diff --git a/Pipfile b/Pipfile
index 2997958..63d0be0 100644
--- a/Pipfile
+++ b/Pipfile
@@ -9,6 +9,8 @@ discord-logging = {editable = true, git = "https://github.com/Watchful1/DiscordL
 requests = "*"
 pymongo = {extras = ["srv"], version = "*"}
 scipy = "*"
+sortedcontainers = "*"
+praw = "*"
 
 [dev-packages]
 
diff --git a/personal/combine/build_day.py b/personal/combine/build_day.py
new file mode 100644
index 0000000..991f2a1
--- /dev/null
+++ b/personal/combine/build_day.py
@@ -0,0 +1,165 @@
+import sys
+
+import discord_logging
+import argparse
+import os
+import re
+import zstandard
+from datetime import datetime, timedelta
+from collections import defaultdict
+import json
+import praw
+from praw import endpoints
+
+log = discord_logging.init_logging(debug=False)
+
+import utils
+import classes
+from classes import IngestType
+
+NEWLINE_ENCODED = "\n".encode('utf-8')
+reg = re.compile(r"\d\d-\d\d-\d\d_\d\d-\d\d")
+
+
+def build_day(day_to_process, input_folders, output_folder, object_type, reddit, pushshift_token):
+	file_type = "comments" if object_type == utils.ObjectType.COMMENT else "submissions"
+
+	file_minutes = {}
+	minute_iterator = day_to_process - timedelta(minutes=2)
+	end_time = day_to_process + timedelta(days=1, minutes=2)
+	while minute_iterator <= end_time:
+		file_minutes[minute_iterator] = []
+		minute_iterator += timedelta(minutes=1)
+
+	for merge_folder, ingest_type in input_folders:
+		merge_date_folder = os.path.join(merge_folder, file_type, day_to_process.strftime('%y-%m-%d'))
+		if os.path.exists(merge_date_folder):
+			for file in os.listdir(merge_date_folder):
+				match = reg.search(file)
+				if not match:
+					log.info(f"File doesn't match regex: {file}")
+					continue
+				file_date = datetime.strptime(match.group(), '%y-%m-%d_%H-%M')
+				file_minutes[file_date].append((os.path.join(merge_date_folder, file), ingest_type))
+
+	output_path = os.path.join(output_folder, file_type)
+	if not os.path.exists(output_path):
+		os.makedirs(output_path)
+	output_path = os.path.join(output_path, f"{('RC' if file_type == 'comments' else 'RS')}_{day_to_process.strftime('%y-%m-%d')}.zst")
+	output_handle = zstandard.ZstdCompressor().stream_writer(open(output_path, 'wb'))
+
+	objects = classes.ObjectDict(day_to_process, day_to_process + timedelta(days=1) - timedelta(seconds=1), object_type)
+	unmatched_field = False
+	minute_iterator = day_to_process - timedelta(minutes=2)
+	working_lowest_minute = day_to_process
+	last_minute_of_day = day_to_process + timedelta(days=1) - timedelta(minutes=1)
+	end_time = day_to_process + timedelta(days=1, minutes=2)
+	while minute_iterator <= end_time:
+		for ingest_file, ingest_type in file_minutes[minute_iterator]:
+			for obj in utils.read_obj_zst(ingest_file):
+				if objects.add_object(obj, ingest_type):
+					unmatched_field = True
+		log.info(f"Loaded {minute_iterator.strftime('%y-%m-%d_%H-%M')} : {objects.get_counts_string_by_minute(minute_iterator, [IngestType.INGEST, IngestType.RESCAN, IngestType.DOWNLOAD])}")
+
+		if minute_iterator >= end_time or objects.count_minutes() >= 11:
+			if minute_iterator > last_minute_of_day:
+				working_highest_minute = last_minute_of_day
+			else:
+				working_highest_minute = minute_iterator - timedelta(minutes=1)
+			missing_ids = objects.get_missing_ids_by_minutes(working_lowest_minute, working_highest_minute)
+			log.debug(
+				f"Backfilling from: {working_lowest_minute.strftime('%y-%m-%d_%H-%M')} to "
+				f"{working_highest_minute.strftime('%y-%m-%d_%H-%M')} with {len(missing_ids)} ids")
+
+			for chunk in utils.chunk_list(missing_ids, 50):
+				pushshift_objects = utils.query_pushshift(chunk, pushshift_token, object_type)
+				for pushshift_object in pushshift_objects:
+					if objects.add_object(pushshift_object, IngestType.PUSHSHIFT):
+						unmatched_field = True
+
+			id_prefix = 't1_' if file_type == 'comments' else 't3_'
+			for chunk in utils.chunk_list(missing_ids, 100):
+				id_string = f"{id_prefix}{(f',{id_prefix}'.join(chunk))}"
+				reddit_objects = reddit.request(method="GET", path=endpoints.API_PATH["info"], params={"id": id_string})
+				for reddit_object in reddit_objects['data']['children']:
+					if objects.add_object(reddit_object['data'], IngestType.BACKFILL):
+						unmatched_field = True
+
+			objects.delete_objects_below_minute(working_lowest_minute)
+			while working_lowest_minute <= working_highest_minute:
+				for obj in objects.by_minute[working_lowest_minute].obj_list:
+					output_handle.write(json.dumps(obj, sort_keys=True).encode('utf-8'))
+					output_handle.write(NEWLINE_ENCODED)
+					objects.delete_object_id(obj['id'])
+				log.info(
+					f"Wrote up to {working_lowest_minute.strftime('%y-%m-%d_%H-%M')} : "
+					f"{objects.get_counts_string_by_minute(working_lowest_minute, [IngestType.PUSHSHIFT, IngestType.BACKFILL])}")
+				working_lowest_minute += timedelta(minutes=1)
+
+			objects.rebuild_minute_dict()
+
+		if unmatched_field:
+			log.info(f"Unmatched field, aborting")
+			sys.exit(1)
+
+		minute_iterator += timedelta(minutes=1)
+
+	output_handle.close()
+	log.info(f"Finished day {day_to_process.strftime('%y-%m-%d')}: {objects.get_counts_string()}")
+
+
+if __name__ == "__main__":
+	parser = argparse.ArgumentParser(description="Combine the ingest and rescan files, clean and do pushshift lookups as needed")
+	parser.add_argument("--type", help="The object type, either comments or submissions", required=True)
