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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
Active: Tox: 0.5 – 1 4,704 comments · Page 158 of 189
If you have a problem with any culture coming to canada and living here; go home. We were built on diversity. We stole this land with the blood of the indigenous. The only ones who …
If you have a problem with any culture coming to canada and living here; go home. We were built on diversity. We stole this land with the blood of the indigenous. The only ones who deserve this land are the ones who died for it and are kept on reserves. Nothing but racists in these comments. Yall attitudes are dirty.
Identity Attack0.29798782
Insult0.5678696
Profanity0.06495911
Threat0.03407705
Severe Toxicity0.022322904
Moderate 0.53579444 Moderate Con 0.411 Insult Moral_Argument
Feb 27, 2026 3 likes Inside Canada's Indian Invasion...
This video should be titled exposing racists, especially fatty on his scooter
This video should be titled exposing racists, especially fatty on his scooter
Identity Attack0.44690517
Insult0.46923602
Profanity0.26555094
Threat0.047835086
Severe Toxicity0.042180564
Moderate 0.53579444 Low Con 0.198 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The only losers are the native (The True Canadians) who lost their native land and now those "immigrants" are having problems with other "immigrants".
The only losers are the native (The True Canadians) who lost their native land and now those "immigrants" are having problems with other "immigrants".
Identity Attack0.46028158
Insult0.5678696
Profanity0.06646215
Threat0.007624879
Severe Toxicity0.01935331
Moderate 0.53579444 Low Con 0.296 Insult
Nov 22, 2025 1 likes Quebec Ends Economic Immigration Program …
Good thing Trump has secured the north border with this trash trying to get into America from Canada. Canadians will be the minority soon enough as they give their country away.
Good thing Trump has secured the north border with this trash trying to get into America from Canada. Canadians will be the minority soon enough as they give their country away.
Identity Attack0.458714
Insult0.5543018
Profanity0.15985115
Threat0.01187109
Severe Toxicity0.023076924
Moderate 0.53579444 Low Con 0.16 Insult Fear_Threat
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Tyler can only do so many ballsy things for content until he finally meets the find out end of fucking around. I honestly mean that. His work is important but if he keeps trying to …
Tyler can only do so many ballsy things for content until he finally meets the find out end of fucking around. I honestly mean that. His work is important but if he keeps trying to outdo himself, the odds of something catastrophic happening can only increase.
Identity Attack0.01666154
Insult0.24928534
Profanity0.64657205
Threat0.0138755
Severe Toxicity0.02453801
Moderate 0.53579444 Moderate Con 0.418 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
In our case, they just wanted their manly women married off and their effeminate men to drop balls enough to get them out of the retirement house. It was a total circus.
In our case, they just wanted their manly women married off and their effeminate men to drop balls enough to get them out of the retirement house. It was a total circus.
Identity Attack0.3817989
Insult0.40243408
Profanity0.4370703
Threat0.046541955
Severe Toxicity0.029626917
Moderate 0.53579444 Low Con 0.283 Personal_Narrative
Sep 30, 2025 IRCC Names India in Study …
"I really don't give a sh** anymore"....man i feel that here in the US with everything
"I really don't give a sh** anymore"....man i feel that here in the US with everything
Identity Attack0.048995655
Insult0.3388922
Profanity0.596623
Threat0.009204263
Severe Toxicity0.024350211
Moderate 0.53579444 Moderate Con 0.415
Oct 12, 2025 Inside Canada's Indian Metropolis (Brampton)
My cousin came to canada under a 1 year work visa,, shes white french woman.. Speaks 5 languages, has 3 degrees, ran a business in France.. she landed here 1 years ago,, had to spend …
My cousin came to canada under a 1 year work visa,, shes white french woman.. Speaks 5 languages, has 3 degrees, ran a business in France.. she landed here 1 years ago,, had to spend 400$ to prove she speaks ENGLISH, (she speaks it fluently),, she paid taxes the moment she landed and got a job, bought a car, a small apartment. Everything Canadian,, not like these degenerate scum sucking immigrants. Had to spend another 500$ to extend her visa for another year.. Everything was going well. Until these worthless liberal cockroaches knocks on her door and told her she has 1 month to leave, because shes taking a JOB away from a CANADIAN!!!.. Are you fuckin kidding me.. These worthless ungrateful, self serving pakis, indies and chinese and who knows what else we let in, are getting subsidies to work at tim hortons,, Walmart,, canadaian tires.. Meanwhile our real Canadian kids can't get summer jobs or part times,, because of these worthless immigrants. Shes corporate, she doesn't take small coffee serving jobs..
