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nick007x
/

pushshift-reddit

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The dataset generation failed because of a cast error

Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 1 new columns ({'interstitial_warning_message'}) and 1 missing columns ({'videostream_links_count'}).

This happened while the json dataset builder was generating data using

hf://datasets/nick007x/pushshift-reddit/subreddits_2025-01_type_private.jsonl (at revision 6d85934e57b025e1e33abd1a343bb94743fa677b)

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1831, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 714, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              _meta: struct<earliest_comment_at: int64, earliest_post_at: int64, num_comments: int64, num_comments_update (... 59 chars omitted)
                child 0, earliest_comment_at: int64
                child 1, earliest_post_at: int64
                child 2, num_comments: int64
                child 3, num_comments_updated_at: int64
                child 4, num_posts: int64
                child 5, num_posts_updated_at: int64
              accept_followers: null
              accounts_active: null
              accounts_active_is_fuzzed: null
              active_user_count: null
              advertiser_category: null
              all_original_content: null
              allow_discovery: null
              allow_galleries: null
              allow_images: null
              allow_polls: null
              allow_prediction_contributors: bool
              allow_predictions: bool
              allow_predictions_tournament: bool
              allow_talks: bool
              allow_videogifs: bool
              allow_videos: bool
              allowed_media_in_comments: list<item: string>
                child 0, item: string
              banner_background_color: null
              banner_background_image: string
              banner_img: null
              banner_size: null
              can_assign_link_flair: bool
              can_assign_user_flair: bool
              collapse_deleted_comments: null
              comment_contribution_settings: struct<allowed_media_types: list<item: string>>
                child 0, allowed_media_types: list<item: string>
                    child 0, item: string
              comment_score_hide_mins: null
              community_icon: string
              community_reviewed: null
              created: int64
              created_utc: int64
              description: null
              disable_contributor_requests: null
              display_name: string
              display_name_prefixed: string
              emojis_custom_size: list<item: int64>
                child 0, item: int64
              emojis_enabled: bool
              free_form_reports: null
              has_menu_widget: bool
              header_img: null
              header_size: null
              header_title: null
              hide_ads: null
              icon_img: null
              icon_size: null
              id: string
              is_crosspostable_subreddit: bool
              is_enrolled_in_new_modmail: null
              key_color: null
              lang: null
              link_flair_enabled: null
              link_flair_position: null
              mobile_banner_image: null
              name: string
              notification_level: null
              original_content_tag_enabled: null
              over18: null
              prediction_leaderboard_entry_type: null
              primary_color: null
              public_description: string
              public_traffic: null
              quarantine: null
              restrict_commenting: null
              restrict_posting: null
              retrieved_on: int64
              should_archive_posts: null
              should_show_media_in_comments_setting: bool
              show_media: null
              show_media_preview: null
              spoilers_enabled: null
              submission_type: null
              submit_link_label: null
              submit_text: null
              submit_text_html: null
              submit_text_label: null
              subreddit_type: string
              subscribers: null
              suggested_comment_sort: null
              title: string
              url: string