+	parser.add_argument("--start_date", help="The start of the date range to process, format YY-MM-DD", required=True)
+	parser.add_argument("--end_date", help="The end of the date range to process, format YY-MM-DD. If not provided, the script processed only one day")
+	parser.add_argument('--input', help='Input folder', required=True)
+	parser.add_argument('--output', help='Output folder', required=True)
+	args = parser.parse_args()
+
+	input_folders = [
+		(os.path.join(args.input, "ingest"), IngestType.INGEST),
+		(os.path.join(args.input, "rescan"), IngestType.RESCAN),
+		(os.path.join(args.input, "download"), IngestType.DOWNLOAD),
+	]
+
+	if args.start_date is None:
+		log.error(f"No start date provided")
+		sys.exit(2)
+	start_date = datetime.strptime(args.start_date, '%y-%m-%d')
+	end_date = start_date
+	if args.end_date is not None:
+		end_date = datetime.strptime(args.end_date, '%y-%m-%d')
+
+	for input_folder, ingest_type in input_folders:
+		log.info(f"Input folder: {input_folder}")
+	log.info(f"Output folder: {args.output}")
+
+	object_type = None
+	if args.type == "comments":
+		object_type = utils.ObjectType.COMMENT
+	elif args.type == "submissions":
+		object_type = utils.ObjectType.SUBMISSION
+	else:
+		log.error(f"Invalid type: {args.type}")
+		sys.exit(2)
+
+	config = discord_logging.get_config()
+	user_name = "Watchful12"
+	reddit = praw.Reddit(
+		username=user_name,
+		password=discord_logging.get_config_var(config, user_name, "password"),
+		client_id=discord_logging.get_config_var(config, user_name, f"client_id_1"),
+		client_secret=discord_logging.get_config_var(config, user_name, f"client_secret_1"),
+		user_agent=f"Remindme ingest script")
+
+	pushshift_token = "eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJ1c2VyX2lkIjoiV2F0Y2hmdWwxIiwiZXhwaXJlcyI6MTY5MzA5OTE4OC4wMjU3MDU4fQ.HJJd73nwHArOz2lErpubUuTVd_gdJ44SfpKDjb91tIY"
+
+	while start_date <= end_date:
+		build_day(start_date, input_folders, args.output, object_type, reddit, pushshift_token)
+		start_date = start_date + timedelta(days=1)
+
+	#log.info(f"{len(file_minutes)} : {count_ingest_minutes} : {count_rescan_minutes} : {day_highest_id - day_lowest_id:,} - {count_objects:,} = {(day_highest_id - day_lowest_id) - count_objects:,}: {utils.base36encode(day_lowest_id)}-{utils.base36encode(day_highest_id)}")
+
+# minute_iterator = datetime.strptime("23-07-10 23:30", '%y-%m-%d %H:%M')
+# working_lowest_minute = datetime.strptime("23-07-10 23:30", '%y-%m-%d %H:%M')
\ No newline at end of file
diff --git a/personal/combine/classes.py b/personal/combine/classes.py
new file mode 100644
index 0000000..1451a34
--- /dev/null
+++ b/personal/combine/classes.py
@@ -0,0 +1,282 @@
+from datetime import datetime
+import os
+import discord_logging
+import sys
+import zstandard
+import json
+from enum import Enum
+from sortedcontainers import SortedList
+from collections import defaultdict
+
+log = discord_logging.get_logger()
+
+import utils
+
+NEWLINE_ENCODED = "\n".encode('utf-8')
+
+
+class ApiRequest:
+	def __init__(self, ids, is_submission, ingest_name, estimated_datetime=None, missing_expected=False):
+		self.ids = ids
+		self.is_submission = is_submission
+		self.ingest_name = ingest_name
+		self.estimated_datetime = estimated_datetime
+		self.missing_expected = missing_expected
+		self.results = None
+		self.complete = False
+		self.tries = 0
+		self.prev_lengths = []
+
+	def should_retry(self):
+		if self.complete:
+			return False  # the request is complete, no need to retry
+		if len(self.prev_lengths) <= 1:
+			return True  # we've only made one attempt and it didn't work, do retry
+		if self.prev_lengths[-1] == 0:
+			if len(self.prev_lengths) < (10 if self.missing_expected else 100):
+				return True  # the most recent result was 0 objects, retry up to 100 times
+			else:
+				log.info(f"Force finished request with retries: {self}")
+				self.complete = True
+				return False
+		if self.prev_lengths[-1] == self.prev_lengths[-2]:
+			if self.missing_expected:
+				self.complete = True
+				return False  # the latest two requests were the same and we're expecting missing objects, mark as complete
+			elif len(self.prev_lengths) >= 4 and \
+					self.prev_lengths[-1] == self.prev_lengths[-3] and \
+					self.prev_lengths[-1] == self.prev_lengths[-4]:
+				log.info(f"Force finished request with retries: {self}")
+				self.complete = True
+				return False  # the latest four requests were the same, go ahead and mark as complete
+		return True  # recent requests didn't match, and weren't 0, go ahead and retry
+
+	def get_body_key(self):
+		return "self_text" if self.is_submission else "body"
+
+	def get_string_type(self):
+		return "submission" if self.is_submission else "comment"
+
+	def get_prefix(self):
+		return "t3_" if self.is_submission else "t1_"
+
+	def set_results(self, results):
+		self.prev_lengths.append(len(results))
+		self.results = []
+		current_timestamp = int(datetime.utcnow().timestamp())
+		for result in results:
+			obj = result['data']
+			if 'body_html' in obj:
+				del obj['body_html']
+			if 'selftext_html' in obj:
+				del obj['selftext_html']
+			obj['retrieved_on'] = current_timestamp
+			self.results.append(obj)
+		log.debug(f"Set result: {self}")
+
+	def id_string(self):
+		return f"{self.get_prefix()}{(f',{self.get_prefix()}'.join(self.ids))}"
+
+	def __str__(self):
+		return \
