diff --git a/.gitignore b/.gitignore
index 3b42084..4a71093 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,7 +1,6 @@
 .idea/*
 logs/*
 __pycache__/*
-personal/*
 *.db
 *.ini
 *.txt
\ No newline at end of file
diff --git a/Pipfile b/Pipfile
index 59b1b98..939c202 100644
--- a/Pipfile
+++ b/Pipfile
@@ -8,6 +8,7 @@ zstandard = "*"
 discord-logging = {editable = true, git = "https://github.com/Watchful1/DiscordLogging.git"}
 requests = "*"
 pymongo = {extras = ["srv"], version = "*"}
+scipy = "*"
 
 [dev-packages]
 
diff --git a/Pipfile.lock b/Pipfile.lock
index 34528d2..0a55dbb 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "e4f28d9f24e5ee1a4cbc98c2b1f4c21ee3f77e61e24cbbbba195dbd705369d73"
+            "sha256": "7b82a2e74212a0cbf95cc089a5f0752f547e89f374d95e3d84ccf22b1ecbd6bd"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -25,11 +25,11 @@
         },
         "charset-normalizer": {
             "hashes": [
-                "sha256:e019de665e2bcf9c2b64e2e5aa025fa991da8720daa3c1138cadd2fd1856aed0",
-                "sha256:f7af805c321bfa1ce6714c51f254e0d5bb5e5834039bc17db7ebe3a4cec9492b"
+                "sha256:1eecaa09422db5be9e29d7fc65664e6c33bd06f9ced7838578ba40d58bdf3721",
+                "sha256:b0b883e8e874edfdece9c28f314e3dd5badf067342e42fb162203335ae61aa2c"
             ],
             "markers": "python_version >= '3'",
-            "version": "==2.0.7"
+            "version": "==2.0.9"
         },
         "discord-logging": {
             "editable": true,
@@ -51,121 +51,133 @@
             "markers": "python_version >= '3'",
             "version": "==3.3"
         },
+        "numpy": {
+            "hashes": [
+                "sha256:0b78ecfa070460104934e2caf51694ccd00f37d5e5dbe76f021b1b0b0d221823",
+                "sha256:1247ef28387b7bb7f21caf2dbe4767f4f4175df44d30604d42ad9bd701ebb31f",
+                "sha256:1403b4e2181fc72664737d848b60e65150f272fe5a1c1cbc16145ed43884065a",
+                "sha256:170b2a0805c6891ca78c1d96ee72e4c3ed1ae0a992c75444b6ab20ff038ba2cd",
+                "sha256:2e4ed57f45f0aa38beca2a03b6532e70e548faf2debbeb3291cfc9b315d9be8f",
+                "sha256:32fe5b12061f6446adcbb32cf4060a14741f9c21e15aaee59a207b6ce6423469",
+                "sha256:34f3456f530ae8b44231c63082c8899fe9c983fd9b108c997c4b1c8c2d435333",
+                "sha256:4c9c23158b87ed0e70d9a50c67e5c0b3f75bcf2581a8e34668d4e9d7474d76c6",
+                "sha256:5d95668e727c75b3f5088ec7700e260f90ec83f488e4c0aaccb941148b2cd377",
+                "sha256:615d4e328af7204c13ae3d4df7615a13ff60a49cb0d9106fde07f541207883ca",
+                "sha256:69077388c5a4b997442b843dbdc3a85b420fb693ec8e33020bb24d647c164fa5",
+                "sha256:74b85a17528ca60cf98381a5e779fc0264b4a88b46025e6bcbe9621f46bb3e63",
+                "sha256:81225e58ef5fce7f1d80399575576fc5febec79a8a2742e8ef86d7b03beef49f",
+                "sha256:8890b3360f345e8360133bc078d2dacc2843b6ee6059b568781b15b97acbe39f",
+                "sha256:92aafa03da8658609f59f18722b88f0a73a249101169e28415b4fa148caf7e41",
+                "sha256:9864424631775b0c052f3bd98bc2712d131b3e2cd95d1c0c68b91709170890b0",
+                "sha256:9e6f5f50d1eff2f2f752b3089a118aee1ea0da63d56c44f3865681009b0af162",
+                "sha256:a3deb31bc84f2b42584b8c4001c85d1934dbfb4030827110bc36bfd11509b7bf",
+                "sha256:ad010846cdffe7ec27e3f933397f8a8d6c801a48634f419e3d075db27acf5880",
