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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 82 of 189
Only a dummy would go to the USA.
Only a dummy would go to the USA.
· 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.005221121
Insult0.5735432
Profanity0.00038403115
Threat0.0018508347
Severe Toxicity0.000015244752
Moderate 0.6783108 Insult
Dec 9, 2025
I feel like you purposefully pronounce things wrong even when it pronounced correctly to you. Either that or you’re actually retarded
I feel like you purposefully pronounce things wrong even when it pronounced correctly to you. Either that or you’re actually retarded
Inside Canada's Indian Invasion... · 178: Cluster #177
Close reading → Discourse → Video sentiment →
Identity Attack0.23998553
Insult0.67254376
Profanity0.44366163
Threat0.009281937
Severe Toxicity0.070156105
Moderate 0.6744087 Low Con 0.2 Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Im Canadian you shouldnt get anything from Gov when coming to Canada and the idiots who voted lib your one of the problems in Canada 10 years of FJT IF YOUR CANADIAN AND TRAVELING DONT …
Im Canadian you shouldnt get anything from Gov when coming to Canada and the idiots who voted lib your one of the problems in Canada 10 years of FJT IF YOUR CANADIAN AND TRAVELING DONT TELL ANYONE YOUR CANADIAN IN JAMAICA PORTO RICO FRANCE IN SPAIN THE CANADIANS WERE VIOLENTLY CONFRONTED BCS THEY WERE CALLED PEDOS BCS NO ONE FOUGHT TO PROTECT KIDS AGAISNT GENDER TEACHING IN SCHOOLS Canada is embarrassing now days
Why Canadians Are Turning Against Immigrants. · 155: Cluster #154
Close reading → Video sentiment →
Identity Attack0.45610145
Insult0.6798578
Profanity0.26555094
Threat0.016292779
Severe Toxicity0.09912638
Moderate 0.6744087 Moderate Con 0.409 Insult
Sep 9, 2025 Why Canadians Are Turning Against …
Now, how disgusting and disgusting it is that when you have to show drugs and dick, you mention the country's flag, but when you have to show a bad image of Americans, you don't even …
Now, how disgusting and disgusting it is that when you have to show drugs and dick, you mention the country's flag, but when you have to show a bad image of Americans, you don't even mention the American flag. These are those Indians who are Canadian citizens and have been in Canada for more than 50 years, you will say the same thing for European White Christians who immigrate.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5739874
Profanity0.46222726
Threat0.021472665
Severe Toxicity0.17315048
Moderate 0.6744087 Moderate Con 0.397 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
This white biker is racist af and he lying about Africans they smarter than his mother and father
This white biker is racist af and he lying about Africans they smarter than his mother and father
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5698139
Insult0.5678696
Profanity0.33141375
Threat0.017156094
Severe Toxicity0.16960317
Moderate 0.6744087 Low Con 0.225 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
People who do not answer the question or give a round around should be fired on the spot and arrested . Government is so dam good at this crap .
People who do not answer the question or give a round around should be fired on the spot and arrested . Government is so dam good at this crap .
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.049761772
Insult0.5332045
Profanity0.64460015
Threat0.054947287
Severe Toxicity0.029626917
Moderate 0.6744087 Low Con 0.215 Insult Policy_Critique
Oct 9, 2025 IRCC Names India in Study …
Canada is a Indian country very disgusting place to visit
Canada is a Indian country very disgusting place to visit
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.5678696
Profanity0.26624632
Threat0.009100696
Severe Toxicity0.16960317
Moderate 0.6744087 Low Con 0.248 Identity Attack Insult Identity_Assertion
Jan 18, 2026 2.9 million Canadian temporary visas …
with army of lazy muslims, indians Canada looks like poverty OF III WORLD.
with army of lazy muslims, indians Canada looks like poverty OF III WORLD.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.69783735
Insult0.5723624
Profanity0.16450337
Threat0.021472665
Severe Toxicity0.16960317
Moderate 0.6744087 Low Con 0.103 Identity Attack Insult Identity_Assertion
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
welcome to the literal sh!t stain of Canada.
welcome to the literal sh!t stain of Canada.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.45348886
Insult0.5130944
Profanity0.6001929
Threat0.011405042
Severe Toxicity0.16960317
Moderate 0.6744087 Low Con 0.147 Insult Fear_Threat
Oct 9, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
We should mass execute them all.
