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
We can see what's happening...why can't you...why are Americans letting putin puppet weaken our alliances ??
We can see what's happening...why can't you...why are Americans letting putin puppet weaken our alliances ??
Expresses alarm about Trump weakening alliances and frames Americans as complicit, combining threat perception with identity critique.
@WarpMotor
Mar 4, 2025
It's not just Brampton, it's all Canadian cities
It's not just Brampton, it's all Canadian cities
Expresses demographic anxiety by generalizing concerns about immigration across all Canadian cities.
Fear / Threat
0.75
evangraham6412
Jan 27, 2026
Who the heck is running this country? It’s just so sad.
Who the heck is running this country? It’s just so sad.
Expresses dismay and concern about national governance without specific policy details, leaning toward emotional alarm rather than substantive critique.
Minnie-m5s
Feb 17, 2026
The Great Depression 2.0 ?
The Great Depression 2.0 ?
Expresses economic anxiety and catastrophic framing ('Great Depression 2.0') suggesting imminent danger to the economy.
Fear / Threat
0.75
@nickelwindow538
Mar 4, 2025
I'm afraid it's not only Brampton 🥲
I'm afraid it's not only Brampton 🥲
Brief expression of concern that the demographic issue extends beyond the specific location mentioned, implying widespread threat.
Fear / Threat
0.75
luludontbotherme
Jan 27, 2026
Last time I checked the Canadian economy was heavily dependent on indian immigration. You can kick them out. But remember no one gives a shit about Canada. Once we invade your asses yall gonna be …
Last time I checked the Canadian economy was heavily dependent on indian immigration. You can kick them out. But remember no one gives a shit about Canada.
Once we invade your asses yall gonna be Called Americans...fucking sorry losers
Combines economic dependency acknowledgment with nationalist threat rhetoric about invasion and loss of sovereignty.
monkeypolicd
Jan 27, 2026
Saskatchewan too. All of Canada it seems. Definitely bc too.
Saskatchewan too. All of Canada it seems. Definitely bc too.
Vague assertion that immigration is pervasive across Canadian provinces, implying demographic threat or concern.
VoiCeSbeHinDtheWaLL
Jan 27, 2026
Putin would blow up America in a heartbeat regardless. Trump, the ass licker, is sooo dumb.
Putin would blow up America in a heartbeat regardless. Trump, the ass licker, is sooo dumb.
Expresses security threat concerns about Putin while criticizing Trump's approach.
@jemstarwillis2070
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
It perspective, Because of India’s sheer scale, even a fringe minority of 10% of bad Indians lets just say, represents a population equivalent to an entire mid-sized nation.
It perspective, Because of India’s sheer scale, even a fringe minority of 10% of bad Indians lets just say, represents a population equivalent to an entire mid-sized nation.
Uses demographic framing to suggest a large population of 'bad Indians' poses a threat, employing alarmist logic about scale and minority groups.
--sly--
Mar 2, 2026
Pero al menos ya no comen basura 😂😂😂 lo peor es que se reproducen como conejos y luego le piden al gobierno ajeno beneficios.
Pero al menos ya no comen basura 😂😂😂 lo peor es que se reproducen como conejos y luego le piden al gobierno ajeno beneficios.
Uses humor to express demographic anxiety about reproduction rates and welfare dependency, combining satire with underlying threat narrative.
mav5267
Feb 21, 2026
Putin wants democracy to suffer and be weakened everywhere in the world. . his bootlicker in the presidency judges loyalty as a primary value, and knows full well how Russia helped him get elected the …
Putin wants democracy to suffer and be weakened everywhere in the world. . his bootlicker in the presidency judges loyalty as a primary value, and knows full well how Russia helped him get elected the first time and then again. combine that with a love for dictators, and I fear America will never have another free and fair election.
Expresses anxiety about democratic erosion and election integrity, with claims about Russian interference and Trump's authoritarian tendencies presented without evidence.
@richardelliott8352
Mar 4, 2025
its not people its religion what fucks the country make world ateist it would be heaven
its not people its religion what fucks the country make world ateist it would be heaven
Expresses alarmist claim that religion (not people) harms the country, proposing extreme solution while framing immigrants/religions as existential threat.
soul-monk
Feb 12, 2026
Ba qu'ils aillent au kalistan ils serviront a déstabiliser le kalistan en Inde voilà comment des communautarisme servent des intérêts occidentaux de déstabilisation l'Inde c'est pas le régime de pilote qu'ils arrêtent leurs conneries c'est …
Ba qu'ils aillent au kalistan ils serviront a déstabiliser le kalistan en Inde voilà comment des communautarisme servent des intérêts occidentaux de déstabilisation l'Inde c'est pas le régime de pilote qu'ils arrêtent leurs conneries c'est comme pour l'Iran trop de fouteur de merde dans l'émigration il y a de tout il n'est pas normal que des états accueille des voyous qui détruisent des vie paisible
Expresses security and geopolitical concerns about immigrants destabilizing nations, with conspiratorial framing about Western interests.
sericnicolas4316
Feb 11, 2026
America new friends North Korea/Russia/china and Iran, you voted for a man who don't have ?️ head
America new friends North Korea/Russia/china and Iran, you voted for a man who don't have ?️ head
Expresses alarm about America's geopolitical alliances with authoritarian regimes and questions the mental fitness of the leader.
@frankkyereme7125
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
Putin couldn't be any happier with Trump. Unless he US attacks Ukraine too.
Putin couldn't be any happier with Trump. Unless he US attacks Ukraine too.
Expresses concern about Trump's foreign policy posing a threat to Ukraine, with comparative framing to Putin's interests.
@LuisGomez-yv3cu
Mar 4, 2025
YOU BLOODY BASTARDS!!!!! BASTARDS OF BLOOD
YOU BLOODY BASTARDS!!!!! BASTARDS OF BLOOD
Expresses intense anger and hostility toward unspecified targets, conveying threat and alarm without clear substantive argument.
Fear / Threat
0.75
Daveballsack
Jan 27, 2026
This is the entire west. It’s intentional
This is the entire west.
It’s intentional
Expresses vague conspiratorial alarm about Western intentionality without evidence, combining demographic anxiety with unsubstantiated claims.
Shane0Mac247
Jan 29, 2026
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
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)