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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 56 of 1230
Canada is truly sleeping , It might wake when everything is out of control, for God's sake Canada WAKE UP , STOP THE DAMN IMMIGRANTS
Canada is truly sleeping , It might wake when everything is out of control, for God's sake Canada WAKE UP , STOP THE DAMN IMMIGRANTS
Why Canadians Are Turning Against Immigrants. · 100: Cluster #99
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.6109131
Profanity0.596623
Threat0.05171447
Severe Toxicity0.23225316
Toxic 0.7510937 Low Con 0.245 Identity Attack Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I'll watch this shit tomorrow when i'm ready to not get angry before bed.
I'll watch this shit tomorrow when i'm ready to not get angry before bed.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.019274252
Insult0.2659317
Profanity0.83974665
Threat0.019228047
Severe Toxicity0.06011435
Toxic 0.7510937 Moderate Con 0.325
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
@pwilla poopeater Lol yea 🖕🏻☪️🇮🇳 beatch did this pjeet thought that iam a Pakistani abdul 😂😂🤮🤮 yea Never beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever fuckand …
@pwilla poopeater Lol yea 🖕🏻☪️🇮🇳 beatch did this pjeet thought that iam a Pakistani abdul 😂😂🤮🤮 yea Never beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever fuckand grape and do whatever with yho raindy beatch modrs ever cvckold pos can never even touch anyone irl. So sybau and go eat Puop somewhere pos pjeeet grepist grepland inbred restard.
Inside Canada's Indian Invasion... · 396: Cluster #395
Close reading → Discourse → Video sentiment →
Identity Attack0.5124616
Insult0.67735565
Profanity0.70864636
Threat0.44942492
Severe Toxicity0.68373036
Toxic 0.7510937 Low Con 0.248 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Bull crap invasion
Bull crap invasion
Inside Canada's Indian Invasion... · 67: Cluster #66
Close reading → Discourse → Video sentiment →
Identity Attack0.24462871
Insult0.5678696
Profanity0.6242122
Threat0.019228047
Severe Toxicity0.17009245
Toxic 0.7510937 Low Con 0.253 Insult Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Tyler you’re a selfish prick for creating racist videos on Indians, Jews and Black. You need to stop creating videos that promotes hatred, discrimination against other racialized person in Canada. There are not only Indians …
Tyler you’re a selfish prick for creating racist videos on Indians, Jews and Black. You need to stop creating videos that promotes hatred, discrimination against other racialized person in Canada. There are not only Indians that migrated, countless other people from Middle Eastern, Africa, and Asia who settled in this country. You need to STOP creating and posting racist videos. You can gain subscribers in many other ways, uneducated, beaver hideous looking person. The food ya’ll eat or other goods that the country run on IS because of these truck drivers who sit hours and hours to go to America to make a living. Shame on you. You need some knowledge, please educate yourself before running around like an idiot to interview people in the intention of making $$ off YouTube and gaining subscribers to feed your filthy looking arse. Low life prick.
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Video sentiment →
Identity Attack0.46614665
Insult0.72756535
Profanity0.4170448
Threat0.05397744
Severe Toxicity0.35368225
Toxic 0.7510937 Moderate Con 0.372 Insult
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
The beach is not a place to shit
The beach is not a place to shit
Why Canadians Are Turning Against Immigrants. · 42: Cluster #41
Close reading → Video sentiment →
Identity Attack0.025404079
Insult0.344702
Profanity0.8449782
Threat0.00780612
Severe Toxicity0.070156105
Toxic 0.7510937 Low Con 0.255
Aug 25, 2025 Why Canadians Are Turning Against …
All an illegal immigrant has to say is "I'm gay. I'm really really gay! I'm annoyingly gay! I'm disgustingly gay! I'm so gay that goats are safe in and around me, and if I go …
All an illegal immigrant has to say is "I'm gay. I'm really really gay! I'm annoyingly gay! I'm disgustingly gay! I'm so gay that goats are safe in and around me, and if I go back home, they will kill me!!" and Canada will shower them with money.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.73072165
Insult0.5739874
Profanity0.39409557
