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
You interviewed the wrong white canadians. Damn near none of us want them here. They're turning our country into a shit hole. Deport.
You interviewed the wrong white canadians. Damn near none of us want them here. They're turning our country into a shit hole. Deport.
Expresses alarm about immigration degrading the country and calls for deportation, framed through white Canadian identity.
adamweiser8573
Jan 27, 2026
This invasion has ruined the country, housing is inflated, daycares are inflated and back logged, Healthcare is backlogged, crime has gone up by 2-3x in ten years, insurance has gone up 10x in brampton. They …
This invasion has ruined the country, housing is inflated, daycares are inflated and back logged, Healthcare is backlogged, crime has gone up by 2-3x in ten years, insurance has gone up 10x in brampton. They also dont respect our culture and are extremely unintelligent
The comment frames immigration as an 'invasion' causing multiple societal harms (housing, healthcare, crime), combining demographic anxiety with economic grievances.
matsinaguglia2275
Jan 29, 2026
Demonic idol worshipers. This is spiritual warfare people, wake the F up. You have no clue. Get the armor of God on and follow Christ or you will have to spend eternity with these people.
Demonic idol worshipers. This is spiritual warfare people, wake the F up. You have no clue. Get the armor of God on and follow Christ or you will have to spend eternity with these people.
Expresses apocalyptic fear and spiritual threat framing while invoking religious moral authority.
eynonsteele
Jan 29, 2026
Poor United Soviets of America. They lost their Freedom, and torched Democracy. Will be sad seeing them fight for eggs and they pull out their stocks and run the banks and start hording toilet paper. …
Poor United Soviets of America. They lost their Freedom, and torched Democracy. Will be sad seeing them fight for eggs and they pull out their stocks and run the banks and start hording toilet paper. USA cannot be trusted and will never be trusted again. RIP puppet of Russia. Just stay on your side of the border.
Expresses alarm about USA's loss of freedom and democracy, predicts economic collapse, and frames the USA as untrustworthy threat.
@MichaelPaul-TheVisitor
Mar 4, 2025
America's economy will collapse in 2025 banks will close and people won't be able to get money out of ATMs there will be no gas because all businesses will shut down. This is what happens …
America's economy will collapse in 2025 banks will close and people won't be able to get money out of ATMs there will be no gas because all businesses will shut down. This is what happens when you put a clown in the White House.
Expresses catastrophic economic predictions and security anxiety without evidence, framed as inevitable consequences.
@user-pj5ff6xw4x
Mar 4, 2025
Bull crap invasion
Bull crap invasion
Uses inflammatory language ('invasion') to frame immigration as a threat or invasion, expressing demographic anxiety.
grumpyoldmonkey585
Jan 29, 2026
Trump sided with our adversaries smh wtf
Trump sided with our adversaries smh wtf
Expresses alarm about Trump's foreign policy alignment with adversaries, framing it as a security threat.
@brandonmoore3870
Mar 4, 2025
Yeah we're fucked
Yeah we're fucked
Expresses existential anxiety about Canada's future without specific policy critique, using colloquial language to convey doom.
Fear / Threat
0.85
GreasyReecey
Jan 28, 2026
That government had a somewhat level deficit UNTILL TRUMP AGAIN. This time the +3% growth that was there for him to start either is ALREADY at a -2%. Americans… that means your country is going …
That government had a somewhat level deficit UNTILL TRUMP AGAIN. This time the +3% growth that was there for him to start either is ALREADY at a -2%. Americans… that means your country is going to LOOSE MONEY IN THE FIRST QUARTER!!!\nThat’s a 5% drop!! That’s depression drop in what is “the best ever”, “the most healthy economy ever seen before” blah blah blah!! \nHe is starting the third world war and it will happen if y’all continue to take the lawlessness and bullshit\nNo one will survive two years, we won’t make it untill midterms!! Please someone take care if private bone spurs and his Bunions!!!\nI Am Canadian ??????
Expresses apocalyptic warnings about economic collapse and war, with identity assertion as secondary ("I Am Canadian").
