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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 33 of 1230
Biker guy's not just a racist but a dumb racist
Biker guy's not just a racist but a dumb racist
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.36942887
Insult0.802824
Profanity0.41031027
Threat0.011223801
Severe Toxicity0.16960317
Toxic 0.83334327 Low Con 0.229 Insult Humor_Satire
Feb 26, 2026 3 likes Inside Canada's Indian Invasion...
No we are NOT turning against immigrants. Only stupid people believe this crap. It’s not true!
No we are NOT turning against immigrants. Only stupid people believe this crap. It’s not true!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.7827088
Profanity0.5249258
Threat0.009566744
Severe Toxicity0.13863131
Toxic 0.83334327 Low Con 0.211 Insult Solidarity
Aug 26, 2025 Why Canadians Are Turning Against …
This is why I moved out of Toronto, I live now all Christian, all White and all Conservative little town about 100km north of Toronto, what the hell with Toronto, only time I go to …
This is why I moved out of Toronto, I live now all Christian, all White and all Conservative little town about 100km north of Toronto, what the hell with Toronto, only time I go to Toronto when I've got doctor appointments, any other times TO and it's stinky immigrants can kiss my ass
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.57787937
Profanity0.6528205
Threat0.04686524
Severe Toxicity0.35220072
Toxic 0.83334327 Moderate Con 0.486 Identity Attack Insult Identity_Assertion
Aug 25, 2025 Why Canadians Are Turning Against …
Guy on bike is a moron.
Guy on bike is a moron.
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.09080041
Insult0.8082062
Profanity0.5188411
Threat0.009359611
Severe Toxicity0.02604016
Toxic 0.83334327 Low Con 0.184 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Who the fuck let them put that pagan statue up there
Who the fuck let them put that pagan statue up there
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.38852
Profanity0.8255558
Threat0.010214032
Severe Toxicity0.23224801
Toxic 0.83334327 Low Con 0.229 Identity_Assertion
Feb 26, 2026 1 likes Inside Canada's Indian Invasion...
Ya it’s complete bullshit… we’re all pissed. Bring in a bunch of third worlders who scam the shit out of people, and get a ton of benefits the citizens don’t even get. And then we’re …
Ya it’s complete bullshit… we’re all pissed. Bring in a bunch of third worlders who scam the shit out of people, and get a ton of benefits the citizens don’t even get. And then we’re labeled racist? I left Canada, never coming back. Pretty soon you’ll have raw sewage running down the center of your streets, then you can be just like India.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.6308392
Profanity0.776286
Threat0.03235042
Severe Toxicity0.35368225
Toxic 0.8299589 Moderate Con 0.408 Identity Attack Insult
Sep 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
So many idoits are buying the narrative "ohh low birth rate" how can you belive that when say 5yrs ago the "experts" were saying we are to populated. Like turn your fucking brain on! The …
So many idoits are buying the narrative "ohh low birth rate" how can you belive that when say 5yrs ago the "experts" were saying we are to populated. Like turn your fucking brain on! The world was at a balance! But the jewish WEF elites are pushing the kalergi plan agenda also known as the great replacement. Remember Trudeau talking about a reset? What do you think that meant? Remember him going to India for "deals"? Come on people! Wake the fuck up! Our governments sold us out to the WEF agenda and we have to fight or we lose everything
Why Canadians Are Turning Against Immigrants. · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.755201
Profanity0.70864636
Threat0.060766358
Severe Toxicity0.3735507
Toxic 0.8299589 Moderate Con 0.363 Insult Unverified_Claim
Aug 28, 2025 Why Canadians Are Turning Against …
The White guy on the bike, you have no choice. Pack up your white dirty ass and move to Russia.
The White guy on the bike, you have no choice. Pack up your white dirty ass and move to Russia.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.6407567
Profanity0.62717754
Threat0.058503386
Severe Toxicity0.34981552
Toxic 0.8299589 Low Con 0.14 Identity Attack Insult Identity_Assertion
Feb 9, 2026 Inside Canada's Indian Invasion...
The two speed diabetes bike fuck is the definition of blaming others for your failures
The two speed diabetes bike fuck is the definition of blaming others for your failures
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.09328204
Insult0.48313886
Profanity0.80158395
Threat0.012958534
Severe Toxicity0.34981552
Toxic 0.8299589 Low Con 0.127 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
More like fed-up with Liberal idiots which they need to be kicked out.
More like fed-up with Liberal idiots which they need to be kicked out.
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.35624164
Insult0.8032227
Profanity0.39409557
Threat0.40603778
Severe Toxicity0.15179962
Toxic 0.8299589 Low Con 0.188 Insult Policy_Critique
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Canada is fucked because of these people our goverment keeps throwing them in our faces
Canada is fucked because of these people our goverment keeps throwing them in our faces
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5130944
Profanity0.7466957
Threat0.06561559
Severe Toxicity0.34981552
Toxic 0.8299589 Low Con 0.236 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Well 🕉️well 🕉️well 🕉️ 😂 they all are non sense stupid 😂😂
Well 🕉️well 🕉️well 🕉️ 😂 they all are non sense stupid 😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.05089863
Insult0.7497506
Profanity0.46460027
Threat0.011068452
Severe Toxicity0.14916596
Toxic 0.8299589 Low Con 0.2 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
look this damn white man thinks he own Canada.
look this damn white man thinks he own Canada.
