Update README.md

README.md

@@ -1,7 +1,1391 @@
----
-configs:
-- config_name: default
-  data_files:
-  - split: train
-    path: subreddits_2025-01_type_restricted.jsonl
----
+# this dataset can be wait for a more accurate and clean metadata, december - 2025's snapshot will be availble soon after 2 weeks i guess.
+
+# currently it is messy and noicy.
+
+```log
+Analyzing file: /mnt/test/subreddits_2025-01_without_quarantine.jsonl
+Counting lines... 21865152 lines found
+Analyzing JSONL: 100%|████████████████████████████████████████| 21865152/21865152 [57:41<00:00, 6317.11lines/s]
+
+================================================================================
+JSONL ANALYSIS REPORT
+================================================================================
+Total lines: 21865152
+Processed lines: 21865152
+Total unique fields: 106
+================================================================================
+
+
+────────────────────────────────────────────────────────────
+FIELD: _meta
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: dict:21865152
+
+────────────────────────────────────────────────────────────
+FIELD: accept_followers
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:14309502 (97.3%), false:404148 (2.7%)
+
+────────────────────────────────────────────────────────────
+FIELD: accounts_active
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: NoneType:21865152
+Null/Empty: null:21865152
+
+────────────────────────────────────────────────────────────
+FIELD: accounts_active_is_fuzzed
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:0 (0.0%), false:14713650 (100.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: active_user_count
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: NoneType:21865152
+Null/Empty: null:21865152
+
+────────────────────────────────────────────────────────────
+FIELD: advertiser_category
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:14713650, NoneType:7151502
+Null/Empty: null:7151502, empty_str:14712689
+String values: 961 total, 13 unique
+String length: min:5, max:20, avg:9.5
+Top 5 values:
+  'Lifestyles': 181 (18.8%)
+  'Sports': 162 (16.9%)
+  'Technology': 161 (16.8%)
+  'Games': 121 (12.6%)
+  'Automotive': 96 (10.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: all_original_content
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:411 (0.0%), false:14713239 (100.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: allow_discovery
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:14696328 (99.9%), false:17322 (0.1%)
+
+────────────────────────────────────────────────────────────
+FIELD: allow_galleries
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:14699613 (99.9%), false:14037 (0.1%)
+
+────────────────────────────────────────────────────────────
+FIELD: allow_images
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:14676456 (99.7%), false:37194 (0.3%)
+
+────────────────────────────────────────────────────────────
+FIELD: allow_polls
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:14597746 (99.2%), false:115904 (0.8%)
+
+────────────────────────────────────────────────────────────
+FIELD: allow_prediction_contributors
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:21865152
+Booleans: true:0 (0.0%), false:21865152 (100.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: allow_predictions
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:21865152
+Booleans: true:0 (0.0%), false:21865152 (100.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: allow_predictions_tournament
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:21865152
+Booleans: true:0 (0.0%), false:21865152 (100.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: allow_talks
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:21865152
+Booleans: true:0 (0.0%), false:21865152 (100.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: allow_videogifs
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:21865152
+Booleans: true:21789633 (99.7%), false:75519 (0.3%)
+
+────────────────────────────────────────────────────────────
+FIELD: allow_videos
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:21865152
+Booleans: true:15968654 (73.0%), false:5896498 (27.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: allowed_media_in_comments
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: list:21865152
+Null/Empty: empty_arr:19902763
+
+────────────────────────────────────────────────────────────
+FIELD: banner_background_color
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:14713650, NoneType:7151502
+Null/Empty: null:7151502, empty_str:14621792
+String values: 91858 total, 18327 unique
+String length: min:7, max:7, avg:7.0
+Top 5 values:
+  '#373c3f': 17104 (18.6%)
+  '#000000': 5457 (5.9%)
+  '#014980': 4935 (5.4%)
+  '#ea0027': 4783 (5.2%)
+  '#edeff1': 4410 (4.8%)
+
+────────────────────────────────────────────────────────────
+FIELD: banner_background_image
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:21865152
+Null/Empty: empty_str:21313604
+String values: 551548 total, 551548 unique
+String length: min:131, max:152, avg:140.5
+Top 5 values:
+  'https://styles.redditmedia.com/t5_9x204b/styles/ba...': 1 (0.0%)
+  'https://styles.redditmedia.com/t5_4ue3ol/styles/ba...': 1 (0.0%)
+  'https://styles.redditmedia.com/t5_b9zl98/styles/ba...': 1 (0.0%)
