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
The Fall of Western civilization started decades ago 😢.
The Fall of Western civilization started decades ago 😢.
Expresses existential anxiety about Western civilization decline, framed as a threat narrative.
fgmeja8mso
Sep 30, 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
It's going to be China soon
It's going to be China soon
Expresses demographic anxiety by suggesting Canada will become Chinese, implying threat from demographic change.
gammarey7070
Jan 27, 2026
your trump and his puppets are no better then Putin it makes me puke and if this goes on stay away out of europe have your vacations in your great number one america or have …
your trump and his puppets are no better then Putin it makes me puke and if this goes on stay away out of europe have your vacations in your great number one america or have vacation in russia but dont come to europe please
Expresses alarm about political leadership and warns Europeans against American/Russian visitors, combining threat perception with comparative framing.
@dutchiemo123
Mar 4, 2025
... the new Warsaw Pact (USA & Russia) ... the new reality ... PREDICTION: Trump will be impeached within a year ... nobody truly realized to date how dangerous and unstable this man is ... …
... the new Warsaw Pact (USA & Russia) ... the new reality ... PREDICTION: Trump will be impeached within a year ... nobody truly realized to date how dangerous and unstable this man is ... early onset dementia would be a good guess
Expresses alarm about Trump as a dangerous, unstable figure with unsubstantiated claims about dementia and Russian connections, framed as predictive warnings.
@DouglasPrice-p9q
Mar 4, 2025
8:20 , people are literally favouring Indians.
8:20 , people are literally favouring Indians.
Expresses concern about preferential treatment of Indians, suggesting demographic anxiety and potential discrimination in immigration.
Chadbox133
Feb 20, 2026
Lord please help us! Please defeat Krasnov, the enemy from within our White House who is Putins puppet
Lord please help us! Please defeat Krasnov, the enemy from within our White House who is Putins puppet
Expresses alarm about perceived internal threat and makes unsubstantiated claim about political figure being a foreign puppet.
@ingridsanders7325
Mar 4, 2025
Why don’t people just say it! Trump want to eliminate the Constitution he wants to make us a communist country, he wants to be the supreme ruler, he wants to be the 2nd PUTIN!!
Why don’t people just say it! Trump want to eliminate the Constitution he wants to make us a communist country, he wants to be the supreme ruler, he wants to be the 2nd PUTIN!!
Expresses alarmist concerns about Trump eliminating constitutional democracy and establishing authoritarian rule, with unsubstantiated claims presented as fact.
@Jesus22277
Mar 4, 2025
Trump has made ruZZia's cruel dick-tator his closest friend, not ours, not our America's, which has not lost its love and appreciation for its neighbors, and especially Canada, its cousin! For some reason, we are …
Trump has made ruZZia's cruel dick-tator his closest friend, not ours, not our America's, which has not lost its love and appreciation for its neighbors, and especially Canada, its cousin! For some reason, we are now governed by a complete psycho moron and his cabal, whose sole interest is $money$, as they value nothing else in life. This is a republican coup. We're sorry and apologize to the world, and especially Ukraine, for this disaster. We hope to be a free nation again one day! Peace, Hope & Love from a dying nation.
Expresses alarm about Trump as a threat to democracy and national stability, using language of crisis and apocalyptic concern.
@GM-cq6ez
Mar 4, 2025
THIS IS ALL ON PURPOSE TO DAMAGE THE COUNTRY. \nTrump is dismantling the country to fulfill his promise to Putin. First he disrupted the government by firing millions indiscriminately. Then he alienates our allies around …
THIS IS ALL ON PURPOSE TO DAMAGE THE COUNTRY. \nTrump is dismantling the country to fulfill his promise to Putin. First he disrupted the government by firing millions indiscriminately. Then he alienates our allies around the world so America can no longer be trusted. If that isn’t enough he then tanks the economy. Now he is publicly aligning himself with Russia. Trump and his cronies are Russian assets and they are destroying this country before your eyes, on purpose. You would have to be a fool not to see it.
