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
Jeesuz these people are invading every friggin country! They're taking over towns like Frisco, TX and Harrisburg, PA... their attitude is absolutely disgusting. They're into every scam you can imagine. Say no to their bullshit
Jeesuz these people are invading every friggin country! They're taking over towns like Frisco, TX and Harrisburg, PA... their attitude is absolutely disgusting. They're into every scam you can imagine. Say no to their bullshit
Expresses alarm about demographic 'invasion,' makes sweeping negative generalizations about a group's behavior and criminality.
wisdomcards7695
Feb 28, 2026
We are shocked... If Donald Trump is not careful, he will go down in history as the destroyer of the free West!! Where are you Americans, we were friends?!?! Greetings from Germany...
We are shocked... If Donald Trump is not careful, he will go down in history as the destroyer of the free West!! Where are you Americans, we were friends?!?! Greetings from Germany...
Expresses alarm about Trump destroying the Western alliance and appeals to American identity as former allies.
@simonfrank7348
Mar 4, 2025
Hope the U.S learns that allying with Russia won’t be a good thing for them
Hope the U.S learns that allying with Russia won’t be a good thing for them
Expresses concern about US-Russia alliance as a threat, implicitly warning against this geopolitical outcome.
@joseeloisa538
Mar 4, 2025
All that shit needs to be taken down in Canada this is sicking!
All that shit needs to be taken down in Canada this is sicking!
Expresses alarm and disgust about Canadian immigration policy, framed as a security/moral threat.
Felix-hj3tv
Feb 13, 2026
Mind you trump wants the whole of canada as a state of US
Mind you trump wants the whole of canada as a state of US
Expresses territorial anxiety about US annexation of Canada, framed as an unsubstantiated threat.
@robertmalaba5028
Mar 4, 2025
The only problem with 75% of the population believing immigration is too high is the 25% that is still not understanding what has happened.
The only problem with 75% of the population believing immigration is too high is the 25% that is still not understanding what has happened.
Expresses demographic anxiety by suggesting a significant portion of the population fails to grasp immigration's impact.
jamessilverton8640
Mar 1, 2026
They cave read English they didn't have it ever see a car before getting three. Why Florida stop that shit. They can't drive semi on the rd here
They cave read English they didn't have it ever see a car before getting three. Why Florida stop that shit. They can't drive semi on the rd here
Makes stereotypical claims about immigrant competence and safety concerns regarding driving, with unsubstantiated generalizations.
jennifercollins3171
Mar 3, 2026
This is not going to end well. \n\nThe former NATO Supreme Commander tells it like it will be.\n\nThe USA has already lost massively as Trump does not understand the sound and mostly reasonable US imperial …
This is not going to end well. \n\nThe former NATO Supreme Commander tells it like it will be.\n\nThe USA has already lost massively as Trump does not understand the sound and mostly reasonable US imperial Security Strategy, and i say this as a non US citizen.\n\nI still do not hate the American people, but Trump has given every anti America voice exactly what they needed, big incidents painting to paint them as most evil.\nTrump got played so hard by Putin it is not funny anymore, Putin is the bear and Trump the screaming goose, free meal for the bear.
Expresses alarm about geopolitical consequences and security threats, with comparative analysis of nations and leaders.
@nocomment3294
Mar 5, 2025
Yall still happy about bringing the orange man child back into office??
Yall still happy about bringing the orange man child back into office??
Rhetorical question expressing concern and anxiety about Trump's return to office and its consequences.
@southcac24
Mar 4, 2025
Canada will go bankrupt in one year. And that’s fine with me.
Canada will go bankrupt in one year. And that’s fine with me.
Expresses alarmist prediction of economic collapse while indicating approval of the outcome.
@chuckarnett9544
Mar 4, 2025
Just the tippity top of the iceberg. Keep digging, we've been the play place of foreign International influence groups too long.
Just the tippity top of the iceberg. Keep digging, we've been the play place of foreign International influence groups too long.
Vague allusion to foreign influence and conspiracy without specifics, suggesting hidden threats and systemic corruption.
jamesgray6238
Feb 18, 2026
You think your a Tough Guy now that your leaving…. Bring it on idiot… we know our prices will rise in the short term, but we will prevail in this……
You think your a Tough Guy now that your leaving…. Bring it on idiot… we know our prices will rise in the short term, but we will prevail in this……
Expresses confrontational language and concern about price increases while asserting resilience against perceived threat.
