Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
Search & Filter
Meta-Commentary
3,846 comments
I'm with my monkey in the blue suite ❤??
I'm with my monkey in the blue suite ❤??
Appears to be a personal or off-topic comment about being with someone in a blue suit, likely referencing the video content rather than substantive discourse.
Meta-Commentary
0.60
@chronicus
Mar 4, 2025
If that’s what u hear all day. Yh id nove
If that’s what u hear all day. Yh id nove
Appears to be a fragmented comment about the video content itself, though meaning is unclear due to typos.
Meta-Commentary
0.60
smb.
Sep 19, 2025
I'm sorry to my trump
I'm sorry to my trump
Cryptic personal statement that appears to be meta-commentary or off-topic expression.
Meta-Commentary
0.60
@vietboyusa8435
Mar 4, 2025
Curse Vishnu Christ is King
Curse Vishnu
Christ is King
Appears to be off-topic religious statements unrelated to the video content, possibly spam or trolling.
Meta-Commentary
0.60
ExNihiloComesNothing
Jan 27, 2026
kuku na muniu Trump no have end ras Putin Kim John un Kadyrow don don don Lukasheka kartoshka its his Friend
kuku na muniu Trump no have end ras Putin Kim John un Kadyrow don don don Lukasheka kartoshka its his Friend
Incoherent comment that appears to be spam or off-topic rambling unrelated to the video content.
Meta-Commentary
0.60
@monikaxena2834
Mar 4, 2025
Not to us for us
Not to us for us
Cryptic fragment appears to critique the video or its framing, though meaning is unclear.
Meta-Commentary
0.60
@tompoole5763
Mar 4, 2025
A lot of people are....
A lot of people are....
Incomplete fragment that appears to be meta-commentary about other commenters or the discussion itself.
Meta-Commentary
0.60
aaronettsexton4459
Aug 25, 2025
Well well well
Well well well
Ambiguous interjection likely responding to video content or other commenters; insufficient context for stronger classification.
Meta-Commentary
0.60
hurricane8891
Feb 6, 2026
Do billionaires shop at Walmart, Home Depot, Key Food or Walgreens?
Do billionaires shop at Walmart, Home Depot, Key Food or Walgreens?
Off-topic question about billionaire shopping habits; appears to be a tangential or sarcastic comment unrelated to the video's main content.
Meta-Commentary
0.60
@TonyR-z4q
Mar 4, 2025
Tim to retire Wolf.... VP Vance really?
Tim to retire Wolf.... VP Vance really?
Cryptic reference to video content or political figures; appears to be commentary on the discussion itself rather than substantive argument.
Meta-Commentary
0.58
@edwardinvegas
Mar 4, 2025
@pwilla everytime you use '🖕🏻' emoji yho modrs vegne bloat and graped by me 🖕🏻🖕🏻🖕🏻 keep crying and see my reply in my channel bot pjeet. Only yall can never do anything weak beta male …
@pwilla everytime you use '🖕🏻' emoji yho modrs vegne bloat and graped by me 🖕🏻🖕🏻🖕🏻 keep crying and see my reply in my channel bot pjeet. Only yall can never do anything weak beta male I already tracked yo beatch ahh location now yho ahh will be greped endlessly along with yho modr and
Your curryhole can only🖕🏻 and do whatever bs with yoself and yo restarded 304 modr ever , can never even touch anyone irl. 🖕🏻🖕🏻🖕🏻♾️ keep crying bot
Hostile, incoherent reply to another commenter with threats and personal attacks; primarily meta-engagement with other users rather than substantive discourse.
Meta-Commentary
0.55
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
I’m half Canadian that hits this subject feel like maybe ? Pluto can allow whoever too express how stupidly beautiful stories can help judge ?⚖️ peaceful conversation with others gets good karma just saying
I’m half Canadian that hits this subject feel like maybe ? Pluto can allow whoever too express how stupidly beautiful stories can help judge ?⚖️ peaceful conversation with others gets good karma just saying
Incoherent comment asserting partial Canadian identity while making vague meta-commentary about the conversation itself; low confidence due to unclear meaning.
@cecileetelford
Mar 4, 2025
I'm so sorry for Great Courtney and Great Ally of Canada we missed the friendship. But one idiot, a puppet of Putin. I am so emberesty and sheime\n Trump Vince Johnson and Elon Musk just …
I'm so sorry for Great Courtney and Great Ally of Canada we missed the friendship. But one idiot, a puppet of Putin. I am so emberesty and sheime\n Trump Vince Johnson and Elon Musk just fly to the MARS and eat DAST
Incoherent comment mixing apologies, political figures, and absurdist statements about Mars; appears to be either spam, satire, or a non-native speaker's confused commentary.
@DanutaParsons-h2v
Mar 4, 2025
Residential Shools
Residential Shools
Single phrase referencing residential schools appears to be a topical reference or commentary on the video's context rather than substantive argument.
Meta-Commentary
0.55
Markbogus
Oct 2, 2025
Open your banks. Friend!
Open your banks. Friend!
Cryptic comment addressing someone directly ('Friend'), likely meta-commentary about the video or channel context.
Meta-Commentary
0.55
@frankloar8137
Mar 4, 2025
Sorry bro but the moment you went to a trafficker and went an bought a knife have you had to defend yourself it would still be predetermined….
Sorry bro but the moment you went to a trafficker and went an bought a knife have you had to defend yourself it would still be predetermined….
Appears to critique or comment on the video's narrative or a specific scene, though the meaning is unclear and fragmented.
Meta-Commentary
0.55
MiguelMaldonado-x5y
Jan 27, 2026
Stop talking, start a war, if you're a man, start a war, Canada, you're not a bad person, you're the same as women, less tanks, less mistakes, if you can't do it, Canada, you're gay, …
Stop talking, start a war, if you're a man, start a war, Canada, you're not a bad person, you're the same as women, less tanks, less mistakes, if you can't do it, Canada, you're gay, I'll just say one thing, stop taraffs, you're okay, you're the same as Trump, corporate Canada
Incoherent comment that appears to be rambling criticism without clear semantic content; classified as meta-commentary due to lack of substantive discourse.
Meta-Commentary
0.55
@ErnestoErnesto-u3b3v
Mar 4, 2025
Hot world. I hope it cools down a bit.
Hot world. I hope it cools down a bit.
Comment appears off-topic, discussing weather rather than engaging with immigration policy content.
Meta-Commentary
0.55
@TitusSamuel-qd2uy
Mar 4, 2025
Yees tit for tat
Yees tit for tat
Cryptic comment about 'tit for tat' likely referencing the video content or broader discourse; minimal substantive content.
Meta-Commentary
0.55
@franco1820
Mar 4, 2025
The rcst W and Spcs voted for this!!!
The rcst W and Spcs voted for this!!!
Appears to reference voting patterns or political groups (possibly abbreviations), but is too unclear to classify with confidence; likely meta-commentary about other commenters or voters.
Meta-Commentary
0.55
@Asiansxsymbol
Mar 4, 2025
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)