We should mass execute them all.
Inside Canada's Indian Invasion... · 166: Cluster #165
Close reading → Discourse → Video sentiment →
Identity Attack0.17226285
Insult0.16897665
Profanity0.2661772
Threat0.7018109
Severe Toxicity0.35112193
Moderate 0.6744087 Low Con 0.187 Threat Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Ok. So win the damn election!
Ok. So win the damn election!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.020580608
Insult0.42367843
Profanity0.70384485
Threat0.015774792
Severe Toxicity0.052044146
Moderate 0.6744087 Low Con 0.235 Call_To_Action
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
India does suck as a country, and its peoples are largely lacking civic sense, racist, elitist, insular, hypocritical, and antisocial. This is all true. But not all of them are this way, and their economic …
India does suck as a country, and its peoples are largely lacking civic sense, racist, elitist, insular, hypocritical, and antisocial. This is all true. But not all of them are this way, and their economic boon and low rate of crime makes them a choice import compared to other ethnic groups, if we are talking macro scale. In particular, Islamic and Middle Eastern, followed by African, Southeast Asian, Chinese, and Latino immigrants are bigger issues.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.6308392
Profanity0.40558428
Threat0.010602405
Severe Toxicity0.2281948
Moderate 0.6744087 Constructive 0.526 Identity Attack Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
What a sh*tty place to live
What a sh*tty place to live
Inside Canada's Indian Invasion... · 57: Cluster #56
Close reading → Discourse → Video sentiment →
Identity Attack0.047706615
Insult0.40243408
Profanity0.70864636
Threat0.008634649
Severe Toxicity0.15706694
Moderate 0.6744087 Moderate Con 0.304 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
India. Wtf? Deport them all
India. Wtf? Deport them all
IRCC Names India in Study Permit Fraud | … · 77: Cluster #76
Close reading → Video sentiment →
Identity Attack0.5913144
Insult0.47384647
Profanity0.5013569
Threat0.34804323
Severe Toxicity0.25053838
Moderate 0.6744087 Low Con 0.174 Identity Attack
Sep 28, 2025 IRCC Names India in Study …
what truly pisses me off is losing our holidays cause they dont celebrate them. this is my country your free to come and live here but fillow the rules your not allowed to shove religion …
what truly pisses me off is losing our holidays cause they dont celebrate them. this is my country your free to come and live here but fillow the rules your not allowed to shove religion down anyone throat your suppose to prayer away cause thats your right but tp shove it down and make us a slave to a god i dont believe in? as a first nation on my land. smarten the fuck up and respect the people who allow you to run from the disgraces of your own country you dont want to help but come here to destroy. my bloodline was here first before the whites so i have a right to say what i say. and if i get hate for my free speech then you also dont belong in this country
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.41975367
Insult0.50440645
Profanity0.6069483
Threat0.06593887
Severe Toxicity0.35112193
Moderate 0.6744087 Moderate Con 0.474 Insult Identity_Assertion
Sep 3, 2025 Why Canadians Are Turning Against …
This is liberals fault its there plan for all you dumb asses who voted them in you deserve this but for the ones who didn't vote for liberals time to stand up not take this …
This is liberals fault its there plan for all you dumb asses who voted them in you deserve this but for the ones who didn't vote for liberals time to stand up not take this bs by these immigrants in my opinion
Why Canadians Are Turning Against Immigrants. · 69: Cluster #68
Close reading → Discourse → Video sentiment →
Identity Attack0.43896464
Insult0.66500133
Profanity0.4662011
Threat0.06626215
Severe Toxicity0.17009245
Moderate 0.6744087 Low Con 0.296 Insult Policy_Critique
Aug 28, 2025 Why Canadians Are Turning Against …
Scam capital of the world India came to scam Canadians right in Canada by placing themselves in gov jobs, security , banks, stores, and rcmp positions , wake the fuck up canada, plus cloaked terrorists …