+  'https://styles.redditmedia.com/t5_3fclrt/styles/ba...': 1 (0.0%)
+  'https://styles.redditmedia.com/t5_28g904/styles/ba...': 1 (0.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: banner_img
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:14713650, NoneType:7151502
+Null/Empty: null:7151502, empty_str:11329838
+String values: 3383812 total, 3383094 unique
+String length: min:80, max:172, avg:163.3
+Top 5 values:
+  'https://b.thumbs.redditmedia.com/pW3TI3vlz6kckIDrP...': 67 (0.0%)
+  'https://b.thumbs.redditmedia.com/-Q7XmlWw8T18KQrwH...': 43 (0.0%)
+  'https://a.thumbs.redditmedia.com/L9X_ZEuJ7Dod6tIq7...': 30 (0.0%)
+  'https://b.thumbs.redditmedia.com/Mkw20dQGxxojzN8Kn...': 19 (0.0%)
+  'https://b.thumbs.redditmedia.com/DCPR1AISwkhlUfB9P...': 18 (0.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: banner_size
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: NoneType:18481137, list:3384015
+Null/Empty: null:18481137
+
+────────────────────────────────────────────────────────────
+FIELD: can_assign_link_flair
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:21865152
+Booleans: true:356284 (1.6%), false:21508868 (98.4%)
+
+────────────────────────────────────────────────────────────
+FIELD: can_assign_user_flair
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:21865152
+Booleans: true:268035 (1.2%), false:21597117 (98.8%)
+
+────────────────────────────────────────────────────────────
+FIELD: collapse_deleted_comments
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:13345156 (90.7%), false:1368494 (9.3%)
+
+────────────────────────────────────────────────────────────
+FIELD: comment_contribution_settings
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: dict:21865152
+Null/Empty: empty_obj:12028002
+
+────────────────────────────────────────────────────────────
+FIELD: comment_score_hide_mins
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: int:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Numeric values: 14713650 total, 256 unique
+
+────────────────────────────────────────────────────────────
+FIELD: community_icon
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:21865152
+Null/Empty: empty_str:20050755
+String values: 1814397 total, 1814397 unique
+String length: min:127, max:143, avg:132.0
+Top 5 values:
+  'https://styles.redditmedia.com/t5_30a9q8/styles/co...': 1 (0.0%)
+  'https://styles.redditmedia.com/t5_4zqpmf/styles/co...': 1 (0.0%)
+  'https://styles.redditmedia.com/t5_9x204b/styles/co...': 1 (0.0%)
+  'https://styles.redditmedia.com/t5_2m4mg8/styles/co...': 1 (0.0%)
+  'https://styles.redditmedia.com/t5_4ue3ol/styles/co...': 1 (0.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: community_reviewed
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:106639 (0.7%), false:14607011 (99.3%)
+
+────────────────────────────────────────────────────────────
+FIELD: created
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: int:21865152
+Numeric values: 21865152 total, 20415596 unique
+
+────────────────────────────────────────────────────────────
+FIELD: created_utc
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: int:21865152
+Numeric values: 21865152 total, 20415596 unique
+
+────────────────────────────────────────────────────────────
+FIELD: description
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:14713650, NoneType:7151502
+Null/Empty: null:7151502, empty_str:13804802
+String values: 908848 total, 879227 unique
+String length: min:1, max:10240, avg:252.5
+Top 5 values:
+  '.': 1207 (0.1%)
+  'test': 519 (0.1%)
+  'Test': 357 (0.0%)
+  'yes': 292 (0.0%)
+  '[](/sidebar)': 284 (0.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: disable_contributor_requests
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:18002 (0.1%), false:14695648 (99.9%)
+
+────────────────────────────────────────────────────────────
+FIELD: display_name
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:21865152
+String values: 21865152 total, 21865152 unique
+String length: min:2, max:24, avg:14.8
+Top 5 values:
+  '00000': 1 (0.0%)
+  '000000': 1 (0.0%)
+  '00000000': 1 (0.0%)
+  '0000000000': 1 (0.0%)
+  '00000000000': 1 (0.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: display_name_prefixed
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:21865152
+String values: 21865152 total, 21865152 unique
+String length: min:4, max:26, avg:15.2
+Top 5 values:
+  'r/00000': 1 (0.0%)
+  'r/000000': 1 (0.0%)
+  'r/00000000': 1 (0.0%)
+  'r/0000000000': 1 (0.0%)
+  'r/00000000000': 1 (0.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: emojis_custom_size
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: NoneType:21852436, list:12716
+Null/Empty: null:21852436
+
+────────────────────────────────────────────────────────────
+FIELD: emojis_enabled
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:21865152
+Booleans: true:84171 (0.4%), false:21780981 (99.6%)
+
+────────────────────────────────────────────────────────────
+FIELD: free_form_reports
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:12913175 (87.8%), false:1800475 (12.2%)
+
+────────────────────────────────────────────────────────────
+FIELD: has_menu_widget
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:21865152
+Booleans: true:0 (0.0%), false:21865152 (100.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: header_img
