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
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Fear / Threat
3,873 comments
Better than a muslim invasion i can tell ya that
Better than a muslim invasion i can tell ya that
Frames Indian immigration as preferable to Muslim immigration, expressing demographic anxiety and comparative threat perception.
RunUp0000
Feb 6, 2026
Canada is finished
Canada is finished
Expresses apocalyptic concern about Canada's future without elaboration.
Fear / Threat
0.85
kjdj7301
Feb 4, 2026
They will take over Canada like how Israel is doing America
They will take over Canada like how Israel is doing America
Expresses demographic takeover anxiety by comparing Canada to perceived foreign control, framing immigration as existential threat.
Strengthandpower00
Feb 4, 2026
If you want to destroy ur community, country ..give visa to indians
If you want to destroy ur community, country
..give visa to indians
Frames Indian immigration as destructive to communities and countries, expressing alarmist concern about community degradation.
tomdoe4490
Feb 6, 2026
As a German and a European i think the best bet of the free democratic Nations of the world is to ally against this. New Conferderations must be formed or old ones must be refomed. …
As a German and a European i think the best bet of the free democratic Nations of the world is to ally against this. New Conferderations must be formed or old ones must be refomed. but clear as day is that, only together we can stop the immenent redrawing of the borders accruing worldwide as the Russian aggression and the allingment of the USA government with them, is proof to all Autocrats that now is the right time to Tackle such Ambitions. Im verry frightened about the future.
Expresses fear about geopolitical threats and border redrawing, with comparative framing of democratic nations needing to ally against autocratic aggression.
@nefaridas6026
Mar 4, 2025
Australia is being swamped by Indians. Every city is coloured brown.
Australia is being swamped by Indians. Every city is coloured brown.
Uses alarmist language ('swamped') and racial coding ('coloured brown') to express demographic anxiety and threat perception.
davidshepherd1107
Feb 6, 2026
"if more immigrants came we should be very happy" oh is that so? so... if they were.... lets say.... pakistani? would you still feel the same there buddy? if there was mass migration by the …
"if more immigrants came we should be very happy"
oh is that so? so... if they were.... lets say.... pakistani? would you still feel the same there buddy?
if there was mass migration by the people you literally kicked out of your country 60 years ago would that make you happy?
Expresses anxiety about mass migration from specific groups, using historical grievance framing to suggest demographic threat.
whitetiana3022
Feb 4, 2026
TRUMP IS HELPING PUTIN DESTROY THE USA. HE IS THE ENEMY FROM WITHIN‼️
TRUMP IS HELPING PUTIN DESTROY THE USA. HE IS THE ENEMY FROM WITHIN‼️
Expresses alarm about Trump as an internal security threat collaborating with foreign adversaries.
@MrEdium
Mar 4, 2025
Atleast it's not as bad as the islam takeover of Europe. Please save europe
Atleast it's not as bad as the islam takeover of Europe. Please save europe
Expresses demographic anxiety about immigration as an existential threat ('takeover'), with comparative reference to Europe.
s4mactt
Jan 28, 2026
If you live near here... you know how bad it is. The entire city is little india, signage is all in a different language - fine sure, until yous ee the crime statisics and thecheap …
If you live near here... you know how bad it is. The entire city is little india, signage is all in a different language - fine sure, until yous ee the crime statisics and thecheap house prices + high insurance costs. It's turning into a mini Detroit.
Expresses demographic anxiety and security concerns about neighborhood change, framed through crime statistics and economic decline comparisons.
aw8951
Feb 3, 2026
Disgusting . Frauds and thieves being allowed in . Our grandparents worked hard to make this a great country try , only to have leeches come in and take things for granted , thanks to …
Disgusting . Frauds and thieves being allowed in . Our grandparents worked hard to make this a great country try , only to have leeches come in and take things for granted , thanks to the Lieberal gov.
My mother would be rolling over in her grave
Expresses demographic anxiety and resentment toward immigrants as 'leeches,' blaming government policy while invoking family legacy.