Identity Attack0.5135796
Insult0.5543018
Profanity0.36230123
Threat0.012699619
Severe Toxicity0.16960317
Moderate 0.53579444 Moderate Con 0.484 Identity Attack Insult Personal_Narrative
Feb 19, 2026 1 likes LILLEY UNLEASHED: The fall of …
The only losers are the native (The True Canadians) who lost their native land and now those "immigrants" are having problems with other "immigrants".
The only losers are the native (The True Canadians) who lost their native land and now those "immigrants" are having problems with other "immigrants".
Identity Attack0.46028158
Insult0.5678696
Profanity0.066963166
Threat0.0076766624
Severe Toxicity0.019740647
Moderate 0.53579444 Low Con 0.296 Insult
Nov 22, 2025 Quebec Ends Economic Immigration Program …
Elbows Down Asses Up!!! Get ready cuz you’re going to get… 😅
Elbows Down Asses Up!!! Get ready cuz you’re going to get… 😅
Identity Attack0.018168874
Insult0.19734058
Profanity0.47191826
Threat0.0824309
Severe Toxicity0.04397394
Moderate 0.53579444 Low Con 0.228
Jan 3, 2026 New rules, regulations take effect …
Indian truck drivers on Highway 401 cause truck accidents every day because of these Mongolians.
Indian truck drivers on Highway 401 cause truck accidents every day because of these Mongolians.
Identity Attack0.60238177
Insult0.45135358
Profanity0.257327
Threat0.055917133
Severe Toxicity0.16960317
Moderate 0.53579444 Low Con 0.285 Identity Attack Unverified_Claim
Feb 21, 2026 Inside Canada's Indian Invasion...
The only losers are the native (The True Canadians) who lost their native land and now those "immigrants" are having problems with other "immigrants".
The only losers are the native (The True Canadians) who lost their native land and now those "immigrants" are having problems with other "immigrants".
Identity Attack0.46028158
Insult0.5678696
Profanity0.066963166
Threat0.0076766624
Severe Toxicity0.019740647
Moderate 0.53579444 Moderate Con 0.301 Insult
Nov 22, 2025 Quebec Ends Economic Immigration Program …
wtf is this racism in the comments section
wtf is this racism in the comments section
Identity Attack0.19100772
Insult0.24928534
Profanity0.5365423
Threat0.010162249
Severe Toxicity0.04397394
Moderate 0.53579444 Moderate Con 0.326 Meta_Commentary
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
The only losers are the native (The True Canadians) who lost their native land and now those "immigrants" are having problems with other "immigrants".
The only losers are the native (The True Canadians) who lost their native land and now those "immigrants" are having problems with other "immigrants".
Identity Attack0.46028158
Insult0.5678696
Profanity0.06646215
Threat0.007624879
Severe Toxicity0.01935331
Moderate 0.53579444 Low Con 0.296 Insult
Nov 22, 2025 Quebec Ends Economic Immigration Program …
Liberals are criminals. This ,government people, must be arrested immediately, for TREASON. Period.
Liberals are criminals. This ,government people, must be arrested immediately, for TREASON. Period.
Identity Attack0.40158966
Insult0.5543018
Profanity0.15019037
Threat0.13815513
Severe Toxicity0.02373986
Moderate 0.53579444 Low Con 0.101 Insult
Oct 1, 2025 IRCC Names India in Study …
This is all of the Liberals fault an no one else WTF
This is all of the Liberals fault an no one else WTF
Identity Attack0.2781757
Insult0.37392882
Profanity0.4798129
Threat0.010705971
Severe Toxicity0.024631912
Moderate 0.53579444 Low Con 0.211
Sep 29, 2025 IRCC Names India in Study …
Mark Carney is systematically destroying our economy and bankrupting Canada. He is doing it for Enrichment of himself and his Globalist Billionaire Buddies. This evil little traitor must be imprisoned for fraud ASAP.
