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 beginning of the great decline
the beginning of the great decline
Expresses apocalyptic concern about Canada's future trajectory without specific policy details, conveying demographic or national anxiety.
Fear / Threat
0.75
@eskimokidmusic
Mar 5, 2025
i would advise never to eat at indian restaurants unless you can get a clear view of their kitchen, just a warning
i would advise never to eat at indian restaurants unless you can get a clear view of their kitchen, just a warning
Expresses suspicion and warning about Indian restaurants with an implicit threat/hygiene concern, though the claim lacks evidence.
elmascholo13
Feb 26, 2026
Donald trump IS our opponent around the world. if you look into those glassed over eyes, you will see Putin.
Donald trump IS our opponent around the world. if you look into those glassed over eyes, you will see Putin.
Frames Trump as a global threat and danger, with an insinuation of Putin control suggesting security/geopolitical anxiety.
@richardhague3034
Mar 4, 2025
Trump will get the U.S. Cancelled if he keeps this behavior
Trump will get the U.S. Cancelled if he keeps this behavior
Warns of severe consequences ('Cancelled') from Trump's behavior, expressing concern about national-level damage.
@Mrs539Ley
Mar 4, 2025
At this point it sure seems like this was done by design.
At this point it sure seems like this was done by design.
Suggests intentional conspiracy or deliberate policy failure without evidence, implying systemic threat.
grandmufftwerkin9037
Feb 26, 2026
You CAN'T TRUST trump, the US. The US will feel the PINCH.???
You CAN'T TRUST trump, the US. The US will feel the PINCH.???
Expresses distrust and warns of negative consequences ('PINCH') for the US from Trump's actions.
@hchapuis231
Mar 4, 2025
And if Justin thinks hes going to pit himself against russia let him try it out
And if Justin thinks hes going to pit himself against russia let him try it out
Expresses concern/skepticism about Trudeau confronting Russia, implying potential danger or unwise escalation.
@MikeLeo-h9y
Mar 5, 2025
Call in airstrikes.
Call in airstrikes.
Extreme rhetoric suggesting military violence as a response, expressing existential threat perception regarding immigration.
Patrick-sy9uw
Jan 29, 2026
The world is in ?danger
The world is in ?danger
Vague expression of danger and threat without specific context, conveying anxiety or alarm.
Fear / Threat
0.75
@evaluizaoliveira
Mar 5, 2025
THIS IS ALL DONE ON PURPOSE. WHO CARES
THIS IS ALL DONE ON PURPOSE. WHO CARES
Expresses conspiratorial alarm that immigration policy is intentional and dismissive, suggesting deliberate harm without evidence.
Maurice-x4d
Feb 26, 2026
Putin would be laughing his arse off - his useful idiot is doing a great job.
Putin would be laughing his arse off - his useful idiot is doing a great job.
Uses inflammatory language suggesting Trudeau is a 'useful idiot' for Putin, implying geopolitical threat and conspiracy.
@michaelcunneen2665
Mar 5, 2025
im lucky i got caught in the jewish neighborhood near me bc now im in the middle of their neighborhood bc the rest of the city is looking like what the guy in the bike …
im lucky i got caught in the jewish neighborhood near me bc now im in the middle of their neighborhood bc the rest of the city is looking like what the guy in the bike is describing... the states and cities surrouding me as well. With karen feminists making sure they destroy the rest of us and having the white men escape to find their kryptonite the tight asians im about the go study the torah to make sure i have atleast half italian kids that can look like me.
Expresses demographic anxiety about neighborhood composition, uses stereotyping language about various groups, and frames demographic change as a threat.
floda4835
Feb 3, 2026
Trump is totally out to DESTROY AMERICA. Trump is Satan walking on Earth (With his dirty diaper, and insane mind as well). Deny Satan any more evil!
Trump is totally out to DESTROY AMERICA. Trump is Satan walking on Earth (With his dirty diaper, and insane mind as well). Deny Satan any more evil!
Expression of alarm about a political figure framed as existential threat with moral condemnation.
@AudioGuyBrian
Mar 4, 2025
Sad. Canada has changed over the last 20 years….
Sad. Canada has changed over the last 20 years….
Expresses concern about negative change in Canada over time, implying demographic or cultural anxiety.
Fear / Threat
0.75
noblewarrior4776
Jan 27, 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
Keep in mind Trump is a vengeful insane looney! He has always been insanely jealous of Justin! This vengeance
Keep in mind Trump is a vengeful insane looney! He has always been insanely jealous of Justin! This vengeance
Expresses alarm about Trump as a vengeful threat, framing him as dangerous and motivated by jealousy.
@rqubti
Mar 4, 2025
Every great Empire has fallen and it seems like the Donald will usher in the beginning of ours.
Every great Empire has fallen and it seems like the Donald will usher in the beginning of ours.
Expresses apocalyptic concern that Trump will cause America's decline, framing him as an existential threat.
@AceCartier70
Mar 4, 2025
I effectively spent a chunk of my childhood in America with relatives. I treasured these memories, but now all the feelings of wonder and happiness when thinking of my visits to America have faded. Now …
I effectively spent a chunk of my childhood in America with relatives. I treasured these memories, but now all the feelings of wonder and happiness when thinking of my visits to America have faded. Now I just think of how selfish it was to sabotage Canada. American private equities want to rock our system and buy up all they can and so I am happy we are watching for this. I think Donald did this to try and buy up Canadian companies. This should be made illegal. I am willing to suffer for up to pull the plug on all resources and energy going to America “suddenly” do they have no time to adapt and collectively suffer. We even produce the ingredient you need for your nuclear weapons and otherwise need to get this from Russia. Canada has the ability to help our allies get nuclear weapons to protect against “America as our #1 enemy now”. Will we share too secret info with you when Trump clearly seems to be working with Russia? Putin dream for NATO to break down and now Trump ours that I to action . Trump wants everyone to spend money on military to fuel the American military industrial complex, something each and every huge tech company you have participated. You have essentially been taken over by a global entity that doesn’t care about democracy. We are going to manufacture our own weapons to have zero dependency on America. That makes no sense to buy weapons from the country threatening to invade you. \n\nHow will America feel to be totally alone in the global stage all under the power of one unstable man with multiple personality disorders. Trump things Putin is Americas friend and meanwhile in Russian media America spoken of as enemy number one. Meanwhile, America is 30% full of people with such little education in politics that they do not even know what is considered red flags to democracy. The 20% needed to shift will see the light once the worst man made intentional recession begins and the billionaires buy up 30% of your homes and buildings. Nothing at all will be outside of billionaire and corporate control and now all your data is in AI. how did all American value fall in just one month. Anyone not questioning this now, ai promise you is being blackmailed or is corrupt. \n\nThe bureaucracy prevents dictatorship. Now Trump is removing this. Just listen to project 2025. America is fully on track.
Frames America as an existential threat to Canada, expresses anxiety about economic sabotage and military vulnerability, and advocates for resource independence.
@nicoled5160
Mar 4, 2025
Stupid Americans laugh at this until Mexico sells land to china to allow them to build Navy ports off of california and gulf of mexico.
Stupid Americans laugh at this until Mexico sells land to china to allow them to build Navy ports off of california and gulf of mexico.
Expresses alarm about potential geopolitical threats (Mexico selling land to China) without evidence, framed as a warning to Americans.
@arkansasorigami83
Mar 4, 2025
20000 more to go guys
20000 more to go guys
Sarcastically suggests millions more deportations needed, expressing demographic anxiety through dark humor.
simonlacombe6618
Feb 18, 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)