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: NoneType:21793947, str:71205
+Null/Empty: null:21793947
+String values: 71205 total, 63680 unique
+String length: min:42, max:80, avg:72.5
+Top 5 values:
+  'https://a.thumbs.redditmedia.com/gq9561mrzeY9TrVx....': 1370 (1.9%)
+  'https://b.thumbs.redditmedia.com/JQgfgZVmHIlgdo2Cx...': 1019 (1.4%)
+  'https://b.thumbs.redditmedia.com/aUQZr4O4Easbsqrmh...': 747 (1.0%)
+  'https://b.thumbs.redditmedia.com/EUTKzXw8hiIhD6Agp...': 265 (0.4%)
+  'https://b.thumbs.redditmedia.com/M7IJJYHaTtKVtB1q7...': 237 (0.3%)
+
+────────────────────────────────────────────────────────────
+FIELD: header_size
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: NoneType:21793959, list:71193
+Null/Empty: null:21793959
+
+────────────────────────────────────────────────────────────
+FIELD: header_title
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:14713650, NoneType:7151502
+Null/Empty: null:7151502, empty_str:14672575
+String values: 41075 total, 39048 unique
+String length: min:1, max:500, avg:25.3
+Top 5 values:
+  'Reddit': 64 (0.2%)
+  'Welcome!': 61 (0.1%)
+  'Back to Reddit!': 58 (0.1%)
+  'Back to Reddit': 56 (0.1%)
+  'test': 41 (0.1%)
+
+────────────────────────────────────────────────────────────
+FIELD: hide_ads
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:9 (0.0%), false:14713641 (100.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: icon_img
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:14713650, NoneType:7151502
+Null/Empty: null:7151502, empty_str:2466447
+String values: 12247203 total, 7498658 unique
+String length: min:69, max:295, avg:134.4
+Top 5 values:
+  'https://www.redditstatic.com/avatars/defaults/v2/a...': 658072 (5.4%)
+  'https://www.redditstatic.com/avatars/defaults/v2/a...': 645107 (5.3%)
+  'https://www.redditstatic.com/avatars/defaults/v2/a...': 624164 (5.1%)
+  'https://www.redditstatic.com/avatars/defaults/v2/a...': 602269 (4.9%)
+  'https://www.redditstatic.com/avatars/defaults/v2/a...': 591047 (4.8%)
+
+────────────────────────────────────────────────────────────
+FIELD: icon_size
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: list:12247203, NoneType:9617949
+Null/Empty: null:9617949
+
+────────────────────────────────────────────────────────────
+FIELD: id
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:21865152
+String values: 21865152 total, 21865104 unique
+String length: min:1, max:6, avg:5.9
+Top 5 values:
+  '97sxul': 2 (0.0%)
+  'qbar3': 2 (0.0%)
+  'cfcvyg': 2 (0.0%)
+  '87zpyb': 2 (0.0%)
+  '53sckt': 2 (0.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: is_crosspostable_subreddit
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:21833213, NoneType:31939
+Null/Empty: null:31939
+Booleans: true:2479006 (11.4%), false:19354207 (88.6%)
+
+────────────────────────────────────────────────────────────
+FIELD: is_enrolled_in_new_modmail
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: NoneType:21865152
+Null/Empty: null:21865152
+
+────────────────────────────────────────────────────────────
+FIELD: key_color
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:14713650, NoneType:7151502
+Null/Empty: null:7151502, empty_str:14531229
+String values: 182421 total, 28 unique
+String length: min:7, max:7, avg:7.0
+Top 5 values:
+  '#ea0027': 21247 (11.6%)
+  '#222222': 21213 (11.6%)
+  '#0079d3': 19255 (10.6%)
+  '#24a0ed': 16702 (9.2%)
+  '#545452': 14672 (8.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: lang
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:14713650, NoneType:7151502
+Null/Empty: null:7151502
+String values: 14713650 total, 73 unique
+String length: min:2, max:5, avg:2.0
+Top 5 values:
+  'en': 14688723 (99.8%)
+  'de': 3439 (0.0%)
+  'es': 2499 (0.0%)
+  'en-us': 2190 (0.0%)
+  'nl': 1694 (0.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: link_flair_enabled
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:392008 (2.7%), false:14321642 (97.3%)
+
+────────────────────────────────────────────────────────────
+FIELD: link_flair_position
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:14713650, NoneType:7151502
+Null/Empty: null:7151502, empty_str:14321642
+String values: 392008 total, 2 unique
+String length: min:4, max:5, avg:4.9
+Values: right:354038, left:37970
+
+────────────────────────────────────────────────────────────
+FIELD: mobile_banner_image
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:14713650, NoneType:7151502
+Null/Empty: null:7151502, empty_str:14578592
+String values: 135058 total, 135058 unique
+String length: min:81, max:84, avg:82.9
+Top 5 values:
+  'https://styles.redditmedia.com/t5_4ue3ol/styles/mo...': 1 (0.0%)
+  'https://styles.redditmedia.com/t5_5zcl6y/styles/mo...': 1 (0.0%)
+  'https://styles.redditmedia.com/t5_2dqsrl/styles/mo...': 1 (0.0%)
+  'https://styles.redditmedia.com/t5_3oco2x/styles/mo...': 1 (0.0%)
+  'https://styles.redditmedia.com/t5_d607kh/styles/mo...': 1 (0.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: name
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:21865152
+String values: 21865152 total, 21865104 unique
+String length: min:4, max:9, avg:8.9
+Top 5 values:
+  't5_97sxul': 2 (0.0%)
+  't5_qbar3': 2 (0.0%)
+  't5_cfcvyg': 2 (0.0%)
+  't5_87zpyb': 2 (0.0%)
+  't5_53sckt': 2 (0.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: notification_level
