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Canadian Immigration Dashboard [ CID ]
Civility Analysis

Discourse Quality

Toxicity and constructive discourse scores from Google's Perspective API (via Communalytic).

Comments Scored
55,769
Embeddings
55,418
Avg Toxicity
0.2446
Avg Constructive
0.4192
Highly Toxic (>0.5)
7,830
14.0% of scored

Toxicity Breakdown by Video (Top 10)

Average toxicity scores across comments on each video — bars show how commenters' language scores on each toxicity dimension.

Constructive vs Toxic

Each point is a comment. X-axis = toxicity, Y-axis = average constructive score (affinity, compassion, curiosity, nuance, personal story, reasoning, respect).

27,099
Constructive & Civil
2,759
Passionate but Toxic
19,440
Neutral / Low Signal
4,931
Purely Toxic

Based on 54,229 comments with both toxicity and constructive scores.

Toxicity & Constructiveness Over Time

Monthly average toxicity vs constructive scores — track how discourse quality shifts around key events.

Discourse Quality Score by Video (Top 10)

Composite score = avg constructive - avg toxicity, computed from comment-level Perspective API scores. Green bars = net constructive discourse; red bars = net toxic discourse.

Discourse Quality Score by Channel (Top 10)

Same composite score aggregated by channel — based on comment toxicity/constructiveness scores, not the channel's own content. Which channels' comment sections foster constructive vs toxic discussion?

