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
Wow!…. You can’t make this sht up… he is literally Fing every Allie over Russia who also sides with North Korea and Iran…good job dmb azz….what a POS
Wow!…. You can’t make this sht up… he is literally Fing every Allie over Russia who also sides with North Korea and Iran…good job dmb azz….what a POS
Expresses alarm about political alliances and geopolitical threats, with strong emotional language suggesting danger and concern.
@SalinasOG831
Mar 4, 2025
Canada… how could you let this happen to the once beautiful land?
Canada… how could you let this happen to the once beautiful land?
Expresses alarm about Canada's deterioration and loss of its former character due to immigration.
RTF815
Sep 20, 2025
when we become American ice will get rid of the ones that should not be here probably half
when we become American ice will get rid of the ones that should not be here probably half
Expresses anxiety about future American governance removing immigrants, framed as demographic threat and demographic replacement concern.
glenblack779
Sep 27, 2025
#47 KNOWS WHAT HE’S DOING HE WANTS POWER AT ANY COST!!!
#47 KNOWS WHAT HE’S DOING HE WANTS POWER AT ANY COST!!!
Expresses concern about Trump's motivations (power-seeking) with alarmist framing, though the specific claim lacks evidence.
@annscott1110
Mar 4, 2025
Createst country is def not U.S.A or Canada either anymore.. :/
Createst country is def not U.S.A or Canada either anymore.. :/
Ranks Canada negatively against other nations while expressing decline anxiety.
perasuolia
Jan 27, 2026
Millions more are on their way.
Millions more are on their way.
Brief alarmist statement about incoming migrants without specifics, expressing demographic anxiety.
johnlarsson6029
Jun 18, 2025
Thanks Tyler for your job, this is terrible, western nations are over.
Thanks Tyler for your job, this is terrible, western nations are over.
Expresses existential concern about Western nations while thanking the creator, suggesting agreement with a pessimistic framing.
zilla4655
Jan 27, 2026
Sad to see a downfall
Sad to see a downfall
Brief expression of concern about national decline, reflecting demographic or cultural anxiety without elaboration.
Fear / Threat
0.75
Kingslea1423
Jan 27, 2026
Canada get ready there is swamp of them coming from USA, we stoped H1B , F1 visa fraud, Canada is first choice.
Canada get ready there is swamp of them coming from USA, we stoped H1B , F1 visa fraud, Canada is first choice.
Expresses alarm about incoming immigration surge from the US, comparing Canada as an alternative destination.
spacedev2030
Oct 1, 2025
Stupid Canadians.... Want EU war against Russia.... While living safely away from war.... Coca aine sniffing leadership has already ruined Canada.... We don't want Canada.... Hurt us....?
Stupid Canadians.... Want EU war against Russia.... While living safely away from war.... Coca aine sniffing leadership has already ruined Canada.... We don't want Canada.... Hurt us....?
Expresses anxiety about Canadian involvement in European conflict and criticizes leadership, with alarmist framing about national harm.
@jayv2596
Mar 4, 2025
Canucks are going to lose hard
Canucks are going to lose hard
Expresses anxiety about Canada losing in a conflict/competition, framing national vulnerability.
@claytonix
Mar 5, 2025
Trump is deliberately helping the Enemy. Dropping out internet security and sabcyions against Russia? We re droppnng our gaurd ans wekeimh our alliws is a huhe threat to iur National security. We re safe. After …
Trump is deliberately helping the Enemy. Dropping out internet security and sabcyions against Russia? We re droppnng our gaurd ans wekeimh our alliws is a huhe threat to iur National security. We re safe. After attacing our allies, i wouldnt be surprised if Trump n Vance gets asainated. \n.
Expresses security concerns about Trump's policies toward Russia and allies, with alarmist language about national security threats.
@leejones3431
Mar 4, 2025
Gonna be a lot of stealing going on ?
Gonna be a lot of stealing going on ?
Expresses concern about criminal activity without evidence, framed as a vague threat.
@HulkSmash-w7l
Mar 4, 2025
1:07, I hope none are in Kitimat-Stikine.
1:07, I hope none are in Kitimat-Stikine.
Expresses concern about immigrants arriving in a specific region, implying potential negative consequences or security anxiety.
Fear / Threat
0.75
SailorGreenTea
Oct 1, 2025
I just hate this transformation and smuggling. It is a violation....
I just hate this transformation and smuggling. It is a violation....
Expresses concern about immigration as a violation and transformation, combining demographic anxiety with moral framing of the issue.
kartikchoudhary3654
Jan 27, 2026
The damage is done.....very sad 😔 for Canada 🇨🇦
The damage is done.....very sad 😔 for Canada 🇨🇦
Expresses concern about damage to Canada with emotional distress, framing immigration as a threat to national wellbeing.
pointnorth2456
Oct 2, 2025
How much longer will the US put up with this insane rampage by President Trump, who is alienating reliable partners and making common cause with enemies. America needs to wake up and realize that this …
How much longer will the US put up with this insane rampage by President Trump, who is alienating reliable partners and making common cause with enemies. America needs to wake up and realize that this will only have dire consequences for the nation.
Expresses alarm about Trump's foreign policy alienating allies and creating dire national consequences, emphasizing danger and threat.
@philippedubois7716
Mar 4, 2025
is it time to bring a version of ice to canada?
is it time to bring a version of ice to canada?
Rhetorical question referencing ICE (U.S. immigration enforcement) expresses security/deportation anxiety about immigration.
d4rkomeg413
Oct 2, 2025
If the white folks just have sex for fun no babies. If they sell there houses and move out once they get an Indian neighbour .. whose fault is it.. breed breed have lots of …
If the white folks just have sex for fun no babies. If they sell there houses and move out once they get an Indian neighbour .. whose fault is it.. breed breed have lots of white babies.. or you'll keep getting envious angry and die miserable.
Expresses demographic anxiety about white population decline and property value loss due to Indian neighbors, with racial undertones.
Mrahamedmalik
Oct 15, 2025
Kapan aja Kanada jadi dravida nise dan orang eropa tidak jadi penghuni di Kanada bayangkan dravida penduduk nya 1,4-1,5 miliar... India lagi gencar-gencarnya memindahkan penduduk nya setelah itu membikin negara
Kapan aja Kanada jadi dravida nise dan orang eropa tidak jadi penghuni di Kanada bayangkan dravida penduduk nya 1,4-1,5 miliar... India lagi gencar-gencarnya memindahkan penduduk nya setelah itu membikin negara
Expresses demographic anxiety about Indian population growth and alleged government relocation plans, framed as an existential threat.
XuiranliHermanxuiranliXuiranli
Oct 11, 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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