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
Lena Diab is a dummy. The riding of Halifax West should be shamed.
Lena Diab is a dummy. The riding of Halifax West should be shamed.
Attacks a specific official's competence and shames her riding, combining personal criticism with regional identity framing.
hali19799
Feb 27, 2026
How do canada Elect this guy ? He\nSounds like a whiny little kid !
How do canada Elect this guy ? He\nSounds like a whiny little kid !
Criticizes Canadian electoral choices and leader's demeanor, with implicit questioning of national judgment.
@terrysmith8539
Mar 4, 2025
Are Canadians dumb enough to buy this bull shit
Are Canadians dumb enough to buy this bull shit
Dismissive criticism of government messaging or policy, though vague and expressed through rhetorical questioning rather than substantive analysis.
Policy Critique
0.75
@AnupamSringeri
Mar 4, 2025
Trump just looking for a scapegoat for his incapability to fix the domestic American problem of drug addiction eventually he will tell his Mega ppl that the drug problem is bec of Mexico, Canada and …
Trump just looking for a scapegoat for his incapability to fix the domestic American problem of drug addiction eventually he will tell his Mega ppl that the drug problem is bec of Mexico, Canada and china
Critiques Trump's strategy as scapegoating while making an unverified claim about his future blame-shifting tactics.
@spybuxx5435
Mar 4, 2025
We have a bigger problem which is the truckers on the roads !!!!!!!!!
We have a bigger problem which is the truckers on the roads !!!!!!!!!
Comment redirects focus to trucking regulation as a bigger problem than immigration, implicitly critiquing policy priorities.
Policy Critique
0.75
jessanne5020
Jan 28, 2026
Lawyers like him are a very real problem !!
Lawyers like him are a very real problem !!
Criticizes lawyers (likely immigration lawyers) as problematic, suggesting critique of legal/policy actors facilitating immigration.
Policy Critique
0.75
shawngaertner7897
Nov 22, 2025
I can't stand this idiot lebanese immigration minister. You have to wonder about the low IQ of the voters that elected this moron.
I can't stand this idiot lebanese immigration minister. You have to wonder about the low IQ of the voters that elected this moron.
Criticizes a government official's competence while making derogatory identity-based claims about voters.
JohnSmith-ro6vw
Mar 1, 2026
The rarional will react with the same measure, and find alternative markets. Don't have to be so WOKE to an unreasonable and extreme extent. \n(1) alternative market\n(2) substitutions\n(3) ways to cost reduction
The rarional will react with the same measure, and find alternative markets. Don't have to be so WOKE to an unreasonable and extreme extent. \n(1) alternative market\n(2) substitutions\n(3) ways to cost reduction
Critiques government approach as overly 'woke' and suggests alternative economic strategies (alternative markets, substitutions, cost reduction).
Policy Critique
0.75
@hewcheelong932
Mar 5, 2025
How difficult it is to understand that this is not a speech by a PM to a president but a political rally speech to win the elections. If he really cared of Canada so much, …
How difficult it is to understand that this is not a speech by a PM to a president but a political rally speech to win the elections. If he really cared of Canada so much, why didn't he stop illegal immigrantion of know terrorist groups and its members - Khalistanis.
Criticism of the PM's immigration policy record with unsubstantiated claim about terrorist groups (Khalistanis).
@ultimate_power_a1
Mar 5, 2025
Hes a fucking coward, acts tough in front off the cameras but will fold within a week you wait
Hes a fucking coward, acts tough in front off the cameras but will fold within a week you wait
Attacks Trudeau's character and resolve in handling a political situation, framed as criticism of his leadership approach.
Policy Critique
0.75
@aaronjenkinson8556
Mar 5, 2025
canada has been a joke for decades and will be for another century.
canada has been a joke for decades and will be for another century.
Broad dismissive critique of Canada's governance and institutions over time.
Policy Critique
0.75
@randdresearch
Mar 4, 2025
truly vice president vance is gas lighter acting like trump watchdog..
truly vice president vance is gas lighter acting like trump watchdog..
Criticizes Vice President Vance's actions and credibility regarding Trump oversight, analyzing political behavior.
Policy Critique
0.75
@jagodiving
Mar 5, 2025
Yep, children are running the countries these days
Yep, children are running the countries these days
Critiques government leadership competence using metaphorical language about immaturity in governance.
Policy Critique
0.75
@candlelightministries
Mar 4, 2025
Trudeau is a tyrant, I'm sure he welcomes any opportunity to divert animosity away from himself. Wouldn't trust that guy to bag my groceries.
Trudeau is a tyrant, I'm sure he welcomes any opportunity to divert animosity away from himself. Wouldn't trust that guy to bag my groceries.
Criticizes Trudeau as authoritarian and untrustworthy, combining policy critique with personal character attack and skepticism of his motives.
@Tialian
Mar 5, 2025
Now the tariffs is here,why you don’t cancel the army planes that cost us lots of money and go and fetch them somewhere else ,,,Darrell
Now the tariffs is here,why you don’t cancel the army planes that cost us lots of money and go and fetch them somewhere else ,,,Darrell
Critiques government spending priorities on military planes in context of tariff impacts, suggesting budget reallocation.
@jacinthelabrie6844
Mar 4, 2025
When a communist speaks, only an uncooperative attitude can be expected. You had 30 days to work this out yet you choose defiance and chaos. Your a putz.
When a communist speaks, only an uncooperative attitude can be expected. You had 30 days to work this out yet you choose defiance and chaos. Your a putz.
Criticizes government handling of negotiations and accuses leadership of defiance and poor decision-making, with personal insult.
@henrywruesche2
Mar 5, 2025
i think the point is to bring people who actually are in poverty n can use better living, alot of newbies are coming from rich families lol
i think the point is to bring people who actually are in poverty n can use better living, alot of newbies are coming from rich families lol
Critiques immigration policy for not prioritizing those in genuine poverty and questions economic benefit.
bobbybird4985
Jan 27, 2026
I'm sure the welfare mentally ill Canadians are very happy with JT pretending he has any weight lol
I'm sure the welfare mentally ill Canadians are very happy with JT pretending he has any weight lol
Criticizes government leadership and welfare policy, with dismissive framing of the Prime Minister's authority.
@uu0-e5i
Mar 5, 2025
Mr. Trudeau, didn't mince words. Dumb is an understatement as it concern's trump.
Mr. Trudeau, didn't mince words. Dumb is an understatement as it concern's trump.
Criticizes Trump's intelligence and articulation as a leader, combining personal judgment with implicit policy critique.
@rodneylove8027
Mar 4, 2025
Trudeau sucks! He doesn't know what he's talking about!
Trudeau sucks! He doesn't know what he's talking about!
Direct criticism of the Prime Minister's competence and statements, though lacking specific policy details.
Policy Critique
0.75
@ricosuavehhh7447
Mar 4, 2025
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)