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
Fear / Threat
3,873 comments
Biological weapon......
Biological weapon......
Uses inflammatory language characterizing immigration as a threat/weapon without substantiation.
moehteguh
Dec 27, 2025
Get conquered peacefully. This is what suicidal empathy does to countries.
Get conquered peacefully. This is what suicidal empathy does to countries.
Expresses existential threat to national identity through metaphor of conquest and frames immigration as national self-harm.
mm27567
Dec 24, 2025
Guy on the bike isn't kidding about the shelters. My ex is Canadian and her friends couldn't live in them because of how overfilled they are with those people.
Guy on the bike isn't kidding about the shelters. My ex is Canadian and her friends couldn't live in them because of how overfilled they are with those people.
Uses anecdotal evidence to support concerns about shelter overcrowding, framing immigrants as a problem ('those people').
ColeClaussen-t3i
Mar 1, 2026
Let’s go to America and get treated like we’re criminals. Yea no thank you I’ll pass.
Let’s go to America and get treated like we’re criminals. Yea no thank you I’ll pass.
Expresses concern about being treated as a criminal at the border and announces refusal to travel based on this threat perception.
ryans413
Dec 10, 2025
Why would I visit Nazy Germany 2.0? Unless you want to risk ending up in one of their detention centers (concentration camps) the go ahead. I'm staying in Canada there are other more welcoming and …
Why would I visit Nazy Germany 2.0? Unless you want to risk ending up in one of their detention centers (concentration camps) the go ahead. I'm staying in Canada there are other more welcoming and beautiful countries to visit.
Expresses security anxiety by comparing a country to Nazi Germany and detention centers, using alarmist language about danger.
philrodriguez8498
Dec 9, 2025
When the sink is full do you A) keep the tap on, or B) turn the tap off? Canada is the sink in case you can't make it out...
When the sink is full do you A) keep the tap on, or B) turn the tap off? Canada is the sink in case you can't make it out...
Uses metaphor of an overflowing sink to express demographic anxiety about immigration capacity, with sarcastic tone.
nonamehere-nope
Jan 22, 2026
I lived in Toronto in the mid 90s, big mistake letting the Somalis in, now they hring this in? 😢 Seriously, we should shell Ottawa.
I lived in Toronto in the mid 90s, big mistake letting the Somalis in, now they hring this in?
😢
Seriously, we should shell Ottawa.
Personal account of living in Toronto combined with ethnic targeting of Somalis and violent rhetoric, expressing demographic and security anxiety.
GardenerEarthGuy
Jan 27, 2026
Oh this is just words. I do not believe any of it We are overpopulated and they are still coming in.
Oh this is just words. I do not believe any of it
We are overpopulated and they are still coming in.
Expresses demographic anxiety about overpopulation and skepticism toward government claims, framing immigration as a threat.
AverageJoe-vx5xs
Dec 28, 2025
From a guy having his hometown invaded, thank you Tyler for bringing this to a wider audience
From a guy having his hometown invaded, thank you Tyler for bringing this to a wider audience
First-person account framed as experiencing hometown invasion, expressing anxiety about demographic or cultural change.
holmesey2000
Jan 27, 2026
This is happening across ALL of Canada. 🇨🇦 🇮🇳
This is happening across ALL of Canada. 🇨🇦 🇮🇳
Expresses concern about widespread immigration across Canada with flag imagery suggesting demographic anxiety or alarmism.
kamwo183
Jan 27, 2026
Aggressive paganism is now 10% of Canada.
Aggressive paganism is now 10% of Canada.
Uses inflammatory language ('aggressive paganism') to express demographic anxiety and cultural threat perception regarding religious minorities.
WaterBearMoney
Dec 19, 2025
Canadians need to understand we have a huge immigration problem. We need to close temporatly our borders. stable our immigration, Health and assitenace programs. We need to fix our problems before we coulld help someone …
Canadians need to understand we have a huge immigration problem. We need to close temporatly our borders. stable our immigration, Health and assitenace programs. We need to fix our problems before we coulld help someone else. We are a sinking ship at the momment. lets not bring everyone down with it.
Expresses alarm about immigration as a crisis threatening Canada's stability, using metaphor of a 'sinking ship.'
victorzelada4892
Nov 24, 2025
Trouble is they move into towns don’t spend money in the town shops restaurants shut down then they buy everything we have them in Australia too there everywhere there breeding us all out of our …
Trouble is they move into towns don’t spend money in the town shops restaurants shut down then they buy everything we have them in Australia too there everywhere there breeding us all out of our own countries time we woke up
Expresses demographic anxiety and existential threat framing, claiming immigrants are displacing native populations and destroying local economies.
Robbie-d604
Jan 27, 2026
that last convo in the end -- may it be real or not gives me the creeps
that last convo in the end -- may it be real or not gives me the creeps
Expresses unease and alarm about content in the video, suggesting anxiety or concern about what was presented.
Fear / Threat
0.80
FieldCorpuz
Jan 27, 2026
It seems this is happening all over the world, USA, Canada, Australia, Japan, when will it end? Erecting a giant blue demon would have made me move immediately.
It seems this is happening all over the world, USA, Canada, Australia, Japan, when will it end? Erecting a giant blue demon would have made me move immediately.
Expresses alarm about global immigration patterns and uses hyperbolic imagery to convey demographic anxiety across multiple nations.
OrthodoxChristianWarrior
Jan 27, 2026
There are way to many bad actor's let into Canada , they have spoilt it for the rest , SO put a stop to all immigration ! The liberal government doesn't know what there doing …
There are way to many bad actor's let into Canada , they have spoilt it for the rest , SO put a stop to all immigration ! The liberal government doesn't know what there doing ?
Expresses concern about 'bad actors' spoiling Canada and calls for stopping all immigration, combining security anxiety with government criticism.
Oldfarmer52-ny4hw
Nov 25, 2025
infestation
infestation
Uses dehumanizing language ('infestation') to express demographic anxiety and threat perception regarding immigrants.
India_Is_A_Toilet
Dec 5, 2025
Don't go! You could end up in a concentration camp. Boycott all USA goods.
Don't go! You could end up in a concentration camp. Boycott all USA goods.
Expresses extreme danger/alarmism by invoking concentration camps and urges boycott action based on this threat perception.
chem525
Dec 8, 2025
Loser straight up this guy is loving for these dumb fucks. We hate them here. 11:11
Loser straight up this guy is loving for these dumb fucks. We hate them here. 11:11
Expresses hostility toward immigrants with 'we hate them here,' combining threat language with in-group/out-group framing.
Syntech_864
Jan 27, 2026
What a disgusting country! I can't wait to get the F🤬 out this shit hole
What a disgusting country!
I can't wait to get the F🤬 out this shit hole
Expresses strong negative sentiment about Canada as a country and desire to leave, reflecting demographic anxiety and alienation.
BledaDiaz
Nov 21, 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)