kwwiki      |2024-11-27|45          |\n",
-      "|kowikiquote |2024-11-26|2           |\n",
-      "|kwwiki      |2024-11-26|138         |\n",
-      "|zuwiktionary|2024-11-26|1           |\n",
-      "+------------+----------+------------+\n",
-      "only showing top 10 rows\n",
-      "\n"
+     "ename": "KeyboardInterrupt",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[15], line 6\u001b[0m\n\u001b[1;32m      2\u001b[0m activity_count_df \u001b[38;5;241m=\u001b[39m activity_count_df\u001b[38;5;241m.\u001b[39mselectExpr(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mwiki_db\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSUBSTR(event_timestamp, 0, 10) as day\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mevent_entity\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mevent_type\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m      3\u001b[0m activity_count_df \u001b[38;5;241m=\u001b[39m activity_count_df\u001b[38;5;241m.\u001b[39mgroupBy(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mwiki_db\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mday\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mevent_entity\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mevent_type\u001b[39m\u001b[38;5;124m\"\u001b[39m)\u001b[38;5;241m.\u001b[39magg(count(lit(\u001b[38;5;241m1\u001b[39m))\u001b[38;5;241m.\u001b[39malias(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mactivity_count\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[1;32m      4\u001b[0m \u001b[43mactivity_count_df\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m\\\u001b[49m\n\u001b[1;32m      5\u001b[0m \u001b[43m    \u001b[49m\u001b[43msort\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdesc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mday\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m \u001b[49m\u001b[43m\\\u001b[49m\n\u001b[0;32m----> 6\u001b[0m \u001b[43m    \u001b[49m\u001b[43mshow\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m10\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m/opt/conda-analytics/lib/python3.10/site-packages/pyspark/sql/dataframe.py:947\u001b[0m, in \u001b[0;36mDataFrame.show\u001b[0;34m(self, n, truncate, vertical)\u001b[0m\n\u001b[1;32m    887\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mshow\u001b[39m(\u001b[38;5;28mself\u001b[39m, n: \u001b[38;5;28mint\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m20\u001b[39m, truncate: Union[\u001b[38;5;28mbool\u001b[39m, \u001b[38;5;28mint\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m, vertical: \u001b[38;5;28mbool\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    888\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"Prints the first ``n`` rows to the console.\u001b[39;00m\n\u001b[1;32m    889\u001b[0m \n\u001b[1;32m    890\u001b[0m \u001b[38;5;124;03m    .. versionadded:: 1.3.0\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    945\u001b[0m \u001b[38;5;124;03m    name | Bob\u001b[39;00m\n\u001b[1;32m    946\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 947\u001b[0m     \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_show_string\u001b[49m\u001b[43m(\u001b[49m\u001b[43mn\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtruncate\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvertical\u001b[49m\u001b[43m)\u001b[49m)\n",
+      "File \u001b[0;32m/opt/conda-analytics/lib/python3.10/site-packages/pyspark/sql/dataframe.py:978\u001b[0m, in \u001b[0;36mDataFrame._show_string\u001b[0;34m(self, n, truncate, vertical)\u001b[0m\n\u001b[1;32m    969\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m:\n\u001b[1;32m    970\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m PySparkTypeError(\n\u001b[1;32m    971\u001b[0m         error_class\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNOT_BOOL\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m    972\u001b[0m         message_parameters\u001b[38;5;241m=\u001b[39m{\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    975\u001b[0m         },\n\u001b[1;32m    976\u001b[0m     )\n\u001b[0;32m--> 978\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_jdf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mshowString\u001b[49m\u001b[43m(\u001b[49m\u001b[43mn\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mint_truncate\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvertical\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m/opt/conda-analytics/lib/python3.10/site-packages/py4j/java_gateway.py:1321\u001b[0m, in \u001b[0;36mJavaMember.__call__\u001b[0;34m(self, *args)\u001b[0m\n\u001b[1;32m   1314\u001b[0m args_command, temp_args \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_build_args(\u001b[38;5;241m*\u001b[39margs)\n\u001b[1;32m   1316\u001b[0m command \u001b[38;5;241m=\u001b[39m proto\u001b[38;5;241m.\u001b[39mCALL_COMMAND_NAME \u001b[38;5;241m+\u001b[39m\\\n\u001b[1;32m   1317\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcommand_header \u001b[38;5;241m+\u001b[39m\\\n\u001b[1;32m   1318\u001b[0m     args_command \u001b[38;5;241m+\u001b[39m\\\n\u001b[1;32m   1319\u001b[0m     proto\u001b[38;5;241m.\u001b[39mEND_COMMAND_PART\n\u001b[0;32m-> 1321\u001b[0m answer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgateway_client\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend_command\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcommand\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1322\u001b[0m return_value \u001b[38;5;241m=\u001b[39m get_return_value(\n\u001b[1;32m   1323\u001b[0m     answer, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgateway_client, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtarget_id, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mname)\n\u001b[1;32m   1325\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m temp_arg \u001b[38;5;129;01min\u001b[39;00m temp_args:\n",
+      "File \u001b[0;32m/opt/conda-analytics/lib/python3.10/site-packages/py4j/java_gateway.py:1038\u001b[0m, in \u001b[0;36mGatewayClient.send_command\u001b[0;34m(self, command, retry, binary)\u001b[0m\n\u001b[1;32m   1036\u001b[0m connection \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_connection()\n\u001b[1;32m   1037\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 1038\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[43mconnection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend_command\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcommand\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1039\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m binary:\n\u001b[1;32m   1040\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m response, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_create_connection_guard(connection)\n",
