From 8c934d93c5c5bf45dfacc8638aea6ddf17d54175 Mon Sep 17 00:00:00 2001
From: Matthew Gaughan <gaughan@u.northwestern.edu>
Date: Tue, 7 Jan 2025 13:08:28 -0600
Subject: [PATCH] working on bringing in activity data

---
 src/helper_scripts/decompression_script.py    |  39 +
 src/helper_scripts/dump_collector.py          |  19 +-
 src/lib/spark-warehouse/bot_isolation.ipynb   | 307 ++++++
 .../pandas_bot_isolation.ipynb                | 997 ++++++++++++++++++
 4 files changed, 1353 insertions(+), 9 deletions(-)
 create mode 100644 src/helper_scripts/decompression_script.py
 create mode 100644 src/lib/spark-warehouse/bot_isolation.ipynb
 create mode 100644 src/lib/spark-warehouse/pandas_bot_isolation.ipynb

diff --git a/src/helper_scripts/decompression_script.py b/src/helper_scripts/decompression_script.py
new file mode 100644
index 0000000..24d30ed
--- /dev/null
+++ b/src/helper_scripts/decompression_script.py
@@ -0,0 +1,39 @@
+import requests 
+import bz2
+import shutil
+import os
+
+FILE_LOC_PREFIX = "/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files"
+
+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 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)
+
+def cleanup(directory_name):
+    for root, dirs, files in os.walk(directory_name):
+        for file in files:
+            if file.endswith('.bz2'):
+                    filepath = os.path.join(root, file)
+                    os.remove(filepath)
+                    print(f"Deleted {filepath}")
+
+
+if __name__ == "__main__":
+    #batch_parallel_for_single()
+    decompress_directory(FILE_LOC_PREFIX)
+    #cleanup(FILE_LOC_PREFIX)
\ No newline at end of file
diff --git a/src/helper_scripts/dump_collector.py b/src/helper_scripts/dump_collector.py
index 4534be5..85f0a87 100644
--- a/src/helper_scripts/dump_collector.py
+++ b/src/helper_scripts/dump_collector.py
@@ -192,11 +192,12 @@ 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/"
+FILE_LOC_PREFIX = "/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/compressed_yearly_activity_files/"
 
 YEARS = ['2010', '2011', '2012', '2013', '2014', '2015', '2016', '2017', '2018', '2019', '2020', '2021', '2022', '2023', '2024']
 
 def download_file(url):
+    print(f"Try to get {url}")
     response = requests.get(url)
     if "content-disposition" in response.headers:
          content_disposition = response.headers["content-disposition"]
@@ -213,24 +214,24 @@ def decompress(filepath):
     with bz2.BZ2File(filepath) as fr, open(decompressed_filepath,"wb") as fw:
         shutil.copyfileobj(fr,fw)
     print(f"Decompressed {decompressed_filepath}")
-    #os.remove(filepath)
+    os.remove(filepath)
     print(f"Deleted {filepath}")
 
 
-def batch_parallel_for_yearly():
+def batch_for_yearly():
     urls = []
     for entry in YEARLY_PROJECTS:
         for year in YEARS:
            urls.append(f"{DUMP_LOC_PREFIX}{entry}/{DUMP}.{entry}.{year}.tsv.bz2")
-        
-
-
+    for url in urls:
+        try:
+            download_file(url)
+        except Exception:
+            print(f"error! {url}")
 
 def batch_parallel_for_single():
     urls = []
     for entry in ALL_PROJECTS:
-        if ALL_PROJECTS.index(entry) < ALL_PROJECTS.index("skwikiquote"):
-            continue
         if entry not in YEARLY_PROJECTS and entry not in MONTHLY_PROJECTS:
             urls.append(f"{DUMP_LOC_PREFIX}{entry}/{DUMP}.{entry}.all-time.tsv.bz2")
     for url in urls:
@@ -262,7 +263,7 @@ def decompress_directory(directory_name):
                 decompress(filepath)
 
 if __name__ == "__main__":
-    batch_parallel_for_single()
+    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
diff --git a/src/lib/spark-warehouse/bot_isolation.ipynb b/src/lib/spark-warehouse/bot_isolation.ipynb
new file mode 100644
index 0000000..ed551f5
--- /dev/null
+++ b/src/lib/spark-warehouse/bot_isolation.ipynb
@@ -0,0 +1,307 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "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'"
+     ]
+    }
+   ],
+   "source": [
+    "import re\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"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mediawiki_history_path = \"/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Note: string unescaping and array conversion is done later\n",
+    "mediawiki_history_schema = StructType([\n",
+    "\n",
+    "    StructField(\"wiki_db\", StringType(), nullable = False),\n",
+    "    StructField(\"event_entity\", StringType(), nullable = False),\n",
+    "    StructField(\"event_type\", StringType(), nullable = False),\n",
+    "    StructField(\"event_timestamp\", StringType(), nullable = True),\n",
+    "    StructField(\"event_comment_escaped\", StringType(), nullable = True),\n",
+    "\n",
+    "    StructField(\"event_user_id\", LongType(), nullable = True),\n",
+    "    StructField(\"event_user_text_historical_escaped\", StringType(), nullable = True),\n",
+    "    StructField(\"event_user_text_escaped\", StringType(), nullable = True),\n",
+    "    StructField(\"event_user_blocks_historical_string\", StringType(), nullable = True),\n",
+    "    StructField(\"event_user_blocks_string\", StringType(), nullable = True),\n",
+    "    StructField(\"event_user_groups_historical_string\", StringType(), nullable = True),\n",
+    "    StructField(\"event_user_groups_string\", StringType(), nullable = True),\n",
+    "    StructField(\"event_user_is_bot_by_historical_string\", StringType(), nullable = True),\n",
+    "    StructField(\"event_user_is_bot_by_string\", StringType(), nullable = True),\n",
+    "    StructField(\"event_user_is_created_by_self\", BooleanType(), nullable = True),\n",
+    "    StructField(\"event_user_is_created_by_system\", BooleanType(), nullable = True),\n",
+    "    StructField(\"event_user_is_created_by_peer\", BooleanType(), nullable = True),\n",
+    "    StructField(\"event_user_is_anonymous\", BooleanType(), nullable = True),\n",
+    "    StructField(\"event_user_registration_timestamp\", StringType(), nullable = True),\n",
