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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 197 of 1230
Poop eaters spoiling earth 😅
Poop eaters spoiling earth 😅
Inside Canada's Indian Invasion... · 63: Cluster #62
Close reading → Discourse → Video sentiment →
Identity Attack0.11396073
Insult0.4555076
Profanity0.39409557
Threat0.018192071
Severe Toxicity0.16960317
Moderate 0.48141238 Low Con 0.204 Unverified_Claim
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
Don't forget the 6 million truedumb snuck in
Don't forget the 6 million truedumb snuck in
New rules, regulations take effect across Canada · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.043581683
Insult0.5423875
Profanity0.27072498
Threat0.011353259
Severe Toxicity0.01986976
Moderate 0.48141238 Low Con 0.173 Insult Unverified_Claim
Jan 3, 2026 New rules, regulations take effect …
Well thats a start, how about tripleing it by monthly and stop the bleeding of our economy to these criminals . Lawyers are opertunistic thieves .
Well thats a start, how about tripleing it by monthly and stop the bleeding of our economy to these criminals . Lawyers are opertunistic thieves .
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.07591068
Insult0.5678696
Profanity0.11168506
Threat0.012181788
Severe Toxicity0.016125489
Moderate 0.48141238 Low Con 0.214 Insult Policy_Critique
Dec 25, 2025 Deportations From Canada at Their …
Oh we have a similar problem in Poland. Ukrainians evreywhere! They are not assimilating at all. Ukrainian bussinesses just for them, they don't even want to learn our freaking language. This is super disrespectful. We …
Oh we have a similar problem in Poland. Ukrainians evreywhere! They are not assimilating at all. Ukrainian bussinesses just for them, they don't even want to learn our freaking language. This is super disrespectful. We provide them safety and in return they are making a small Ukraine within our beautiful country I refuse to accept this.
Inside Canada's Indian Invasion... · 338: Cluster #337
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.40189892
Profanity0.44431314
Threat0.012492486
Severe Toxicity0.05832097
Moderate 0.48141238 Constructive 0.608 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Its about time but guess what; the rich don't care; its already over for the western world. If you think you can put so many different people together your delusional. The elites are insulated; the …
Its about time but guess what; the rich don't care; its already over for the western world. If you think you can put so many different people together your delusional. The elites are insulated; the people are screwed.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.078392304
Insult0.49151286
Profanity0.4044591
Threat0.010214032
Severe Toxicity0.023076924
Moderate 0.48141238 Low Con 0.243 Fear_Threat
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Biker guy is 🗑️ racist asf, I remember when Canada was a friendly country. Not anymore, they just had a massive school 🔫
Biker guy is 🗑️ racist asf, I remember when Canada was a friendly country. Not anymore, they just had a massive school 🔫
Inside Canada's Indian Invasion... · 68: Cluster #67
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.48627716
Profanity0.2980872
Threat0.010550622
Severe Toxicity0.040387187
Moderate 0.48141238 Moderate Con 0.369 Fear_Threat
Feb 12, 2026 3 likes Inside Canada's Indian Invasion...
Huge problem. Many of these immigrants are criminal elements. The downfall of Canada.
Huge problem. Many of these immigrants are criminal elements. The downfall of Canada.