+      "File \u001b[0;32m/opt/conda-analytics/lib/python3.10/site-packages/py4j/clientserver.py:511\u001b[0m, in \u001b[0;36mClientServerConnection.send_command\u001b[0;34m(self, command)\u001b[0m\n\u001b[1;32m    509\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    510\u001b[0m     \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m--> 511\u001b[0m         answer \u001b[38;5;241m=\u001b[39m smart_decode(\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreadline\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m[:\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m])\n\u001b[1;32m    512\u001b[0m         logger\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAnswer received: \u001b[39m\u001b[38;5;132;01m{0}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mformat(answer))\n\u001b[1;32m    513\u001b[0m         \u001b[38;5;66;03m# Happens when a the other end is dead. There might be an empty\u001b[39;00m\n\u001b[1;32m    514\u001b[0m         \u001b[38;5;66;03m# answer before the socket raises an error.\u001b[39;00m\n",
+      "File \u001b[0;32m/opt/conda-analytics/lib/python3.10/socket.py:717\u001b[0m, in \u001b[0;36mSocketIO.readinto\u001b[0;34m(self, b)\u001b[0m\n\u001b[1;32m    715\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[1;32m    716\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 717\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_sock\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrecv_into\u001b[49m\u001b[43m(\u001b[49m\u001b[43mb\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    718\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m timeout:\n\u001b[1;32m    719\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_timeout_occurred \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n",
+      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "                                                                                \r"
+      "25/01/16 12:21:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
+      "25/01/16 12:21:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
+      "25/01/16 12:21:37 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
+      "25/01/16 12:21:37 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
+      "[Stage 0:==>                                                  (397 + 56) / 8283]\r"
      ]
     }
    ],
    "source": [
     "activity_count_df = mediawiki_history.where(\"event_user_is_bot_by_historical is not null and event_user_is_bot_by is not null\")\n",
-    "activity_count_df = activity_count_df.selectExpr(\"wiki_db\", \"SUBSTR(event_timestamp, 0, 10) as day\")\n",
-    "activity_count_df = activity_count_df.groupBy(\"wiki_db\", \"day\", \"event_\" \"event_type\").agg(count(lit(1)).alias(\"activity_count\"))\n",
+    "activity_count_df = activity_count_df.selectExpr(\"wiki_db\", \"SUBSTR(event_timestamp, 0, 10) as day\", \"event_entity\", \"event_type\")\n",
+    "activity_count_df = activity_count_df.groupBy(\"wiki_db\", \"day\", \"event_entity\", \"event_type\").agg(count(lit(1)).alias(\"activity_count\"))\n",
     "activity_count_df.\\\n",
     "    sort(desc(\"day\")). \\\n",
     "    show(10, False)"
@@ -397,6 +395,7 @@
     }
    ],
    "source": [
+    "'''\n",
     "filtered_df = mediawiki_history. \\\n",
     "  where(\"event_entity = 'user' and event_type='create'\"). \\\n",
     "  drop(\"event_user_blocks_historical\") .\\\n",
@@ -405,7 +404,8 @@
     "  groupBy(\"wiki_db\"). \\\n",
     "  agg(count(lit(1)).alias(\"revision_count\")). \\\n",
     "  sort(desc(\"revision_count\")). \\\n",
-    "  show(10, False)"
+    "  show(10, False)\n",
+    "'''"
    ]
   },
   {
@@ -430,7 +430,7 @@
     }
    ],
    "source": [
-    "filtered_df.write.format(\"csv\").save(\"test.csv\")"
+    "activity_count_df.write.format(\"csv\").save(\"011625_dab_yearly.csv\")"
    ]
   }
  ],
diff --git a/src/lib/spark-warehouse/bot_isolation.py b/src/lib/spark-warehouse/bot_isolation.py
new file mode 100644
index 0000000..648d82d
--- /dev/null
+++ b/src/lib/spark-warehouse/bot_isolation.py
@@ -0,0 +1,200 @@
+import re
+import os
+from pyspark.sql.types import StructType, StructField, StringType, LongType, BooleanType, IntegerType, ArrayType
+from pyspark.sql.functions import count, lit, desc
+from pyspark.sql import SparkSession
+
+os.environ['JAVA_HOME'] = "/usr/lib/jvm/java-11-openjdk-amd64"
+os.environ['JRE_HOME'] = "/usr/lib/jvm/java-11-openjdk-amd64/jre"
+
+# Unescaping and array-splitting UDFs
+def unescape(str):
+    if (str is None):
+        return None
+    else:
+        return str.replace("\\n", "\n").replace("\\r", "\r").replace("\\t", "\t")
+# The comma splitter applies a negative lookahead for \ to prevent splitting escaped commas
+def toArray(str):
+    if (str is None):
+        return []
+    else:
+        return [s.strip().replace("\\,", ",") for s in re.split("(?<!\\\\),", unescape(str))]
+
+
+if __name__ == "__main__":
+
+    mediawiki_history_path = "/data_ext/users/nws8519/mw-repo-lifecycles/wiki_activity_data/yearly_activity_files/"
+
+    # Note: string unescaping and array conversion is done later
+    mediawiki_history_schema = StructType([
+
+        StructField("wiki_db", StringType(), nullable = False),
+        StructField("event_entity", StringType(), nullable = False),
+        StructField("event_type", StringType(), nullable = False),
+        StructField("event_timestamp", StringType(), nullable = True),
+        StructField("event_comment_escaped", StringType(), nullable = True),
+
+        StructField("event_user_id", LongType(), nullable = True),
+        StructField("event_user_text_historical_escaped", StringType(), nullable = True),
+        StructField("event_user_text_escaped", StringType(), nullable = True),
+        StructField("event_user_blocks_historical_string", StringType(), nullable = True),
+        StructField("event_user_blocks_string", StringType(), nullable = True),
+        StructField("event_user_groups_historical_string", StringType(), nullable = True),
+        StructField("event_user_groups_string", StringType(), nullable = True),
+        StructField("event_user_is_bot_by_historical_string", StringType(), nullable = True),
+        StructField("event_user_is_bot_by_string", StringType(), nullable = True),
+        StructField("event_user_is_created_by_self", BooleanType(), nullable = True),