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: NoneType:21865152
+Null/Empty: null:21865152
+
+────────────────────────────────────────────────────────────
+FIELD: original_content_tag_enabled
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:14534 (0.1%), false:14699116 (99.9%)
+
+────────────────────────────────────────────────────────────
+FIELD: over18
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:2837363 (19.3%), false:11876287 (80.7%)
+
+────────────────────────────────────────────────────────────
+FIELD: prediction_leaderboard_entry_type
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: int:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Numeric values: 14713650 total, 2 unique
+Values: 1:14697131, 2:16519
+
+────────────────────────────────────────────────────────────
+FIELD: primary_color
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:14713650, NoneType:7151502
+Null/Empty: null:7151502, empty_str:14446539
+String values: 267111 total, 64577 unique
+String length: min:7, max:7, avg:7.0
+Top 5 values:
+  '#373c3f': 32291 (12.1%)
+  '#ea0027': 11936 (4.5%)
+  '#014980': 10247 (3.8%)
+  '#b8001f': 9886 (3.7%)
+  '#000000': 9270 (3.5%)
+
+────────────────────────────────────────────────────────────
+FIELD: public_description
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:21865152
+Null/Empty: empty_str:14801544
+String values: 7063608 total, 6500583 unique
+String length: min:1, max:500, avg:92.0
+Top 5 values:
+  '.': 15065 (0.2%)
+  'Hi': 6020 (0.1%)
+  'hi': 4653 (0.1%)
+  '
+': 3915 (0.1%)
+  'I'm Caty💕 | Just turned 18 🔞| Im 4'10 don’t bully ...': 3211 (0.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: public_traffic
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:0 (0.0%), false:14713650 (100.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: quarantine
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:0 (0.0%), false:14713650 (100.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: restrict_commenting
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:14362 (0.1%), false:14699288 (99.9%)
+
+────────────────────────────────────────────────────────────
+FIELD: restrict_posting
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:14711082 (100.0%), false:2568 (0.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: retrieved_on
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: int:21865152
+Numeric values: 21865152 total, 37395 unique
+
+────────────────────────────────────────────────────────────
+FIELD: should_archive_posts
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:27627 (0.2%), false:14686023 (99.8%)
+
+────────────────────────────────────────────────────────────
+FIELD: should_show_media_in_comments_setting
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:21865152
+Booleans: true:16180982 (74.0%), false:5684170 (26.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: show_media
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:14609150 (99.3%), false:104500 (0.7%)
+
+────────────────────────────────────────────────────────────
+FIELD: show_media_preview
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:14704744 (99.9%), false:8906 (0.1%)
+
+────────────────────────────────────────────────────────────
+FIELD: spoilers_enabled
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:14690479 (99.8%), false:23171 (0.2%)
+
+────────────────────────────────────────────────────────────
+FIELD: submission_type
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:14713650, NoneType:7151502
+Null/Empty: null:7151502
+String values: 14713650 total, 3 unique
+String length: min:3, max:4, avg:3.0
+Values: any:14671098, self:24526, link:18026
+
+────────────────────────────────────────────────────────────
+FIELD: submit_link_label
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:14713650, NoneType:7151502
+Null/Empty: null:7151502, empty_str:14679516
+String values: 34134 total, 24937 unique
+String length: min:1, max:60, avg:18.5
+Top 5 values:
+  'Submit Link': 815 (2.4%)
+  'Submit a link': 556 (1.6%)
+  'Submit a new link': 450 (1.3%)
+  'Submit new content': 444 (1.3%)
+  'Submit a Link': 375 (1.1%)
+
+────────────────────────────────────────────────────────────
+FIELD: submit_text
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:14713650, NoneType:7151502
+Null/Empty: null:7151502, empty_str:14595373
+String values: 118277 total, 109175 unique
+String length: min:1, max:1024, avg:124.5
+Top 5 values:
+  '.': 177 (0.1%)
+  'test': 172 (0.1%)
+  'Anus': 146 (0.1%)
+  'Thank you for your submission!': 122 (0.1%)
+  'submission text': 120 (0.1%)
+
+────────────────────────────────────────────────────────────
+FIELD: submit_text_html
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: NoneType:21746875, str:118277
+Null/Empty: null:21746875
+String values: 118277 total, 109089 unique
+String length: min:51, max:3125, avg:198.3
+Top 5 values:
+  '<!-- SC_OFF --><div class="md"><p>.</p>
+</div><!--...': 177 (0.1%)
+  '<!-- SC_OFF --><div class="md"><p>test</p>
+</div><...': 173 (0.1%)
+  '<!-- SC_OFF --><div class="md"><p>Anus</p>
+</div><...': 146 (0.1%)
+  '<!-- SC_OFF --><div class="md"><p>Thank you for yo...': 123 (0.1%)
+  '<!-- SC_OFF --><div class="md"><p>submission text<...': 121 (0.1%)
+