+                "sha256:b1e2312f5b8843a3e4e8224b2b48fe16119617b8fc0a54df8f50098721b5bed2",
+                "sha256:bc988afcea53e6156546e5b2885b7efab089570783d9d82caf1cfd323b0bb3dd",
+                "sha256:c449eb870616a7b62e097982c622d2577b3dbc800aaf8689254ec6e0197cbf1e",
+                "sha256:c74c699b122918a6c4611285cc2cad4a3aafdb135c22a16ec483340ef97d573c",
+                "sha256:c885bfc07f77e8fee3dc879152ba993732601f1f11de248d4f357f0ffea6a6d4",
+                "sha256:e3c3e990274444031482a31280bf48674441e0a5b55ddb168f3a6db3e0c38ec8",
+                "sha256:e4799be6a2d7d3c33699a6f77201836ac975b2e1b98c2a07f66a38f499cb50ce",
+                "sha256:e6c76a87633aa3fa16614b61ccedfae45b91df2767cf097aa9c933932a7ed1e0",
+                "sha256:e89717274b41ebd568cd7943fc9418eeb49b1785b66031bc8a7f6300463c5898",
+                "sha256:f5162ec777ba7138906c9c274353ece5603646c6965570d82905546579573f73",
+                "sha256:fde96af889262e85aa033f8ee1d3241e32bf36228318a61f1ace579df4e8170d"
+            ],
+            "markers": "python_version < '3.11' and python_version >= '3.7'",
+            "version": "==1.21.4"
+        },
         "pymongo": {
             "extras": [
                 "srv"
             ],
             "hashes": [
-                "sha256:02e0c088f189ca69fac094cb5f851b43bbbd7cec42114495777d4d8f297f7f8a",
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+                "sha256:1fd71b4d7070b01c7f66edc44c1ec2f8bcace2761c3a6ecc10449a40e474d2fa",
+                "sha256:28afb00423e521f4b04fb8f75da7c0215e46631e821e27abf5a7176f9b671f47",
+                "sha256:349c8e522e0b785f442fc9d7fc01c59f7f13f1abe9395310d0d817cff03ec034",
+                "sha256:35a5843546bcbe0422f30b4b2bd5e0b630b04cc4006492c70e8168a921d94b9e",
+                "sha256:38b21eddd021a943b1978b0a3d42e974956a338e3dbb88d56aeb8b8799abd6e8",
+                "sha256:3a4eb0a4db8a2d960bdd5354f05e2e57530e83d333cb644fb2b7120a7a954a69",
+                "sha256:40269fe6bb79fe00c8ba7c2f2d542a82711eb234c3dedb90b7e489386120e9d1",
+                "sha256:426584e99af31ad2398e617c3eb0f1ebcda37f0ffb2d3e56087cdaf23a2f1689",
+                "sha256:47a58f15fc70198cf95982f9699e17fec12287b90f30e90c5e2b7c1c1bc07914",
+                "sha256:512059a902ea2cbcd0afac370af580e67ccd4c7e41ecaff0f0fbd03653b25ca2",
+                "sha256:51664dac8d9b138259876f324adca5ab31d991acf88d1d0ffcc94f423ff2e31b",
+                "sha256:59a4a5fe5379e4fa93380fd0b55bccbdbeb8d04fcfbbad8b42bd31610d5ed3ad",
+                "sha256:5cbfa85a12cfe3dca21951cd432051c505ac461bd9f4a635207d982dd9df2373",
+                "sha256:5fea4207fec8909e155a7948c987eac61949dbbe97fd0c388e587d06ba9bc78d",
+                "sha256:6183476860511cb553a7e4c40936221b6985af7852029c84df898370ec8a028c",
+                "sha256:62459b91a513a7b441cfd70ea7fd15c50b858877ca823915d32bab08fe173edb",
+                "sha256:633ca2001f80900142068bab907feca99554b557ac105c74a9ed157ed38ca5d6",
+                "sha256:65f8a93816dcb2202710839907759aca9eece94d9f13215686f224fcc8966f9e",
+                "sha256:686c40344f7f82c4deaa4e17aa46ad97df51263be1434aeedd2d6b6f38c7f44a",
+                "sha256:6cd7a4321e718cb98a7c7c475b0757e77fdaf1cdb013d7d2e781ba45219e1144",
+                "sha256:6f0605b1146bc24c720aac0e806492144aea9d5a4dc956589e0544301862756a",
+                "sha256:716499113650aacfe1b94d37e0a863f1e84b8d47737c74a2f44f8dfccad46952",
