Skip to content
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 39 of 1230
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 …
Rasist white monkey name Tyler olivera 😂😂😂😂😂
Rasist white monkey name Tyler olivera 😂😂😂😂😂
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.6675394
Profanity0.39409557
Threat0.034422375
Severe Toxicity0.35368225
Toxic 0.7998551 Low Con 0.141 Identity Attack Insult Humor_Satire
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
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...
Weak ass country !
Weak ass country !
Inside Canada's Indian Metropolis (Brampton) · 137: Cluster #136
Close reading → Discourse → Video sentiment →
Identity Attack0.5108175
Insult0.5739874
Profanity0.62717754
Threat0.013217449
Severe Toxicity0.25624833
Toxic 0.7998551 Low Con 0.238 Identity Attack Insult Moral_Argument
Sep 20, 2025 7 likes Inside Canada's Indian Metropolis (Brampton)
Canadian here. It's a million times worse than this video even shows, even up here up north in the middle of nowhere. Gotta stop this shit
Canadian here. It's a million times worse than this video even shows, even up here up north in the middle of nowhere. Gotta stop this shit
Inside Canada's Indian Invasion... · 96: Cluster #95
Close reading → Discourse → Video sentiment →
Identity Attack0.22063516
Insult0.48627716
Profanity0.776286
Threat0.011586283
Severe Toxicity0.16960317
Toxic 0.7998551 Moderate Con 0.469 Call_To_Action
Jan 27, 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...
Indian Accent is horrible for that reason get the fk out
Indian Accent is horrible for that reason get the fk out
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.54525656
Profanity0.64080805
Threat0.050744623
Severe Toxicity0.35368225
Toxic 0.7998551 Low Con 0.254 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
What the fuck this guy literally said rape is part of Africans culture
What the fuck this guy literally said rape is part of Africans culture
Inside Canada's Indian Invasion... · 95: Cluster #94
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.48484445
Profanity0.67055607
Threat0.40348873
Severe Toxicity0.44787344
Toxic 0.7998551 Low Con 0.237 Identity Attack Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
What the hell is that lady talking about? Brampton was never a friendly place. It was all trailer park white kids running around robbing people. It was full of drugs and homeless white people. The …
What the hell is that lady talking about? Brampton was never a friendly place. It was all trailer park white kids running around robbing people. It was full of drugs and homeless white people. The guy on the bike said it correctly. It was all white trash.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.71720207
Insult0.65865606
Profanity0.5365423
Threat0.027861187
Severe Toxicity0.3536391
Toxic 0.7998551 Moderate Con 0.439 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes 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)
You dirty ppls lindian go back to your country
You dirty ppls lindian go back to your country
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.7426507
Insult0.6677319
Profanity0.39409557
Threat0.061089642
Severe Toxicity0.35368225
Toxic 0.7998551 Low Con 0.173 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Fax bro these stupid dumb Indians lie and say they are coming to study but just leave behind a big mess bro.
Fax bro these stupid dumb Indians lie and say they are coming to study but just leave behind a big mess bro.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6413409
Insult0.71120167
Profanity0.47771472
Threat0.03787563
Severe Toxicity0.26195827
Toxic 0.7998551 Low Con 0.248 Identity Attack Insult Identity_Assertion
Feb 3, 2026 5 likes Inside Canada's Indian Invasion...
White people are dumb? blind or brainwashed?
White people are dumb? blind or brainwashed?
Inside Canada's Indian Invasion... · 30: Cluster #29
Close reading → Discourse → Video sentiment →
Identity Attack0.69783735
Insult0.72868866
Profanity0.4370703
Threat0.010913103
Severe Toxicity0.22207877
Toxic 0.7998551 Low Con 0.206 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
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)
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
And then Canada voted the Liberals back into power again. Next level stupid.
And then Canada voted the Liberals back into power again. Next level stupid.
How Canada broke its immigration system · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.16801116
Insult0.7922567
Profanity0.28938356
Threat0.008311004
Severe Toxicity0.023076924
Toxic 0.78855824 Low Con 0.136 Insult Call_To_Action
Jun 16, 2025 How Canada broke its immigration …
The man on the bike is so stupid and racist. And I am sure his IQ is below 0. Most Africans are smart, and I love their humanity!. It's not that all whites are smart; …
The man on the bike is so stupid and racist. And I am sure his IQ is below 0. Most Africans are smart, and I love their humanity!. It's not that all whites are smart; most of them are like him. white skin and speak english doesnt make you smart. His ancestor took Africa's wealth and made us poor. He should shame for you gradparent what they did in Africa. fulish man!
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.7804726
Profanity0.4185329
Threat0.02924249
Severe Toxicity0.17926651
Toxic 0.78855824 Moderate Con 0.457 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Remember the locals voted for this. Idiots, now they can't vote themselves out of this issue.
Remember the locals voted for this. Idiots, now they can't vote themselves out of this issue.
Inside Canada's Indian Metropolis (Brampton) · 86: Cluster #85
Close reading → Video sentiment →
Identity Attack0.047448806
Insult0.8032227
Profanity0.36230123
Threat0.010731863
Severe Toxicity0.023599008
Toxic 0.78855824 Low Con 0.245 Insult
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
“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...
Tyler oliveira is a jihadist gandu ma chikni randy
Tyler oliveira is a jihadist gandu ma chikni randy
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.54996765
Insult0.78882504
Profanity0.8117245
Threat0.44942492
Severe Toxicity0.71338886
Toxic 0.78855824 Low Con 0.108 Identity Attack Insult Unverified_Claim
Jan 29, 2026 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)
Left a shithole of a country, then try to turn Canada ( or wherever they go to ) into the same shithole they left
Left a shithole of a country, then try to turn Canada ( or wherever they go to ) into the same shithole they left
Why Canadians Are Turning Against Immigrants. · 87: Cluster #86
Close reading → Discourse → Video sentiment →
Identity Attack0.37730414
Insult0.57566804
Profanity0.759977
Threat0.011819307
Severe Toxicity0.23225832
Toxic 0.78855824 Low Con 0.17 Insult Identity_Assertion
Sep 9, 2025 Why Canadians Are Turning Against …
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 …
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.