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
This is how a President should present their country and people when speaking. What I don’t get is someone likes to point fingers at other countries for the “drug problem “ in America however no …
This is how a President should present their country and people when speaking. What I don’t get is someone likes to point fingers at other countries for the “drug problem “ in America however no fingers are being pointed at us for all the drugs being made in America. Crack down on the ones who are making it in the USA instead of a slap on the hand.
Critiques US drug policy enforcement priorities, arguing domestic manufacturers should face accountability rather than blaming other countries.
@carolyns57
Mar 4, 2025
You guys all get buffaloed by Trudeau he’s a left-wing nut
You guys all get buffaloed by Trudeau he’s a left-wing nut
Commenter dismisses Trudeau as a 'left-wing nut,' criticizing his political ideology and suggesting others are being manipulated by him.
@MichaelSutter-w1q
Mar 4, 2025
Pay attention to these fake leaders. Try to play tough!! 4 years American was suffering, and they haven't done anything but to support what was ruined the American. Now, a real man in the office …
Pay attention to these fake leaders. Try to play tough!! 4 years American was suffering, and they haven't done anything but to support what was ruined the American. Now, a real man in the office doesn't fall to this same bs from sleep joe, even the Canadian was suffering. No voice was heard. And now this????
Criticizes both Trump and previous leadership for failing to address suffering in America and Canada, contrasting their approaches.
@saifoloianoai4103
Mar 4, 2025
Says the RESIGNED Prime Minister ???
Says the RESIGNED Prime Minister ???
Questioning the authority or credibility of a resigned Prime Minister to speak on current issues, critiquing their standing.
@missmouse20
Mar 4, 2025
TRUMP JUST BULLING NATUON TO INCREASE THEIR WEALTH AND IT WILL HURT THE AMERICAN
TRUMP JUST BULLING NATUON TO INCREASE THEIR WEALTH AND IT WILL HURT THE AMERICAN
Criticizes Trump's economic policies (tariffs) as self-serving and harmful to ordinary Americans.
@MichelePlass-l5x
Mar 4, 2025
Trump are punishing the people,,no problem Americans loved him,,they cheered them???
Trump are punishing the people,,no problem Americans loved him,,they cheered them???
Criticizes Trump's policies as harmful while questioning public support for him.
@lynwacay789
Mar 4, 2025
Officials getting 100k+ in salary. They are NOT SURE and confident in any data.
Officials getting 100k+ in salary. They are NOT SURE and confident in any data.
Criticizes government officials' salaries and competence in managing immigration data, combining economic critique with skepticism about institutional capability.
anandsivadoss
Sep 27, 2025
this is insane thanks liberals
this is insane thanks liberals
Criticizes government immigration policy by blaming the Liberal party for perceived problems, framed as political accountability.
BahahaOhacanada
Sep 28, 2025
Look, trump just destroys stuff...how did republicans and maga not see this? trump dump is an absolute F#@k up. what do yall not understand!?????????
Look, trump just destroys stuff...how did republicans and maga not see this? trump dump is an absolute F#@k up. what do yall not understand!?????????
Criticizes Trump's destructive approach and questions Republican voters' judgment, blending personal critique with policy concerns.
@ypure3859
Mar 4, 2025
Well, cant believe a word that comes from Justin's mouth! He lied so MANY times before and using this oppurtunity to cover up his abysmal performance
Well, cant believe a word that comes from Justin's mouth! He lied so MANY times before and using this oppurtunity to cover up his abysmal performance
Criticizes Trudeau's credibility and performance while making unsubstantiated claims about past lies and cover-ups.
@rjrox1000
Mar 4, 2025
All that canadians need from Trudeau not a speech and not his replacement but election which he does not want to give to Canadians.
All that canadians need from Trudeau not a speech and not his replacement but election which he does not want to give to Canadians.
Criticizes Trudeau's avoidance of elections and calls for democratic action, framed as policy/governance failure.