Threat0.5195707
Severe Toxicity0.35368225
Toxic 0.7510937 Moderate Con 0.304 Identity Attack Insult Threat Unverified_Claim
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
she, is retard and bad for real Canadians
she, is retard and bad for real Canadians
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.7497506
Profanity0.39409557
Threat0.012854968
Severe Toxicity0.16960317
Toxic 0.7510937 Low Con 0.229 Insult Identity_Assertion
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
It’s cause Bramptons imported half of Punjab. The government is stupid for allowing it they’re exploiting Canada with immigration scams and other BS. That and they bring there religious problems over here. These idiots who …
It’s cause Bramptons imported half of Punjab. The government is stupid for allowing it they’re exploiting Canada with immigration scams and other BS. That and they bring there religious problems over here. These idiots who want Khalistan should go back and fight for it there.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.40255263
Insult0.7657292
Profanity0.38343847
Threat0.017156094
Severe Toxicity0.05473421
Toxic 0.7510937 Moderate Con 0.387 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
India is the most racist country on the planet, they have a caste system for fuck sake but when in other countries they are professionals victims. In Ireland they are creating fake stories of being …
India is the most racist country on the planet, they have a caste system for fuck sake but when in other countries they are professionals victims. In Ireland they are creating fake stories of being attacked
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6413409
Insult0.5130944
Profanity0.64657205
Threat0.094697006
Severe Toxicity0.35368225
Toxic 0.7510937 Moderate Con 0.404 Identity Attack Insult
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)
I had enough when they started shitting on our clean beaches and washing their dirty clothes n pissing in our fresh water lakes! Then I was like GET THE F OUTTA HERE!!
I had enough when they started shitting on our clean beaches and washing their dirty clothes n pissing in our fresh water lakes! Then I was like GET THE F OUTTA HERE!!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.11047905
Insult0.5130944
Profanity0.6643082
Threat0.032005094
Severe Toxicity0.34189755
Toxic 0.7510937 Moderate Con 0.371 Insult
Sep 11, 2025 Why Canadians Are Turning Against …
NORTH AMERICA AND EUROPE IS DOOMED. SO MUCH INJUSTICE AROUND THE WORLD. EVERYTHING AROUND THE WORLD HAS GONE TO BULLSHIT. ITS GOING YO GET WORSE. MEDIEVAL TIMES ARE HERE.
NORTH AMERICA AND EUROPE IS DOOMED. SO MUCH INJUSTICE AROUND THE WORLD. EVERYTHING AROUND THE WORLD HAS GONE TO BULLSHIT. ITS GOING YO GET WORSE. MEDIEVAL TIMES ARE HERE.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.28034934
Insult0.46625584
Profanity0.70864636
Threat0.028379176
Severe Toxicity0.26195827
Toxic 0.7510937 Low Con 0.196
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Just fucking ship them back, ALL of them o/
Just fucking ship them back, ALL of them o/
Inside Canada's Indian Invasion... · 166: Cluster #165
Close reading → Discourse → Video sentiment →
Identity Attack0.058856625
Insult0.35333878
Profanity0.8086746
Threat0.17016006
Severe Toxicity0.2281948
Toxic 0.7510937 Low Con 0.184 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
You voted for Trudeau, didn’t you? It’s democracy the problem, when we ask their opinions to a majority of idiots, this kind of thing happens. Good luck to you.
You voted for Trudeau, didn’t you? It’s democracy the problem, when we ask their opinions to a majority of idiots, this kind of thing happens. Good luck to you.
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.031464707
Insult0.7804726
Profanity0.29209393
Threat0.008634649
Severe Toxicity0.023076924
Toxic 0.7510937 Low Con 0.278 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Respectfully as an Indian, even i am tired of the Indians . Just stay at your own damn places!!
Respectfully as an Indian, even i am tired of the Indians . Just stay at your own damn places!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5678696
Profanity0.64657205
Threat0.04880493
Severe Toxicity0.29621798
Toxic 0.7510937 Moderate Con 0.426 Identity Attack Insult Identity_Assertion
Feb 11, 2026 2 likes Inside Canada's Indian Invasion...
