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
Your country is not populous enough to sustain this. The West is under attack and the smaller nations are already too far gone.
Your country is not populous enough to sustain this. The West is under attack and the smaller nations are already too far gone.
Expresses demographic and existential anxiety about Western nations, using alarmist language about being 'under attack.'
fightmilk8613
Jan 29, 2026
Look at their fucking faces, look of worries
Look at their fucking faces, look of worries
Observation of visible anxiety and worry, expressing concern about the situation's gravity.
Fear / Threat
0.75
@ramonjaramillo3107
Mar 5, 2025
US has gone rogue :(
US has gone rogue :(
Expresses concern that the US has 'gone rogue,' framing the situation as a threat or loss of control.
@carloswong5495
Mar 4, 2025
We saw what our President did the last time MAGA??????
We saw what our President did the last time MAGA??????
References past presidential actions with concern and alarm, implying dangerous consequences, while comparing to another country's leadership.
@angelinsfetrow869
Mar 4, 2025
You are a puppet and you will be put on the shelf or in a box.
You are a puppet and you will be put on the shelf or in a box.
Cryptic threat or alarmist language suggesting political marginalization or removal from power.
Fear / Threat
0.75
@joshuahouck-qx3zd
Mar 4, 2025
He's making it so that it will be so expensive that if he is able to provide a solution to solve the issue that he has created.. that we will have no other than to …
He's making it so that it will be so expensive that if he is able to provide a solution to solve the issue that he has created.. that we will have no other than to take this solution in order to be able to buy and sell.\nDO NOT accept this solution.
Expresses alarm about deliberate policy-driven inflation and coercive acceptance of solutions; presents unsubstantiated conspiracy-like claim about manufactured crisis.
@StarSeek
Mar 5, 2025
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
Try hundreds of thousands 🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉
Try hundreds of thousands 🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉
Uses celebratory emojis sarcastically to exaggerate immigration numbers, expressing demographic anxiety through ironic commentary.
Poppin-Seeds
Feb 18, 2026
Don't cry in a few weeks Trumpers faces! You chose someone that fuked you 4 years ago as well. He's gonna retaliate again the US for what they did to him before Joe Biden became …
Don't cry in a few weeks Trumpers faces! You chose someone that fuked you 4 years ago as well. He's gonna retaliate again the US for what they did to him before Joe Biden became president lol he acts like he's gonna make other countries suffer but it's the other way around. Get ready for more homeless
Expresses anxiety about Trump's retaliatory policies and predicts negative economic consequences (homelessness).
@cisco00079
Mar 4, 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
Justin is just a next victim of Trump Mania ??
Justin is just a next victim of Trump Mania ??
Frames Trudeau as a victim of Trump's aggressive behavior, expressing concern about Trump's dominance.
Fear / Threat
0.75
@njabulomphuthi-yc5ip
Mar 4, 2025
I went to a shopper drug store in Brampton at Queen and Kenny over the summer. It was extremely dirty. It looked like a garbage truck dumped it load all over theparkinglot. Locals walked through …
I went to a shopper drug store in Brampton at Queen and Kenny over the summer. It was extremely dirty. It looked like a garbage truck dumped it load all over theparkinglot. Locals walked through it like it was a normal thing.
I just hope they don't take over Georgetown and ruin it too. 😢
Anecdotal account of neighborhood deterioration linked to immigrant presence, expressing concern about 'takeover' and cultural displacement.
madmike9530
Sep 20, 2025
#47 KNOWS WHAT HE’S DOING HE WANTS POWER AT ANY COST!!!
#47 KNOWS WHAT HE’S DOING HE WANTS POWER AT ANY COST!!!
Expresses concern about Trump's motivations (power-seeking) with alarmist framing, though the specific claim lacks evidence.
@annscott1110
Mar 4, 2025
Kapan aja Kanada jadi dravida nise dan orang eropa tidak jadi penghuni di Kanada bayangkan dravida penduduk nya 1,4-1,5 miliar... India lagi gencar-gencarnya memindahkan penduduk nya setelah itu membikin negara
Kapan aja Kanada jadi dravida nise dan orang eropa tidak jadi penghuni di Kanada bayangkan dravida penduduk nya 1,4-1,5 miliar... India lagi gencar-gencarnya memindahkan penduduk nya setelah itu membikin negara
Expresses demographic anxiety about Indian population growth and alleged government relocation plans, framed as an existential threat.
XuiranliHermanxuiranliXuiranli
Oct 11, 2025
Its too late now
Its too late now
Expresses fatalistic concern ('too late now') suggesting irreversible demographic or policy change, conveying anxiety about the situation.
Fear / Threat
0.75
ShadowRap-y5l
Sep 19, 2025
We Americans are screwed ?
We Americans are screwed ?
Expresses anxiety about the state of America, though vague in specific concerns.
Fear / Threat
0.75
@caribbeandutchie4179
Mar 4, 2025
A dark side of India is unfolding...Pandora's box that no one can now close ☹
A dark side of India is unfolding...Pandora's box that no one can now close ☹
Vague alarmist statement about India with ominous framing, suggesting unspecified danger or crisis.
newmediaofficial
Jan 27, 2026
I know reality is so much more complicated than most people are capable to understand, but we need to stick together no matter what.\nThe 'elites' are constantly bored and they are playing their nas ty …
I know reality is so much more complicated than most people are capable to understand, but we need to stick together no matter what.\nThe 'elites' are constantly bored and they are playing their nas ty little games with the rest of the planet, like always it's the most disadvantaged and vulnerable who will suffer the most.\n\nRussia and China are destabilizing the 'West' with everything they got, they are using religious institutions, they are spreading misinformation online, they are financing corrupt politicians and even more corrupt institutions.\nThey will keep doing that until our systems start crumbling, first we will lose our democracy, follwed by basic human rights and the freedom to choose anything concerning your own life ... history is once again recycling itself and the reta rds among us will drag us down with them, we need to push back, no matter the price, we need to protect our values for future generations.
Expresses existential threat from foreign adversaries destabilizing democracy and human rights, calling for collective resistance.
@SEVENOFNINE-goingforty
Mar 4, 2025
Very depressing to watch in real time.
Very depressing to watch in real time.
Expresses emotional distress and anxiety about what is being depicted, suggesting concern or alarm about the situation.
Fear / Threat
0.75
willyp2397
Sep 19, 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
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)