Mark Carney is systematically destroying our economy and bankrupting Canada. He is doing it for Enrichment of himself and his Globalist Billionaire Buddies. This evil little traitor must be imprisoned for fraud ASAP.
Identity Attack0.027413858
Insult0.6099415
Profanity0.07999486
Threat0.13633445
Severe Toxicity0.019611536
Moderate 0.53579444 Low Con 0.238 Insult
Sep 30, 2025 1 likes IRCC Names India in Study …
They smell, their dirty, 20 of them living inside a small apartment which attracts bugs. Deport, deport, deport.
They smell, their dirty, 20 of them living inside a small apartment which attracts bugs. Deport, deport, deport.
Identity Attack0.24462871
Insult0.5393265
Profanity0.15812257
Threat0.06238277
Severe Toxicity0.02378681
Moderate 0.53579444 Moderate Con 0.378 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
The only losers are the native (The True Canadians) who lost their native land and now those "immigrants" are having problems with other "immigrants".
The only losers are the native (The True Canadians) who lost their native land and now those "immigrants" are having problems with other "immigrants".
Identity Attack0.46028158
Insult0.5678696
Profanity0.066963166
Threat0.0076766624
Severe Toxicity0.019740647
Moderate 0.53579444 Low Con 0.296 Insult
Nov 22, 2025 Quebec Ends Economic Immigration Program …
Drake Indian not black ... Indians think they're blacks 😂
Drake Indian not black ... Indians think they're blacks 😂
Identity Attack0.57150364
Insult0.37392882
Profanity0.2395431
Threat0.013113883
Severe Toxicity0.067522444
Moderate 0.53579444 Low Con 0.2 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians ruined Canada by 💩 on beaches, ruining the trucking industry, obliterating Canadian culture and values
Indians ruined Canada by 💩 on beaches, ruining the trucking industry, obliterating Canadian culture and values
Identity Attack0.56445944
Insult0.46774593
Profanity0.29209393
Threat0.024235269
Severe Toxicity0.09912638
Moderate 0.53579444 Low Con 0.139 Identity Attack Unverified_Claim
Jun 21, 2025 How Canada broke its immigration …
Deport them all!! If they can’t live the Canadian culture, then they need to get out, enough with them taking over and spewing hatred and violence. So sick of this. Canada has false leaders governing …
Deport them all!! If they can’t live the Canadian culture, then they need to get out, enough with them taking over and spewing hatred and violence. So sick of this. Canada has false leaders governing this country…it’s a shame, such evil crawling around. The goal for all these immigrants is to take control of all the countries they migrated to…enough is enough!!!🛑
Identity Attack0.5039629
Insult0.5015486
Profanity0.0913099
Threat0.15434735
Severe Toxicity0.024678862
Moderate 0.53579444 Moderate Con 0.323 Identity Attack Insult
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
Really where did you heard about we don't kill peoples even in illigal things 😂😂 pure misinformation he was scam you 13:14
Really where did you heard about we don't kill peoples even in illigal things 😂😂 pure misinformation he was scam you 13:14
Identity Attack0.06658725
Insult0.34203702
Profanity0.26621178
Threat0.3481519
Severe Toxicity0.052940834
Moderate 0.53579444 Moderate Con 0.303 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
send them all home. then restart the program when you people give a shit about Canadian security. all should be fired at the IRCC.
send them all home. then restart the program when you people give a shit about Canadian security. all should be fired at the IRCC.
Identity Attack0.10221587
Insult0.4378843
Profanity0.44431314
Threat0.2606104
Severe Toxicity0.023974609
Moderate 0.53579444 Low Con 0.184
Nov 7, 2025 IRCC Names India in Study …
The only losers are the native (The True Canadians) who lost their native land and now those "immigrants" are having problems with other "immigrants".
The only losers are the native (The True Canadians) who lost their native land and now those "immigrants" are having problems with other "immigrants".
Identity Attack0.46028158
Insult0.5678696
Profanity0.066963166
Threat0.0076766624
Severe Toxicity0.019740647
Moderate 0.53579444 Moderate Con 0.301 Insult
Nov 22, 2025 Quebec Ends Economic Immigration Program …
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.