+			f"{self.ingest_name}: {self.ids[0]}-{self.ids[-1]} {self.get_string_type()}: " \
+			f"{len(self.results) if self.results else self.results} : {self.tries} : " \
+			f"{self.complete} : {','.join([str(val) for val in self.prev_lengths])}"
+
+	def __gt__(self, other):
+		if isinstance(other, ApiRequest):
+			return False
+		return True
+
+	def __lt__(self, other):
+		if isinstance(other, ApiRequest):
+			return True
+		return False
+
+	def __eq__(self, other):
+		if isinstance(other, ApiRequest):
+			return True
+		return False
+
+
+class Queue:
+	def __init__(self, max_size):
+		self.list = []
+		self.max_size = max_size
+
+	def put(self, item):
+		if len(self.list) >= self.max_size:
+			self.list.pop(0)
+		self.list.append(item)
+
+	def peek(self):
+		return self.list[0] if len(self.list) > 0 else None
+
+
+class OutputHandle:
+	def __init__(self, is_submission, dump_folder):
+		self.handle = None
+		self.current_path = None
+		self.current_minute = None
+		self.is_submission = is_submission
+		self.dump_folder = dump_folder
+
+		if not os.path.exists(dump_folder):
+			os.makedirs(dump_folder)
+
+	def matched_minute(self, new_date_time):
+		return self.current_minute is not None and new_date_time.minute == self.current_minute
+
+	def get_path(self, date_folder, export_filename, increment=None):
+		folder = f"{self.dump_folder}{os.path.sep}{date_folder}"
+		if not os.path.exists(folder):
+			os.makedirs(folder)
+
+		bldr = [folder]
+		bldr.append(os.path.sep)
+		if self.is_submission:
+			bldr.append("RS_")
+		else:
+			bldr.append("RC_")
+		bldr.append(export_filename)
+		if increment is not None:
+			bldr.append("_")
+			bldr.append(str(increment))
+		bldr.append(".zst")
+
+		return ''.join(bldr)
+
+	def rollover_to_minute(self, date_time):
+		if self.handle is not None:
+			self.handle.close()
+			os.rename(self.current_path + ".tmp", self.current_path)
+		date_folder = date_time.strftime('%y-%m-%d')
+		export_filename = date_time.strftime('%y-%m-%d_%H-%M')
+		export_path = self.get_path(date_folder, export_filename)
+		if os.path.exists(export_path + ".tmp"):
+			os.rename(export_path + ".tmp", export_path)
+		i = 0
+		while os.path.exists(export_path):
+			log.info(f"Dump exists, incrementing: {export_path}")
+			i += 1
+			export_path = self.get_path(date_folder, export_filename, i)
+			if i > 100:
+				log.warning(f"Something went wrong, more than 100 dumps for minute, aborting")
+				sys.exit(3)
+		self.current_path = export_path
+		self.handle = zstandard.ZstdCompressor().stream_writer(open(export_path + ".tmp", 'wb'))
+		self.current_minute = date_time.minute
+
+	def write_object(self, obj):
+		self.handle.write(json.dumps(obj, sort_keys=True).encode('utf-8'))
+		self.handle.write(NEWLINE_ENCODED)
+
+	def flush(self):
+		self.handle.flush()
+
+	def close(self):
+		if self.handle is not None:
+			self.handle.close()
+
+
+class IngestType(Enum):
+	INGEST = 1
+	RESCAN = 2
+	DOWNLOAD = 3
+	PUSHSHIFT = 4
+	BACKFILL = 5
+
+
+class ObjectDict:
+	def __init__(self, min_datetime, max_datetime, obj_type):
+		self.min_datetime = min_datetime
+		self.max_datetime = max_datetime
+		self.obj_type = obj_type
+
+		self.counts = defaultdict(lambda: defaultdict(lambda: defaultdict(int)))
+		self.min_id = None
+		self.max_id = None
+
+		self.by_id = {}
+		self.by_minute = defaultdict(ObjectMinuteList)
+
+	def contains_id(self, str_id):
+		return str_id in self.by_id
+
+	def delete_object_id(self, str_id):
+		del self.by_id[str_id]
+
+	def delete_objects_below_minute(self, delete_below_minute):
+		for minute, minute_list in self.by_minute.items():
+			if minute < delete_below_minute:
+				for obj in minute_list.obj_list:
+					self.delete_object_id(obj['id'])
+
+	def rebuild_minute_dict(self):
+		self.by_minute = defaultdict(ObjectMinuteList)
+		for obj in self.by_id.values():
+			created_minute = datetime.utcfromtimestamp(obj["created_utc"]).replace(second=0, microsecond=0)
+			self.by_minute[created_minute].add(obj)
+
+	def count_minutes(self):
+		return len(self.by_minute)
+
+	@staticmethod
+	def get_counts_string_from_dict(counts_dict, ingest_types):
+		bldr = []
+		for ingest_type in ingest_types:
+			if ingest_type in counts_dict:
+				bldr.append(f"{counts_dict[ingest_type][True]}({counts_dict[ingest_type][False]})")
+			else:
+				bldr.append("0(0)")
+		return "|".join(bldr)
+
+	def get_counts_string_by_minute(self, minute, ingest_types):
+		return ObjectDict.get_counts_string_from_dict(self.counts[minute], ingest_types)
+
+	def get_counts_string(self):
+		sum_dict = defaultdict(lambda: defaultdict(int))
+		for counts_dict in self.counts.values():
+			for ingest_type in IngestType:
+				if ingest_type in counts_dict:
+					sum_dict[ingest_type][True] += counts_dict[ingest_type][True]
+					sum_dict[ingest_type][False] += counts_dict[ingest_type][False]
+		return ObjectDict.get_counts_string_from_dict(sum_dict, IngestType)
+
+	def get_missing_ids_by_minutes(self, start_minute, end_minute):
+		start_id = self.by_minute[start_minute].min_id
+		end_id = self.by_minute[end_minute].max_id
+		missing_ids = []
+		for int_id in range(start_id, end_id + 1):
+			string_id = utils.base36encode(int_id)
+			if not self.contains_id(string_id):
+				missing_ids.append(string_id)
+		return missing_ids
+
+	def add_object(self, obj, ingest_type):
+		created_utc = datetime.utcfromtimestamp(obj["created_utc"])
+		created_minute = created_utc.replace(second=0, microsecond=0)
