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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Unverified Claim
3,221 comments
No winners in a trade war? The people who wouldn't die in a real war are the winners. The poor. The poor are the winners. Let's be clear you're lobbying for war! Dress it up …
No winners in a trade war? The people who wouldn't die in a real war are the winners. The poor. The poor are the winners. Let's be clear you're lobbying for war! Dress it up all you like anyone with 2 brain cells to rub together is going to figure it out. This information brought to you by BlackRock
Makes unsubstantiated claims about trade war consequences and corporate influence (BlackRock), framed with alarmist language.
@Moist_yet_Crispy
Mar 4, 2025
Doing something and undoing something is necessary if you need to manipulate the financial market and make a big killing in the market.
Doing something and undoing something is necessary if you need to manipulate the financial market and make a big killing in the market.
Makes an unsubstantiated claim about market manipulation without evidence or context.
Unverified Claim
0.65
@Gerry-t1w
Mar 4, 2025
Trump should now put 50% tariffs on him whilst he’s there. He’s merely a WEF puppet
Trump should now put 50% tariffs on him whilst he’s there. He’s merely a WEF puppet
Makes an unsubstantiated claim that Trump is a 'WEF puppet' while advocating for punitive tariffs.
@stevey6867
Mar 4, 2025
This is absolute lies.
This is absolute lies.
Blanket accusation of falsehood without specific evidence, suggesting the video or claims are dishonest.
Unverified Claim
0.65
dougmackinnon5346
Dec 29, 2025
Garbage cans behind buildings
Garbage cans behind buildings
The cryptic phrase appears to reference a conspiracy theory or unsubstantiated claim about criminal activity, lacking clarity but suggesting alarmism.
markmorgan5031
Feb 18, 2026
We all should know what happened when the US attacked Canada last time. Canada won and to retaliate the British burned down the white House.
We all should know what happened when the US attacked Canada last time. Canada won and to retaliate the British burned down the white House.
Makes historical claims about US-Canada conflict and British retaliation presented without evidence.
@andrewbell8837
Mar 4, 2025
Canada will join EU!!!!
Canada will join EU!!!!
Makes an unsubstantiated claim about Canada joining the EU, presented without evidence or context, using comparative framing.
@janboer7326
Mar 4, 2025
I will bet you 1,000,000,000 CANADIAN DOLLARS, THAT THE FREE SWEETS YOU WERE GIVEN FOR FREE ARE 100% EXPIRED, I GUARANTEE IT, CHECK IT, PLEASE.
I will bet you 1,000,000,000 CANADIAN DOLLARS, THAT THE FREE SWEETS YOU WERE GIVEN FOR FREE ARE 100% EXPIRED, I GUARANTEE IT, CHECK IT, PLEASE.
Makes a specific factual claim about expired food without evidence, though the hyperbolic tone suggests possible satire.
GREGH01.
Nov 13, 2025
Tariffs is an equal to the sanctions. They are one of the primary objectives Orange agent should accomplish on his duty. The revenge of the Sith
Tariffs is an equal to the sanctions. They are one of the primary objectives Orange agent should accomplish on his duty. The revenge of the Sith
Makes an unsubstantiated claim equating tariffs to sanctions and references vague political objectives without evidence; uses comparative framing with Star Wars metaphor.
@spaceman01
Mar 4, 2025
Is a.i. ruling the American idiocratie? Guns morrons racism anti socialism considered to be communism. Blackrock Opioids...
Is a.i. ruling the American idiocratie? Guns morrons racism anti socialism considered to be communism. Blackrock Opioids...
Makes vague, unsubstantiated claims about AI control, guns, racism, and corporate influence without evidence, presented as rhetorical questions.
@kimsonone
Mar 4, 2025
General Clark, I think the answer to your question of what is this about is evident. His codename is Krasnov.
General Clark, I think the answer to your question of what is this about is evident. His codename is Krasnov.
Cryptic assertion connecting a person to a codename without evidence, suggesting conspiracy theory framing.
