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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 39 of 189
Canada is such a Cucked DEI shit box now. America needs to swallow it
Canada is such a Cucked DEI shit box now. America needs to swallow it
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.5075293
Insult0.6261769
Profanity0.7107322
Threat0.13532294
Severe Toxicity0.3536391
Toxic 0.7998551 Low Con 0.123 Identity Attack Insult Identity_Assertion
Feb 7, 2026 Inside Canada's Indian Invasion...
Take back your country. Immigrants dont give a shit about yall. 🚨☝️
Take back your country. Immigrants dont give a shit about yall. 🚨☝️
Why Canadians Are Turning Against Immigrants. · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.54471385
Profanity0.6750904
Threat0.021300001
Severe Toxicity0.2391185
Toxic 0.7998551 Low Con 0.187 Identity Attack Insult Call_To_Action
Aug 26, 2025 Why Canadians Are Turning Against …
As a Canadian when is this piece of shit country gonna care about us Canadians again
As a Canadian when is this piece of shit country gonna care about us Canadians again
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.61794597
Profanity0.70864636
Threat0.012026439
Severe Toxicity0.27908814
Toxic 0.7998551 Low Con 0.294 Identity Attack Insult
Sep 11, 2025 Why Canadians Are Turning Against …
Keep voting liberals guys..... Canadians are retarded
Keep voting liberals guys..... Canadians are retarded
How Canada broke its immigration system · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.7115778
Insult0.7497506
Profanity0.38413823
Threat0.00967031
Severe Toxicity0.23223428
Toxic 0.7998551 Low Con 0.21 Identity Attack Insult
Jun 17, 2025 How Canada broke its immigration …
OMG i just recognize the fucking Pizza Pizza it on my bloc goddamn that terrify me (it at Lachine Montreal)
OMG i just recognize the fucking Pizza Pizza it on my bloc goddamn that terrify me (it at Lachine Montreal)
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.035847444
Insult0.32211447
Profanity0.84995824
Threat0.010472948
Severe Toxicity0.35368225
Toxic 0.7998551 Moderate Con 0.401 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
IQ under 70 stay where you are We do not need taxis drivers or food service by people who eat shit and pray to cows.
IQ under 70 stay where you are We do not need taxis drivers or food service by people who eat shit and pray to cows.
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.14233272
Insult0.64537907
Profanity0.7181329
Threat0.0130621
Severe Toxicity0.18232453
Toxic 0.7998551 Low Con 0.107 Insult Unverified_Claim
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
Are they better than the black migrants? Yes. Are they still unwanted? Yes. Y'ALL BROWN PEOPLE GO BACK TO YOUR FUKN HOMELANDS. US WHITIES DON'T WANT YOU HERE ANYMORE (in large numbers). Oh and the …
Are they better than the black migrants? Yes. Are they still unwanted? Yes. Y'ALL BROWN PEOPLE GO BACK TO YOUR FUKN HOMELANDS. US WHITIES DON'T WANT YOU HERE ANYMORE (in large numbers). Oh and the HOT FEMALES UNDER 30 can stay. That is all.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7406625
Insult0.6308392
Profanity0.6919765
Threat0.12996206
Severe Toxicity0.45895407
Toxic 0.7998551 Low Con 0.279 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Who dont pay taxes shut the fuck up we dont live on over paid taxes grandpa
Who dont pay taxes shut the fuck up we dont live on over paid taxes grandpa
Inside Canada's Indian Metropolis (Brampton) · 38: Cluster #37
Close reading → Discourse → Video sentiment →
Identity Attack0.024801146
Insult0.5678696
Profanity0.776286
Threat0.03165977
Severe Toxicity0.2847981
Toxic 0.7998551 Low Con 0.241 Insult Moral_Argument
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians leaving their shithole, to make Canada a shithole. Of course they are happy, and the rest of Canadians are not
Indians leaving their shithole, to make Canada a shithole. Of course they are happy, and the rest of Canadians are not
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.6853638
Insult0.64537907
Profanity0.6750904
Threat0.016465442
Severe Toxicity0.35368225
Toxic 0.7998551 Low Con 0.184 Identity Attack Insult Identity_Assertion
Sep 23, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
What da fuck is with the statues what’s wrong with govt allowing this it’s not India
What da fuck is with the statues what’s wrong with govt allowing this it’s not India
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.40713623
Insult0.3682569
Profanity0.70864636
Threat0.013424582
Severe Toxicity0.34997055
Toxic 0.7998551 Low Con 0.255 Identity_Assertion
Feb 11, 2026 1 likes Inside Canada's Indian Invasion...