+		if obj['id'] in self.by_id:
+			existing_obj = self.by_id[obj['id']]
+			unmatched_field = utils.merge_fields(existing_obj, obj, self.obj_type)
+			self.counts[created_minute][ingest_type][False] += 1
+			return unmatched_field
+		if created_utc < self.min_datetime or created_utc > self.max_datetime:
+			return False
+		unmatched_field = utils.parse_fields(obj, self.obj_type)
+		self.by_id[obj['id']] = obj
+		self.by_minute[created_minute].add(obj)
+		self.counts[created_minute][ingest_type][True] += 1
+		self.min_id, self.max_id = utils.merge_lowest_highest_id(obj['id'], self.min_id, self.max_id)
+		return unmatched_field
+
+
+class ObjectMinuteList:
+	def __init__(self):
+		self.obj_list = SortedList(key=lambda x: f"{x['created_utc']}:{x['id']}")
+		self.min_id = None
+		self.max_id = None
+
+	def add(self, obj):
+		self.min_id, self.max_id = utils.merge_lowest_highest_id(obj['id'], self.min_id, self.max_id)
+		self.obj_list.add(obj)
diff --git a/personal/combine/utils.py b/personal/combine/utils.py
new file mode 100644
index 0000000..e6e994a
--- /dev/null
+++ b/personal/combine/utils.py
@@ -0,0 +1,549 @@
+import re
+import sys
+from enum import Enum
+import discord_logging
+import zstandard
+import json
+from datetime import datetime
+import requests
+import time
+
+import counters
+
+log = discord_logging.get_logger(init=True)
+
+
+def parse_ingest_string(ingest_string):
+	ingest_ids = []
+	for char in ingest_string:
+		ingest_ids.append(char)
+	return ingest_ids
+
+
+def read_obj_zst(file_name):
+	with open(file_name, 'rb') as file_handle:
+		buffer = ''
+		reader = zstandard.ZstdDecompressor(max_window_size=2**31).stream_reader(file_handle)
+		while True:
+			chunk = read_and_decode(reader, 2**27, (2**29) * 2)
+
+			if not chunk:
+				break
+			lines = (buffer + chunk).split("\n")
+
+			for line in lines[:-1]:
+				if line == "":
+					continue
+				yield json.loads(line.strip())
+
+			buffer = lines[-1]
+
+		reader.close()
+
+
+def read_and_decode(reader, chunk_size, max_window_size, previous_chunk=None, bytes_read=0):
+	chunk = reader.read(chunk_size)
+	bytes_read += chunk_size
+	if previous_chunk is not None:
+		chunk = previous_chunk + chunk
+	try:
+		return chunk.decode()
+	except UnicodeDecodeError:
+		if bytes_read > max_window_size:
+			raise UnicodeError(f"Unable to decode frame after reading {bytes_read:,} bytes")
+		return read_and_decode(reader, chunk_size, max_window_size, chunk, bytes_read)
+
+
+def base36encode(integer: int) -> str:
+	chars = '0123456789abcdefghijklmnopqrstuvwxyz'
+	sign = '-' if integer < 0 else ''
+	integer = abs(integer)
+	result = ''
+	while integer > 0:
+		integer, remainder = divmod(integer, 36)
+		result = chars[remainder] + result
+	return sign + result
+
+
+def base36decode(base36: str) -> int:
+	return int(base36, 36)
+
+
+def next_string_id(string_id):
+	return base36encode(base36decode(string_id) + 1)
+
+
+def get_next_hundred_ids(start_id):
+	start_num = base36decode(start_id)
+	ids = []
+	id_num = -1
+	for id_num in range(start_num, start_num + 100):
+		ids.append(base36encode(id_num))
+	return ids, base36encode(id_num)
+
+
+class FieldAction(Enum):
+	OVERWRITE = 1
+	OVERWRITE_NOT_NONE = 2
+	OVERWRITE_IF_NONE = 3
+	DONT_OVERWRITE = 4
+	DELETE = 5
+	SPECIAL = 6
+	SPECIAL_NO_OVERWRITE = 7
+	ALLOW = 8
+	ALLOW_EMPTY = 9
+
+
+class ObjectType(Enum):
+	COMMENT = 1
+	SUBMISSION = 2
+
+
+field_actions = {
+	ObjectType.COMMENT: {
+		"all_awardings": FieldAction.OVERWRITE_NOT_NONE,
+		"approved": FieldAction.DELETE,
+		"approved_at_utc": FieldAction.SPECIAL_NO_OVERWRITE,
+		"approved_by": FieldAction.SPECIAL_NO_OVERWRITE,
+		"archived": FieldAction.OVERWRITE,
+		"associated_award": FieldAction.ALLOW_EMPTY,
+		"author": FieldAction.OVERWRITE_IF_NONE,
+		"author_cakeday": FieldAction.DONT_OVERWRITE,
+		"author_flair_background_color": FieldAction.OVERWRITE_IF_NONE,
+		"author_flair_css_class": FieldAction.OVERWRITE_IF_NONE,
+		"author_flair_richtext": FieldAction.OVERWRITE_IF_NONE,
+		"author_flair_template_id": FieldAction.OVERWRITE_IF_NONE,
+		"author_flair_text": FieldAction.OVERWRITE_IF_NONE,
+		"author_flair_text_color": FieldAction.OVERWRITE_IF_NONE,
+		"author_flair_type": FieldAction.OVERWRITE_IF_NONE,
+		"author_fullname": FieldAction.OVERWRITE_IF_NONE,
+		"author_is_blocked": FieldAction.SPECIAL_NO_OVERWRITE,
+		"author_patreon_flair": FieldAction.OVERWRITE,
+		"author_premium": FieldAction.OVERWRITE,
+		"awarders": FieldAction.OVERWRITE_IF_NONE,
+		"ban_note": FieldAction.DELETE,
+		"banned_at_utc": FieldAction.SPECIAL_NO_OVERWRITE,
+		"banned_by": FieldAction.SPECIAL_NO_OVERWRITE,
+		"body": FieldAction.SPECIAL,
+		"body_html": FieldAction.DELETE,
+		"body_sha1": FieldAction.OVERWRITE_NOT_NONE,
+		"can_gild": FieldAction.OVERWRITE,
+		"can_mod_post": FieldAction.SPECIAL_NO_OVERWRITE,
+		"collapsed": FieldAction.OVERWRITE,
+		"collapsed_because_crowd_control": FieldAction.ALLOW_EMPTY,
+		"collapsed_reason": FieldAction.OVERWRITE,
+		"collapsed_reason_code": FieldAction.OVERWRITE,
+		"comment_type": FieldAction.ALLOW_EMPTY,
+		"controversiality": FieldAction.OVERWRITE,
+		"created": FieldAction.OVERWRITE_IF_NONE,
+		"created_utc": FieldAction.ALLOW,
+		"distinguished": FieldAction.OVERWRITE,
+		"downs": FieldAction.OVERWRITE_IF_NONE,
+		"editable": FieldAction.OVERWRITE,
+		"edited": FieldAction.OVERWRITE_NOT_NONE,
+		"gilded": FieldAction.OVERWRITE_NOT_NONE,
