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
When are western nations going to stop the mass importation of third worlders? It seems like this is all planned... to destroy our countries...
When are western nations going to stop the mass importation of third worlders? It seems like this is all planned... to destroy our countries...
Expresses demographic anxiety and conspiracy thinking ('all planned to destroy') framed as existential threat to Western nations.
kylelangdon169
Jan 27, 2026
Still not a crisis?
Still not a crisis?
Rhetorical question expressing alarm about immigration as a crisis, framing it as a threat or emergency.
Fear / Threat
0.85
dawbercat17
Feb 18, 2026
How much More crime fuck them!
How much More crime fuck them!
Brief expression of security/crime anxiety linked to immigration, using inflammatory language without substantiation.
Fear / Threat
0.85
chaosticalz
Jan 28, 2026
Indians produce kids and export them. Stop producing kids
Indians produce kids and export them. Stop producing kids
Expresses demographic anxiety framed as a call to limit Indian population growth, with xenophobic undertones.
jamimazada7428
Jan 28, 2026
Smuggling people across the US / Canada border is still defined as "human trafficking" and those people belong in jail, or better off deportation. Patriotic feelings are wearing very thin and these people will be …
Smuggling people across the US / Canada border is still defined as "human trafficking" and those people belong in jail, or better off deportation. Patriotic feelings are wearing very thin and these people will be subjected to beatings very soon. They just don't understand the hate that they are bringing upon themselves.
Expresses escalating threat and violence toward migrants, framing immigration as generating justified hatred and physical retaliation.
Bill_Bacon
Jan 28, 2026
Who is that white guy on the bike??? I want to fuck him up.
Who is that white guy on the bike??? I want to fuck him up.
Expresses violent threat and aggression toward an individual in the video.
Fear / Threat
0.85
K.L-r4t
Jan 28, 2026
Everyone was sugar coating how bad it really is, they don't wanna seem racist for speaking the truth. The guy with the bike was the only one speaking his mind. Canada's in peril...
Everyone was sugar coating how bad it really is, they don't wanna seem racist for speaking the truth. The guy with the bike was the only one speaking his mind. Canada's in peril...
Expresses existential anxiety about Canada's future due to immigration, framing the situation as a national peril requiring candid acknowledgment.
SirAsmonSilver
Jan 28, 2026
They will dirty destroy the beautiful Canada
They will dirty destroy the beautiful Canada
Expresses anxiety about immigrants 'destroying' Canada, framing immigration as an existential threat to national character.
Priya-rf7ov
Feb 23, 2026
At this point trump can have canada 😢
At this point trump can have canada 😢
Expresses despair about Canada's situation and suggests surrendering to another nation, reflecting demographic/political anxiety.
jonnysnewcron
Jan 28, 2026
Trump is intentionally leading America into a war on our soil. It will be China who attacks us….
Trump is intentionally leading America into a war on our soil. It will be China who attacks us….
Expresses alarm about war and makes an unsubstantiated claim about Trump's intentions and China's planned attack.
@digidabva
Mar 4, 2025
This is insane and suicidal for west, all first world countries. People leaving their third world countries should also leave their third world country habits. It's so frustrating to see migrants not assimilate into the …
This is insane and suicidal for west, all first world countries. People leaving their third world countries should also leave their third world country habits.
It's so frustrating to see migrants not assimilate into the countries they are moving into. It's too high rate of immigration that's threatening the fabric the west. All they have is racist and white and colonial guilt to insinuate their way in. Objectively saying, the west is collapsing rapidly than we can realize and react.
Having too many guests threatens your safety and the wellbeing of your children.
Having immigrants is good, but it has to be well regulated, monitored ensuring assimilation and culture compliant.
To those navie westerners, too foolishly craving immigrants, why don't you try to move to their countries?
Your moral virtues should serve you first.
Expresses existential alarm about immigration threatening Western civilization, assimilation failure, and safety concerns with calls for stricter regulation.
elchinn87
Jan 28, 2026
Invasion without war. Canada’s government is guilty of treason.
Invasion without war. Canada’s government is guilty of treason.
Uses alarmist language ('invasion,' 'treason') to express demographic and security anxiety about immigration.
pgoodwill1978
Jan 28, 2026
This is exactly what Putin wants. Isolating the US and making Russia the BIG partner for the US. Which the US will soon regret as well...
This is exactly what Putin wants. Isolating the US and making Russia the BIG partner for the US. Which the US will soon regret as well...
Expresses concern that Trump's isolationism serves Putin's geopolitical interests, framing it as a strategic threat to US interests.
@carolineverdonk8547
Mar 4, 2025
Thank God you made this, half these jabis are fucking r*tarted I swear, they add ZERO value to our country
Thank God you made this, half these jabis are fucking r*tarted I swear, they add ZERO value to our country
Expresses xenophobic sentiment claiming immigrants harm national value and uses dehumanizing slurs.
TheAlgorithmCheff
Jan 28, 2026
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY …
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY ONLY HIRE THEIR OWN! THEY DROVE UP THE RENTAL MARKET Cuz we DON'T HAVE THE ROOM For them, & they make it impossible to find a place. They're RUDE, ENTITLED & THE WORST THING THAT'S HAPPENED TO CANADA IN MY ENTIRE 47 YRS! Im TIRED OF BEING NICE & Keeping my mouth shut. We basically let them walk right in & take over. If it ain't them, it's the Africans & Muslims. The guy on the bike being interviewed is 100000% RIGHT! And WHO THE FU*K Gives them DRIVERS LICENCES? They drive like they're still in INDIA! Why TF COME here if they're ONLY GONNA MAKE IT Like INDIA? STAY IN INDIA IF u DON'T ASSIMILATE!
Expresses demographic anxiety, cultural threat perception, and economic grievances about immigration and housing.
nickyfrost2857
Jan 28, 2026
makes me want to vomit when i hear them talk!!!! 🤢🤢🤢🤮🤮🤮🤮
makes me want to vomit when i hear them talk!!!! 🤢🤢🤢🤮🤮🤮🤮
Expresses strong visceral disgust and emotional distress in response to hearing certain people speak, indicating fear or threat perception.
Pavel.l445-j7h
Feb 23, 2026
As a Canadian I wanna say thank you. This shit has gone way too far. Import the third world become the third world
As a Canadian I wanna say thank you. This shit has gone way too far. Import the third world become the third world
Expresses anxiety about immigration causing national decline through a slogan implying demographic replacement and civilizational threat.
its_destruggle2226
Jan 28, 2026
God DAMN it why doesn't anyone stop him this is going to be terrifying
God DAMN it why doesn't anyone stop him this is going to be terrifying
Expresses fear and alarm about future consequences, describing the situation as terrifying and calling for intervention.
Fear / Threat
0.85
@marinuspavlov3603
Mar 4, 2025
Lets goo keep giving trump reasons to take over this shit hole of a country
Lets goo keep giving trump reasons to take over this shit hole of a country
Expresses alarm about the country's state and invokes external threat (Trump takeover), framed as a negative outcome.
lukedifonzo4443
Jan 28, 2026
You're not our President, Trudeau. Step down or you'll get hurt.
You're not our President, Trudeau. Step down or you'll get hurt.
Explicit threat of physical harm directed at Trudeau, expressing hostility and danger.
@JJ_LL
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)