Wikipedia data exploration
Mix.install([
{:adbc, "~> 0.7.9"},
{:kino_db, "~> 0.3"},
{:explorer, "~> 0.10.1"},
{:kino_explorer, "~> 0.1.24"},
{:jason, "~> 1.4.4"},
{:ex_aws, "~> 2.5"},
{:ex_aws_s3, "~> 2.5"},
{:hackney, "~> 1.9"},
{:sweet_xml, "~> 0.7.5"}
])
Section
defmodule Utils do
@window_size_secs 300
def round_down_epoch_to_5_min(timestamp) when is_integer(timestamp) do
(timestamp |> div(@window_size_secs)) * @window_size_secs
end
# For a list of epoch timestamps:
def round_down_epoch_list(timestamps) when is_list(timestamps) do
Enum.map(timestamps, &Utils.round_down_epoch_to_5_min/1)
end
def round_down_epoch_ExplorerSeries(timestamps) do
timestamps
|> Explorer.Series.to_list()
|> Enum.map(&round_down_epoch_to_5_min/1)
end
def mixed_field_maps_to_df(list_of_maps) do
new_old_base = %{"new" => nil, "old" => nil}
log_params_base = %{"userid" => nil,
"edits" => nil,
"derived" => nil,
"img_sha1" => nil,
"img_timestamp" => nil,
"newuser" => nil,
"olduser" => nil,
"action" => nil,
"filter" => nil,
"actions" => nil,
"log" => nil,
"auto" => nil,
"curid" => nil,
"previd" => nil,
"target" => nil,
"noredir" => nil,
"count" => %{"files" => nil, "revisions" => nil},
"blockId" => nil,
"duration" => nil,
"flags" => nil,
"sitewide" => nil,
"details" => nil,
"description" => nil,
"cascade" => nil,
"suppressredirects" => nil,
"lista_o_algo" => nil,
"movepages" => nil,
"added" => nil,
"removed" => nil}
meta_base = %{"domain" => nil,
"dt" => nil,
"id" => nil,
"offset" => nil,
"partition" => nil,
"request_id" => nil,
"stream" => nil,
"topic" => nil,
"uri" => nil
}
all_keys =
list_of_maps
|> Enum.flat_map(&Map.keys/1)
|> Enum.uniq()
normalized_maps =
list_of_maps
|> Task.async_stream(fn map ->
all_keys
|> Task.async_stream(fn key ->
cond do
Enum.member?(["length", "revision"], key) ->
{key, Map.merge(new_old_base, Map.get(map, key, new_old_base))}
key == "log_params" ->
log_params_val = Map.get(map, key, log_params_base)
# log_params_val = Utils.annoying_log_params(log_params_val)
# {key, Map.merge(log_params_base, log_params_val)}
{key, inspect(log_params_val)}
key == "count" ->
log_params_val = Map.get(map, key, log_params_base)
log_params_val = if is_number(log_params_val) or is_bitstring(log_params_val) do
%{"files" => nil, "revisions" => nil}
else
log_params_val
end
{key, Map.merge(log_params_base, log_params_val)}
key == "meta" ->
{key, Map.merge(meta_base, Map.get(map, key, meta_base))}
true ->
{key, Map.get(map, key, nil)}
end
end)
|> Enum.map(&elem(&1, 1))
end)
|> Enum.map(&elem(&1, 1))
Explorer.DataFrame.new(normalized_maps)
end
def annoying_log_params(log_params_val) when is_list(log_params_val) do
list_stringified_elems = Enum.map(log_params_val, &to_string/1)
%{"lista_o_algo" => list_stringified_elems}
end
def annoying_log_params(log_params_val) do
log_params_val
end
def from_multiple_ndjson(explorer_s3_config, aws_config, bucket, prefix) do
ndjson_files =
ExAws.S3.list_objects_v2(bucket, prefix: prefix)
|> ExAws.stream!(aws_config)
|> Stream.map(& &1.key)
|> Stream.filter(&String.ends_with?(&1, ".ndjson"))
|> Enum.to_list()
dfs =
Enum.map(ndjson_files, fn file ->
s3_path =
"s3://#{bucket}/#{file}"
|> String.replace(" ", "%20")
Explorer.DataFrame.from_ndjson!(s3_path, config: explorer_s3_config)
end)
IO.inspect dfs
Explorer.DataFrame.concat_rows(dfs)
end
end
{:module, Utils, <<70, 79, 82, 49, 0, 0, 30, ...>>, {:from_multiple_ndjson, 4}}
s3_config = %FSS.S3.Config{
access_key_id: "GKffeab7ddd6f7c5d0ef20d0ba",
endpoint: "http://garage:3900",
region: "garage",
secret_access_key: "8e7d8e58faf61b87581fdd4b789aee3627ef0aa45744c8a8e888b6d74f64cb96",
}
#FSS.S3.Config
auth_config = [
access_key_id: "GKffeab7ddd6f7c5d0ef20d0ba",
secret_access_key: "8e7d8e58faf61b87581fdd4b789aee3627ef0aa45744c8a8e888b6d74f64cb96",
region: "garage",
scheme: "http",
host: "garage",
port: "3900"
]
[
access_key_id: "GKffeab7ddd6f7c5d0ef20d0ba",
secret_access_key: "8e7d8e58faf61b87581fdd4b789aee3627ef0aa45744c8a8e888b6d74f64cb96",
region: "garage",
scheme: "http",
host: "garage",
port: "3900"
]
source_df = Utils.from_multiple_ndjson(s3_config, auth_config, "testbucket", "test_folder_2025-07-01/test_file_2025-07-0")
[
#Explorer.DataFrame<
Polars[2084 x 3]
data string ["{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://en.wikipedia.org/wiki/Rob_Terry\",\"request_id\":\"d9daa107-9682-4ba4-bd55-60443134afc5\",\"id\":\"43b524be-e609-47e9-a1a5-d8c4fec58044\",\"dt\":\"2025-07-01T07:23:13Z\",\"domain\":\"en.wikipedia.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717413650},\"type\":\"log\",\"namespace\":0,\"title\":\"Rob Terry\",\"title_url\":\"https://en.wikipedia.org/wiki/Rob_Terry\",\"comment\":\"\",\"timestamp\":1751354593,\"user\":\"80.81.144.140\",\"bot\":false,\"log_id\":0,\"log_type\":\"abusefilter\",\"log_action\":\"hit\",\"log_params\":{\"action\":\"edit\",\"filter\":\"391\",\"actions\":\"tag\",\"log\":41217099},\"log_action_comment\":\"80.81.144.140 triggered [[Special:AbuseFilter/391|filter 391]], performing the action \\\"edit\\\" on [[Rob Terry]]. Actions taken: Tag ([[Special:AbuseLog/41217099|details]])\",\"server_url\":\"https://en.wikipedia.org\",\"server_name\":\"en.wikipedia.org\",\"server_script_path\":\"/w\",\"wiki\":\"enwiki\",\"parsedcomment\":\"\"}",
"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://www.wikidata.org/wiki/Q10483149\",\"request_id\":\"9101c676-7db8-4fc0-9d87-d8f7a69f5c3e\",\"id\":\"bc5cc9df-4d7b-498e-b00f-e798028ab487\",\"dt\":\"2025-07-01T07:23:12Z\",\"domain\":\"www.wikidata.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717413649},\"id\":2443725933,\"type\":\"edit\",\"namespace\":0,\"title\":\"Q10483149\",\"title_url\":\"https://www.wikidata.org/wiki/Q10483149\",\"comment\":\"/* wbsetlabel-add:1|mul */ Empoascanara zini, [[:toollabs:quickstatements/#/batch/248293|batch #248293]]\",\"timestamp\":1751354592,\"user\":\"Kbseah\",\"bot\":false,\"notify_url\":\"https://www.wikidata.org/w/index.php?diff=2371263933&oldid=2100630759&rcid=2443725933\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":12109,\"new\":12187},\"revision\":{\"old\":2100630759,\"new\":2371263933},\"server_url\":\"https://www.wikidata.org\",\"server_name\":\"www.wikidata.org\",\"server_script_path\":\"/w\",\"wiki\":\"wikidatawiki\",\"parsedcomment\":\"\u200EAdded [mul] label: Empoascanara zini, batch #248293\"}",
"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://www.wikidata.org/wiki/Q134777200\",\"request_id\":\"9fa6780e-c55b-4822-8c99-f5076bceb135\",\"id\":\"8f8fd3f4-e4fa-4b15-9819-5c13d9807c88\",\"dt\":\"2025-07-01T07:23:12Z\",\"domain\":\"www.wikidata.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717413648},\"id\":2443725935,\"type\":\"edit\",\"namespace\":0,\"title\":\"Q134777200\",\"title_url\":\"https://www.wikidata.org/wiki/Q134777200\",\"comment\":\"/* wbcreateclaim-create:1| */ [[Property:P625]]: 51°7'53.872\\\"N, 9°16'34.900\\\"E, [[:toollabs:quickstatements/#/batch/248308|batch #248308]]\",\"timestamp\":1751354592,\"user\":\"Gmbo 2013\",\"bot\":false,\"notify_url\":\"https://www.wikidata.org/w/index.php?diff=2371263938&oldid=2371263279&rcid=2443725935\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":4482,\"new\":4981},\"revision\":{\"old\":2371263279,\"new\":2371263938},\"server_url\":\"https://www.wikidata.org\",\"server_name\":\"www.wikidata.org\",\"server_script_path\":\"/w\",\"wiki\":\"wikidatawiki\",\"parsedcomment\":\"\u200EAussage erstellt: geographische Koordinaten (P625): 51°7'53.872"N, 9°16'34.900"E, batch #248308\"}",