+                "sha256:71810eade75ae1c466adc158d1fa8141040f75427b76240316d97f3c89edd72f",
+                "sha256:72a0c06b76b254bdec18af9add3b8d35796dda51e64a5e0e48d40bff7b41ab13",
+                "sha256:7450b25a803b0f57dae4c3fbd0df742f7f3344c3c9cabb86e4180083c3ebd893",
+                "sha256:75e449ab068af63b7729195343315bc63d242166d88467314be182cc54ce235d",
+                "sha256:7629abba158610cb5db6c22041b287f9398555d72bf9468d44d2efc03d837b81",
+                "sha256:774b9f48bdc385af6654def31e7a7617e01b99cc8aaca1ab3ef6ea0492205e57",
+                "sha256:7a091050bb8d54a5200193b4998e0cf763d083f93d97c7780963c09996f85a38",
+                "sha256:7bdb66340e246b5dcddfcfe79a63ac2ec3808dc394853476f49fc785425040f4",
+                "sha256:812650a2e8a08b812d6a3c937f482bd2c9355e90574964fa283b4d8ef4ae665e",
+                "sha256:84eec41ed982f21ceb58689e16a630a70301eb14499c929388a5bf6464518d9d",
+                "sha256:86d0e28dd5867153d9d9963a4eb17764854a925758fc2db0a814260f82fd4319",
+                "sha256:87dce7c85387ca033cf76cce773ace7675550dcffc456db32a34403439e53e45",
+                "sha256:8869feff59f08cd63979df26aa12343a85bdc7fbd1b79fda8ae39f31a310fa62",
+                "sha256:8baf23d6a0a08b697854e5bcdf82afb91da732cf575fd47ee93945c3654132d8",
+                "sha256:8da525765dbcc1b7abf1bba623f9f701d8759a8fb19594cd71a13b7b0c2c56bd",
+                "sha256:9043bfb816ed50d831acc8d06469dcc41597b4f50c30e62227a93f9f9e37d6c7",
+                "sha256:91c049104b51321e4e18d41edc6850d9f0890ac609b3cb3b8db86dc51666de17",
+                "sha256:93c25fbb5dbc436edbb74101f4da49a42bd3af534513fdf8e75fc72ef035d5e0",
+                "sha256:953129b6b952a9d22042ac23050053444624f630e1928f5f590788660905fa9c",
+                "sha256:9ff0dbec451a2c6226bbd6f2bbbde438bc263e002f3f97d151c8708732ba5197",
+                "sha256:a47f4b24b1360da172cae07ce90e9bd425b6db0052d76142c7fef47173a27283",
+                "sha256:a57e271a0647002b5683dd0c7c2fd7f5fb939357c44396d85298e51a3561b9e3",
+                "sha256:b0606d14892ae2a2b1450e37c8924381e9b64683386a9853e4467f02fd5b44b6",
+                "sha256:b73ff8582964f52ab1bf1a9fdddc1454143172a0b8a9d7d6e3972dd1134f7982",
+                "sha256:bf6047dea1bc8ae19fc14e01b5cb70b3810f91b100d9a535751dd3eadcd3016c",
+                "sha256:c0efc5ab7d9b9e64726496bf650dbc7f1754124a48d076e5292cc5306e61a530",
+                "sha256:c86a0614eda95db036fae01a89f3917d7abdc657c806bac2a32eec74724d9330",
+                "sha256:c878286b1464f462616a47f315d14f02f03512c6b81cb568e996c3f1f79bff8a",
+                "sha256:cd4cde3dfdd347d638171eca53ee6e787d4b1247c6e182f8616039b1df6278d5",
+                "sha256:ceb9a4986f56595e73fffeef3ec037280eda938ed5fe6e4e0961656669d89b32",
+                "sha256:d419e2dbc4943ad6df7ee05e707d7b2c2b512b92407bb6ff643bccbdea399c3a",
+                "sha256:d66462f740dcea496bd779775688a0f805860f0b01998bb59ca22566b098ee26",
+                "sha256:d7514231a03e95072b32d9b335b96253799802ab94647ce83585d5010749380a",
+                "sha256:d9f61b08b60909d936c1f3a4e12c163ca71fd1a4665fc6e078afc6f54f886977",
+                "sha256:da576e59f5f8a642ee26d027479325a45be45defe075b6fa7c84506dabc76883",
+                "sha256:ddaf391ba74eef47eb5afbc40d0b6ddcdbdb417ec8edc8ae95352d25485076db",
+                "sha256:e2b6a323ca545bcb4286d14c0bd75d9a1f5bce2fa1d7fa3621e5f71fd9b8d196",
