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 and Russia are going to invade Canada
USA and Russia are going to invade Canada
Expresses alarm about military invasion threat from two major powers without evidence, combining fear and unsubstantiated claim.
@Cory-n9j
Mar 4, 2025
As a Canadian I hope they are planning on heading south. In essence I pray that things in Canada get so bad they leave. At this point, with our government's open the flood gate policy …
As a Canadian I hope they are planning on heading south. In essence I pray that things in Canada get so bad they leave. At this point, with our government's open the flood gate policy it's the only thing that can save Canada from becoming a complete third world like shit hole.
The commenter expresses apocalyptic anxiety about immigration policy causing Canada to become a 'third world shit hole,' framing immigration as an existential threat.
Twothenines
Feb 8, 2026
STUPID MAGAS ARE GOING TO START SHOUTING TO INVADE CANADA ….
STUPID MAGAS ARE GOING TO START SHOUTING TO INVADE CANADA ….
Expresses alarm about potential invasion threat while dismissing a political group (MAGAs) as the source of danger.
@charlybrown3812
Mar 4, 2025
This clown ? is a joke.\nCanada died forever ?
This clown ? is a joke.\nCanada died forever ?
Expresses existential threat to Canada and dismisses leadership as incompetent, combining demographic anxiety with harsh criticism.
@cprijesh
Mar 4, 2025
The GTA has gone to crap
The GTA has gone to crap
Brief statement expressing alarm about conditions in the GTA, implying negative change without elaboration.
Fear / Threat
0.85
stevedesio7433
Feb 9, 2026
Trump is going to kills us?
Trump is going to kills us?
Expresses fear and threat perception regarding Trump's potential actions, though vague in specifics.
Fear / Threat
0.85
@cesarchirinos7940
Mar 4, 2025
Trump is acting as the reincarnated Hitler. He want to be a dictator. I have no doubt that he will declare there is no longer a maximum term of the presidency
Trump is acting as the reincarnated Hitler. He want to be a dictator. I have no doubt that he will declare there is no longer a maximum term of the presidency
Expresses alarm about Trump becoming a dictator and eliminating presidential term limits, framed as a threat comparison to Hitler.
@leenoble796
Mar 4, 2025
Trump is going to destroy our country. wake up!
Trump is going to destroy our country. wake up!
Expresses alarm about Trump destroying the country and urges awareness, combining threat perception with mobilization language.
@Patricia-l7l2k
Mar 4, 2025
Are we great now? Because what is happening in the country is shameful and dangerous—worse than it was four years ago.
Are we great now? Because what is happening in the country is shameful and dangerous—worse than it was four years ago.
Expresses alarm about the country's condition as 'shameful and dangerous,' framing current circumstances as a threat or crisis.
@yasnaborne3702
Mar 4, 2025
Game on, US. Time for the US to wake up and smell the coffee and understand that your country has been hi-jacked.
Game on, US. Time for the US to wake up and smell the coffee and understand that your country has been hi-jacked.
Expresses alarm that the US has been 'hi-jacked,' framing the nation as under threat from internal forces.
@sallythurston5780
Mar 4, 2025
This is what Putin wants. He wants to weaken allies to the US to leave us open for them!!
This is what Putin wants. He wants to weaken allies to the US to leave us open for them!!
Expresses geopolitical threat/security concern (Putin weakening US allies) framed as a conspiracy without evidence.
@xxpotatolove1921
Mar 4, 2025
This isn't the 1800s... the world CAN and WILL trade around us. We will be North Korea. Of my family suffers so will MAGAs that voted for this administration. No quarter.
This isn't the 1800s... the world CAN and WILL trade around us. We will be North Korea. Of my family suffers so will MAGAs that voted for this administration. No quarter.
Expresses alarm about economic isolation ('North Korea') and threat of suffering, combined with criticism of political decisions.
@clutchpimp
Mar 4, 2025
The EU just signed a free trade deal with India which gives Indian 'professionals' the right to reside and work in the EU. It all started the same way in the US, Canada and AUS. …
The EU just signed a free trade deal with India which gives Indian 'professionals' the right to reside and work in the EU. It all started the same way in the US, Canada and AUS. Europe will be gone soon as well.
Expresses demographic anxiety about Indian immigration patterns spreading to Europe, framing it as an existential threat ('Europe will be gone').
MumraThundercats
Feb 8, 2026
He's destroying our country!
He's destroying our country!
Expresses alarm about national destruction without specific policy details, combining existential threat language with implicit criticism of leadership.
@angmarti64
Mar 4, 2025
They take over my town in Ontario
They take over my town in Ontario
Expresses demographic anxiety and territorial concern about a specific immigrant group taking over local space.
Kingo_sub
Feb 5, 2026
Poison 💩🕉️💩🕉️💩🕉️
Poison 💩🕉️💩🕉️💩🕉️
Uses dehumanizing language and religious symbols to express disgust and threat perception toward a specific group.
Hasan02026
Feb 8, 2026
You cant scare us Justin, your country will go broke and collapse in a year
You cant scare us Justin, your country will go broke and collapse in a year
Expresses alarm about Canada's economic collapse while dismissing Trudeau's warnings as ineffective.
@Williewonders
Mar 4, 2025
Canada vai virar comunista
Canada vai virar comunista
Expresses alarm about Canada's political direction, framing it as an existential threat to national identity.
@Iwanos1
Mar 4, 2025
They're living here now,after few years they claim Canada is theirs and even say they founded canada and all indigenous people were indians like they say here in the USA such a 💩jeet history manipulators. …
They're living here now,after few years they claim Canada is theirs and even say they founded canada and all indigenous people were indians like they say here in the USA such a 💩jeet history manipulators. Don't underestimate them save your lands from these punjabi invasion will they tolerate if we do the same there?
Expresses demographic anxiety about immigrant groups claiming ownership of Canada and frames immigration as an 'invasion,' combining threat rhetoric with identity-based framing.
emilyannagarrett196
Feb 8, 2026
"Its like home" Yes, because they made it that way. Fucking disgusting, coming to another country and turning it into your own shithole country
"Its like home" Yes, because they made it that way. Fucking disgusting, coming to another country and turning it into your own shithole country
Expresses alarm that immigrants are transforming Canada into their countries of origin, framed as cultural contamination and threat.
HeresMinx
Jan 27, 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)