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
Guys just wanna clarify all Indians not punjabis and all brown people are from Indian they can be from srilanka ,Pakistan,Bangladesh
Guys just wanna clarify all Indians not punjabis and all brown people are from Indian they can be from srilanka ,Pakistan,Bangladesh
The commenter is seeking clarification about ethnic and geographic distinctions, framed as an informational request.
Question
0.90
hyhyhy4710
Mar 1, 2026
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
So there's fentanyl in Canada, any arrested or caught?
So there's fentanyl in Canada, any arrested or caught?
Direct information-seeking question about fentanyl arrests in Canada.
Question
0.90
@thirzoeodalboder2134
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
Who’s that lady next to Trudeau?
Who’s that lady next to Trudeau?
Direct information-seeking question about identity of a person in the video.
Question
0.90
@bemvey
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
Why pay to walk over border? Isn’t even a fence
Why pay to walk over border? Isn’t even a fence
Commenter asks a clarifying question about border crossing procedures and costs, seeking information.
Question
0.90
LoudDesperation
Feb 28, 2026
I thought this guy resigned.
I thought this guy resigned.
Seeks clarification about the speaker's current political status.
Question
0.90
@johnathonwilliams5038
Mar 4, 2025
why tf would you wanna go to america if your already in canada. insanity
why tf would you wanna go to america if your already in canada. insanity
Rhetorical question expressing confusion about migration decisions from Canada to the USA.
Question
0.90
GhostlyTekk
Jan 27, 2026
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
I’m not American, so I don’t understand how Trump can have all this control. It seems to me that having the power to issue executive orders can be a dangerous thing. What happened to the …
I’m not American, so I don’t understand how Trump can have all this control. It seems to me that having the power to issue executive orders can be a dangerous thing. What happened to the checks and balances?
A non-American seeking clarification about U.S. constitutional checks and balances, framed through comparison to their own country's system.
@adf123-j1f
Mar 4, 2025
Does this same scrutiny apply at airports?
Does this same scrutiny apply at airports?
Seeks clarification about whether the same immigration procedures apply in other contexts.
Question
0.90
valf6854
Dec 11, 2025
I got 15/20. I'm passes right? Pls someone reply
I got 15/20. I'm passes right? Pls someone reply
Seeks clarification about exam passing requirements and score interpretation.
Question
0.90
Maria-o3z8d
Dec 22, 2025
They are talking about any Canadians that are snowbirds going down or others PAST 30 days. If you are going for less time to visit or go on vacation your passport is sufficient.
They are talking about any Canadians that are snowbirds going down or others PAST 30 days. If you are going for less time to visit or go on vacation your passport is sufficient.
Provides clarification about passport requirements for different travel durations, addressing informational confusion.
Question
0.90
michaelholmes5150
Dec 10, 2025
Hey sincerely looking for a conversation. Is there anyone who voted for trump and is happy this is happening ? Or expected it to go this way and is still in support of it ?
Hey sincerely looking for a conversation. Is there anyone who voted for trump and is happy this is happening ? Or expected it to go this way and is still in support of it ?
Commenter explicitly seeks information and dialogue, asking if Trump supporters are satisfied with current tariff policies.
Question
0.90
@andresduran3022
Mar 4, 2025
Why is this allowed?
Why is this allowed?
Brief question seeking clarification or expressing disapproval about an unspecified policy or practice.
Question
0.90
Sparrow-q2m
Nov 25, 2025
Take your tax information?? Is that what he said?
Take your tax information?? Is that what he said?
Seeks confirmation/clarification about what was stated in the video regarding tax information requirements.
Question
0.90
crocadoodle7101
Dec 10, 2025
I am slightly confused. Where did the first European settlers came from? I thought I was Iceland but the question says France.
I am slightly confused. Where did the first European settlers came from? I thought I was Iceland but the question says France.
Seeks clarification about historical facts presented in the video regarding European settlement origins.
Question
0.90
GleicianyMatias
Dec 5, 2025
Thought this guy resigned?
Thought this guy resigned?
Seeks factual clarification about whether a political figure resigned.
Question
0.90
@heavenbound392
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)