+        StructField("event_user_is_created_by_system", BooleanType(), nullable = True),
+        StructField("event_user_is_created_by_peer", BooleanType(), nullable = True),
+        StructField("event_user_is_anonymous", BooleanType(), nullable = True),
+        StructField("event_user_registration_timestamp", StringType(), nullable = True),
+        StructField("event_user_creation_timestamp", StringType(), nullable = True),
+        StructField("event_user_first_edit_timestamp", StringType(), nullable = True),
+        StructField("event_user_revision_count", LongType(), nullable = True),
+        StructField("event_user_seconds_since_previous_revision", LongType(), nullable = True),
+
+        StructField("page_id", LongType(), nullable = True),
+        StructField("page_title_historical_escaped", StringType(), nullable = True),
+        StructField("page_title_escaped", StringType(), nullable = True),
+        StructField("page_namespace_historical", IntegerType(), nullable = True),
+        StructField("page_namespace_is_content_historical", BooleanType(), nullable = True),
+        StructField("page_namespace", IntegerType(), nullable = True),
+        StructField("page_namespace_is_content", BooleanType(), nullable = True),
+        StructField("page_is_redirect", BooleanType(), nullable = True),
+        StructField("page_is_deleted", BooleanType(), nullable = True),
+        StructField("page_creation_timestamp", StringType(), nullable = True),
+        StructField("page_first_edit_timestamp", StringType(), nullable = True),
+        StructField("page_revision_count", LongType(), nullable = True),
+        StructField("page_seconds_since_previous_revision", LongType(), nullable = True),
+
+        StructField("user_id", LongType(), nullable = True),
+        StructField("user_text_historical_escaped",  StringType(), nullable = True),
+        StructField("user_text_escaped", StringType(), nullable = True),
+        StructField("user_blocks_historical_string", StringType(), nullable = True),
+        StructField("user_blocks_string", StringType(), nullable = True),
+        StructField("user_groups_historical_string", StringType(), nullable = True),
+        StructField("user_groups_string", StringType(), nullable = True),
+        StructField("user_is_bot_by_historical_string", StringType(), nullable = True),
+        StructField("user_is_bot_by_string", StringType(), nullable = True),
+        StructField("user_is_created_by_self", BooleanType(), nullable = True),
+        StructField("user_is_created_by_system", BooleanType(), nullable = True),
+        StructField("user_is_created_by_peer", BooleanType(), nullable = True),
+        StructField("user_is_anonymous", BooleanType(), nullable = True),
+        StructField("user_registration_timestamp", StringType(), nullable = True),
+        StructField("user_creation_timestamp", StringType(), nullable = True),
+        StructField("user_first_edit_timestamp", StringType(), nullable = True),
+
+        StructField("revision_id", LongType(), nullable = True),
+        StructField("revision_parent_id", LongType(), nullable = True),
+        StructField("revision_minor_edit", BooleanType(), nullable = True),
+        StructField("revision_deleted_parts_string", StringType(), nullable = True),
+        StructField("revision_deleted_parts_are_suppressed", BooleanType(), nullable = True),
+        StructField("revision_text_bytes", LongType(), nullable = True),
+        StructField("revision_text_bytes_diff", LongType(), nullable = True),
+        StructField("revision_text_sha1", StringType(), nullable = True),
+        StructField("revision_content_model", StringType(), nullable = True),
+        StructField("revision_content_format", StringType(), nullable = True),
+        StructField("revision_is_deleted_by_page_deletion", BooleanType(), nullable = True),
+        StructField("revision_deleted_by_page_deletion_timestamp", StringType(), nullable = True),
+        StructField("revision_is_identity_reverted", BooleanType(), nullable = True),
+        StructField("revision_first_identity_reverting_revision_id", LongType(), nullable = True),
+        StructField("revision_seconds_to_identity_revert", LongType(), nullable = True),
+        StructField("revision_is_identity_revert", BooleanType(), nullable = True),
+        StructField("revision_is_from_before_page_creation", BooleanType(), nullable = True),
+        StructField("revision_tags_string", StringType(), nullable = True)
+    ])
+
+    spark = SparkSession.builder.appName('activityData').config("spark.driver.extraJavaOptions", "-Djava.home=/usr/lib/jvm/java-11-openjdk-amd64").getOrCreate()
+
+    # Note: It's important to set .option("quote", "") to prevent spark to automaticallu use double-quotes to quote text
+    mediawiki_history_raw = spark.read.option("delimiter", "\t").option("quote", "").schema(mediawiki_history_schema).csv(mediawiki_history_path)
+
+    spark.udf.register("unescape", unescape, StringType())
+    spark.udf.register("to_array", toArray, ArrayType(StringType(), False))
+
+    mediawiki_history = mediawiki_history_raw.selectExpr(
+    
+    "wiki_db",
+    "event_entity",
+    "event_type",
+    "event_timestamp",
+    "unescape(event_comment_escaped) AS event_comment",
+    
+    "event_user_id",
+    "unescape(event_user_text_historical_escaped) AS event_user_text_historical",
+    "unescape(event_user_text_escaped) AS event_user_text",
+    "to_array(event_user_blocks_historical_string) AS event_user_blocks_historical",
+    "to_array(event_user_blocks_string) AS event_user_blocks",
+    "to_array(event_user_groups_historical_string) AS event_user_groups_historical",
+    "to_array(event_user_groups_string) AS event_user_groups",
+    "to_array(event_user_is_bot_by_historical_string) AS event_user_is_bot_by_historical",
+    "to_array(event_user_is_bot_by_string) AS event_user_is_bot_by",
+    "event_user_is_created_by_self",
+    "event_user_is_created_by_system",
+    "event_user_is_created_by_peer",
+    "event_user_is_anonymous",
+    "event_user_registration_timestamp",
+    "event_user_creation_timestamp",
+    "event_user_first_edit_timestamp",
+    "event_user_revision_count",
+    "event_user_seconds_since_previous_revision",
+    
+    "page_id",
+    "unescape(page_title_historical_escaped) AS page_title_historical",
+    "unescape(page_title_escaped) AS page_title",
+    "page_namespace_historical",
+    "page_namespace_is_content_historical",
+    "page_namespace",
