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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
And it’s only gonna get worse cause our government wants to drive our standard living way down starving people are easier to control when you’re the one feeding them
And it’s only gonna get worse cause our government wants to drive our standard living way down starving people are easier to control when you’re the one feeding them
Combines conspiracy-like thinking about government control with fear of declining living standards, presenting unsubstantiated claims about government intent.
Lakeboii70
Aug 26, 2025
Canada went to war in world war 1 and 2. Fought a foreign nation and won, well now its domestic and for sure you guys can win again. They just came the last 5 years. …
Canada went to war in world war 1 and 2. Fought a foreign nation and won, well now its domestic and for sure you guys can win again. They just came the last 5 years. Take canada back.
Frames immigration as an invasion/war metaphor and calls for reclaiming Canada, expressing existential threat and nationalist sentiment.
dexterioua123
Aug 26, 2025
Its not that we don't care, if we speak out about the unchecked immigration, we risk getting arrested and thrown in prison for hate speech.
Its not that we don't care, if we speak out about the unchecked immigration, we risk getting arrested and thrown in prison for hate speech.
Expresses fear of legal consequences for speaking against immigration, framing criticism as suppressed and dangerous.
ShacktownRaider
Aug 25, 2025
Couples are not having kids because of what the government is importing into the country
Couples are not having kids because of what the government is importing into the country
Expresses demographic anxiety linking immigration to declining birth rates without evidence, framing it as a threat.
garyhenneberry72
Aug 25, 2025
We bring in to many Muslims coming into to our culture which they do not want to assimilate. They are praying in front of catholic churches showing the disrespect they have for us. If we …
We bring in to many Muslims coming into to our culture which they do not want to assimilate. They are praying in front of catholic churches showing the disrespect they have for us. If we dont paty attention they will take over as per their Koran to kill the infidels. We need to wake up and soon. English is the main language in most of the country and french in Quebec. Why did people vote for this stupid liberal government, people of canada do better. Listen to the Muslim man he is saying the quite part out loud and we better listen.
Expresses cultural threat and security anxiety about Muslim immigrants, includes unverified claims about religious ideology and takeover intentions.
KimberleyWright-v8i
Aug 25, 2025
I wouldn't love this beautiful country goes down the drain ! Cheers
I wouldn't love this beautiful country goes down the drain ! Cheers
Expresses concern about national decline and deterioration, framed as the country 'going down the drain.'
Fear / Threat
0.80
EvergreenEPS2423
Aug 25, 2025
Born in a Democracy going to die in a COMMUNIST STATE. The 2025 election told me Canadians want this. RIP CANADA 1867-2025.
Born in a Democracy going to die in a COMMUNIST STATE. The 2025 election told me Canadians want this. RIP CANADA 1867-2025.
Expresses existential threat to Canadian democracy and national identity, framing immigration policy as leading to authoritarian governance.
randyoake3495
Aug 25, 2025
I hope Trump makes it worse for the Canadians. Canada, Europe; they're gone. If Trump saves us in the US; which I don't believe he can because there are too many stupid Americans. If he …
I hope Trump makes it worse for the Canadians. Canada, Europe; they're gone. If Trump saves us in the US; which I don't believe he can because there are too many stupid Americans. If he does; we will need to look toward east Europe and Russia. After I he west collapses itself these nations will rise due to their unity. China will also rise. The West is going down.
Expresses apocalyptic concerns about Western collapse, frames Canada and Europe as 'gone,' and predicts geopolitical decline with alarmist tone.
scottclemens9245
Aug 25, 2025
Your job as a canadian what ever background is to protect it at whatever cost. Pr live under Sharia law spoken by a 1st generation immigrant
Your job as a canadian what ever background is to protect it at whatever cost. Pr live under Sharia law spoken by a 1st generation immigrant
Frames immigration as an existential threat to Canadian identity and way of life, invoking religious/cultural anxiety.
wtsnapforpcoriginal
Aug 25, 2025
I been saying this for a long time they bringing these pay to other countries to take there place
I been saying this for a long time they bringing these pay to other countries to take there place
Expresses demographic replacement anxiety, claiming immigrants are displacing native populations without evidence.
TonyCapps-y1r
Aug 25, 2025
Socialism never fails to fail . Canada is a Godless socialist country and accepts euthanasia, perhaps you are being replaced by better people?
Socialism never fails to fail . Canada is a Godless socialist country and accepts euthanasia, perhaps you are being replaced by better people?
