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
What about America, the mid-sized city I live in they show up in groups, along with people from south America, and middle eastern countries. I'm getting so sick of hearing Spanish and other languages constantly …
What about America, the mid-sized city I live in they show up in groups, along with people from south America, and middle eastern countries. I'm getting so sick of hearing Spanish and other languages constantly when I'm at the stores. It never used to be like that.
Expresses demographic anxiety and cultural displacement concerns about immigrant groups and language use in public spaces.
AaRoNaNtHoNy80
Feb 20, 2026
America has fallen to fascism. There’s nothing Americas allies can do when the USA is siding with Russia.
America has fallen to fascism. There’s nothing Americas allies can do when the USA is siding with Russia.
Expresses alarm about US political direction and geopolitical threat, comparing Canada's position relative to American fascism and Russian alignment.
@quietowl1246
Mar 4, 2025
That town is about to become the Indian version of Minneapolis.
That town is about to become the Indian version of Minneapolis.
Invokes a violent incident (Minneapolis) as an unsubstantiated prediction of social breakdown, expressing demographic and security anxiety.
87manemane
Jan 27, 2026
I wonder when the US will wake up and realize that Trump wants to destroy the US. He is allied with Putin. Sweden stands Whit Canada.
I wonder when the US will wake up and realize that Trump wants to destroy the US. He is allied with Putin. Sweden stands Whit Canada.
Expresses alarm about Trump's intentions and alleged foreign allegiance, with comparative reference to Sweden and Canada.
@thorbjornkarlsson4681
Mar 4, 2025
We have people sleeping in tents outside during the winter -30c and even worse weather, we have a major housing crisis, we are short close to half a million homes. Young Canadians are not getting …
We have people sleeping in tents outside during the winter -30c and even worse weather, we have a major housing crisis, we are short close to half a million homes. Young Canadians are not getting hired because companies are hiring foreigners who are cheap labour, young people are not able to afford to move out of their parents homes. We are now seeing young Canadians looking for jobs and opportunities outside of Canada 🇨🇦, the Liberal government has destroyed this country.
Catalogs multiple crises (homelessness, housing shortage, job displacement) to frame immigration as a threat to Canadian welfare and youth prospects.
annetoronto5474
Feb 11, 2026
They are problem for all Canadians ask them leave
They are problem for all Canadians ask them leave
Frames immigrants as a problem for Canadians and calls for their removal, expressing threat perception.
kinechallenger2205
Feb 28, 2026
Trumps another Hitler.
Trumps another Hitler.
Compares Trump to Hitler, invoking historical threat/danger framing.
Fear / Threat
0.82
@canadian4life195
Mar 4, 2025
Europe just opened up for Indians to "invade" Europe in new immigran agreement.
Europe just opened up for Indians to "invade" Europe in new immigran agreement.
Uses inflammatory language ('invade') to express demographic anxiety about Indian immigration to Europe, framing it as a threat.
StahlbergRobin
Jan 28, 2026
This is really starting the trade war with the whole world- one country at a time. Let us see where this will lead us.
This is really starting the trade war with the whole world- one country at a time. Let us see where this will lead us.
Expresses concern about escalating trade war and its uncertain consequences, conveying anxiety about economic and geopolitical threats.
Fear / Threat
0.82
@goswamivinod
Mar 4, 2025
Spineless Cannada will be captured by US soon 😂😂 then ICE will fuck em♂️🇮🇳 out like dirty rats they are😂 Previously only civilized educated from all over were allowed but now the spineless canada just …
Spineless Cannada will be captured by US soon 😂😂 then ICE will fuck em♂️🇮🇳 out like dirty rats they are😂
Previously only civilized educated from all over were allowed but now the spineless canada just took even the inbreds with negative IQ grepists 0 education restards🖕🏻🤬
Expresses alarmist geopolitical anxiety about US takeover and makes inflammatory, unsubstantiated claims about immigrant quality using dehumanizing language.
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
This trump dickweed is out of control, creating a authoritarian attitude and hes slowly tearing shit apart so we as citizens, have no choices, no education...anybody else feeling hopeless and helpless. This is beyond sick. …
This trump dickweed is out of control, creating a authoritarian attitude and hes slowly tearing shit apart so we as citizens, have no choices, no education...anybody else feeling hopeless and helpless. This is beyond sick. Trudeau and Canada, hes a dumb guy. He is. I'm so sorry to the Candians, Mexico, and Ukraine. This idiot has no loyalty to anyone.