              user_can_flair_in_sr: null
              user_flair_background_color: null
              user_flair_css_class: null
              user_flair_enabled_in_sr: null
              user_flair_position: null
              user_flair_richtext: list<item: null>
                child 0, item: null
              user_flair_template_id: null
              user_flair_text: null
              user_flair_text_color: null
              user_flair_type: string
              user_has_favorited: null
              user_is_banned: null
              user_is_contributor: null
              user_is_moderator: null
              user_is_muted: null
              user_is_subscriber: null
              user_sr_flair_enabled: null
              user_sr_theme_enabled: null
              wiki_enabled: null
              wls: null
              interstitial_warning_message: string
              to
              {'_meta': {'earliest_comment_at': Value('int64'), 'earliest_post_at': Value('int64'), 'num_comments': Value('int64'), 'num_comments_updated_at': Value('int64'), 'num_posts': Value('int64'), 'num_posts_updated_at': Value('int64')}, 'accept_followers': Value('bool'), 'accounts_active': Value('null'), 'accounts_active_is_fuzzed': Value('bool'), 'active_user_count': Value('null'), 'advertiser_category': Value('string'), 'all_original_content': Value('bool'), 'allow_discovery': Value('bool'), 'allow_galleries': Value('bool'), 'allow_images': Value('bool'), 'allow_polls': Value('bool'), 'allow_prediction_contributors': Value('bool'), 'allow_predictions': Value('bool'), 'allow_predictions_tournament': Value('bool'), 'allow_talks': Value('bool'), 'allow_videogifs': Value('bool'), 'allow_videos': Value('bool'), 'allowed_media_in_comments': List(Value('string')), 'banner_background_color': Value('string'), 'banner_background_image': Value('string'), 'banner_img': Value('string'), 'banner_size': List(Value('int64')), 'can_assign_link_flair': Value('bool'), 'can_assign_user_flair': Value('bool'), 'collapse_deleted_comments': Value('bool'), 'comment_contribution_settings': {'allowed_media_types': List(Value('string'))}, 'comment_score_hide_mins': Value('int64'), 'community_icon': Value('string'), 'community_reviewed': Value('bool'), 'created': Value('int64'), 'created_utc': Value('int64'), 'description': Value('string'), 'disable_contributor_requests': Value('bool'), 'display_name': Value
              ...
              ng'), 'public_traffic': Value('bool'), 'quarantine': Value('bool'), 'restrict_commenting': Value('bool'), 'restrict_posting': Value('bool'), 'retrieved_on': Value('int64'), 'should_archive_posts': Value('bool'), 'should_show_media_in_comments_setting': Value('bool'), 'show_media': Value('bool'), 'show_media_preview': Value('bool'), 'spoilers_enabled': Value('bool'), 'submission_type': Value('string'), 'submit_link_label': Value('string'), 'submit_text': Value('string'), 'submit_text_html': Value('string'), 'submit_text_label': Value('string'), 'subreddit_type': Value('string'), 'subscribers': Value('int64'), 'suggested_comment_sort': Value('string'), 'title': Value('string'), 'url': Value('string'), 'user_can_flair_in_sr': Value('null'), 'user_flair_background_color': Value('null'), 'user_flair_css_class': Value('null'), 'user_flair_enabled_in_sr': Value('bool'), 'user_flair_position': Value('string'), 'user_flair_richtext': List(Value('null')), 'user_flair_template_id': Value('null'), 'user_flair_text': Value('null'), 'user_flair_text_color': Value('null'), 'user_flair_type': Value('string'), 'user_has_favorited': Value('bool'), 'user_is_banned': Value('bool'), 'user_is_contributor': Value('bool'), 'user_is_moderator': Value('bool'), 'user_is_muted': Value('bool'), 'user_is_subscriber': Value('bool'), 'user_sr_flair_enabled': Value('null'), 'user_sr_theme_enabled': Value('bool'), 'wiki_enabled': Value('bool'), 'wls': Value('int64'), 'videostream_links_count': Value('int64')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1334, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 911, in stream_convert_to_parquet
                  builder._prepare_split(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1702, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1833, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 1 new columns ({'interstitial_warning_message'}) and 1 missing columns ({'videostream_links_count'}).
              
