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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 106 of 1230
White people! Racisme needs a come back. Coming from a black man.
White people! Racisme needs a come back. Coming from a black man.
Why Canadians Are Turning Against Immigrants. · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.6682205
Insult0.42743355
Profanity0.2188925
Threat0.053330876
Severe Toxicity0.16960317
Moderate 0.6289369 Moderate Con 0.394 Identity Attack
Aug 28, 2025 Why Canadians Are Turning Against …
I live in cape Breton Island in canwda and I can remember renting a 3 bedroom house for 500 a mont now a one bedroom apartment is 800 a month, u can't find houses/apartments anymore …
I live in cape Breton Island in canwda and I can remember renting a 3 bedroom house for 500 a mont now a one bedroom apartment is 800 a month, u can't find houses/apartments anymore because of all the foreign peopl they brought in. Trying to get a job is also retarded because they higher the foreign people first because the government pays so much of their salary , I just wish they'd all go back the fuck from where they came from easy as that
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.48627716
Profanity0.61633086
Threat0.042662576
Severe Toxicity0.18538254
Moderate 0.6289369 Constructive 0.625 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Muslims are problem in each country not immigrants.
Muslims are problem in each country not immigrants.
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.69661283
Insult0.4302003
Profanity0.21348765
Threat0.015774792
Severe Toxicity0.16960317
Moderate 0.6289369 Low Con 0.264 Identity Attack
Aug 27, 2025 Why Canadians Are Turning Against …
We need to clean Brampton from these parasites!!! Bring on the eradicators!
We need to clean Brampton from these parasites!!! Bring on the eradicators!
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.6308392
Profanity0.24631839
Threat0.44942492
Severe Toxicity0.049354076
Moderate 0.6289369 Moderate Con 0.307 Insult Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
All trash punjabis are in Canada , as an Indian I can easily see that
All trash punjabis are in Canada , as an Indian I can easily see that
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6220118
Insult0.56997263
Profanity0.33453682
Threat0.010705971
Severe Toxicity0.1762085
Moderate 0.6289369 Moderate Con 0.301 Identity Attack Insult Identity_Assertion
Feb 6, 2026 Inside Canada's Indian Invasion...
Disgusting human beings
Disgusting human beings
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.25478655
Insult0.6261769
Profanity0.352205
Threat0.013165667
Severe Toxicity0.032316983
Moderate 0.6289369 Low Con 0.267 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
If you come to this country and dont embrace our culture and our way of life because you believe your way of life in your country is better, that’s fine then stay in your county! …
If you come to this country and dont embrace our culture and our way of life because you believe your way of life in your country is better, that’s fine then stay in your county! But if you left your war torn third world 💩 hole country for a better life than embrace that better life and stop shitting on my beaches! Stop robbing the lcbo and stop fishing our rivers and lakes out of season stop treating my beautiful country like the dirt hole you fled to get away from!
Why Canadians Are Turning Against Immigrants. · 16: Cluster #15
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.5678696
Profanity0.46460027
Threat0.023544617
Severe Toxicity0.20678867
Moderate 0.62702215 Moderate Con 0.399 Insult
Sep 16, 2025 Why Canadians Are Turning Against …
New World Order Sabotage of Canada. Justine Trudeau is a Traitor.
New World Order Sabotage of Canada. Justine Trudeau is a Traitor.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.11744241
Insult0.6798578
Profanity0.10797132
Threat0.009100696
Severe Toxicity0.020386212
Moderate 0.62702215 Low Con 0.105 Insult
Jul 18, 2018 7 likes How much do refugees and …
Bulldozer that crap down, or take it back to India, along with the millions
Bulldozer that crap down, or take it back to India, along with the millions
Inside Canada's Indian Metropolis (Brampton) · 77: Cluster #76
Close reading → Discourse → Video sentiment →
Identity Attack0.50515443
Insult0.49389273
Profanity0.5013569
Threat0.36820486
Severe Toxicity0.31334782
Moderate 0.62702215 Low Con 0.114 Identity Attack Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
i hate the guy who called indians poop eaters in india
i hate the guy who called indians poop eaters in india
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.48228607
Profanity0.43669638
Threat0.022335978
Severe Toxicity0.16496792
Moderate 0.62702215 Low Con 0.273 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
Haters...pretty pathetic. But I guess they are appealing to their base....