Your banner says you are an outlet to provide news without bias for fear, yet all you release are fear-mongering, race-baiting videos for idiots. Have you lost your way? I am blocking your channel because …
Your banner says you are an outlet to provide news without bias for fear, yet all you release are fear-mongering, race-baiting videos for idiots. Have you lost your way? I am blocking your channel because I do not want to feed the algorithm and promote your sleezy hate videos. You find the whitest, shittiest people you can find and let them spread their garbage. Channels like yours need to be stomped out.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.50515765
Insult0.65865606
Profanity0.541926
Threat0.34552678
Severe Toxicity0.3525603
Toxic 0.7510937 Moderate Con 0.321 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Lol @5:10 😂 that guy on the bike is definitely a self described white trash.
Lol @5:10 😂 that guy on the bike is definitely a self described white trash.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.6106996
Insult0.7065844
Profanity0.3290656
Threat0.008893564
Severe Toxicity0.16960317
Toxic 0.7510937 Low Con 0.18 Identity Attack Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
"give no taxes" they literally are taken in for paying taxes ,I can't with brain-dead morons man
"give no taxes" they literally are taken in for paying taxes ,I can't with brain-dead morons man
Inside Canada's Indian Metropolis (Brampton) · 38: Cluster #37
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.7804726
Profanity0.3547165
Threat0.010705971
Severe Toxicity0.023692908
Toxic 0.7510937 Low Con 0.261 Insult
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
Are you fuckin kidding me?! Is this a joke?
Are you fuckin kidding me?! Is this a joke?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.022992345
Insult0.3470427
Profanity0.8117245
Threat0.009540852
Severe Toxicity0.16960317
Toxic 0.7510937 Low Con 0.219 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
I was as raised in Brampton during the 70’s - 90’s. It’s a shit hole now.
I was as raised in Brampton during the 70’s - 90’s. It’s a shit hole now.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.052035484
Insult0.47020787
Profanity0.80158395
Threat0.009204263
Severe Toxicity0.15706694
Toxic 0.7510937 Moderate Con 0.474
Oct 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Hindu's are sh..t eaters 😢😢😢
Hindu's are sh..t eaters 😢😢😢
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.6928741
Insult0.65865606
Profanity0.5711371
Threat0.31721663
Severe Toxicity0.5520787
Toxic 0.7510937 Low Con 0.204 Identity Attack Insult Identity_Assertion
Feb 21, 2026 Inside Canada's Indian Invasion...
Brampton is a sh*thole. Shouldn't even be considered a part of Canada.
Brampton is a sh*thole. Shouldn't even be considered a part of Canada.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.30103904
Insult0.6677319
Profanity0.64080805
Threat0.05430072
Severe Toxicity0.23225488
Toxic 0.7510937 Low Con 0.23 Insult Identity_Assertion
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
We have a lot of people from India in our city and they are dirty, nasty, and corrupt! And don't get me started on the somalis who are 10 times worse!
We have a lot of people from India in our city and they are dirty, nasty, and corrupt! And don't get me started on the somalis who are 10 times worse!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6928741
Insult0.6798578
Profanity0.34827787
Threat0.034422375
Severe Toxicity0.23226003
Toxic 0.7510937 Constructive 0.559 Identity Attack Insult Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
5:30 this dumb who ride cycle,said black people have low iq😂 but obama was president back then in usa ..what about that 😂 and king george what about that.. so in india we have that …
5:30 this dumb who ride cycle,said black people have low iq😂 but obama was president back then in usa ..what about that 😂 and king george what about that.. so in india we have that kinda people who say this things like thay bcuz they dont not inteligent enough and illitrate
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5124616
Insult0.6675394
Profanity0.39409557
Threat0.037530303
Severe Toxicity0.1762085
Toxic 0.7510937 Low Con 0.297 Identity Attack Insult Moral_Argument
Feb 13, 2026 1 likes Inside Canada's Indian Invasion...
I have an absolutely mind blowing f****** up thing for you to check out that's in a small town in Ontario I don't think there's anything quite like it out there and its absolutely bat …
I have an absolutely mind blowing f****** up thing for you to check out that's in a small town in Ontario I don't think there's anything quite like it out there and its absolutely bat shit crazy let's say this it's an event all 11th graders go on there's only one high school in the town and you are grouped in a squad with 6 people in total and they're all the people you hate the most
Inside Canada's Indian Invasion... · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.104676254
Insult0.5130944
Profanity0.70864636
Threat0.11769595
Severe Toxicity0.35368225
Toxic 0.7510937 Constructive 0.569 Insult Meta_Commentary
Jan 27, 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.