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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: 0.7 – 1 1,756 comments · Page 12 of 71
That statue is ridiculous take that shit down lol.
That statue is ridiculous take that shit down lol.
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.04203484
Insult0.5270482
Profanity0.86331284
Threat0.020091362
Severe Toxicity0.25624833
Toxic 0.90451443 Low Con 0.241 Insult Humor_Satire
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
fxcking khalastani's should be k!lled
fxcking khalastani's should be k!lled
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7895903
Insult0.6798578
Profanity0.80158395
Threat0.68668276
Severe Toxicity0.6474255
Toxic 0.90451443 Low Con 0.151 Identity Attack Insult Threat Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Mans soooo racist that’s there’s levels to it. Subsaharan Africans are some of the most intelligent and successful immigrant groups in the western world but his anti-black racism just blinded him meanwhile he’s a low …
Mans soooo racist that’s there’s levels to it. Subsaharan Africans are some of the most intelligent and successful immigrant groups in the western world but his anti-black racism just blinded him meanwhile he’s a low life white trash too dumb and poor to have left in the great white flight so he just scapegoats the legacy racial group fro racists. What a piece of shit. That’s why your leaders are replacing you fucks because you can’t do shit.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.7775208
Profanity0.8089582
Threat0.07629784
Severe Toxicity0.48355904
Toxic 0.90451443 Moderate Con 0.369 Identity Attack Insult Moral_Argument
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
This is fucked !!! Just leave you sticky packies
This is fucked !!! Just leave you sticky packies
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.027614836
Insult0.4339631
Profanity0.85672
Threat0.013372798
Severe Toxicity0.44787344
Toxic 0.9029226 Low Con 0.213
Oct 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Hey stupid, when will Native Americans get to video of your cracker asses when you guys invaded their land? You a weak racist. Get a real job.
Hey stupid, when will Native Americans get to video of your cracker asses when you guys invaded their land? You a weak racist. Get a real job.
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.5108175
Insult0.8390655
Profanity0.6321197
Threat0.13127698
Severe Toxicity0.457266
Toxic 0.9029226 Low Con 0.148 Identity Attack Insult Identity_Assertion
Feb 26, 2026 1 likes Inside Canada's Indian Invasion...
2:56 fu*k this guy and his country indens 👇👇
2:56 fu*k this guy and his country indens 👇👇
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.37012735
Insult0.6051471
Profanity0.764141
Threat0.22120713
Severe Toxicity0.50703704
Toxic 0.9029226 Low Con 0.148 Insult Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Indians = somewhat uncomfortable and a bit weird but enjoyable and can be fun Muslim indians = burn the whole fcuking building Heck burn the entire fcuking city its too late man
Indians = somewhat uncomfortable and a bit weird but enjoyable and can be fun Muslim indians = burn the whole fcuking building Heck burn the entire fcuking city its too late man
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.7895903
Insult0.67735565
Profanity0.73341435
Threat0.5940531
Severe Toxicity0.61260825
Toxic 0.9029226 Moderate Con 0.327 Identity Attack Insult Threat Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada did the stupid thing that many European countries did, and they STILL voted liberal. Idiotic.
Canada did the stupid thing that many European countries did, and they STILL voted liberal. Idiotic.
How Canada broke its immigration system · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.3908055
Insult0.87225974
Profanity0.41375932
Threat0.009566744
Severe Toxicity0.16960317
Toxic 0.9029226 Low Con 0.221 Insult Policy_Critique
Jun 22, 2025 How Canada broke its immigration …
For being so fvcking entitled and arrogant! Look at their fvcking faces! They are all the same! 🤮🤢🤮🤮🤢🤢
For being so fvcking entitled and arrogant! Look at their fvcking faces! They are all the same! 🤮🤢🤮🤮🤢🤢
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.12556632
Insult0.71120167
Profanity0.8326356
Threat0.03235042
Severe Toxicity0.45895407
Toxic 0.9029226 Low Con 0.216 Insult Identity_Assertion
Feb 7, 2026 2 likes Inside Canada's Indian Invasion...
They don’t know a fucking thing dislike any other government fucking agency passed. The back
They don’t know a fucking thing dislike any other government fucking agency passed. The back
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.09410924
Insult0.48399165
Profanity0.8802007
Threat0.012647836
Severe Toxicity0.35368225
Toxic 0.9029226 Low Con 0.192
Oct 6, 2025 IRCC Names India in Study …
These filthy Indians trash Canada and 💩 on our public beach’s. Disgusting people
These filthy Indians trash Canada and 💩 on our public beach’s. Disgusting people
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7895903
Insult0.8131897
Profanity0.44366163
Threat0.029069828
Severe Toxicity0.45895407
Toxic 0.9029226 Low Con 0.237 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Look at these clowns . So sh**#*tty and most ridiculous bastards .
Look at these clowns . So sh**#*tty and most ridiculous bastards .