+    "page_namespace_is_content",
+    "page_is_redirect",
+    "page_is_deleted",
+    "page_creation_timestamp",
+    "page_first_edit_timestamp",
+    "page_revision_count",
+    "page_seconds_since_previous_revision",
+    
+    "user_id",
+    "unescape(user_text_historical_escaped) AS user_text_historical",
+    "unescape(user_text_escaped) AS user_text",
+    "to_array(user_blocks_historical_string) AS user_blocks_historical",
+    "to_array(user_blocks_string) AS user_blocks",
+    "to_array(user_groups_historical_string) AS user_groups_historical",
+    "to_array(user_groups_string) AS user_groups",
+    "to_array(user_is_bot_by_historical_string) AS user_is_bot_by_historical",
+    "to_array(user_is_bot_by_string) AS user_is_bot_by",
+    "user_is_created_by_self",
+    "user_is_created_by_system",
+    "user_is_created_by_peer",
+    "user_is_anonymous",
+    "user_registration_timestamp",
+    "user_creation_timestamp",
+    "user_first_edit_timestamp",
+    
+    "revision_id",
+    "revision_parent_id",
+    "revision_minor_edit",
+    "to_array(revision_deleted_parts_string) AS revision_deleted_parts",
+    "revision_deleted_parts_are_suppressed",
+    "revision_text_bytes",
+    "revision_text_bytes_diff",
+    "revision_text_sha1",
+    "revision_content_model",
+    "revision_content_format",
+    "revision_is_deleted_by_page_deletion",
+    "revision_deleted_by_page_deletion_timestamp",
+    "revision_is_identity_reverted",
+    "revision_first_identity_reverting_revision_id",
+    "revision_seconds_to_identity_revert",
+    "revision_is_identity_revert",
+    "revision_is_from_before_page_creation",
+    "to_array(revision_tags_string) AS revision_tags"
+    )
+
+    activity_count_df = mediawiki_history.where("event_user_is_bot_by_historical is not null and event_user_is_bot_by is not null")
+    activity_count_df = activity_count_df.selectExpr("wiki_db", "SUBSTR(event_timestamp, 0, 10) as day", "event_entity", "event_type")
+    activity_count_df = activity_count_df.groupBy("wiki_db", "day", "event_entity", "event_type").agg(count(lit(1)).alias("activity_count"))
+    activity_count_df.\
+        sort(desc("day")). \
+        show(10, False)
+
+    activity_count_df.write.format("csv").save("011625_dab_yearly.csv")
\ No newline at end of file
diff --git a/src/lib/spark-warehouse/pandas_bot_isolation.ipynb b/src/lib/spark-warehouse/pandas_bot_isolation.ipynb
deleted file mode 100644
index 583decc..0000000
--- a/src/lib/spark-warehouse/pandas_bot_isolation.ipynb
+++ /dev/null
@@ -1,1771 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import bz2\n",
-    "import csv\n",
-    "import pathlib\n",
-    "import tempfile\n",
-    "\n",
-    "import pandas as pd\n",
-    "\n",
-    "#import matplotlib.pyplot as plt\n",
-    "\n",
-    "#https://wikitech.wikimedia.org/wiki/Data_Platform/Data_Lake/Edits/Mediawiki_history_dumps/Python_Pandas_examples"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.aawiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.aawikibooks.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.aawiktionary.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.abwiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.abwiktionary.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.acewiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.adywiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.aewikimedia.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.afwiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.afwikibooks.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.afwikiquote.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.afwiktionary.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.akwiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.akwikibooks.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.akwiktionary.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.alswiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.altwiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.amiwiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.amwiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.amwikimedia.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.amwikiquote.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.amwiktionary.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.angwiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.angwikibooks.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.angwikiquote.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.angwikisource.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.angwiktionary.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.anpwiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.anwiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.anwiktionary.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.arcwiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.arwikibooks.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.arwikimedia.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.arwikinews.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.arwikiquote.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.arwikisource.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.arwikiversity.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.arwiktionary.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.arywiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.arzwiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.astwiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.astwikibooks.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.astwikiquote.all-time.tsv'),\n",
