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updates to nonbot parsing

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This commit is contained in:
Matthew Gaughan 2025-01-30 10:32:42 -06:00
parent 6962ad3e45
commit d2aca29ee2
7 changed files with 213 additions and 9 deletions
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4
spec.txt
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@ -14,5 +14,5 @@
otherwise, need to
[ ] collect 10 years of bot activity on mwf
[ ] organize that
[ x ] collect 10 years of bot activity on mwf
[ x ] organize that

2
src/helper_scripts/decompression_script.py
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@ -4,7 +4,7 @@ import shutil
import os
import sys
#FILE_LOC_PREFIX = "/data_ext/users/nws8519/mw-repo-lifecycles/wiki_activity_data/yearly_activity_files/"
#FILE_LOC_PREFIX = "/data_ext/users/nws8519/mw-repo-lifecycles/wiki_activity_data/single_activity_files/"
def decompress(filepath):
decompressed_filepath = filepath[:-4]

0
src/helper_scripts/existing_file_checking.py Normal file
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203
src/lib/spark-warehouse/activity_isolation.py Normal file
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@ -0,0 +1,203 @@
import re
import os
from pyspark.sql.types import StructType, StructField, StringType, LongType, BooleanType, IntegerType, ArrayType
#from pyspark.sql.functions import count, lit, desc, col, array
import pyspark.sql.functions as F
from pyspark.sql import SparkSession
os.environ['JAVA_HOME'] = "/usr/lib/jvm/java-11-openjdk-amd64"
os.environ['JRE_HOME'] = "/usr/lib/jvm/java-11-openjdk-amd64/jre"
# Unescaping and array-splitting UDFs
def unescape(str):
if (str is None):
return None
else:
return str.replace("\\n", "\n").replace("\\r", "\r").replace("\\t", "\t")
# The comma splitter applies a negative lookahead for \ to prevent splitting escaped commas
def toArray(str):
if (str is None):
return []
else:
return [s.strip().replace("\\,", ",") for s in re.split("(?<!\\\\),", unescape(str))]
if __name__ == "__main__":
mediawiki_history_path = "/data_ext/users/nws8519/mw-repo-lifecycles/wiki_activity_data/single_activity_files/"
# Note: string unescaping and array conversion is done later
mediawiki_history_schema = StructType([
StructField("wiki_db", StringType(), nullable = False),
StructField("event_entity", StringType(), nullable = False),
StructField("event_type", StringType(), nullable = False),
StructField("event_timestamp", StringType(), nullable = True),
StructField("event_comment_escaped", StringType(), nullable = True),
StructField("event_user_id", LongType(), nullable = True),
StructField("event_user_text_historical_escaped", StringType(), nullable = True),
StructField("event_user_text_escaped", StringType(), nullable = True),
StructField("event_user_blocks_historical_string", StringType(), nullable = True),
StructField("event_user_blocks_string", StringType(), nullable = True),
StructField("event_user_groups_historical_string", StringType(), nullable = True),
StructField("event_user_groups_string", StringType(), nullable = True),
StructField("event_user_is_bot_by_historical_string", StringType(), nullable = True),
StructField("event_user_is_bot_by_string", StringType(), nullable = True),
StructField("event_user_is_created_by_self", BooleanType(), nullable = True),
StructField("event_user_is_created_by_system", BooleanType(), nullable = True),
StructField("event_user_is_created_by_peer", BooleanType(), nullable = True),
StructField("event_user_is_anonymous", BooleanType(), nullable = True),
StructField("event_user_registration_timestamp", StringType(), nullable = True),
StructField("event_user_creation_timestamp", StringType(), nullable = True),
StructField("event_user_first_edit_timestamp", StringType(), nullable = True),
StructField("event_user_revision_count", LongType(), nullable = True),
StructField("event_user_seconds_since_previous_revision", LongType(), nullable = True),
StructField("page_id", LongType(), nullable = True),
StructField("page_title_historical_escaped", StringType(), nullable = True),
StructField("page_title_escaped", StringType(), nullable = True),
StructField("page_namespace_historical", IntegerType(), nullable = True),
StructField("page_namespace_is_content_historical", BooleanType(), nullable = True),
StructField("page_namespace", IntegerType(), nullable = True),
StructField("page_namespace_is_content", BooleanType(), nullable = True),
StructField("page_is_redirect", BooleanType(), nullable = True),
StructField("page_is_deleted", BooleanType(), nullable = True),
StructField("page_creation_timestamp", StringType(), nullable = True),
StructField("page_first_edit_timestamp", StringType(), nullable = True),
StructField("page_revision_count", LongType(), nullable = True),
StructField("page_seconds_since_previous_revision", LongType(), nullable = True),
StructField("user_id", LongType(), nullable = True),
StructField("user_text_historical_escaped", StringType(), nullable = True),
StructField("user_text_escaped", StringType(), nullable = True),
StructField("user_blocks_historical_string", StringType(), nullable = True),
StructField("user_blocks_string", StringType(), nullable = True),
StructField("user_groups_historical_string", StringType(), nullable = True),
StructField("user_groups_string", StringType(), nullable = True),
StructField("user_is_bot_by_historical_string", StringType(), nullable = True),
StructField("user_is_bot_by_string", StringType(), nullable = True),
StructField("user_is_created_by_self", BooleanType(), nullable = True),
StructField("user_is_created_by_system", BooleanType(), nullable = True),