              This happened while the json dataset builder was generating data using
              
              hf://datasets/nick007x/pushshift-reddit/subreddits_2025-01_type_private.jsonl (at revision 6d85934e57b025e1e33abd1a343bb94743fa677b)
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

_meta dict	accept_followers null	accounts_active null	accounts_active_is_fuzzed null	active_user_count null	advertiser_category null	all_original_content null	allow_discovery null	allow_galleries null	allow_images null	allow_polls null	allow_prediction_contributors bool	allow_predictions bool	allow_predictions_tournament bool	allow_talks bool	allow_videogifs bool	allow_videos bool	allowed_media_in_comments list	banner_background_color null	banner_background_image string	banner_img null	banner_size null	can_assign_link_flair bool	can_assign_user_flair bool	collapse_deleted_comments null	comment_contribution_settings dict	comment_score_hide_mins null	community_icon string	community_reviewed null	created int64	created_utc int64	description null	disable_contributor_requests null	display_name string	display_name_prefixed string	emojis_custom_size null	emojis_enabled bool	free_form_reports null	has_menu_widget bool	header_img null	header_size null	header_title null	hide_ads null	icon_img null	icon_size null	id string	is_crosspostable_subreddit bool	is_enrolled_in_new_modmail null	key_color null	lang null	link_flair_enabled null	link_flair_position null	mobile_banner_image null	name string	notification_level null	original_content_tag_enabled null	over18 null	prediction_leaderboard_entry_type null	primary_color null	public_description string	public_traffic null	quarantine null	restrict_commenting null	restrict_posting null	retrieved_on int64	should_archive_posts null	should_show_media_in_comments_setting bool	show_media null	show_media_preview null	spoilers_enabled null	submission_type null	submit_link_label null	submit_text null	submit_text_html null	submit_text_label null	subreddit_type string	subscribers null	suggested_comment_sort null	title string	url string	user_can_flair_in_sr null	user_flair_background_color null	user_flair_css_class null	user_flair_enabled_in_sr null	user_flair_position null	user_flair_richtext list	user_flair_template_id null	user_flair_text null	user_flair_text_color null	user_flair_type string	user_has_favorited null	user_is_banned null	user_is_contributor null	user_is_moderator null	user_is_muted null	user_is_subscriber null	user_sr_flair_enabled null	user_sr_theme_enabled null	wiki_enabled null	wls null	videostream_links_count int64
{ "earliest_comment_at": 1703476884, "earliest_post_at": 1701892932, "num_comments": 2, "num_comments_updated_at": 1739744209, "num_posts": 12, "num_posts_updated_at": 1739731892 }	null	null	null	null	null	null	null	null	null	null	false	false	false	false	false	false	[]	null	https://styles.redditmed…22351fa1974771c8	null	null	true	false	null	{ "allowed_media_types": [ "giphy", "static", "animated", "expression" ] }	null	https://styles.redditmed…477163f039ad7bad	null	1,701,892,920	1,701,892,920	null	null	1206TestNsfw	r/1206TestNsfw	null	true	null	false	null	null	null	null	null	null	aakpdb	false	null	null	null	null	null	null	t5_aakpdb	null	null	null	null	null	nsfw description	null	null	null	null	1,739,605,244	null	false	null	null	null	null	null	null	null	null	employees_only	null	null	1206TestNsfw	/r/1206TestNsfw/	null	null	null	null	null	[]	null	null	null	text	null	null	null	null	null	null	null	null	null	null	null
{ "earliest_comment_at": null, "earliest_post_at": 1565390906, "num_comments": null, "num_comments_updated_at": null, "num_posts": 16, "num_posts_updated_at": 1739731892 }	null	null	null	null	null	null	null	null	null	null	false	false	false	false	true	true	[]	null		null	null	false	false	null	{ "allowed_media_types": null }	null		null	1,565,390,906	1,565,390,906	null	null	1234567876543212345	r/1234567876543212345	null	false	null	false	null	null	null	null	null	null	22v0au	false	null	null	null	null	null	null	t5_22v0au	null	null	null	null	null	1234567876543212345	null	null	null	null	1,739,587,001	null	true	null	null	null	null	null	null	null	null	employees_only	null	null	1234567876543212345	/r/1234567876543212345/	null	null	null	null	null	[]	null	null	null	text	null	null	null	null	null	null	null	null	null	null	0
