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
Fear / Threat
3,873 comments
People who drive in countries like India don’t just switch up how they drive overnight, they are going to bring their bad driving habits like has anyone seen how they drive out there it’s crazy.
People who drive in countries like India don’t just switch up how they drive overnight, they are going to bring their bad driving habits like has anyone seen how they drive out there it’s crazy.
Expresses concern about immigrants bringing dangerous driving habits from their home countries, combining threat anxiety with an unverified behavioral claim.
kevinmiranda1769
Jan 27, 2026
tRump is the ultimate dicktator. I do mean dick. He's not doing this because of fentanyl or even free and fair trade. He's doing this because he wants control of Canada, Greenland, Panama, and Mexico …
tRump is the ultimate dicktator. I do mean dick. He's not doing this because of fentanyl or even free and fair trade. He's doing this because he wants control of Canada, Greenland, Panama, and Mexico because he wan't to brag to his buddies Putin and Xi Ping.
Expresses alarm about Trump's territorial ambitions and alleged authoritarian motives, with unsubstantiated claims about his intentions.
@martinstepanek9252
Mar 4, 2025
Wait til you go to central California it’s all India
Wait til you go to central California it’s all India
Expresses alarm about demographic change by comparing California's Indian population to Canada's situation.
Weasel1432
Feb 4, 2026
Bro, we have no control over this maniac!!
Bro, we have no control over this maniac!!
Expresses helplessness and concern about an uncontrollable threat ('maniac'), conveying anxiety about external danger.
Fear / Threat
0.80
@Jacob-dw4vd
Mar 4, 2025
He is the biggest danger to our country. What are government officials representing us doing???
He is the biggest danger to our country. What are government officials representing us doing???
Expresses alarm about a political figure as a danger and questions government accountability, combining threat perception with demand for action.
@loisnesmith1810
Mar 4, 2025
The Tump/Putin cult will destroy America and a stable world in order to create an oligarchic world order.
The Tump/Putin cult will destroy America and a stable world in order to create an oligarchic world order.
Expression of existential threat from Trump/Putin alliance leading to oligarchic world order and global instability.
@8754sspy
Mar 4, 2025
Trump wants to break the economy so the rich can scoop up all their competition and create super monopolies and a modern oligarchy.
Trump wants to break the economy so the rich can scoop up all their competition and create super monopolies and a modern oligarchy.
Expression of economic danger and systemic threat (oligarchy, monopolies) framed as intentional harm.
@leviw.6795
Mar 4, 2025
We ?? Americans are Prepared for what ever Our President Decides. Canada ?? needs to Stop the Fetenal coming into Our Country. Canada ? needs to stop crying ? about their state because it is …
We ?? Americans are Prepared for what ever Our President Decides. Canada ?? needs to Stop the Fetenal coming into Our Country. Canada ? needs to stop crying ? about their state because it is in Shambles.
American asserting national identity while expressing security concerns about fentanyl and criticizing Canada's state, with alarmist framing.
@michaelhumphreys1321
Mar 4, 2025
1343 Days to go <nervous laughter>
1343 Days to go <nervous laughter>
Countdown with nervous laughter indicates anxiety about future events, using humor to express underlying concern.
@youtubesucksdicks9474
Mar 4, 2025
I really hope the orange traitor has a nice obituary in the papers...ASAP
I really hope the orange traitor has a nice obituary in the papers...ASAP
Hostile expression wishing death upon Trump, framed as threat/alarmist rhetoric rather than humor.
Fear / Threat
0.80
@CaseyElmore81
Mar 4, 2025
If India's full of such intelligent people, why aren't they one of the most advanced countries in the world. Why don't they at least google Canadian hygiene when they come over here.
If India's full of such intelligent people, why aren't they one of the most advanced countries in the world.
Why don't they at least google Canadian hygiene when they come over here.
Expresses xenophobic concerns about Indian immigrants' hygiene and intelligence, framing them as a threat to Canadian standards.
ArtemisGreyson
Feb 7, 2026
What if Trump wants to be like Putin? Separated from the world, isolated just like terrorist state? What if Trump wants to have a US for his own?
What if Trump wants to be like Putin? Separated from the world, isolated just like terrorist state? What if Trump wants to have a US for his own?
Rhetorical questions expressing anxiety about Trump's potential authoritarian intentions and isolation of the US.
@WiktorBOSS
Mar 4, 2025
This is the beginning of the end for America and its global dominance in economics and military might. With the fall of America will come the end of zionism in occupied Palestine!
This is the beginning of the end for America and its global dominance in economics and military might. With the fall of America will come the end of zionism in occupied Palestine!
Expresses apocalyptic fears about America's decline and geopolitical consequences, with comparative framing about global dominance.
@rogue9995
Mar 4, 2025
THE DEVILISH ? ? ? Fascist TRUMP & GOP-ERS are Attacking our COUSINS & Next Door Neighbors in CANADA & Aligning with the Devil ? Putin & the Devil Netanyahu \n?
THE DEVILISH ? ? ? Fascist TRUMP & GOP-ERS are Attacking our COUSINS & Next Door Neighbors in CANADA & Aligning with the Devil ? Putin & the Devil Netanyahu \n?
Uses inflammatory language and religious/moral framing to express existential threat and alarm about Trump, GOP, and geopolitical alliances.
@patward1610
Mar 4, 2025
By Christmas 2025, America will be shit
By Christmas 2025, America will be shit
Expresses dire prediction about America's future, conveying anxiety and negative outlook.
@yerfillinois8254
Mar 4, 2025
tRump is an enemy of the state.
tRump is an enemy of the state.
Characterizes Trump as an enemy and existential threat to the state, expressing security and political danger concerns.
@michaelknight37
Mar 4, 2025
America will not be bullied by Canada you will soon be the 51st state shut up
America will not be bullied by Canada you will soon be the 51st state shut up
Expresses threat/dominance framing ('bullied,' '51st state') combined with dismissive us-vs-them positioning.
@tonymanning9067
Mar 4, 2025
Finally someone showing the world the bullshit we gotta deal with. We got too man “student visa” Indians in our fucking country. The government is the biggest part of this problem smh
Finally someone showing the world the bullshit we gotta deal with. We got too man “student visa” Indians in our fucking country. The government is the biggest part of this problem smh
Expresses concern about immigration levels and student visa abuse, framing it as a national problem with alarmist language.
cjonclouds6630
Jan 27, 2026
Russia wants a United States of America for they self so they’re going to try to hurt us. Wake the fuck up.
Russia wants a United States of America for they self so they’re going to try to hurt us. Wake the fuck up.
Expresses security threat concerns about Russia and urges awareness of external dangers.
@Boobiegetmoney
Mar 4, 2025
The replacement of the builders to servants
The replacement of the builders to servants
Metaphorical expression of demographic replacement anxiety, a common fear-based framing.
TheUnapologeticApostate
Jan 27, 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)