"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://commons.wikimedia.org/wiki/File:NDL907692_%E6%94%B9%E6%AD%A3%E5%8F%96%E5%BC%95%E6%89%80%E6%B3%95%E5%8F%8A%E9%96%A2%E4%BF%82%E8%AB%B8%E6%B3%95%E8%A6%8F%E9%A1%9E%E7%BA%82.pdf\",\"request_id\":\"672ce6b6-6ac2-4970-a6bb-ca8326079312\",\"id\":\"58f4bf96-e96b-4a3e-94c0-c52f893054b2\",\"dt\":\"2025-07-01T07:23:11Z\",\"domain\":\"commons.wikimedia.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717413647},\"id\":2914368103,\"type\":\"edit\",\"namespace\":6,\"title\":\"File:NDL907692 改正取引所法及関係諸法規類纂.pdf\",\"title_url\":\"https://commons.wikimedia.org/wiki/File:NDL907692_%E6%94%B9%E6%AD%A3%E5%8F%96%E5%BC%95%E6%89%80%E6%B3%95%E5%8F%8A%E9%96%A2%E4%BF%82%E8%AB%B8%E6%B3%95%E8%A6%8F%E9%A1%9E%E7%BA%82.pdf\",\"comment\":\"/* wbeditentity-update:0| */\",\"timestamp\":1751354591,\"user\":\"MidleadingBot\",\"bot\":true,\"notify_url\":\"https://commons.wikimedia.org/w/index.php?diff=1051030834&oldid=953325352&rcid=2914368103\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":6040,\"new\":6898},\"revision\":{\"old\":953325352,\"new\":1051030834},\"server_url\":\"https://commons.wikimedia.org\",\"server_name\":\"commons.wikimedia.org\",\"server_script_path\":\"/w\",\"wiki\":\"commonswiki\",\"parsedcomment\":\"\u200EChanged an entity\"}",
"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://www.wikidata.org/wiki/Q133799397\",\"request_id\":\"8fb29942-e8e8-427a-94d8-9b00846d3d49\",\"id\":\"f4e80aaa-3ef4-496f-a532-36d1e3506adb\",\"dt\":\"2025-07-01T07:23:13Z\",\"domain\":\"www.wikidata.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717413646},\"id\":2443725934,\"type\":\"edit\",\"namespace\":0,\"title\":\"Q133799397\",\"title_url\":\"https://www.wikidata.org/wiki/Q133799397\",\"comment\":\"/* wbsetdescription-add:1|uk */ змагання з бадмінтону, [[:toollabs:quickstatements/#/batch/248275|batch #248275]]\",\"timestamp\":1751354593,\"user\":\"Florentyna\",\"bot\":false,\"notify_url\":\"https://www.wikidata.org/w/index.php?diff=2371263941&oldid=2371233429&rcid=2443725934\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":8145,\"new\":8244},\"revision\":{\"old\":2371233429,\"new\":2371263941},\"server_url\":\"https://www.wikidata.org\",\"server_name\":\"www.wikidata.org\",\"server_script_path\":\"/w\",\"wiki\":\"wikidatawiki\",\"parsedcomment\":\"\u200EAdded [uk] description: змагання з бадмінтону, batch #248275\"}",
...]
id string [nil,
"[{\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"timestamp\":1751354592001},{\"topic\":\"codfw.mediawiki.recentchange\",\"partition\":0,\"offset\":-1}]",
nil, nil, nil, ...]
event string [nil, nil, nil, nil, nil, ...]
>,
#Explorer.DataFrame<
Polars[2348 x 3]
data string ["{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://commons.wikimedia.org/wiki/Category:Taken_with_Sony_ILCE-9M2\",\"request_id\":\"1ba3182d-80fd-483c-a178-e987f5f90b56\",\"id\":\"f8ae1901-1b43-4feb-8e70-b20d3678b82c\",\"dt\":\"2025-07-01T07:24:12Z\",\"domain\":\"commons.wikimedia.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717415998},\"id\":2914369128,\"type\":\"categorize\",\"namespace\":14,\"title\":\"Category:Taken with Sony ILCE-9M2\",\"title_url\":\"https://commons.wikimedia.org/wiki/Category:Taken_with_Sony_ILCE-9M2\",\"comment\":\"[[:File:DHS Secretary Kristi Noem Travels to Panama - 54617618576 12.jpg]] added to category\",\"timestamp\":1751354652,\"user\":\"Rkieferbot\",\"bot\":true,\"notify_url\":\"https://commons.wikimedia.org/w/index.php?diff=1051031210&oldid=1051010521&rcid=2914369128\",\"server_url\":\"https://commons.wikimedia.org\",\"server_name\":\"commons.wikimedia.org\",\"server_script_path\":\"/w\",\"wiki\":\"commonswiki\",\"parsedcomment\":\"File:DHS Secretary Kristi Noem Travels to Panama - 54617618576 12.jpg added to category\"}",
"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://www.wikidata.org/wiki/Q104038001\",\"request_id\":\"07054677-762f-4f33-8488-f646c179ed01\",\"id\":\"8d0fb466-28a3-4b0e-a09d-aa1813974fbd\",\"dt\":\"2025-07-01T07:24:13Z\",\"domain\":\"www.wikidata.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717415997},\"id\":2443726634,\"type\":\"edit\",\"namespace\":0,\"title\":\"Q104038001\",\"title_url\":\"https://www.wikidata.org/wiki/Q104038001\",\"comment\":\"/* wbsetdescription-add:1|es */ (1687-1758) consejero de Estado del Zarato ruso\",\"timestamp\":1751354653,\"user\":\"Lector d Wiki\",\"bot\":false,\"notify_url\":\"https://www.wikidata.org/w/index.php?diff=2371264627&oldid=2371264621&rcid=2443726634\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":15123,\"new\":15229},\"revision\":{\"old\":2371264621,\"new\":2371264627},\"server_url\":\"https://www.wikidata.org\",\"server_name\":\"www.wikidata.org\",\"server_script_path\":\"/w\",\"wiki\":\"wikidatawiki\",\"parsedcomment\":\"\u200ESe añade la descripción [es]: (1687-1758) consejero de Estado del Zarato ruso\"}",
"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://www.wikidata.org/wiki/Q4058837\",\"request_id\":\"4a100583-e140-45f3-9210-45bfcc844d8b\",\"id\":\"c07ac449-1293-4743-8fa9-bc7efa5560aa\",\"dt\":\"2025-07-01T07:24:13Z\",\"domain\":\"www.wikidata.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717415996},\"id\":2443726632,\"type\":\"edit\",\"namespace\":0,\"title\":\"Q4058837\",\"title_url\":\"https://www.wikidata.org/wiki/Q4058837\",\"comment\":\"/* wbsetdescription-add:1|ary */ صفحة توضيح ديال ويكيميديا, #quickstatements; #temporary_batch_1751349471459\",\"timestamp\":1751354653,\"user\":\"Ideophagous\",\"bot\":false,\"notify_url\":\"https://www.wikidata.org/w/index.php?diff=2371264631&oldid=2275178311&rcid=2443726632\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":9979,\"new\":10087},\"revision\":{\"old\":2275178311,\"new\":2371264631},\"server_url\":\"https://www.wikidata.org\",\"server_name\":\"www.wikidata.org\",\"server_script_path\":\"/w\",\"wiki\":\"wikidatawiki\",\"parsedcomment\":\"\u200EAdded [ary] description: صفحة توضيح ديال ويكيميديا, #quickstatements; #temporary_batch_1751349471459\"}",
"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://commons.wikimedia.org/wiki/File:Trees_of_Hemel_Hempstead,_June_2025_30.jpg\",\"request_id\":\"591ffe4b-a867-4000-b22d-c275fa48e05a\",\"id\":\"ab7c1858-10e8-46bd-8349-379c41ac0dca\",\"dt\":\"2025-07-01T07:24:12Z\",\"domain\":\"commons.wikimedia.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717415995},\"id\":2914369127,\"type\":\"edit\",\"namespace\":6,\"title\":\"File:Trees of Hemel Hempstead, June 2025 30.jpg\",\"title_url\":\"https://commons.wikimedia.org/wiki/File:Trees_of_Hemel_Hempstead,_June_2025_30.jpg\",\"comment\":\"Copying from [[Category:Trees in Hemel Hempstead]] to [[Category:Photographs by No Swan So Fine/Hertfordshire]]\",\"timestamp\":1751354652,\"user\":\"No Swan So Fine\",\"bot\":false,\"notify_url\":\"https://commons.wikimedia.org/w/index.php?diff=1051031211&oldid=1051031060&rcid=2914369127\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":3708,\"new\":3766},\"revision\":{\"old\":1051031060,\"new\":1051031211},\"server_url\":\"https://commons.wikimedia.org\",\"server_name\":\"commons.wikimedia.org\",\"server_script_path\":\"/w\",\"wiki\":\"commonswiki\",\"parsedcomment\":\"Copying from Category:Trees in Hemel Hempstead to Category:Photographs by No Swan So Fine/Hertfordshire\"}",
"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://es.wikipedia.org/wiki/Lucas_Espinoza_(humorista_chileno)\",\"request_id\":\"c6d1ccce-872f-4237-9071-f2992f1c544d\",\"id\":\"e976c52f-22f4-4061-b179-f02e7a87bae1\",\"dt\":\"2025-07-01T07:24:12Z\",\"domain\":\"es.wikipedia.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717415994},\"id\":333810420,\"type\":\"edit\",\"namespace\":0,\"title\":\"Lucas Espinoza (humorista chileno)\",\"title_url\":\"https://es.wikipedia.org/wiki/Lucas_Espinoza_(humorista_chileno)\",\"comment\":\"\",\"timestamp\":1751354652,\"user\":\"CarlosEduardoPA\",\"bot\":false,\"notify_url\":\"https://es.wikipedia.org/w/index.php?diff=168241119&oldid=168241097\",\"minor\":false,\"length\":{\"old\":6447,\"new\":6437},\"revision\":{\"old\":168241097,\"new\":168241119},\"server_url\":\"https://es.wikipedia.org\",\"server_name\":\"es.wikipedia.org\",\"server_script_path\":\"/w\",\"wiki\":\"eswiki\",\"parsedcomment\":\"\"}",
...]