+		"gildings": FieldAction.OVERWRITE_NOT_NONE,
+		"id": FieldAction.ALLOW,
+		"ignore_reports": FieldAction.DELETE,
+		"is_submitter": FieldAction.DONT_OVERWRITE,
+		"likes": FieldAction.ALLOW_EMPTY,
+		"link_id": FieldAction.ALLOW,
+		"locked": FieldAction.OVERWRITE,
+		"media_metadata": FieldAction.OVERWRITE,
+		"mod_note": FieldAction.ALLOW_EMPTY,
+		"mod_reason_by": FieldAction.ALLOW_EMPTY,
+		"mod_reason_title": FieldAction.ALLOW_EMPTY,
+		"mod_reports": FieldAction.SPECIAL_NO_OVERWRITE,
+		"mod_reports_dismissed": FieldAction.SPECIAL_NO_OVERWRITE,
+		"name": FieldAction.OVERWRITE_IF_NONE,
+		"nest_level": FieldAction.OVERWRITE_NOT_NONE,
+		"no_follow": FieldAction.OVERWRITE,
+		"num_reports": FieldAction.SPECIAL_NO_OVERWRITE,
+		"parent_id": FieldAction.OVERWRITE_IF_NONE,
+		"permalink": FieldAction.DONT_OVERWRITE,
+		"removal_reason": FieldAction.SPECIAL,
+		"removed": FieldAction.DELETE,
+		"replies": FieldAction.OVERWRITE_IF_NONE,
+		"report_reasons": FieldAction.SPECIAL_NO_OVERWRITE,
+		"retrieved_on": FieldAction.SPECIAL,
+		"retrieved_utc": FieldAction.SPECIAL,
+		"saved": FieldAction.SPECIAL_NO_OVERWRITE,
+		"score": FieldAction.OVERWRITE_NOT_NONE,
+		"score_hidden": FieldAction.OVERWRITE,
+		"send_replies": FieldAction.OVERWRITE,
+		"spam": FieldAction.DELETE,
+		"stickied": FieldAction.OVERWRITE,
+		"subreddit": FieldAction.OVERWRITE_NOT_NONE,
+		"subreddit_id": FieldAction.ALLOW,
+		"subreddit_name_prefixed": FieldAction.OVERWRITE_NOT_NONE,
+		"subreddit_type": FieldAction.DONT_OVERWRITE,
+		"top_awarded_type": FieldAction.ALLOW_EMPTY,
+		"total_awards_received": FieldAction.OVERWRITE_NOT_NONE,
+		"treatment_tags": FieldAction.OVERWRITE_NOT_NONE,
+		"unrepliable_reason": FieldAction.ALLOW_EMPTY,
+		"ups": FieldAction.OVERWRITE_NOT_NONE,
+		"user_reports": FieldAction.SPECIAL_NO_OVERWRITE,
+		"user_reports_dismissed": FieldAction.SPECIAL_NO_OVERWRITE,
+		"updated_on": FieldAction.SPECIAL,
+		"updated_utc": FieldAction.SPECIAL,
+		"utc_datetime_str": FieldAction.DELETE,
+	},
+	ObjectType.SUBMISSION: {
+		"ad_promoted_user_posts": FieldAction.ALLOW_EMPTY,
+		"ad_supplementary_text_md": FieldAction.ALLOW,
+		"adserver_click_url": FieldAction.ALLOW_EMPTY,
+		"adserver_imp_pixel": FieldAction.ALLOW_EMPTY,
+		"all_awardings": FieldAction.OVERWRITE_NOT_NONE,
+		"allow_live_comments": FieldAction.OVERWRITE,
+		"app_store_data": FieldAction.ALLOW_EMPTY,
+		"approved": FieldAction.DELETE,
+		"approved_at_utc": FieldAction.SPECIAL_NO_OVERWRITE,
+		"approved_by": FieldAction.SPECIAL_NO_OVERWRITE,
+		"archived": FieldAction.ALLOW_EMPTY,
+		"author": FieldAction.OVERWRITE_IF_NONE,
+		"author_cakeday": FieldAction.DONT_OVERWRITE,
+		"author_flair_background_color": FieldAction.OVERWRITE_NOT_NONE,
+		"author_flair_css_class": FieldAction.OVERWRITE_NOT_NONE,
+		"author_flair_richtext": FieldAction.OVERWRITE_NOT_NONE,
+		"author_flair_template_id": FieldAction.OVERWRITE_NOT_NONE,
+		"author_flair_text": FieldAction.OVERWRITE_NOT_NONE,
+		"author_flair_text_color": FieldAction.OVERWRITE_NOT_NONE,
+		"author_flair_type": FieldAction.OVERWRITE_NOT_NONE,
+		"author_fullname": FieldAction.OVERWRITE_NOT_NONE,
+		"author_id": FieldAction.OVERWRITE_NOT_NONE,
+		"author_is_blocked": FieldAction.SPECIAL_NO_OVERWRITE,
+		"author_patreon_flair": FieldAction.OVERWRITE,
+		"author_premium": FieldAction.OVERWRITE,
+		"awarders": FieldAction.ALLOW_EMPTY,
+		"ban_note": FieldAction.DELETE,
+		"banned_at_utc": FieldAction.SPECIAL_NO_OVERWRITE,
+		"banned_by": FieldAction.SPECIAL_NO_OVERWRITE,
+		"call_to_action": FieldAction.OVERWRITE,
+		"campaign_id": FieldAction.ALLOW_EMPTY,
+		"can_gild": FieldAction.OVERWRITE,
+		"can_mod_post": FieldAction.SPECIAL_NO_OVERWRITE,
+		"category": FieldAction.OVERWRITE_NOT_NONE,
+		"clicked": FieldAction.SPECIAL_NO_OVERWRITE,
+		"collections": FieldAction.OVERWRITE_NOT_NONE,
+		"content_categories": FieldAction.ALLOW,
+		"contest_mode": FieldAction.OVERWRITE,
+		"created": FieldAction.OVERWRITE_IF_NONE,
+		"created_utc": FieldAction.ALLOW,
+		"crosspost_parent": FieldAction.ALLOW,
+		"crosspost_parent_list": FieldAction.OVERWRITE_NOT_NONE,
+		"discussion_type": FieldAction.ALLOW,
+		"distinguished": FieldAction.OVERWRITE,
+		"domain": FieldAction.OVERWRITE_NOT_NONE,
+		"domain_override": FieldAction.OVERWRITE_NOT_NONE,
+		"downs": FieldAction.SPECIAL_NO_OVERWRITE,
+		"edited": FieldAction.OVERWRITE,
+		"embed_type": FieldAction.ALLOW_EMPTY,
+		"embed_url": FieldAction.ALLOW_EMPTY,
+		"event_end": FieldAction.OVERWRITE_NOT_NONE,
+		"event_is_live": FieldAction.OVERWRITE_NOT_NONE,
+		"event_start": FieldAction.OVERWRITE_NOT_NONE,
+		"events": FieldAction.ALLOW_EMPTY,
+		"eventsOnRender": FieldAction.ALLOW_EMPTY,
+		"gallery_data": FieldAction.OVERWRITE_NOT_NONE,
+		"gilded": FieldAction.OVERWRITE_NOT_NONE,
+		"gildings": FieldAction.OVERWRITE_NOT_NONE,
+		"hidden": FieldAction.ALLOW_EMPTY,
+		"hide_score": FieldAction.OVERWRITE,
+		"href_url": FieldAction.DONT_OVERWRITE,
+		"id": FieldAction.ALLOW,
+		"ignore_reports": FieldAction.DELETE,
+		"impression_id": FieldAction.ALLOW_EMPTY,
+		"impression_id_str": FieldAction.ALLOW_EMPTY,
+		"is_blank": FieldAction.ALLOW_EMPTY,
+		"is_created_from_ads_ui": FieldAction.ALLOW,
+		"is_crosspostable": FieldAction.OVERWRITE,
+		"is_gallery": FieldAction.ALLOW,
+		"is_meta": FieldAction.OVERWRITE,
+		"is_original_content": FieldAction.OVERWRITE,
+		"is_reddit_media_domain": FieldAction.OVERWRITE,