+                "sha256:e3f6faea65a73ed54111f209b4a411fe012c68f04e8bde96dd7af89b13cac92b",
+                "sha256:e4e36810c541bd1976cd05452e797860b775886cf32c3e8136b9fe48c2c8ba95",
+                "sha256:e5441f4c8142a250695e249e432637c14f79d856a2b60e0974da082e006c53e2",
+                "sha256:e7aedefc87cb46544a3865a19c1d5ca7ddf5ec5ed7dfe162d9538d7543aef499",
+                "sha256:ee2c1fd5bd57fd0092dfa31c1f9f166cf2850f191311603ce343cadcc8608d60",
+                "sha256:f2b6e12f98cce588525f3db802c88f9795d294549ebfe7c2c9bb81333f533ecd",
+                "sha256:f333c0d71dd892683e608f8d1731785a0aa67b1ec012b0d9fc863e8d7224f64e",
+                "sha256:f3e20eb096deea92350f7198a4287d45883a62fe4459d027ce789e72ceba12ee",
+                "sha256:f785375ca2b4e2192786f1e0d2a94c66900d12e780ebae1eccbbab85eb9a7054"
             ],
             "index": "pypi",
-            "version": "==3.12.1"
+            "version": "==4.0.1"
         },
         "requests": {
             "hashes": [
@@ -175,6 +187,41 @@
             "index": "pypi",
             "version": "==2.26.0"
         },
+        "scipy": {
+            "hashes": [
+                "sha256:033ce76ed4e9f62923e1f8124f7e2b0800db533828c853b402c7eec6e9465d80",
+                "sha256:173308efba2270dcd61cd45a30dfded6ec0085b4b6eb33b5eb11ab443005e088",
+                "sha256:21b66200cf44b1c3e86495e3a436fc7a26608f92b8d43d344457c54f1c024cbc",
+                "sha256:2c56b820d304dffcadbbb6cbfbc2e2c79ee46ea291db17e288e73cd3c64fefa9",
+                "sha256:304dfaa7146cffdb75fbf6bb7c190fd7688795389ad060b970269c8576d038e9",
+                "sha256:3f78181a153fa21c018d346f595edd648344751d7f03ab94b398be2ad083ed3e",
+                "sha256:4d242d13206ca4302d83d8a6388c9dfce49fc48fdd3c20efad89ba12f785bf9e",
+                "sha256:5d1cc2c19afe3b5a546ede7e6a44ce1ff52e443d12b231823268019f608b9b12",
+                "sha256:5f2cfc359379c56b3a41b17ebd024109b2049f878badc1e454f31418c3a18436",
+                "sha256:65bd52bf55f9a1071398557394203d881384d27b9c2cad7df9a027170aeaef93",
+                "sha256:7edd9a311299a61e9919ea4192dd477395b50c014cdc1a1ac572d7c27e2207fa",
+                "sha256:8499d9dd1459dc0d0fe68db0832c3d5fc1361ae8e13d05e6849b358dc3f2c279",
+                "sha256:866ada14a95b083dd727a845a764cf95dd13ba3dc69a16b99038001b05439709",
+                "sha256:87069cf875f0262a6e3187ab0f419f5b4280d3dcf4811ef9613c605f6e4dca95",
+                "sha256:93378f3d14fff07572392ce6a6a2ceb3a1f237733bd6dcb9eb6a2b29b0d19085",
+                "sha256:95c2d250074cfa76715d58830579c64dff7354484b284c2b8b87e5a38321672c",
+                "sha256:ab5875facfdef77e0a47d5fd39ea178b58e60e454a4c85aa1e52fcb80db7babf",
+                "sha256:b0e0aeb061a1d7dcd2ed59ea57ee56c9b23dd60100825f98238c06ee5cc4467e",
+                "sha256:b78a35c5c74d336f42f44106174b9851c783184a85a3fe3e68857259b37b9ffb",
+                "sha256:c9e04d7e9b03a8a6ac2045f7c5ef741be86727d8f49c45db45f244bdd2bcff17",
+                "sha256:ca36e7d9430f7481fc7d11e015ae16fbd5575615a8e9060538104778be84addf",
+                "sha256:ceebc3c4f6a109777c0053dfa0282fddb8893eddfb0d598574acfb734a926168",
+                "sha256:e2c036492e673aad1b7b0d0ccdc0cb30a968353d2c4bf92ac8e73509e1bf212c",
+                "sha256:eb326658f9b73c07081300daba90a8746543b5ea177184daed26528273157294",