Bought toilet paper with indias flag on it. It just makes sense to wipe my ass with it.
Bought toilet paper with indias flag on it. It just makes sense to wipe my ass with it.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.29798782
Insult0.3388922
Profanity0.70864636
Threat0.020436687
Severe Toxicity0.16960317
Toxic 0.7998551 Low Con 0.291 Humor_Satire
Feb 5, 2026 Inside Canada's Indian Invasion...
Fuck em!
Fuck em!
Inside Canada's Indian Invasion... · 217: Cluster #216
Close reading → Video sentiment →
Identity Attack0.027614836
Insult0.48399165
Profanity0.8802007
Threat0.13815513
Severe Toxicity0.35368225
Toxic 0.7998551 Moderate Con 0.351
Jan 27, 2026 Inside Canada's Indian Invasion...
First Nations had these rights your talking about, but YOUR people ripped it from them. WHAT GOES AROUND COMES AOUND. PAY BACKS ARE A BITCH.
First Nations had these rights your talking about, but YOUR people ripped it from them. WHAT GOES AROUND COMES AOUND. PAY BACKS ARE A BITCH.
Why Canadians Are Turning Against Immigrants. · 19: Cluster #18
Close reading → Video sentiment →
Identity Attack0.18391247
Insult0.6798578
Profanity0.6983885
Threat0.011379151
Severe Toxicity0.20067264
Toxic 0.7998551 Moderate Con 0.338 Insult
Sep 10, 2025 Why Canadians Are Turning Against …
All the fat people saying it's ok for them to come because they bring shitty food need deported too.
All the fat people saying it's ok for them to come because they bring shitty food need deported too.
Inside Canada's Indian Invasion... · 45: Cluster #44
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.64537907
Profanity0.70864636
Threat0.04686524
Severe Toxicity0.23225832
Toxic 0.7998551 Low Con 0.268 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Bloody loser ask ur govt??? Why they lettin Indian migrate?? Ur earnin from us lmao racist
Bloody loser ask ur govt??? Why they lettin Indian migrate?? Ur earnin from us lmao racist
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.71027446
Profanity0.41081807
Threat0.044602267
Severe Toxicity0.35368225
Toxic 0.7998551 Low Con 0.185 Insult Policy_Critique
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Only North Indians do this kind of dirty shit... But Tamilan They respect the country Because Tamils ​​feel pain of country
Only North Indians do this kind of dirty shit... But Tamilan They respect the country Because Tamils ​​feel pain of country
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6637263
Insult0.57566804
Profanity0.64657205
Threat0.06690872
Severe Toxicity0.44787344
Toxic 0.7998551 Moderate Con 0.339 Identity Attack Insult Identity_Assertion
Feb 12, 2026 1 likes Inside Canada's Indian Invasion...
at one point I would be worried....now I couldn't give a rats ass...the absolute last place on the planet I would go to.
at one point I would be worried....now I couldn't give a rats ass...the absolute last place on the planet I would go to.
