diff --git a/src/helper_scripts/decompression_script.py b/src/helper_scripts/decompression_script.py
index 24d30ed..d83c2ef 100644
--- a/src/helper_scripts/decompression_script.py
+++ b/src/helper_scripts/decompression_script.py
@@ -3,7 +3,7 @@ import bz2
 import shutil
 import os
 
-FILE_LOC_PREFIX = "/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files"
+FILE_LOC_PREFIX = "/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/yearly_activity_files/"
 
 def decompress(filepath):
     decompressed_filepath = filepath[:-4]
diff --git a/src/helper_scripts/dump_collector.py b/src/helper_scripts/dump_collector.py
index 85f0a87..955258e 100644
--- a/src/helper_scripts/dump_collector.py
+++ b/src/helper_scripts/dump_collector.py
@@ -192,9 +192,10 @@ ALL_PROJECTS = [
 DUMP = "2024-11"
 test_url = f"https://dumps.wikimedia.org/other/mediawiki_history/{DUMP}/aawiki/{DUMP}.aawiki.all-time.tsv.bz2"
 DUMP_LOC_PREFIX = f"https://dumps.wikimedia.org/other/mediawiki_history/{DUMP}/"
-FILE_LOC_PREFIX = "/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/compressed_yearly_activity_files/"
+FILE_LOC_PREFIX = "/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/compressed_monthly_activity_files/"
 
 YEARS = ['2010', '2011', '2012', '2013', '2014', '2015', '2016', '2017', '2018', '2019', '2020', '2021', '2022', '2023', '2024']
+MONTHS = ['01', '02', '03', '04', '05', '06', '07', '08', '09', '10', '11', '12']
 
 def download_file(url):
     print(f"Try to get {url}")
@@ -209,14 +210,18 @@ def download_file(url):
     print(f"Downloaded file {filename}")
     return filename
 
-def decompress(filepath):
-    decompressed_filepath = filepath[:-4]
-    with bz2.BZ2File(filepath) as fr, open(decompressed_filepath,"wb") as fw:
-        shutil.copyfileobj(fr,fw)
-    print(f"Decompressed {decompressed_filepath}")
-    os.remove(filepath)
-    print(f"Deleted {filepath}")
 
+def batch_for_monthly():
+    urls = []
+    for entry in MONTHLY_PROJECTS:
+        for year in YEARS:
+            for month in MONTHS:
+                urls.append(f"{DUMP_LOC_PREFIX}{entry}/{DUMP}.{entry}.{year}-{month}.tsv.bz2")
+    for url in urls:
+        try:
+            download_file(url)
+        except Exception:
+            print(f"error! {url}")
 
 def batch_for_yearly():
     urls = []
@@ -249,21 +254,6 @@ def batch_parallel_for_single():
         except Exception as exc:
             print('generated an exception: %s' % (exc))
     '''
-    
-
-def decompress_directory(directory_name):
-    # Traverse the directory
-    for root, dirs, files in os.walk(directory_name):
-        for file in files:
-            if file.endswith('.bz2'):
-                # Full path to the file
-                filepath = os.path.join(root, file)
-                print(filepath)
-                # Apply the decompress function
-                decompress(filepath)
 