Expresses alarm about deliberate national destruction and makes unsubstantiated claims about Trump being a Russian asset without evidence.
@danield954
Mar 4, 2025
Canadians better be careful who they elect after Justin Trudeau leaves They might end up with a Trumplike person governing their country too I pray for the Canadians Americans love you
Canadians better be careful who they elect after Justin Trudeau leaves They might end up with a Trumplike person governing their country too I pray for the Canadians Americans love you
Expresses anxiety about Canada electing a Trump-like leader and warns of democratic risks.
@tanyaleasure6743
Mar 4, 2025
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
As a European I must agree with Wesley Clark. Things have changed a lot since he took office. Most people here sees the US more as an enemy than an allied now! Let that sink …
As a European I must agree with Wesley Clark. Things have changed a lot since he took office. Most people here sees the US more as an enemy than an allied now! Let that sink in MAGA people if you can... He has made everything upside down. Supporting Russia WTF? We knew he was insane, but this is getting way out of hand! \nThis is not going to make america great again (what utter BS). Instead every history book in the future will talk about the time when the US went mad and lost its way, losing all credibility and trust it ever gained.
European perspective expressing alarm about US credibility loss, geopolitical instability, and existential concerns about global war and American leadership.
@Krikstar123
Mar 4, 2025
People in the west better wake up real fast.
People in the west better wake up real fast.
Vague alarmist warning about Western societies facing unspecified danger, urging urgent awareness without substantive detail.
charleshowd9784
Jan 27, 2026
enviable? really? then why does Global have to send a Chinese girl downtown to interview immigrants that have been here for 50 yrs, yet still can't speak basic English, not just them, I've seen people …
enviable? really? then why does Global have to send a Chinese girl downtown to interview immigrants that have been here for 50 yrs, yet still can't speak basic English, not just them, I've seen people that claim they've been here for 25, same thing, who also aren't Drs, professionals, you know all the delusions that you are talking about, cause that's the bullshit lie that we needed all these immigrants for skilled jobs, like the lie that all cabbies are really Drs, engineers, ect.... it's a lie, from the start, cause we needed to keep the boomers in the lifestyle they didn't pay for, ie all the debt/deficits since 68 when they started voting
Commenter expresses demographic and integration anxiety through anecdotal claims about immigrants' language skills and qualifications, framing immigration as a threat.
rona3393
Feb 17, 2026
Going to say it one more time!! America will Destroy America!!!!
Going to say it one more time!! America will Destroy America!!!!
Expresses alarm about internal American self-destruction, framing the nation as a threat to itself.
@edgarflores504
Mar 4, 2025
The world needs to know this is happening, Canada is unrecognizable almost everywhere
The world needs to know this is happening, Canada is unrecognizable almost everywhere
Expresses demographic anxiety about Canada becoming unrecognizable and implicitly calls for awareness/action against immigration changes.
kurth7148
Jan 29, 2026
Trump is absolutely destroying America as the world knows it, if that tyrant is not reined in, the people will suffer immensely, this is nothing but a manufactured crisis used as a tactic to demonstrate …
Trump is absolutely destroying America as the world knows it, if that tyrant is not reined in, the people will suffer immensely, this is nothing but a manufactured crisis used as a tactic to demonstrate their power, and then solve it and become the savior of the people. Trump is the symbol in which the ultra wealthy elite and the fascists have concentrated their efforts, he’s a puppet of that oligarchy and someone who is subjected to a very obscure tie to Putin. What kind of information does Putin hold to exert that amount of influence over Trump? It must be something bigger than Trump’s mere admiration of his autocratic power…
Expresses alarm about Trump's destructive power and unsubstantiated claims about Putin's influence over him, framed as existential threat.
@MsElectricLover
Mar 4, 2025
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
I can't imagine the number of "bad" people that have been let into this country, and we are paying for it.
I can't imagine the number of "bad" people that have been let into this country, and we are paying for it.
Expresses anxiety about dangerous immigrants entering Canada and financial burden on citizens, combining security and economic concerns.
KielerInKanada
Feb 26, 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)