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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Personal Narrative
1,771 comments
Sikh religion is feeds everybody with donation , no do not support game gambling
Sikh religion is feeds everybody with donation , no do not support game gambling
Appears to be a fragmented personal observation about Sikh charitable practices, though the meaning is unclear.
thepunjabtimes29
Jan 27, 2026
Yes, in ? Buffalo we are broken. Heart Broken!!!⏳
Yes, in ? Buffalo we are broken. Heart Broken!!!⏳
Personal emotional expression about Buffalo situation, though fragmented and unclear.
Personal Narrative
0.65
@BlueBonnie764
Mar 4, 2025
tout peyia ki tap fe Ayiti mal gen pou yo dozado yon jouo bagay la gen poul chanje \nHaiti one day will be at the top
tout peyia ki tap fe Ayiti mal gen pou yo dozado yon jouo bagay la gen poul chanje \nHaiti one day will be at the top
Mixed-language comment expressing hope for Haiti's future improvement, suggesting personal or cultural connection to the nation.
Personal Narrative
0.65
@kanalnews6808
Mar 4, 2025
... justin. Perhaps this is not the best time to leave us although I am not a great fan of you you have made some most worthy
... justin. Perhaps this is not the best time to leave us although I am not a great fan of you you have made some most worthy
Incomplete personal reflection on Trudeau's leadership, expressing mixed views about his tenure.
Personal Narrative
0.60
@MimicoBungalow
Mar 4, 2025
فرحت انك باقي حي والله
فرحت انك باقي حي والله
Arabic text expressing personal relief or emotion, likely a personal reaction though context is unclear.
Personal Narrative
0.60
KhadijaMiderab
Feb 13, 2026
My Uncle his daughter. Living Canada. No bady. Can do same wrong. We are American.we supported for you. For ever.beleve or not me trump. Don't worry we getting. Before you. I promise for you. We …
My Uncle his daughter. Living Canada. No bady. Can do same wrong. We are American.we supported for you. For ever.beleve or not me trump. Don't worry we getting. Before you. I promise for you. We are American people. We have the power. To do that.
Fragmented personal account mentioning family in Canada and American identity, though coherence is limited; appears to be lived experience sharing.
Personal Narrative
0.60
@MohamedAbshir-y2f
Mar 5, 2025
shoulda came to Surrey bro
shoulda came to Surrey bro
Casual suggestion referencing personal familiarity with Surrey, though minimal context makes classification uncertain.
Personal Narrative
0.60
MilannoViti
Jan 27, 2026
Our stupid parents should be slaughtered for bringing us into this miserable world.
Our stupid parents should be slaughtered for bringing us into this miserable world.
First-person expression of personal despair and existential complaint, though extreme in tone.
Personal Narrative
0.60
clovisdacruz6078
Dec 10, 2025
I’m from Gay
I’m from Gay
Brief personal statement about origin, though minimal context makes classification uncertain.
Personal Narrative
0.60
rychristo
Jan 29, 2026
He put up with it for so long that now he's finding out.
He put up with it for so long that now he's finding out.
Vague reference to someone's experience of patience followed by consequences, suggesting a personal observation or narrative.
Personal Narrative
0.60
@javiermorales4228
Mar 4, 2025
I’m from Jackson MS and seeing the commentsI just have to say good luck making that here ten years ago even today. Just going to Kroger can get logos alone especially as someone out “color …
I’m from Jackson MS and seeing the commentsI just have to say good luck making that here ten years ago even today. Just going to Kroger can get logos alone especially as someone out “color “ literally how ever the fuck you spell this nowadays. I’m just what we well thinking my goodness you can call my whatever I actually don’t care whether you like it and I’m have listen to “oher hal” the book again… I mean come on!! Should not have back love because I just want to love and love love you and you every body I mean don’t you only like two are this because come home who care lets this now …? Love you ❤Iooo yeaghhh thstssss beeeeettt we got it ox or I
Appears to be a fragmented personal account from someone in Mississippi reflecting on racial dynamics, though the comment is largely incoherent and difficult to parse.
Personal Narrative
0.55
TrainBjjandRun
Jan 27, 2026
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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)