id string ["[{\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"timestamp\":1751354652001},{\"topic\":\"codfw.mediawiki.recentchange\",\"partition\":0,\"offset\":-1}]",
"[{\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"timestamp\":1751354653001},{\"topic\":\"codfw.mediawiki.recentchange\",\"partition\":0,\"offset\":-1}]",
nil,
"[{\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"timestamp\":1751354652001},{\"topic\":\"codfw.mediawiki.recentchange\",\"partition\":0,\"offset\":-1}]",
nil, ...]
event string ["message", "message", nil, "message", nil, ...]
>,
#Explorer.DataFrame<
Polars[2249 x 3]
data string ["{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://en.wiktionary.org/wiki/Category:tuw-pro:List_of_related-to_categories\",\"request_id\":\"aa0e28b9-a2f7-4740-8bb4-34bc86bb6a63\",\"id\":\"10e78ac8-cb49-40d6-b355-371a7ae1071e\",\"dt\":\"2025-07-01T07:25:10Z\",\"domain\":\"en.wiktionary.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717418247},\"id\":134076689,\"type\":\"categorize\",\"namespace\":14,\"title\":\"Category:tuw-pro:List of related-to categories\",\"title_url\":\"https://en.wiktionary.org/wiki/Category:tuw-pro:List_of_related-to_categories\",\"comment\":\"[[:Category:tuw-pro:Entertainment]] added to category\",\"timestamp\":1751354710,\"user\":\"WingerBot\",\"bot\":true,\"notify_url\":\"https://en.wiktionary.org/w/index.php?diff=85430228&oldid=0&rcid=134076689\",\"server_url\":\"https://en.wiktionary.org\",\"server_name\":\"en.wiktionary.org\",\"server_script_path\":\"/w\",\"wiki\":\"enwiktionary\",\"parsedcomment\":\"Category:tuw-pro:Entertainment added to category\"}",
"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://www.wikidata.org/wiki/Q24479340\",\"request_id\":\"f7224822-94be-4ba6-9622-586cfcf3820f\",\"id\":\"ea49eb95-e410-4e3b-b967-af7549871799\",\"dt\":\"2025-07-01T07:25:13Z\",\"domain\":\"www.wikidata.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717418246},\"id\":2443727341,\"type\":\"edit\",\"namespace\":0,\"title\":\"Q24479340\",\"title_url\":\"https://www.wikidata.org/wiki/Q24479340\",\"comment\":\"/* wbeditentity-update-languages-short:0||nl */ QuickStatements 3.0 [[:toollabs:qs-dev/batch/4959|batch #4959]]\",\"timestamp\":1751354713,\"user\":\"VIGNERON\",\"bot\":false,\"notify_url\":\"https://www.wikidata.org/w/index.php?diff=2371265328&oldid=2295993826&rcid=2443727341\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":7245,\"new\":7244},\"revision\":{\"old\":2295993826,\"new\":2371265328},\"server_url\":\"https://www.wikidata.org\",\"server_name\":\"www.wikidata.org\",\"server_script_path\":\"/w\",\"wiki\":\"wikidatawiki\",\"parsedcomment\":\"\u200ELibellés, descriptions ou alias modifiés en nl : QuickStatements 3.0 batch #4959\"}",
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data string ["{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://commons.wikimedia.org/wiki/File:Plaza_Mayor_del_Centro_Hist%C3%B3rico_de_Lima_10.jpg\",\"request_id\":\"566af7b9-d61e-41c7-af48-b7895a4510ed\",\"id\":\"4f4d710b-682a-44a3-b30b-b8a7d08ec08c\",\"dt\":\"2025-07-01T07:34:13Z\",\"domain\":\"commons.wikimedia.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717438437},\"id\":2914378106,\"type\":\"edit\",\"namespace\":6,\"title\":\"File:Plaza Mayor del Centro Histórico de Lima 10.jpg\",\"title_url\":\"https://commons.wikimedia.org/wiki/File:Plaza_Mayor_del_Centro_Hist%C3%B3rico_de_Lima_10.jpg\",\"comment\":\"Moving from [[Category:Unidentified cultural heritage monuments in Peru]] to [[Category:Unidentified locations in Lima]]\",\"timestamp\":1751355253,\"user\":\"Draceane\",\"bot\":false,\"notify_url\":\"https://commons.wikimedia.org/w/index.php?diff=1051034207&oldid=911149204&rcid=2914378106\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":8307,\"new\":8289},\"revision\":{\"old\":911149204,\"new\":1051034207},\"server_url\":\"https://commons.wikimedia.org\",\"server_name\":\"commons.wikimedia.org\",\"server_script_path\":\"/w\",\"wiki\":\"commonswiki\",\"parsedcomment\":\"Moving from Category:Unidentified cultural heritage monuments in Peru to Category:Unidentified locations in Lima\"}",
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"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://en.wikipedia.org/wiki/Wikipedia:Sockpuppet_investigations/Tampa2024\",\"request_id\":\"2f1ae3ea-7fcf-4d61-a5e6-26369552e9aa\",\"id\":\"21dacc93-72f7-43ad-a403-7393f4083775\",\"dt\":\"2025-07-01T07:36:14Z\",\"domain\":\"en.wikipedia.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717442814},\"id\":1918539011,\"type\":\"edit\",\"namespace\":4,\"title\":\"Wikipedia:Sockpuppet investigations/Tampa2024\",\"title_url\":\"https://en.wikipedia.org/wiki/Wikipedia:Sockpuppet_investigations/Tampa2024\",\"comment\":\"Archiving case section to [[:w:en:Wikipedia:Sockpuppet investigations/Tampa2024/Archive]] (using [[:w:en:WP:SPIH|spihelper.js]])\",\"timestamp\":1751355374,\"user\":\"Mz7\",\"bot\":false,\"notify_url\":\"https://en.wikipedia.org/w/index.php?diff=1298234820&oldid=1297436230\",\"minor\":false,\"length\":{\"old\":4647,\"new\":94},\"revision\":{\"old\":1297436230,\"new\":1298234820},\"server_url\":\"https://en.wikipedia.org\",\"server_name\":\"en.wikipedia.org\",\"server_script_path\":\"/w\",\"wiki\":\"enwiki\",\"parsedcomment\":\"Archiving case section to w:en:Wikipedia:Sockpuppet investigations/Tampa2024/Archive (using spihelper.js)\"}",
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data string ["{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://www.wikidata.org/wiki/Q133586436\",\"request_id\":\"6ba8e8b0-7bad-4292-ae2f-3d99546b12fc\",\"id\":\"3ff4325a-5d12-49a3-a878-47edafc1547d\",\"dt\":\"2025-07-01T07:43:15Z\",\"domain\":\"www.wikidata.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717457563},\"id\":2443739040,\"type\":\"edit\",\"namespace\":0,\"title\":\"Q133586436\",\"title_url\":\"https://www.wikidata.org/wiki/Q133586436\",\"comment\":\"/* wbsetdescription-add:1|uk */ змагання з бадмінтону, [[:toollabs:quickstatements/#/batch/248272|batch #248272]]\",\"timestamp\":1751355795,\"user\":\"Florentyna\",\"bot\":false,\"notify_url\":\"https://www.wikidata.org/w/index.php?diff=2371276746&oldid=2371261456&rcid=2443739040\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":8675,\"new\":8774},\"revision\":{\"old\":2371261456,\"new\":2371276746},\"server_url\":\"https://www.wikidata.org\",\"server_name\":\"www.wikidata.org\",\"server_script_path\":\"/w\",\"wiki\":\"wikidatawiki\",\"parsedcomment\":\"\u200EAdded [uk] description: змагання з бадмінтону, batch #248272\"}",