@user-wx2ey3iq3e
Mar 4, 2025
This is the entire west. It’s intentional
This is the entire west.
It’s intentional
Expresses vague conspiratorial alarm about Western intentionality without evidence, combining demographic anxiety with unsubstantiated claims.
Shane0Mac247
Jan 29, 2026
durka durka, boys. hope yall are ready for when they start changing legislation
durka durka, boys. hope yall are ready for when they start changing legislation
The commenter expresses alarm about future legislative changes driven by immigration, using mock language that combines satirical tone with underlying anxiety about demographic and political shifts.
dr-johnnysins
Dec 21, 2025
Ba qu'ils aillent au kalistan ils serviront a déstabiliser le kalistan en Inde voilà comment des communautarisme servent des intérêts occidentaux de déstabilisation l'Inde c'est pas le régime de pilote qu'ils arrêtent leurs conneries c'est …
Ba qu'ils aillent au kalistan ils serviront a déstabiliser le kalistan en Inde voilà comment des communautarisme servent des intérêts occidentaux de déstabilisation l'Inde c'est pas le régime de pilote qu'ils arrêtent leurs conneries c'est comme pour l'Iran trop de fouteur de merde dans l'émigration il y a de tout il n'est pas normal que des états accueille des voyous qui détruisent des vie paisible
Expresses security and geopolitical concerns about immigrants destabilizing nations, with conspiratorial framing about Western interests.
sericnicolas4316
Feb 11, 2026
its not people its religion what fucks the country make world ateist it would be heaven
its not people its religion what fucks the country make world ateist it would be heaven
Expresses alarmist claim that religion (not people) harms the country, proposing extreme solution while framing immigrants/religions as existential threat.
soul-monk
Feb 12, 2026
Trump is a danger to himself and others. His effect or his team have to get him committed against his will for everyone's safety. To those people who ate his power of attorney, this is …
Trump is a danger to himself and others. His effect or his team have to get him committed against his will for everyone's safety. To those people who ate his power of attorney, this is orderly neglect it's not always about money, tax papers money, the team around him and is wife and see it clearly. Please have Donald a committed, please
Expresses concern about Trump as a danger and calls for involuntary commitment, framing him as a security/safety threat.
@SehamAdam-fu1cu
Mar 4, 2025
You think. Hahahah. This has been going on for decades. People know globally where to go to hide and cause problems in Canada.
You think. Hahahah. This has been going on for decades.
People know globally where to go to hide and cause problems in Canada.
Expresses alarmist concern that Canada is a destination for criminals and troublemakers, combining demographic anxiety with unsubstantiated claims.
islguy420
Feb 18, 2026
The problem is there are just to many off them. Then too many have gotten very arrogant saying thing like this our country now. Taking over cities street with loud music for some wedding and …
The problem is there are just to many off them. Then too many have gotten very arrogant saying thing like this our country now. Taking over cities street with loud music for some wedding and to those who also live on the street cannot even park there car or live in there homes due to the loud noise. No permit, just taking over. The other problem the last few years immigrations number have skyrocket and 90% of them our Indians. The government should have never let such a large group from one country enter. Meanwhile as climate change happen a lot of countries will be in trouble and the people will need to go somewhere. Iran has only 3% of there water reserve left. India has ruin there country and so has China with pollution and dumping of heavy metel in river and lakes. Meanwhile the Caribbean is expected to be unlivable in 15 and 20 years. The USA we are expected to lose 100 miles of our coastline. That area is where 50% of Americans lives. Pretty soon it will be everyone for themselves if certain country do not look at the long term picture.
Also the lifestyle we are living today is just not sustainable.
Expresses demographic anxiety and cultural threat concerns, includes unverified claims about immigrant behavior and statistics, and references environmental/economic sustainability concerns.
JeniferMarkoe
Dec 7, 2025
It perspective, Because of India’s sheer scale, even a fringe minority of 10% of bad Indians lets just say, represents a population equivalent to an entire mid-sized nation.
It perspective, Because of India’s sheer scale, even a fringe minority of 10% of bad Indians lets just say, represents a population equivalent to an entire mid-sized nation.
Uses demographic framing to suggest a large population of 'bad Indians' poses a threat, employing alarmist logic about scale and minority groups.
--sly--
Mar 2, 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)