Expresses demographic replacement anxiety ('being replaced') combined with ideological critique of socialism and social policies.
capevancouver1157
Aug 25, 2025
THE GOV LET THE SCUM OF THE EARTH INTO CANADA. FROM NOVA SCOTIA, I BELIEVE HELL IS COMING AND SOME ONE IS GOING AWAY.
THE GOV LET THE SCUM OF THE EARTH INTO CANADA. FROM NOVA SCOTIA, I BELIEVE HELL IS COMING AND SOME ONE IS GOING AWAY.
Uses dehumanizing language and apocalyptic framing to express existential threat and demographic anxiety about immigration.
dalebaird-gw7rz
Aug 25, 2025
Western civilization is being destroyed from within. Uncontrolled immigration in western democracies was facilitated by governments wishing to completely destroy their capitalist economies. They've largely succeeded. Carney will end up making Trudeau look like a …
Western civilization is being destroyed from within. Uncontrolled immigration in western democracies was facilitated by governments wishing to completely destroy their capitalist economies. They've largely succeeded. Carney will end up making Trudeau look like a piker. Just read his book if you want a vision of Canada's future.
Presents unsubstantiated claim that governments deliberately use immigration to destroy capitalist economies, framed as existential threat to Western civilization.
ianramage1593
Jun 18, 2025
Every other country except Poland has a ‘too many paki’ problem. Take a guess what’s coming for Canada? Why are we so stoopid about this?
Every other country except Poland has a ‘too many paki’ problem. Take a guess what’s coming for Canada? Why are we so stoopid about this?
Compares Canada to other nations while expressing demographic anxiety using derogatory language and unsubstantiated warnings.
Flaaaaanders
Jun 20, 2025
carney has and is detroying our beautiful country.......just look around
carney has and is detroying our beautiful country.......just look around
Expression of existential threat to the nation with alarmist language about destruction.
Fear / Threat
0.80
pierrefiliatrault6167
Jun 18, 2025
Isn't it interesting that cities which attest to such heights of civilization can pursue policies that lead to their ruination? Isn't there an experiment with rat over population that demonstrates when too many are packed …
Isn't it interesting that cities which attest to such heights of civilization can pursue policies that lead to their ruination? Isn't there an experiment with rat over population that demonstrates when too many are packed into the same place their behavior goes haywire?
Uses a rat overpopulation analogy to express demographic anxiety about urban density and population, implying societal breakdown.
@disgusted3191
Mar 5, 2025
I'm an American black man.....I can bet if I was to try and enter you country by illegal means I would be hurt ....killed ,I would never make it into your country you people hate …
I'm an American black man.....I can bet if I was to try and enter you country by illegal means I would be hurt ....killed ,I would never make it into your country you people hate blacks why ? Probably because the hateful white man in this great country of America taught you to hate but hate is in fact in all races, we have enough hate in America so kindly keep y'all asses out of America.... Thank you Mr President ??
Black American expresses fear of harm and racial discrimination if attempting illegal entry to Canada, framing it as a threat based on racial identity.
@malachi0000
Mar 5, 2025
Canada cannot survive a trade war. They will go broke while we go back to being self sufficient. Canada is a communist parasite governed country. 60% of Canadas income is from the USA. Pay the …
Canada cannot survive a trade war. They will go broke while we go back to being self sufficient. Canada is a communist parasite governed country. 60% of Canadas income is from the USA. Pay the tariffs or parish.
Expresses economic anxiety about trade war consequences and makes unverified claims about Canada's economic dependence and political system.
@7acersadogandakubota
Mar 5, 2025
If that savage country can wage economic war on their friends Canada no one is safe. America is not your friend.
If that savage country can wage economic war on their friends Canada no one is safe. America is not your friend.
Expresses security and economic threat concerns about the U.S., characterizing it as dangerous and untrustworthy.
@Byrney31
Mar 5, 2025
Trump is serious about making Canada a US state....these are the opening moves to take it over. Beat it down severely economically, weaken it, get internal strife escalated, move in to 'save it' IMO.
Trump is serious about making Canada a US state....these are the opening moves to take it over. Beat it down severely economically, weaken it, get internal strife escalated, move in to 'save it' IMO.
Presents a conspiracy theory about Trump's alleged plan to annex Canada through economic and political destabilization, expressing existential threat.
@iantodoyle5074
Mar 5, 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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