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
Well see who wins in the end. Canada will crater and leave Trudeau to the ash can of history. @51st
Well see who wins in the end. Canada will crater and leave Trudeau to the ash can of history. @51st
Predicts Canada's economic collapse and Trudeau's political downfall, expressing alarmist concerns about national decline.
@stephennelson8973
Mar 4, 2025
Anyone that has money in stocks btr get it all out now bc it will get worse!
Anyone that has money in stocks btr get it all out now bc it will get worse!
Warns of economic collapse and market decline due to Trump's policies, expressing anxiety about financial consequences.
@SheriParkhurst-wd5cj
Mar 4, 2025
Unfortunately, they will find another way to stay even if it's unlawful.
Unfortunately, they will find another way to stay even if it's unlawful.
Expresses concern that deportation policy will fail and undocumented immigrants will find illegal ways to stay, framing it as a threat.
BDee3126
Jan 15, 2026
UNBELIEVABLE MESS CANADA IS IN , THIS IS ONLY GOING TO GET WORSE FAST
UNBELIEVABLE MESS CANADA IS IN , THIS IS ONLY GOING TO GET WORSE FAST
Expresses alarmism and catastrophic framing about Canada's future condition, characteristic of fear_threat discourse.
paulearl56
Oct 10, 2025
Canadians made the informed adult choice to destroy Canada for no apparent reason. They chose their fate by passively accepting it in the utterly submissive manner standardized by centuries of British monarchy. It's too late …
Canadians made the informed adult choice to destroy Canada for no apparent reason. They chose their fate by
passively accepting it in the utterly submissive manner standardized by centuries of British monarchy. It's too
late to fix and the will to do so does not exist at any scale. Nothing will be done to mitigate this.
The voters did this to themselves at the ballot box by action or inaction which I find hilarious.
Expresses apocalyptic concern about Canada's demographic and cultural destruction through immigration, with fatalistic tone.
oldphart-zc3jz
Nov 20, 2025
Stay home until this foolishness is over. It’s not safe to go down to the USA now. It’s better to wait what will happen to this country which was a democracy but is turning slowly …
Stay home until this foolishness is over. It’s not safe to go down to the USA now. It’s better to wait what will happen to this country which was a democracy but is turning slowly to a dictatorship. Be safe stay home if you don’t have pressing business in the USA.
Urges avoidance of US travel citing safety concerns and characterizes the US as becoming authoritarian, expressing security anxiety.
brunolagace1135
Dec 9, 2025
No need to use any type of division when equating the amount of job losses to the influx of immigrants... The sum of this is _resentment_
No need to use any type of division when equating the amount of job losses to the influx of immigrants... The sum of this is _resentment_
Identifies resentment as a consequence of immigration-job loss correlation, expressing concern about social division and negative sentiment.
BiGDuke6Actual
Feb 11, 2026
It's the saddest most demoralizing thing to happen to Canada. These people came here. They don't want to integrate. They have a dislike for the local population. ... At my workplace THEY are pushing out …
It's the saddest most demoralizing thing to happen to Canada. These people came here. They don't want to integrate. They have a dislike for the local population. ... At my workplace THEY are pushing out Canadian people. They get into management and discriminate against everyone else.
Expresses alarm about non-integration and alleged workplace discrimination without evidence, framing immigrants as a threat to Canadian employment.
2bit661
Sep 19, 2025
And the more people we bring into the country the worse it’s gonna get and the more fatigued doctors get the less doctors were gonna have. It’s a spiralling downhill with no end in sight.
And the more people we bring into the country the worse it’s gonna get and the more fatigued doctors get the less doctors were gonna have. It’s a spiralling downhill with no end in sight.
Expresses alarm about cascading negative consequences (healthcare system collapse, doctor fatigue) presented as inevitable decline.
Lakeboii70
Aug 26, 2025
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
Taking over our country without a shot
Taking over our country without a shot
Expresses demographic anxiety and threat perception using militaristic language ('without a shot').
JoelHandy-m3q
Oct 6, 2025
And none of them will leave.. They will keep eating our lunch.. Canada needs ICE
And none of them will leave.. They will keep eating our lunch.. Canada needs ICE
Expresses anxiety about immigrants not leaving and 'eating our lunch,' then calls for ICE-style enforcement, framing immigration as a threat.
Hall0w33n_l0v3r
Jan 15, 2026
Too much people have came in a very little time that's the problem
Too much people have came in a very little time that's the problem
Expression of demographic anxiety about rapid immigration volume framed as a problem.
FunOnI
Sep 19, 2025
Do Not Come To America. Go back to your sphit country and Raid your capital. No english, get outta here. Graduated from what?
Do Not Come To America.
Go back to your sphit country and Raid your capital.
No english, get outta here. Graduated from what?
Hostile language expressing rejection and xenophobic sentiment, framing immigrants as unwelcome threats with implicit security/cultural concerns.
MossMini
Feb 11, 2026
welcome to the literal sh!t stain of Canada.
welcome to the literal sh!t stain of Canada.
Uses dehumanizing language to express strong negative sentiment about a location, suggesting disgust and rejection.
MarkDrisch
Oct 9, 2025
Canada is pretty much a lost cause at this point... with the exception of Alberta.
Canada is pretty much a lost cause at this point... with the exception of Alberta.
Commenter expresses pessimism about Canada's future as a 'lost cause' due to immigration, reflecting demographic anxiety and national decline rhetoric.
KingJacobeus
Feb 28, 2026
Dont allow the people who brings terror
Dont allow the people who brings terror
Expresses security concerns about immigrants bringing terrorism, advocating restrictive policy.
Rajesh_77515
Jan 27, 2026
Canada is cooked hope they get invaded soon for siding with china america dont mess with yall libs anymore
Canada is cooked hope they get invaded soon for siding with china america dont mess with yall libs anymore
Expresses apocalyptic threat perception of Canada's political direction and wishes for military invasion.
ESalty6969
Jan 27, 2026
My mom went to Canada and she didn’t even recognize the country
My mom went to Canada and she didn’t even recognize the country
Anecdotal account expressing shock at cultural/demographic change in Canada, implying unrecognizable national transformation.
NoahMonteiro-x6y
Jan 27, 2026
Kick them out forget about their food you can learn it online trust me for your good they will bring all their village to make them work take Alf or thir salary they are dogs …
Kick them out forget about their food you can learn it online trust me for your good they will bring all their village to make them work take Alf or thir salary they are dogs not all but must and alsoo racist but always look kind
Calls for deportation while making sweeping negative generalizations about immigrant character, work ethics, and racism.
Rahimasm
Jan 29, 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)