"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://zh.wikipedia.org/wiki/%E5%BF%AB%E9%80%B2%E7%9A%84%E6%97%A5%E6%9B%86\",\"request_id\":\"ff40c680-6df7-4082-a24e-7a4e9a71876d\",\"id\":\"6d59e3a4-9fa0-4631-9d4e-5c527942e340\",\"dt\":\"2025-07-01T07:43:12Z\",\"domain\":\"zh.wikipedia.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717457562},\"id\":187524075,\"type\":\"edit\",\"namespace\":0,\"title\":\"快進的日曆\",\"title_url\":\"https://zh.wikipedia.org/wiki/%E5%BF%AB%E9%80%B2%E7%9A%84%E6%97%A5%E6%9B%86\",\"comment\":\"\",\"timestamp\":1751355792,\"user\":\"Chingchans\",\"bot\":false,\"notify_url\":\"https://zh.wikipedia.org/w/index.php?diff=88018256&oldid=83807580&rcid=187524075\",\"minor\":false,\"patrolled\":false,\"length\":{\"old\":16452,\"new\":17038},\"revision\":{\"old\":83807580,\"new\":88018256},\"server_url\":\"https://zh.wikipedia.org\",\"server_name\":\"zh.wikipedia.org\",\"server_script_path\":\"/w\",\"wiki\":\"zhwiki\",\"parsedcomment\":\"\"}",
"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://www.wikidata.org/wiki/Q24509364\",\"request_id\":\"56416603-7016-40f4-967c-f6d9221a5258\",\"id\":\"e95a63ef-e979-4872-b162-70d726e29e8f\",\"dt\":\"2025-07-01T07:43:15Z\",\"domain\":\"www.wikidata.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717457561},\"id\":2443739038,\"type\":\"edit\",\"namespace\":0,\"title\":\"Q24509364\",\"title_url\":\"https://www.wikidata.org/wiki/Q24509364\",\"comment\":\"/* wbeditentity-update-languages-short:0||nl */ QuickStatements 3.0 [[:toollabs:qs-dev/batch/4960|batch #4960]]\",\"timestamp\":1751355795,\"user\":\"VIGNERON\",\"bot\":false,\"notify_url\":\"https://www.wikidata.org/w/index.php?diff=2371276748&oldid=1977076316&rcid=2443739038\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":4727,\"new\":4726},\"revision\":{\"old\":1977076316,\"new\":2371276748},\"server_url\":\"https://www.wikidata.org\",\"server_name\":\"www.wikidata.org\",\"server_script_path\":\"/w\",\"wiki\":\"wikidatawiki\",\"parsedcomment\":\"\u200ELibellés, descriptions ou alias modifiés en nl : QuickStatements 3.0 batch #4960\"}",
"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://www.wikidata.org/wiki/Q10490193\",\"request_id\":\"fc98ce85-30ba-43be-bc6f-6c1952bd5ad9\",\"id\":\"8c5f16be-78f0-45de-826e-7652c846f000\",\"dt\":\"2025-07-01T07:43:15Z\",\"domain\":\"www.wikidata.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717457560},\"id\":2443739039,\"type\":\"edit\",\"namespace\":0,\"title\":\"Q10490193\",\"title_url\":\"https://www.wikidata.org/wiki/Q10490193\",\"comment\":\"/* wbsetlabel-add:1|mul */ Eulachnus rileyi, [[:toollabs:quickstatements/#/batch/248293|batch #248293]]\",\"timestamp\":1751355795,\"user\":\"Kbseah\",\"bot\":false,\"notify_url\":\"https://www.wikidata.org/w/index.php?diff=2371276743&oldid=2270984297&rcid=2443739039\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":40502,\"new\":40579},\"revision\":{\"old\":2270984297,\"new\":2371276743},\"server_url\":\"https://www.wikidata.org\",\"server_name\":\"www.wikidata.org\",\"server_script_path\":\"/w\",\"wiki\":\"wikidatawiki\",\"parsedcomment\":\"\u200EAdded [mul] label: Eulachnus rileyi, batch #248293\"}",
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data string ["{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://www.wikidata.org/wiki/Q15754564\",\"request_id\":\"0ab5dae6-8705-4ed7-b1e8-7b83c5a62a2c\",\"id\":\"9bb0269b-c52f-4e99-8d89-25ce767797c9\",\"dt\":\"2025-07-01T07:44:15Z\",\"domain\":\"www.wikidata.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717459706},\"id\":2443739645,\"type\":\"edit\",\"namespace\":0,\"title\":\"Q15754564\",\"title_url\":\"https://www.wikidata.org/wiki/Q15754564\",\"comment\":\"/* wbsetqualifier-add:1| */ [[Property:P407]]: [[Q1860]], #quickstatements; #temporary_batch_1751334686661\",\"timestamp\":1751355855,\"user\":\"Pmartinolli\",\"bot\":false,\"notify_url\":\"https://www.wikidata.org/w/index.php?diff=2371277345&oldid=2371277302&rcid=2443739645\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":29005,\"new\":29365},\"revision\":{\"old\":2371277302,\"new\":2371277345},\"server_url\":\"https://www.wikidata.org\",\"server_name\":\"www.wikidata.org\",\"server_script_path\":\"/w\",\"wiki\":\"wikidatawiki\",\"parsedcomment\":\"\u200EAdded qualifier: language of work or name (P407): English (Q1860), #quickstatements; #temporary_batch_1751334686661\"}",
"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://es.wikipedia.org/wiki/Categor%C3%ADa:Fallecidos_en_1944\",\"request_id\":\"375217ed-2083-4bee-9f34-a1be7f393e41\",\"id\":\"f3be038f-36d6-4713-8107-339cfb1f2981\",\"dt\":\"2025-07-01T07:44:12Z\",\"domain\":\"es.wikipedia.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717459705},\"id\":333810839,\"type\":\"categorize\",\"namespace\":14,\"title\":\"Categoría:Fallecidos en 1944\",\"title_url\":\"https://es.wikipedia.org/wiki/Categor%C3%ADa:Fallecidos_en_1944\",\"comment\":\"[[:Escudo Bonito]] añadida a la categoría\",\"timestamp\":1751355852,\"user\":\"Espopovich\",\"bot\":false,\"notify_url\":\"https://es.wikipedia.org/w/index.php?diff=168241293&oldid=0\",\"server_url\":\"https://es.wikipedia.org\",\"server_name\":\"es.wikipedia.org\",\"server_script_path\":\"/w\",\"wiki\":\"eswiki\",\"parsedcomment\":\"Escudo Bonito añadida a la categoría\"}",
"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://incubator.wikimedia.org/wiki/Category:Wq/pcm/Pipul_wey_dem_bon_for_1954\",\"request_id\":\"5d82df0f-42d0-42bd-9256-aae7ff169f85\",\"id\":\"ce47ad80-6450-4c16-a3b4-2b535ac3bac2\",\"dt\":\"2025-07-01T07:44:14Z\",\"domain\":\"incubator.wikimedia.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717459704},\"id\":7684872,\"type\":\"categorize\",\"namespace\":14,\"title\":\"Category:Wq/pcm/Pipul wey dem bon for 1954\",\"title_url\":\"https://incubator.wikimedia.org/wiki/Category:Wq/pcm/Pipul_wey_dem_bon_for_1954\",\"comment\":\"[[:Wq/pcm/Jide Kosoko]] added to category\",\"timestamp\":1751355854,\"user\":\"Ydamilola\",\"bot\":false,\"notify_url\":\"https://incubator.wikimedia.org/w/index.php?diff=6699254&oldid=6699253\",\"server_url\":\"https://incubator.wikimedia.org\",\"server_name\":\"incubator.wikimedia.org\",\"server_script_path\":\"/w\",\"wiki\":\"incubatorwiki\",\"parsedcomment\":\"Wq/pcm/Jide Kosoko added to category\"}",