Inside Canada's Indian Metropolis (Brampton) · 15: Cluster #14
Close reading → Video sentiment →
Identity Attack0.50917345
Insult0.47384647
Profanity0.044167064
Threat0.01101667
Severe Toxicity0.023076924
Moderate 0.48141238 Low Con 0.198 Identity Attack
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
7:04 driver of the tesla with bmw mirrors probably hated you guys lol
7:04 driver of the tesla with bmw mirrors probably hated you guys lol
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.17070955
Insult0.3388922
Profanity0.21564959
Threat0.03407705
Severe Toxicity0.023076924
Moderate 0.48141238 Low Con 0.249 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
India! Fraud!!! What a surprise 😂
India! Fraud!!! What a surprise 😂
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.45758462
Profanity0.22693542
Threat0.019055385
Severe Toxicity0.07805709
Moderate 0.48141238 Low Con 0.179 Humor_Satire
Sep 29, 2025 IRCC Names India in Study …
Tell me it isn't true! Indians scamming the system!😂
Tell me it isn't true! Indians scamming the system!😂
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.41530323
Profanity0.25367188
Threat0.017328756
Severe Toxicity0.023927659
Moderate 0.48141238 Low Con 0.212 Identity Attack
Sep 29, 2025 IRCC Names India in Study …
Most Indians in canada are not as welcoming as they claim...they disrepect women, and only hire eachother. Why is their country horrible?...because of their culture and the extreme sexism and class divides. This video is …
Most Indians in canada are not as welcoming as they claim...they disrepect women, and only hire eachother. Why is their country horrible?...because of their culture and the extreme sexism and class divides. This video is not accurate
Inside Canada's Indian Metropolis (Brampton) · 60: Cluster #59
Close reading → Video sentiment →
Identity Attack0.5516043
Insult0.42743355
Profanity0.10054382
Threat0.00866054
Severe Toxicity0.023076924
Moderate 0.48141238 Constructive 0.611 Identity Attack
Sep 20, 2025 15 likes Inside Canada's Indian Metropolis (Brampton)
At least they a whole lot better than a Somalis who don’t even talk to anyone and just rude to everyone who tries to interview them. And there’s a big difference between Indian and Muslims. …
At least they a whole lot better than a Somalis who don’t even talk to anyone and just rude to everyone who tries to interview them. And there’s a big difference between Indian and Muslims. Indians may be overwhelming Canada. But at least they’re not bringing the demonic cult of Islam, and all its backward crooked ways and imposing it on the culture
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.46923602
Profanity0.17520344
Threat0.012026439
Severe Toxicity0.023645958
Moderate 0.48141238 Moderate Con 0.371 Identity Attack Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
The immigrant problem in my home country of Canada makes me sick
The immigrant problem in my home country of Canada makes me sick
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5203519
Insult0.40243408
Profanity0.108590275
Threat0.010628296
Severe Toxicity0.023076924
Moderate 0.48141238 Moderate Con 0.384 Identity Attack Fear_Threat
Mar 2, 2026 Inside Canada's Indian Invasion...
Canadian women birth rate of 1-1/3 children per woman is a great explanation of where the Woke fools come from . Instead of immigration we should have been increasing the child tax credits if you …
Canadian women birth rate of 1-1/3 children per woman is a great explanation of where the Woke fools come from . Instead of immigration we should have been increasing the child tax credits if you made it so a family with 3+ children did not pay taxes you would have family having 4 children per woman and it would cost us less per person than the support of these so called immigrants
Why Canadians Are Turning Against Immigrants. · 21: Cluster #20
Close reading → Video sentiment →
Identity Attack0.37361985
Insult0.5208188
Profanity0.15635987
Threat0.008440462
Severe Toxicity0.020644438
Moderate 0.48141238 Moderate Con 0.483 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
Yes these immigrants are very rude. They have no personality. I was in Walmart and the cashier of course an imaginant and she's so sour, and as my items are piling up .she said you …
Yes these immigrants are very rude. They have no personality. I was in Walmart and the cashier of course an imaginant and she's so sour, and as my items are piling up .she said you have to pack these items away before I continue. In the meantime I'm getting my bags out and trying my best to hurry because the line is very long she's just standing there looking around instead of offering to help me pack up my groceries no ..... SHE doesn't do that. She's standing there. I found it very rude, disrespectful, disgusting and no help for another human being.. they have no compassion for our Canadian people. It's disgusting I'm truly thinking of boycotting Walmart. They need to be back in there own country. Not to come here and behave this way. Canada is Done. Our government should be ashamed of themselves. To treat their own people like garage. But they will pay for their EVILNESS
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.50588524
Insult0.48627716
Profanity0.21564959
Threat0.014738814
Severe Toxicity0.023692908
Moderate 0.48141238 Constructive 0.643 Identity Attack Personal_Narrative
Aug 30, 2025 Why Canadians Are Turning Against …
These ladies working in in CIRC are useless, just taking their salaries, no definite statistics to prove. All of you in that panel answering the MP should resign.
These ladies working in in CIRC are useless, just taking their salaries, no definite statistics to prove. All of you in that panel answering the MP should resign.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.09410924
Insult0.5678696
Profanity0.08775374
Threat0.012078222
Severe Toxicity0.013995127
Moderate 0.48141238 Low Con 0.237 Insult
Oct 1, 2025 IRCC Names India in Study …
9:02 bro's naked too 😭
9:02 bro's naked too 😭
Inside Canada's Indian Metropolis (Brampton) · 78: Cluster #77
Close reading → Video sentiment →
Identity Attack0.059311368
Insult0.16124763
Profanity0.33258784
Threat0.044925548
Severe Toxicity0.02439716
Moderate 0.48141238 Moderate Con 0.373
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
I Don’t want Mexico to become like Canada all white Canadians coming to Mexico and act like they are not racists. Stay in Canada or go back to Europe!