StructField("user_is_created_by_peer", BooleanType(), nullable = True),
StructField("user_is_anonymous", BooleanType(), nullable = True),
StructField("user_registration_timestamp", StringType(), nullable = True),
StructField("user_creation_timestamp", StringType(), nullable = True),
StructField("user_first_edit_timestamp", StringType(), nullable = True),
StructField("revision_id", LongType(), nullable = True),
StructField("revision_parent_id", LongType(), nullable = True),
StructField("revision_minor_edit", BooleanType(), nullable = True),
StructField("revision_deleted_parts_string", StringType(), nullable = True),
StructField("revision_deleted_parts_are_suppressed", BooleanType(), nullable = True),
StructField("revision_text_bytes", LongType(), nullable = True),
StructField("revision_text_bytes_diff", LongType(), nullable = True),
StructField("revision_text_sha1", StringType(), nullable = True),
StructField("revision_content_model", StringType(), nullable = True),
StructField("revision_content_format", StringType(), nullable = True),
StructField("revision_is_deleted_by_page_deletion", BooleanType(), nullable = True),
StructField("revision_deleted_by_page_deletion_timestamp", StringType(), nullable = True),
StructField("revision_is_identity_reverted", BooleanType(), nullable = True),
StructField("revision_first_identity_reverting_revision_id", LongType(), nullable = True),
StructField("revision_seconds_to_identity_revert", LongType(), nullable = True),
StructField("revision_is_identity_revert", BooleanType(), nullable = True),
StructField("revision_is_from_before_page_creation", BooleanType(), nullable = True),
StructField("revision_tags_string", StringType(), nullable = True)
])
spark = SparkSession.builder.appName('activityData').config("spark.driver.extraJavaOptions", "-Djava.home=/usr/lib/jvm/java-11-openjdk-amd64").getOrCreate()
# Note: It's important to set .option("quote", "") to prevent spark to automaticallu use double-quotes to quote text
mediawiki_history_raw = spark.read.option("delimiter", "\t").option("quote", "").schema(mediawiki_history_schema).csv(mediawiki_history_path)
spark.udf.register("unescape", unescape, StringType())
spark.udf.register("to_array", toArray, ArrayType(StringType(), False))
mediawiki_history = mediawiki_history_raw.selectExpr(
"wiki_db",
"event_entity",
"event_type",
"event_timestamp",
"unescape(event_comment_escaped) AS event_comment",
"event_user_id",
"unescape(event_user_text_historical_escaped) AS event_user_text_historical",
"unescape(event_user_text_escaped) AS event_user_text",
"to_array(event_user_blocks_historical_string) AS event_user_blocks_historical",
"to_array(event_user_blocks_string) AS event_user_blocks",
"to_array(event_user_groups_historical_string) AS event_user_groups_historical",
"to_array(event_user_groups_string) AS event_user_groups",
"to_array(event_user_is_bot_by_historical_string) AS event_user_is_bot_by_historical",
"to_array(event_user_is_bot_by_string) AS event_user_is_bot_by",
"event_user_is_created_by_self",
"event_user_is_created_by_system",
"event_user_is_created_by_peer",
"event_user_is_anonymous",
"event_user_registration_timestamp",
"event_user_creation_timestamp",
"event_user_first_edit_timestamp",
"event_user_revision_count",
"event_user_seconds_since_previous_revision",
"page_id",
"unescape(page_title_historical_escaped) AS page_title_historical",
"unescape(page_title_escaped) AS page_title",
"page_namespace_historical",
"page_namespace_is_content_historical",
"page_namespace",
"page_namespace_is_content",
"page_is_redirect",
"page_is_deleted",
"page_creation_timestamp",
"page_first_edit_timestamp",
"page_revision_count",
"page_seconds_since_previous_revision",
"user_id",
"unescape(user_text_historical_escaped) AS user_text_historical",
"unescape(user_text_escaped) AS user_text",
"to_array(user_blocks_historical_string) AS user_blocks_historical",
"to_array(user_blocks_string) AS user_blocks",
"to_array(user_groups_historical_string) AS user_groups_historical",
"to_array(user_groups_string) AS user_groups",
"to_array(user_is_bot_by_historical_string) AS user_is_bot_by_historical",
"to_array(user_is_bot_by_string) AS user_is_bot_by",
"user_is_created_by_self",
"user_is_created_by_system",
"user_is_created_by_peer",
"user_is_anonymous",
"user_registration_timestamp",
"user_creation_timestamp",
"user_first_edit_timestamp",
"revision_id",
"revision_parent_id",
"revision_minor_edit",
"to_array(revision_deleted_parts_string) AS revision_deleted_parts",
"revision_deleted_parts_are_suppressed",
"revision_text_bytes",
"revision_text_bytes_diff",
"revision_text_sha1",
"revision_content_model",
"revision_content_format",
"revision_is_deleted_by_page_deletion",
"revision_deleted_by_page_deletion_timestamp",
"revision_is_identity_reverted",
"revision_first_identity_reverting_revision_id",
"revision_seconds_to_identity_revert",
"revision_is_identity_revert",
"revision_is_from_before_page_creation",
"to_array(revision_tags_string) AS revision_tags"
)
mediawiki_history = mediawiki_history.repartitionByRange(300, "wiki_db")
activity_count_df = mediawiki_history.filter(F.col("event_user_is_bot_by")==F.array())
#activity_count_df = mediawiki_history.where("event_user_is_bot_by_historical is empty and event_user_is_bot_by is empty")
activity_count_df = activity_count_df.selectExpr("wiki_db", "SUBSTR(event_timestamp, 0, 10) as day", "event_entity", "event_type")
activity_count_df = activity_count_df.groupBy("wiki_db", "day", "event_entity", "event_type").agg(F.count(F.lit(1)).alias("activity_count"))
activity_count_df.\
sort(F.desc("day")). \
show(10, False)
activity_count_df.write.format("csv").save("012825_nonbot_single.csv")