{ "earliest_comment_at": null, "earliest_post_at": 1655927406, "num_comments": null, "num_comments_updated_at": null, "num_posts": 1, "num_posts_updated_at": 1739731892 }	null	null	null	null	null	null	null	null	null	null	false	false	false	false	true	true	[]	null		null	null	false	false	null	{ "allowed_media_types": null }	null		null	1,655,927,406	1,655,927,406	null	null	123testing12341	r/123testing12341	null	false	null	false	null	null	null	null	null	null	6koelt	false	null	null	null	null	null	null	t5_6koelt	null	null	null	null	null	description	null	null	null	null	1,739,615,384	null	true	null	null	null	null	null	null	null	null	employees_only	null	null	titlefoo	/r/123testing12341/	null	null	null	null	null	[]	null	null	null	text	null	null	null	null	null	null	null	null	null	null	0
{ "earliest_comment_at": 1632246881, "earliest_post_at": null, "num_comments": 4, "num_comments_updated_at": 1739744209, "num_posts": null, "num_posts_updated_at": null }	null	null	null	null	null	null	null	null	null	null	false	false	false	false	true	true	[]	null		null	null	false	false	null	{ "allowed_media_types": null }	null		null	1,631,744,896	1,631,744,896	null	null	alibeks_community	r/alibeks_community	null	false	null	false	null	null	null	null	null	null	51otla	false	null	null	null	null	null	null	t5_51otla	null	null	null	null	null		null	null	null	null	1,739,561,395	null	true	null	null	null	null	null	null	null	null	employees_only	null	null	alibeks_community	/r/alibeks_community/	null	null	null	null	null	[]	null	null	null	text	null	null	null	null	null	null	null	null	null	null	0
{ "earliest_comment_at": 1468342077, "earliest_post_at": 1466878055, "num_comments": 1, "num_comments_updated_at": 1739744209, "num_posts": 9, "num_posts_updated_at": 1739731892 }	null	null	null	null	null	null	null	null	null	null	false	false	false	false	true	true	[ "giphy", "static", "animated", "expression" ]	null		null	null	false	false	null	{ "allowed_media_types": [ "giphy", "static", "animated", "expression" ] }	null		null	1,706,294,996	1,706,294,996	null	null	AMQTest	r/amqtest	null	false	null	false	null	null	null	null	null	null	anz2u5	false	null	null	null	null	null	null	t5_anz2u5	null	null	null	null	null	AMGs soon	null	null	null	null	1,739,592,963	null	true	null	null	null	null	null	null	null	null	employees_only	null	null	AMGs soon	/r/amqtest/	null	null	null	null	null	[]	null	null	null	text	null	null	null	null	null	null	null	null	null	null	0
{ "earliest_comment_at": 1258407298, "earliest_post_at": 1245256218, "num_comments": 1081422, "num_comments_updated_at": 1739744209, "num_posts": 277, "num_posts_updated_at": 1739731892 }	null	null	null	null	null	null	null	null	null	null	false	false	false	false	true	true	[]	null	https://styles.redditmed…d3440f181543491b	null	null	false	false	null	{ "allowed_media_types": null }	null	https://styles.redditmed…788816a27cd7bd0e	null	1,245,256,101	1,245,256,101	null	null	announcements	r/announcements	null	false	null	false	null	null	null	null	null	null	2r0ij	true	null	null	null	null	null	null	t5_2r0ij	null	null	null	null	null	Official announcements from Reddit, Inc.	null	null	null	null	1,739,579,912	null	true	null	null	null	null	null	null	null	null	archived	null	null	Announcements	/r/announcements/	null	null	null	null	null	[]	null	null	null	text	null	null	null	null	null	null	null	null	null	null	0
{ "earliest_comment_at": 1425066857, "earliest_post_at": 1424988382, "num_comments": 244183, "num_comments_updated_at": 1739744209, "num_posts": 38495, "num_posts_updated_at": 1739731892 }	null	null	null	null	null	null	null	null	null	null	false	false	false	false	false	false	[]	null	https://styles.redditmed…f0b701c4222685c8	null	null	false	false	null	{ "allowed_media_types": null }	null	https://styles.redditmed…9eb15629d85e4034	null	1,210,195,347	1,210,195,347	null	null	beta	r/beta	null	false	null	false	null	null	null	null	null	null	2qhxg	true	null	null	null	null	null	null	t5_2qhxg	null	null	null	null	null	An official community of beta testers for reddit.com	null	null	null	null	1,739,562,311	null	true	null	null	null	null	null	null	null	null	archived	null	null	Beta	/r/beta/	null	null	null	null	null	[]	null	null	null	text	null	null	null	null	null	null	null	null	null	null	null