 if __name__ == "__main__":
-    batch_for_yearly()
-    #decompress_directory(FILE_LOC_PREFIX)
-    #file = download_file(test_url)
-    #decompress("/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/2024-11.zuwiktionary.all-time.tsv.bz2")
\ No newline at end of file
+    batch_for_monthly()
diff --git a/src/lib/spark-warehouse/activity_schema.csv b/src/lib/spark-warehouse/activity_schema.csv
new file mode 100644
index 0000000..00bb72b
--- /dev/null
+++ b/src/lib/spark-warehouse/activity_schema.csv
@@ -0,0 +1,75 @@
+Field class,Field name,Data type,Comment
+Event_global,wiki_db,string,"enwiki, dewiki, eswiktionary, etc."
+Event_global,event_entity,string,"revision, user or page"
+Event_global,event_type,string,"create, move, delete, etc.  Detailed explanation in the docs under #Event_types"
+Event_global,event_timestamp,string,When this event ocurred
+Event_global,event_comment,string,"Comment related to this event, sourced from log_comment, rev_comment, etc."
+Event user,event_user_id,bigint,ID of the user that caused the event. Null if the user is anonymous or if from a revision where the user has been revision deleted.
+Event user,event_user_text_historical,string,Historical username (IP address for anonymous user) of the user that caused the event. Null for revisions where the user has been revision deleted.
+Event user,event_user_text,string,Current username of the user that caused the event. Null for anonymous users (the IP is stored in event_user_text_historical). Null for revisions where the user has been revision deleted.
+Event user,event_user_blocks_historical,array<string>,Historical blocks of the user that caused the event
+Event user,event_user_blocks,array<string>,Current blocks of the user that caused the event
+Event user,event_user_groups_historical,array<string>,Historical groups of the user that caused the event
+Event user,event_user_groups,array<string>,Current groups of the user that caused the event
+Event user,event_user_is_bot_by_historical,array<string>,"Historical bot information of the user that caused the event, can contain values name or group"
+Event user,event_user_is_bot_by,array<string>,"Bot information of the user that caused the event, can contain values name or group"
+Event user,event_user_is_created_by_self,boolean,Whether the event_user created their own account
+Event user,event_user_is_created_by_system,boolean,Whether the event_user account was created by mediawiki (eg. centralauth)
+Event user,event_user_is_created_by_peer,boolean,Whether the event_user account was created by another user
+Event user,event_user_is_anonymous,boolean,"Whether the event_user is not registered, using the old way that surfaced the IP publicly. True for revisions where the user has been revision deleted, even if the user was actually registered."
+Event user,event_user_is_temporary,boolean,"Whether the event_user is not registered, using the new temporary account way. True for revisions where the user has been revision deleted, even if the user was actually registered."
+Event user,event_user_is_permanent,boolean,Whether the event_user is registered.
+Event user,event_user_registration_timestamp,string,Registration timestamp of the user that caused the event (from user table)
+Event user,event_user_creation_timestamp,string,Creation timestamp of the user that caused the event (from logging table)
+Event user,event_user_first_edit_timestamp,string,Timestamp of the first edit of the user that caused the event
+Event user,event_user_revision_count,bigint,"Number of revisions made by the event_user up to the historical time in this wiki_db (only available in revision-create events so far). For revision-create events, this includes the event itself."
+Event user,event_user_seconds_since_previous_revision,bigint,In revision events: seconds elapsed since the previous revision made by the current event_user_id (only available in revision-create events so far)
+page,page_id,bigint,In revision/page events: id of the page
+page,page_title_historical,string,In revision/page events: historical title of the page
+page,page_title,string,In revision/page events: current title of the page
+page,page_namespace_historical,int,In revision/page events: historical namespace of the page.
+page,page_namespace_is_content_historical,boolean,In revision/page events: historical namespace of the page is categorized as content
+page,page_namespace,int,In revision/page events: current namespace of the page
+page,page_namespace_is_content,boolean,In revision/page events: current namespace of the page is categorized as content
+page,page_is_redirect,boolean,In revision/page events: whether the page is currently a redirect
+page,page_is_deleted,boolean,In revision/page events: Whether the page is rebuilt from a delete event
+page,page_creation_timestamp,string,In revision/page events: creation timestamp of the page
+page,page_first_edit_timestamp,string,In revision/page events: timestamp of the page's first revision.  Can be before the page_creation in some restore/merge cases (see revision_is_from_before_page_creation).
+page,page_revision_count,bigint,In revision/page events: Cumulative revision count per page for the current page_id (only available in revision-create events so far)
+page,page_seconds_since_previous_revision,bigint,In revision/page events: seconds elapsed since the previous revision made on the current page_id (only available in revision-create events so far)
