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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 211 of 1230
I live in south Texas and the company I work for is based in Ontario and it is completely run by Indians. All the locations from Canada to Dallas to California to Indiana is run …
I live in south Texas and the company I work for is based in Ontario and it is completely run by Indians. All the locations from Canada to Dallas to California to Indiana is run by Indians. They’re kinda retarded but very nice people all in all
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4907465
Insult0.48399165
Profanity0.36230123
Threat0.009799767
Severe Toxicity0.02458496
Moderate 0.47323486 Moderate Con 0.485 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
He's right! 3:17 once these brownnies get in office, or Canadian politics, that's there foot in the door to passing whatever laws they want because then they multiply like rats and take over. One day …
He's right! 3:17 once these brownnies get in office, or Canadian politics, that's there foot in the door to passing whatever laws they want because then they multiply like rats and take over. One day you non-brownnies will be the minority and the majority will be...guess who? And one day there will be a name change from canada to new india! Now you know how the Indigenous felt when you took over their lands, now the other indians are taking over! This is not being racist but a fact!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.49032792
Insult0.48627716
Profanity0.14930901
Threat0.01254427
Severe Toxicity0.023076924
Moderate 0.47323486 Constructive 0.512
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Federal liberals screwed Canadians Canada is broken Humpty Dumpty can never be put back together again Alberta needs to separate from broken Canada
Federal liberals screwed Canadians Canada is broken Humpty Dumpty can never be put back together again Alberta needs to separate from broken Canada
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.3908055
Insult0.48484445
Profanity0.26735115
Threat0.0116639575
Severe Toxicity0.023152983
Moderate 0.47323486 Low Con 0.141 Policy_Critique
Feb 24, 2026 1 likes 'We do know that there's …
Everybody complains about white people but everybody wants to live near them 😂 I am middle eastern and admit I only want to raise my kids in a nice white neighborhood, not Indian, Chinese, Hispanic, …
Everybody complains about white people but everybody wants to live near them 😂 I am middle eastern and admit I only want to raise my kids in a nice white neighborhood, not Indian, Chinese, Hispanic, or African.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.29855028
Profanity0.22663295
Threat0.010628296
Severe Toxicity0.035007052
Moderate 0.47323486 Moderate Con 0.479 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
This content is great for the pick me indians and minorities who think if they do xyz the whites like this will accept them nope they dont like youuuuuu
This content is great for the pick me indians and minorities who think if they do xyz the whites like this will accept them nope they dont like youuuuuu
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.49032792
Insult0.3388922
Profanity0.26586622
Threat0.048158366
Severe Toxicity0.041283876
Moderate 0.47323486 Low Con 0.25 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
But saar white great race saar, we superior saar😂. But somehow we turned into homeless people in our own country saar😂 and the inferior race of Indians are now our bosses 😂. I guess this …
But saar white great race saar, we superior saar😂. But somehow we turned into homeless people in our own country saar😂 and the inferior race of Indians are now our bosses 😂. I guess this is the reason for racism, when u can't compete u hate. but I think u should be very grateful that the things which is changing is just language, food habits and clothes which are personal. U should look more eimto UK where u will be told what to wear, that u are a infidel. Won't even have a courage to protest or criticize their community.its only when the people see it that they know how much worse could it have been
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.40243408
Profanity0.29209393
Threat0.094697006
Severe Toxicity0.16960317
Moderate 0.47323486 Constructive 0.576 Identity Attack Humor_Satire
Nov 14, 2025 Inside Canada's Indian Metropolis (Brampton)
Im as racist as the next guy 🤣🤣🤣 that guy on the bike is awesome!
Im as racist as the next guy 🤣🤣🤣 that guy on the bike is awesome!
