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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 19 of 189
America is the greatest country in the world??? Pull your head out of your ass!!!
America is the greatest country in the world??? Pull your head out of your ass!!!
Identity Attack0.19495805
Insult0.65865606
Profanity0.6919765
Threat0.08089764
Severe Toxicity0.34989303
Toxic 0.8696708 Low Con 0.147 Insult Comparative_Framing
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
Yes your country is so stupid. Third world countries like mine won’t be so lenient. You guys are nuts
Yes your country is so stupid. Third world countries like mine won’t be so lenient. You guys are nuts
Identity Attack0.57150364
Insult0.8131897
Profanity0.46460027
Threat0.01086132
Severe Toxicity0.23223256
Toxic 0.8696708 Low Con 0.235 Identity Attack Insult Comparative_Framing
Nov 21, 2025 Thousands of refugees allowed into …
honestly its not enough, get them home... this is silly
honestly its not enough, get them home... this is silly
Identity Attack0.00040830168
Insult0.79007673
Profanity0.002374782
Threat0.00015310185
Severe Toxicity0.000012313666
Toxic 0.868862 Insult
Jun 25, 2025 1 likes
You fucking tell us 😡
You fucking tell us 😡
Identity Attack0.040745795
Insult0.4302003
Profanity0.83974665
Threat0.016465442
Severe Toxicity0.35368225
Toxic 0.8629672 Low Con 0.262 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Last time I checked the Canadian economy was heavily dependent on indian immigration. You can kick them out. But remember no one gives a shit about Canada. Once we invade your asses yall gonna be …
Last time I checked the Canadian economy was heavily dependent on indian immigration. You can kick them out. But remember no one gives a shit about Canada. Once we invade your asses yall gonna be Called Americans...fucking sorry losers
Identity Attack0.53446084
Insult0.7418356
Profanity0.7796426
Threat0.34804323
Severe Toxicity0.44969136
Toxic 0.8629672 Low Con 0.247 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
How are these peices of shit getting away with destroying our country?
How are these peices of shit getting away with destroying our country?
Identity Attack0.19890837
Insult0.6991143
Profanity0.7809412
Threat0.114629425
Severe Toxicity0.34969926
Toxic 0.8629672 Low Con 0.232 Insult Fear_Threat
Nov 21, 2025 Thousands of refugees allowed into …
hey only the fkn stupid get laughed who listen to this bullshit - fact check what you read from these idiots 1. You can enter Canada with "One Click" and no security screening. FALSE. While …
hey only the fkn stupid get laughed who listen to this bullshit - fact check what you read from these idiots 1. You can enter Canada with "One Click" and no security screening. FALSE. While the "One-Touch" digital system exists to speed up paperwork, every asylum seeker must still provide biometrics (fingerprints) and undergo a security/background check against global law enforcement databases upon arrival. 2. Denied claimants keep their health benefits. TRUE (But temporary). Benefits continue as long as the legal process is active. Because Canada allows for appeals and judicial reviews, a person whose claim is initially "denied" by the board is still considered to be "in the process" and keeps coverage until all legal appeals are exhausted. 3. There are 500,000 "lost" people due for deportation. FALSE. This number is a massive inflation. It likely refers to a total estimate of all people in Canada with expired visas (including students and workers). The number of people specifically "wanted" for deportation after a failed refugee claim is estimated to be closer to 30,000–50,000. 4. Refugees get dental and vision care that some Canadians don't. TRUE. The federal IFHP program does cover basic dental and vision for claimants because they aren't eligible for provincial health cards yet. Many Canadians only get these benefits through private insurance or specific low-income programs, though the new Canadian Dental Care Plan is currently closing that gap for seniors and children. 5. 10,000 people "vanish" from the system annually. UNVERIFIED. This was a specific estimate given by a union head during testimony. While the government tracks "abandoned claims," they don't officially classify them all as "vanished," as many are eventually located or leave the country voluntarily.
Identity Attack0.10221587
Insult0.802824
Profanity0.6919765
Threat0.025789235
Severe Toxicity0.35368225
Toxic 0.8629672 Constructive 0.712 Insult Unverified_Claim
Dec 21, 2025 Thousands of refugees allowed into …
Typical racist white crap trying to get views
Typical racist white crap trying to get views
Identity Attack0.76079035
Insult0.7218519
Profanity0.64080805
Threat0.04363242
Severe Toxicity0.4379392
Toxic 0.8629672 Low Con 0.159 Identity Attack Insult Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Tyler, this is Canada, not your slop ass piece of shit country. We welcome Indians and they are apart of our country. Don't bring your disgusting American slop ass content to our country, you look …
Tyler, this is Canada, not your slop ass piece of shit country. We welcome Indians and they are apart of our country. Don't bring your disgusting American slop ass content to our country, you look disgusting and I get secondhand embarrassment watching you try to report here.
Identity Attack0.6458014
Insult0.78882504
Profanity0.6919765
Threat0.03304107
Severe Toxicity0.45895407
Toxic 0.8629672 Moderate Con 0.414 Identity Attack Insult Solidarity
Feb 6, 2026 5 likes Inside Canada's Indian Invasion...
Old bike dude is an idiot!
Old bike dude is an idiot!
Identity Attack0.08252834
Insult0.8685752
Profanity0.46460027
Threat0.010757755
Severe Toxicity0.055630904
Toxic 0.8629672 Low Con 0.202 Insult Meta_Commentary
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
Why does illegal people coming to our country have any rights in our country Kick them out They are illegal stupid
Why does illegal people coming to our country have any rights in our country Kick them out They are illegal stupid
Identity Attack0.57554024
Insult0.802824
Profanity0.46460027
Threat0.52092457
Severe Toxicity0.34993178
Toxic 0.8629672 Low Con 0.159 Identity Attack Insult Threat Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Disgusting! What a shit show Canada has become.