+user,user_id,bigint,In user events: id of the user
+user,user_text_historical,string,In user events: historical username or IP address of the user
+user,user_text,string,In user events: current username or IP address of the user
+user,user_blocks_historical,array<string>,In user events: historical user blocks
+user,user_blocks,array<string>,In user events: current user blocks
+user,user_groups_historical,array<string>,In user events: historical user groups
+user,user_groups,array<string>,In user events: current user groups
+user,user_is_bot_by_historical,array<string>,"In user events: Historical bot information of the user, can contain values name or group"
+user,user_is_bot_by,array<string>,"In user events: Bot information of the user, can contain values name or group"
+user,user_is_created_by_self,boolean,In user events: whether the user created their own account
+user,user_is_created_by_system,boolean,In user events: whether the user account was created by mediawiki
+user,user_is_created_by_peer,boolean,In user events: whether the user account was created by another user
+user,user_is_anonymous,boolean,"In user events: whether the user is not registered, using the old way that surfaced the IP publicly"
+user,user_is_temporary,boolean,"In user events: whether the user is not registered, using the new temporary account way"
+user,user_is_permanent,boolean,In user events: whether the user is registered
+user,user_registration_timestamp,string,In user events: registration timestamp of the user.
+user,user_creation_timestamp,string,In user events: Creation timestamp of the user (from logging table)
+user,user_first_edit_timestamp,string,In user events: Timestamp of the first edit of the user
+revision,revision_id,bigint,In revision events: id of the revision
+revision,revision_parent_id,bigint,In revision events: id of the parent revision
+revision,revision_minor_edit,boolean,In revision events: whether it is a minor edit or not
+revision,revision_deleted_parts,array<string>,"In revision events: Deleted parts of the revision, can contain values text, comment and user"
+revision,revision_deleted_parts_are_suppressed,boolean,In revision events: Whether the deleted parts are deleted to admin as well (visible only by stewards)
+revision,revision_text_bytes,bigint,In revision events: number of bytes of revision
+revision,revision_text_bytes_diff,bigint,In revision events: change in bytes relative to parent revision (can be negative).
+revision,revision_text_sha1,string,In revision events: sha1 hash of the revision
+revision,revision_content_model,string,In revision events: content model of revision
+revision,revision_content_format,string,In revision events: content format of revision
+revision,revision_is_deleted_by_page_deletion,boolean,In revision events: whether this revision has been deleted (moved to archive table)
+revision,revision_deleted_by_page_deletion_timestamp,string,In revision events: the timestamp when the revision was deleted
+revision,revision_is_identity_reverted,boolean,In revision events: whether this revision was reverted by another future revision
+revision,revision_first_identity_reverting_revision_id,bigint,In revision events: id of the revision that reverted this revision
+revision,revision_seconds_to_identity_revert,bigint,In revision events: seconds elapsed between revision posting and its revert (if there was one)
+revision,revision_is_identity_revert,boolean,In revision events: whether this revision reverts other revisions
+revision,revision_is_from_before_page_creation,boolean,In revision events: True if the revision timestamp is before the page creation (can happen with restore events)
+revision,revision_tags,array<string>,In revision events: Tags associated to the revision
diff --git a/src/lib/spark-warehouse/bot_isolation.ipynb b/src/lib/spark-warehouse/bot_isolation.ipynb
index ed551f5..40ac30a 100644
--- a/src/lib/spark-warehouse/bot_isolation.ipynb
+++ b/src/lib/spark-warehouse/bot_isolation.ipynb
@@ -2,26 +2,15 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 1,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "ModuleNotFoundError",
-     "evalue": "No module named 'pyspark.sql.SparkSession'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[8], line 4\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpyspark\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msql\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mtypes\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m StructType, StructField, StringType, LongType, BooleanType, IntegerType, ArrayType\n\u001b[1;32m      3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpyspark\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msql\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mfunctions\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m count, lit, desc\n\u001b[0;32m----> 4\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpyspark\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msql\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mSparkSession\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mSparkSession\u001b[39;00m\n",
-      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'pyspark.sql.SparkSession'"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import re\n",