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.38238457
Insult0.24928534
Profanity0.2268346
Threat0.06626215
Severe Toxicity0.041283876
Moderate 0.47323486 Moderate Con 0.451 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
I swear the guy with the bike in the yellow vest you found a veteran of Brampton, the old straight racist
I swear the guy with the bike in the yellow vest you found a veteran of Brampton, the old straight racist
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.4339631
Profanity0.17803068
Threat0.018192071
Severe Toxicity0.023076924
Moderate 0.47323486 Moderate Con 0.342 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Wtf bro the guy with the bike , he got it wrong about Eritrean, they're very hard working, you will never gonna find a homeless person maybe 1 out of 100, that's a maybe. But …
Wtf bro the guy with the bike , he got it wrong about Eritrean, they're very hard working, you will never gonna find a homeless person maybe 1 out of 100, that's a maybe. But definitely they don't speak a good English.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.3388922
Profanity0.47435758
Threat0.0138755
Severe Toxicity0.024866661
Moderate 0.47323486 Constructive 0.505 Identity_Assertion
Feb 20, 2026 Inside Canada's Indian Invasion...
Trudo screwed this country, Carney is here to finish us off.
Trudo screwed this country, Carney is here to finish us off.
How Canada broke its immigration system · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.04822223
Insult0.4794537
Profanity0.36230123
Threat0.056240413
Severe Toxicity0.023076924
Moderate 0.47323486 Low Con 0.151 Policy_Critique
Jul 12, 2025 1 likes How Canada broke its immigration …
I didn't know they got so much.. lol. Fk Canada wake up
I didn't know they got so much.. lol. Fk Canada wake up
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.35299334
Insult0.37052566
Profanity0.45190978
Threat0.012596053
Severe Toxicity0.02430326
Moderate 0.47323486 Moderate Con 0.372
Apr 29, 2018 3 likes How much do refugees and …
Its disgusting 🤮🤮🤮🤮🤡🌍
Its disgusting 🤮🤮🤮🤮🤡🌍
Inside Canada's Indian Metropolis (Brampton) · 341: Cluster #340
Close reading → Video sentiment →
Identity Attack0.020178653
Insult0.38852
Profanity0.27139977
Threat0.013579931
Severe Toxicity0.023692908
Moderate 0.47323486 Low Con 0.179
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Se jodió todo igual que en España estamos jodidos occidente se muere
Se jodió todo igual que en España estamos jodidos occidente se muere
Inside Canada's Indian Invasion... · 238: Cluster #237
Close reading → Discourse → Video sentiment →
Identity Attack0.23011416
Insult0.37506318
Profanity0.6983885
Threat0.040638234
Severe Toxicity0.05025077
Moderate 0.47323486 Low Con 0.195 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
they want to bring poop eating in canada
they want to bring poop eating in canada
Inside Canada's Indian Invasion... · 306: Cluster #305
Close reading → Discourse → Video sentiment →
Identity Attack0.17303948
Insult0.336253
Profanity0.37993968
Threat0.01254427
Severe Toxicity0.023076924
Moderate 0.47323486 Low Con 0.202 Unverified_Claim
Feb 20, 2026 Inside Canada's Indian Invasion...
*Migrants are attacking White kids everywhere it's time to fight back*
*Migrants are attacking White kids everywhere it's time to fight back*
Inside Canada's Indian Invasion... · 212: Cluster #211
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.24424846
Profanity0.1765991
Threat0.34804323
Severe Toxicity0.02453801
Moderate 0.47323486 Moderate Con 0.318 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Lol whiteys are mad cuz the new generation of brown people are not gonna tolerate racism like their ancestors did.
Lol whiteys are mad cuz the new generation of brown people are not gonna tolerate racism like their ancestors did.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.38406035
Profanity0.22612886
Threat0.012285355
Severe Toxicity0.023076924
Moderate 0.47323486 Low Con 0.185 Identity Attack Humor_Satire
Oct 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Nuke india
Nuke india
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.48915586
Insult0.3486032
Profanity0.26631543
Threat0.52547425
Severe Toxicity0.44787344
Moderate 0.47323486 Moderate Con 0.388 Threat
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
Get the F Out of my Country !
Get the F Out of my Country !
