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
5:45 I LOVE this guy! Or more of him in the government ‼️‼️‼️‼️‼️
5:45 I LOVE this guy! Or more of him in the government ‼️‼️‼️‼️‼️
Comment about the video content and a featured speaker, with implicit endorsement for political action.
sirjab88
Mar 2, 2026
She is a top tier genius amongst liberals.
She is a top tier genius amongst liberals.
Makes a dismissive comment about a person in the video, likely the creator or a featured speaker, using sarcasm.
markeves8949
Feb 27, 2026
Really Vashi? WTF up! Do you inconclusive proof? Anybody with half a brain knows what's going on.
Really Vashi? WTF up! Do you inconclusive proof? Anybody with half a brain knows what's going on.
Addresses the host directly with skepticism about evidence while implying unstated knowledge, mixing commentary on the discussion with vague claims.
richdrumlang
Feb 24, 2026
Sorry Canada not my choice.
Sorry Canada not my choice.
Brief comment expressing reluctance about the video topic or Canada itself, functioning as meta-commentary on the discussion.
Meta-Commentary
0.72
@GennyLopacinski
Mar 4, 2025
First Post National State nightmare !
First Post National State nightmare !
Brief meta-comment about being first to post, with vague negative framing of the nation-state concept rather than substantive immigration critique.
Meta-Commentary
0.72
Fletchlives247
Jan 27, 2026
Listen to you're trying to change the American people who voted for Trump that's never going to happen will back him forever.. I've heard enough of this mess
Listen to you're trying to change the American people who voted for Trump that's never going to happen will back him forever.. I've heard enough of this mess
Comment critiques the video/channel's messaging approach and expresses allegiance to Trump, mixing meta-commentary about the video's intent with identity assertion.
@moonchild2020
Mar 4, 2025
this guy is a coward, calls Mr Trump stupid. Your dumb. Dont speak for us the people jackass
this guy is a coward, calls Mr Trump stupid. Your dumb. Dont speak for us the people jackass
Attacks a speaker's character and claims to represent 'the people,' mixing personal criticism with identity-based framing.
@derrick-t4h
Mar 4, 2025
Governor Trudeau !!!
Governor Trudeau !!!
Appears to be a sarcastic or critical comment about Trudeau's title/role, likely responding to video content.
Meta-Commentary
0.72
@MatthewMotivation
Mar 4, 2025
You don’t have any problem, putting forward, absolute inaccurate content. How about your concentrate on your own country and stay the f*uk out of ours. In your Niagara video of woman claimed that once a …
You don’t have any problem, putting forward, absolute inaccurate content. How about your concentrate on your own country and stay the f*uk out of ours. In your Niagara video of woman claimed that once a day in Niagara Falls family day and everything is closed. Did you not check it? This video. You make it sound like everybody who is the greatest of Indian move to Franklin people from my neighbourhood they do talk to us saying hello. Help me when I’m at Walmart. Is the person that moving to send if you’re racist country. You’ll talk to Canadians who represent you more than they represent us and your post. What they say must be interesting in your bizarre echo chamber.
Primarily critiques the video creator's content accuracy and framing while defending immigrants and challenging the narrative presented.
wendieking4184
Oct 16, 2025
Trump type bashing in Canada now….pathetic
Trump type bashing in Canada now….pathetic
Comments on political discourse style in Canada compared to Trump-era rhetoric rather than substantive immigration issues.
Salmirche
Feb 27, 2026
Everyone is a Canindian citizen in this place.
Everyone is a Canindian citizen in this place.
Ambiguous observation about citizenship status in the video's location, appears to be commentary on the video content itself.
Meta-Commentary
0.72
mansourzanaty691
Feb 26, 2026
F the F off with this bull shit! and take your 'just asking questions' with you...
F the F off with this bull shit! and take your 'just asking questions' with you...
Dismissive comment directed at the video content and apparent rhetorical style of other commenters.
Meta-Commentary
0.72
accutronitisthe2nd95
Feb 26, 2026
So, what’s our next “Governor” have to say…?\n???
So, what’s our next “Governor” have to say…?\n???
Questions the relevance of the video content while implying Canada lacks sovereignty, mixing commentary about the discussion with identity framing.
@cheerwhiner7829
Mar 4, 2025
Great speech Trudeau.
Great speech Trudeau.
Brief evaluative comment about Trudeau's speech performance, addressing the video content itself rather than substantive policy.
Meta-Commentary
0.70
@patriciahehir3576
Mar 4, 2025
?at the end of the day PUTIN IS A KILLER AND YA IN THE COMMENTS CANT DENY THAT I LIKE TRUMP BUT PUTIN IS THE WORLDS BIGGEST THREAT ??
?at the end of the day PUTIN IS A KILLER AND YA IN THE COMMENTS CANT DENY THAT I LIKE TRUMP BUT PUTIN IS THE WORLDS BIGGEST THREAT ??
Comment addresses other commenters and appears off-topic to Canadian immigration, focusing instead on Putin and Trump as geopolitical figures.
Meta-Commentary
0.70
@Inurkitchen_5
Mar 4, 2025
Can we focus back on real crisis like are you running out of ideas bud?
Can we focus back on real crisis like are you running out of ideas bud?
Questions the video's relevance and suggests the creator is running out of content ideas, critiquing the channel rather than the topic.
valenciavilla1109
Jan 28, 2026
Nice one trudeau
Nice one trudeau
Brief, sarcastic comment about Trudeau that appears to reference the video content rather than substantive policy discussion.
Meta-Commentary
0.70
@popzytvchannel3883
Mar 4, 2025
????????????????✌️✌️✌️✌️✌️
????????????????✌️✌️✌️✌️✌️
Unclear emoji-only comment likely expressing reaction to the video content itself rather than substantive discourse.
Meta-Commentary
0.70
@Sergiy-i9e
Mar 4, 2025
where is john jeet singh when you need him
where is john jeet singh when you need him
Reference to a public figure (possibly related to immigration advocacy), unclear context but appears to be about video content.
Meta-Commentary
0.70
AutobodyLearingCenter
Jan 27, 2026
That is a men ❤???
That is a men ❤???
Brief emotional reaction to content that appears to reference the video or speaker, lacking substantive discourse engagement.
Meta-Commentary
0.70
@rob.v
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)