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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 48 of 189
Trump the king of shooting himself in the feet.
Trump the king of shooting himself in the feet.
· 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.007707592
Insult0.011716386
Profanity0.0012696765
Threat0.6066329
Severe Toxicity0.00024626055
Toxic 0.7699907 Threat Humor_Satire
Dec 8, 2025
If India is such a great country why do all of these people have to leave it. Could it be that India sucks.
If India is such a great country why do all of these people have to leave it. Could it be that India sucks.
Inside Canada's Indian Invasion... · 170: Cluster #169
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.58196646
Profanity0.542788
Threat0.009023022
Severe Toxicity0.20984669
Toxic 0.7675452 Low Con 0.263 Identity Attack Insult Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
As a Canadian I can tell you Brampton has become an absolute shit hole. All Indians, Mississauga is all Muslims. Canada is done. Fully.
As a Canadian I can tell you Brampton has become an absolute shit hole. All Indians, Mississauga is all Muslims. Canada is done. Fully.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.6308392
Profanity0.6750904
Threat0.026479885
Severe Toxicity0.35022295
Toxic 0.7675452 Moderate Con 0.387 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I would love to see any of these new immigrants that are here now and trying to change our way of living to theirs. Go try that shit in Russia or Syria or Africa even. …
I would love to see any of these new immigrants that are here now and trying to change our way of living to theirs. Go try that shit in Russia or Syria or Africa even. They will beat your ass and put you In your place so fast.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.54996765
Insult0.5239335
Profanity0.7107322
Threat0.36820486
Severe Toxicity0.2847981
Toxic 0.7675452 Low Con 0.298 Identity Attack Insult Comparative_Framing
Sep 3, 2025 Why Canadians Are Turning Against …
4:10 they might not eat it but they love to shit on beaches in Wasaga Beach ON lmao
4:10 they might not eat it but they love to shit on beaches in Wasaga Beach ON lmao
Inside Canada's Indian Invasion... · 63: Cluster #62
Close reading → Discourse → Video sentiment →
Identity Attack0.1015541
Insult0.35016364
Profanity0.62717754
Threat0.05947323
Severe Toxicity0.34966052
Toxic 0.7675452 Low Con 0.192 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
At least these aren't the indians that shit in the streets..😅😅😅
At least these aren't the indians that shit in the streets..😅😅😅
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.5130944
Profanity0.66405153
Threat0.049774777
Severe Toxicity0.35022295
Toxic 0.7675452 Low Con 0.298 Identity Attack Insult Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Fucking thank you so much man! I’m so fucking sick of them
Fucking thank you so much man! I’m so fucking sick of them
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.035331827
Insult0.36798462
Profanity0.89909166
Threat0.010938995
Severe Toxicity0.23125283
Toxic 0.7675452 Moderate Con 0.45 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada suck even more now that Punjabi there
Canada suck even more now that Punjabi there
Inside Canada's Indian Invasion... · 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.5739874
Profanity0.55356324
Threat0.009696201
Severe Toxicity0.34189755
Toxic 0.7675452 Low Con 0.267 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
how do they even survive they cant even speak proper english fking rtrds
how do they even survive they cant even speak proper english fking rtrds
Inside Canada's Indian Invasion... · 99: Cluster #98
Close reading → Discourse → Video sentiment →
Identity Attack0.32768643
Insult0.6149945
Profanity0.70864636
Threat0.03649433
Severe Toxicity0.35368225
Toxic 0.7675452 Low Con 0.175 Insult Fear_Threat
Feb 28, 2026 5 likes Inside Canada's Indian Invasion...
