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
And there's nothing we can do
And there's nothing we can do
Expresses helplessness and fatalism about an unspecified threat, conveying anxiety about inability to take action.
Fear / Threat
0.70
@itsme20
Mar 4, 2025
Don’t worry about the US pecker head. Worry about how your country will survive. The US will be just fine while your country struggles on a whole new level. Pay up and give the US …
Don’t worry about the US pecker head. Worry about how your country will survive. The US will be just fine while your country struggles on a whole new level. Pay up and give the US the money you’ve robbed year after year back you bum.
Expresses alarm about Canada's economic survival and positions the US as a threat, combining economic anxiety with alarmist framing.
@Leftymagic93
Mar 4, 2025
Breaking up the west is Putins dream. Divide and conquer.
Breaking up the west is Putins dream. Divide and conquer.
Expresses concern about geopolitical division and conflict, invoking Putin as a threat without substantiation.
@Krusty2024
Mar 4, 2025
He said to the American people it’s bs bc us civilians can’t control what executive orders get passed like that’s threatening us civilians in our own country get out of here don’t say that u …
He said to the American people it’s bs bc us civilians can’t control what executive orders get passed like that’s threatening us civilians in our own country get out of here don’t say that u can do something to us
Expresses concern that executive orders threaten American civilians and criticizes the framing as coercive.
@joshuacotrel5772
Mar 5, 2025
The endgoal of Trump\n A new stockcrash and WWIII. HE'S ZAVE . WHY BOTHER WITH THE PIDDOE MAN?
The endgoal of Trump\n A new stockcrash and WWIII. HE'S ZAVE . WHY BOTHER WITH THE PIDDOE MAN?
Expresses alarm about catastrophic outcomes (stock crash, war) attributed to Trump's leadership.
Fear / Threat
0.70
@KRASJEL
Mar 5, 2025
As Himalayas deport them ti sea
As Himalayas deport them ti sea
Expresses a threat or call for deportation of immigrants, framing them as a danger requiring removal.
Fear / Threat
0.70
tanishaffexe
Feb 26, 2026
You’ve poked the bear that is…er was Canadian!
You’ve poked the bear that is…er was Canadian!
Expresses concern about Canada being provoked or threatened, with apocalyptic undertones about national decline.
deanmcghie6519
Feb 26, 2026
I'm afraid immigration isn't our biggest concern rn.
I'm afraid immigration isn't our biggest concern rn.
Expresses anxiety about immigration as a concern, though downplayed relative to other issues.
Fear / Threat
0.70
BellyMunch
Jan 27, 2026
Putin is celebrating. Operation divide and rule is being very successful
Putin is celebrating. Operation divide and rule is being very successful
Expresses alarm about geopolitical consequences and makes an unsubstantiated claim about Russian strategy.
@HGFourie
Mar 4, 2025
Participating in a society that requires you to have a cell phone is why you live in a society that requires yo to have a cell phone. Let that sink in while it's about to …
Participating in a society that requires you to have a cell phone is why you live in a society that requires yo to have a cell phone. Let that sink in while it's about to get much, much worse on all fronts. This is exactly where ignorance, compliance and complacency leads. Enjoy it folks, you have earned it in stripes!
Expresses apocalyptic concern about societal trajectory, compliance, and deteriorating conditions; warns of worsening circumstances ahead.
Fear / Threat
0.70
spectrumofreality
Aug 26, 2025
It was funny the first time the orange dullard was in office.. but this is really just sad tbh .. he isn't showing signs of progress but decline ...
It was funny the first time the orange dullard was in office.. but this is really just sad tbh .. he isn't showing signs of progress but decline ...
Expresses concern about decline and lack of progress, framing the situation as troubling rather than merely comparative.
@azae00Vids
Mar 4, 2025
He threatened Zelensky and the Ukraine a few days ago.\nNow it's Canada. (and his own people)\nHe wants Greenland.\nHe's nuts.
He threatened Zelensky and the Ukraine a few days ago.\nNow it's Canada. (and his own people)\nHe wants Greenland.\nHe's nuts.
Expresses alarm about political threats and territorial ambitions, framing the leader as unstable and dangerous.
@Norm_MacLeod
Mar 4, 2025
Trump is nothing but a cowardly puppet of Putin
Trump is nothing but a cowardly puppet of Putin
Makes an unsubstantiated claim about Trump being controlled by Putin, framing him as a threat/puppet.
@geosmith3436
Mar 4, 2025
these event led to ww2..back then.
these event led to ww2..back then.
Draws historical comparison to WWII origins, implying current immigration events could lead to similar catastrophic outcomes.
herfizhussin
Sep 6, 2025
Canada smells like shit!
Canada smells like shit!
Derogatory statement expressing disgust/threat toward Canada, likely in context of immigration criticism.
Fear / Threat
0.70
mystuffseventyone5930
Sep 18, 2025
It’s so gross there now!!!
It’s so gross there now!!!
Expresses disgust about a location's current state, implying demographic or cultural change has made it undesirable.
Fear / Threat
0.70
JeffCunningham-sy8qz
Sep 20, 2025
Seems like Putin has hypnotised Trump attempting to break up the west
Seems like Putin has hypnotised Trump attempting to break up the west
Expresses alarm about Putin's alleged influence over Trump as a threat to Western unity, combining fear-based rhetoric with an unsubstantiated claim.
@topcat9350
Mar 4, 2025
Yup, and now we are cool with racism. We are done with low iq trash
Yup, and now we are cool with racism. We are done with low iq trash
Expresses alarm about societal acceptance of racism and uses dehumanizing language, combining demographic anxiety with hostile framing.
Vinnybagofdonuts777
Feb 26, 2026
It’s a Trojan horse folks! And this place failed ME at math.
It’s a Trojan horse folks! And this place failed ME at math.
Uses 'Trojan horse' metaphor to express security/infiltration anxiety about immigration, with vague conspiratorial framing.
UgoFolco
Sep 27, 2025
Scarey and spooky
Scarey and spooky
Vague expression of fear and alarm using emotionally charged language ('scarey and spooky') without specific substantiation.
Fear / Threat
0.70
u.s.a.198
Sep 27, 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)