+    "    StructField(\"event_user_creation_timestamp\", StringType(), nullable = True),\n",
+    "    StructField(\"event_user_first_edit_timestamp\", StringType(), nullable = True),\n",
+    "    StructField(\"event_user_revision_count\", LongType(), nullable = True),\n",
+    "    StructField(\"event_user_seconds_since_previous_revision\", LongType(), nullable = True),\n",
+    "\n",
+    "    StructField(\"page_id\", LongType(), nullable = True),\n",
+    "    StructField(\"page_title_historical_escaped\", StringType(), nullable = True),\n",
+    "    StructField(\"page_title_escaped\", StringType(), nullable = True),\n",
+    "    StructField(\"page_namespace_historical\", IntegerType(), nullable = True),\n",
+    "    StructField(\"page_namespace_is_content_historical\", BooleanType(), nullable = True),\n",
+    "    StructField(\"page_namespace\", IntegerType(), nullable = True),\n",
+    "    StructField(\"page_namespace_is_content\", BooleanType(), nullable = True),\n",
+    "    StructField(\"page_is_redirect\", BooleanType(), nullable = True),\n",
+    "    StructField(\"page_is_deleted\", BooleanType(), nullable = True),\n",
+    "    StructField(\"page_creation_timestamp\", StringType(), nullable = True),\n",
+    "    StructField(\"page_first_edit_timestamp\", StringType(), nullable = True),\n",
+    "    StructField(\"page_revision_count\", LongType(), nullable = True),\n",
+    "    StructField(\"page_seconds_since_previous_revision\", LongType(), nullable = True),\n",
+    "\n",
+    "    StructField(\"user_id\", LongType(), nullable = True),\n",
+    "    StructField(\"user_text_historical_escaped\",  StringType(), nullable = True),\n",
+    "    StructField(\"user_text_escaped\", StringType(), nullable = True),\n",
+    "    StructField(\"user_blocks_historical_string\", StringType(), nullable = True),\n",
+    "    StructField(\"user_blocks_string\", StringType(), nullable = True),\n",
+    "    StructField(\"user_groups_historical_string\", StringType(), nullable = True),\n",
+    "    StructField(\"user_groups_string\", StringType(), nullable = True),\n",
+    "    StructField(\"user_is_bot_by_historical_string\", StringType(), nullable = True),\n",
+    "    StructField(\"user_is_bot_by_string\", StringType(), nullable = True),\n",
+    "    StructField(\"user_is_created_by_self\", BooleanType(), nullable = True),\n",
+    "    StructField(\"user_is_created_by_system\", BooleanType(), nullable = True),\n",
+    "    StructField(\"user_is_created_by_peer\", BooleanType(), nullable = True),\n",
+    "    StructField(\"user_is_anonymous\", BooleanType(), nullable = True),\n",
+    "    StructField(\"user_registration_timestamp\", StringType(), nullable = True),\n",
+    "    StructField(\"user_creation_timestamp\", StringType(), nullable = True),\n",
+    "    StructField(\"user_first_edit_timestamp\", StringType(), nullable = True),\n",
+    "\n",
+    "    StructField(\"revision_id\", LongType(), nullable = True),\n",
+    "    StructField(\"revision_parent_id\", LongType(), nullable = True),\n",
+    "    StructField(\"revision_minor_edit\", BooleanType(), nullable = True),\n",
+    "    StructField(\"revision_deleted_parts_string\", StringType(), nullable = True),\n",
+    "    StructField(\"revision_deleted_parts_are_suppressed\", BooleanType(), nullable = True),\n",
+    "    StructField(\"revision_text_bytes\", LongType(), nullable = True),\n",
+    "    StructField(\"revision_text_bytes_diff\", LongType(), nullable = True),\n",
+    "    StructField(\"revision_text_sha1\", StringType(), nullable = True),\n",
+    "    StructField(\"revision_content_model\", StringType(), nullable = True),\n",
+    "    StructField(\"revision_content_format\", StringType(), nullable = True),\n",
+    "    StructField(\"revision_is_deleted_by_page_deletion\", BooleanType(), nullable = True),\n",
+    "    StructField(\"revision_deleted_by_page_deletion_timestamp\", StringType(), nullable = True),\n",
+    "    StructField(\"revision_is_identity_reverted\", BooleanType(), nullable = True),\n",
+    "    StructField(\"revision_first_identity_reverting_revision_id\", LongType(), nullable = True),\n",
+    "    StructField(\"revision_seconds_to_identity_revert\", LongType(), nullable = True),\n",
+    "    StructField(\"revision_is_identity_revert\", BooleanType(), nullable = True),\n",
+    "    StructField(\"revision_is_from_before_page_creation\", BooleanType(), nullable = True),\n",
+    "    StructField(\"revision_tags_string\", StringType(), nullable = True)\n",
+    "])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "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'"
+     ]
+    }
+   ],
+   "source": [
+    "spark = SparkSession\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)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "# Unescaping and array-splitting UDFs\n",
+    "def unescape(str):\n",
+    "    if (str is None):\n",
+    "        return None\n",
+    "    else:\n",
+    "        return str.replace(\"\\\\n\", \"\\n\").replace(\"\\\\r\", \"\\r\").replace(\"\\\\t\", \"\\t\")\n",
+    "# The comma splitter applies a negative lookahead for \\ to prevent splitting escaped commas\n",
+    "def toArray(str):\n",
+    "    if (str is None):\n",
+    "        return []\n",
+    "    else:\n",
+    "        return [s.strip().replace(\"\\\\,\", \",\") for s in re.split(\"(?<!\\\\\\\\),\", unescape(str))]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "spark.udf.register(\"unescape\", unescape, StringType())\n",
+    "spark.udf.register(\"to_array\", toArray, ArrayType(StringType(), False))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mediawiki_history = mediawiki_history_raw.selectExpr(\n",
+    "  \n",
+    "  \"wiki_db\",\n",
+    "  \"event_entity\",\n",
+    "  \"event_type\",\n",
+    "  \"event_timestamp\",\n",
+    "  \"unescape(event_comment_escaped) AS event_comment\",\n",
+    "  \n",
+    "  \"event_user_id\",\n",
+    "  \"unescape(event_user_text_historical_escaped) AS event_user_text_historical\",\n",
+    "  \"unescape(event_user_text_escaped) AS event_user_text\",\n",
