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
Trump may be want to be a dictator like putin.
Trump may be want to be a dictator like putin.
Expresses concern about authoritarian threat by comparing Trump to Putin, framing him as a potential dictator.
@jesseespinozajr8038
Mar 4, 2025
Canada now is defferent, in our place here garbage everywhere, respect is gone, crimes increase.
Canada now is defferent, in our place here garbage everywhere, respect is gone, crimes increase.
Expresses concerns about deteriorating conditions (garbage, crime, lost respect) attributed to immigration, with implicit comparison to a better past state.
noemebaloyo2250
Aug 28, 2025
We have enough of them .out
We have enough of them .out
Brief statement expressing saturation and rejection of immigrant presence, conveying demographic anxiety.
esthermattar4912
Aug 28, 2025
I love the voices of new immigrants who support Canada but they are not all. Many come just to take advantage. Those are the ones I fear. The ones who plan to take over and …
I love the voices of new immigrants who support Canada but they are not all. Many come just to take advantage. Those are the ones I fear. The ones who plan to take over and spread violence. I find Indian and Chinese are hardworking honest people but there will always be thieves and bad people among every culture. We need to reduce the quanity and increase the quality of the ones we allow here. We need to support our own first.
Expresses fear of immigrants with criminal intent and cultural takeover, while advocating for reduced immigration quantity and prioritizing citizens.
PatriciaGodboutArt
Aug 28, 2025
We need to take care of our own first. I am tempted by the threat of sharia law to be against Muslim people, although I realize that most are not bad but the radicals and …
We need to take care of our own first. I am tempted by the threat of sharia law to be against Muslim people, although I realize that most are not bad but the radicals and their rate of reproducing scares me. We are losing Canada not just to trump but to the new immigrants. What should we do?
Expresses demographic anxiety about Muslim immigrants and cultural replacement, framed as a question seeking guidance on response.
PatriciaGodboutArt
Aug 28, 2025
Muslims will take over Canada? Scary!
Muslims will take over Canada? Scary!
Expresses demographic anxiety about religious takeover, though the tone suggests possible sarcasm.
yosieftesema
Aug 26, 2025
We’ve always been passive and it’s why our government is doing what it’s doing it’s only a matter of time till we get fed up and the repercussions are gonna be astronomical for them
We’ve always been passive and it’s why our government is doing what it’s doing it’s only a matter of time till we get fed up and the repercussions are gonna be astronomical for them
Expresses alarm about escalating consequences and societal backlash, framed as inevitable and severe.
mizodadon8331
Aug 26, 2025
Thank you I hope a lot of people wake up before our freedom is gone
Thank you I hope a lot of people wake up before our freedom is gone
Expresses alarm about loss of freedom and urges others to 'wake up,' framing immigration as an existential threat.
IreneWatson-u5i
Aug 26, 2025
They are here to destroy our Country to bring in globalism.
They are here to destroy our Country to bring in globalism.
Expresses existential threat ('destroy our Country') and makes unverified conspiratorial claim about globalism without evidence.
7thswan207
Aug 26, 2025
too many foreigners and too much government control, we need conceal carry and castle doctrine
too many foreigners and too much government control, we need conceal carry and castle doctrine
Expresses demographic and governmental anxiety, linking immigration concerns to broader control and security issues.
loganwhite3904
Aug 26, 2025
Degradation of society around the world, people want easy life so they become criminals people don't want to behave accordingly to the surrounding and the culture of the country.
Degradation of society around the world, people want easy life so they become criminals people don't want to behave accordingly to the surrounding and the culture of the country.
Expresses anxiety about societal degradation and criminal behavior linked to immigration, framed as a threat to cultural norms.
csans5997
Aug 26, 2025
People wake up This Is How They will start the World War III
People wake up This Is How They will start the World War III
Expresses alarmist concern about imminent global conflict without substantiation.
hildaramroop9611
Aug 25, 2025
Canada went to war in world war 1 and 2. Fought a foreign nation and won, well now its domestic and for sure you guys can win again. They just came the last 5 years. …
Canada went to war in world war 1 and 2. Fought a foreign nation and won, well now its domestic and for sure you guys can win again. They just came the last 5 years. Take canada back.
Frames immigration as an invasion/war metaphor and calls for reclaiming Canada, expressing existential threat and nationalist sentiment.
dexterioua123
Aug 26, 2025
Its not that we don't care, if we speak out about the unchecked immigration, we risk getting arrested and thrown in prison for hate speech.
Its not that we don't care, if we speak out about the unchecked immigration, we risk getting arrested and thrown in prison for hate speech.
Expresses fear of legal consequences for speaking against immigration, framing criticism as suppressed and dangerous.
ShacktownRaider
Aug 25, 2025
We bring in to many Muslims coming into to our culture which they do not want to assimilate. They are praying in front of catholic churches showing the disrespect they have for us. If we …
We bring in to many Muslims coming into to our culture which they do not want to assimilate. They are praying in front of catholic churches showing the disrespect they have for us. If we dont paty attention they will take over as per their Koran to kill the infidels. We need to wake up and soon. English is the main language in most of the country and french in Quebec. Why did people vote for this stupid liberal government, people of canada do better. Listen to the Muslim man he is saying the quite part out loud and we better listen.
Expresses cultural threat and security anxiety about Muslim immigrants, includes unverified claims about religious ideology and takeover intentions.
KimberleyWright-v8i
Aug 25, 2025
Lmao putting up a picture of someone’s god to just share them . The real problem is Islam ☪️ where the guy was planning to blow up a Jewish synagogue. Try stopping em first
Lmao putting up a picture of someone’s god to just share them . The real problem is Islam ☪️ where the guy was planning to blow up a Jewish synagogue. Try stopping em first
Expresses security concerns by referencing a specific threat (synagogue bombing plot) and frames Islam as the core problem.
Shdfhhevnnuy
Aug 25, 2025
Canada taken over by South Asian Culture --- e.g- no.1 by India
Canada taken over by South Asian Culture --- e.g- no.1 by India
Expresses alarm about South Asian cultural dominance in Canada, framing it as a takeover threat.
jigyjigy2749
Aug 25, 2025
Talking won't make any diff. They are here to conquer not to integrate. That is the root of their culture.
Talking won't make any diff. They are here to conquer not to integrate. That is the root of their culture.
Expresses threat perception ('conquer not integrate') and cultural anxiety about immigrant intentions and assimilation.
dreamst8259
Aug 25, 2025
Its about time but guess what; the rich don't care; its already over for the western world. If you think you can put so many different people together your delusional. The elites are insulated; the …
Its about time but guess what; the rich don't care; its already over for the western world. If you think you can put so many different people together your delusional. The elites are insulated; the people are screwed.
Expresses demographic anxiety about cultural incompatibility and societal collapse, with criticism of elite insulation from consequences.
scottclemens9245
Aug 25, 2025
Canadas about to get a beat down!!! ?????? F Canada
Canadas about to get a beat down!!! ?????? F Canada
Expresses threat/danger framing ('beat down') and hostile sentiment toward Canada.
@aLargeFarva23
Mar 5, 2025
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)