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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
Active: Tox: 0.5 – 1 4,704 comments · Page 77 of 189
"we have the more upper indians" "some indian shitting on a bus the other day" alright mate
"we have the more upper indians" "some indian shitting on a bus the other day" alright mate
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.48627716
Profanity0.64657205
Threat0.12076248
Severe Toxicity0.2847981
Moderate 0.6852916 Moderate Con 0.306 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
so happy that almost all the shit third worlder cultures only care about going to Canada and the US and ignore the rest of America. we better start strengthening our borders in Argentina while we …
so happy that almost all the shit third worlder cultures only care about going to Canada and the US and ignore the rest of America. we better start strengthening our borders in Argentina while we can.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5504064
Insult0.5130944
Profanity0.65961236
Threat0.02440793
Severe Toxicity0.1762085
Moderate 0.6852916 Moderate Con 0.306 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian African, allow me to say this to the idiot MF trash that says African are low intelligence. I am a critical nurse. My whole family has higher education, and most African can …
As a Canadian African, allow me to say this to the idiot MF trash that says African are low intelligence. I am a critical nurse. My whole family has higher education, and most African can teach this fat, hateful Mitch a lot of history of Canada . What does he do? As the host of this piece, you have shown what size you're on by not speaking up and laughing. Tell me again that Canadians are not a racist. MITCH BYE
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.50515443
Insult0.71120167
Profanity0.36230123
Threat0.011353259
Severe Toxicity0.15443328
Moderate 0.6852916 Moderate Con 0.48 Identity Attack Insult Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Interesting bro, white people are so amazing puritanical saints and look at Indians dirty, brown shit eating, i am sure Indians must be filling the correction facilities in Canada and you aren't some opportunist, cashing …
Interesting bro, white people are so amazing puritanical saints and look at Indians dirty, brown shit eating, i am sure Indians must be filling the correction facilities in Canada and you aren't some opportunist, cashing in on the Indian or immigrant hate
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.6099415
Profanity0.570067
Threat0.032005094
Severe Toxicity0.34950548
Moderate 0.6852916 Low Con 0.263 Identity Attack Insult Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Bie I will block you. u just cant take stinky indians serious man haha 😂😂 last place on earth id visit!!
Bie I will block you. u just cant take stinky indians serious man haha 😂😂 last place on earth id visit!!
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5739874
Profanity0.36230123
Threat0.13815513
Severe Toxicity0.33047765
Moderate 0.6852916 Low Con 0.265 Identity Attack Insult Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
You crack me up the way you change your accent. It's SUPER obvious you don't speak a damn word😂😂😂
You crack me up the way you change your accent. It's SUPER obvious you don't speak a damn word😂😂😂
Inside Canada's Indian Invasion... · 178: Cluster #177
Close reading → Discourse → Video sentiment →
Identity Attack0.049989145
Insult0.4378843
Profanity0.57236236
Threat0.013579931
Severe Toxicity0.16960317
Moderate 0.6852916 Moderate Con 0.311 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Deport all these jeets back to India they're destroying Canada. Dirty dirty people. They don't assimilate AT ALL. Even Indians are sick and tired of Indians. They literally destroyed Tim Horton's.
Deport all these jeets back to India they're destroying Canada. Dirty dirty people. They don't assimilate AT ALL. Even Indians are sick and tired of Indians. They literally destroyed Tim Horton's.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.6637263
Insult0.6336687
Profanity0.26463717
Threat0.13815513
Severe Toxicity0.23224114
Moderate 0.6852916 Moderate Con 0.348 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The stupidest thing I've ever heard . The prosecutor's office should look into this .
The stupidest thing I've ever heard . The prosecutor's office should look into this .
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.011099357
Insult0.65865606
Profanity0.36225098
Threat0.011819307
Severe Toxicity0.023076924
Moderate 0.6852916 Low Con 0.241 Insult
Nov 21, 2025 1 likes Thousands of refugees allowed into …
You can't make this shite up. A nigerian telling immigrants to leave their culture at the door. I guess he's no longer a Nigerian. Is it because his white wife told him to leave his …
You can't make this shite up. A nigerian telling immigrants to leave their culture at the door. I guess he's no longer a Nigerian. Is it because his white wife told him to leave his culture at the door?