Unverified Claim
0.65
@Bear-dgd
Mar 4, 2025
I just think Trump is trying to isolate and destabilize the US so much that people rebel. Then he can declare a state of emergency and deploy the military and then he and his billionaire …
I just think Trump is trying to isolate and destabilize the US so much that people rebel. Then he can declare a state of emergency and deploy the military and then he and his billionaire friends have full power in their perfect dictatorship. Take care of your freedom and democracy citizens of the US
Presents a specific conspiracy theory about Trump's alleged plan to destabilize the US and declare emergency powers without evidence.
@anyahollnderrasmussen7183
Mar 4, 2025
If Donald doesn't go foward with this plan, how else is he supposed to help Putin destroy America??
If Donald doesn't go foward with this plan, how else is he supposed to help Putin destroy America??
Presents an unverified conspiracy theory linking Trump's policies to Putin's interests and American destruction.
@Anthony-zt1zs
Mar 4, 2025
wtf!!!!! some punjabians did not identifying as indian
wtf!!!!! some punjabians did not identifying as indian
Makes a potentially false or misleading claim about ethnic/linguistic identity and border operations.
Clipszaarr
Jan 27, 2026
The only winner in this trade war is ....RUSSIA!
The only winner in this trade war is ....RUSSIA!
Presents a specific claim about Russia benefiting from trade war without supporting evidence.
@mauricesiermachesky4900
Mar 4, 2025
CNN AND THE DEMOCRATS ARE SORROS BITCHES ????????????
CNN AND THE DEMOCRATS ARE SORROS BITCHES ????????????
Makes unsubstantiated claims about media and political figures without evidence, though context is unclear.
@JosePerez-vs6pr
Mar 4, 2025
89 million Americans didn't vote
89 million Americans didn't vote
States a specific statistic about non-voters without context or source, potentially misleading.
Unverified Claim
0.65
@bobthor9647
Mar 4, 2025
HE IS SO RIGHT OUR FELON IN CHIEF IS IN BED LITERALY WITH RUSSIA, STARTING WITH THE FIRST WIFE, AND NOW HE HAS A STRONGER HANDLER.........MELA......
HE IS SO RIGHT OUR FELON IN CHIEF IS IN BED LITERALY WITH RUSSIA, STARTING WITH THE FIRST WIFE, AND NOW HE HAS A STRONGER HANDLER.........MELA......
Makes unsubstantiated claims about a political figure's alleged criminal status and foreign entanglements without evidence.
@oldschoolnewventure845
Mar 4, 2025
FSB agent Donald Trump
FSB agent Donald Trump
Makes an unsubstantiated factual claim that Trump is an FSB agent without evidence.
Unverified Claim
0.65
@juuhaa1
Mar 4, 2025
🥷🥷🥷🥷🥷💭💬✈️🛶🚤🪂🆒️🗽💲💲💲🎫2️⃣0️⃣0️⃣0️⃣0️⃣0️⃣0️⃣0️⃣0️⃣0️⃣0️⃣0️⃣0️⃣0️⃣0️⃣🔙🔙🔙🔙🛖🧱🧱🧱🏘🏘🏘🏠🏡👨🚒👩✈️🧑🎨👨💻🧑🔧👨🌾👨🍳🆘️🆘️🏚🏚🏚
🥷🥷🥷🥷🥷💭💬✈️🛶🚤🪂🆒️🗽💲💲💲🎫2️⃣0️⃣0️⃣0️⃣0️⃣0️⃣0️⃣0️⃣0️⃣0️⃣0️⃣0️⃣0️⃣0️⃣0️⃣🔙🔙🔙🔙🛖🧱🧱🧱🏘🏘🏘🏠🏡👨🚒👩✈️🧑🎨👨💻🧑🔧👨🌾👨🍳🆘️🆘️🏚🏚🏚
Emoji-heavy comment appears to use coded imagery suggesting illegal immigration, smuggling, and housing crisis, likely spreading alarmist misinformation through visual metaphor.
wahidsalmanov-jm1vu
Feb 18, 2026
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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)