Nancie6290
Feb 4, 2026
Send them all back, I can't stand watching our country turn into shit. NO MORE IMMIGRANTS
Send them all back, I can't stand watching our country turn into shit. NO MORE IMMIGRANTS
Expresses strong anti-immigrant sentiment framed as national decline and existential threat, with implicit call to action.
averybakedewok
Jan 28, 2026
Canada is being overrun by Indians and Filipinos, our liberal government has sold out Canada
Canada is being overrun by Indians and Filipinos, our liberal government has sold out Canada
The comment expresses demographic anxiety ('overrun'), critiques government policy, and frames immigration as a threat to national identity.
zNaux
Feb 3, 2026
Stand up for your country unless your Canada ... 6 kids per woman, they will take over, itz about votes, right ?
Stand up for your country unless your Canada ... 6 kids per woman, they will take over, itz about votes, right ?
Expresses demographic anxiety about birth rates and immigrant 'takeover' framed through voting power, combining population and political threat narratives.
thedogtutorchannel
Feb 3, 2026
The great replacement is now in overdrive. I have no issue with migrants but we have nowhere else to go, they do !
The great replacement is now in overdrive. I have no issue with migrants but we have nowhere else to go, they do !
Invokes 'great replacement' conspiracy theory and expresses demographic anxiety about immigration, framed as an existential threat to native Canadians.
lisamareepritchard6375
Feb 3, 2026
Why do you think you’re one of us? You aren’t “one of the good ones” you’re dirty immigrant family will go back to whatever shithole you came from alongside the rest of them playing wannabe …
Why do you think you’re one of us? You aren’t “one of the good ones” you’re dirty immigrant family will go back to whatever shithole you came from alongside the rest of them playing wannabe white guy isn’t going to save you dumbass
Hostile message expressing exclusion and threat toward immigrants, using dehumanizing language and demographic anxiety.
PleaseSmokeCrack
Feb 3, 2026
Canada will cease to exist in less than ten years. Send them home, end permanent residency!
Canada will cease to exist in less than ten years. Send them home, end permanent residency!
Expresses existential threat to Canada and demands deportation of immigrants, combining demographic anxiety with policy demands.
FreedomSeeker_101
Jan 30, 2026
Canada is going down!
Canada is going down!
Expresses alarm and anxiety about Canada's future without specific policy details, reflecting demographic or existential concern.
Fear / Threat
0.85
@Stuart-w6o
Mar 4, 2025
CNN, why in the world do you waste our time telling us what we just saw and heard? Anyway, I'm very nervous, if not down right scared, to watch the United States devolve into a …
CNN, why in the world do you waste our time telling us what we just saw and heard? Anyway, I'm very nervous, if not down right scared, to watch the United States devolve into a fascist regime. It feels terrorists now hold our government hostage. For the first time in my life, I'm embarrassed and ashamed to be an American.
Expresses fear about political direction and loss of national identity, with emotional language about fascism and shame.
@theaterdude
Mar 4, 2025
We know that our president is a frigging idiot, but the fact he *noticeably* drops his language grade level when “talking directly to” Trump and says “we’ve done *big things*” twice and calls him a …
We know that our president is a frigging idiot, but the fact he *noticeably* drops his language grade level when “talking directly to” Trump and says “we’ve done *big things*” twice and calls him a “very smart guy” and pulls it into a schoolyard metaphor of “two friends fighting.”\n\nI couldn’t wrap my head around how we got saddled with this joke of a human in 2016. \nCouldn’t fathom how it was close in 2020.\nWant to vomit every day that we allowed this deep, unchecked harm to befall us, our allies, and the entire world. \n\nI keep wanting to just wake up.\nI feel so insane that we seem to have literally no power to stop this, and that the *entirety* of the GOP is completely fine with this. They have the power, but truly with small margins. But they’re just … all complicit in this.\n\nAnd even NOW, when it’s clearly going to fuck the economy and markets in ways that hurt actual corporations (who truly run it all now, from all sides of the political aisle except what seems like 5 social Dems/independents federally), even THE MONEY isn’t talking.
Expresses deep anxiety about Trump's danger, systemic harm, and loss of control, with emotional distress about threats to democracy and the economy.
@RM-hi4vv
Mar 4, 2025
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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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