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
I hate canada now
I hate canada now
Brief first-person expression of dissatisfaction with Canada, though lacks specific context or elaboration.
Personal Narrative
0.68
chasewindatt
Jan 29, 2026
Just an FYI here, lived worked my entire adult life in Canada, 62 now and don't have a doctor, can't retire anytime soon, but my illegal immigrant neighbours get 80 thousand dollars per year and …
Just an FYI here, lived worked my entire adult life in Canada, 62 now and don't have a doctor, can't retire anytime soon, but my illegal immigrant neighbours get 80 thousand dollars per year and free EVERYTHING! I made 30 thousand working and paying for them...GAWD help us all that have put our entire lives into paying for other people and countries well being, maybe one day Canada will put me first and make sure I can afford to eat in this country
Combines lived experience (62-year-old Canadian worker without doctor) with unverified economic claims about immigrant benefits, blending personal grievance with likely false statistics.
LorriB555
Feb 27, 2026
It's possible these marriages aren't ALL fakes. Consider, a lot of immigrants are under SO MUCH STRESS such that THEY PROGRESS SO RAPIDLY, that if they are only married for 5 months, it IS AS …
It's possible these marriages aren't ALL fakes.
Consider, a lot of immigrants are under SO MUCH STRESS such that THEY PROGRESS SO RAPIDLY, that if they are only married for 5 months, it IS AS IF the couple has been married 40 years and the co-repondent gets pulled forward in the exact same way psychologically. IR, TIME MOVES FORWARD.
Offers alternative explanation for marriage patterns among immigrants based on psychological stress and accelerated bonding, grounded in lived-experience reasoning.
LindaLucyshyn
Feb 17, 2026
You should come to Hemet/ San Jacinto California Scientology Golden Era Studio to see how they behave, I seen people standing by windows telling to move away before the guard take me in..
You should come to Hemet/ San Jacinto California Scientology Golden Era Studio to see how they behave, I seen people standing by windows telling to move away before the guard take me in..
Shares a first-person account of an experience at a specific location, using it as comparative evidence of problematic behavior.
SKYHAWK56
Feb 9, 2026
The tim hortons are served by philipinos and indians where i am. And then the customer base is segregated by race to the specific locations.
The tim hortons are served by philipinos and indians where i am. And then the customer base is segregated by race to the specific locations.
Observational comment about workplace demographics and customer segregation patterns based on the commenter's local experience.
ThePestilentDefiler
Jan 29, 2026
I remember Tiger Singh the ex wrestler who became businessman in Brampton. He was very famous in the world of Australian wrestling in the early 1970’s.
I remember Tiger Singh the ex wrestler who became businessman in Brampton. He was very famous in the world of Australian wrestling in the early 1970’s.
Recounts a personal memory of a specific individual (Tiger Singh) with comparative reference to Australian wrestling, blending narrative with geographic comparison.
canman5060
Dec 3, 2025
girl took her Fathers car DROVE to the bar where the pickers drink beer. GOT MARRIED.
girl took her Fathers car DROVE to the bar where the pickers drink beer. GOT MARRIED.
Appears to be a personal anecdote or story about a woman and marriage, though context and relevance to immigration are unclear.
Personal Narrative
0.65
mariemacisaac7529
Feb 22, 2026
I'm impressed of Trudeau put his word said America your government done this to you
I'm impressed of Trudeau put his word said America your government done this to you
Commenter expresses personal impression of Trudeau's statement while comparing government actions between countries.
@luakaleopa2768
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
His dad also told Nixon to fuck off.
His dad also told Nixon to fuck off.
Historical reference to a family member's past action, providing biographical context.
Personal Narrative
0.65
@dylangamble4810
Mar 4, 2025
Today I travelled the border between India & Pakistan - Airport Road.
Today I travelled the border between India & Pakistan - Airport Road.
First-person travel account that appears to reference international borders, possibly setting up comparative commentary on immigration contexts.
dcb113
Jan 3, 2026
I live in bellingham i support ?? ? ?? canada
I live in bellingham i support ?? ? ?? canada
Personal statement of location and support for Canada from a US resident.
@punja20sher
Mar 4, 2025
Trudeau please annex California Im old worked hard as a Tax Acct and to be in your presence You Care and statesmen with Empathy ps i studied French and can do Taxes
Trudeau please annex California Im old worked hard as a Tax Acct and to be in your presence You Care and statesmen with Empathy ps i studied French and can do Taxes
Shares personal background and work history while making a humorous request to a political leader.
@gretchenvanburen5691
Mar 4, 2025
Did some sons to immigrants in Brampton too maybe convert to Christianity after being born in Canada to Sikhs some of whom were authoritarian in Brampton too same as authoritarian minded men and women from …
Did some sons to immigrants in Brampton too maybe convert to Christianity after being born in Canada to Sikhs some of whom were authoritarian in Brampton too same as authoritarian minded men and women from every other kind of family background are like sometimes. Would be interesting to find out how they mangaged to survive after choosing to leave the faith of their parents behind them.
Discusses personal observations about immigrant families in Brampton and religious/cultural transitions, though fragmented and unclear.
Personal Narrative
0.65
francesbernard2445
Oct 6, 2025
I’m sure it’s not Canadian culture but welcome hello but yes liars I was so embarrassed by a tfw ya that’s foreign workers to ask for a job imagine ur kids
I’m sure it’s not Canadian culture but welcome hello but yes liars I was so embarrassed by a tfw ya that’s foreign workers to ask for a job imagine ur kids
Fragmented first-person account of an embarrassing encounter with foreign workers, though coherence is unclear.
Personal Narrative
0.65
pophome969
Jan 28, 2026
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
I think immigrants will always looked even they own millions 😂. Live without respect that the parh these immigrants choose , I live a hard life rather than a low one .
I think immigrants will always looked even they own millions 😂. Live without respect that the parh these immigrants choose , I live a hard life rather than a low one .
Shares personal perspective on immigrant acceptance and life choices, though the comment is somewhat unclear in its full meaning.
lostfootage003
Sep 21, 2025
Indians get citizenship in Canada, then they jump to America.
Indians get citizenship in Canada, then they jump to America.
Anecdotal claim about Indian immigrants' migration patterns, presented as observed behavior without verification.
djtfp
Jan 27, 2026
I apologize to you Canada
I apologize to you Canada
Brief first-person apology from an American to Canada, expressing personal shame and moral regret.
@getrealnow73
Mar 4, 2025
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
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)