+────────────────────────────────────────────────────────────
+FIELD: submit_text_label
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:14713650, NoneType:7151502
+Null/Empty: null:7151502, empty_str:14681280
+String values: 32370 total, 23106 unique
+String length: min:1, max:60, avg:19.1
+Top 5 values:
+  'Submit Text': 695 (2.1%)
+  'Submit a text post': 497 (1.5%)
+  'Submit a new text post': 378 (1.2%)
+  'Submit new content': 375 (1.2%)
+  'Text': 280 (0.9%)
+
+────────────────────────────────────────────────────────────
+FIELD: subreddit_type
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:21865152
+String values: 21865152 total, 7 unique
+String length: min:4, max:14, avg:4.8
+Values: user:16982966, public:2776354, restricted:1923687, private:182045, employees_only:73, archived:23, gold_only:4
+
+────────────────────────────────────────────────────────────
+FIELD: subscribers
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: int:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Numeric values: 14713650 total, 42348 unique
+
+──────────────────────────���─────────────────────────────────
+FIELD: suggested_comment_sort
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:12249947, NoneType:9615205
+Null/Empty: null:9615205
+String values: 12249947 total, 9 unique
+String length: min:2, max:13, avg:2.0
+Values: qa:12215351, new:12025, confidence:11024, top:6669, blank:2744, old:1165, controversial:802, live:163, random:4
+
+────────────────────────────────────────────────────────────
+FIELD: title
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:21865152
+Null/Empty: empty_str:11947770
+String values: 9917382 total, 8657681 unique
+String length: min:1, max:100, avg:13.0
+Top 5 values:
+  '.': 6340 (0.1%)
+  'Alex': 3599 (0.0%)
+  'Catyy🍒': 3387 (0.0%)
+  'Emily🌸': 3199 (0.0%)
+  'J': 2617 (0.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: url
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:21865152
+String values: 21865152 total, 21865152 unique
+String length: min:6, max:28, avg:19.6
+Top 5 values:
+  '/r/00000/': 1 (0.0%)
+  '/r/000000/': 1 (0.0%)
+  '/r/00000000/': 1 (0.0%)
+  '/r/0000000000/': 1 (0.0%)
+  '/r/00000000000/': 1 (0.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: user_can_flair_in_sr
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: NoneType:21865152
+Null/Empty: null:21865152
+
+────────────────────────────────────────────────────────────
+FIELD: user_flair_background_color
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: NoneType:21865152
+Null/Empty: null:21865152
+
+────────────────────────────────────────────────────────────
+FIELD: user_flair_css_class
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: NoneType:21865152
+Null/Empty: null:21865152
+
+────────────────────────────────────────────────────────────
+FIELD: user_flair_enabled_in_sr
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:0 (0.0%), false:14713650 (100.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: user_flair_position
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:14713650, NoneType:7151502
+Null/Empty: null:7151502, empty_str:1
+String values: 14713649 total, 2 unique
+String length: min:4, max:5, avg:5.0
+Values: right:14704397, left:9252
+
+────────────────────────────────────────────────────────────
+FIELD: user_flair_richtext
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: list:21865152
+Null/Empty: empty_arr:21865152
+
+────────────────────────────────────────────────────────────
+FIELD: user_flair_template_id
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: NoneType:21865152
+Null/Empty: null:21865152
+
+────────────────────────────────────────────────────────────
+FIELD: user_flair_text
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: NoneType:21865152
+Null/Empty: null:21865152
+
+────────────────────────────────────────────────────────────
+FIELD: user_flair_text_color
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: NoneType:21865152
+Null/Empty: null:21865152
+
+────────────────────────────────────────────────────────────
+FIELD: user_flair_type
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: str:21865152
+String values: 21865152 total, 2 unique
+String length: min:4, max:8, avg:4.0
+Values: text:21865149, richtext:3
+
+────────────────────────────────────────────────────────────
+FIELD: user_has_favorited
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713632, NoneType:7151520
+Null/Empty: null:7151520
+Booleans: true:0 (0.0%), false:14713632 (100.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: user_is_banned
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713632, NoneType:7151520
+Null/Empty: null:7151520
+Booleans: true:0 (0.0%), false:14713632 (100.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: user_is_contributor
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713632, NoneType:7151520
+Null/Empty: null:7151520
+Booleans: true:0 (0.0%), false:14713632 (100.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: user_is_moderator
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713632, NoneType:7151520
+Null/Empty: null:7151520
+Booleans: true:0 (0.0%), false:14713632 (100.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: user_is_muted
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713632, NoneType:7151520
+Null/Empty: null:7151520