+                "sha256:eb7ae2c4dbdb3c9247e07acc532f91077ae6dbc40ad5bd5dca0bb5a176ee9bda",
+                "sha256:edad1cf5b2ce1912c4d8ddad20e11d333165552aba262c882e28c78bbc09dbf6",
+                "sha256:eef93a446114ac0193a7b714ce67659db80caf940f3232bad63f4c7a81bc18df",
+                "sha256:f7eaea089345a35130bc9a39b89ec1ff69c208efa97b3f8b25ea5d4c41d88094",
+                "sha256:f99d206db1f1ae735a8192ab93bd6028f3a42f6fa08467d37a14eb96c9dd34a3"
+            ],
+            "index": "pypi",
+            "version": "==1.7.3"
+        },
         "urllib3": {
             "hashes": [
                 "sha256:4987c65554f7a2dbf30c18fd48778ef124af6fab771a377103da0585e2336ece",
diff --git a/personal/comments_per_day.py b/personal/comments_per_day.py
new file mode 100644
index 0000000..797ba07
--- /dev/null
+++ b/personal/comments_per_day.py
@@ -0,0 +1,21 @@
+import utils
+import discord_logging
+from datetime import datetime
+
+log = discord_logging.init_logging()
+
+
+if __name__ == "__main__":
+	day = None
+	day_comments = 0
+	for comment in utils.read_obj_zst(r"\\MYCLOUDPR4100\Public\reddit_final\wallstreetbets_comments.zst"):
+		created_day = datetime.utcfromtimestamp(int(comment['created_utc'])).strftime("%m/%d/%y")
+		if day is None:
+			day = created_day
+		if day != created_day:
+			log.info(f"{day}	{day_comments}")
+			day_comments = 0
+			day = created_day
+		day_comments += 1
+
+	log.info(f"{day}	{day_comments}")
diff --git a/personal/compare_lines.py b/personal/compare_lines.py
new file mode 100644
index 0000000..98ac8ea
--- /dev/null
+++ b/personal/compare_lines.py
@@ -0,0 +1,33 @@
+import utils
+import discord_logging
+import os
+import sys
+from datetime import datetime
+
+log = discord_logging.init_logging()
+
+
+if __name__ == "__main__":
+	file_one = open(r"\\MYCLOUDPR4100\Public\reddit_final\RelationshipsOver35_comments_dump.txt", 'r')
+	file_two = open(r"\\MYCLOUDPR4100\Public\reddit_final\RelationshipsOver35_comments_mongo.txt", 'r')
+
+	file_lines = 0
+	while True:
+		file_lines += 1
+		line_one = file_one.readline().rstrip()
+		line_two = file_two.readline().rstrip()
+		if line_one != line_two:
+			log.info(f"lines not matching: {file_lines}")
+			log.info(line_one)
+			log.info(line_two)
+			#break
+
+		if file_lines % 100000 == 0:
+			log.info(f"{file_lines:,}")
+
+		if not line_one:
+			break
+
+	log.info(f"{file_lines:,}")
+	file_one.close()
+	file_two.close()
diff --git a/personal/count_by_subreddit.py b/personal/count_by_subreddit.py
new file mode 100644
index 0000000..b5d4884
--- /dev/null
+++ b/personal/count_by_subreddit.py
@@ -0,0 +1,33 @@
+import utils
+import discord_logging
+import os
+from datetime import datetime
+
+log = discord_logging.init_logging()
+
+
+if __name__ == "__main__":
+	subreddits = {}
+	object_type = "submissions"
+	folder = f"\\\\MYCLOUDPR4100\\Public\\reddit_final\\{object_type}"
+	if not os.path.exists(folder):
+		os.makedirs(folder)
+	input_file = f"\\\\MYCLOUDPR4100\\Public\\reddit_final\\relationships_{object_type}.zst"
+	input_file_size = os.stat(input_file).st_size
+	total_lines = 0
+	for comment, line, file_bytes_processed in utils.read_obj_zst_meta(input_file):
+		if comment['subreddit'] not in subreddits:
+			subreddits[comment['subreddit']] = {'writer': utils.OutputZst(os.path.join(folder, comment['subreddit'] + f"_{object_type}.zst")), 'lines': 0}
+		subreddit = subreddits[comment['subreddit']]
