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
Policy Critique
5,980 comments
Stop the lousy acting JT.
Stop the lousy acting JT.
Dismissive critique of Trudeau's performance, characterizing it as inauthentic ('lousy acting').
Policy Critique
0.80
@charlenajean1401
Mar 4, 2025
Jason Kenny the man who imprisons pastors for no good reason. Go play in traffic.
Jason Kenny the man who imprisons pastors for no good reason. Go play in traffic.
Commenter attacks Kenney's record on civil liberties (pastor imprisonment), implicitly critiquing his fitness to lead on any policy including immigration.
peterslupek6561
Feb 17, 2026
Every one of those questions will be challenged in the Supreme Court
Every one of those questions will be challenged in the Supreme Court
Predicts legal challenges to proposed policies, implicitly critiquing their constitutionality.
@martinwoodworking
Feb 20, 2026
PM Trudeau called trump smart....he reached WAY down for that one. These are NOT smart men moves. Kudos to Canada for NOT backing down.
PM Trudeau called trump smart....he reached WAY down for that one. These are NOT smart men moves. Kudos to Canada for NOT backing down.
Criticizes both Trudeau and Trump's intelligence while praising Canada's stance, using sarcasm and mockery.
@overcominglifestrials5316
Mar 4, 2025
Thanks to Trudeu government for making a 3rd world
Thanks to Trudeu government for making a 3rd world
Blames government leadership for national decline, framing immigration policy as responsible for degrading Canada's status.
Tatay-05
Feb 11, 2026
Welcome to Canada - a country where government charges crazy money/has insane requirements for immigrants who come from civilized countries and contribute to the society, while letting unlimited access for people who don’t add much …
Welcome to Canada - a country where government charges crazy money/has insane requirements for immigrants who come from civilized countries and contribute to the society, while letting unlimited access for people who don’t add much value or diversity to the economy or culture. Thanks to all dumbass liberals voting for this bs
Criticizes government immigration policy as inconsistent and blames political leaders, with implicit call to reject current voting patterns.
AnonymousAlien11
Feb 10, 2026
Thank you liberal government...not
Thank you liberal government...not
Sarcastic criticism of the liberal government's policies, using 'not' to invert the apparent gratitude.
KerryB-q8u
Feb 9, 2026
Getting tired of Trudeau and Trump speaking for both countries and the citizens of both countries.\nWhile World leaders fight for power the ordinary citizens of both countries suffer the consequences of their actions.\nIf Trudeau really …
Getting tired of Trudeau and Trump speaking for both countries and the citizens of both countries.\nWhile World leaders fight for power the ordinary citizens of both countries suffer the consequences of their actions.\nIf Trudeau really cared about Canadians he could start by eliminating the Carbon Tax.
Criticizes Trudeau's governance and specific policies (carbon tax) while appealing to concern for ordinary citizens' welfare.
@gaetanomagnifico1836
Mar 4, 2025
JT looks funny trying to sound threatening. Is this how he sounded when he froze the bank accounts of Canadian citizens?
JT looks funny trying to sound threatening. Is this how he sounded when he froze the bank accounts of Canadian citizens?
Criticizes Trudeau's credibility and references past controversial policy (bank account freezing) with sarcastic tone.
@debbiekern2841
Mar 5, 2025
5:40 What an absolutely based guy. Brilliant you need much more people like him with a brain and able to tell the truth. Also none of the city worker that wouldn't tell you the truth …
5:40 What an absolutely based guy. Brilliant you need much more people like him with a brain and able to tell the truth.
Also none of the city worker that wouldn't tell you the truth because she works for the city. That tells you a lot about the city dosent it.
Praises an individual for 'telling the truth' and critiques city workers for not being transparent, framing this as institutional/bureaucratic failure.
BUTTGUPPY
Feb 8, 2026
SURE , SURE CANADIANS... TRUDEAU SAID THE GOVERNMENT WILL HELP YOUR JOBS ECT. REMEMBER HOW YOU'RE GOVERNMENT TREATED YOUR TRUCKERS NOT TO LONG AGO
SURE , SURE CANADIANS... TRUDEAU SAID THE GOVERNMENT WILL HELP YOUR JOBS ECT. REMEMBER HOW YOU'RE GOVERNMENT TREATED YOUR TRUCKERS NOT TO LONG AGO
Criticizes government credibility on job promises and references past treatment of truckers as evidence of untrustworthiness.
@THENOTENATION
Mar 4, 2025
Your at a government meeting and all you can say is i don't have that information 😂 what the fuck are you doing at your job new generation workers at thier best god help us …
Your at a government meeting and all you can say is i don't have that information 😂 what the fuck are you doing at your job new generation workers at thier best god help us there is no hope for our country 0%
Criticizes government worker competence and institutional dysfunction, expressing frustration with lack of preparedness at official meetings.
Rob-rl2sx
Nov 12, 2025
If they improve universities in India they don't need to come to Canada
If they improve universities in India they don't need to come to Canada
The comment critiques immigration patterns by suggesting that improving conditions in India would reduce emigration pressure, implying current policy/conditions drive migration.
Inner_City_Mixer
Feb 8, 2026
This is the reason why we need immigration enforcement. Can’t let this happen in the US.
This is the reason why we need immigration enforcement. Can’t let this happen in the US.
Calls for stricter immigration enforcement while expressing concern about negative consequences, mixing policy argument with threat framing.
MrFijiBoySako
Jan 29, 2026
i don't have a problem with them here its the fact theres some not hiring people on jobs cuz we aint the same color there is no reason to absolutely do that even if u …
i don't have a problem with them here its the fact theres some not hiring people on jobs cuz we aint the same color there is no reason to absolutely do that even if u speak different languages thats why translators exist some make the job marketing just to hard
Critiques discriminatory hiring practices and workplace barriers, framing immigration issues through employment and fairness concerns.
frostbassett7771
Feb 8, 2026
Trump was crystal clear. Stop drugs and immigrants crossing the border.
Trump was crystal clear. Stop drugs and immigrants crossing the border.
Summarizes Trump's stated policy position on border security and immigration control.
Policy Critique
0.80
@ss-hole
Mar 5, 2025
Damn, those temples should be demolished, and those people should be evicted. Canadian men have no balls. This would never happen in Poland or Hungary.
Damn, those temples should be demolished, and those people should be evicted. Canadian men have no balls.
This would never happen in Poland or Hungary.
Calls for demolition and eviction while comparing Canada unfavorably to Poland/Hungary, critiquing perceived weak governance.
N7sensei
Feb 7, 2026
That was likely one of the best speeches Trudeau has ever made. But he is also right. This is the most crazy Tariff War that makes no sense. It is clear to me that Trump …
That was likely one of the best speeches Trudeau has ever made. But he is also right. This is the most crazy Tariff War that makes no sense. It is clear to me that Trump doesn't understand the impact of his actions
Critique of Trump's tariff policy as senseless and lacking understanding of consequences, with secondary evaluation of Trudeau's speech quality.
@paullie1963
Mar 4, 2025
Mindboggling that canadians want to keep rewarding the liberals who destroyed our immigration system
Mindboggling that canadians want to keep rewarding the liberals who destroyed our immigration system
Criticizes the Liberal government's immigration system management and implicitly calls for voters to stop supporting them.
paulbadics3500
Feb 18, 2026
The liberals will give them citizenship, the courts will do nothing and if ordered home they will appeal.
The liberals will give them citizenship, the courts will do nothing and if ordered home they will appeal.
Critiques government and judicial handling of deportation cases, expressing concern about systemic failures to remove individuals.
SteveConrad-l9j
Feb 18, 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)