@alexeyakulovich4737
Mar 4, 2025
Interviewing lower class and poorly educated individuals everywhere you go about a certain race of economically beneficial individuals is wild Tyler. You’re great at antagonizing minorities in different countries. Don’t forget about what colonialists and …
Interviewing lower class and poorly educated individuals everywhere you go about a certain race of economically beneficial individuals is wild Tyler. You’re great at antagonizing minorities in different countries. Don’t forget about what colonialists and settlers did for this to happen throughout the world.
Commenter critiques the video creator's editorial choices and framing while invoking historical injustices to contextualize immigration.
MrKrabs-du7ss
Jan 27, 2026
Im tired of liberal government gaslighting! Its not the immigrants, its our government that is bringing in too many people to fudge the numbers in their favour.
Im tired of liberal government gaslighting! Its not the immigrants, its our government that is bringing in too many people to fudge the numbers in their favour.
Critiques government immigration policy as excessive, with an unverified claim that the government manipulates immigration numbers for political advantage.
TL3000TL
Sep 11, 2025
I also want to point out that there hasn't been many anti chinese rhetorics from Trump lately. Just to point out that Trump no longer cares about dictators and now has a very different agenda …
I also want to point out that there hasn't been many anti chinese rhetorics from Trump lately. Just to point out that Trump no longer cares about dictators and now has a very different agenda now.
Analyzes Trump's shifting policy priorities regarding China and dictators, offering political commentary on agenda changes.
Policy Critique
0.75
@SSR2902
Mar 4, 2025
tRump isn't a smart guy, he is a narcissistic disgusting excuse for a human. He make me sick ?.
tRump isn't a smart guy, he is a narcissistic disgusting excuse for a human. He make me sick ?.
Criticizes Trump's character and fitness as a leader, framed as moral judgment of his personality.
Policy Critique
0.75
@GiGi.9876
Mar 4, 2025
Says the guy that robbed the truckers
Says the guy that robbed the truckers
A critical accusation against Trudeau regarding the trucker convoy, presenting a specific claim without evidence.
@patrickallen107
Mar 4, 2025
Free advice. Don't call my president by his first name in an official speech.
Free advice. Don't call my president by his first name in an official speech.
Critiques protocol/etiquette in official speech, implying disapproval of how a leader was addressed.
Policy Critique
0.75
@MinusEighty
Mar 4, 2025
The most intelligent JDV should explain DT the difference between trade deficit and subsidies. DT thinks both are the same.
The most intelligent JDV should explain DT the difference between trade deficit and subsidies. DT thinks both are the same.
Critiques Trump's understanding of economic concepts, suggesting he conflates trade deficits with subsidies.
Policy Critique
0.75
@paultheva4991
Mar 4, 2025
Your speech don’t make any sense at all with the far-left propaganda \nand you only go against good loyal people with warm hearts, but when you encounter a real monster or wild animal, you immediately …
Your speech don’t make any sense at all with the far-left propaganda \nand you only go against good loyal people with warm hearts, but when you encounter a real monster or wild animal, you immediately tuck your tail, retreat, and suffocate in fear.
Criticizes the speaker's political stance as 'far-left propaganda' while using identity-based framing ('good loyal people') to contrast with perceived weakness.
@cchan268
Mar 4, 2025
Trudeau Gov.destroyed Canada all aspect of existing country.\nTrudeau treat Canadian citizens as conquered people. Trudeau acted the same way with USA to involved in election against Trump.\nCanadian paíd for enviroment to kill own economy to …
Trudeau Gov.destroyed Canada all aspect of existing country.\nTrudeau treat Canadian citizens as conquered people. Trudeau acted the same way with USA to involved in election against Trump.\nCanadian paíd for enviroment to kill own economy to grow..\nNow ,For Canadian citizens is better to be state of USA not too much tax.more freedom,not discrimination the white Christian man. It is wrong to create hate against American what next - contempt latter degenaration.\nTrudeau want to made damage to USA. The best,after stop deliver hydro ,energía is develop produce,fantynol will be big problem\nI prefere Alberta Primer Schmit to find solution in talking deal.\nOther way is join to USA for better life for Canadian people, and better west global possibility against China\n.
Primarily criticizes Trudeau's government policies and governance, with secondary elements of identity assertion (discrimination against white Christian men) and fear/threat framing (damage to Canada, joining USA).
@stancapar7931
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)