6
src/lib/spark-warehouse/bot_isolation.ipynb
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@ -361,9 +361,7 @@
"25/01/16 12:21:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
"25/01/16 12:21:37 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
"25/01/16 12:21:37 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
"25/01/16 12:29:01 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
"25/01/16 12:29:01 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
"[Stage 0:==> (447 + 56) / 8283]\r"
"[Stage 0:==> (397 + 56) / 8283]\r"
]
}
],
@ -438,7 +436,7 @@
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"display_name": "base",
"language": "python",
"name": "python3"
},

2
src/lib/spark-warehouse/bot_isolation.py
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@ -7,6 +7,8 @@ from pyspark.sql import SparkSession
os.environ['JAVA_HOME'] = "/usr/lib/jvm/java-11-openjdk-amd64"
os.environ['JRE_HOME'] = "/usr/lib/jvm/java-11-openjdk-amd64/jre"
# source /opt/conda-analytics/bin/activate
# Unescaping and array-splitting UDFs
def unescape(str):
if (str is None):

5
src/lib/wiki_get.py
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@ -115,7 +115,8 @@ def parse_tech_news(wikitext):
if __name__ == "__main__":
dir_path = "/data/users/mgaughan/mw-repo-lifecycles/discussion_data/raw/noticeboard"
dir_path = "/data/users/mgaughan/mw-repo-lifecycles/discussion_data/raw/ve-rfcs"
#ve-rfcs
files = os.listdir(dir_path)
print(files)
#file_wikitext = read_file(dir_path + "/" + 'bnb-archive-8-raw.txt')
@ -124,7 +125,7 @@ if __name__ == "__main__":
print(file)
file_wikitext = read_file(dir_path + "/" + file)
json_discussion = parse_talkpage2(file_wikitext)
json_it(json_discussion, "/data/users/mgaughan/mw-repo-lifecycles/discussion_data/core/bnb-archives/" + file.split(".")[0][:-4] + ".json")
json_it(json_discussion, "/data/users/mgaughan/mw-repo-lifecycles/discussion_data/visualeditor/" + file.split(".")[0] + ".json")
'''
file_wikitext = read_file("/data/users/mgaughan/mw-repo-lifecycles/discussion_data/raw/tech-news/tech-news-2022.txt")
json_discussion = parse_tech_news(file_wikitext)