I see how arrogant they are. Not all of them, but that one that spoke on your video, go the hell back to your own land
I see how arrogant they are. Not all of them, but that one that spoke on your video, go the hell back to your own land
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.58196646
Profanity0.46460027
Threat0.13464862
Severe Toxicity0.34942797
Toxic 0.7675452 Moderate Con 0.335 Insult Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
For his information, we have great African doctors, lawyers, inventors, scientists, artists and we don’t want MacDonald jobs. We work for the big money. We own businesses in Canada and we are employers of labour. …
For his information, we have great African doctors, lawyers, inventors, scientists, artists and we don’t want MacDonald jobs. We work for the big money. We own businesses in Canada and we are employers of labour. I for one I’m a medical doctor and all his descendants or ancestors could never have the brains to have as many degrees as Africans. So fck that btch of a man.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5051593
Insult0.6675394
Profanity0.759977
Threat0.046218675
Severe Toxicity0.35094213
Toxic 0.7675452 Constructive 0.559 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
"SAAR YOU CANNOT POST THIS VIDEO HAR SIR PLZ IT IS MAKE INDIA SUPA POWER LOOK BAD SAAR." Very strange to import indians and then get in bed with fuking china of all countries. (They …
"SAAR YOU CANNOT POST THIS VIDEO HAR SIR PLZ IT IS MAKE INDIA SUPA POWER LOOK BAD SAAR." Very strange to import indians and then get in bed with fuking china of all countries. (They don't like india)
Inside Canada's Indian Invasion... · 84: Cluster #83
Close reading → Discourse → Video sentiment →
Identity Attack0.5698139
Insult0.5130944
Profanity0.62717754
Threat0.13768311
Severe Toxicity0.45895407
Toxic 0.7675452 Low Con 0.282 Identity Attack Insult Humor_Satire
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Congratulations you've destroyed our Canadian culture and our country! Pick up your damn garbage and learn how to drive!!!
Congratulations you've destroyed our Canadian culture and our country! Pick up your damn garbage and learn how to drive!!!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.2700233
Insult0.6675394
Profanity0.5188411
Threat0.057856824
Severe Toxicity0.16960317
Toxic 0.7675452 Low Con 0.223 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Here on the west coast its the same shit. These Indian guys in construction piss in water bottles and leave it in units, shit in bathtubs and none of them wear deodorant. Its fckin FOUL. …
Here on the west coast its the same shit. These Indian guys in construction piss in water bottles and leave it in units, shit in bathtubs and none of them wear deodorant. Its fckin FOUL. We also have serious crime here because of them. Extortion cases, gang shootings, polluting the community with drugs. Dumptruck drivers who operate trucks with serious mechanical problems risking ppl's lives. My friend works for Commercial Vehicle Safety Enforcement and says they are the biggest offenders on the road by far!! Majority of them are really nice people but when the government allows tens of thousands to flood the place the numbers of scumbags go up.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.6120431
Profanity0.70864636
Threat0.13815513
Severe Toxicity0.44787344
Toxic 0.7675452 Constructive 0.636 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
All for votes to keep a incompetent government in power and the elbows up idiots fell for it
All for votes to keep a incompetent government in power and the elbows up idiots fell for it
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.052035484
Insult0.78882504
Profanity0.36230123
Threat0.009799767
Severe Toxicity0.023076924
Toxic 0.7675452 Low Con 0.145 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
INDIANS don't eat POO! You ignorant baffoon1
INDIANS don't eat POO! You ignorant baffoon1
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.7418356
Profanity0.43554106
Threat0.013702838
Severe Toxicity0.30192792
Toxic 0.7675452 Low Con 0.118 Insult Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
This s*** is why Americans and America are treating us so piss poorly our government was told to secure our border and what does our government do? it ignores the ever-living s*** out of the …
This s*** is why Americans and America are treating us so piss poorly our government was told to secure our border and what does our government do? it ignores the ever-living s*** out of the issue. Now we've got hey dude video taping himself being smuggled into the US. And then moron Canadians go on and say well the tariffs are this the tariffs are that, the tariffs wouldn't have happened if our government had done its damned job. What's happening right now between Canada and the US has everything to do with our governments incompetency and moronism and absolutely nothing to do with the Americans trying to take over or do some other evil bulshit.... And all of it could have been avoided if our government had actually listened to the US and secured our f****** borders
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.6370372
Profanity0.68353343
Threat0.03856628
Severe Toxicity0.35368225
Toxic 0.7675452 Moderate Con 0.371 Identity Attack Insult Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
YOU VOTED FOR LIBERALS SUCK OT UP !