Disgusting! What a shit show Canada has become.
Identity Attack0.48915586
Insult0.6675394
Profanity0.77181685
Threat0.010395273
Severe Toxicity0.349583
Toxic 0.8629672 Low Con 0.177 Insult Fear_Threat
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I figured this racist piece of shit knows how to pander to his audience but man... the AI slop clips are the cherry on top
I figured this racist piece of shit knows how to pander to his audience but man... the AI slop clips are the cherry on top
Identity Attack0.46028158
Insult0.71551245
Profanity0.7809412
Threat0.034422375
Severe Toxicity0.35368225
Toxic 0.8629672 Low Con 0.234 Insult Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
the new immigrants ruin it for the older ones who had already assimilated to the culture and left the shithole country behind bc it is a literal shit hole
the new immigrants ruin it for the older ones who had already assimilated to the culture and left the shithole country behind bc it is a literal shit hole
Identity Attack0.57150364
Insult0.65865606
Profanity0.7785769
Threat0.021127338
Severe Toxicity0.35368225
Toxic 0.8629672 Moderate Con 0.314 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians deserve to live in the shit streets they shat in
Indians deserve to live in the shit streets they shat in
Identity Attack0.7426507
Insult0.6370372
Profanity0.7796426
Threat0.13650303
Severe Toxicity0.44713756
Toxic 0.8629672 Low Con 0.193 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That dude on the bike is so fucking based hell ya
That dude on the bike is so fucking based hell ya
Identity Attack0.051808115
Insult0.48569724
Profanity0.8449782
Threat0.021127338
Severe Toxicity0.35184112
Toxic 0.8629672 Moderate Con 0.376
Jan 27, 2026 Inside Canada's Indian Invasion...
Ive had it with these mxtherfxcking immigrants in our mxtherfxcking country (immigrants from india)
Ive had it with these mxtherfxcking immigrants in our mxtherfxcking country (immigrants from india)
Identity Attack0.7115778
Insult0.6500014
Profanity0.83974665
Threat0.026652548
Severe Toxicity0.50703704
Toxic 0.8629672 Moderate Con 0.363 Identity Attack Insult Fear_Threat
Oct 1, 2025 1 likes IRCC Names India in Study …
Voted for a traitor party Liberals, got betrayed. Stupidity+ no accountability + hypocrite + wokeness = eliminated a whole country once was prosperity No surprise here, idiots ignorance Canadians
Voted for a traitor party Liberals, got betrayed. Stupidity+ no accountability + hypocrite + wokeness = eliminated a whole country once was prosperity No surprise here, idiots ignorance Canadians
Identity Attack0.5983441
Insult0.8579266
Profanity0.32479182
Threat0.0287245
Severe Toxicity0.20067264
Toxic 0.8629672 Low Con 0.19 Identity Attack Insult Policy_Critique
Jun 18, 2025 How Canada broke its immigration …
as this video is up these punjis still swarm that smugglin shit was just absolutely insane
as this video is up these punjis still swarm that smugglin shit was just absolutely insane
Identity Attack0.18313584
Insult0.5130944
Profanity0.73341435
Threat0.03787563
Severe Toxicity0.35368225
Toxic 0.8629672 Low Con 0.206 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
when little shyt stain punjab and paki started showing up driving around in nice cars the neighborhood went to shit
when little shyt stain punjab and paki started showing up driving around in nice cars the neighborhood went to shit
Identity Attack0.5203519
Insult0.6308392
Profanity0.8089582
Threat0.021472665
Severe Toxicity0.35368225
Toxic 0.8629672 Low Con 0.217 Identity Attack Insult Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
its not people its religion what fucks the country make world ateist it would be heaven
its not people its religion what fucks the country make world ateist it would be heaven
Identity Attack0.6007182
Insult0.5130944
Profanity0.776286
Threat0.0287245
Severe Toxicity0.45293763
Toxic 0.8629672 Low Con 0.141 Identity Attack Insult Fear_Threat
Feb 12, 2026 Inside Canada's Indian Invasion...
Get rid of the f****** government bringing a government that care about your people and f*** them immigrant especially the East Indians
Get rid of the f****** government bringing a government that care about your people and f*** them immigrant especially the East Indians
Identity Attack0.6458014
Insult0.6109131
Profanity0.7673477
Threat0.28031203
Severe Toxicity0.45895407
Toxic 0.8629672 Low Con 0.255 Identity Attack Insult Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
0:51 white people are retarted
0:51 white people are retarted
Identity Attack0.7816553
Insult0.7492263
Profanity0.5013569
Threat0.022853967
Severe Toxicity0.3735507
Toxic 0.8629672 Low Con 0.14 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Lol, the guy on the bike is an idiot.
Lol, the guy on the bike is an idiot.
Identity Attack0.04177703
Insult0.87225974
Profanity0.46460027
Threat0.008919456
Severe Toxicity0.023645958
Toxic 0.8629672 Low Con 0.156 Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
You interviewed the wrong white canadians. Damn near none of us want them here. They're turning our country into a shit hole. Deport.
You interviewed the wrong white canadians. Damn near none of us want them here. They're turning our country into a shit hole. Deport.
Identity Attack0.69783735
Insult0.7090544
Profanity0.77181685
Threat0.058503386
Severe Toxicity0.35368225
Toxic 0.8629672 Moderate Con 0.336 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.