{ "earliest_comment_at": 1420300602, "earliest_post_at": 1420255706, "num_comments": 166, "num_comments_updated_at": 1739744209, "num_posts": 214, "num_posts_updated_at": 1739731892 }	null	null	null	null	null	null	null	null	null	null	false	false	false	false	true	true	[]	null		null	null	false	true	null	{ "allowed_media_types": null }	null		null	1,420,254,582	1,420,254,582	null	null	BlackPeopleReddit	r/BlackPeopleReddit	null	false	null	false	null	null	null	null	null	null	35ola	false	null	null	null	null	null	null	t5_35ola	null	null	null	null	null	A place where people of any race, gender, color, and creed, can discuss issues that take place in the black community.	null	null	null	null	1,739,577,538	null	true	null	null	null	null	null	null	null	null	employees_only	null	null	Black People Reddit	/r/BlackPeopleReddit/	null	null	null	null	null	[]	null	null	null	text	null	null	null	null	null	null	null	null	null	null	0
{ "earliest_comment_at": 1205731564, "earliest_post_at": 1205730177, "num_comments": 987935, "num_comments_updated_at": 1739744209, "num_posts": 513, "num_posts_updated_at": 1739731892 }	null	null	null	null	null	null	null	null	null	null	false	false	false	false	true	true	[]	null	https://styles.redditmed…bc48814d595b8d85	null	null	false	false	null	{ "allowed_media_types": null }	null	https://styles.redditmed…039337ca9c80e51f	null	1,201,244,604	1,201,244,604	null	null	blog	r/blog	null	false	null	false	null	null	null	null	null	null	2qh49	true	null	null	null	null	null	null	t5_2qh49	null	null	null	null	null	The official blog for Reddit, Inc.	null	null	null	null	1,739,583,547	null	true	null	null	null	null	null	null	null	null	archived	null	null	Blog	/r/blog/	null	null	null	null	null	[]	null	null	null	text	null	null	null	null	null	null	null	null	null	null	0
{ "earliest_comment_at": 1439522829, "earliest_post_at": 1439231955, "num_comments": 2, "num_comments_updated_at": 1739744209, "num_posts": 1, "num_posts_updated_at": 1739731892 }	null	null	null	null	null	null	null	null	null	null	false	false	false	false	true	true	[]	null		null	null	false	false	null	{ "allowed_media_types": null }	null		null	1,437,694,298	1,437,694,298	null	null	bluepinkblack	r/bluepinkblack	null	false	null	false	null	null	null	null	null	null	3998j	false	null	null	null	null	null	null	t5_3998j	null	null	null	null	null	I like godzilla and weezer	null	null	null	null	1,739,566,841	null	true	null	null	null	null	null	null	null	null	employees_only	null	null	sup	/r/bluepinkblack/	null	null	null	null	null	[]	null	null	null	text	null	null	null	null	null	null	null	null	null	null	0
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{ "earliest_comment_at": 1556129954, "earliest_post_at": 1549048192, "num_comments": 15, "num_comments_updated_at": 1739744209, "num_posts": 5, "num_posts_updated_at": 1739731892 }	null	null	null	null	null	null	null	null	null	null	false	false	false	false	true	true	[]	null		null	null	false	false	null	{ "allowed_media_types": null }	null		null	1,549,048,192	1,549,048,192	null	null	buggiesubbie	r/buggiesubbie	null	false	null	false	null	null	null	null	null	null	vsnw1	null	null	null	null	null	null	null	t5_vsnw1	null	null	null	null	null	to test bugs	null	null	null	null	1,739,583,814	null	true	null	null	null	null	null	null	null	null	employees_only	null	null	buggiesubbie	/r/buggiesubbie/	null	null	null	null	null	[]	null	null	null	text	null	null	null	null	null	null	null	null	null	null	0