+		"is_robot_indexable": FieldAction.OVERWRITE,
+		"is_self": FieldAction.DONT_OVERWRITE,
+		"is_survey_ad": FieldAction.ALLOW_EMPTY,
+		"is_video": FieldAction.ALLOW,
+		"likes": FieldAction.ALLOW_EMPTY,
+		"link_flair_background_color": FieldAction.OVERWRITE_NOT_NONE,
+		"link_flair_css_class": FieldAction.OVERWRITE_NOT_NONE,
+		"link_flair_richtext": FieldAction.OVERWRITE_NOT_NONE,
+		"link_flair_template_id": FieldAction.OVERWRITE_NOT_NONE,
+		"link_flair_text": FieldAction.OVERWRITE_NOT_NONE,
+		"link_flair_text_color": FieldAction.OVERWRITE_NOT_NONE,
+		"link_flair_type": FieldAction.OVERWRITE_NOT_NONE,
+		"locked": FieldAction.OVERWRITE,
+		"media": FieldAction.OVERWRITE_NOT_NONE,
+		"media_embed": FieldAction.OVERWRITE_NOT_NONE,
+		"media_metadata": FieldAction.OVERWRITE_NOT_NONE,
+		"media_only": FieldAction.OVERWRITE,
+		"mobile_ad_url": FieldAction.ALLOW,
+		"mod_note": FieldAction.ALLOW_EMPTY,
+		"mod_reason_by": FieldAction.ALLOW_EMPTY,
+		"mod_reason_title": FieldAction.ALLOW_EMPTY,
+		"mod_reports": FieldAction.SPECIAL_NO_OVERWRITE,
+		"name": FieldAction.OVERWRITE_IF_NONE,
+		"no_follow": FieldAction.OVERWRITE,
+		"num_comments": FieldAction.OVERWRITE_NOT_NONE,
+		"num_crossposts": FieldAction.OVERWRITE,
+		"num_reports": FieldAction.SPECIAL_NO_OVERWRITE,
+		"original_link": FieldAction.ALLOW_EMPTY,
+		"outbound_link": FieldAction.ALLOW_EMPTY,
+		"over_18": FieldAction.OVERWRITE,
+		"parent_whitelist_status": FieldAction.OVERWRITE,
+		"permalink": FieldAction.DONT_OVERWRITE,
+		"pinned": FieldAction.ALLOW_EMPTY,
+		"poll_data": FieldAction.OVERWRITE_NOT_NONE,
+		"post_hint": FieldAction.OVERWRITE,
+		"preview": FieldAction.OVERWRITE_NOT_NONE,
+		"priority_id": FieldAction.ALLOW_EMPTY,
+		"product_ids": FieldAction.ALLOW_EMPTY,
+		"promo_layout": FieldAction.OVERWRITE,
+		"promoted": FieldAction.ALLOW_EMPTY,
+		"promoted_by": FieldAction.ALLOW_EMPTY,
+		"promoted_display_name": FieldAction.ALLOW_EMPTY,
+		"promoted_url": FieldAction.ALLOW_EMPTY,
+		"pwls": FieldAction.OVERWRITE,
+		"quarantine": FieldAction.DONT_OVERWRITE,
+		"removal_reason": FieldAction.SPECIAL,
+		"removed": FieldAction.DELETE,
+		"removed_by": FieldAction.SPECIAL_NO_OVERWRITE,
+		"removed_by_category": FieldAction.OVERWRITE,
+		"report_reasons": FieldAction.SPECIAL_NO_OVERWRITE,
+		"retrieved_on": FieldAction.SPECIAL,
+		"retrieved_utc": FieldAction.SPECIAL,
+		"saved": FieldAction.SPECIAL_NO_OVERWRITE,
+		"score": FieldAction.OVERWRITE_NOT_NONE,
+		"secure_media": FieldAction.OVERWRITE_NOT_NONE,
+		"secure_media_embed": FieldAction.OVERWRITE_NOT_NONE,
+		"selftext": FieldAction.SPECIAL,
+		"selftext_html": FieldAction.DELETE,
+		"send_replies": FieldAction.OVERWRITE,
+		"show_media": FieldAction.ALLOW,
+		"sk_ad_network_data": FieldAction.ALLOW_EMPTY,
+		"spam": FieldAction.DELETE,
+		"spoiler": FieldAction.OVERWRITE,
+		"stickied": FieldAction.OVERWRITE,
+		"subcaption": FieldAction.OVERWRITE,
+		"subreddit": FieldAction.ALLOW,
+		"subreddit_id": FieldAction.ALLOW,
+		"subreddit_name_prefixed": FieldAction.ALLOW,
+		"subreddit_subscribers": FieldAction.OVERWRITE_IF_NONE,
+		"subreddit_type": FieldAction.DONT_OVERWRITE,
+		"suggested_sort": FieldAction.OVERWRITE,
+		"third_party_trackers": FieldAction.ALLOW_EMPTY,
+		"third_party_tracking": FieldAction.ALLOW_EMPTY,
+		"third_party_tracking_2": FieldAction.ALLOW_EMPTY,
+		"thumbnail": FieldAction.OVERWRITE_NOT_NONE,
+		"thumbnail_height": FieldAction.OVERWRITE_NOT_NONE,
+		"thumbnail_width": FieldAction.OVERWRITE_NOT_NONE,
+		"title": FieldAction.DONT_OVERWRITE,
+		"top_awarded_type": FieldAction.OVERWRITE,
+		"total_awards_received": FieldAction.OVERWRITE_NOT_NONE,
+		"treatment_tags": FieldAction.OVERWRITE_NOT_NONE,
+		"updated_on": FieldAction.SPECIAL,
+		"updated_utc": FieldAction.SPECIAL,
+		"ups": FieldAction.OVERWRITE_NOT_NONE,
+		"upvote_ratio": FieldAction.OVERWRITE,
+		"url": FieldAction.OVERWRITE_NOT_NONE,
+		"url_overridden_by_dest": FieldAction.OVERWRITE_NOT_NONE,
+		"user_reports": FieldAction.SPECIAL_NO_OVERWRITE,
+		"user_reports_dismissed": FieldAction.SPECIAL_NO_OVERWRITE,
+		"utc_datetime_str": FieldAction.DELETE,
+		"view_count": FieldAction.ALLOW_EMPTY,
+		"visited": FieldAction.SPECIAL_NO_OVERWRITE,
+		"whitelist_status": FieldAction.OVERWRITE,
+		"wls": FieldAction.OVERWRITE,
+	},
+}
+
+
+def is_empty(value):
+	return value is None \
+		or value == "" \
+		or value == "[deleted]" \
+		or value == "[removed]" \
+		or value == [] \
+		or value == {} \
+		or value is False \
+		or value == 0
+
+
+def replace(match):
+	if match.group(0) == "amp;": return ""
+	if match.group(0) == "&lt;": return "<"
+	if match.group(0) == "&gt;": return ">"
+	log.warning(f"Unknown group: {match}")
+	sys.exit(2)
+
+
+unencode_regex = re.compile(r"amp;|&lt;|&gt;")
+
+
+def merge_fields(existing_obj, new_obj, obj_type):
+	unmatched_field = False
+	type_actions = field_actions[obj_type]
+	for key, new_value in new_obj.items():
+		action = type_actions.get(key)
+
+		original_value = existing_obj.get(key)
+		if new_value != original_value:
+			if isinstance(new_value, str) and unencode_regex.search(new_value):
+				new_value_no_encode = unencode_regex.sub(replace, new_value)
+				if new_value_no_encode == original_value:
+					continue
+			if action == FieldAction.OVERWRITE:
+				existing_obj[key] = new_value
+			elif action == FieldAction.OVERWRITE_NOT_NONE:
+				if not is_empty(new_value):