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-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.wowikiquote.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.wowiktionary.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.wuuwiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.xalwiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.xhwiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.xhwikibooks.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.xhwiktionary.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.xmfwiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.yiwiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.yiwikisource.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.yiwiktionary.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.yowiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.yowikibooks.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.yowiktionary.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.yuewiktionary.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zawiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zawikibooks.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zawikiquote.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zawiktionary.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zeawiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zghwiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zh_classicalwiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zh_min_nanwiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zh_min_nanwikibooks.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zh_min_nanwikiquote.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zh_min_nanwikisource.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zh_min_nanwiktionary.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zh_yuewiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zhwikibooks.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zhwikinews.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zhwikiquote.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zhwikisource.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zhwikiversity.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zhwikivoyage.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zhwiktionary.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zuwiki.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zuwikibooks.all-time.tsv'),\n",
-       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zuwiktionary.all-time.tsv')]"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_dir = pathlib.Path(\"/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files\")\n",
-    "csv_files = sorted([f for f in data_dir.glob(\"*tsv\")])\n",
-    "csv_files"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Created temporary directory at /tmp/mwhd-pandas.js1u9wkd\n"
-     ]
-    }
-   ],
-   "source": [
-    "tmpdir = tempfile.TemporaryDirectory(prefix=\"mwhd-pandas.\")\n",
-    "tmpdir_path = pathlib.Path(tmpdir.name)\n",
-    "print(f\"Created temporary directory at {tmpdir_path}\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "#load in csv fields\\\n",
-    "fields_file = pathlib.Path(\"activity_schema.csv\")\n",
-    "\n",
-    "CSV_FIELDS = []\n",
-    "CSV_FIELDS_META = {}\n",
-    "with fields_file.open(\"r\") as infile:\n",
-    "    reader = csv.reader(infile, delimiter=\",\")\n",
-    "\n",
-    "    # skip header\n",
-    "    next(reader)\n",
-    "\n",
-    "    for line in reader:\n",
-    "        fclass = line[0]\n",
-    "        fname = line[1]\n",
-    "        dtype = line[2]\n",
-    "        comment = line[3]\n",
-    "\n",
-    "        CSV_FIELDS.append(fname)\n",
-    "\n",
-    "        if dtype == \"int\":\n",
-    "            dtype = \"Int64\"\n",
-    "        elif dtype == \"bigint\":\n",
-    "            dtype = \"Int64\"\n",
-    "        elif dtype == \"array<string>\":\n",
-    "            dtype = \"object\"\n",
-    "\n",
-    "        if \"timestamp\" in fname:\n",
-    "            dtype = \"object\"\n",
-    "\n",
-    "        CSV_FIELDS_META[fname] = {\"class\": fclass, \"dtype\": dtype, \"comment\": comment}"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "id\tfield                                                       \tdtype\n",
-      "----\t------------------------------------------------------------\t------\n",
-      "1\twiki_db                                                     \tstring\n",
-      "2\tevent_entity                                                \tstring\n",
-      "3\tevent_type                                                  \tstring\n",
-      "4\tevent_timestamp                                             \tobject\n",
-      "5\tevent_comment                                               \tstring\n",
-      "6\tevent_user_id                                               \tInt64\n",
-      "7\tevent_user_text_historical                                  \tstring\n",
-      "8\tevent_user_text                                             \tstring\n",
-      "9\tevent_user_blocks_historical                                \tobject\n",
-      "10\tevent_user_blocks                                           \tobject\n",
-      "11\tevent_user_groups_historical                                \tobject\n",
-      "12\tevent_user_groups                                           \tobject\n",
-      "13\tevent_user_is_bot_by_historical                             \tobject\n",
-      "14\tevent_user_is_bot_by                                        \tobject\n",
-      "15\tevent_user_is_created_by_self                               \tboolean\n",
-      "16\tevent_user_is_created_by_system                             \tboolean\n",
-      "17\tevent_user_is_created_by_peer                               \tboolean\n",
-      "18\tevent_user_is_anonymous                                     \tboolean\n",
-      "19\tevent_user_is_temporary                                     \tboolean\n",
-      "20\tevent_user_is_permanent                                     \tboolean\n",
-      "21\tevent_user_registration_timestamp                           \tobject\n",
-      "22\tevent_user_creation_timestamp                               \tobject\n",
-      "23\tevent_user_first_edit_timestamp                             \tobject\n",
-      "24\tevent_user_revision_count                                   \tInt64\n",
-      "25\tevent_user_seconds_since_previous_revision                  \tInt64\n",
-      "26\tpage_id                                                     \tInt64\n",
-      "27\tpage_title_historical                                       \tstring\n",
-      "28\tpage_title                                                  \tstring\n",
-      "29\tpage_namespace_historical                                   \tInt64\n",
-      "30\tpage_namespace_is_content_historical                        \tboolean\n",
-      "31\tpage_namespace                                              \tInt64\n",
-      "32\tpage_namespace_is_content                                   \tboolean\n",
-      "33\tpage_is_redirect                                            \tboolean\n",
-      "34\tpage_is_deleted                                             \tboolean\n",
-      "35\tpage_creation_timestamp                                     \tobject\n",
-      "36\tpage_first_edit_timestamp                                   \tobject\n",