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{ "earliest_comment_at": null, "earliest_post_at": 1513039190, "num_comments": null, "num_comments_updated_at": null, "num_posts": 26, "num_posts_updated_at": 1739731892 }	null	null	null	null	null	null	null	null	null	null	false	false	false	false	false	true	[]	null		null	null	false	false	null	{ "allowed_media_types": null }	null		null	1,513,039,125	1,513,039,125	null	null	emoney04_test	r/emoney04_test	null	false	null	false	null	null	null	null	null	null	7q1ce	false	null	null	null	null	null	null	t5_7q1ce	null	null	null	null	null		null	null	null	null	1,739,580,307	null	true	null	null	null	null	null	null	null	null	employees_only	null	null	Testing	/r/emoney04_test/	null	null	null	null	null	[]	null	null	null	text	null	null	null	null	null	null	null	null	null	null	0
{ "earliest_comment_at": 1541502724, "earliest_post_at": null, "num_comments": 13, "num_comments_updated_at": 1739744209, "num_posts": null, "num_posts_updated_at": null }	null	null	null	null	null	null	null	null	null	null	false	false	false	false	true	true	[]	null		null	null	false	false	null	{ "allowed_media_types": null }	null		null	1,534,977,099	1,534,977,099	null	null	evtestingground	r/evtestingground	null	true	null	false	null	null	null	null	null	null	nki87	false	null	null	null	null	null	null	t5_nki87	null	null	null	null	null		null	null	null	null	1,739,595,492	null	true	null	null	null	null	null	null	null	null	employees_only	null	null	Testing the EV	/r/evtestingground/	null	null	null	null	null	[]	null	null	null	text	null	null	null	null	null	null	null	null	null	null	0
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{ "earliest_comment_at": 1489001656, "earliest_post_at": 1489000835, "num_comments": 2, "num_comments_updated_at": 1739744209, "num_posts": 2, "num_posts_updated_at": 1739731892 }	null	null	null	null	null	null	null	null	null	null	false	false	false	false	true	true	[]	null	https://styles.redditmed…c9df973241bd71b3	null	null	true	false	null	{ "allowed_media_types": null }	null	https://styles.redditmed…23b7c47d6dc47114	null	1,489,000,575	1,489,000,575	null	null	myfavoriterecipes	r/myfavoriterecipes	null	true	null	false	null	null	null	null	null	null	3jfs1	false	null	null	null	null	null	null	t5_3jfs1	null	null	null	null	null	These recipes are easy, healthy, pescatarian and tasty.	null	null	null	null	1,739,579,643	null	true	null	null	null	null	null	null	null	null	employees_only	null	null	recipes: good for weeknights	/r/myfavoriterecipes/	null	null	null	null	null	[]	null	null	null	text	null	null	null	null	null	null	null	null	null	null	0
{ "earliest_comment_at": 1383095503, "earliest_post_at": 1383081163, "num_comments": 225331, "num_comments_updated_at": 1739744209, "num_posts": 1212, "num_posts_updated_at": 1739731892 }	null	null	null	null	null	null	null	null	null	null	false	false	false	false	true	true	[]	null		null	null	false	false	null	{ "allowed_media_types": null }	null		null	1,383,081,062	1,383,081,062	null	null	nameaserver	r/nameaserver	null	false	null	false	null	null	null	null	null	null	2yxsb	true	null	null	null	null	null	null	t5_2yxsb	null	null	null	null	null	Help reddit hit it's daily gold goal and you can suggest and vote on a name for one of our servers.	null	null	null	null	1,739,575,131	null	true	null	null	null	null	null	null	null	null	archived	null	null	name a reddit server	/r/nameaserver/	null	null	null	null	null	[]	null	null	null	text	null	null	null	null	null	null	null	null	null	null	0
{ "earliest_comment_at": 1486070406, "earliest_post_at": 1486069707, "num_comments": 853, "num_comments_updated_at": 1739744209, "num_posts": 243, "num_posts_updated_at": 1739731892 }	null	null	null	null	null	null	null	null	null	null	false	false	false	false	true	true	[]	null		null	null	false	false	null	{ "allowed_media_types": null }	null		null	1,485,915,656	1,485,915,656	null	null	O90sKWU	r/O90sKWU	null	false	null	false	null	null	null	null	null	null	3ivb8	false	null	null	null	null	null	null	t5_3ivb8	null	null	null	null	null	Anything and everything that makes you say..."Damn the 90's were sweet"	null	null	null	null	1,739,561,882	null	true	null	null	null	null	null	null	null	null	employees_only	null	null	Only 90s Kids Would Understand	/r/O90sKWU/	null	null	null	null	null	[]	null	null	null	text	null	null	null	null	null	null	null	null	null	null	0