+					existing_obj[key] = new_value
+			elif action == FieldAction.OVERWRITE_IF_NONE:
+				if is_empty(original_value):
+					existing_obj[key] = new_value
+			elif action == FieldAction.SPECIAL:
+				if key == "body":
+					if not is_empty(new_value):
+						if 'previous_body' in existing_obj:
+							existing_obj['previous_body'] = original_value
+						existing_obj['body'] = new_value
+				elif key == "selftext":
+					if not is_empty(new_value):
+						if 'previous_selftext' not in existing_obj:
+							existing_obj['previous_selftext'] = original_value
+						existing_obj['selftext'] = new_value
+				elif key == "removal_reason" and new_value in ["legal", None]:
+					existing_obj[key] = new_value
+				elif key in ["retrieved_on", "retrieved_utc"]:
+					prev_retrieved_on = existing_obj["retrieved_on"]
+					if new_value < prev_retrieved_on:
+						existing_obj["retrieved_on"] = new_value
+						existing_obj["updated_on"] = prev_retrieved_on
+					if new_value > prev_retrieved_on:
+						existing_obj["updated_on"] = new_value
+				elif key in ["updated_on", "updated_utc"]:
+					if new_value > existing_obj["updated_on"]:
+						existing_obj["updated_on"] = new_value
+				else:
+					log.info(f"{new_obj['id']} unmatched special: {key}: {original_value} != {new_value}")
+					unmatched_field = True
+			elif action == FieldAction.DELETE or action == FieldAction.DONT_OVERWRITE or action == FieldAction.SPECIAL_NO_OVERWRITE:
+				pass
+			else:
+				log.info(f"{new_obj['id']} unmatched no action: {key}|{action}: {original_value} != {new_value}")
+				unmatched_field = True
+		elif action is None:
+			log.info(f"{new_obj['id']} matched no action: {key}: {new_value}")
+			unmatched_field = True
+
+	return unmatched_field
+
+
+def parse_fields(new_obj, obj_type):
+	keys_to_delete = []
+	keys_to_add = []
+	unmatched_field = False
+	type_actions = field_actions[obj_type]
+	for key, new_value in new_obj.items():
+		action = type_actions.get(key)
+		if action is not None:
+			if action == FieldAction.DELETE:
+				keys_to_delete.append(key)
+			elif action == FieldAction.ALLOW_EMPTY:
+				if not is_empty(new_value):
+					log.info(f"{new_obj['id']} not empty: {key}: {new_value}")
+					unmatched_field = True
+					keys_to_delete.append(key)
+			elif action == FieldAction.SPECIAL:
+				if key in ["retrieved_on", "body", "selftext", "updated_on"]:
+					pass
+				elif key == "removal_reason" and new_value in ["legal", None]:
+					pass
+				elif key == "retrieved_utc":
+					keys_to_add.append(("retrieved_on", new_value))
+					keys_to_delete.append(key)
+				elif key == "updated_utc":
+					keys_to_add.append(("updated_on", new_value))
+					keys_to_delete.append(key)
+				else:
+					log.info(f"{new_obj['id']} special no match: {key}: {new_value}")
+					unmatched_field = True
+					keys_to_delete.append(key)
+			elif action == FieldAction.SPECIAL_NO_OVERWRITE:
+				if key in ["can_mod_post", "saved", "clicked", "visited", "author_is_blocked"]:
+					new_obj[key] = False
+				elif key in ["banned_at_utc", "banned_by", "approved_at_utc", "approved_by", "user_reports_dismissed", "mod_reports_dismissed", "removed_by"]:
+					new_obj[key] = None
+				elif key in ["num_reports", "downs"]:
+					new_obj[key] = 0
+				elif key in ["report_reasons", "user_reports", "mod_reports"]:
+					new_obj[key] = []
+				else:
+					log.info(f"{new_obj['id']} special no overwrite no match: {key}: {new_value}")
+					unmatched_field = True
+					keys_to_delete.append(key)
+		else:
+			log.info(f"{new_obj['id']} no action: {key}: {new_value}")
+			unmatched_field = True
+
+	for key in keys_to_delete:
+		del new_obj[key]
+
+	for key, value in keys_to_add:
+		new_obj[key] = value
+
+	if 'retrieved_on' not in new_obj:
+		new_obj['retrieved_on'] = int(datetime.utcnow().timestamp())
+
+	return unmatched_field
+
+
+def merge_lowest_highest_id(str_id, lowest_id, highest_id):
+	int_id = base36decode(str_id)
+	if lowest_id is None or int_id < lowest_id:
+		lowest_id = int_id
+	if highest_id is None or int_id > highest_id:
+		highest_id = int_id
+	return lowest_id, highest_id
+
+
+async def record_rate_limits(reddit, client):
+	reddit_user = await reddit.user.me()
+	remaining = int(reddit._core._rate_limiter.remaining)
+	used = int(reddit._core._rate_limiter.used)
+	counters.rate_requests_remaining.labels(username=reddit_user.name, client=client).set(remaining)
+	counters.rate_requests_used.labels(username=reddit_user.name, client=client).set(used)
+
+	reset_timestamp = reddit._core._rate_limiter.reset_timestamp
+	seconds_to_reset = (datetime.utcfromtimestamp(reset_timestamp) - datetime.utcnow()).total_seconds()
+	counters.rate_seconds_remaining.labels(username=reddit_user.name, client=client).set(int(seconds_to_reset))
+	window_size = int(reddit._core._rate_limiter.window_size) if reddit._core._rate_limiter.window_size is not None else reddit._core._rate_limiter.window_size
+	time_to_next_request = max((datetime.utcnow() - datetime.utcfromtimestamp(reddit._core._rate_limiter.next_request_timestamp)).total_seconds(), 0)
+	#log.info(f"Rate: u/{reddit_user.name}: {window_size} : {remaining} : {used} : {seconds_to_reset:.2f} : {time_to_next_request:.3f} ")
+
+	return
+
+
+def chunk_list(items, chunk_size):
+	for i in range(0, len(items), chunk_size):
+		yield items[i:i + chunk_size]
+
+
+def query_pushshift(ids, bearer, object_type):