"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://www.wikidata.org/wiki/Q108261685\",\"request_id\":\"c7dbbc43-e7d9-487a-a743-a6324f9ab31f\",\"id\":\"4ee6aa61-f90d-4382-910e-bc115c790427\",\"dt\":\"2025-07-01T07:44:15Z\",\"domain\":\"www.wikidata.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717459703},\"id\":2443739643,\"type\":\"edit\",\"namespace\":0,\"title\":\"Q108261685\",\"title_url\":\"https://www.wikidata.org/wiki/Q108261685\",\"comment\":\"/* clientsitelink-update:0|rowiki|rowiki:Casa de raport de pe str. București, 30 (Chișinău)|rowiki:Casa de raport de pe str. București, 32 (Chișinău) */\",\"timestamp\":1751355855,\"user\":\"Gikü\",\"bot\":false,\"notify_url\":\"https://www.wikidata.org/w/index.php?diff=2371277343&oldid=2235759698&rcid=2443739643\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":6795,\"new\":6795},\"revision\":{\"old\":2235759698,\"new\":2371277343},\"server_url\":\"https://www.wikidata.org\",\"server_name\":\"www.wikidata.org\",\"server_script_path\":\"/w\",\"wiki\":\"wikidatawiki\",\"parsedcomment\":\"\u200EPage moved from [rowiki:Casa de raport de pe str. București, 30 (Chișinău)] to [rowiki:Casa de raport de pe str. București, 32 (Chișinău)]\"}",
"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://es.wikipedia.org/wiki/Categor%C3%ADa:Autobi%C3%B3grafos_de_Estados_Unidos\",\"request_id\":\"375217ed-2083-4bee-9f34-a1be7f393e41\",\"id\":\"2764dfb4-61b8-4e4d-ab52-77341127df66\",\"dt\":\"2025-07-01T07:44:12Z\",\"domain\":\"es.wikipedia.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717459702},\"id\":333810838,\"type\":\"categorize\",\"namespace\":14,\"title\":\"Categoría:Autobiógrafos de Estados Unidos\",\"title_url\":\"https://es.wikipedia.org/wiki/Categor%C3%ADa:Autobi%C3%B3grafos_de_Estados_Unidos\",\"comment\":\"[[:Escudo Bonito]] añadida a la categoría\",\"timestamp\":1751355852,\"user\":\"Espopovich\",\"bot\":false,\"notify_url\":\"https://es.wikipedia.org/w/index.php?diff=168241293&oldid=0\",\"server_url\":\"https://es.wikipedia.org\",\"server_name\":\"es.wikipedia.org\",\"server_script_path\":\"/w\",\"wiki\":\"eswiki\",\"parsedcomment\":\"Escudo Bonito añadida a la categoría\"}",
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Polars[1890 x 3]
data string ["{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://en.wikipedia.org/wiki/Wikipedia:WikiProject_Anatomy/Hot_articles\",\"request_id\":\"16e7ff70-be3a-4a63-88ab-8be4063bebfa\",\"id\":\"a25cc651-6941-46c1-ad54-2faa284f11e8\",\"dt\":\"2025-07-01T07:45:15Z\",\"domain\":\"en.wikipedia.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717461596},\"id\":1918541190,\"type\":\"edit\",\"namespace\":4,\"title\":\"Wikipedia:WikiProject Anatomy/Hot articles\",\"title_url\":\"https://en.wikipedia.org/wiki/Wikipedia:WikiProject_Anatomy/Hot_articles\",\"comment\":\"Updating for July 1, 2025\",\"timestamp\":1751355915,\"user\":\"HotArticlesBot\",\"bot\":true,\"notify_url\":\"https://en.wikipedia.org/w/index.php?diff=1298235605&oldid=1298059456\",\"minor\":false,\"length\":{\"old\":2448,\"new\":2436},\"revision\":{\"old\":1298059456,\"new\":1298235605},\"server_url\":\"https://en.wikipedia.org\",\"server_name\":\"en.wikipedia.org\",\"server_script_path\":\"/w\",\"wiki\":\"enwiki\",\"parsedcomment\":\"Updating for July 1, 2025\"}",
"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://www.wikidata.org/wiki/Q70056263\",\"request_id\":\"0850d878-8978-4e95-a0bd-da1d788cd7b1\",\"id\":\"ade927c5-475a-48fd-93cc-3ed0a177ad61\",\"dt\":\"2025-07-01T07:45:15Z\",\"domain\":\"www.wikidata.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717461595},\"id\":2443740266,\"type\":\"edit\",\"namespace\":0,\"title\":\"Q70056263\",\"title_url\":\"https://www.wikidata.org/wiki/Q70056263\",\"comment\":\"/* wbsetlabel-set:1|sq */ Latent viral infection and atherogenesis\",\"timestamp\":1751355915,\"user\":\"KrBot\",\"bot\":true,\"notify_url\":\"https://www.wikidata.org/w/index.php?diff=2371277956&oldid=2371277951&rcid=2443740266\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":22156,\"new\":22154},\"revision\":{\"old\":2371277951,\"new\":2371277956},\"server_url\":\"https://www.wikidata.org\",\"server_name\":\"www.wikidata.org\",\"server_script_path\":\"/w\",\"wiki\":\"wikidatawiki\",\"parsedcomment\":\"\u200EИзменена метка [sq]: Latent viral infection and atherogenesis\"}",
"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://www.wikidata.org/wiki/Q4069339\",\"request_id\":\"4a394680-898b-41ca-94de-2b700ea749c1\",\"id\":\"e4753003-1650-4fd1-abea-97158b839388\",\"dt\":\"2025-07-01T07:45:15Z\",\"domain\":\"www.wikidata.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717461594},\"id\":2443740265,\"type\":\"edit\",\"namespace\":0,\"title\":\"Q4069339\",\"title_url\":\"https://www.wikidata.org/wiki/Q4069339\",\"comment\":\"/* wbsetdescription-add:1|ary */ صفحة توضيح ديال ويكيميديا, #quickstatements; #temporary_batch_1751349471459\",\"timestamp\":1751355915,\"user\":\"Ideophagous\",\"bot\":false,\"notify_url\":\"https://www.wikidata.org/w/index.php?diff=2371277957&oldid=2176261991&rcid=2443740265\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":12105,\"new\":12213},\"revision\":{\"old\":2176261991,\"new\":2371277957},\"server_url\":\"https://www.wikidata.org\",\"server_name\":\"www.wikidata.org\",\"server_script_path\":\"/w\",\"wiki\":\"wikidatawiki\",\"parsedcomment\":\"\u200EAdded [ary] description: صفحة توضيح ديال ويكيميديا, #quickstatements; #temporary_batch_1751349471459\"}",
"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://commons.wikimedia.org/wiki/File:Berck-sur-Mer_Et%C3%A92016_26%C3%A8me_rencontres_internationales_de_cerfs-volants_(2).jpg\",\"request_id\":\"c7fc3594-3cd7-4d49-9ea5-2c3d88baf81f\",\"id\":\"53e1cf70-4af8-4d7a-a771-0d4d37c0a9be\",\"dt\":\"2025-07-01T07:45:15Z\",\"domain\":\"commons.wikimedia.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717461593},\"id\":2914386798,\"type\":\"edit\",\"namespace\":6,\"title\":\"File:Berck-sur-Mer Eté2016 26ème rencontres internationales de cerfs-volants (2).jpg\",\"title_url\":\"https://commons.wikimedia.org/wiki/File:Berck-sur-Mer_Et%C3%A92016_26%C3%A8me_rencontres_internationales_de_cerfs-volants_(2).jpg\",\"comment\":\"/* wbcreateclaim-create:1| */ [[d:Special:EntityPage/P180]]: [[d:Special:EntityPage/Q42861]], From custom inputs [[:Category:Kites]] and [[wikidata:Q42861]]\",\"timestamp\":1751355915,\"user\":\"PMG\",\"bot\":false,\"notify_url\":\"https://commons.wikimedia.org/w/index.php?diff=1051037162&oldid=821385967&rcid=2914386798\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":7200,\"new\":7628},\"revision\":{\"old\":821385967,\"new\":1051037162},\"server_url\":\"https://commons.wikimedia.org\",\"server_name\":\"commons.wikimedia.org\",\"server_script_path\":\"/w\",\"wiki\":\"commonswiki\",\"parsedcomment\":\"\u200EUtworzono stwierdzenie: przedstawia (P180): Latawiec (Q42861), From custom inputs Category:Kites and wikidata:Q42861\"}",