+    "  \"to_array(event_user_blocks_historical_string) AS event_user_blocks_historical\",\n",
+    "  \"to_array(event_user_blocks_string) AS event_user_blocks\",\n",
+    "  \"to_array(event_user_groups_historical_string) AS event_user_groups_historical\",\n",
+    "  \"to_array(event_user_groups_string) AS event_user_groups\",\n",
+    "  \"to_array(event_user_is_bot_by_historical_string) AS event_user_is_bot_by_historical\",\n",
+    "  \"to_array(event_user_is_bot_by_string) AS event_user_is_bot_by\",\n",
+    "  \"event_user_is_created_by_self\",\n",
+    "  \"event_user_is_created_by_system\",\n",
+    "  \"event_user_is_created_by_peer\",\n",
+    "  \"event_user_is_anonymous\",\n",
+    "  \"event_user_registration_timestamp\",\n",
+    "  \"event_user_creation_timestamp\",\n",
+    "  \"event_user_first_edit_timestamp\",\n",
+    "  \"event_user_revision_count\",\n",
+    "  \"event_user_seconds_since_previous_revision\",\n",
+    "  \n",
+    "  \"page_id\",\n",
+    "  \"unescape(page_title_historical_escaped) AS page_title_historical\",\n",
+    "  \"unescape(page_title_escaped) AS page_title\",\n",
+    "  \"page_namespace_historical\",\n",
+    "  \"page_namespace_is_content_historical\",\n",
+    "  \"page_namespace\",\n",
+    "  \"page_namespace_is_content\",\n",
+    "  \"page_is_redirect\",\n",
+    "  \"page_is_deleted\",\n",
+    "  \"page_creation_timestamp\",\n",
+    "  \"page_first_edit_timestamp\",\n",
+    "  \"page_revision_count\",\n",
+    "  \"page_seconds_since_previous_revision\",\n",
+    "  \n",
+    "  \"user_id\",\n",
+    "  \"unescape(user_text_historical_escaped) AS user_text_historical\",\n",
+    "  \"unescape(user_text_escaped) AS user_text\",\n",
+    "  \"to_array(user_blocks_historical_string) AS user_blocks_historical\",\n",
+    "  \"to_array(user_blocks_string) AS user_blocks\",\n",
+    "  \"to_array(user_groups_historical_string) AS user_groups_historical\",\n",
+    "  \"to_array(user_groups_string) AS user_groups\",\n",
+    "  \"to_array(user_is_bot_by_historical_string) AS user_is_bot_by_historical\",\n",
+    "  \"to_array(user_is_bot_by_string) AS user_is_bot_by\",\n",
+    "  \"user_is_created_by_self\",\n",
+    "  \"user_is_created_by_system\",\n",
+    "  \"user_is_created_by_peer\",\n",
+    "  \"user_is_anonymous\",\n",
+    "  \"user_registration_timestamp\",\n",
+    "  \"user_creation_timestamp\",\n",
+    "  \"user_first_edit_timestamp\",\n",
+    "  \n",
+    "  \"revision_id\",\n",
+    "  \"revision_parent_id\",\n",
+    "  \"revision_minor_edit\",\n",
+    "  \"to_array(revision_deleted_parts_string) AS revision_deleted_parts\",\n",
+    "  \"revision_deleted_parts_are_suppressed\",\n",
+    "  \"revision_text_bytes\",\n",
+    "  \"revision_text_bytes_diff\",\n",
+    "  \"revision_text_sha1\",\n",
+    "  \"revision_content_model\",\n",
+    "  \"revision_content_format\",\n",
+    "  \"revision_is_deleted_by_page_deletion\",\n",
+    "  \"revision_deleted_by_page_deletion_timestamp\",\n",
+    "  \"revision_is_identity_reverted\",\n",
+    "  \"revision_first_identity_reverting_revision_id\",\n",
+    "  \"revision_seconds_to_identity_revert\",\n",
+    "  \"revision_is_identity_revert\",\n",
+    "  \"revision_is_from_before_page_creation\",\n",
+    "  \"to_array(revision_tags_string) AS revision_tags\"\n",
+    ")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mediawiki_history. \\\n",
+    "  where(\"event_entity = 'revision' and event_type = 'create'\"). \\\n",
+    "  selectExpr(\"wiki_db\", \"SUBSTR(event_timestamp, 0, 7) as month\"). \\\n",
+    "  where(\"month = '2019-12'\"). \\\n",
+    "  groupBy(\"wiki_db\", \"month\"). \\\n",
+    "  agg(count(lit(1)).alias(\"revision_count\")). \\\n",
+    "  sort(desc(\"revision_count\")). \\\n",
+    "  show(10, False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.15"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/src/lib/spark-warehouse/pandas_bot_isolation.ipynb b/src/lib/spark-warehouse/pandas_bot_isolation.ipynb
new file mode 100644
index 0000000..a9b2680
--- /dev/null
+++ b/src/lib/spark-warehouse/pandas_bot_isolation.ipynb
@@ -0,0 +1,997 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import bz2\n",
+    "import csv\n",
+    "import pathlib\n",
+    "import tempfile\n",
+    "\n",
+    "import pandas as pd\n",
+    "\n",
+    "#import matplotlib.pyplot as plt\n",
+    "\n",
+    "#https://wikitech.wikimedia.org/wiki/Data_Platform/Data_Lake/Edits/Mediawiki_history_dumps/Python_Pandas_examples"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.aawiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.aawikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.aawiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.abwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.abwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.acewiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.adywiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.aewikimedia.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.afwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.afwikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.afwikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.afwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.akwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.akwikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.akwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.alswiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.altwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.amiwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.amwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.amwikimedia.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.amwikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.amwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.angwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.angwikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.angwikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.angwikisource.