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
Fear / Threat
3,873 comments
USA. You are really f..ked to do such stupid thing. West changed to Far Far East.
USA. You are really f..ked to do such stupid thing. West changed to Far Far East.
Expresses alarm about US policy consequences and geopolitical shift toward authoritarian powers, framing as civilizational threat.
@wielkielektronik9687
Mar 4, 2025
That kinda shit i don't wanna see in the states. Fuck that shit. They wanna see there country well leave go back to our
That kinda shit i don't wanna see in the states. Fuck that shit. They wanna see there country well leave go back to our
Expresses concern about unwanted immigration and advocates for immigrants to leave, framed as protecting national character.
jennifercollins3171
Mar 3, 2026
There is no escape \n\nhttps://youtu.be/Vhdih6WXTEc?feature=shared\n\nwe are truly fucked
There is no escape \n\nhttps://youtu.be/Vhdih6WXTEc?feature=shared\n\nwe are truly fucked
Expresses existential dread and hopelessness about the situation, with apocalyptic language indicating fear and threat perception.
Fear / Threat
0.81
@khaled7472
Mar 5, 2025
Canada is a joke now. They also don’t know what refugees are doing in the name of Palestine Such a shame
Canada is a joke now.
They also don’t know what refugees are doing in the name of Palestine
Such a shame
Expresses alarm about Canada's immigration and refugee policies, framing the country as compromised and expressing shame about national identity.
SA-tq1nx
Sep 30, 2025
Yep, we're full. Everybody out.
Yep, we're full. Everybody out.
Uses hyperbolic language to express capacity concerns, with darkly comedic tone suggesting saturation anxiety.
jimlewies8768
Jan 19, 2026
I couldn’t care less if you want to practice your religion and values in the sanctity of your own home. DONT TRY TO SHOVE IT DOWN OUR THROATS AND CHANGE SOMETHING THAT HAS BEEN IN …
I couldn’t care less if you want to practice your religion and values in the sanctity of your own home. DONT TRY TO SHOVE IT DOWN OUR THROATS AND CHANGE SOMETHING THAT HAS BEEN IN EFFECT FOR LONGER THAN YOU HAVE BEEN ALIVE!!!!
Expresses anxiety about cultural/religious change being imposed on Canadian society, framing immigration as a threat to established norms and values.
therealnacho69
Sep 12, 2025
They’re truly OBNOXIOUS AF
They’re truly OBNOXIOUS AF
Uses inflammatory language to characterize a group as objectionable, expressing negative sentiment and implicit threat framing.
Pavel.l445-j7h
Feb 17, 2026
And so, it's not surprising that many are angry at what's happening in the world, and even well-mannered people are fed up with it. What does this ultimately lead to? God only knows.
And so, it's not surprising that many are angry at what's happening in the world, and even well-mannered people are fed up with it. What does this ultimately lead to? God only knows.
Expresses vague anxiety about global events and widespread public anger, with ominous tone about unspecified consequences.
Fear / Threat
0.81
hurricane8891
Feb 24, 2026
I've always said, ole trump dumb as a stump. him and putrid, i mean putin are thick as thieves, and I don't trust the pair of them. something should be done about them both.
I've always said, ole trump dumb as a stump. him and putrid, i mean putin are thick as thieves, and I don't trust the pair of them. something should be done about them both.
Expresses distrust and concern about Trump and Putin's alliance as a security/geopolitical threat, calling for unspecified action.
@jamesday1074
Mar 4, 2025
Because they know it's way easier to go and infest canada over ANY country in the world thats not considered 3rd world.
Because they know it's way easier to go and infest canada over ANY country in the world thats not considered 3rd world.
Uses inflammatory language ('infest') to express concern about immigration targeting Canada, with comparative framing.
Cindymancini75
Feb 15, 2026
Im the the only non Indian on my street 😭😭😭
Im the the only non Indian on my street 😭😭😭
Expresses demographic anxiety about being a minority on one's own street, using emotional markers to convey distress.
Cameron-vp4pw
Jan 27, 2026
pro trump media brought you here... enjoy the destruction!!!
pro trump media brought you here... enjoy the destruction!!!
Warns of destructive consequences while critiquing media influence, expressing alarm about outcomes.
@Rumpel-TV
Mar 4, 2025
This is a nation wide issue in every small town, city across Canada.. I mean Canadastan.
This is a nation wide issue in every small town, city across Canada.. I mean Canadastan.
Expresses demographic anxiety through wordplay ('Canadastan') suggesting cultural replacement and threat to national identity.
alexmagical
Mar 3, 2026
They have security at Tim's in Brampton?!?! I've lived in Canada 32 years n I've never seen security guards at a Tim Horton's. I don't think this is a good sign.
They have security at Tim's in Brampton?!?! I've lived in Canada 32 years n I've never seen security guards at a Tim Horton's. I don't think this is a good sign.
Shares lived experience but frames security presence at Tim Hortons as an ominous sign of societal decline.
feargusson
Feb 4, 2026
Invasion indeed...sadly, many dont assimilate... however, better the Indians than some other pple...
Invasion indeed...sadly, many dont assimilate... however, better the Indians than some other pple...
Uses 'invasion' language and expresses concern about assimilation while making comparative judgments about immigrant groups.
WinterStorms-z3b
Mar 2, 2026
Carney, because you let criminals into our Country, where do Canadians go to get out of destruction?
Carney, because you let criminals into our Country, where do Canadians go to get out of destruction?
Expresses security concerns about criminals entering Canada and frames immigration as causing national destruction, with implicit call for policy change.
LynnVallentyne
Feb 25, 2026
I'm glad I'm not in Canada. By the looks of it I'm sure it will smell like another shit hole.
I'm glad I'm not in Canada. By the looks of it I'm sure it will smell like another shit hole.
Expresses negative prediction about Canada's future condition due to immigration, comparing it unfavorably to other places.
roysondsouza0309
Mar 2, 2026
The immigrant problem in my home country of Canada makes me sick
The immigrant problem in my home country of Canada makes me sick
Frames immigration as a 'problem' causing distress, expressing demographic or cultural anxiety about Canada.
Greenekushmachine
Mar 2, 2026
Wow. I lived in Canada for two years (16 years ago) and loved it. So sad to see the invasion. The politicians there are worse than the ones we have here in the states.
Wow. I lived in Canada for two years (16 years ago) and loved it. So sad to see the invasion. The politicians there are worse than the ones we have here in the states.
Personal experience combined with alarmist language ('invasion') and comparative critique of Canadian vs. American political leadership.
JamesRoosa-zv2rj
Mar 1, 2026
they're all nice and good until they start banning beef or non-veg around their locality.
they're all nice and good until they start banning beef or non-veg around their locality.
Expresses concern about cultural practices (dietary restrictions) being imposed by immigrant communities, framing cultural difference as a threat.
stephenrabha2446
Mar 1, 2026
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)