@dawnetaverner1382
Mar 4, 2025
we should deport the indian people who come here to kidnap women to traffick them so many punjabbies are stalkerisg/creepy towards women, they all should get extensive background checks before being allowed in
we should deport the indian people who come here to kidnap women to traffick them so many punjabbies are stalkerisg/creepy towards women, they all should get extensive background checks before being allowed in
Comment expresses security concerns and demographic anxiety about a specific ethnic group, framing them as threats to women's safety, while calling for stricter immigration controls.
Dskbni
Jan 28, 2026
Canadian here. These scumbags turned my once hippie ass into the biggest racist ever. I fucking despise them. They have destroyed Canada. I moved to Vancouver briefly and fuck me. I went home back to …
Canadian here. These scumbags turned my once hippie ass into the biggest racist ever. I fucking despise them. They have destroyed Canada. I moved to Vancouver briefly and fuck me. I went home back to alberta so fast, and then these cockroaches invaded us here too. It’s become so dirty everywhere.
Expresses alarm about demographic change and societal degradation framed as an existential threat to Canada, with dehumanizing language toward immigrants.
NerdyPanda-td1tz
Jan 29, 2026
It's what you get when you vote for a Russian asset. The enemy within
It's what you get when you vote for a Russian asset. The enemy within
Expresses threat/danger framing ('enemy within') combined with political blame, emphasizing security anxiety.
@AhmedAdams-w2n
Mar 4, 2025
As a canadian this is really sad. hopefully they dont invade and kill us all. its scary
As a canadian this is really sad. hopefully they dont invade and kill us all. its scary
Expresses security anxiety and demographic fear about potential invasion and harm, framed from a personal Canadian perspective.
@justinh8628
Mar 4, 2025
What a nightmare we americans are living in. Terrorized by our own government.?
What a nightmare we americans are living in. Terrorized by our own government.?
Expression of fear and threat perception regarding government oppression of Americans.
Fear / Threat
0.85
@sharonthorne6451
Mar 4, 2025
I think the majority of us here in America, agree with you! Can I move to your country? I don't want to stay here. I am truly afraid for my brown skinned children!
I think the majority of us here in America, agree with you! Can I move to your country? I don't want to stay here. I am truly afraid for my brown skinned children!
Expresses fear for children's safety and seeks to relocate, combining personal narrative with anxiety about threat.
@juliemonteleone7172
Mar 4, 2025
Now I know how decent Germans felt when the Nazis took over, only in the USA it's MAGA. This is humiliating to watch. And it is over. Trump will never allow another election that's not …
Now I know how decent Germans felt when the Nazis took over, only in the USA it's MAGA. This is humiliating to watch. And it is over. Trump will never allow another election that's not rigged. Trump controls ALL the enforcement agencies in the US government, he's put traitorous dirtbags in charge of all of them, and he's purged or is purging anyone who opposes him. It's already over. IF the Democrats win the next mid-terms, they will be POWERLESS to do anything. The USA is now under control of Putin/MAGA.
Expresses existential alarm about democratic collapse, authoritarianism, and loss of electoral integrity, with unsubstantiated claims about rigged elections and foreign control.
@stevematthews4489
Mar 4, 2025
They should deport them all ... I been lotta times there ..they f_ck it up .... really ao dirty and smelly
They should deport them all ... I been lotta times there ..they f_ck it up .... really ao dirty and smelly
Expresses xenophobic sentiment framed as threat/danger ('deport them all'), with dehumanizing language about immigrants 'fucking it up' and being 'dirty and smelly.'
hamzasalem5757
Jan 29, 2026
They literally could fully replace Canadians and still have a billion left over in India..
They literally could fully replace Canadians and still have a billion left over in India..
Expresses demographic anxiety about replacement/displacement of Canadians by immigrants, using comparative scale to amplify threat perception.
TheBitcoinWatcher
Jan 29, 2026
We have joined the new Axis powers
We have joined the new Axis powers
Compares Canada to 'Axis powers,' invoking historical fascist imagery to express alarm about the country's political direction.
@4realGTFOH
Mar 4, 2025
boy what barrel did creepy carney scrape her from - obvious creepy has no plans to stop mass immigration to destroy Canada
boy what barrel did creepy carney scrape her from - obvious creepy has no plans to stop mass immigration to destroy Canada
Expresses demographic anxiety about mass immigration 'to destroy Canada' while attacking a political figure, combining threat perception with nationalist framing.
goodNews-99
Feb 26, 2026
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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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