+		subreddit['writer'].write(line)
+		subreddit['writer'].write("\n")
+		subreddit['lines'] += 1
+		total_lines += 1
+		if total_lines % 100000 == 0:
+			log.info(f"{total_lines:,} lines, {(file_bytes_processed / input_file_size) * 100:.0f}%")
+
+	log.info(f"{total_lines:,} lines, 100%")
+
+	for name, subreddit in subreddits.items():
+		log.info(f"r/{name}: {subreddit['lines']:,} lines")
+		subreddit['writer'].close()
diff --git a/personal/export_mongo.py b/personal/export_mongo.py
new file mode 100644
index 0000000..fc45054
--- /dev/null
+++ b/personal/export_mongo.py
@@ -0,0 +1,47 @@
+import json
+
+import utils
+import discord_logging
+import pymongo
+import time
+import sys
+
+log = discord_logging.init_logging()
+
+
+if __name__ == "__main__":
+	mongo_address = sys.argv[1]  # 192.168.1.131
+	client = pymongo.MongoClient(f"mongodb://{mongo_address}:27017", serverSelectionTimeoutMS=5000)
+	log.info(f"Database connected at {mongo_address} on {client.admin.command('serverStatus')['host']}")
+
+	count = 0
+	start_time = time.time()
+	cursor = client.reddit_database.comments.find(
+		filter={"subreddit": "RelationshipsOver35"},
+		projection={'_id': False},
+		sort=[('created_utc', pymongo.ASCENDING)]
+	)
+	log.info(f"Got cursor in {int(time.time() - start_time)} seconds")
+
+	output_writer = utils.OutputZst(r"\\MYCLOUDPR4100\Public\reddit_final\RelationshipsOver35_comments.zst")
+	start_time = time.time()
+	for comment in cursor:
+		count += 1
+		output_writer.write(json.dumps(comment, separators=(',', ':')))
+		output_writer.write("\n")
+		if count % 100000 == 0:
+			log.info(f"{count,} in {int(time.time() - start_time)} seconds")
+
+	output_writer.close()
+	log.info(f"{count,} in {int(time.time() - start_time)} seconds")
+
+
+# db.comments.createIndex({subreddit:1}) // remove
+# db.comments.createIndex({subreddit:1, created_utc:1})
+# db.comments.createIndex({author:1, created_utc:1})
+# db.comments.createIndex({id:1})
+# db.submissions.createIndex({subreddit:1, created_utc:1})
+# db.submissions.createIndex({author:1, created_utc:1})
+# db.submissions.createIndex({id:1})
+# db.submissions.createIndex({created_utc:1})
+# db.comments.createIndex({created_utc:1})
diff --git a/personal/group_subs.py b/personal/group_subs.py
new file mode 100644
index 0000000..eaa3bc7
--- /dev/null
+++ b/personal/group_subs.py
@@ -0,0 +1,57 @@
+import json
+from datetime import datetime
+import utils
+import discord_logging
+import pymongo
+import time
+import sys
+
+log = discord_logging.init_logging()
+
+
+if __name__ == "__main__":
+	mongo_address = sys.argv[1]  # 192.168.1.131
+	client = pymongo.MongoClient(f"mongodb://{mongo_address}:27017", serverSelectionTimeoutMS=5000)
+	log.info(f"Database connected at {mongo_address} on {client.admin.command('serverStatus')['host']}")
+
+	count = 0
+	start_time = time.time()
+	start_date = int(datetime(2021, 6, 1).timestamp())
+	cursor = client.reddit_database.submissions.aggregate(
+		[
+			{"$match": {"created_utc": {"$gt": start_date}}},
+			{"$project": {"subreddit": 1, "over_18": {"$cond": ["$over_18", 1, 0]}}},
+			{"$group": {"_id": "$subreddit", "countTotal": {"$count": {}}, "countNsfw": {"$sum": "$over_18"}}},
+			{"$match": {"countTotal": {"$gt": 100}}},
+		],
+		allowDiskUse=True
+	)
+	log.info(f"Got cursor in {int(time.time() - start_time)} seconds")
+
+	start_time = time.time()
+	subreddits = []