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.angwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.anpwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.anwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.anwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.arcwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.arwikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.arwikimedia.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.arwikinews.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.arwikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.arwikisource.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.arwikiversity.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.arwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.arywiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.arzwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.astwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.astwikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.astwikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.astwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.aswiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.aswikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.aswikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.aswikisource.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.aswiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.atjwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.avkwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.avwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.avwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.awawiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.aywiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.aywikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.aywiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.azbwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.azwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.azwikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.azwikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.azwikisource.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.azwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.banwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.banwikisource.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.barwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bat_smgwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bawiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bawikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bbcwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bclwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bclwikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bclwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bdwikimedia.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.be_x_oldwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.betawikiversity.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bewiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bewikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bewikimedia.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bewikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bewikisource.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bewiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bewwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bgwikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bgwikinews.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bgwikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bgwikisource.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bgwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bhwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bhwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.biwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.biwikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.biwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bjnwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bjnwikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bjnwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.blkwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.blkwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bmwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bmwikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bmwikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bmwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bnwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bnwikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bnwikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bnwikisource.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bnwikivoyage.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bnwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bowiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bowikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bowiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bpywiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.brwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.brwikimedia.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.brwikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.brwikisource.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.brwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bswiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bswikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bswikinews.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bswikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bswikisource.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.bswiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.btmwiki.all-time.tsv'),\n",