Haters...pretty pathetic. But I guess they are appealing to their base....
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.023595277
Insult0.6675394
Profanity0.16822512
Threat0.008893564
Severe Toxicity0.01502803
Moderate 0.62702215 Low Con 0.202 Insult Meta_Commentary
Feb 23, 2026 4 likes 'We do know that there's …
The PIG on the bike should learn about his ancestors and what they did to Canada when he talks about DIRTY
The PIG on the bike should learn about his ancestors and what they did to Canada when he talks about DIRTY
Inside Canada's Indian Invasion... · 68: Cluster #67
Close reading → Discourse → Video sentiment →
Identity Attack0.08583717
Insult0.67254376
Profanity0.16264248
Threat0.008712323
Severe Toxicity0.02406851
Moderate 0.62702215 Low Con 0.271 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
12:07 is Sidhu dumb enough to not realize a white guy speaking perfect english isnt actually trying to immigrate?
12:07 is Sidhu dumb enough to not realize a white guy speaking perfect english isnt actually trying to immigrate?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.58196646
Profanity0.36230123
Threat0.011922873
Severe Toxicity0.027833538
Moderate 0.62702215 Low Con 0.222 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
India should be declared terrorist country. Involved in terrorism, extortion, murders, scams and technology teft.
India should be declared terrorist country. Involved in terrorism, extortion, murders, scams and technology teft.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6458014
Insult0.489133
Profanity0.29209393
Threat0.44901076
Severe Toxicity0.35368225
Moderate 0.62702215 Low Con 0.222 Identity Attack
Sep 29, 2025 1 likes IRCC Names India in Study …
This country is overtaken by Indians , Those who never went to India and does not ever want to visit , they feel disgusted by these open Idols , You worship them , do it …
This country is overtaken by Indians , Those who never went to India and does not ever want to visit , they feel disgusted by these open Idols , You worship them , do it indoors , no one wants to see these demons standing like this and its the fault of these Liberals they intentionally F****d Up this country.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5130944
Profanity0.5013569
Threat0.10389658
Severe Toxicity0.34938923
Moderate 0.62702215 Moderate Con 0.317 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Whites are NOT the natives in Canada, North America is naturally going to be a hot mix of peoples. Remember, Europeans are the INVADERS. That retard on the bike needs to go back to school.
Whites are NOT the natives in Canada, North America is naturally going to be a hot mix of peoples. Remember, Europeans are the INVADERS. That retard on the bike needs to go back to school.
Inside Canada's Indian Invasion... · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.5698139
Insult0.6261769
Profanity0.36230123
Threat0.023889944
Severe Toxicity0.16960317
Moderate 0.62702215 Low Con 0.25 Identity Attack Insult Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
I am from really close to where this video was made. And every time I go to Brampton, someone almost fucking hits me.
I am from really close to where this video was made. And every time I go to Brampton, someone almost fucking hits me.
Inside Canada's Indian Invasion... · 224: Cluster #223
Close reading → Discourse → Video sentiment →
Identity Attack0.09410924
Insult0.24928534
Profanity0.70864636
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.62702215 Moderate Con 0.461 Personal_Narrative
Jan 27, 2026 27 likes Inside Canada's Indian Invasion...
Your government relies on cheap labor, they purposely exploit immigrants but somehow its all the immigrants fault. You people are nuts. 😊
Your government relies on cheap labor, they purposely exploit immigrants but somehow its all the immigrants fault. You people are nuts. 😊
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.39207554
Insult0.65231085
Profanity0.2268346
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.62702215 Low Con 0.261 Insult Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
You leave your country and come here to sell drugs and do all sorts of evil things. Why don't you go back and do all the sh**t in your country. Some people are working hard …
You leave your country and come here to sell drugs and do all sorts of evil things. Why don't you go back and do all the sh**t in your country. Some people are working hard to earn a living and some people want to scam and sell our information to other countries like India. Who is running registries? Can someone answer me please? It's not racism. It's about the truth and the laws that have been pushed into dust bins.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.4907465
Insult0.5015486
Profanity0.5150164
Threat0.05397744
Severe Toxicity0.2281948
Moderate 0.62702215 Constructive 0.53 Insult
Aug 29, 2025 Why Canadians Are Turning Against …
Their Bollywood Hindu actors and politicians drink cow urine and poop and admitted publicly. That’s normal for them. You can smell sh— when you go to their grocery stores in US and Canada.
