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
Search & Filter
Fear / Threat
3,873 comments
This is insane
This is insane
Expression of alarm and concern about a situation, conveying anxiety without specific details.
Fear / Threat
0.75
@mfg587
Mar 4, 2025
PARTS OF NEW YORK WILL EXPERIENCE WHAT IT MEANS TO BE A THIRD WORLD COUNTRIES WITHOUT ELECTRICITY
PARTS OF NEW YORK WILL EXPERIENCE WHAT IT MEANS TO BE A THIRD WORLD COUNTRIES WITHOUT ELECTRICITY
An alarmist statement predicting societal collapse and third-world conditions without substantiation, expressing demographic and infrastructure anxiety.
@daudakamara728
Mar 4, 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
#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
Can confirm the local Tim Hortons to me in north east of England (which is for now majority white) started off with about 50% white employees then after bout 6 months was usually 0% white. …
Can confirm the local Tim Hortons to me in north east of England (which is for now majority white) started off with about 50% white employees then after bout 6 months was usually 0% white. They went bust a few months ago though.
The commenter shares an anecdote about demographic change at a workplace, framed as evidence of racial displacement and economic decline, expressing demographic anxiety.
northeastcorals
Feb 4, 2026
US will be isolated economically, global economy will take this in a personal level. There's beyond than food on the table in this life. And one them is relationship.
US will be isolated economically, global economy will take this in a personal level. There's beyond than food on the table in this life. And one them is relationship.
Expresses concern about US economic isolation and damaged international relationships as consequences of tariff policy, with implicit warning tone.
@redletters4026
Mar 4, 2025
We are watching Canada turn into a cow-shit factory
We are watching Canada turn into a cow-shit factory
Uses crude metaphorical language to express alarm about Canada's transformation due to immigration, with a sarcastic tone.
Anonymos-3
Feb 6, 2026
Well this is what happens when radicals are not punished
Well this is what happens when radicals are not punished
Implies danger from unspecified 'radicals' and suggests punitive action is needed, framing immigration as a security threat.
recollectionofmemory
Feb 7, 2026
Trump troll and muskovite want ww3
Trump troll and muskovite want ww3
Expression of threat/danger concerns linking political figures to war escalation without evidence.
@kiwifemalemarie
Mar 4, 2025
These mfs turn b town into little India Making insurance nearly impossible to get They be living like 10 of them in a 2 bed room home 😂😂 next time investigate the mayor N ask …
These mfs turn b town into little India
Making insurance nearly impossible to get
They be living like 10 of them in a 2 bed room home 😂😂 next time investigate the mayor
N ask bout the multimillion speed camera building 😂😂
Expresses concerns about demographic change and housing/insurance impacts while using humor to frame immigrants as problematic, with undertones of ethnic stereotyping.
JohnDoe-l2i3w
Feb 7, 2026
I saw hindu with 9 kids in my neighborhood
I saw hindu with 9 kids in my neighborhood
Observational comment with implicit demographic anxiety about religious/ethnic groups and family size.
Isaac-qm7nh
Feb 7, 2026
Canada sounds FÆKED
Canada sounds FÆKED
Expresses alarm about Canada's situation using hyperbolic language suggesting systemic failure or crisis.
Fear / Threat
0.75
hailstormshadow
Feb 7, 2026
So tired of them
So tired of them
Expresses fatigue and negative sentiment toward an unspecified group, suggesting demographic anxiety.
Fear / Threat
0.75
SickenedDemon
Feb 8, 2026
You don't need to speak to us Americans directly. Our President already told your ass what's what. Now either pay up or let's get busy.
You don't need to speak to us Americans directly. Our President already told your ass what's what. Now either pay up or let's get busy.
American commenter dismisses Canadian leadership and issues ultimatum with threatening language ('pay up or let's get busy').
@youcanthandlethetruth6976
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
Trump is a disaster. May everyone survive this with as little pain as possible. ?
Trump is a disaster. May everyone survive this with as little pain as possible. ?
Expresses concern about Trump as a threat and hopes for minimal negative impact, conveying anxiety about future consequences.
@fionazerbst5771
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
Come to Edmonton and see what we have here, too! Same CRAP.
Come to Edmonton and see what we have here, too! Same CRAP.
Expresses negative sentiment about immigration conditions in Edmonton using dismissive language suggesting demographic or social anxiety.
TeylorFerguson
Jan 27, 2026
Putin's puppets, Trump/Vance and even Musk now, do not care what happens to Americans. This continues to be starkly evident.
Putin's puppets, Trump/Vance and even Musk now, do not care what happens to Americans. This continues to be starkly evident.
Expresses concern that political leaders are indifferent to American welfare, framing them as foreign-controlled threats.
@advocacyandaccountability
Mar 4, 2025
It doesn't matter how Canada & Mexico complying with Trump he is using this to destroy our Nation and blame everyone ous, in other to allied USA-Russia..this was his motive all the time. It is …
It doesn't matter how Canada & Mexico complying with Trump he is using this to destroy our Nation and blame everyone ous, in other to allied USA-Russia..this was his motive all the time. It is time to take our country back from this lunatic Trump.?
Comment expresses alarm about Trump destroying Canada and forming a USA-Russia alliance, urging national resistance.
@Betternations
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)