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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Policy Critique
5,980 comments
Wouldn't buy so much as a can of beans from U.S.A. now.
Wouldn't buy so much as a can of beans from U.S.A. now.
Expresses disapproval of US policy through a consumer boycott statement, critiquing trade relations.
@johnshaughnessy4742
Mar 4, 2025
Hey world when the it hits the fan . Don’t ask the USA for help. Just end this war doesn’t mean Trump is with Russia . Trudeau why are you all of a sudden being …
Hey world when the it hits the fan . Don’t ask the USA for help. Just end this war doesn’t mean Trump is with Russia . Trudeau why are you all of a sudden being a leader. Your own country can’t stand you
Criticizes Trudeau's leadership and policy decisions while questioning Canada's international stance and domestic support.
@user-uk7vp3gu1x
Mar 4, 2025
Trudeau is a left-wing woker nutcase just like the EU
Trudeau is a left-wing woker nutcase just like the EU
Dismissive characterization of Trudeau's political ideology and comparison to EU policies as critique.
@mrfriedchen888
Mar 4, 2025
Kenney has absolutely no credibility after he scewed the Dog during the Covid hoax
Kenney has absolutely no credibility after he scewed the Dog during the Covid hoax
Attacks Kenney's credibility over COVID policy while using dismissive language ('hoax') that suggests misinformation.
berniemoore9077
Feb 17, 2026
Even if it were relating to fentanyl. If the United States weren’t so slack about its own drug enforcement, there would be less coming into the us because it just wouldn’t be worth it.
Even if it were relating to fentanyl. If the United States weren’t so slack about its own drug enforcement, there would be less coming into the us because it just wouldn’t be worth it.
Critiques US drug enforcement policy as contributing to cross-border fentanyl problems, comparing regulatory approaches.
@BCSoHappy
Mar 4, 2025
Here we go within the lies of the liberal hypocrites.. cbsa deporting criminals good.... immigration custom enforcement deporting criminals bad....
Here we go within the lies of the liberal hypocrites.. cbsa deporting criminals good.... immigration custom enforcement deporting criminals bad....
Accuses government of hypocrisy in immigration enforcement, claiming selective application of deportation rules based on political ideology.
solos7685
Feb 18, 2026
How many fuckin excuses and explanations this guy is making to defend his country....even now he is kissing trump ass calling him a smart man ???...pathetic
How many fuckin excuses and explanations this guy is making to defend his country....even now he is kissing trump ass calling him a smart man ???...pathetic
Criticizes the interviewee's defense of Trump and perceived appeasement, critiquing both policy and the commentary itself.
@lexjim9949
Mar 4, 2025
This isn’t Liberal incompetence — it’s self-funded corruption. They use taxpayer money to buy media, influence institutions, and protect themselves from accountability. Canadians are literally paying for their own political manipulation. Liberals = the most …
This isn’t Liberal incompetence — it’s self-funded corruption. They use taxpayer money to buy media, influence institutions, and protect themselves from accountability.
Canadians are literally paying for their own political manipulation.
Liberals = the most corrupt government in Canadian history:
Green Slush Fund (SDTC)
SNC-Lavalin Affair
ArriveCAN
Firearms Buyback fiasco
WE Charity scandal
Foreign interference
Triad-linked organized crime in B.C.
Fentanyl crisis
Aga Khan vacation
Investing in Canada Plan
2019 Election "Lavish" Spending
Telford/Trudeau Staff Scandal
Finance Minister Bill Morneau's Controversies
Liberal MP Paul Chiang controversy
Greenbelt scandal
Montgomery Carney's countless conflicts of interest and his Brookfield $6.5B tax evasion.
Chrystia Freeland Ukraine reconstruction funding controversy
Extensive list of alleged government scandals framed as systemic corruption; mixes documented controversies with unsubstantiated claims.
Pabloppicaso1968
Feb 17, 2026
This is how the liberals are justifying the gun buyback. They allow a crisis to continue then they pass more bills and laws to suppress the people.
This is how the liberals are justifying the gun buyback. They allow a crisis to continue then they pass more bills and laws to suppress the people.
Conspiracy-adjacent critique linking immigration crisis to gun control policy as deliberate Liberal strategy.
espmaniac01
Feb 18, 2026
It is not about fentanyl......He has to give an argument but it is a false item.