+Booleans: true:0 (0.0%), false:14713632 (100.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: user_is_subscriber
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713632, NoneType:7151520
+Null/Empty: null:7151520
+Booleans: true:0 (0.0%), false:14713632 (100.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: user_sr_flair_enabled
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: NoneType:21865152
+Null/Empty: null:21865152
+
+────────────────────────────────────────────────────────────
+FIELD: user_sr_theme_enabled
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: bool:14713650, NoneType:7151502
+Null/Empty: null:7151502
+Booleans: true:14713650 (100.0%), false:0 (0.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: wiki_enabled
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: NoneType:21783016, bool:82136
+Null/Empty: null:21783016
+Booleans: true:82118 (100.0%), false:18 (0.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: wls
+Occurrence: 21865152/21865152 (100.0%)
+──────────────────────────────
+Types: NoneType:21784671, int:80481
+Null/Empty: null:21784671
+Numeric values: 80481 total, 4 unique
+Values: 6:69766, 7:10706, 1:8, 3:1
+
+────────────────────────────────────────────────────────────
+FIELD: is_default_banner
+Occurrence: 16982966/21865152 (77.7%)
+──────────────────────────────
+Types: bool:16982966
+Booleans: true:12689932 (74.7%), false:4293034 (25.3%)
+
+────────────────────────────────────────────────────────────
+FIELD: is_default_icon
+Occurrence: 16982966/21865152 (77.7%)
+──────────────────────────────
+Types: list:16982966
+
+────────────────────────────────────────────────────────────
+FIELD: videostream_links_count
+Occurrence: 15968654/21865152 (73.0%)
+──────────────────────────────
+Types: int:15968654
+Numeric values: 15968654 total, 1 unique
+Values: 0:15968654
+
+────────────────────────────────────────────────────────────
+FIELD: interstitial_warning_message
+Occurrence: 98/21865152 (0.0%)
+──────────────────────────────
+Types: str:98
+String values: 98 total, 16 unique
+String length: min:59, max:842, avg:447.0
+Top 5 values:
+  'Content Advisory: This community may contain discu...': 57 (58.2%)
+  'Content Advisory: This community may contain discu...': 23 (23.5%)
+  'This subreddit contains real or fictional intense ...': 3 (3.1%)
+  'This subreddit may contain references or detail ab...': 3 (3.1%)
+  'if you enter this subreddit, it's gonna be rough f...': 1 (1.0%)
+
+────────────────────────────────────────────────────────────
+FIELD: content_category
+Occurrence: 61/21865152 (0.0%)
+──────────────────────────────
+Types: str:61
+String values: 61 total, 12 unique
+String length: min:4, max:20, avg:9.2
+Top 5 values:
+  'photography': 8 (13.1%)
+  'gaming': 7 (11.5%)
+  'drawing_and_painting': 7 (11.5%)
+  'entertainment': 6 (9.8%)
+  'videos': 6 (9.8%)
+
+────────────────────────────────────────────────────────────
+FIELD: whitelist_status
+Occurrence: 41/21865152 (0.0%)
+──────────────────────────────
+Types: NoneType:41
+Null/Empty: null:41
+```
+
+
+```log
+Starting split of: /mnt/test/subreddits_2025-01.jsonl
+File size: 59.28 GB
+Counting total lines...
+Total lines: 21,865,152
+Processing lines: 100%|██████████████████████████████████████████| 21865152/21865152 [50:22<00:00, 7234.42it/s]
+
+================================================================================
+SPLIT REPORT
+================================================================================
+Total records processed: 21,865,152
+Malformed JSON skipped: 0
+Empty lines skipped: 0
+================================================================================
+
+Records by subreddit_type:
+----------------------------------------
+  public      :  2,776,279 ( 12.70%)
+  restricted  :  1,923,526 (  8.80%)
+  private     :    182,045 (  0.83%)
+  user        : 16,982,966 ( 77.67%)
+  other       :        100 (  0.00%)
+
+Filtered out: 236 records
+Kept: 21,864,916 records
+================================================================================
+
+Subscriber distribution (all records):
+----------------------------------------
+  0         : 19,554,742 ( 89.43%)
+  1-99      :  1,914,086 (  8.75%)
+  100-999   :    257,613 (  1.18%)
+  100k+     :      9,407 (  0.04%)
+  10k-99k   :     32,649 (  0.15%)
+  1k-9k     :     96,655 (  0.44%)
+
+================================================================================
+Output files:
+----------------------------------------
+  public      : /mnt/test/subreddits_2025-01_type_public.jsonl
+             Size:  7819.75 MB, Records: 2,776,279
+  restricted  : /mnt/test/subreddits_2025-01_type_restricted.jsonl
+             Size:  5367.15 MB, Records: 1,923,526
+  private     : /mnt/test/subreddits_2025-01_type_private.jsonl
+             Size:   494.01 MB, Records: 182,045
+  user        : /mnt/test/subreddits_2025-01_type_user.jsonl
+             Size: 47017.35 MB, Records: 16,982,966
+  other       : /mnt/test/subreddits_2025-01_type_other.jsonl
+             Size:     0.30 MB, Records: 100
+  filtered_out: /mnt/test/subreddits_2025-01_filtered_out.jsonl
+             Size:     0.65 MB, Records: 236
+================================================================================
+
+Processing complete!
+```
+
+```log
+Analyzing subreddits_2025-01_type_other.jsonl...