+    "import os\n",
     "from pyspark.sql.types import StructType, StructField, StringType, LongType, BooleanType, IntegerType, ArrayType\n",
     "from pyspark.sql.functions import count, lit, desc\n",
-    "import pyspark.sql.SparkSession as SparkSession"
+    "from pyspark.sql import SparkSession"
    ]
   },
   {
@@ -30,7 +19,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "mediawiki_history_path = \"/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files\""
+    "os.environ['JAVA_HOME'] = \"/usr/lib/jvm/java-11-openjdk-amd64\"\n",
+    "os.environ['JRE_HOME'] = \"/usr/lib/jvm/java-11-openjdk-amd64/jre\""
    ]
   },
   {
@@ -38,6 +28,15 @@
    "execution_count": 3,
    "metadata": {},
    "outputs": [],
+   "source": [
+    "mediawiki_history_path = \"/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Note: string unescaping and array conversion is done later\n",
     "mediawiki_history_schema = StructType([\n",
@@ -125,19 +124,37 @@
    "metadata": {},
    "outputs": [
     {
-     "ename": "AttributeError",
-     "evalue": "module 'pyspark' has no attribute 'read'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[5], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# Note: It's important to set .option(\"quote\", \"\") to prevent spark to automaticallu use double-quotes to quote text\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m mediawiki_history_raw \u001b[38;5;241m=\u001b[39m \u001b[43mspark\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[38;5;241m.\u001b[39moption(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdelimiter\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\t\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\u001b[38;5;241m.\u001b[39moption(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mquote\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m)\u001b[38;5;241m.\u001b[39mschema(mediawiki_history_schema)\u001b[38;5;241m.\u001b[39mcsv(mediawiki_history_path)\n",
-      "\u001b[0;31mAttributeError\u001b[0m: module 'pyspark' has no attribute 'read'"
+     "data": {
+      "text/plain": [
+       "'/usr/lib/jvm/java-11-openjdk-amd64'"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "os.environ['JAVA_HOME']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Setting default log level to \"WARN\".\n",
+      "To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).\n",
+      "25/01/08 11:39:19 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n"
      ]
     }
    ],
    "source": [
-    "spark = SparkSession\n",
+    "spark = SparkSession.builder.appName('activityData').config(\"spark.driver.extraJavaOptions\", \"-Djava.home=/usr/lib/jvm/java-11-openjdk-amd64\").getOrCreate()\n",
     "\n",
     "# Note: It's important to set .option(\"quote\", \"\") to prevent spark to automaticallu use double-quotes to quote text\n",
     "mediawiki_history_raw = spark.read.option(\"delimiter\", \"\\t\").option(\"quote\", \"\").schema(mediawiki_history_schema).csv(mediawiki_history_path)"
@@ -145,7 +162,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -166,9 +183,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<function __main__.toArray(str)>"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "spark.udf.register(\"unescape\", unescape, StringType())\n",
     "spark.udf.register(\"to_array\", toArray, ArrayType(StringType(), False))"
@@ -176,7 +204,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -261,9 +289,39 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "                                                                                \r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "+--------------+-------+--------------+\n",
+      "|wiki_db       |month  |revision_count|\n",
+      "+--------------+-------+--------------+\n",
+      "|euwiki        |2019-12|356355        |\n",
+      "|cewiki        |2019-12|229351        |\n",
+      "|elwiktionary  |2019-12|227666        |\n",
+      "|cywiki        |2019-12|139174        |\n",
+      "|tgwiki        |2019-12|65694         |\n",
+      "|zh_min_nanwiki|2019-12|59755         |\n",
+      "|bnwiki        |2019-12|55698         |\n",
+      "|elwiki        |2019-12|49604         |\n",
+      "|dewiktionary  |2019-12|47897         |\n",
+      "|urwiki        |2019-12|45793         |\n",
+      "+--------------+-------+--------------+\n",
+      "only showing top 10 rows\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
     "mediawiki_history. \\\n",
     "  where(\"event_entity = 'revision' and event_type = 'create'\"). \\\n",
diff --git a/src/lib/spark-warehouse/pandas_bot_isolation.ipynb b/src/lib/spark-warehouse/pandas_bot_isolation.ipynb
index a9b2680..583decc 100644
--- a/src/lib/spark-warehouse/pandas_bot_isolation.ipynb
+++ b/src/lib/spark-warehouse/pandas_bot_isolation.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -20,7 +20,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -942,7 +942,7 @@
        " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zuwiktionary.all-time.tsv')]"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -955,14 +955,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Created temporary directory at /tmp/mwhd-pandas.lpx0uvef\n"
+      "Created temporary directory at /tmp/mwhd-pandas.js1u9wkd\n"
      ]
     }
    ],
@@ -971,6 +971,780 @@
     "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": {