Why Canadians Are Turning Against Immigrants. · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.5015486
Profanity0.6370159
Threat0.014220826
Severe Toxicity0.16960317
Moderate 0.6852916 Moderate Con 0.303 Identity Attack Insult Identity_Assertion
Aug 25, 2025 Why Canadians Are Turning Against …
Canada is not the greatest country on earth lol Have you lost your fkn mind
Canada is not the greatest country on earth lol Have you lost your fkn mind
Inside Canada's Indian Invasion... · 337: Cluster #336
Close reading → Discourse → Video sentiment →
Identity Attack0.293411
Insult0.5739874
Profanity0.57488567
Threat0.01508414
Severe Toxicity0.16960317
Moderate 0.6852916 Low Con 0.238 Insult Humor_Satire
Mar 2, 2026 Inside Canada's Indian Invasion...
They need to leave Canada , go back to India ! Dirty country
They need to leave Canada , go back to India ! Dirty country
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.57787937
Profanity0.22792831
Threat0.01254427
Severe Toxicity0.16960317
Moderate 0.6852916 Low Con 0.153 Identity Attack Insult Fear_Threat
Feb 22, 2026 2 likes Inside Canada's Indian Invasion...
WHITE PPL INVADED INDIA ; STOLE, KILLED 15 MILLION PPL... INDIAN PPL MOVE TO CANADA TO WORK...WHERE IS THE PROBLEM? ITS NOT EVEN YOUR COUNTRY, YOU STOLE IT TOO, REMEMBER THIEVES?
WHITE PPL INVADED INDIA ; STOLE, KILLED 15 MILLION PPL... INDIAN PPL MOVE TO CANADA TO WORK...WHERE IS THE PROBLEM? ITS NOT EVEN YOUR COUNTRY, YOU STOLE IT TOO, REMEMBER THIEVES?
Inside Canada's Indian Invasion... · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.6728028
Insult0.5130944
Profanity0.20016506
Threat0.34804323
Severe Toxicity0.31905776
Moderate 0.6852916 Low Con 0.262 Identity Attack Insult Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
This crap is getting more and more INSANE. We are already overcrowded and overlfowing with refugees, asylum seekers, temporary work visas, student visas and others.....while our sytem COLLAPSES UNDER THE STRAIN. FIRE these FEDS.....NOW.
This crap is getting more and more INSANE. We are already overcrowded and overlfowing with refugees, asylum seekers, temporary work visas, student visas and others.....while our sytem COLLAPSES UNDER THE STRAIN. FIRE these FEDS.....NOW.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.6099415
Profanity0.46460027
Threat0.15434735
Severe Toxicity0.16960317
Moderate 0.6852916 Moderate Con 0.38 Insult Fear_Threat
Nov 21, 2025 1 likes Thousands of refugees allowed into …
They cave read English they didn't have it ever see a car before getting three. Why Florida stop that shit. They can't drive semi on the rd here
They cave read English they didn't have it ever see a car before getting three. Why Florida stop that shit. They can't drive semi on the rd here
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.089973204
Insult0.43158367
Profanity0.6919765
Threat0.011508608
Severe Toxicity0.072789766
Moderate 0.6852916 Low Con 0.288 Fear_Threat
Mar 3, 2026 Inside Canada's Indian Invasion...
This video should be removed immediately as it promotes racism and discrimination towards other ethnic groups. For those of you who don’t know, Canada is a multicultural country. If you have an issue with the …
This video should be removed immediately as it promotes racism and discrimination towards other ethnic groups. For those of you who don’t know, Canada is a multicultural country. If you have an issue with the kinds of people living here, you’re more than welcome to get your white smelly ass out of here and go to your original countries most likely in Europe. This country was never yours, indigenous community were the ones who discovered it. So OUT with your racist druggie white asses. At least CURRY smells better than your weeds that stink like SKUNK!
Inside Canada's Indian Invasion... · 60: Cluster #59
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.6308392
Profanity0.5150164
Threat0.13346854
Severe Toxicity0.35368225
Moderate 0.6852916 Moderate Con 0.343 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians (most of them) don’t know how to assimilate into other country’s cultures! It’s pathetic!
Indians (most of them) don’t know how to assimilate into other country’s cultures! It’s pathetic!