+
+============================================================
+ANALYSIS RESULTS: subreddits_2025-01_type_other.jsonl
+============================================================
+Total records: 100
+Records with null subscribers: 78 (78.0%)
+Records with 0 subscribers: 0 (0.0%)
+
+Records with subscriber data: 22
+============================================================
+SUBSCRIBER DISTRIBUTION:
+============================================================
+  100-999     :        2 (  9.09%)
+  1k-9,999    :        4 ( 18.18%)
+  10k-99,999  :        7 ( 31.82%)
+  100k-999,999:        4 ( 18.18%)
+  1M+         :        5 ( 22.73%)
+
+============================================================
+DETAILED COUNTS (subscribers ≤ 100):
+============================================================
+
+============================================================
+LARGEST PRIVATE SUBREDDIT:
+============================================================
+  Name: announcements
+  Subscribers: 305,601,639  Analyzing subreddits_2025-01_type_private.jsonl...
+
+============================================================
+ANALYSIS RESULTS: subreddits_2025-01_type_private.jsonl
+============================================================
+Total records: 182,045
+Records with null subscribers: 182,045 (100.0%)
+Records with 0 subscribers: 0 (0.0%)
+
+
+============================================================
+ANALYSIS RESULTS: subreddits_2025-01_type_public.jsonl
+============================================================
+Total records: 2,776,279
+Records with null subscribers: 1,507,696 (54.3%)
+Records with 0 subscribers: 54,596 (2.0%)
+
+Records with subscriber data: 1,268,583
+============================================================
+SUBSCRIBER DISTRIBUTION:
+============================================================
+  0           :   54,596 (  4.30%)
+  1-9         :  772,490 ( 60.89%)
+  10-99       :  186,517 ( 14.70%)
+  100-999     :  149,251 ( 11.77%)
+  1k-9,999    :   67,126 (  5.29%)
+  10k-99,999  :   29,597 (  2.33%)
+  100k-999,999:    7,880 (  0.62%)
+  1M+         :    1,126 (  0.09%)
+
+============================================================
+DETAILED COUNTS (subscribers ≤ 100):
+============================================================
+    0 subscribers: 54,596
+    1 subscribers: 404,588
+    2 subscribers: 134,452
+    3 subscribers: 72,103
+    4 subscribers: 47,842
+    5 subscribers: 35,533
+    6 subscribers: 27,385
+    7 subscribers: 21,623
+    8 subscribers: 17,159
+    9 subscribers: 11,805
+   10 subscribers:  3,709
+   11 subscribers:  4,430
+   12 subscribers:  4,612
+   13 subscribers:  4,882
+   14 subscribers:  4,601
+   15 subscribers:  4,725
+   16 subscribers:  4,643
+   17 subscribers:  4,519
+   18 subscribers:  4,352
+   19 subscribers:  4,157
+   20 subscribers:  4,092
+   21 subscribers:  3,911
+   22 subscribers:  3,658
+   23 subscribers:  3,573
+   24 subscribers:  3,460
+   25 subscribers:  3,315
+   26 subscribers:  3,214
+   27 subscribers:  3,149
+   28 subscribers:  3,117
+   29 subscribers:  2,915
+   30 subscribers:  2,825
+   31 subscribers:  2,808
+   32 subscribers:  2,687
+   33 subscribers:  2,707
+   34 subscribers:  2,558
+   35 subscribers:  2,549
+   36 subscribers:  2,574
+   37 subscribers:  2,494
+   38 subscribers:  2,332
+   39 subscribers:  2,272
+   40 subscribers:  2,245
+   41 subscribers:  2,188
+   42 subscribers:  2,151
+   43 subscribers:  2,057
+   44 subscribers:  2,010
+   45 subscribers:  1,979
+   46 subscribers:  1,881
+   47 subscribers:  1,913
+   48 subscribers:  1,845
+   49 subscribers:  1,902
+   50 subscribers:  1,763
+   51 subscribers:  1,763
+   52 subscribers:  1,742
+   53 subscribers:  1,764
+   54 subscribers:  1,654
+   55 subscribers:  1,567
+   56 subscribers:  1,613
+   57 subscribers:  1,582
+   58 subscribers:  1,556
+   59 subscribers:  1,528
+   60 subscribers:  1,488
+   61 subscribers:  1,454
+   62 subscribers:  1,425
+   63 subscribers:  1,428
+   64 subscribers:  1,297
+   65 subscribers:  1,332
+   66 subscribers:  1,339
+   67 subscribers:  1,313
+   68 subscribers:  1,282
+   69 subscribers:  1,334
+   70 subscribers:  1,278
+   71 subscribers:  1,233
+   72 subscribers:  1,259
+   73 subscribers:  1,165
+   74 subscribers:  1,211
+   75 subscribers:  1,194
+   76 subscribers:  1,165
+   77 subscribers:  1,117
+   78 subscribers:  1,090
+   79 subscribers:  1,136
+   80 subscribers:  1,116
+   81 subscribers:  1,092
+   82 subscribers:  1,063
+   83 subscribers:  1,013
+   84 subscribers:  1,006
+   85 subscribers:  1,005
+   86 subscribers:    997
+   87 subscribers:  1,028
+   88 subscribers:    945
+   89 subscribers:    955
+   90 subscribers:  1,002
+   91 subscribers:    954
+   92 subscribers:    957
+   93 subscribers:    961