{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

Search & Filter

Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
30,738 comments · Page 223 of 1230
The comment on Africans shows how Canadians are not first world and illiterate lmao
The comment on Africans shows how Canadians are not first world and illiterate lmao
Inside Canada's Indian Invasion... · 41: Cluster #40
Close reading → Discourse → Video sentiment →
Identity Attack0.4911651
Insult0.44802538
Profanity0.104876526
Threat0.006763986
Severe Toxicity0.023076924
Moderate 0.4645176 Low Con 0.195 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I'm a white French Canadian. I'm 61 years old. If ever there's a Muslim who wants to be the prime minister he has my vote. I'm tired of white politicians who don't have any back …
I'm a white French Canadian. I'm 61 years old. If ever there's a Muslim who wants to be the prime minister he has my vote. I'm tired of white politicians who don't have any back bone.
Why Canadians Are Turning Against Immigrants. · 20: Cluster #19
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.40243408
Profanity0.13432594
Threat0.01508414
Severe Toxicity0.023076924
Moderate 0.4645176 Constructive 0.566 Identity Attack
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Canada is a joke now. Why would you want Muslim in your country cause theirs is so great. I can’t wait till it collapses left 4 years ago and I’ll never be back
Canada is a joke now. Why would you want Muslim in your country cause theirs is so great. I can’t wait till it collapses left 4 years ago and I’ll never be back
Why Canadians Are Turning Against Immigrants. · 20: Cluster #19
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.3388922
Profanity0.11601777
Threat0.045895394
Severe Toxicity0.023270357
Moderate 0.4645176 Moderate Con 0.321 Identity Attack
Aug 27, 2025 Why Canadians Are Turning Against …
These 4 people are all incompetent
These 4 people are all incompetent
IRCC Names India in Study Permit Fraud | … · 134: Cluster #133
Close reading → Video sentiment →
Identity Attack0.0543092
Insult0.5130944
Profanity0.18294942
Threat0.009540852
Severe Toxicity0.01502803
Moderate 0.4645176 Low Con 0.185 Insult
Sep 28, 2025 15 likes IRCC Names India in Study …
WHAT A STRANGE LADY TO SAY IT'S A TOUGH PILL TO SWALLOW TO BE A MINORITY HOW WOULD THE MINORITIES FEEL IT'S REALLY WEIRD SUCH A WEIRD PERSON AND MAYBE SHE FORGETS THAT HER BRITISH …
WHAT A STRANGE LADY TO SAY IT'S A TOUGH PILL TO SWALLOW TO BE A MINORITY HOW WOULD THE MINORITIES FEEL IT'S REALLY WEIRD SUCH A WEIRD PERSON AND MAYBE SHE FORGETS THAT HER BRITISH PEOPLE COLONIZE THOSE COUNTRIES AND TORE THEM APART AND STOLE 50 TRILLION AND GOLD SO THAT'S WHY THEY'RE ALL OVER THE WORLD
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2823795
Insult0.40243408
Profanity0.17334256
Threat0.016120117
Severe Toxicity0.024350211
Moderate 0.4645176 Moderate Con 0.399 Moral_Argument
Oct 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
eneralAetius4705 1 second ago I see more Black people snd Muslims in downtown Edmonton than people of my cultural background....with deep roots and mixed background. We just want it reduced. We do mot need to …
eneralAetius4705 1 second ago I see more Black people snd Muslims in downtown Edmonton than people of my cultural background....with deep roots and mixed background. We just want it reduced. We do mot need to feel obligated. A shortage of TFWs for Wendy's is no national fckn emergency You'd do well to remember....you never had an empire here. Don't like it my opinion? Buzz off!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.49032792
Insult0.40243408
Profanity0.4033339
Threat0.06593887
Severe Toxicity0.15179962
Moderate 0.4645176 Constructive 0.657
Aug 27, 2025 Why Canadians Are Turning Against …
the hypocricy of cannadians...just go to the public records and search for . income generated to the country from INDIANS & CANIDAINS . the ratio is 63% - 37%... imagine if all INDIANS quit staying …
the hypocricy of cannadians...just go to the public records and search for . income generated to the country from INDIANS & CANIDAINS . the ratio is 63% - 37%... imagine if all INDIANS quit staying there and fly back to other countries. you guys will crumble with inflation
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.48313886
Profanity0.040910475
Threat0.008893564
Severe Toxicity0.016577384
Moderate 0.4645176 Moderate Con 0.404 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
They're taking over Canada like crazy, can't even view niagara falls without a sardar and his family of 15 hogging the viewpoints and they are also quite dirty but not as dirty as those in …
They're taking over Canada like crazy, can't even view niagara falls without a sardar and his family of 15 hogging the viewpoints and they are also quite dirty but not as dirty as those in australia or india themselves, some are nice to be fair, like my familys personal driver is actually very kind and nice but then you have like 100s of illegals especially some of them running scams
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.5130944
Profanity0.11230402
Threat0.010654188
Severe Toxicity0.020127986
Moderate 0.4645176 Constructive 0.666 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
🚩🚩🚩Indians r Most Racist to fellow Indians but feel offended when other Racists do racism with them yet dont learn. Shows racism in India and complain about Racism outside
🚩🚩🚩Indians r Most Racist to fellow Indians but feel offended when other Racists do racism with them yet dont learn. Shows racism in India and complain about Racism outside
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5108175
Insult0.4710501
Profanity0.2188925
Threat0.09929679
Severe Toxicity0.20373066
Moderate 0.4645176 Low Con 0.251 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you for covering this issue. You came to ground zero… Im a irish-french canadian and have had to gro up in this HELL. If anyone is racist it’s the Indians, I was about to …
Thank you for covering this issue. You came to ground zero… Im a irish-french canadian and have had to gro up in this HELL. If anyone is racist it’s the Indians, I was about to be homeless because i couldnt find a job. I know for a fact im not the only one, all my friends are in the same situation. They only hire their own, we pay the highest tax in all of north America. If you want my opinion, i HATE them all equally just as much as i HATE canada. As a Canadian, i beg America to annex Canada. We need ice here too, and our government is run my the CCP. Im 25 and im this close from disappearing myself….
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.43296707
Profanity0.25458565
Threat0.019055385
Severe Toxicity0.023880709
Moderate 0.4645176 Constructive 0.687 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are way better then Muslims if you had to pick
Indians are way better then Muslims if you had to pick
Inside Canada's Indian Metropolis (Brampton) · 25: Cluster #24
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.2659317
Profanity0.16822512
Threat0.012130005
Severe Toxicity0.02420936