· 11: Cluster #10
Close reading → Video sentiment →
Identity Attack0.0020585556
Insult0.17280063
Profanity0.2504528
Threat0.004560086
Severe Toxicity0.00015738688
Toxic 0.79067284
Dec 8, 2025 1 likes
Stupid Canadian visa agency woke up now 😂😂😂😂😂
Stupid Canadian visa agency woke up now 😂😂😂😂😂
IRCC Names India in Study Permit Fraud | … · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.7492263
Profanity0.33453682
Threat0.008440462
Severe Toxicity0.07542343
Toxic 0.78855824 Low Con 0.197 Identity Attack Insult
Sep 29, 2025 IRCC Names India in Study …
Lol it's like saying all white people are scumbag racists, colonizers, baby eaters and pedophiles like epstein😂😂😂
Lol it's like saying all white people are scumbag racists, colonizers, baby eaters and pedophiles like epstein😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6682205
Insult0.69164425
Profanity0.5013569
Threat0.056240413
Severe Toxicity0.35368225
Toxic 0.78855824 Low Con 0.201 Identity Attack Insult Humor_Satire
Feb 23, 2026 2 likes Inside Canada's Indian Invasion...
Hahaha stupid people, don’t even know how they come… before it used to be all white now it’s all brown.. nothing changed
Hahaha stupid people, don’t even know how they come… before it used to be all white now it’s all brown.. nothing changed
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.4774257
Insult0.71120167
Profanity0.43781817
Threat0.016638106
Severe Toxicity0.16960317
Toxic 0.78855824 Low Con 0.195 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Go to any big chain store and theres only indians no matter the town. Canada sucks
Go to any big chain store and theres only indians no matter the town. Canada sucks
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.64537907
Profanity0.5188411
Threat0.009074804
Severe Toxicity0.20984669
Toxic 0.78855824 Low Con 0.265 Identity Attack Insult Fear_Threat
Feb 28, 2026 Inside Canada's Indian Invasion...
The Lieberals system is to greet anyone no questions asked as long as you remember who to vote for . Pure corruption, all immigration ministers, the Lieberals have put in that portfolio have failed . …
The Lieberals system is to greet anyone no questions asked as long as you remember who to vote for . Pure corruption, all immigration ministers, the Lieberals have put in that portfolio have failed . Then they fail upwards. You are a racist if you question any immigrant . Pure bullshit.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.40255263
Insult0.6798578
Profanity0.70384485
Threat0.011974656
Severe Toxicity0.18538254
Toxic 0.78855824 Low Con 0.249 Insult Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
What a joke this country is! Being taken advantage of by a shit hole 3rd world country and run by incompetence I know where all these missing F***ers are, Tim Hortons
What a joke this country is! Being taken advantage of by a shit hole 3rd world country and run by incompetence I know where all these missing F***ers are, Tim Hortons
IRCC Names India in Study Permit Fraud | … · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.4482637
Insult0.6798578
Profanity0.70384485
Threat0.018882722
Severe Toxicity0.35166132
Toxic 0.78855824 Low Con 0.296 Insult
Oct 7, 2025 IRCC Names India in Study …
Canadians are SICK & TIRED of Indians. Where is the RCMP ? They should arrest that piece of crap human trafficker.
Canadians are SICK & TIRED of Indians. Where is the RCMP ? They should arrest that piece of crap human trafficker.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.54996765
Insult0.75027496
Profanity0.46460027
Threat0.13464862
Severe Toxicity0.23225316
Toxic 0.78855824 Low Con 0.276 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
“The guy with the bike was so honest” fucking hell?!?!? Saying Africans have an average iq <70/rape is part of their culture is genuinely retarded and spewing racist bs. Idk what honesty that is
“The guy with the bike was so honest” fucking hell?!?!? Saying Africans have an average iq <70/rape is part of their culture is genuinely retarded and spewing racist bs. Idk what honesty that is
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.61794597
Profanity0.70864636
Threat0.28890648
Severe Toxicity0.45895407
Toxic 0.78855824 Moderate Con 0.323 Identity Attack Insult Unverified_Claim
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.