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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Call to Action
2,768 comments
Maybe this will help the Dems grow a spine finally.
Maybe this will help the Dems grow a spine finally.
Urging Democrats to take stronger action, implicitly calling for political response to the situation.
@gue3445
Mar 4, 2025
remigration is a word people need to learn and understand
remigration is a word people need to learn and understand
Promotes awareness of 'remigration' concept, implicitly calling for return migration of immigrants.
Call to Action
0.68
rosskaske6357
Nov 20, 2025
Bunch loser mad that they have to pay no more my nice guy let’s go trump 2025
Bunch loser mad that they have to pay no more my nice guy let’s go trump 2025
Expresses political support and implicitly urges voting action ('trump 2025') while dismissing opponents.
@MikeDela-q50
Mar 4, 2025
Time to cut the power to the US leave them in the dark to think about their actions
Time to cut the power to the US leave them in the dark to think about their actions
Suggests a retaliatory action (cutting power) framed as punishment, combining threat language with an implicit call for escalation.
@dionwalsh1089
Mar 4, 2025
We do not need your products.
We do not need your products.
Brief assertion of national self-sufficiency framed as a rallying statement against US products, urging collective action.
@darrellrush9659
Mar 5, 2025
Tyler please investigate all the indian politicians in canada that are supporting all the Indian migration and fraud in Canada
Tyler please investigate all the indian politicians in canada that are supporting all the Indian migration and fraud in Canada
Urges the video creator to investigate alleged fraud and corruption, framing Indian politicians and migration as problematic without evidence.
a69sac
Feb 27, 2026
At this point we need to repeal the amendment blocking trump to a third term and the pardon protecting hunter biden and we should throw him in jail
At this point we need to repeal the amendment blocking trump to a third term and the pardon protecting hunter biden and we should throw him in jail
Calls for constitutional changes and legal action against political opponents, mixing policy demands with unsubstantiated claims.
@pmack217
Mar 4, 2025
Americans , the only solution is to impeach Trump pet ? …. NOW !!
Americans , the only solution is to impeach Trump pet ? …. NOW !!
Urges Americans to impeach Trump, framed as a direct call for political action with identity-based framing.
@bumblebee5958
Mar 4, 2025
I am hoping that Trump would resign from the presidency in less than 6 months! He is doing great damage to our country right now!
I am hoping that Trump would resign from the presidency in less than 6 months! He is doing great damage to our country right now!
Expresses hope for political resignation while framing the current situation as damaging, combining aspiration with threat perception.
@tonyanderson5123
Mar 4, 2025
Close our european borders immediately to these West-Russians
Close our european borders immediately to these West-Russians
Calls for border closure with xenophobic framing ('West-Russians') expressing threat perception.
@karstenwehsner9061
Mar 4, 2025
I THOUGHT HE QUIT????I PRAY CANADACUTS ITS CANCER TRUDEAU OUT,LIKE AMERICANS CANADA HAS CRIMINALS IN GOVERNMENT FROM LONG AGO,ITS A WORLD PROBLEM
I THOUGHT HE QUIT????I PRAY CANADACUTS ITS CANCER TRUDEAU OUT,LIKE AMERICANS CANADA HAS CRIMINALS IN GOVERNMENT FROM LONG AGO,ITS A WORLD PROBLEM
Calls for removal of Trudeau while making unsubstantiated claims about government corruption, mixing action urging with conspiracy-like assertions.
@MugseyFreedom
Mar 4, 2025
All of you can go live in Canada!!
All of you can go live in Canada!!
Sarcastically urges critics to relocate to Canada, implying they should leave if dissatisfied with current situation.
@SpeakingTruth1319
Mar 4, 2025
SENT THEM BACK TO BJP MODI GANDHI KILLERS INDIA
SENT THEM BACK TO BJP MODI GANDHI KILLERS INDIA
Calls for deportation of immigrants with inflammatory language targeting a specific nationality.
JohnSamuel01122
Mar 1, 2026
Just dont go and travel within Canada.
Just dont go and travel within Canada.
Advises others not to travel within Canada, functioning as a recommendation/warning to others.
Call to Action
0.68
everydayfun9531
Dec 10, 2025
Cut off power to NY Now!!
Cut off power to NY Now!!
Urges immediate action ('Cut off power to NY Now') though context and seriousness are unclear.
Call to Action
0.65
@robertgow9462
Mar 4, 2025
51 needs to happen. USA USA
51 needs to happen. USA USA
Cryptic reference to '51' (likely US statehood) with patriotic exclamation, appears to be calling for political/territorial action.
Call to Action
0.65
Theboarscompany
Jan 27, 2026
Just stop paying taxes lol 💪
Just stop paying taxes lol 💪
A provocative suggestion to stop paying taxes, likely meant as sarcastic protest but framed as direct action.
Lordbalogna
Feb 25, 2026
BURN IT DOWN NOW
BURN IT DOWN NOW
An urgent, inflammatory call to action with implied threat language, though the specific target is ambiguous.
VestibularSystem
Feb 6, 2026
We need the guy on the bike as our prime minister
We need the guy on the bike as our prime minister
Sarcastically or seriously suggests replacing the prime minister, likely in response to immigration policy disagreement.
tommycooper3292
Jan 27, 2026
Please go to north east Calgary and Edmonton
Please go to north east Calgary and Edmonton
Directive urging someone to visit specific locations, likely to observe immigration-related conditions.
Call to Action
0.65
jazargoalq785
Mar 2, 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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)