-      "37\tpage_revision_count                                         \tInt64\n",
-      "38\tpage_seconds_since_previous_revision                        \tInt64\n",
-      "39\tuser_id                                                     \tInt64\n",
-      "40\tuser_text_historical                                        \tstring\n",
-      "41\tuser_text                                                   \tstring\n",
-      "42\tuser_blocks_historical                                      \tobject\n",
-      "43\tuser_blocks                                                 \tobject\n",
-      "44\tuser_groups_historical                                      \tobject\n",
-      "45\tuser_groups                                                 \tobject\n",
-      "46\tuser_is_bot_by_historical                                   \tobject\n",
-      "47\tuser_is_bot_by                                              \tobject\n",
-      "48\tuser_is_created_by_self                                     \tboolean\n",
-      "49\tuser_is_created_by_system                                   \tboolean\n",
-      "50\tuser_is_created_by_peer                                     \tboolean\n",
-      "51\tuser_is_anonymous                                           \tboolean\n",
-      "52\tuser_is_temporary                                           \tboolean\n",
-      "53\tuser_is_permanent                                           \tboolean\n",
-      "54\tuser_registration_timestamp                                 \tobject\n",
-      "55\tuser_creation_timestamp                                     \tobject\n",
-      "56\tuser_first_edit_timestamp                                   \tobject\n",
-      "57\trevision_id                                                 \tInt64\n",
-      "58\trevision_parent_id                                          \tInt64\n",
-      "59\trevision_minor_edit                                         \tboolean\n",
-      "60\trevision_deleted_parts                                      \tobject\n",
-      "61\trevision_deleted_parts_are_suppressed                       \tboolean\n",
-      "62\trevision_text_bytes                                         \tInt64\n",
-      "63\trevision_text_bytes_diff                                    \tInt64\n",
-      "64\trevision_text_sha1                                          \tstring\n",
-      "65\trevision_content_model                                      \tstring\n",
-      "66\trevision_content_format                                     \tstring\n",
-      "67\trevision_is_deleted_by_page_deletion                        \tboolean\n",
-      "68\trevision_deleted_by_page_deletion_timestamp                 \tobject\n",
-      "69\trevision_is_identity_reverted                               \tboolean\n",
-      "70\trevision_first_identity_reverting_revision_id               \tInt64\n",
-      "71\trevision_seconds_to_identity_revert                         \tInt64\n",
-      "72\trevision_is_identity_revert                                 \tboolean\n",
-      "73\trevision_is_from_before_page_creation                       \tboolean\n",
-      "74\trevision_tags                                               \tobject\n",
-      "id\tfield                                                       \tdtype\n",
-      "----\t------------------------------------------------------------\t------\n",
-      "4\tevent_timestamp                                             \tobject\n",
-      "21\tevent_user_registration_timestamp                           \tobject\n",
-      "22\tevent_user_creation_timestamp                               \tobject\n",
-      "23\tevent_user_first_edit_timestamp                             \tobject\n",
-      "35\tpage_creation_timestamp                                     \tobject\n",
-      "36\tpage_first_edit_timestamp                                   \tobject\n",
-      "54\tuser_registration_timestamp                                 \tobject\n",
-      "55\tuser_creation_timestamp                                     \tobject\n",
-      "56\tuser_first_edit_timestamp                                   \tobject\n",
-      "68\trevision_deleted_by_page_deletion_timestamp                 \tobject\n"
-     ]
-    }
-   ],
-   "source": [
-    "# +\n",
-    "maxl = 60\n",
-    "\n",
-    "print(f\"id\\t{'field': <{maxl}}\\tdtype\")\n",
-    "print(\"----\\t\" + \"-\" * maxl + \"\\t\" + \"------\")\n",
-    "for id, field in enumerate(CSV_FIELDS, start=1):\n",
-    "    print(f\"{id}\\t{field: <{maxl}}\\t{CSV_FIELDS_META[field]['dtype']}\")\n",
-    "\n",
-    "# +\n",
-    "timestamp_fields = [\n",
-    "    (id, field) for id, field in enumerate(CSV_FIELDS, start=1) if \"timestamp\" in field\n",
-    "]\n",
-    "\n",
-    "print(f\"id\\t{'field': <{maxl}}\\tdtype\")\n",
-    "print(\"----\\t\" + \"-\" * maxl + \"\\t\" + \"------\")\n",
-    "for id, field in timestamp_fields:\n",
-    "    print(f\"{id}\\t{field: <{maxl}}\\t{CSV_FIELDS_META[field]['dtype']}\")\n",
-    "\n",
-    "# +"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,39,40,41,42,43,44,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,17,39,40,42,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (14,15,16,17,27,29,31,37,38,41,42,43,44,45,46,47,48,49,50,51) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,14,15,16,17,18,19,39,40,41,42,43,44,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,41,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,12,13,14,15,16,17,39,40,41,42,43,44,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,11,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,12,13,17,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,12,13,17,42,43,44,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,14,15,16,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,11,17,19,39,40,41,42,50,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,12,19,39,40,41,42,43,44,50,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (17,42) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,14,15,16,17,27,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (41,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,14,15,16,17,19,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (4,8,9,10,11,12,13,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,10,14,15,16,17,39,41,42,43,44,51,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,18,19,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,11,12,13,14,15,16,17,27,29,31,37,38,39,40,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,42