Inside Canada's Indian Metropolis (Brampton) · 43: Cluster #42
Close reading → Discourse → Video sentiment →
Identity Attack0.36733335
Insult0.34203702
Profanity0.37052724
Threat0.038911607
Severe Toxicity0.04397394
Moderate 0.47323486 Low Con 0.218 Identity_Assertion
Oct 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Taylor es un racista
Taylor es un racista
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.5393265
Profanity0.21781154
Threat0.0076637166
Severe Toxicity0.023076924
Moderate 0.47323486 Low Con 0.297 Insult Moral_Argument
Mar 1, 2026 1 likes Inside Canada's Indian Invasion...
Immigration is a privilege, NOT a right !! WHY do these people seem to have so many rights. People who want to immigrate to Canada need to be vetted and bring something of substance to …
Immigration is a privilege, NOT a right !! WHY do these people seem to have so many rights. People who want to immigrate to Canada need to be vetted and bring something of substance to the country. The rest of Canada NEEDS to WAKE UP and follow suit. Hell, Canada looks way too much like India. Enough!!
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.38852
Profanity0.3778404
Threat0.018710058
Severe Toxicity0.024819711
Moderate 0.47323486 Moderate Con 0.453 Identity_Assertion
Nov 24, 2025 1 likes Quebec Ends Economic Immigration Program …
90% of the staff of IRCC are Indians. They are aware of the cover-up. They are the biggest scammers. Look at how they are stuttering.
90% of the staff of IRCC are Indians. They are aware of the cover-up. They are the biggest scammers. Look at how they are stuttering.
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.45348886
Insult0.5129801
Profanity0.14049543
Threat0.011456826
Severe Toxicity0.023076924
Moderate 0.47323486 Low Con 0.145 Insult Unverified_Claim
Sep 28, 2025 13 likes IRCC Names India in Study …
I can't wait to move out of this cesspool called Brampton. As a resident for 20 years, I can confirm it's the sh*t stain of Canada. Shame on the liberal government and their voters for …
I can't wait to move out of this cesspool called Brampton. As a resident for 20 years, I can confirm it's the sh*t stain of Canada. Shame on the liberal government and their voters for letting this happen. The way things are going, all of Canada will look like Brampton in the next 10 years or less.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.2331515
Insult0.44464502
Profanity0.4381921
Threat0.013476364
Severe Toxicity0.023223408
Moderate 0.47323486 Moderate Con 0.44 Personal_Narrative
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Darn. Joanie is exactly describing PP's wife, who crossed our border illegally and has been living high off the hog for years on end now in a taxpayer funded mansion, with servants. Huh.
Darn. Joanie is exactly describing PP's wife, who crossed our border illegally and has been living high off the hog for years on end now in a taxpayer funded mansion, with servants. Huh.
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.41530323
Profanity0.45190978
Threat0.010550622
Severe Toxicity0.023076924
Moderate 0.47323486 Moderate Con 0.383 Unverified_Claim
Feb 23, 2026 3 likes 'We do know that there's …
Tabbouleh!, really, that’s your answer Minister? You are a bigger a-hole than I thought before you opened your cake hole❗️
Tabbouleh!, really, that’s your answer Minister? You are a bigger a-hole than I thought before you opened your cake hole❗️
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.031722516
Insult0.5130944
Profanity0.33317488
Threat0.017156094
Severe Toxicity0.04666401
Moderate 0.47323486 Low Con 0.186 Insult Meta_Commentary
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Look I am not Muslim but that Indian try to promote hate against Muslims is Hindu extremists racist. There are over 1000s Hindu temples he and his religion is biggest problem . Just drive in …
Look I am not Muslim but that Indian try to promote hate against Muslims is Hindu extremists racist. There are over 1000s Hindu temples he and his religion is biggest problem . Just drive in 400 north of Finch there is biggest Hindu temple in North America. He is Hindu extremists
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.37166002
Profanity0.16450337
Threat0.038220957
Severe Toxicity0.02444411
Moderate 0.47323486 Constructive 0.594 Identity Attack
Aug 29, 2025 Why Canadians Are Turning Against …
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.