+	for subreddit in cursor:
+		subreddit['percent'] = int((subreddit['countNsfw']/subreddit['countTotal'])*100)
+		if subreddit['percent'] >= 10:
+			subreddits.append(subreddit)
+		count += 1
+		if count % 100000 == 0:
+			log.info(f"{count:,} in {int(time.time() - start_time)} seconds")
+
+	log.info(f"{count:,} in {int(time.time() - start_time)} seconds")
+
+	file_out = open(r"\\MYCLOUDPR4100\Public\reddit_final\subreddits.txt", 'w')
+	for subreddit in sorted(subreddits, key=lambda item: (item['percent'], item['countTotal']), reverse=True):
+		file_out.write(f"{subreddit['_id']: <22}{subreddit['countTotal']: <8}{subreddit['countNsfw']: <8}{subreddit['percent']}%\n")
+	file_out.close()
+
+
+# db.comments.createIndex({subreddit:1}) // remove
+# db.comments.createIndex({subreddit:1, created_utc:1})
+# db.comments.createIndex({author:1, created_utc:1})
+# db.comments.createIndex({id:1})
+# db.submissions.createIndex({subreddit:1, created_utc:1})
+# db.submissions.createIndex({author:1, created_utc:1})
+# db.submissions.createIndex({id:1})
+# db.submissions.createIndex({created_utc:1})
+# db.comments.createIndex({created_utc:1})
diff --git a/personal/insert_mongo.py b/personal/insert_mongo.py
new file mode 100644
index 0000000..e3c6dd3
--- /dev/null
+++ b/personal/insert_mongo.py
@@ -0,0 +1,62 @@
+import utils
+import discord_logging
+import os
+import pymongo
+import sys
+from datetime import datetime
+
+log = discord_logging.init_logging()
+
+
+if __name__ == "__main__":
+	mongo_address = sys.argv[1]  # 192.168.1.131
+	client = pymongo.MongoClient(f"mongodb://{mongo_address}:27017", serverSelectionTimeoutMS=5000)
+
+	log.info(f"Database connected at {mongo_address} on {client.admin.command('serverStatus')['host']}")
+
+	object_type = sys.argv[2]
+	input_folder = sys.argv[3]
+	input_files = []
+	total_size = 0
+	for subdir, dirs, files in os.walk(input_folder + os.sep + object_type):
+		files.sort()
+		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")
+
+	collection = client.reddit_database[object_type]
+
+	log.info(f"Using collection {object_type} which has {collection.estimated_document_count()} objects already")
+
+	total_lines = 0
+	total_bytes_processed = 0
+	for input_file in input_files:
+		file_lines = 0
+		file_bytes_processed = 0
+		created = None
+		inserts = []
+		for obj, line, file_bytes_processed in utils.read_obj_zst_meta(input_file[0]):
+			inserts.append(obj)
+			if len(inserts) >= 10000:
+				collection.insert_many(inserts)
+				inserts = []
+
+			created = datetime.utcfromtimestamp(int(obj['created_utc']))
+			file_lines += 1
+			if file_lines == 1:
+				log.info(f"{created.strftime('%Y-%m-%d %H:%M:%S')} : {file_lines + total_lines:,} : 0% : {(total_bytes_processed / total_size) * 100:.0f}%")
+			if file_lines % 100000 == 0:
+				log.info(f"{created.strftime('%Y-%m-%d %H:%M:%S')} : {file_lines + total_lines:,} : {(file_bytes_processed / input_file[1]) * 100:.0f}% : {(total_bytes_processed / total_size) * 100:.0f}%")
+
+		if len(inserts) >= 0:
+			collection.insert_many(inserts)
+		total_lines += file_lines
+		total_bytes_processed += input_file[1]
+		log.info(f"{created.strftime('%Y-%m-%d %H:%M:%S')} : {total_lines:,} : 100% : {(total_bytes_processed / total_size) * 100:.0f}%")
+
+	log.info(f"Total: {total_lines}")
diff --git a/personal/split_by_subreddit.py b/personal/split_by_subreddit.py
new file mode 100644
