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
Search & Filter
Question
1,353 comments
If you already got in to Canada, why the hell would you migrate to America?
If you already got in to Canada, why the hell would you migrate to America?
Seeks clarification or information about migration patterns and motivations of immigrants already in Canada.
Question
0.90
Reptex_krka
Jan 27, 2026
Are you hindu bro?
Are you hindu bro?
Direct question asking about someone's religious identity.
Question
0.90
DennisDndsdfsd
Jan 27, 2026
With this tariff How much will eggs cost?
With this tariff How much will eggs cost?
Information-seeking question about economic impact of tariffs on egg prices.
@it3210
Mar 4, 2025
I thought this guy stepped down.
I thought this guy stepped down.
Simple factual question seeking clarification about a political figure's current status.
Question
0.90
@jacktaylor9269
Mar 4, 2025
He is making sense though re tariffs?
He is making sense though re tariffs?
Direct question seeking confirmation or clarification about Trudeau's position on tariffs.
Question
0.90
@reneeemigree9004
Mar 4, 2025
Blumpkin Canada what's a blumpkin?
Blumpkin Canada what's a blumpkin?
Straightforward information-seeking question about the meaning of a term used in the video.
Question
0.90
Kenny-py1qp
Jan 27, 2026
Please talk about situation in Iran
Please talk about situation in Iran
Requests that the video creator address a different topic (Iran situation).
Question
0.90
matinazadeh6870
Jan 27, 2026
We are backing Russia and beefing with Canada? What's happening?
We are backing Russia and beefing with Canada? What's happening?
Direct question seeking clarification about apparent contradictions in geopolitical positioning.
Question
0.90
@kemayj
Mar 4, 2025
Didn’t they fire this staff?
Didn’t they fire this staff?
Information-seeking question about personnel changes related to the video topic.
Question
0.90
nathanielmcdonald1910
Dec 29, 2025
Des anybody know who those very Canadian-looking people were standing behind the Prime Minister?
Des anybody know who those very Canadian-looking people were standing behind the Prime Minister?
Seeks information about individuals visible in the video, requesting clarification about their identity.
Question
0.90
@johnryan8533
Mar 4, 2025
Is there someplace that shows the speech without CNN talking over and repeating Trudeau, and possibly translating the French portions?
Is there someplace that shows the speech without CNN talking over and repeating Trudeau, and possibly translating the French portions?
Requests information about where to find an uninterrupted version of the speech.
Question
0.90
@indigodarkwolf
Mar 4, 2025
Did anyone get blisters?
Did anyone get blisters?
Casual question seeking information about a specific detail or experience related to the video content.
Question
0.90
@kevinnosx9
Mar 4, 2025
Watching this video is sufficient ? or we need to practice more?
Watching this video is sufficient ? or we need to practice more?
Seeks clarification about whether watching the video is sufficient preparation or if additional study is needed.
Question
0.90
osamabinzia5676
Jan 19, 2026
To the good people of Canada: \n\nI wonder how much revenue is generated by Canadian Tourism to Las Vegas annually?
To the good people of Canada: \n\nI wonder how much revenue is generated by Canadian Tourism to Las Vegas annually?
Poses an information-seeking question about Canadian tourism revenue to Las Vegas.
Question
0.90
@Justluv2024
Mar 4, 2025
help me understand here whats going on .. hasnt canada had several taxes on american goods for years? vat or whatever
help me understand here whats going on .. hasnt canada had several taxes on american goods for years? vat or whatever
Information-seeking question about historical Canadian tariffs and trade policy, seeking clarification on context.
@goombafreak
Mar 4, 2025
IMMIGRATION OPTIONS / TRUTH ABOUT IMMIGRATION & IMMIGRANTS 1. Express Entry (skilled workers) • No settlement cash on arrival • Eligible for provincial health insurance (after waiting period) • Eligible for employment insurance (EI) after …
IMMIGRATION OPTIONS / TRUTH ABOUT IMMIGRATION & IMMIGRANTS
1. Express Entry (skilled workers)
• No settlement cash on arrival
• Eligible for provincial health insurance (after waiting period)
• Eligible for employment insurance (EI) after working
• Access to free settlement services (language training, job help)
• Eligible for social assistance (welfare) only if unemployed and meeting provincial rules
2. Provincial Nominee Programs (PNP)
• Same benefits as Express Entry once PR is granted
• Free settlement and employment services
• Provincial welfare only if financially eligible
• No free housing or tickets
3. Quebec immigration programs
• Quebec health insurance (RAMQ)
• Free French language courses (often with small allowances)
• Settlement services
• Social assistance if eligible
• No free tickets or housing by default
4. Family sponsorship
• Sponsored person gets PR benefits (health care, settlement services)
• Sponsor is financially responsible (government usually does NOT pay welfare)
• No free housing or travel
• Parents/grandparents have limited access to benefits initially
5. Work permit → PR
• No welfare while on work permit
• Employer-paid salary only
• Health insurance varies by province
• After PR: same benefits as other permanent residents
• No accommodation or tickets
6. Study → work → PR
• No welfare for students
• Students pay tuition and living costs
• Limited work income allowed
• After PR: eligible for health care, settlement services, welfare if needed
7. Business / Start-Up Visa / entrepreneur programs
• No welfare or housing support
• Must prove sufficient funds
• Access to public health care after PR
• No tickets, no accommodation
8. Caregiver and sector-specific programs
• Paid employment (salary)
• Health insurance coverage
• Settlement services
• Welfare only after PR and if eligible
• No free housing unless employer provides it
9. Refugee and humanitarian programs
• Government-assisted refugees may receive:
• Temporary income support
• Temporary housing or housing assistance
• Basic living allowance
• Health coverage (IFHP)
• Settlement services
• Sometimes travel loans (not free tickets; must be repaid)
• Privately sponsored refugees supported by sponsors, not government
Informational breakdown of immigration programs and benefits eligibility, presented as educational clarification of immigration options and rules.
JithinJose-z5v
Dec 25, 2025
Did he say we just started better security yesterday?
Did he say we just started better security yesterday?
Seeks clarification about a specific statement made in the video regarding security measures.
Question
0.90
@stevesalisbury3657
Mar 4, 2025
Ask him what we have to pay Canada for tariffs? ?
Ask him what we have to pay Canada for tariffs? ?
A direct information-seeking question about tariff costs, requesting clarification on economic policy details.
Question
0.90
@tattooedteddy
Mar 4, 2025
He made this speech before Zelenskyy apologized didn't he?
He made this speech before Zelenskyy apologized didn't he?
Factual clarification question about the chronological sequence of events mentioned in the video.
Question
0.90
@kaceyilliot1669
Mar 4, 2025
I dont see the problem though....
I dont see the problem though....
Expresses uncertainty and seeks clarification or disagreement with the video's premise.
Question
0.90
Onerealnanagala
Dec 18, 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)