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
He said canada won't back down from a fight ...ok you'll get ypur ass stomped out with a lil pride ????
He said canada won't back down from a fight ...ok you'll get ypur ass stomped out with a lil pride ????
Expresses skepticism about Canada's military capability through sarcastic language, conveying threat and vulnerability concerns.
@jaycounterfeit9756
Mar 4, 2025
Fuck these people
Fuck these people
Hostile expression directed at an unspecified group, conveying animosity and threat-oriented sentiment without elaboration.
Fear / Threat
0.75
6Sic692
Jan 27, 2026
Thank you posting about this, our country is being ruined. It’s not just Brampton. And there is something much greater at play, that us peasants will never understand nor know.
Thank you posting about this, our country is being ruined. It’s not just Brampton. And there is something much greater at play, that us peasants will never understand nor know.
Expresses alarm about country being 'ruined' and invokes conspiracy thinking about hidden forces.
orgoremedia
Jan 27, 2026
All about border. I guess you like illegals and fentonol.
All about border. I guess you like illegals and fentonol.
Expressing security concerns about illegal immigration and drug trafficking (fentanyl) with implicit criticism of permissive policies.
@LUCKYDOGYOU
Mar 4, 2025
I expect tons of poop
I expect tons of poop
Expresses expectation of negative outcomes or problems, conveying anxiety or alarmism about the topic.
Fear / Threat
0.75
YummyF0OD
Jan 27, 2026
Big Changes this year for Canadians
Big Changes this year for Canadians
Vague statement suggesting significant negative changes for Canadians, implying demographic or policy-related anxiety without specifics.
Newfoundmindset2.0
Jan 27, 2026
4 cities with huge demographic changes on the others side of the country. Abbotsford, Surrey, Calgary, and Edmonton.
4 cities with huge demographic changes on the others side of the country. Abbotsford, Surrey, Calgary, and Edmonton.
Identifies specific Canadian cities experiencing rapid demographic changes, implying concern about the scale and speed of transformation.
sparrowriver7916
Jan 27, 2026
This country is Broken
This country is Broken
Expresses broad systemic anxiety and despair about the country's state without specific policy details.
michaelofficial1023
Jan 22, 2026
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
So viel Zerstörung in so kurzer Zeit. Was kommt noch auf uns zu in den nächsten Jahren? Das macht mich unfassbar traurig. Amerikaner! Wolltet ihr das wirklich? Narzissten sind hier am Werk - und sie …
So viel Zerstörung in so kurzer Zeit. Was kommt noch auf uns zu in den nächsten Jahren? Das macht mich unfassbar traurig. Amerikaner! Wolltet ihr das wirklich? Narzissten sind hier am Werk - und sie sind unberechenbar. \n❤❤??????❤❤
Expresses anxiety about destructive changes and unpredictable leadership, using emotional language ('unfassbar traurig') to convey alarm about future consequences.
@starbeat0
Mar 4, 2025
it seems, that Donald is our next enemy. Well, he lives about 20 years may be. So, its just a little time for frustration
it seems, that Donald is our next enemy. Well, he lives about 20 years may be. So, its just a little time for frustration
Expresses anxiety about Trump as a future threat to Canada, framing him as an 'enemy' with temporal concern about his political longevity.
@RALFRICHTER-s6w
Mar 4, 2025
Visit BC Canada its even worse there.
Visit BC Canada its even worse there.
Expresses alarm about immigration conditions in another Canadian region, suggesting escalating demographic or social problems.
StevenStone-x5f
Jan 27, 2026
Trump had this all planned. He's following putins foot steps and everyone was warned about Trump on how dangerous he'd be and already he's just starting proving himself. People we are in big trouble until …
Trump had this all planned. He's following putins foot steps and everyone was warned about Trump on how dangerous he'd be and already he's just starting proving himself. People we are in big trouble until someone tries to take him out
Expresses alarm about Trump's alleged conspiracy with Putin and danger to society, presenting unverified claims about planned actions.
@yingyang1048
Mar 4, 2025
Justin are you forgetting that you are very close to America it would be very easy for you to become new North America
Justin are you forgetting that you are very close to America it would be very easy for you to become new North America
Expresses anxiety about Canada's proximity to the US leading to absorption/loss of sovereignty, framed as a threat scenario.
@SmithsoniamGeneticsO-HIGH-O
Mar 4, 2025
man its like that all over Canada at this point
man its like that all over Canada at this point
Expresses concern about a widespread problem across Canada, suggesting demographic or social anxiety.
robertmackay2841
Jan 27, 2026
As Canadian I just want to thank you for making this video and shinning a light. This country is getting destroyed
As Canadian I just want to thank you for making this video and shinning a light. This country is getting destroyed
Expresses existential concern about national decline while thanking the creator, combining alarmism with support for the video's framing.
edwardliu6849
Jan 27, 2026
Even the Indians resent Indian migration because they left India to get away from Indians. Mass immigration doesn't work for anybody. Eventually it even destroys the businesses so desperate for cheap labor because their revenue …
Even the Indians resent Indian migration because they left India to get away from Indians. Mass immigration doesn't work for anybody. Eventually it even destroys the businesses so desperate for cheap labor because their revenue stream inevitably collapses. Rising waters raises ships, rising sewage just poisons the sea.
Expresses concern about mass immigration's negative consequences while using alarmist language ('poisons the sea').
manblanket
Jan 27, 2026
This country is going to hell Donald Trump need to get Elon musk the hell out of there because it's f****** up his judgment
This country is going to hell Donald Trump need to get Elon musk the hell out of there because it's f****** up his judgment
Expresses alarm about US direction and makes unverified claims about Elon Musk's influence on Trump's judgment.
@nathanepperson6181
Mar 4, 2025
Hell No A TuK-TuK in Canada. 15:50 Canada is really cooked man😭
Hell No A TuK-TuK in Canada.
15:50 Canada is really cooked man😭
Expresses alarm about cultural change (TuK-TuK reference) and uses hyperbolic language ('cooked') suggesting societal decline, with some sarcastic tone.
sign-after-sign10
Feb 3, 2026
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
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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