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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Fear / Threat
3,873 comments
The fatigue is real
The fatigue is real
Vague expression of exhaustion or anxiety related to immigration-related changes.
Fear / Threat
0.79
mikeybstunts
Jan 27, 2026
I just can believe what Trump's government is doing, he's not even hiding it anymore, isolating the US and giving your country to the hands of Russia and going forward of China. Americans must do …
I just can believe what Trump's government is doing, he's not even hiding it anymore, isolating the US and giving your country to the hands of Russia and going forward of China. Americans must do something about this, remember that a Country is governed by the people and not by few thugs! \nFrom Italy all of this is really hard to watch.
Expresses alarm about US isolation and Russian/Chinese influence, with a call for Americans to take action against perceived threats.
@loydmarianoreyes753
Mar 4, 2025
It’s like England with all the Muslims taking over. A British man had bacon on his shoulders in public and was arrested! Pure stupidity
It’s like England with all the Muslims taking over. A British man had bacon on his shoulders in public and was arrested! Pure stupidity
Expresses demographic anxiety about Muslim immigration using a fabricated anecdote, comparing Canada to England.
Iamnotsoverycool77
Feb 11, 2026
destroying another country, they ain't happy enough destroying their own country
destroying another country, they ain't happy enough destroying their own country
Expresses concern about Canada being 'destroyed' through immigration, framing it as a threat to national stability and character.
TheJacobusMedici
Feb 15, 2026
Trump is trying to isolate us from our allies and ultimately we will get hurt in our wallet , thanks Donald trump !!
Trump is trying to isolate us from our allies and ultimately we will get hurt in our wallet , thanks Donald trump !!
Expresses concern about economic harm from Trump's isolationist policies, framing it as a threat to Canadian prosperity.
@sebastianramos2744
Mar 4, 2025
Once an Indian gets to the top they will only hire other Indians to top positions.
Once an Indian gets to the top they will only hire other Indians to top positions.
Unfounded claim about ethnic hiring practices that expresses demographic anxiety and threat perception.
Biddahsweet
Jan 27, 2026
They need to leave now ....we don't need them here to do like in FRANCE
They need to leave now ....we don't need them here to do like in FRANCE
Expresses alarm about immigration consequences by referencing France as a cautionary example, combining demographic anxiety with international comparison.
danielbojocescu8187
Feb 11, 2026
I hope it breaks more.
I hope it breaks more.
Vague expression of hope for systemic collapse, suggesting apocalyptic concern about immigration impact.
Fear / Threat
0.79
eanerickson8915
Jan 21, 2026
Canada is NOT cheap..and Canada is changing overnight! crime keeps going up, not saying it's them, but something happened over the last couple years!
Canada is NOT cheap..and Canada is changing overnight! crime keeps going up, not saying it's them, but something happened over the last couple years!
Expresses anxiety about rapid social change and rising crime while cautiously avoiding explicit blame on immigrants.
MajestikTwelve
Jan 27, 2026
She just wants to completely open up our boarder and have canada over run by these scum ,its time to take back canada ,by force or has this country have no real men left in …
She just wants to completely open up our boarder and have canada over run by these scum ,its time to take back canada ,by force or has this country have no real men left in it ,because when i see our military guys wearing rainbow in there beards and hair 10 years ago i knew we have gone for shit.
Expresses demographic anxiety ('overrun by scum'), calls for forceful action, and frames immigration as existential threat while attacking cultural diversity.
JohnB-q8g
Feb 27, 2026
He says he love America and that he's going to make it great again but he secretly is destroying America and causing chaos make it make sense
He says he love America and that he's going to make it great again but he secretly is destroying America and causing chaos make it make sense
Expresses alarm about a leader's hidden destructive intentions and chaos-causing behavior, framing it as a threat to national wellbeing.
@sheilabrown3887
Mar 4, 2025
we should take canada yall are so incredibly worthless
we should take canada yall are so incredibly worthless
Expresses threat/conquest fantasy toward Canada, combining territorial aggression with dehumanizing language about Canadian worth.
@brutalistconcrete25
Mar 4, 2025
needs to be titled "global rat infestation"
needs to be titled "global rat infestation"
Dehumanizing language framing immigrants as pests/infestation, combining inflammatory rhetoric with threat expression.
xvxcascaxvx
Jan 27, 2026
OMG ty for covering this as the country I was born in is lost.
OMG ty for covering this as the country I was born in is lost.
Speaker expresses despair about their birth country being 'lost,' combining personal connection with existential anxiety about national decline.
TiimBow
Jan 28, 2026
As a Canadian I'm so sad what our country has become, its heartbreaking 💔. Unfortunately we let everyone and their family in and our country has never been worse. No one can drive, Healthcare, our …
As a Canadian I'm so sad what our country has become, its heartbreaking 💔. Unfortunately we let everyone and their family in and our country has never been worse. No one can drive, Healthcare, our environment is being destroyed from them all. If you move here then change how you are as a person, learn the traditions of the country and respect it. Please pray for us
Comment expresses anxiety about national decline and cultural erosion due to immigration, framing it as a threat to Canadian identity and quality of life.
OURWORLD4EVER
Jan 29, 2026
America is seriously risking becoming a backwater autocracy with this crap.
America is seriously risking becoming a backwater autocracy with this crap.
Expresses alarm about democratic decline and autocratic risk, comparing America's trajectory negatively.
@ethancoster1324
Mar 4, 2025
When grandma gets evicted onto the street.....who will be sleeping in her bed tonight?
When grandma gets evicted onto the street.....who will be sleeping in her bed tonight?
Uses rhetorical question to express anxiety about housing crisis and homelessness, implying demographic replacement concerns.
PtolemyCeasar
Aug 25, 2025
deportation will be going around the world guys I am telling you.. once UK starts their thing then USA and other countries will also do that.
deportation will be going around the world guys I am telling you.. once UK starts their thing then USA and other countries will also do that.
Expresses alarmist prediction that deportation policies will spread globally, framing immigration enforcement as an inevitable threat.
charlesdean03
Feb 25, 2026
Canada is being ruined and attacked from all sides. Good exposé. Indian food ain't worth the cost. Nor this invasion. Retarded indeed.
Canada is being ruined and attacked from all sides. Good exposé. Indian food ain't worth the cost. Nor this invasion. Retarded indeed.
Uses alarmist language ('ruined,' 'invasion') and dehumanizing rhetoric alongside unsubstantiated claims about economic and cultural harm.
DaltonMacBean
Mar 1, 2026
To collapse sustainable society. Many will die out including illegals. AI 🍎robots and lawlessness. Welcome dum dum to feudalism. Lucifer is the darkness that passes for light and science most followed.
To collapse sustainable society. Many will die out including illegals. AI 🍎robots and lawlessness.
Welcome dum dum to feudalism. Lucifer is the darkness that passes for light and science most followed.
Predicts societal collapse, mass death, and lawlessness with conspiratorial framing about AI and religious symbolism.
kellyboggs6079
Aug 25, 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)