index 0000000..b5d4884
--- /dev/null
+++ b/personal/split_by_subreddit.py
@@ -0,0 +1,33 @@
+import utils
+import discord_logging
+import os
+from datetime import datetime
+
+log = discord_logging.init_logging()
+
+
+if __name__ == "__main__":
+	subreddits = {}
+	object_type = "submissions"
+	folder = f"\\\\MYCLOUDPR4100\\Public\\reddit_final\\{object_type}"
+	if not os.path.exists(folder):
+		os.makedirs(folder)
+	input_file = f"\\\\MYCLOUDPR4100\\Public\\reddit_final\\relationships_{object_type}.zst"
+	input_file_size = os.stat(input_file).st_size
+	total_lines = 0
+	for comment, line, file_bytes_processed in utils.read_obj_zst_meta(input_file):
+		if comment['subreddit'] not in subreddits:
+			subreddits[comment['subreddit']] = {'writer': utils.OutputZst(os.path.join(folder, comment['subreddit'] + f"_{object_type}.zst")), 'lines': 0}
+		subreddit = subreddits[comment['subreddit']]
+		subreddit['writer'].write(line)
+		subreddit['writer'].write("\n")
+		subreddit['lines'] += 1
+		total_lines += 1
+		if total_lines % 100000 == 0:
+			log.info(f"{total_lines:,} lines, {(file_bytes_processed / input_file_size) * 100:.0f}%")
+
+	log.info(f"{total_lines:,} lines, 100%")
+
+	for name, subreddit in subreddits.items():
+		log.info(f"r/{name}: {subreddit['lines']:,} lines")
+		subreddit['writer'].close()
diff --git a/personal/test_file.py b/personal/test_file.py
new file mode 100644
index 0000000..50222ec
--- /dev/null
+++ b/personal/test_file.py
@@ -0,0 +1,25 @@
+import utils
+import discord_logging
+import os
+import sys
+from datetime import datetime
+
+log = discord_logging.init_logging()
+
+
+if __name__ == "__main__":
+	file_path = r"\\MYCLOUDPR4100\Public\reddit\submissions\RS_2011-01.zst"
+	file_size = os.stat(file_path).st_size
+
+	file_lines = 0
+	file_bytes_processed = 0
+	created = None
+	inserts = []
+	for obj, line, file_bytes_processed in utils.read_obj_zst_meta(file_path):
+		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:,} : {(file_bytes_processed / file_size) * 100:.0f}%")
+
+	log.info(f"{created.strftime('%Y-%m-%d %H:%M:%S')} : {file_lines:,} : 100%")
+
diff --git a/personal/utils.py b/personal/utils.py
new file mode 100644
index 0000000..746669f
--- /dev/null
+++ b/personal/utils.py
@@ -0,0 +1,60 @@
+import zstandard
+import json
+
+
+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 = reader.read(2**27).decode()
+			if not chunk:
+				break
+			lines = (buffer + chunk).split("\n")
+
+			for line in lines[:-1]:
+				yield json.loads(line)
+
+			buffer = lines[-1]
+		reader.close()
+
+
+def read_obj_zst_meta(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 = reader.read(2**27).decode()
+			if not chunk:
+				break
+			lines = (buffer + chunk).split("\n")
+
+			for line in lines[:-1]:
+				try:
+					json_object = json.loads(line)
+				except (KeyError, json.JSONDecodeError) as err:
+					continue
+				yield json_object, line, file_handle.tell()
+
+			buffer = lines[-1]
+		reader.close()
+
+
+class OutputZst:
+	def __init__(self, file_name):
+		output_file = open(file_name, 'wb')
+		self.writer = zstandard.ZstdCompressor().stream_writer(output_file)
+
+	def write(self, line):
+		encoded_line = line.encode('utf-8')
+		self.writer.write(encoded_line)
+
+	def close(self):
+		self.writer.close()
+
+	def __enter__(self):
+		return self
+
+	def __exit__(self, exc_type, exc_value, exc_traceback):
+		self.close()
+		return True