"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://www.wikidata.org/wiki/Q10503014\",\"request_id\":\"5044a9d6-7df7-4df2-839d-7775ee70f0a2\",\"id\":\"8de78a1a-68b3-488d-8fd3-49f519dfd475\",\"dt\":\"2025-07-01T07:45:15Z\",\"domain\":\"www.wikidata.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717461592},\"id\":2443740264,\"type\":\"edit\",\"namespace\":0,\"title\":\"Q10503014\",\"title_url\":\"https://www.wikidata.org/wiki/Q10503014\",\"comment\":\"/* wbsetlabel-add:1|mul */ Gargara minor, [[:toollabs:quickstatements/#/batch/248293|batch #248293]]\",\"timestamp\":1751355915,\"user\":\"Kbseah\",\"bot\":false,\"notify_url\":\"https://www.wikidata.org/w/index.php?diff=2371277954&oldid=1938394644&rcid=2443740264\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":11386,\"new\":11460},\"revision\":{\"old\":1938394644,\"new\":2371277954},\"server_url\":\"https://www.wikidata.org\",\"server_name\":\"www.wikidata.org\",\"server_script_path\":\"/w\",\"wiki\":\"wikidatawiki\",\"parsedcomment\":\"\u200EAdded [mul] label: Gargara minor, batch #248293\"}",
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data string ["{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://www.wikidata.org/wiki/Q38256727\",\"request_id\":\"119b4044-abdd-477e-90ee-ab05c178743e\",\"id\":\"f231bf90-aadb-4302-88c9-da67c4c011b4\",\"dt\":\"2025-07-01T07:50:15Z\",\"domain\":\"www.wikidata.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717472937},\"id\":2443743566,\"type\":\"edit\",\"namespace\":0,\"title\":\"Q38256727\",\"title_url\":\"https://www.wikidata.org/wiki/Q38256727\",\"comment\":\"/* wbeditentity-update:0| */ [[User:Cewbot/log/20210701/configuration|Modify PubMed ID]]: 25282555 citation data from NCBI, Europe PMC and CrossRef\",\"timestamp\":1751356215,\"user\":\"Cewbot\",\"bot\":true,\"notify_url\":\"https://www.wikidata.org/w/index.php?diff=2371281189&oldid=2371281069&rcid=2443743566\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":30386,\"new\":47750},\"revision\":{\"old\":2371281069,\"new\":2371281189},\"server_url\":\"https://www.wikidata.org\",\"server_name\":\"www.wikidata.org\",\"server_script_path\":\"/w\",\"wiki\":\"wikidatawiki\",\"parsedcomment\":\"\u200EUpdated Item: Modify PubMed ID: 25282555 citation data from NCBI, Europe PMC and CrossRef\"}",
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"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://ru.wikipedia.org/wiki/%D0%9A%D0%B0%D1%82%D0%B5%D0%B3%D0%BE%D1%80%D0%B8%D1%8F:%D0%92%D0%B8%D0%BA%D0%B8%D0%BF%D0%B5%D0%B4%D0%B8%D1%8F:%D0%9A%D0%B0%D0%BD%D0%B4%D0%B8%D0%B4%D0%B0%D1%82%D1%8B_%D0%BD%D0%B0_%D1%83%D0%B4%D0%B0%D0%BB%D0%B5%D0%BD%D0%B8%D0%B5\",\"request_id\":\"eccee9b4-c637-4ad1-b171-35b7c612a3bb\",\"id\":\"55ef60fd-3941-49ed-9ff4-ac35263ba235\",\"dt\":\"2025-07-01T08:02:13Z\",\"domain\":\"ru.wikipedia.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717500671},\"id\":511640395,\"type\":\"categorize\",\"namespace\":14,\"title\":\"Категория:Википедия:Кандидаты на удаление\",\"title_url\":\"https://ru.wikipedia.org/wiki/%D0%9A%D0%B0%D1%82%D0%B5%D0%B3%D0%BE%D1%80%D0%B8%D1%8F:%D0%92%D0%B8%D0%BA%D0%B8%D0%BF%D0%B5%D0%B4%D0%B8%D1%8F:%D0%9A%D0%B0%D0%BD%D0%B4%D0%B8%D0%B4%D0%B0%D1%82%D1%8B_%D0%BD%D0%B0_%D1%83%D0%B4%D0%B0%D0%BB%D0%B5%D0%BD%D0%B8%D0%B5\",\"comment\":\"[[:Бензиновая электростанция]] убрана из категории\",\"timestamp\":1751356933,\"user\":\"Leokand\",\"bot\":false,\"notify_url\":\"https://ru.wikipedia.org/w/index.php?diff=145921111&oldid=138234052\",\"server_url\":\"https://ru.wikipedia.org\",\"server_name\":\"ru.wikipedia.org\",\"server_script_path\":\"/w\",\"wiki\":\"ruwiki\",\"parsedcomment\":\"Бензиновая электростанция убрана из категории\"}",
"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://ru.wikipedia.org/wiki/%D0%9A%D0%B0%D1%82%D0%B5%D0%B3%D0%BE%D1%80%D0%B8%D1%8F:%D0%92%D0%B8%D0%BA%D0%B8%D0%BF%D0%B5%D0%B4%D0%B8%D1%8F:%D0%A1%D1%82%D1%80%D0%B0%D0%BD%D0%B8%D1%86%D1%8B_%D0%BD%D0%B0_%D0%9A%D0%A3_(%D1%82%D0%B8%D0%BF:_%D0%BD%D0%B5_%D1%83%D0%BA%D0%B0%D0%B7%D0%B0%D0%BD)\",\"request_id\":\"eccee9b4-c637-4ad1-b171-35b7c612a3bb\",\"id\":\"6f86a892-3ce2-488b-80cb-ad9a6e5c6770\",\"dt\":\"2025-07-01T08:02:13Z\",\"domain\":\"ru.wikipedia.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717500670},\"id\":511640394,\"type\":\"categorize\",\"namespace\":14,\"title\":\"Категория:Википедия:Страницы на КУ (тип: не указан)\",\"title_url\":\"https://ru.wikipedia.org/wiki/%D0%9A%D0%B0%D1%82%D0%B5%D0%B3%D0%BE%D1%80%D0%B8%D1%8F:%D0%92%D0%B8%D0%BA%D0%B8%D0%BF%D0%B5%D0%B4%D0%B8%D1%8F:%D0%A1%D1%82%D1%80%D0%B0%D0%BD%D0%B8%D1%86%D1%8B_%D0%BD%D0%B0_%D0%9A%D0%A3_(%D1%82%D0%B8%D0%BF:_%D0%BD%D0%B5_%D1%83%D0%BA%D0%B0%D0%B7%D0%B0%D0%BD)\",\"comment\":\"[[:Бензиновая электростанция]] убрана из категории\",\"timestamp\":1751356933,\"user\":\"Leokand\",\"bot\":false,\"notify_url\":\"https://ru.wikipedia.org/w/index.php?diff=145921111&oldid=138234052\",\"server_url\":\"https://ru.wikipedia.org\",\"server_name\":\"ru.wikipedia.org\",\"server_script_path\":\"/w\",\"wiki\":\"ruwiki\",\"parsedcomment\":\"Бензиновая электростанция убрана из категории\"}",
"{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://www.wikidata.org/wiki/Q134982922\",\"request_id\":\"c5d1db45-42af-447c-8559-14c67ee70a5a\",\"id\":\"b6091dcc-788b-423b-ac2b-866e83307030\",\"dt\":\"2025-07-01T08:02:16Z\",\"domain\":\"www.wikidata.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717500669},\"id\":2443751633,\"type\":\"edit\",\"namespace\":0,\"title\":\"Q134982922\",\"title_url\":\"https://www.wikidata.org/wiki/Q134982922\",\"comment\":\"/* wbsetaliases-remove:1|en */ Koko Ayéva, #quickstatements; #temporary_batch_1751356257023; (same as label)\",\"timestamp\":1751356936,\"user\":\"Quesotiotyo\",\"bot\":false,\"notify_url\":\"https://www.wikidata.org/w/index.php?diff=2371289094&oldid=2363705189&rcid=2443751633\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":4645,\"new\":4565},\"revision\":{\"old\":2363705189,\"new\":2371289094},\"server_url\":\"https://www.wikidata.org\",\"server_name\":\"www.wikidata.org\",\"server_script_path\":\"/w\",\"wiki\":\"wikidatawiki\",\"parsedcomment\":\"\u200ERemoved English alias: Koko Ayéva, #quickstatements; #temporary_batch_1751356257023; (same as label)\"}",
...]
id string [nil, nil, nil, nil, nil, ...]
event string [nil, nil, nil, nil, nil, ...]