+	object_name = "comment" if object_type == ObjectType.COMMENT else "submission"
+	url = f"https://api.pushshift.io/reddit/{object_name}/search?limit=1000&ids={','.join(ids)}"
+	log.debug(f"pushshift query: {url}")
+	response = None
+	for i in range(4):
+		response = requests.get(url, headers={
+			'User-Agent': "In script by /u/Watchful1",
+			'Authorization': f"Bearer {bearer}"})
+		if response.status_code == 200:
+			break
+		if response.status_code == 403:
+			log.warning(f"Pushshift unauthorized, aborting")
+			sys.exit(2)
+		time.sleep(2)
+	if response.status_code != 200:
+		log.warning(f"4 requests failed with status code {response.status_code}")
+	return response.json()['data']
diff --git a/personal/transform/copy_listed_files.py b/personal/move/copy_listed_files.py
similarity index 100%
rename from personal/transform/copy_listed_files.py
rename to personal/move/copy_listed_files.py
diff --git a/personal/move/move_files.py b/personal/move/move_files.py
new file mode 100644
index 0000000..4b38856
--- /dev/null
+++ b/personal/move/move_files.py
@@ -0,0 +1,43 @@
+import os
+import discord_logging
+import re
+from datetime import datetime
+
+log = discord_logging.init_logging()
+
+
+if __name__ == "__main__":
+	parent_folder = r"\\MYCLOUDPR4100\Public\ingest"
+	folders = [r"ingest\comments",r"ingest\submissions",r"rescan\comments",r"rescan\submissions"]
+	reg = re.compile(r"\d\d-\d\d-\d\d_\d\d-\d\d")
+	for folder in folders:
+		files = []
+		created_date_folders = set()
+		folder_path = os.path.join(parent_folder, folder)
+		for file in os.listdir(folder_path):
+			file_path = os.path.join(folder_path, file)
+			if file.endswith(".zst"):
+				files.append(file)
+		log.info(f"{folder}: {len(files):,}")
+
+		count_moved = 0
+		for file in files:
+			match = reg.search(file)
+			if not match:
+				log.info(f"File doesn't match regex: {file}")
+				continue
+			file_date = datetime.strptime(match.group(), '%y-%m-%d_%H-%M')
+			date_folder_name = file_date.strftime('%y-%m-%d')
+			date_folder_path = os.path.join(folder_path, date_folder_name)
+			if date_folder_name not in created_date_folders:
+				log.info(f"Creating folder: {date_folder_path}")
+				if not os.path.exists(date_folder_path):
+					os.makedirs(date_folder_path)
+				created_date_folders.add(date_folder_name)
+			old_file_path = os.path.join(folder_path, file)
+			new_file_path = os.path.join(date_folder_path, file)
+			os.rename(old_file_path, new_file_path)
+			count_moved += 1
+			if count_moved % 100 == 0:
+				log.info(f"{count_moved:,}/{len(files):,}: {folder}")
+		log.info(f"{count_moved:,}/{len(files):,}: {folder}")
diff --git a/personal/opt_in_quarantined.py b/personal/opt_in_quarantined.py
new file mode 100644
index 0000000..384d01d
--- /dev/null
+++ b/personal/opt_in_quarantined.py
@@ -0,0 +1,26 @@
+import asyncpraw
+import requests
+import asyncio
+
+
+async def opt_in(reddit, subreddit_name):
+	subreddit = await reddit.subreddit(subreddit_name)
+	await subreddit.quaran.opt_in()
+
+
+async def main(subreddits):
+	reddit = asyncpraw.Reddit("Watchful12")
+	for subreddit_name in subreddits:
+		print(f"r/{subreddit_name}")
+		try:
+			subreddit = await reddit.subreddit(subreddit_name)
+			await subreddit.quaran.opt_in()
+		except Exception as err:
+			print(f"Error opting into r/{subreddit_name} : {err}")
+	await reddit.close()
+
+
+if __name__ == "__main__":
+	subreddits = requests.get("https://pastebin.com/raw/WKi36t1w").text.split("\r\n")
+	asyncio.set_event_loop_policy(asyncio.WindowsSelectorEventLoopPolicy())
+	asyncio.run(main(subreddits))
diff --git a/personal/transform/split_by_minutes.py b/personal/transform/split_by_minutes.py
new file mode 100644
index 0000000..c814a73
--- /dev/null
+++ b/personal/transform/split_by_minutes.py
@@ -0,0 +1,45 @@
+import discord_logging
+import os
+import zstandard
+from datetime import datetime
+import json
+
+log = discord_logging.init_logging()
+
+import utils
+
+NEWLINE_ENCODED = "\n".encode('utf-8')
+
+
+if __name__ == "__main__":
+	input_file = r"\\MYCLOUDPR4100\Public\RS_2023-07.zst"
+	output_folder = r"\\MYCLOUDPR4100\Public\ingest\download"
+	file_type = "comments" if "RC" in input_file else "submissions"
+
+	previous_minute, output_handle, created_utc = None, None, None
+	count_objects, count_minute = 0, 0
+	for obj in utils.read_obj_zst(input_file):
+		created_utc = datetime.utcfromtimestamp(obj["created_utc"])
+		current_minute = created_utc.replace(second=0)
+
+		if previous_minute is None or current_minute > previous_minute:
+			log.info(f"{created_utc.strftime('%y-%m-%d_%H-%M')}: {count_objects:,} : {count_minute: ,}")
+			previous_minute = current_minute
+			count_minute = 0
+			if output_handle is not None:
+				output_handle.close()
+
+			output_path = os.path.join(output_folder, file_type, created_utc.strftime('%y-%m-%d'))
+			if not os.path.exists(output_path):
+				os.makedirs(output_path)
+			output_path = os.path.join(output_path, f"{('RC' if file_type == 'comments' else 'RS')}_{created_utc.strftime('%y-%m-%d_%H-%M')}.zst")
+			output_handle = zstandard.ZstdCompressor().stream_writer(open(output_path, 'wb'))
+
+		count_objects += 1
+		count_minute += 1
+		output_handle.write(json.dumps(obj, sort_keys=True).encode('utf-8'))
+		output_handle.write(NEWLINE_ENCODED)
+
+	log.info(f"{created_utc.strftime('%y-%m-%d_%H-%M')}: {count_objects:,} : {count_minute: ,}")
+	if output_handle is not None:
+		output_handle.close()