YOU VOTED FOR LIBERALS SUCK OT UP !
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.2308735
Insult0.57787937
Profanity0.5865656
Threat0.033386398
Severe Toxicity0.31905776
Toxic 0.7675452 Low Con 0.138 Insult
Nov 21, 2025 Thousands of refugees allowed into …
The fat guy on the bike REALLY hates black people😂
The fat guy on the bike REALLY hates black people😂
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.7406625
Insult0.5678696
Profanity0.37202835
Threat0.040638234
Severe Toxicity0.22513679
Toxic 0.7675452 Low Con 0.267 Identity Attack Insult Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The guy on the bike is a bigot, racist, insecure, and small-minded man! Talk about low IQ, he's the epitome! He clearly expresses how much he hates all Sub-Saharan Africans, but he does not know …
The guy on the bike is a bigot, racist, insecure, and small-minded man! Talk about low IQ, he's the epitome! He clearly expresses how much he hates all Sub-Saharan Africans, but he does not know them all, yet lumps an entire continent of people in the same category. His stupidity, envy, and jealously will rot his bones
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.35299334
Insult0.7827088
Profanity0.32299677
Threat0.114629425
Severe Toxicity0.16233426
Toxic 0.7675452 Moderate Con 0.328 Insult Moral_Argument
Mar 2, 2026 4 likes Inside Canada's Indian Invasion...
They're dirty, rude and entitled. All they want it handouts and scream racism if they dont hey their way. Its old and pathetic.
They're dirty, rude and entitled. All they want it handouts and scream racism if they dont hey their way. Its old and pathetic.
Why Canadians Are Turning Against Immigrants. · 53: Cluster #52
Close reading → Discourse → Video sentiment →
Identity Attack0.11744241
Insult0.7804726
Profanity0.2337357
Threat0.0101363575
Severe Toxicity0.02439716
Toxic 0.7675452 Moderate Con 0.306 Insult Identity_Assertion
Sep 6, 2025 1 likes Why Canadians Are Turning Against …
Ontario dickheads in other words!
Ontario dickheads in other words!
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.41975367
Insult0.6798578
Profanity0.62717754
Threat0.01254427
Severe Toxicity0.31905776
Toxic 0.7675452 Low Con 0.161 Insult Identity_Assertion
Feb 26, 2026 LILLEY UNLEASHED: The fall of …
I used to really like your content. But in the past year, you have went super xenophobic. I'm good dude, I'm going to go ahead and stop following you now. So sometime this week or …
I used to really like your content. But in the past year, you have went super xenophobic. I'm good dude, I'm going to go ahead and stop following you now. So sometime this week or maybe this month at least want you to take a quiet, sober moment, when you're alone somewhere contemplating your life, and think I'm really long and hard about going and fucking yourself.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.16373143
Insult0.5130944
Profanity0.764141
Threat0.2836219
Severe Toxicity0.35368225
Toxic 0.7675452 Constructive 0.582 Insult Meta_Commentary
Feb 7, 2026 2 likes Inside Canada's Indian Invasion...
Imagine if Hindus eat human poop 💩 we don't need sewer 😂😂 0:26
Imagine if Hindus eat human poop 💩 we don't need sewer 😂😂 0:26
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.48627716
Profanity0.48510036
Threat0.22514746
Severe Toxicity0.35368225
Toxic 0.7675452 Low Con 0.146 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
You mazafukka 😂😂😂 why tf you have to pretend to be portuguese??? You momo, we feel insulted
You mazafukka 😂😂😂 why tf you have to pretend to be portuguese??? You momo, we feel insulted
Inside Canada's Indian Invasion... · 158: Cluster #157
Close reading → Discourse → Video sentiment →
Identity Attack0.39870077
Insult0.6099415
Profanity0.65961236
Threat0.037530303
Severe Toxicity0.45401973
Toxic 0.7675452 Low Con 0.199 Insult Humor_Satire
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.