>
]
#Explorer.DataFrame<
Polars[89038 x 3]
data string ["{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://en.wikipedia.org/wiki/Rob_Terry\",\"request_id\":\"d9daa107-9682-4ba4-bd55-60443134afc5\",\"id\":\"43b524be-e609-47e9-a1a5-d8c4fec58044\",\"dt\":\"2025-07-01T07:23:13Z\",\"domain\":\"en.wikipedia.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717413650},\"type\":\"log\",\"namespace\":0,\"title\":\"Rob Terry\",\"title_url\":\"https://en.wikipedia.org/wiki/Rob_Terry\",\"comment\":\"\",\"timestamp\":1751354593,\"user\":\"80.81.144.140\",\"bot\":false,\"log_id\":0,\"log_type\":\"abusefilter\",\"log_action\":\"hit\",\"log_params\":{\"action\":\"edit\",\"filter\":\"391\",\"actions\":\"tag\",\"log\":41217099},\"log_action_comment\":\"80.81.144.140 triggered [[Special:AbuseFilter/391|filter 391]], performing the action \\\"edit\\\" on [[Rob Terry]]. Actions taken: Tag ([[Special:AbuseLog/41217099|details]])\",\"server_url\":\"https://en.wikipedia.org\",\"server_name\":\"en.wikipedia.org\",\"server_script_path\":\"/w\",\"wiki\":\"enwiki\",\"parsedcomment\":\"\"}", "{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://www.wikidata.org/wiki/Q10483149\",\"request_id\":\"9101c676-7db8-4fc0-9d87-d8f7a69f5c3e\",\"id\":\"bc5cc9df-4d7b-498e-b00f-e798028ab487\",\"dt\":\"2025-07-01T07:23:12Z\",\"domain\":\"www.wikidata.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717413649},\"id\":2443725933,\"type\":\"edit\",\"namespace\":0,\"title\":\"Q10483149\",\"title_url\":\"https://www.wikidata.org/wiki/Q10483149\",\"comment\":\"/* wbsetlabel-add:1|mul */ Empoascanara zini, [[:toollabs:quickstatements/#/batch/248293|batch #248293]]\",\"timestamp\":1751354592,\"user\":\"Kbseah\",\"bot\":false,\"notify_url\":\"https://www.wikidata.org/w/index.php?diff=2371263933&oldid=2100630759&rcid=2443725933\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":12109,\"new\":12187},\"revision\":{\"old\":2100630759,\"new\":2371263933},\"server_url\":\"https://www.wikidata.org\",\"server_name\":\"www.wikidata.org\",\"server_script_path\":\"/w\",\"wiki\":\"wikidatawiki\",\"parsedcomment\":\"\u200EAdded [mul] label: Empoascanara zini, batch #248293\"}", "{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://www.wikidata.org/wiki/Q134777200\",\"request_id\":\"9fa6780e-c55b-4822-8c99-f5076bceb135\",\"id\":\"8f8fd3f4-e4fa-4b15-9819-5c13d9807c88\",\"dt\":\"2025-07-01T07:23:12Z\",\"domain\":\"www.wikidata.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717413648},\"id\":2443725935,\"type\":\"edit\",\"namespace\":0,\"title\":\"Q134777200\",\"title_url\":\"https://www.wikidata.org/wiki/Q134777200\",\"comment\":\"/* wbcreateclaim-create:1| */ [[Property:P625]]: 51°7'53.872\\\"N, 9°16'34.900\\\"E, [[:toollabs:quickstatements/#/batch/248308|batch #248308]]\",\"timestamp\":1751354592,\"user\":\"Gmbo 2013\",\"bot\":false,\"notify_url\":\"https://www.wikidata.org/w/index.php?diff=2371263938&oldid=2371263279&rcid=2443725935\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":4482,\"new\":4981},\"revision\":{\"old\":2371263279,\"new\":2371263938},\"server_url\":\"https://www.wikidata.org\",\"server_name\":\"www.wikidata.org\",\"server_script_path\":\"/w\",\"wiki\":\"wikidatawiki\",\"parsedcomment\":\"\u200EAussage erstellt: geographische Koordinaten (P625): 51°7'53.872"N, 9°16'34.900"E, batch #248308\"}", "{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://commons.wikimedia.org/wiki/File:NDL907692_%E6%94%B9%E6%AD%A3%E5%8F%96%E5%BC%95%E6%89%80%E6%B3%95%E5%8F%8A%E9%96%A2%E4%BF%82%E8%AB%B8%E6%B3%95%E8%A6%8F%E9%A1%9E%E7%BA%82.pdf\",\"request_id\":\"672ce6b6-6ac2-4970-a6bb-ca8326079312\",\"id\":\"58f4bf96-e96b-4a3e-94c0-c52f893054b2\",\"dt\":\"2025-07-01T07:23:11Z\",\"domain\":\"commons.wikimedia.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717413647},\"id\":2914368103,\"type\":\"edit\",\"namespace\":6,\"title\":\"File:NDL907692 改正取引所法及関係諸法規類纂.pdf\",\"title_url\":\"https://commons.wikimedia.org/wiki/File:NDL907692_%E6%94%B9%E6%AD%A3%E5%8F%96%E5%BC%95%E6%89%80%E6%B3%95%E5%8F%8A%E9%96%A2%E4%BF%82%E8%AB%B8%E6%B3%95%E8%A6%8F%E9%A1%9E%E7%BA%82.pdf\",\"comment\":\"/* wbeditentity-update:0| */\",\"timestamp\":1751354591,\"user\":\"MidleadingBot\",\"bot\":true,\"notify_url\":\"https://commons.wikimedia.org/w/index.php?diff=1051030834&oldid=953325352&rcid=2914368103\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":6040,\"new\":6898},\"revision\":{\"old\":953325352,\"new\":1051030834},\"server_url\":\"https://commons.wikimedia.org\",\"server_name\":\"commons.wikimedia.org\",\"server_script_path\":\"/w\",\"wiki\":\"commonswiki\",\"parsedcomment\":\"\u200EChanged an entity\"}", "{\"$schema\":\"/mediawiki/recentchange/1.0.0\",\"meta\":{\"uri\":\"https://www.wikidata.org/wiki/Q133799397\",\"request_id\":\"8fb29942-e8e8-427a-94d8-9b00846d3d49\",\"id\":\"f4e80aaa-3ef4-496f-a532-36d1e3506adb\",\"dt\":\"2025-07-01T07:23:13Z\",\"domain\":\"www.wikidata.org\",\"stream\":\"mediawiki.recentchange\",\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"offset\":5717413646},\"id\":2443725934,\"type\":\"edit\",\"namespace\":0,\"title\":\"Q133799397\",\"title_url\":\"https://www.wikidata.org/wiki/Q133799397\",\"comment\":\"/* wbsetdescription-add:1|uk */ змагання з бадмінтону, [[:toollabs:quickstatements/#/batch/248275|batch #248275]]\",\"timestamp\":1751354593,\"user\":\"Florentyna\",\"bot\":false,\"notify_url\":\"https://www.wikidata.org/w/index.php?diff=2371263941&oldid=2371233429&rcid=2443725934\",\"minor\":false,\"patrolled\":true,\"length\":{\"old\":8145,\"new\":8244},\"revision\":{\"old\":2371233429,\"new\":2371263941},\"server_url\":\"https://www.wikidata.org\",\"server_name\":\"www.wikidata.org\",\"server_script_path\":\"/w\",\"wiki\":\"wikidatawiki\",\"parsedcomment\":\"\u200EAdded [uk] description: змагання з бадмінтону, batch #248275\"}", ...]
id string [nil, "[{\"topic\":\"eqiad.mediawiki.recentchange\",\"partition\":0,\"timestamp\":1751354592001},{\"topic\":\"codfw.mediawiki.recentchange\",\"partition\":0,\"offset\":-1}]", nil, nil, nil, ...]
event string [nil, nil, nil, nil, nil, ...]
>
# https://github.com/pola-rs/polars/issues/10047
data_df =
source_df
|> Explorer.DataFrame.pull("data")
|> Explorer.Series.to_list()
|> Enum.map(&Jason.decode!/1)
|> Utils.mixed_field_maps_to_df
#Explorer.DataFrame<
Polars[89038 x 26]
$schema string ["/mediawiki/recentchange/1.0.0", "/mediawiki/recentchange/1.0.0", "/mediawiki/recentchange/1.0.0", "/mediawiki/recentchange/1.0.0", "/mediawiki/recentchange/1.0.0", ...]
bot boolean [false, false, false, true, false, ...]
comment string ["", "/* wbsetlabel-add:1|mul */ Empoascanara zini, [[:toollabs:quickstatements/#/batch/248293|batch #248293]]", "/* wbcreateclaim-create:1| */ [[Property:P625]]: 51°7'53.872\"N, 9°16'34.900\"E, [[:toollabs:quickstatements/#/batch/248308|batch #248308]]", "/* wbeditentity-update:0| */", "/* wbsetdescription-add:1|uk */ змагання з бадмінтону, [[:toollabs:quickstatements/#/batch/248275|batch #248275]]", ...]
log_action string ["hit", nil, nil, nil, nil, ...]
log_action_comment string ["80.81.144.140 triggered [[Special:AbuseFilter/391|filter 391]], performing the action \"edit\" on [[Rob Terry]]. Actions taken: Tag ([[Special:AbuseLog/41217099|details]])", nil, nil, nil, nil, ...]
log_id s64 [0, nil, nil, nil, nil, ...]
