diff --git a/personal/count_fields.py b/personal/count_fields.py
new file mode 100644
index 0000000..f687b2c
--- /dev/null
+++ b/personal/count_fields.py
@@ -0,0 +1,91 @@
+import zstandard
+import os
+import json
+import sys
+from datetime import datetime
+import logging.handlers
+from collections import defaultdict
+
+
+log = logging.getLogger("bot")
+log.setLevel(logging.DEBUG)
+log.addHandler(logging.StreamHandler())
+
+
+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")
+		log.info(f"Decoding error with {bytes_read:,} bytes, reading another chunk")
+		return read_and_decode(reader, chunk_size, max_window_size, chunk, bytes_read)
+
+
+def read_lines_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]:
+				yield json.loads(line)
+			buffer = lines[-1]
+		reader.close()
+
+
+if __name__ == "__main__":
+	#input_folder = r"\\MYCLOUDPR4100\Public\ingest\ingest\comments\23-06-23"
+	input_folder = r"\\MYCLOUDPR4100\Public\reddit\comments"
+	input_files = []
+	total_size = 0
+	for subdir, dirs, files in os.walk(input_folder):
+		for filename in files:
+			input_path = os.path.join(subdir, filename)
+			if input_path.endswith(".zst"):
+				file_size = os.stat(input_path).st_size
+				total_size += file_size
+				input_files.append([input_path, file_size])
+
+	log.info(f"Processing {len(input_files)} files of {(total_size / (2**30)):.2f} gigabytes")
+
+	total_lines = 0
+	fields = defaultdict(lambda: defaultdict(int))
+	for input_file in input_files:
+		file_lines = 0
+		created = None
+		for obj in read_lines_zst(input_file[0]):
+			for key, value in obj.items():
+				value = str(value)[:20]
+				fields[key][value] += 1
+
+			created = datetime.utcfromtimestamp(int(obj['created_utc']))
+			file_lines += 1
+			if file_lines % 100000 == 0:
+				log.info(f"{created.strftime('%Y-%m-%d %H:%M:%S')} : {file_lines + total_lines:,}")
+			if file_lines >= 1000:
+				break
+		total_lines += file_lines
+		log.info(f"{created.strftime('%Y-%m-%d %H:%M:%S')} : {file_lines + total_lines:,}")
+
+	sorted_fields = []
+	for key, values in fields.items():
+		total_occurrences = 0
+		unique_values = 0
+		examples = []
+		for value_name, count in values.items():
+			unique_values += 1
+			total_occurrences += count
+			if len(examples) < 3:
+				examples.append(value_name)
+		sorted_fields.append((total_occurrences, f"{key}: {(total_occurrences / total_lines) * 100:.2f} : {unique_values:,} : {','.join(examples)}"))
+	sorted_fields.sort(key=lambda x:x[0], reverse=True)
+	for count, string in sorted_fields:
+		log.info(string)
diff --git a/personal/test_file.py b/personal/test_file.py
index 45f3d18..0a04ff6 100644
--- a/personal/test_file.py
+++ b/personal/test_file.py
@@ -8,7 +8,7 @@ log = discord_logging.init_logging()
 
 
 if __name__ == "__main__":
-	input_path = r"\\MYCLOUDPR4100\Public\reddit\subreddits\NoStupidQuestions_comments.zst"
+	input_path = r"\\MYCLOUDPR4100\Public\ingest\combined\comments\RC_23-07-10.zst"
 
 	input_file_paths = []
 	if os.path.isdir(input_path):
@@ -32,11 +32,12 @@ if __name__ == "__main__":
 		for obj, line, file_bytes_processed in utils.read_obj_zst_meta(file_path):
 			new_timestamp = int(obj['created_utc'])
 			created = datetime.utcfromtimestamp(new_timestamp)
-			if previous_timestamp is not None and previous_timestamp - (60 * 60 * 4) > new_timestamp:
+			if previous_timestamp is not None and previous_timestamp - (60 * 60) > new_timestamp:
 				log.warning(f"Out of order timestamps {datetime.utcfromtimestamp(previous_timestamp).strftime('%Y-%m-%d %H:%M:%S')} - 4 hours > {created.strftime('%Y-%m-%d %H:%M:%S')}")
 			previous_timestamp = new_timestamp
 			file_lines += 1
-			if file_lines % 10000 == 0:
+			if file_lines % 100000 == 0:
 				log.info(f"{files_processed}/{len(input_file_paths)}: {file_name} : {created.strftime('%Y-%m-%d %H:%M:%S')} : {file_lines:,} : {(file_bytes_processed / file_size) * 100:.0f}%")
 
+		files_processed += 1
 		log.info(f"{files_processed}/{len(input_file_paths)}: {file_name} : {created.strftime('%Y-%m-%d %H:%M:%S')} : {file_lines:,} : 100%")