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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Fear / Threat
3,873 comments
3:27 - and that’s the problem- self worried. I worry about my kids future and serving God not myself. Self centered people are the dangers of free society. They don’t worry about losing freedom as …
3:27 - and that’s the problem- self worried. I worry about my kids future and serving God not myself. Self centered people are the dangers of free society. They don’t worry about losing freedom as long as it seems it will outlast them
It’s an issue in Rural East TN. All the gas stations, even the old ones off the main hwys that used to be where all the old local generation would gather and drink coffee and eat breakfast….those places sold out to 🇮🇳
It’s insane
Expresses anxiety about cultural/demographic change (gas stations sold to Indian owners) framed as a threat to community identity and values, with underlying concern about loss of local heritage.
TicketTraps
Feb 27, 2026
The States that receive electricity from Canada, may soon be in the dark, literally. Make sure you thank Trump.
The States that receive electricity from Canada, may soon be in the dark, literally. Make sure you thank Trump.
Warns of potential energy crisis consequences from Trump's policies, expressing concern about material harm to U.S. states.
@lisamarie8265
Mar 4, 2025
When are Americans going to understand that Trump is executing Putin's playbook to become America's Tsar.
When are Americans going to understand that Trump is executing Putin's playbook to become America's Tsar.
Expresses alarm about Trump executing a foreign power's agenda to establish authoritarian rule, combining threat perception with unsubstantiated conspiracy framing.
@kurtjacobs8834
Mar 4, 2025
Imagine these people build a 20ft tall statue and say it is god and puts it near the road for all to see, really?? Who is really in charge in Canada. All these false gods …
Imagine these people build a 20ft tall statue and say it is god and puts it near the road for all to see, really?? Who is really in charge in Canada. All these false gods with eight hands?? They are just inviting destruction on Canada!!
Expresses alarm about religious statues and cultural practices, framing them as inviting destruction and questioning who controls Canada.
OLAYNO
Aug 29, 2025
The cartels are already in the u.s. don't be surprised
The cartels are already in the u.s. don't be surprised
Expresses security anxiety about cartels with an unsubstantiated claim presented as fact without evidence.
@primitivomartinez4887
Mar 4, 2025
These are the first steps to ww3. US will invade Canada because of the trade war. Then invade México with the excuse of going after the Cartels. But make no mistake the whole world will …
These are the first steps to ww3. US will invade Canada because of the trade war. Then invade México with the excuse of going after the Cartels. But make no mistake the whole world will not just stand to watch the carnage.
Presents escalating threat scenario (trade war leading to invasion and WW3) without evidence, expressing alarmism about geopolitical consequences.
@felipesuarez1372
Mar 5, 2025
dang, they even built a pagan demonic statue lol
dang, they even built a pagan demonic statue lol
Expresses alarm about religious/cultural symbols with conspiratorial undertones about demonic intent.
WatchfulWolf
Jan 27, 2026
Those opinions were the versions people were willing to say on camera. Imagine how they really feel.
Those opinions were the versions people were willing to say on camera. Imagine how they really feel.
Suggests hidden prejudice among interviewed subjects, implying darker sentiments not expressed on camera.
paularized1
Jan 28, 2026
Guess what Canadians it’s going to get worse 😂😂😂
Guess what Canadians it’s going to get worse 😂😂😂
Expresses pessimistic prediction about worsening immigration situation, delivered with sarcastic tone and emojis.
fabricemukaramuzi7224
Aug 28, 2025
When is America going to wake to this Elon's stooge and Putin's puppet?\n\nGood luck, America . . . it was fun while it lasted.
When is America going to wake to this Elon's stooge and Putin's puppet?\n\nGood luck, America . . . it was fun while it lasted.
Expresses alarm about Trump and Elon Musk with unsubstantiated claims ('Putin's puppet') and apocalyptic framing.
@ollyzaki7499
Mar 4, 2025
The west is fukced
The west is fukced
Expresses apocalyptic concern about Western decline, likely in context of immigration discussion.
Fear / Threat
0.78
thomaslemonnier1438
Jan 28, 2026
Regarding our military, no one wants to join because it is an absolute mess. So now Carney wants to bring in mercenaries to bolster the military ranks. Personnel with no allegiance, love, or empathy towards …
Regarding our military, no one wants to join because it is an absolute mess. So now Carney wants to bring in mercenaries to bolster the military ranks. Personnel with no allegiance, love, or empathy towards Canadians. A force willing to do whatever is asked of them, no moral affinity with Canadians whatsoever. Makes you wonder why they are choosing this path. Draw your own conclusions.
Expresses security and loyalty concerns about foreign military personnel, using alarmist language about mercenaries lacking allegiance to Canada.
user-fx4ds2yu2t
Feb 27, 2026
I feel so bad for the canadians ngl.
I feel so bad for the canadians ngl.
Expression of sympathy for 'Canadians' implying demographic or cultural threat from immigration, with us-vs-them framing.
justaemptymall
Jan 27, 2026
The US and Canada have always been allies. I can't believe this is happening.
The US and Canada have always been allies. I can't believe this is happening.
Expresses shock and concern about the breakdown of traditional US-Canada alliance relationship.
@williamgauthier9294
Mar 4, 2025
I know it's really hard but people have to stop feeling apologetic start standing up or you're just going to lose everything and you only reason why immigrants especially Muslims when they screw their own …
I know it's really hard but people have to stop feeling apologetic start standing up or you're just going to lose everything and you only reason why immigrants especially Muslims when they screw their own family members that's why they keep on having kids everybody is getting fed up even here in the USA with all these Muslims and other immigrants need to start clearing out the government I'm picking people who are for us
Expresses demographic anxiety and existential threat ('lose everything'), with calls to action against immigrants and Muslims specifically.
joannmuzyka9298
Aug 25, 2025
I’m from Vermont, I was floored when you mentioned crossing into here. Just know that some locals held illegals at gun point last year until border agents showed up 🙂 people take that pretty serious …
I’m from Vermont, I was floored when you mentioned crossing into here. Just know that some locals held illegals at gun point last year until border agents showed up 🙂 people take that pretty serious here.
First-person account of border security concerns and vigilante response to undocumented immigration, framing it as a serious threat.
vtman5656
Jan 27, 2026
If annexation is what it takes to fix this, then sign me up
If annexation is what it takes to fix this, then sign me up
Expresses extreme anxiety about national sovereignty through a hyperbolic suggestion of annexation as a solution to perceived problems.
TaageVanu
Jan 27, 2026
They our Christian country Canada totally destroy our culture our Christian religion destroy wake up wake up Canada government
They our Christian country Canada totally destroy our culture our Christian religion destroy wake up wake up Canada government
Expresses anxiety about cultural and religious displacement, framing immigration as a threat to Christian Canadian identity.
romeorozario8700
Feb 23, 2026
Canada just threatened Americans directly. Now it's going to get ugly. Why would Canada escalate and dare trump?
Canada just threatened Americans directly. Now it's going to get ugly. Why would Canada escalate and dare trump?
Expresses alarm about escalation and danger ('going to get ugly'), framed within US-Canada relations.
@KjNix
Mar 4, 2025
It’s not Canada anymore our country got ruined from COVID shut downs then it was up for grabs
It’s not Canada anymore our country got ruined from COVID shut downs then it was up for grabs
Expression of national decline and loss of country identity, framing immigration as opportunistic takeover following pandemic disruption.
PlottingWithThieves
Jan 27, 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)