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+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.ttwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.tumwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.twwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.twwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.tyvwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.tywiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.uawikimedia.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.udmwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.ugwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.ugwikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.ugwikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.ugwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.ukwikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.ukwikinews.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.ukwikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.ukwikisource.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.ukwikivoyage.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.ukwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.urwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.urwikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.urwikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.urwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.uzwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.uzwikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.uzwikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.uzwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.vecwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.vecwikisource.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.vecwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.vepwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.vewiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.viwikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.viwikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.viwikisource.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.viwikivoyage.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.viwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.vlswiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.votewiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.vowiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.vowikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.vowikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.vowiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.warwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.wawiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.wawikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.wawikisource.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.wawiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.wbwikimedia.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.wikifunctionswiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.wikimania2015wiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.wikimania2016wiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.wikimania2017wiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.wowiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.wowikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.wowiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.wuuwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.xalwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.xhwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.xhwikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.xhwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.xmfwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.yiwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.yiwikisource.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.yiwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.yowiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.yowikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.yowiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.yuewiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zawiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zawikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zawikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zawiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zeawiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zghwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zh_classicalwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zh_min_nanwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zh_min_nanwikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zh_min_nanwikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zh_min_nanwikisource.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zh_min_nanwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zh_yuewiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zhwikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zhwikinews.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zhwikiquote.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zhwikisource.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zhwikiversity.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zhwikivoyage.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zhwiktionary.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zuwiki.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zuwikibooks.all-time.tsv'),\n",
+       " PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zuwiktionary.all-time.tsv')]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_dir = pathlib.Path(\"/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files\")\n",
+    "csv_files = sorted([f for f in data_dir.glob(\"*tsv\")])\n",
+    "csv_files"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Created temporary directory at /tmp/mwhd-pandas.lpx0uvef\n"
+     ]
+    }
+   ],
+   "source": [
+    "tmpdir = tempfile.TemporaryDirectory(prefix=\"mwhd-pandas.\")\n",
+    "tmpdir_path = pathlib.Path(tmpdir.name)\n",
+    "print(f\"Created temporary directory at {tmpdir_path}\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.15"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}