,43,44,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (17,42,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (12,13,14,15,16,17,42,43,44,51,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,39,42,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,11,12,13,14,15,16,17,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,17,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,42,51,63) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,39,40,42) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (4,8,9,10,12,13,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,59,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,13,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,17,39,40,41,42,43,44,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,11,14,15,16,17,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,12,13,14,15,16,17,27,29,30,31,37,38,42,43,44,45,46,47,48,49,50,51,54,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,14,15,16,17,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,12,13,17,42,43,44,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (17,42) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,17,39,42) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,12,13,17,39,42,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,17,19,39,40,41,42,43,44,49,50,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,12,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,18,19,20,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,41,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,39,40,41,42,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,11,12,13,14,15,16,17,39,40,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,12,14,15,16,17,39,40,41,42,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,17,39,41,42,43,44) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,39,40,41,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,11,17,39,40,41,42,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,19,39,40,41,42,43,44,49,50,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,41,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,14,15,16,17,18,19,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,11,17,41,42,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (42) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,14,15,16,17,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,17,39,40,41,42,43,44,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,12,17,41,42,43,44,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,11,12,13,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,17,39,41,42,43,44,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,13,14,15,16,17,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,11,12,13,14,15,16,17,27,29,31,37,38,39,40,42,43,44,45,46,47,48,49,50,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,39,40,41,42,43,44,49,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,12,13,14,15,16,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (12,13,14,15,16,17,27,29,30,31,37,38,42,43,44,45,46,47,48,49,50,51,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,11,12,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,14,15,16,17,18,19,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,41,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (12,43,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,12,17,39,40,41,42,43,44,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (17) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (12,13,17,42,43,44,63) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,11,17,39,40,42,43,44,50,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,11,14,15,16,17,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,17,39,40,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,14,15,16,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (4,8,9,10,11,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,59,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (4,9,11,30,39,40,42,51,54,56,59,62,63,64,67,68) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (4,8,9,10,11,12,13,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,59,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,14,15,16,17,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,12,13,17,41,42,43,44) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,17,39,40,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,11,12,14,15,16,17,39,40,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,11,17,39,40,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,19,39,40,41,42,50,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,41,42,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,12,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (17) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (4,8,9,10,12,13,14,15,16,17,19,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,59,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,14,15,16,17,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,14,15,16,17,18,19,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,40,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,12,13,14,15,16,17,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,11,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,12,17,41,42,43,44,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,11,12,17,39,40,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,14,15,16,17,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,13,17,18,19,39,40,41,42,43,44,49,50,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,17,18,19,39,40,41,42,43,44,49,50,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,13,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,39,40,41,42,43,44,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,14,15,16,17,18,19,27,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,13,14,15,16,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,17,42,43,44,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,11,39,40,42,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,17,39,40,41,42,43,44,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (4,11,12,13,17,30,39,42,43,44,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,41,42,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,12,13,14,15,16,17,39,40,43,44,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,17,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,17,41) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,11,13,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,39,40,41,42,