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.1007269
Insult0.8131897
Profanity0.7181329
Threat0.018710058
Severe Toxicity0.35368225
Toxic 0.9029226 Low Con 0.092 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
This guy is retarded just that stupid annoying voice he failed at doing every other type of content so he settled on race baiting 😂 good for him another stupid millionaire influencer
This guy is retarded just that stupid annoying voice he failed at doing every other type of content so he settled on race baiting 😂 good for him another stupid millionaire influencer
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.8131897
Profanity0.49259362
Threat0.03787563
Severe Toxicity0.35368225
Toxic 0.9029226 Low Con 0.17 Insult Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I'm so fucking sick of them and I don't give a single fuck what anyone has to say, they're inherently and objectively ruining this country.
I'm so fucking sick of them and I don't give a single fuck what anyone has to say, they're inherently and objectively ruining this country.
Inside Canada's Indian Invasion... · 137: Cluster #136
Close reading → Discourse → Video sentiment →
Identity Attack0.24970764
Insult0.5739874
Profanity0.87472564
Threat0.058826666
Severe Toxicity0.4195425
Toxic 0.9029226 Moderate Con 0.362 Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Our stupid parents should be slaughtered for bringing us into this miserable world.
Our stupid parents should be slaughtered for bringing us into this miserable world.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.7782364
Profanity0.5013569
Threat0.60325533
Severe Toxicity0.35368225
Toxic 0.9029226 Low Con 0.185 Insult Threat Personal_Narrative
Dec 10, 2025 IRCC Names India in Study …
Damn nigga, you ain’t had to talk about the Africans like that. Lmao. My nigga a whole equal racists
Damn nigga, you ain’t had to talk about the Africans like that. Lmao. My nigga a whole equal racists
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.82739437
Insult0.72868866
Profanity0.6983885
Threat0.034422375
Severe Toxicity0.45895407
Toxic 0.9029226 Low Con 0.275 Identity Attack Insult Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Canada is fucked
Canada is fucked
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.54471385
Profanity0.8802007
Threat0.009618527
Severe Toxicity0.3536391
Toxic 0.9029226 Moderate Con 0.338 Identity Attack Insult Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
canada is a real shit hole im ashamed to be canadian...
canada is a real shit hole im ashamed to be canadian...
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.6649212
Insult0.6675394
Profanity0.7888968
Threat0.013372798
Severe Toxicity0.44713756
Toxic 0.9029226 Moderate Con 0.304 Identity Attack Insult
Sep 18, 2025 Inside Canada's Indian Metropolis (Brampton)
India is a SHITHOLE. I pee on Indian flag 🇮🇳 🤮
India is a SHITHOLE. I pee on Indian flag 🇮🇳 🤮
Inside Canada's Indian Invasion... · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.77429146
Insult0.7065844
Profanity0.764141
Threat0.1329628
Severe Toxicity0.5843659
Toxic 0.9029226 Low Con 0.237 Identity Attack Insult Fear_Threat
Mar 1, 2026 4 likes Inside Canada's Indian Invasion...
Canada isn't originally a white country this is brain rot bullshit lol
Canada isn't originally a white country this is brain rot bullshit lol
Inside Canada's Indian Invasion... · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.62169385
Profanity0.8117245
Threat0.013269233
Severe Toxicity0.35368225
Toxic 0.9029226 Low Con 0.197 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
fuck sickening get home
fuck sickening get home
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.06567776
Insult0.5130944
Profanity0.8690192
Threat0.03649433
Severe Toxicity0.35515398
Toxic 0.9029226 Moderate Con 0.352 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
DONT GIVE A FLING SHIT TO MANY INDIANS
DONT GIVE A FLING SHIT TO MANY INDIANS
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.65625757
Insult0.54471385
Profanity0.8086746
Threat0.09009721
Severe Toxicity0.457266
Toxic 0.9029226 Low Con 0.23 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Lol! White people have a problem with countries that were colonised, peacefully migrating. Yeah. Fuck you. White pos
Lol! White people have a problem with countries that were colonised, peacefully migrating. Yeah. Fuck you. White pos
Inside Canada's Indian Invasion... · 143: Cluster #142
Close reading → Video sentiment →
Identity Attack0.73072165
Insult0.66500133
Profanity0.8089582
Threat0.053654157
Severe Toxicity0.45895407
Toxic 0.9029226 Low Con 0.269 Identity Attack Insult
Feb 16, 2026 1 likes Inside Canada's Indian Invasion...
5:40 what a dumbass racist. Wtf is he saying. He is basically describing himself
5:40 what a dumbass racist. Wtf is he saying. He is basically describing himself
Inside Canada's Indian Invasion... · 46: Cluster #45
Close reading → Discourse → Video sentiment →
Identity Attack0.40351558
Insult0.755201
Profanity0.6643082
Threat0.038220957
Severe Toxicity0.44787344
Toxic 0.9029226 Low Con 0.205 Insult Meta_Commentary
Mar 2, 2026 Inside Canada's Indian Invasion...
Canada is fucked
Canada is fucked
Why Canadians Are Turning Against Immigrants. · 47: Cluster #46
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5423875
Profanity0.87472564
Threat0.009618527
Severe Toxicity0.3529199
Toxic 0.9029226 Moderate Con 0.338 Identity Attack Insult Fear_Threat
Aug 28, 2025 Why Canadians Are Turning Against …
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.