Their Bollywood Hindu actors and politicians drink cow urine and poop and admitted publicly. That’s normal for them. You can smell sh— when you go to their grocery stores in US and Canada.
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.5124616
Insult0.563347
Profanity0.4681068
Threat0.018364733
Severe Toxicity0.23226346
Moderate 0.62702215 Low Con 0.244 Identity Attack Insult Unverified_Claim
Feb 7, 2026 Inside Canada's Indian Invasion...
guy at 5:00 is an absolute buffoon, why did you even keep him in the video 😭
guy at 5:00 is an absolute buffoon, why did you even keep him in the video 😭
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.051808115
Insult0.56997263
Profanity0.2847897
Threat0.014911477
Severe Toxicity0.02420936
Moderate 0.62702215 Low Con 0.286 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I was told in the past that “ Canadian are well educated” but the guy with the bike is unfortunate. He said it himself “ Only poor white trash like us left over”
I was told in the past that “ Canadian are well educated” but the guy with the bike is unfortunate. He said it himself “ Only poor white trash like us left over”
Inside Canada's Indian Invasion... · 68: Cluster #67
Close reading → Discourse → Video sentiment →
Identity Attack0.60238177
Insult0.6051471
Profanity0.2453505
Threat0.009023022
Severe Toxicity0.032316983
Moderate 0.62702215 Moderate Con 0.497 Identity Attack Insult Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
As a aborigonal canadian i mostly say welcome, im in calgary in a place called teradale where i only see a few white people a week . Its all imigrants but mostly indian. their is …
As a aborigonal canadian i mostly say welcome, im in calgary in a place called teradale where i only see a few white people a week . Its all imigrants but mostly indian. their is a thing where bringing too many people is negative like our housing crisis and it just imbalances everything when you rush too many pepple in at once. However seeing WHITE people and their reasons piss me off.its like shut the fuck up you immigrant. Your people did the exact same but wayyyyyyyy worse. So yeah welcome. Just their has to be some form of cap. Also i honestly think any government rolls should not be immigrants.just my opinion
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5689151
Insult0.5497792
Profanity0.5865656
Threat0.061089642
Severe Toxicity0.35022295
Moderate 0.62702215 Constructive 0.74 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians have no problem cheating and frauding thus just deport them all. Filipino's, Mexicans and Thailand people are much more honest and hard working. Enough with tolerating this crap because you are afraid of being …
Indians have no problem cheating and frauding thus just deport them all. Filipino's, Mexicans and Thailand people are much more honest and hard working. Enough with tolerating this crap because you are afraid of being called racist. So done with white guilt and the race card. Morals are morals and crimes are crimes.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.5678696
Profanity0.44613865
Threat0.06820184
Severe Toxicity0.16960317
Moderate 0.62702215 Moderate Con 0.372 Identity Attack Insult Unverified_Claim
Oct 6, 2025 IRCC Names India in Study …
Liberal cabinet is mostly made up of former trudeau DEI woke incompetents hired because of their skin colour or race and the more they lack abilities..the more chance they get hired ..it's not like they …
Liberal cabinet is mostly made up of former trudeau DEI woke incompetents hired because of their skin colour or race and the more they lack abilities..the more chance they get hired ..it's not like they do anything..that's the consultants job that the liberals waste billions on .. Canadians are being robbed blind by these buffoons 🇨🇦
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 46: Cluster #45
Close reading → Discourse → Video sentiment →
Identity Attack0.31307843
Insult0.6677319
Profanity0.10116278
Threat0.009281937
Severe Toxicity0.022193791
Moderate 0.62702215 Low Con 0.234 Insult Policy_Critique
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
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.