Expresses alarm about authoritarian threats, loss of freedoms, and hopelessness while criticizing Trump's leadership and expressing sympathy for affected nations.
@Crys-d1k
Mar 4, 2025
We are more than full keep deportating them !!!!!!!
We are more than full keep deportating them !!!!!!!
Expresses capacity anxiety ('more than full') and demands deportation action, driven by demographic/resource concerns.
kylegallant3423
Dec 25, 2025
These other countries are literally sending out families to other countries to try to make us all be 3 rd world countries
These other countries are literally sending out families to other countries to try to make us all be 3 rd world countries
Expresses alarmist concern that other countries are deliberately sending populations to Canada to reduce it to 'third world' status, combining demographic anxiety with conspiracy framing.
nativemom4992
Feb 27, 2026
Not my government. It's a coup. They are letting the swamp in and dismantling government and our rights, inch by inch. This is what the cult 47 have voted for. To be aligned with Russia …
Not my government. It's a coup. They are letting the swamp in and dismantling government and our rights, inch by inch. This is what the cult 47 have voted for. To be aligned with Russia is atrocious! I'm not a rich white guy, so I will always be looking over my shoulder. Who will be left to stand up for you when they come? Oh, and I love you Canada! I wish my grandparents would've stayed there after marriage instead of moving back to the Ultra Swamp (US).
Combines conspiracy-tinged policy critique with expressions of fear about government dismantling rights and personal vulnerability, framed as identity-based concern.
@kiml1159
Mar 4, 2025
If were just barely scratching the tip of the iceberg of fraud in Minnesota and now Maine, I gotta wonder how much worse it is in Canada where they are completely unchecked.
If were just barely scratching the tip of the iceberg of fraud in Minnesota and now Maine, I gotta wonder how much worse it is in Canada where they are completely unchecked.
Expresses concern about fraud and lack of oversight in Canada, framing it as a systemic threat.
dizzymcfizzy
Jan 28, 2026
No kidding this is what Amercias adversaries want....it was has been planned for quite some time.....what do you think they discussed in Saudi Arabia? There's a lot more coming. Top notch reporting here ;)
No kidding this is what Amercias adversaries want....it was has been planned for quite some time.....what do you think they discussed in Saudi Arabia? There's a lot more coming. Top notch reporting here ;)
Expresses alarm about adversaries deliberately planning to weaken America through unspecified conspiracies without evidence.
@rend99
Mar 4, 2025
The only clueless people in Canada are the libtards. Have fun losing your jobs and homes. Its coming because Carney doesnt care. Who cares is his moto.
The only clueless people in Canada are the libtards. Have fun losing your jobs and homes. Its coming because Carney doesnt care. Who cares is his moto.
Expresses alarm about job and housing loss due to immigration policy, framing it as an imminent threat.
claytsycu
Feb 28, 2026
Maybe that Donald guy is just taking his revenge on America first.\nHe already stated that Canada and Mexico are to be annexed and we all agree that he's doing everything he said so far, literally. …
Maybe that Donald guy is just taking his revenge on America first.\nHe already stated that Canada and Mexico are to be annexed and we all agree that he's doing everything he said so far, literally. If he really moves his 100k+ troops out of Europe as he said I bet my ass that these soldiers are going straight to the U.S. borders, just like Russia did moments before invading Europe. I assume he'll stop there, anyway. Otherwise it means I'm in a coma at hospital right now, and all of this is a weird fever dream.
Expresses alarm about potential military annexation and troop movements, presenting speculative conspiracy-like claims about Trump's intentions as imminent threats.
@nohup1779
Mar 4, 2025
Indians are nice people usually. There are just tooooo many of them.
Indians are nice people usually. There are just tooooo many of them.
Acknowledges positive qualities of a group but frames their numbers as excessive and threatening, expressing demographic anxiety.
reza2251
Jan 27, 2026
China, Russia and North Korea are watching Canada as it isolate from its protector, US
China, Russia and North Korea are watching Canada as it isolate from its protector, US
Expresses security anxiety about Canada's isolation from the US and vulnerability to adversaries.
@PeterBoina
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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