It is not about fentanyl......He has to give an argument but it is a false item.
Critiques the fentanyl argument as false pretext for tariffs, questioning the legitimacy of stated policy rationale.
@rigomechelmans7191
Mar 4, 2025
You were simply asked to secure the border and stop the flow of fentanyl but I guess that China is lining your pockets to much to care about that.
You were simply asked to secure the border and stop the flow of fentanyl but I guess that China is lining your pockets to much to care about that.
Criticizes government failure to secure border and stop fentanyl, with unsubstantiated claim about China payments influencing policy.
@JustinCase-ft3gv
Mar 4, 2025
Nothing Us Prez is doing is good for our country. God help us!! USA is hurting.
Nothing Us Prez is doing is good for our country. God help us!! USA is hurting.
Expresses concern about US presidential policies and their national impact, framed as general criticism rather than specific policy analysis.
@rachelg7751
Mar 4, 2025
Why didn’t you do this before trump if you cared so much about the people who are trafficking these drugs across???!?!?\nI know why???\nIt only affects the poor people who trump is trying to help!!!
Why didn’t you do this before trump if you cared so much about the people who are trafficking these drugs across???!?!?\nI know why???\nIt only affects the poor people who trump is trying to help!!!
Questions why drug trafficking action wasn't taken earlier, with an unsubstantiated claim that it only affects poor people Trump supports.
@physicsariel9237
Mar 4, 2025
300 cases 10 deported that's Canada Surrey Mayor is a joke so is BC and global news.. COPS ARE A FAIL IN Canada so is global new and its phony narrative
300 cases 10 deported that's Canada Surrey Mayor is a joke so is BC and global news.. COPS ARE A FAIL IN Canada so is global new and its phony narrative
Criticizes enforcement statistics and institutional failures (police, media, government), with unverified claims about deportation numbers and institutional competence.
chrisnewton1179
Feb 18, 2026
Canadian city worker - “ I can’t speak out” And why not? I thought Canada had free speech. Liberal lunatics silencing people
Canadian city worker - “ I can’t speak out”
And why not? I thought Canada had free speech. Liberal lunatics silencing people
Criticism of perceived censorship and free speech restrictions, with partisan framing against 'Liberal' policies.
Reddeatharrow
Jan 28, 2026
Full Trump. From immigration to voting fraud she has it covered. The only thing she missed was that first graph she showed portrayed population as correlated to debt. The only thing is, without immigration there …
Full Trump. From immigration to voting fraud she has it covered.
The only thing she missed was that first graph she showed portrayed population as correlated to debt. The only thing is, without immigration there will be no population growth, and then she is SOL on raising debt.
Critiques the policy logic by pointing out a flaw in the correlation argument presented, with some hyperbolic framing ('Full Trump').
@tribalbc
Feb 20, 2026
Trudeau is happy now that he got something to hang on and make his political pitch he is thankful for Trump for bringing about diversion from domestic politics
Trudeau is happy now that he got something to hang on and make his political pitch he is thankful for Trump for bringing about diversion from domestic politics
Critiques Trudeau's motives as opportunistic, suggesting he's using Trump conflict for domestic political advantage.
Policy Critique
0.75
@CBSManyam
Mar 4, 2025
But what can they do they arrest the bad guy he is just back on the street committing crimes again. Or a judge rules by feeling and the criminal gets a slap on the wrist.
But what can they do they arrest the bad guy he is just back on the street committing crimes again. Or a judge rules by feeling and the criminal gets a slap on the wrist.
Critiques criminal justice system for inadequate sentencing and repeat offender problems.
KNIGHTOFELEMIA-i7i
Feb 18, 2026
It's time for Canada and the EU to expand trade and cooperation.
It's time for Canada and the EU to expand trade and cooperation.
Suggests policy direction for Canada to strengthen international relationships as an alternative to US engagement.
@20storiesunder
Mar 4, 2025
we are being used by our own pres the same way a bad cop uses an innocent citizen. Lies to make the court grant orders for their benefit. This is an illegal use of the …
we are being used by our own pres the same way a bad cop uses an innocent citizen. Lies to make the court grant orders for their benefit. This is an illegal use of the court.
Criticizes government actions as corrupt abuse of power, with vague allegations of illegal court manipulation.
@niterocketnick5963
Mar 4, 2025
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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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)