Scam capital of the world India came to scam Canadians right in Canada by placing themselves in gov jobs, security , banks, stores, and rcmp positions , wake the fuck up canada, plus cloaked terrorists taking over with their terrorist activities
How Canada broke its immigration system · 109: Cluster #108
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.5935568
Profanity0.5013569
Threat0.05203775
Severe Toxicity0.21290472
Moderate 0.6744087 Low Con 0.22 Insult Unverified_Claim
Aug 6, 2025 How Canada broke its immigration …
My message to the Indians is please go back to your country. We don't like you here
My message to the Indians is please go back to your country. We don't like you here
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.69661283
Insult0.4378843
Profanity0.22723788
Threat0.09316374
Severe Toxicity0.23226346
Moderate 0.6744087 Moderate Con 0.35 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
as an indian christian i say we go through hell in india and yet these upper caste hindus, they live unbothered in christian nations, all the time while boasting how good india is. This has …
as an indian christian i say we go through hell in india and yet these upper caste hindus, they live unbothered in christian nations, all the time while boasting how good india is. This has to stop, they should be held accountable. they are dangerous to the society they live in, they're like parasites.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.60238177
Insult0.6308392
Profanity0.4185329
Threat0.13363713
Severe Toxicity0.23225488
Moderate 0.6744087 Moderate Con 0.455 Identity Attack Insult Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Time to stop this disgusting Invasion we are getting from the Indians their culture is not wanted here their way of life is a disgrace to our culture they're stealing our jobs and turning Canada …
Time to stop this disgusting Invasion we are getting from the Indians their culture is not wanted here their way of life is a disgrace to our culture they're stealing our jobs and turning Canada into a communist country with the progressive liberals
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6778536
Insult0.6099415
Profanity0.196476
Threat0.020609349
Severe Toxicity0.1762085
Moderate 0.6744087 Moderate Con 0.334 Identity Attack Insult Identity_Assertion
Sep 8, 2025 Why Canadians Are Turning Against …
Why do you still think America is the greatest country on earth? All the peace and free healthcare? Daily school shootings. Americans are so ignorant
Why do you still think America is the greatest country on earth? All the peace and free healthcare? Daily school shootings. Americans are so ignorant
Inside Canada's Indian Invasion... · 48: Cluster #47
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.65231085
Profanity0.14754629
Threat0.029587816
Severe Toxicity0.023645958
Moderate 0.6744087 Low Con 0.234 Identity Attack Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
We hate you too 8:15 raw bacon🐷
We hate you too 8:15 raw bacon🐷
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2964622
Insult0.45135358
Profanity0.30161268
Threat0.06432246
Severe Toxicity0.16960317
Moderate 0.6744087 Moderate Con 0.301 Humor_Satire
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
NEED TO DEPORT ANY IMMIGRANT WHO EVER ARRIVED SINCE GAY TRUE DUMASS WAS ELECTED
NEED TO DEPORT ANY IMMIGRANT WHO EVER ARRIVED SINCE GAY TRUE DUMASS WAS ELECTED
Inside Canada's Indian Invasion... · 45: Cluster #44
Close reading → Video sentiment →
Identity Attack0.6778536
Insult0.46625584
Profanity0.29209393
Threat0.33294448
Severe Toxicity0.23226519
Moderate 0.6744087 Low Con 0.178 Identity Attack
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
People praying makes u annoyed a u dumb
People praying makes u annoyed a u dumb
Why Canadians Are Turning Against Immigrants. · 98: Cluster #97
Close reading → Video sentiment →
Identity Attack0.13377325
Insult0.6798578
Profanity0.41031027
Threat0.011612174
Severe Toxicity0.023364257
Moderate 0.6744087 Low Con 0.27 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
Here in Australia Indians are fkn EVERYWHERE
Here in Australia Indians are fkn EVERYWHERE
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6106996
Insult0.5130944
Profanity0.58072567
Threat0.016465442
Severe Toxicity0.3532795
Moderate 0.6744087 Moderate Con 0.331 Identity Attack Insult Fear_Threat
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.