+   94 subscribers:    938
+   95 subscribers:    873
+   96 subscribers:    926
+   97 subscribers:    864
+   98 subscribers:    876
+   99 subscribers:    863
+  100 subscribers:    797
+
+============================================================
+LARGEST SUBREDDIT:
+============================================================
+  Name: funny
+  Subscribers: 66,363,925
+
+============================================================
+SUMMARY:
+============================================================
+  Most common subscriber count: 1 (404,588 occurrences)
+  Subreddits with ≤100 subscribers: 1,014,400
+  Subreddits with ≤10 subscribers: 830,795 (81.9%)
+
+============================================================
+ANALYSIS RESULTS: subreddits_2025-01_type_restricted.jsonl
+============================================================
+Total records: 1,923,526
+Records with null subscribers: 693,878 (36.1%)
+Records with 0 subscribers: 133,483 (6.9%)
+
+Records with subscriber data: 1,229,648
+============================================================
+SUBSCRIBER DISTRIBUTION:
+============================================================
+  0           :  133,483 ( 10.86%)
+  1-9         :  831,789 ( 67.64%)
+  10-99       :  123,054 ( 10.01%)
+  100-999     :  108,360 (  8.81%)
+  1k-9,999    :   29,525 (  2.40%)
+  10k-99,999  :    3,045 (  0.25%)
+  100k-999,999:      370 (  0.03%)
+  1M+         :       22 (  0.00%)
+
+============================================================
+DETAILED COUNTS (subscribers ≤ 100):
+============================================================
+    0 subscribers: 133,483
+    1 subscribers: 539,345
+    2 subscribers: 124,684
+    3 subscribers: 57,132
+    4 subscribers: 35,492
+    5 subscribers: 25,109
+    6 subscribers: 18,389
+    7 subscribers: 13,863
+    8 subscribers: 10,845
+    9 subscribers:  6,930
+   10 subscribers:  1,779
+   11 subscribers:  2,533
+   12 subscribers:  2,736
+   13 subscribers:  2,890
+   14 subscribers:  2,925
+   15 subscribers:  2,925
+   16 subscribers:  2,713
+   17 subscribers:  2,726
+   18 subscribers:  2,810
+   19 subscribers:  2,608
+   20 subscribers:  2,556
+   21 subscribers:  2,462
+   22 subscribers:  2,436
+   23 subscribers:  2,335
+   24 subscribers:  2,225
+   25 subscribers:  2,177
+   26 subscribers:  2,166
+   27 subscribers:  2,178
+   28 subscribers:  2,023
+   29 subscribers:  2,039
+   30 subscribers:  1,953
+   31 subscribers:  1,857
+   32 subscribers:  1,817
+   33 subscribers:  1,683
+   34 subscribers:  1,732
+   35 subscribers:  1,660
+   36 subscribers:  1,608
+   37 subscribers:  1,673
+   38 subscribers:  1,556
+   39 subscribers:  1,593
+   40 subscribers:  1,483
+   41 subscribers:  1,465
+   42 subscribers:  1,394
+   43 subscribers:  1,315
+   44 subscribers:  1,323
+   45 subscribers:  1,311
+   46 subscribers:  1,214
+   47 subscribers:  1,326
+   48 subscribers:  1,225
+   49 subscribers:  1,248
+   50 subscribers:  1,258
+   51 subscribers:  1,233
+   52 subscribers:  1,164
+   53 subscribers:  1,151
+   54 subscribers:  1,196
+   55 subscribers:  1,082
+   56 subscribers:  1,129
+   57 subscribers:  1,129
+   58 subscribers:  1,056
+   59 subscribers:  1,021
+   60 subscribers:  1,067
+   61 subscribers:  1,059
+   62 subscribers:    960
+   63 subscribers:  1,029
+   64 subscribers:    950
+   65 subscribers:    904
+   66 subscribers:    958
+   67 subscribers:    932
+   68 subscribers:    906
+   69 subscribers:    922
+   70 subscribers:    886
+   71 subscribers:    913
+   72 subscribers:    843
+   73 subscribers:    821
+   74 subscribers:    879
+   75 subscribers:    874
+   76 subscribers:    841
+   77 subscribers:    842
+   78 subscribers:    818
+   79 subscribers:    755
+   80 subscribers:    759
+   81 subscribers:    798
+   82 subscribers:    761
+   83 subscribers:    799
+   84 subscribers:    726
+   85 subscribers:    738
+   86 subscribers:    706
+   87 subscribers:    731
+   88 subscribers:    693
+   89 subscribers:    733
+   90 subscribers:    692
+   91 subscribers:    643
+   92 subscribers:    689
+   93 subscribers:    641
+   94 subscribers:    639
+   95 subscribers:    613
+   96 subscribers:    609
+   97 subscribers:    641
+   98 subscribers:    614
+   99 subscribers:    573
+  100 subscribers:    539
+
+============================================================
+LARGEST SUBREDDIT:
+============================================================
+  Name: XboxSeriesX
+  Subscribers: 5,329,718
+
+============================================================
+SUMMARY:
+============================================================
+  Most common subscriber count: 1 (539,345 occurrences)
+  Subreddits with ≤100 subscribers: 1,088,865
+  Subreddits with ≤10 subscribers: 967,051 (88.8%)```
+```