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
Bad thing is Good peoples are leaving this country 😔
Bad thing is Good peoples are leaving this country 😔
Expresses concern about demographic change and departure of 'good peoples,' reflecting demographic anxiety.
Jutt_4X4
Jan 29, 2026
Just a tiny glimpse at how bad it is, crimes across the board way up, B.C wants a state of emergency called because of all the extortion and shootings. Liberals destroyed Canada.
Just a tiny glimpse at how bad it is, crimes across the board way up, B.C wants a state of emergency called because of all the extortion and shootings. Liberals destroyed Canada.
Comment expresses security concerns about rising crime while blaming government policy, emphasizing danger and threat.
wafflegoat2081
Jan 29, 2026
Hope they cant all vote!
Hope they cant all vote!
Expresses concern about immigrant voting rights, implying demographic threat and suggesting exclusionary action.
cpas878
Jan 29, 2026
YES THANKYOU FOR DOING THIS VIDEO CANADA IS FULL OF EM I HATE IT
YES THANKYOU FOR DOING THIS VIDEO CANADA IS FULL OF EM I HATE IT
Expresses strong opposition to immigration with alarmist language about Canada being 'full' of immigrants.
Zach_22_
Jan 27, 2026
Trump has joined the Axis power, and surrendered to Russia. Say goodbye to Alaska.
Trump has joined the Axis power, and surrendered to Russia. Say goodbye to Alaska.
Expresses alarm about Trump's alleged alignment with Russia and makes an unsubstantiated claim about Alaska, framing as existential threat.
@user-vr8zs3ei7n
Mar 4, 2025
I just can't help thinking that, eventually, things are going to go south with Russia, and it won't end well for anyone.
I just can't help thinking that, eventually, things are going to go south with Russia, and it won't end well for anyone.
Expresses anxiety about geopolitical conflict with Russia and its negative consequences.
Fear / Threat
0.80
@Killerwhale317
Mar 4, 2025
Trump is not really an American. He wants to be king. He has said it aloud. No real American would seek to be king. It is contrary to our national ethos. Trump will lie, do, …
Trump is not really an American. He wants to be king. He has said it aloud. No real American would seek to be king. It is contrary to our national ethos. Trump will lie, do, and say anything to achieve this goal. What Americans don’t get is that kings need to have serfs. That is our role, in Trump’s eyes, as American citizens. He wants us jobless, penniless and totally dependent on the king. You think I am kidding- Trump is a malignant narcissist given to delusions of grandeur and, you voters have given Trump power to make his insanity a reality. Everyone is now bowing down.
Extended warning about Trump's authoritarian ambitions and psychological profile, expressing alarm about citizens becoming dependent 'serfs' under his rule.
@jaimeliang2267
Mar 4, 2025
Canada is cooked
Canada is cooked
Expresses existential concern about Canada's future state, implying immigration-related decline or collapse.
MinhoTv03
Jan 29, 2026
Come to Thunder Bay Ontario 🇨🇦🇨🇦 5th estate just did a lil segment on the drug dealers LOL
Come to Thunder Bay Ontario 🇨🇦🇨🇦 5th estate just did a lil segment on the drug dealers LOL
Invites people to a location while highlighting drug-dealing problems, expressing security/safety concerns despite the casual tone.
ninjuh807
Jan 27, 2026
We are DYING. The United States and Canada.
We are DYING. The United States and Canada.
Expresses existential anxiety about national decline using alarmist language ('DYING'), suggesting demographic or cultural threat.
HappyFlowers-fg8yk
Jan 29, 2026
This is even Brampton anymore it’s literally happened to all of Canada.
This is even Brampton anymore it’s literally happened to all of Canada.
Claims that demographic/cultural change has affected Brampton and all of Canada, expressing anxiety about national transformation.
skootymcbooty7021
Jan 29, 2026
Basically every developed country is dealing with this problem of infinite third worldlers coming in
Basically every developed country is dealing with this problem of infinite third worldlers coming in
Frames immigration as a widespread 'problem' with dehumanizing language ('third worldlers'), expressing demographic anxiety.
jeff35741
Jan 27, 2026
Britain had to fight to conquer India. Canada by contrast invited in the invaders and paid them to come and colonize them
Britain had to fight to conquer India. Canada by contrast invited in the invaders and paid them to come and colonize them
Frames immigration as an 'invasion' and colonization threat, comparing Canada unfavorably to Britain's historical conquest of India.
anthonyrinaldi1331
Jan 29, 2026
I watch every video and I was pumped when I saw this. I live 30 mins from Brampton and it isn’t just there, it’s our entire country
I watch every video and I was pumped when I saw this. I live 30 mins from Brampton and it isn’t just there, it’s our entire country
Personal account of living near Brampton combined with concern that demographic change is spreading nationwide, expressing demographic anxiety.
GrayAreaMedia
Jan 27, 2026
Becareful you will loose that city get rid of them
Becareful you will loose that city get rid of them
Expresses alarm about losing the city and demands removal of immigrants, framing them as a demographic threat.
womanspliter12
Jan 28, 2026
Trudeau is a dictator the Canadian people need the US to protect them or it would be China or Russia country
Trudeau is a dictator the Canadian people need the US to protect them or it would be China or Russia country
Expresses security anxiety by claiming Trudeau is a dictator and Canada needs US protection from China or Russia, framing existential threat.
@alvinpartin1628
Mar 4, 2025
disgusting how many there are.
disgusting how many there are.
Expresses demographic anxiety and disgust at immigrant population size without elaboration, reflecting xenophobic concern.
ishotmyselfandnowiamdying8199
Jan 29, 2026
I'm glad I'm not in Canada. By the looks of it I'm sure it will smell like another shit hole.
I'm glad I'm not in Canada. By the looks of it I'm sure it will smell like another shit hole.
Expresses negative prediction about Canada's future condition due to immigration, comparing it unfavorably to other places.
roysondsouza0309
Mar 2, 2026
No wonder the usa wants to get canada, all these 1st world countries specially in europe turning poop. Think twice before who you vote for.
No wonder the usa wants to get canada, all these 1st world countries specially in europe turning poop. Think twice before who you vote for.
Expresses alarm about Canada's trajectory by comparing to other countries, warning about voting consequences.
rtcivic
Jan 29, 2026
All the countries around the world have enough people to destroy western populations and still have higher pop in their country
All the countries around the world have enough people to destroy western populations and still have higher pop in their country
Expresses demographic anxiety about global population imbalance threatening 'western populations' without evidence, framing immigration as existential threat.
jaymay7957
Jan 27, 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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