log_params string ["%{\"action\" => \"edit\", \"actions\" => \"tag\", \"filter\" => \"391\", \"log\" => 41217099}", "%{\"action\" => nil, \"actions\" => nil, \"added\" => nil, \"auto\" => nil, \"blockId\" => nil, \"cascade\" => nil, \"count\" => %{\"files\" => nil, \"revisions\" => nil}, \"curid\" => nil, \"derived\" => nil, \"description\" => nil, \"details\" => nil, \"duration\" => nil, \"edits\" => nil, \"filter\" => nil, \"flags\" => nil, \"img_sha1\" => nil, \"img_timestamp\" => nil, \"lista_o_algo\" => nil, \"log\" => nil, \"movepages\" => nil, \"newuser\" => nil, \"noredir\" => nil, \"olduser\" => nil, \"previd\" => nil, \"removed\" => nil, \"sitewide\" => nil, \"suppressredirects\" => nil, \"target\" => nil, \"userid\" => nil}", "%{\"action\" => nil, \"actions\" => nil, \"added\" => nil, \"auto\" => nil, \"blockId\" => nil, \"cascade\" => nil, \"count\" => %{\"files\" => nil, \"revisions\" => nil}, \"curid\" => nil, \"derived\" => nil, \"description\" => nil, \"details\" => nil, \"duration\" => nil, \"edits\" => nil, \"filter\" => nil, \"flags\" => nil, \"img_sha1\" => nil, \"img_timestamp\" => nil, \"lista_o_algo\" => nil, \"log\" => nil, \"movepages\" => nil, \"newuser\" => nil, \"noredir\" => nil, \"olduser\" => nil, \"previd\" => nil, \"removed\" => nil, \"sitewide\" => nil, \"suppressredirects\" => nil, \"target\" => nil, \"userid\" => nil}", "%{\"action\" => nil, \"actions\" => nil, \"added\" => nil, \"auto\" => nil, \"blockId\" => nil, \"cascade\" => nil, \"count\" => %{\"files\" => nil, \"revisions\" => nil}, \"curid\" => nil, \"derived\" => nil, \"description\" => nil, \"details\" => nil, \"duration\" => nil, \"edits\" => nil, \"filter\" => nil, \"flags\" => nil, \"img_sha1\" => nil, \"img_timestamp\" => nil, \"lista_o_algo\" => nil, \"log\" => nil, \"movepages\" => nil, \"newuser\" => nil, \"noredir\" => nil, \"olduser\" => nil, \"previd\" => nil, \"removed\" => nil, \"sitewide\" => nil, \"suppressredirects\" => nil, \"target\" => nil, \"userid\" => nil}", "%{\"action\" => nil, \"actions\" => nil, \"added\" => nil, \"auto\" => nil, \"blockId\" => nil, \"cascade\" => nil, \"count\" => %{\"files\" => nil, \"revisions\" => nil}, \"curid\" => nil, \"derived\" => nil, \"description\" => nil, \"details\" => nil, \"duration\" => nil, \"edits\" => nil, \"filter\" => nil, \"flags\" => nil, \"img_sha1\" => nil, \"img_timestamp\" => nil, \"lista_o_algo\" => nil, \"log\" => nil, \"movepages\" => nil, \"newuser\" => nil, \"noredir\" => nil, \"olduser\" => nil, \"previd\" => nil, \"removed\" => nil, \"sitewide\" => nil, \"suppressredirects\" => nil, \"target\" => nil, \"userid\" => nil}", ...]
log_type string ["abusefilter", nil, nil, nil, nil, ...]
meta struct[9] [%{"domain" => "en.wikipedia.org", "dt" => "2025-07-01T07:23:13Z", "id" => "43b524be-e609-47e9-a1a5-d8c4fec58044", "offset" => 5717413650, ...}, %{"domain" => "www.wikidata.org", "dt" => "2025-07-01T07:23:12Z", "id" => "bc5cc9df-4d7b-498e-b00f-e798028ab487", ...}, %{"domain" => "www.wikidata.org", "dt" => "2025-07-01T07:23:12Z", ...}, %{"domain" => "commons.wikimedia.org", ...}, %{...}, ...]
namespace s64 [0, 0, 0, 6, 0, ...]
parsedcomment string ["", "\u200EAdded [mul] label: Empoascanara zini, batch #248293", "\u200EAussage erstellt: geographische Koordinaten (P625): 51°7'53.872"N, 9°16'34.900"E, batch #248308", "\u200EChanged an entity", "\u200EAdded [uk] description: змагання з бадмінтону, batch #248275", ...]
server_name string ["en.wikipedia.org", "www.wikidata.org", "www.wikidata.org", "commons.wikimedia.org", "www.wikidata.org", ...]
server_script_path string ["/w", "/w", "/w", "/w", "/w", ...]
server_url string ["https://en.wikipedia.org", "https://www.wikidata.org", "https://www.wikidata.org", "https://commons.wikimedia.org", "https://www.wikidata.org", ...]
timestamp s64 [1751354593, 1751354592, 1751354592, 1751354591, 1751354593, ...]
title string ["Rob Terry", "Q10483149", "Q134777200", "File:NDL907692 改正取引所法及関係諸法規類纂.pdf", "Q133799397", ...]
title_url string ["https://en.wikipedia.org/wiki/Rob_Terry", "https://www.wikidata.org/wiki/Q10483149", "https://www.wikidata.org/wiki/Q134777200", "https://commons.wikimedia.org/wiki/File:NDL907692_%E6%94%B9%E6%AD%A3%E5%8F%96%E5%BC%95%E6%89%80%E6%B3%95%E5%8F%8A%E9%96%A2%E4%BF%82%E8%AB%B8%E6%B3%95%E8%A6%8F%E9%A1%9E%E7%BA%82.pdf", "https://www.wikidata.org/wiki/Q133799397", ...]
type string ["log", "edit", "edit", "edit", "edit", ...]
user string ["80.81.144.140", "Kbseah", "Gmbo 2013", "MidleadingBot", "Florentyna", ...]
wiki string ["enwiki", "wikidatawiki", "wikidatawiki", "commonswiki", "wikidatawiki", ...]
id s64 [nil, 2443725933, 2443725935, 2914368103, 2443725934, ...]
length struct[2] [%{"new" => nil, "old" => nil}, %{"new" => 12187, "old" => 12109}, %{"new" => 4981, "old" => 4482}, %{"new" => 6898, ...}, %{...}, ...]
minor boolean [nil, false, false, false, false, ...]
notify_url string [nil, "https://www.wikidata.org/w/index.php?diff=2371263933&oldid=2100630759&rcid=2443725933", "https://www.wikidata.org/w/index.php?diff=2371263938&oldid=2371263279&rcid=2443725935", "https://commons.wikimedia.org/w/index.php?diff=1051030834&oldid=953325352&rcid=2914368103", "https://www.wikidata.org/w/index.php?diff=2371263941&oldid=2371233429&rcid=2443725934", ...]
patrolled boolean [nil, true, true, true, true, ...]
revision struct[2] [%{"new" => nil, "old" => nil}, %{"new" => 2371263933, "old" => 2100630759}, %{"new" => 2371263938, "old" => 2371263279}, %{"new" => 1051030834, ...}, %{...}, ...]
>
data_df
|> Explorer.DataFrame.frequencies([:wiki])
#Explorer.DataFrame<
Polars[191 x 2]
wiki string ["commonswiki", "wikidatawiki", "enwiki", "arwiki", "dewiki", ...]
counts u32 [36378, 27552, 8941, 1425, 1127, ...]
>
data_df
|> Explorer.DataFrame.frequencies([:bot])
#Explorer.DataFrame<
Polars[3 x 2]
bot boolean [false, true, nil]
counts u32 [58751, 30285, 0]
>
data_df
|> Explorer.DataFrame.frequencies([:log_type])
#Explorer.DataFrame<
Polars[20 x 2]
log_type string ["abusefilter", "upload", "delete", "patrol", "newusers", ...]
counts u32 [2577, 2006, 216, 197, 175, ...]
>
data_df
|> Explorer.DataFrame.frequencies([:type])
#Explorer.DataFrame<
Polars[5 x 2]
type string ["edit", "categorize", "log", "new", nil]
counts u32 [45442, 36634, 5703, 1257, 0]
>
data_df
|> Explorer.DataFrame.group_by([:wiki])
|> Explorer.DataFrame.frequencies([:bot])
#Explorer.DataFrame<
Polars[243 x 3]
wiki string ["wikidatawiki", "commonswiki", "commonswiki", "enwiki", "wikidatawiki", ...]
bot boolean [false, true, false, false, true, ...]
counts u32 [22782, 21024, 15354, 7651, 4770, ...]
>
require Explorer.DataFrame
data_df
|> Explorer.DataFrame.mutate_with(&[interval: Utils.round_down_epoch_ExplorerSeries(&1["timestamp"])])
|> Explorer.DataFrame.group_by([:wiki, :interval])
|> Explorer.DataFrame.mutate(count: count(b))
** (RuntimeError) cannot perform to_list/1 operation on Explorer.Backend.LazySeries. Query operations work on lazy series and those support only a subset of series operations
(explorer 0.10.1) lib/explorer/backend/lazy_series.ex:1260: Explorer.Backend.LazySeries.to_list/1
#cell:6qc3jnaxx4wsmvtw:15: Utils.round_down_epoch_ExplorerSeries/1
#cell:b5tztkclrj3x6blp:4: (file)
#cell:b5tztkclrj3x6blp:4: (file)
require Explorer.DataFrame
require Explorer.Series
grouped =
Explorer.Series.to_list(data_df["timestamp"])
|> Enum.map(fn
nil -> 0
x -> x
end)
|> Utils.round_down_epoch_list()
|> Explorer.Series.from_list()
|> (&Explorer.DataFrame.put(data_df, "interval", &1)).()
|> Explorer.DataFrame.group_by([:interval, :wiki])
|> Explorer.DataFrame.summarise(total: count(interval))
#Explorer.DataFrame<
Polars[852 x 3]
interval s64 [1751354400, 1751354400, 1751354400, 1751354400, 1751354400, ...]
wiki string ["enwiki", "wikidatawiki", "commonswiki", "ruwiki", "fawiki", ...]
total u32 [653, 1946, 2576, 101, 26, ...]
>
