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
No more red chinese on this continent. What say you canada? 50%
No more red chinese on this continent. What say you canada? 50%
Expresses demographic anxiety and xenophobic concern about Chinese immigration, framed as a threat to the continent.
@MaxwellGroh
Mar 4, 2025
I hate thinking about what this could bring to the U.S :/
I hate thinking about what this could bring to the U.S :/
Expresses anxiety about potential negative consequences of policy affecting the U.S., framed as a threat or concern.
Fear / Threat
0.85
@Lollossslol123
Mar 4, 2025
Canada vai virar comunista
Canada vai virar comunista
Expresses alarm about Canada's political direction, framing it as an existential threat to national identity.
@Iwanos1
Mar 4, 2025
You cant scare us Justin, your country will go broke and collapse in a year
You cant scare us Justin, your country will go broke and collapse in a year
Expresses alarm about Canada's economic collapse while dismissing Trudeau's warnings as ineffective.
@Williewonders
Mar 4, 2025
He's destroying our country!
He's destroying our country!
Expresses alarm about national destruction without specific policy details, combining existential threat language with implicit criticism of leadership.
@angmarti64
Mar 4, 2025
This isn't the 1800s... the world CAN and WILL trade around us. We will be North Korea. Of my family suffers so will MAGAs that voted for this administration. No quarter.
This isn't the 1800s... the world CAN and WILL trade around us. We will be North Korea. Of my family suffers so will MAGAs that voted for this administration. No quarter.
Expresses alarm about economic isolation ('North Korea') and threat of suffering, combined with criticism of political decisions.
@clutchpimp
Mar 4, 2025
This is what Putin wants. He wants to weaken allies to the US to leave us open for them!!
This is what Putin wants. He wants to weaken allies to the US to leave us open for them!!
Expresses geopolitical threat/security concern (Putin weakening US allies) framed as a conspiracy without evidence.
@xxpotatolove1921
Mar 4, 2025
Are we great now? Because what is happening in the country is shameful and dangerous—worse than it was four years ago.
Are we great now? Because what is happening in the country is shameful and dangerous—worse than it was four years ago.
Expresses alarm about the country's condition as 'shameful and dangerous,' framing current circumstances as a threat or crisis.
@yasnaborne3702
Mar 4, 2025
Trump is going to destroy our country. wake up!
Trump is going to destroy our country. wake up!
Expresses alarm about Trump destroying the country and urges awareness, combining threat perception with mobilization language.
@Patricia-l7l2k
Mar 4, 2025
Trump is acting as the reincarnated Hitler. He want to be a dictator. I have no doubt that he will declare there is no longer a maximum term of the presidency
Trump is acting as the reincarnated Hitler. He want to be a dictator. I have no doubt that he will declare there is no longer a maximum term of the presidency
Expresses alarm about Trump becoming a dictator and eliminating presidential term limits, framed as a threat comparison to Hitler.
@leenoble796
Mar 4, 2025
Trump is going to kills us?
Trump is going to kills us?
Expresses fear and threat perception regarding Trump's potential actions, though vague in specifics.
Fear / Threat
0.85
@cesarchirinos7940
Mar 4, 2025
This clown ? is a joke.\nCanada died forever ?
This clown ? is a joke.\nCanada died forever ?
Expresses existential threat to Canada and dismisses leadership as incompetent, combining demographic anxiety with harsh criticism.
@cprijesh
Mar 4, 2025
STUPID MAGAS ARE GOING TO START SHOUTING TO INVADE CANADA ….
STUPID MAGAS ARE GOING TO START SHOUTING TO INVADE CANADA ….
Expresses alarm about potential invasion threat while dismissing a political group (MAGAs) as the source of danger.
@charlybrown3812
Mar 4, 2025
USA and Russia are going to invade Canada
USA and Russia are going to invade Canada
Expresses alarm about military invasion threat from two major powers without evidence, combining fear and unsubstantiated claim.
@Cory-n9j
Mar 4, 2025
Trump and his crooked administration are traitors and can’t be trusted. They are not protecting US citizens! There’s an internal coup in the US unfortunately. Protect your country Canada!
Trump and his crooked administration are traitors and can’t be trusted. They are not protecting US citizens! There’s an internal coup in the US unfortunately. Protect your country Canada!
Expresses alarm about internal threats and political instability while framing Canada as needing protection, combining security anxiety with national identity concerns.
@faye4849
Mar 4, 2025
Who cares. Soon, Quebec will become an independent country. While the other Canadian provinces will become new U.S states. CANADA WILL BE NO MORE IN THE NEXT 10 YEARS!!!! Your land will become ours and …
Who cares. Soon, Quebec will become an independent country. While the other Canadian provinces will become new U.S states. CANADA WILL BE NO MORE IN THE NEXT 10 YEARS!!!! Your land will become ours and you will always remember that its America who won. GTFO Canada!!!!
Expresses apocalyptic threat narrative about Canada's dissolution and territorial conquest, combined with nationalist framing of territorial ownership.
@saltyshanker
Mar 4, 2025
This US administration is not a government. It is a terrorist organization and most of us, as US citizens, are hostages. Our govt is being dismantled. The rule of law is under attack. This is …
This US administration is not a government. It is a terrorist organization and most of us, as US citizens, are hostages. Our govt is being dismantled. The rule of law is under attack. This is an economic war on us also. God bless you all.
Expresses alarm about government dismantling, rule of law under attack, and characterizes administration as terrorist organization—core fear/threat rhetoric.
@dehnadykeman3614
Mar 4, 2025
To all those in Texas please be careful of contracting the measles
To all those in Texas please be careful of contracting the measles
Expresses health/disease threat concerns, warning about measles contraction in a specific location.
Fear / Threat
0.85
@CaroleGoodfellow-b8g
Mar 4, 2025
China russia and iran are laughing now. ????
China russia and iran are laughing now. ????
Expresses anxiety about geopolitical adversaries exploiting a perceived weakness or vulnerability.
Fear / Threat
0.85
@boygeorge2337
Mar 4, 2025
If USA wants war they're gonna get it.
If USA wants war they're gonna get it.
Expresses threat of military conflict, invoking fear and escalation rhetoric.
Fear / Threat
0.85
@stepupin9076
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)