{ "earliest_comment_at": 1597970132, "earliest_post_at": 1557789973, "num_comments": 39, "num_comments_updated_at": 1739744209, "num_posts": 1, "num_posts_updated_at": 1739731892 }	null	null	null	null	null	null	null	null	null	null	false	false	false	false	true	true	[]	null		null	null	false	false	null	{ "allowed_media_types": null }	null		null	1,557,789,973	1,557,789,973	null	null	pan3	r/pan3	null	false	null	false	null	null	null	null	null	null	11dbai	false	null	null	null	null	null	null	t5_11dbai	null	null	null	null	null	Pan3 is the new pan2	null	null	null	null	1,739,615,594	null	true	null	null	null	null	null	null	null	null	employees_only	null	null	pan3	/r/pan3/	null	null	null	null	null	[]	null	null	null	text	null	null	null	null	null	null	null	null	null	null	0
{ "earliest_comment_at": 1317438533, "earliest_post_at": 1317421859, "num_comments": 2984190, "num_comments_updated_at": 1739744209, "num_posts": 459449, "num_posts_updated_at": 1739731892 }	null	null	null	null	null	null	null	null	null	null	false	false	false	false	true	true	[ "giphy", "static", "animated" ]	null	https://styles.redditmed…6b122e6a73ef03e0	null	null	false	false	null	{ "allowed_media_types": [ "giphy", "static", "animated" ] }	null	https://styles.redditmed…1b01da86e75acfaa	null	1,317,421,780	1,317,421,780	null	null	place	r/place	null	false	null	false	null	null	null	null	null	null	2sxhs	true	null	null	null	null	null	null	t5_2sxhs	null	null	null	null	null	There is an empty canvas. You may place a pixel upon it, but you must wait to place another. Individually you can create something. Together you can create something more.	null	null	null	null	1,739,579,057	null	true	null	null	null	null	null	null	null	null	archived	null	null	place	/r/place/	null	null	null	null	null	[]	null	null	null	text	null	null	null	null	null	null	null	null	null	null	0
{ "earliest_comment_at": 1576008291, "earliest_post_at": null, "num_comments": 19, "num_comments_updated_at": 1739744209, "num_posts": null, "num_posts_updated_at": null }	null	null	null	null	null	null	null	null	null	null	false	false	false	false	true	true	[]	null	https://styles.redditmed…4ef804f0f1660384	null	null	true	false	null	{ "allowed_media_types": null }	null	https://styles.redditmed…734185f6ed9cd7cb	null	1,575,313,686	1,575,313,686	null	null	pollstest	r/pollstest	null	false	null	false	null	null	null	null	null	null	29j8nb	false	null	null	null	null	null	null	t5_29j8nb	null	null	null	null	null	A place for the important questions	null	null	null	null	1,739,592,104	null	true	null	null	null	null	null	null	null	null	employees_only	null	null	pollstest	/r/pollstest/	null	null	null	null	null	[]	null	null	null	text	null	null	null	null	null	null	null	null	null	null	0
{ "earliest_comment_at": 1603230293, "earliest_post_at": 1602781839, "num_comments": 145768, "num_comments_updated_at": 1739744209, "num_posts": 1061, "num_posts_updated_at": 1739731892 }	null	null	null	null	null	null	null	null	null	null	false	false	false	false	true	true	[]	null	https://styles.redditmed…3e93a23bd367ec40	null	null	false	false	null	{ "allowed_media_types": null }	null	https://styles.redditmed…24364bbac7de81ea	null	1,602,781,839	1,602,781,839	null	null	Predictor	r/Predictor	null	false	null	false	null	null	null	null	null	null	39f7hx	true	null	null	null	null	null	null	t5_39f7hx	null	null	null	null	null	All great predictors, come on in!	null	null	null	null	1,739,600,798	null	true	null	null	null	null	null	null	null	null	archived	null	null	Predictor	/r/Predictor/	null	null	null	null	null	[]	null	null	null	text	null	null	null	null	null	null	null	null	null	null	0

End of preview.

YAML Metadata Warning: empty or missing yaml metadata in repo card (https://huggingface.co/docs/hub/datasets-cards)

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.

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

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!

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%)```

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