Moderate 0.4645176 Low Con 0.254 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Creepy corrupt Carney has a God savior complex that will destroy Canada totally. The most dangerous man in Canada now. A dictator and communist. Recall in book Values, his biggest hero is Karl Marx the …
Creepy corrupt Carney has a God savior complex that will destroy Canada totally. The most dangerous man in Canada now. A dictator and communist. Recall in book Values, his biggest hero is Karl Marx the father of communism.
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.073429056
Insult0.5130944
Profanity0.04592061
Threat0.02613456
Severe Toxicity0.015867263
Moderate 0.4645176 Low Con 0.16 Insult
Jun 19, 2025 1 likes How Canada broke its immigration …
racist pos reaping off benefits from imperialism ur not american either "Oliveria"
racist pos reaping off benefits from imperialism ur not american either "Oliveria"
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.40351558
Insult0.47020787
Profanity0.16217725
Threat0.010110466
Severe Toxicity0.023076924
Moderate 0.4645176 Low Con 0.138 Moral_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
The liberals have destroyed Canada by importing millions of Indians.
The liberals have destroyed Canada by importing millions of Indians.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.3126888
Profanity0.06646215
Threat0.04132889
Severe Toxicity0.023076924
Moderate 0.4645176 Low Con 0.155 Identity Attack Policy_Critique
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
There’s a significant distinction between immigration and uncontrolled migration without assimilation. The difference is evident in the assimilated Indians (now Canadians) and the ignorant newcomers attempting to transform the country that welcomed them into India.
There’s a significant distinction between immigration and uncontrolled migration without assimilation. The difference is evident in the assimilated Indians (now Canadians) and the ignorant newcomers attempting to transform the country that welcomed them into India.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.48627716
Profanity0.040910475
Threat0.006809296
Severe Toxicity0.013801457
Moderate 0.4645176 Moderate Con 0.456 Policy_Critique
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
They should be deported back to India
They should be deported back to India
Inside Canada's Indian Metropolis (Brampton) · 77: Cluster #76
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.25998658
Profanity0.16450337
Threat0.13582869
Severe Toxicity0.02416241
Moderate 0.4645176 Low Con 0.179 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Hindu sabha is radical Brahmin organization unlike other they are casteist and don't want to assimilate at all they hate white people
Hindu sabha is radical Brahmin organization unlike other they are casteist and don't want to assimilate at all they hate white people
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.36798462
Profanity0.22889622
Threat0.063029334
Severe Toxicity0.028730227
Moderate 0.4645176 Moderate Con 0.316 Identity Attack Unverified_Claim
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I gotta go throw up. Get’ em the f out of here.
I gotta go throw up. Get’ em the f out of here.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.027815815
Insult0.27146968
Profanity0.34536663
Threat0.5195707
Severe Toxicity0.03680043
Moderate 0.4645176 Moderate Con 0.353 Threat Humor_Satire
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
No more immigration period. We can’t afford them now. Gosh do we ever need PP to fix this mess of a country. The liberals are a mess
No more immigration period. We can’t afford them now. Gosh do we ever need PP to fix this mess of a country. The liberals are a mess
New rules, regulations take effect across Canada · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.3825363
Insult0.4810288
Profanity0.16450337
Threat0.011922873
Severe Toxicity0.023076924
Moderate 0.4645176 Low Con 0.22
Jan 5, 2026 1 likes New rules, regulations take effect …
There's another kind of people that came from foreign lands, expanded in North America and destroyed the natives: White European people :)
There's another kind of people that came from foreign lands, expanded in North America and destroyed the natives: White European people :)
Inside Canada's Indian Metropolis (Brampton) · 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.5502601
Insult0.27558193
Profanity0.17055123
Threat0.13211988
Severe Toxicity0.031420294
Moderate 0.4645176 Low Con 0.296 Identity Attack
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Letting in criminals from India demeans legitimate people from India. Get rid of them.
Letting in criminals from India demeans legitimate people from India. Get rid of them.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.36798462
Profanity0.1352073
Threat0.43656045
Severe Toxicity0.053837523
Moderate 0.4645176 Low Con 0.245 Identity Attack
Sep 28, 2025 1 likes IRCC Names India in Study …
You liberal and ndp voters are to blame for this. Make me sick.
You liberal and ndp voters are to blame for this. Make me sick.
How Canada broke its immigration system · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.11396073
Insult0.48399165
Profanity0.049928714
Threat0.029415153
Severe Toxicity0.013091337
Moderate 0.46186632 Low Con 0.292
Jun 19, 2025 3 likes How Canada broke its immigration …
Holy fok the last few minutes had my anxiety going LOL seemed sketchy asf maan I'd be long gone after my Pizza Pizza
Holy fok the last few minutes had my anxiety going LOL seemed sketchy asf maan I'd be long gone after my Pizza Pizza
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.019676208
Insult0.14874944
Profanity0.5013569
Threat0.011508608
Severe Toxicity0.043077253
Moderate 0.46186632 Moderate Con 0.46 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Also, whining about your pay, but forgetting the YOLO phase you all, including myself had to deal with. So many alcoholics crying because they facing the problems many have faced for generations. Im not a …
Also, whining about your pay, but forgetting the YOLO phase you all, including myself had to deal with. So many alcoholics crying because they facing the problems many have faced for generations. Im not a fan of immigration, but seeing the first class whitey get some humble pie is crazy :) Stop being a PAWG and chasing that man sausage
Why Canadians Are Turning Against Immigrants. · 9: Cluster #8
Close reading → Video sentiment →
Identity Attack0.38826546
Insult0.48627716
Profanity0.17987521
Threat0.011405042
Severe Toxicity0.023076924
Moderate 0.46186632 Moderate Con 0.466
Aug 29, 2025 Why Canadians Are Turning Against …
😂😂bad A ss😂😂 recist
😂😂bad A ss😂😂 recist
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.030949092
Insult0.3388922
Profanity0.4819111
Threat0.013424582
Severe Toxicity0.16960317
Moderate 0.46186632 Moderate Con 0.334 Humor_Satire
Feb 24, 2026 Inside Canada's Indian Invasion...
Data source: comment_perspective_scores (Google Perspective API via Communalytic) · Scores are probability values (0-1) indicating how likely a reader would perceive the interaction as toxic or constructive.