Inside Canada's Indian Invasion... · 58: Cluster #57
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.6306599
Profanity0.2659008
Threat0.009023022
Severe Toxicity0.0394905
Moderate 0.6852916 Low Con 0.203 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Why is there garbage in thumbnail, it shows you're clearly racist , like in this video there is literally no place where there is garbage , and i don't live in Canada, so I don't …
Why is there garbage in thumbnail, it shows you're clearly racist , like in this video there is literally no place where there is garbage , and i don't live in Canada, so I don't know anything but as what I have seen video , you're just a racist guy
Inside Canada's Indian Invasion... · 60: Cluster #59
Close reading → Discourse → Video sentiment →
Identity Attack0.34324843
Insult0.6149945
Profanity0.26937544
Threat0.009981008
Severe Toxicity0.14126498
Moderate 0.6852916 Moderate Con 0.36 Insult Meta_Commentary
Feb 7, 2026 Inside Canada's Indian Invasion...
My helmet boy is based as fuck, God bless you sir!
My helmet boy is based as fuck, God bless you sir!
Inside Canada's Indian Invasion... · 148: Cluster #147
Close reading → Discourse → Video sentiment →
Identity Attack0.02821777
Insult0.36365277
Profanity0.8089582
Threat0.009359611
Severe Toxicity0.109661035
Moderate 0.6852916 Moderate Con 0.447 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
really good fucking reporting!!
really good fucking reporting!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.012541492
Insult0.34314156
Profanity0.8255558
Threat0.008634649
Severe Toxicity0.16960317
Moderate 0.6852916 Moderate Con 0.378 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Buddy on the bike just confirmed the white trash he is ❤
Buddy on the bike just confirmed the white trash he is ❤
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Video sentiment →
Identity Attack0.57150364
Insult0.65129566
Profanity0.34536663
Threat0.01119791
Severe Toxicity0.16960317
Moderate 0.6852916 Low Con 0.291 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
you guys hate the chinese but now ended up with the worst. India is the dirtiest in the world
you guys hate the chinese but now ended up with the worst. India is the dirtiest in the world
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.5130944
Profanity0.33453682
Threat0.03787563
Severe Toxicity0.16960317
Moderate 0.6852916 Low Con 0.222 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
If you're not working by in group preferences by now you're part of the problem...prioritize your people or watch them be destroyed. And going through the comments its sad how many losers are proud to …
If you're not working by in group preferences by now you're part of the problem...prioritize your people or watch them be destroyed. And going through the comments its sad how many losers are proud to not be having kids...you are self deleting and literally giving up like a bunch of weak whinny selfish little babies...you are truly a pathetic bunch of weaklings smh
Why Canadians Are Turning Against Immigrants. · 8: Cluster #7
Close reading → Video sentiment →
Identity Attack0.06294931
Insult0.72756535
Profanity0.26631543
Threat0.035803676
Severe Toxicity0.02449106
Moderate 0.6852916 Low Con 0.287 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
I am an Immigrant and I dont support the Idiots from my country coming here and cheating and showing that some primitive culture is great !!! I support Canada
I am an Immigrant and I dont support the Idiots from my country coming here and cheating and showing that some primitive culture is great !!! I support Canada
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.4887047
Insult0.6991143
Profanity0.39409557
Threat0.00933372
Severe Toxicity0.044870634
Moderate 0.68408644 Moderate Con 0.39 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
Canada is utterly run by the dumbest Canadians to exist we have been witnessing a historic moment for the last decade.
Canada is utterly run by the dumbest Canadians to exist we have been witnessing a historic moment for the last decade.
New rules, regulations take effect across Canada · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.6991143
Profanity0.240511
Threat0.008867673
Severe Toxicity0.024350211
Moderate 0.68408644 Low Con 0.195 Identity Attack Insult
Jan 4, 2026 New rules, regulations take effect …
Thats fucking sad to see, I'm french, when I was a kid and used to picture Canada, I used to think about white guy speaking french with a weird quebec accent, great and spotless cities, …
Thats fucking sad to see, I'm french, when I was a kid and used to picture Canada, I used to think about white guy speaking french with a weird quebec accent, great and spotless cities, Top 1 HDI, the good version of America. Sad to see how it turned out, same shit for Australia, glad we don't have this in france yet
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.4339631
Profanity0.78491896
Threat0.011430934
Severe Toxicity0.24482845
Moderate 0.68408644 Constructive 0.624 Identity_Assertion
Jan 27, 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.