Inside Canada's Indian Invasion... · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.65129566
Profanity0.6643082
Threat0.030969119
Severe Toxicity0.35022295
Toxic 0.8299589 Low Con 0.216 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Africans are unintelligent, terrible terrible, people.😮... The ignorance of the man.
Africans are unintelligent, terrible terrible, people.😮... The ignorance of the man.
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.7895903
Insult0.69164425
Profanity0.33453682
Threat0.028206514
Severe Toxicity0.35368225
Toxic 0.8299589 Low Con 0.163 Identity Attack Insult Unverified_Claim
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
Kick them all out, and send their stupid blue statue with them
Kick them all out, and send their stupid blue statue with them
Inside Canada's Indian Invasion... · 33: Cluster #32
Close reading → Discourse → Video sentiment →
Identity Attack0.20878418
Insult0.7218519
Profanity0.41255033
Threat0.53875744
Severe Toxicity0.16960317
Toxic 0.8299589 Low Con 0.153 Insult Threat Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
🤬😡 that bike guy was an absolute a*shole. I'm not from Africa, but calling an entire continent stupid is just pathetic. shame on all the cockroaches in the comment section supporting him. idiots like him …
🤬😡 that bike guy was an absolute a*shole. I'm not from Africa, but calling an entire continent stupid is just pathetic. shame on all the cockroaches in the comment section supporting him. idiots like him are the reason stereotyping and generalization still exists. even if a smart guy came from Africa tomorrow, these people will still discriminate against him because of "his" background. absolutely retarded. these uneducated poor illiterate pigs who has failed in their lives are now hating on immigration to feel good about themselves. f*ck these racist dude, and all the idiots supporting him thinking it's funny and cool.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.41975367
Insult0.7967344
Profanity0.5381406
Threat0.049774777
Severe Toxicity0.44787344
Toxic 0.8299589 Moderate Con 0.419 Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
They all are social parasites cockroaches that are ruining canada and need to de deported ASAP all the stupid staues need to be taken down they have nothing to do with canada and look stupid …
They all are social parasites cockroaches that are ruining canada and need to de deported ASAP all the stupid staues need to be taken down they have nothing to do with canada and look stupid there all have nothing to offer canada and there brining the country down fast
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.34974504
Insult0.8082062
Profanity0.36230123
Threat0.13616586
Severe Toxicity0.23223771
Toxic 0.8299589 Low Con 0.247 Insult Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
So terrible and unfortunate that we have to deal with these shit eating people.
So terrible and unfortunate that we have to deal with these shit eating people.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.6099415
Profanity0.80158395
Threat0.022853967
Severe Toxicity0.16960317
Toxic 0.8299589 Moderate Con 0.318 Insult Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Look Guys you might be eating your partner's ass but we don't eat poop here in india.
Look Guys you might be eating your partner's ass but we don't eat poop here in india.
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.37655997
Insult0.46923602
Profanity0.6672561
Threat0.08703069
Severe Toxicity0.38274905
Toxic 0.8299589 Moderate Con 0.309 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Damn even Canada as it stands now is still better than the shithole they left...
Damn even Canada as it stands now is still better than the shithole they left...
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.2964622
Insult0.62169385
Profanity0.7796426
Threat0.011974656
Severe Toxicity0.2847981
Toxic 0.8299589 Low Con 0.249 Insult
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Watch how they drive in India thats why!!! No traffic laws people die all the time. Get TF out of our country!!! So sick of this sh!t
Watch how they drive in India thats why!!! No traffic laws people die all the time. Get TF out of our country!!! So sick of this sh!t
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.45348886
Insult0.58196646
Profanity0.64460015
Threat0.13178273
Severe Toxicity0.3525603
Toxic 0.8299589 Low Con 0.288 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
21:50 why are so many brown people dirty fuks?!?
21:50 why are so many brown people dirty fuks?!?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.6308392
Profanity0.596623
Threat0.038220957
Severe Toxicity0.35368225
Toxic 0.8299589 Low Con 0.254 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Stupid people still voted Liberal in the last elections. All this is planned and only God knows their reason for doing this.
Stupid people still voted Liberal in the last elections. All this is planned and only God knows their reason for doing this.
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.16587129
Insult0.802824
Profanity0.36230123
Threat0.009851551
Severe Toxicity0.023927659
Toxic 0.8299589 Low Con 0.193 Insult
Jun 19, 2025 1 likes How Canada broke its immigration …
4:13 who tf is eating poo in India? Like wtf where do these white cockroaches hear these ridiculous claims of information.?
4:13 who tf is eating poo in India? Like wtf where do these white cockroaches hear these ridiculous claims of information.?
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.5983441
Insult0.6099415
Profanity0.5724795
Threat0.060766358
Severe Toxicity0.44969136
Toxic 0.8299589 Low Con 0.218 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I hate this xenophobic and racist bs. Why are you against Africans and South Asians? What the hell did they even do to you? And you know that these videos are harming both ethnic groups/races …
I hate this xenophobic and racist bs. Why are you against Africans and South Asians? What the hell did they even do to you? And you know that these videos are harming both ethnic groups/races right? Why? Just for some stupid clout?
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.48949075
Insult0.6370372
Profanity0.541926
Threat0.035458352
Severe Toxicity0.35004315
Toxic 0.8299589 Moderate Con 0.414 Insult Moral_Argument
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.