I Don’t want Mexico to become like Canada all white Canadians coming to Mexico and act like they are not racists. Stay in Canada or go back to Europe!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5548181
Insult0.35333878
Profanity0.08290444
Threat0.010628296
Severe Toxicity0.023152983
Moderate 0.48141238 Moderate Con 0.301 Identity Attack Identity_Assertion
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
Vassey your a discrace to Canada..
Vassey your a discrace to Canada..
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.14233272
Insult0.563347
Profanity0.08775374
Threat0.00899713
Severe Toxicity0.018707745
Moderate 0.48141238 Low Con 0.229 Insult Call_To_Action
Feb 25, 2026 'We do know that there's …
people will say whatever but really you only know when you live in this disgusting new canada now
people will say whatever but really you only know when you live in this disgusting new canada now
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.40713623
Insult0.5130944
Profanity0.096482486
Threat0.0076119336
Severe Toxicity0.019998873
Moderate 0.48141238 Low Con 0.243 Insult Fear_Threat
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
White people did colonise India 😂😂😂 why don't u go find a time machine and question your fellow dingbats, instead. Better yet why don't u do an educational documentary on how white people coloniesed other …
White people did colonise India 😂😂😂 why don't u go find a time machine and question your fellow dingbats, instead. Better yet why don't u do an educational documentary on how white people coloniesed other people land stripped them of resources requested cheap labour and then complain about it. Educate yourself!
Inside Canada's Indian Invasion... · 247: Cluster #246
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.42881694
Profanity0.2263305
Threat0.029933142
Severe Toxicity0.026936848
Moderate 0.48141238 Low Con 0.282 Identity Attack Humor_Satire
Feb 14, 2026 Inside Canada's Indian Invasion...
Canadian here. We're sick of these invaders. Yeet the Jeets!
Canadian here. We're sick of these invaders. Yeet the Jeets!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.45610145
Insult0.48627716
Profanity0.094219476
Threat0.019228047
Severe Toxicity0.023076924
Moderate 0.48141238 Moderate Con 0.351 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
The Liberal GOOBERMENT is STEALING from the Canadian taxpayers to pay the wages of many illegal immigrants who came here through the BS student VISA. We can't go to their countries of origin and expect …
The Liberal GOOBERMENT is STEALING from the Canadian taxpayers to pay the wages of many illegal immigrants who came here through the BS student VISA. We can't go to their countries of origin and expect to get a free ride from their Government. So WE The People are FED up with the FEDERAL SCUM GOOBERMENT acting like we dont matter... Canada has NEVER had a CIVIL WAR on our soul, but it could happen soon, when the people who have had 3 and 4 generations build this country get everything STOLEN from them by SCUM LIKE TRUDEAU AND CARNEY..
Why Canadians Are Turning Against Immigrants. · 27: Cluster #26
Close reading → Video sentiment →
Identity Attack0.36702603
Insult0.5130944
Profanity0.2347036
Threat0.0138755
Severe Toxicity0.02383376
Moderate 0.48141238 Moderate Con 0.407 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
Nasty people _
Nasty people _
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.4986907
Profanity0.28364125
Threat0.0113014765
Severe Toxicity0.023076924
Moderate 0.48141238 Low Con 0.269 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Deport all of them, the Natives had a treaty with Whites from European and England not Indians, Jews or Muslims. God in our anthem not Allah or Vishnu. Canada in not your home and you …
Deport all of them, the Natives had a treaty with Whites from European and England not Indians, Jews or Muslims. God in our anthem not Allah or Vishnu. Canada in not your home and you are not welcome. Your ancestors did not die fighting off the Americans. One ran over my dog with transport, next day I see 1 on cam while driving tell me they crash by using social media while they drive, talking to me on social media. Ever since Timmies stopped hiring Whites, my order takes 15x longer to get.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5612457
Insult0.36798462
Profanity0.110447146
Threat0.13815513
Severe Toxicity0.04666401
Moderate 0.48141238 Constructive 0.519 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes 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.