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,12,39,40,42,43,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,39,40,41,42,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,18,19,20,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,13,14,15,16,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,13,14,15,16,17,18,19,39,40,41,42,43,44,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,18,19,20,27,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,13,14,15,16,17,18,19,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (12,41,43,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,14,15,16,17,39,40,41,42,43,44,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,12,17,39,40,41,42,43,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,12,14,15,16,17,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,17,42,43,44,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,10,11,14,15,16,17,27,29,30,31,37,38,39,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,13,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,17,19,39,40,41,42,43,44,50,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,17,19,39,40,41,42,43,44,50,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,18,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,19,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,17,18,19,39,40,41,42,43,44,49,50,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,14,15,16,17,27,29,30,31,37,38,39,40,42,43,44,45,46,47,48,49,50,51,54,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,11,12,13,14,15,16,17,18,19,20,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,14,15,16,17,19,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (17,42,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,12,17,42,43,44,63) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,11,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,41,42) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,12,17,39,40,41,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,39,40,41,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,12,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,12,14,15,16,17,39,40,42,43,44,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,13,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,12,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,12,13,17,39,40,41,42,43,44,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,11,39,40,42,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,11,12,13,14,15,16,17,18,19,20,27,29,31,37,38,41,42,43,44,45,46,47,48,49,50,51,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,18,19,20,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,11,14,15,16,17,27,29,30,31,37,38,39,40,42,43,44,45,46,47,48,49,50,51,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (17,42) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,13,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,17,19,39,40,41,42,49,50,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (42,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,12,39,40,41,42,43,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,12,17,39,40,41,42,43,44,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,14,15,16,17,19,39,40,41,42,43,44,49,50,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,11,12,14,15,16,17,27,37,38,39,40,42,43,44,45,46,47,48,49,50,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,11,39,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,49,50,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,17,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,17,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,12,14,15,16,17,39,40,41,42,43,44,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,14,15,16,17,18,19,27,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,17,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,41,42,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,18,19,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,12,13,17,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,17,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,17,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (12,13,17,42,43,44,51,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,17,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (14,15,16,17,42,43,44,63) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (17,42) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,42) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,12,17,39,40,42,43,44,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,19,39,40,42,50,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,17,42,43,44) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (12,13,17,42,43,44,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (13,17,42,43,44,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,17,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,17,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,12,13,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n",
-      "/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  tmpdf = pd.read_csv(\n"
-     ]
-    },
-    {
-     "ename": "",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31mThe Kernel crashed while executing code in the current cell or a previous cell. \n",
-      "\u001b[1;31mPlease review the code in the cell(s) to identify a possible cause of the failure. \n",
-      "\u001b[1;31mClick <a href='https://aka.ms/vscodeJupyterKernelCrash'>here</a> for more info. \n",
-      "\u001b[1;31mView Jupyter <a href='command:jupyter.viewOutput'>log</a> for further details."
-     ]
-    }
-   ],
-   "source": [
-    "df_list = []\n",
-    "\n",
-    "for file in csv_files:\n",
-    "    tmpdf = pd.read_csv(\n",
-    "        file,\n",
-    "        delimiter=\"\\t\",\n",
-    "        encoding=\"utf-8\",\n",
-    "        quotechar='\"',\n",
-    "        quoting=csv.QUOTE_NONE,\n",
-    "        doublequote=False,\n",
-    "        header=None,\n",
-    "        names=CSV_FIELDS,\n",
-    "        #dtype={field: CSV_FIELDS_META[field][\"dtype\"] for field in CSV_FIELDS},\n",
-    "        #date_format={\n",
-    "        #    field: \"%Y-%m-%d %H:%M:%S.%f\"\n",
-    "        #    for field in CSV_FIELDS\n",
-    "        #    if \"timestamp\" in field\n",
-    "        #},\n",
-    "    )\n",
-    "    df_list.append(tmpdf)\n",
-    "\n",
-    "df = pd.concat(df_list)\n",
-    "df.head()\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "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": "3.10.15"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}