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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 16 of 71
Fat trudeau and scrawny trudeau brought this dogshit on us thank them scum
Fat trudeau and scrawny trudeau brought this dogshit on us thank them scum
Why Canadians Are Turning Against Immigrants. · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.28034934
Insult0.8082062
Profanity0.70864636
Threat0.019055385
Severe Toxicity0.35368225
Toxic 0.88599813 Low Con 0.163 Insult
Aug 31, 2025 Why Canadians Are Turning Against …
These ediots are shit scared of the nuisance maker communities and venting there frustation on indian bcs black,sikhs and muslims will screw them left right centre if they behave like this to these communities,bloody hippos.
These ediots are shit scared of the nuisance maker communities and venting there frustation on indian bcs black,sikhs and muslims will screw them left right centre if they behave like this to these communities,bloody hippos.
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.6928741
Insult0.78565484
Profanity0.7107322
Threat0.13815513
Severe Toxicity0.45895407
Toxic 0.88599813 Low Con 0.262 Identity Attack Insult Moral_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
0:35 exactly y idi Amin gave them 90days to get the fuck out of Uganda in the 70s .., they trade among themselves and used the country’s raw material fuqqing hypocrites
0:35 exactly y idi Amin gave them 90days to get the fuck out of Uganda in the 70s .., they trade among themselves and used the country’s raw material fuqqing hypocrites
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.6370372
Profanity0.759977
Threat0.04524883
Severe Toxicity0.45895407
Toxic 0.88599813 Low Con 0.261 Insult Comparative_Framing
Nov 25, 2025 Inside Canada's Indian Metropolis (Brampton)
they fucking ruined canada….so fucking sad
they fucking ruined canada….so fucking sad
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.21866
Insult0.47384647
Profanity0.8907955
Threat0.025789235
Severe Toxicity0.35368225
Toxic 0.88599813 Low Con 0.294 Fear_Threat
Oct 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
these disgusting stinky Indians should be deported from this country. it was a clean country before but now stinky disgusting Indians ruined it
these disgusting stinky Indians should be deported from this country. it was a clean country before but now stinky disgusting Indians ruined it
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.8182097
Insult0.7775208
Profanity0.46460027
Threat0.19862294
Severe Toxicity0.47886345
Toxic 0.88599813 Low Con 0.265 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
1 cluster f*** of a bunch of f****** retards all mixed into Canada thank you Trudeau f****** retard
1 cluster f*** of a bunch of f****** retards all mixed into Canada thank you Trudeau f****** retard
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.8032227
Profanity0.70864636
Threat0.020609349
Severe Toxicity0.45895407
Toxic 0.88599813 Low Con 0.176 Insult Identity_Assertion
Feb 28, 2026 Inside Canada's Indian Invasion...
Tyler. You genuinely suck. This isn’t journalism, it’s rage baiting your mindless subscribers who believe immigration and jews are the problem behind their shitty lives.
Tyler. You genuinely suck. This isn’t journalism, it’s rage baiting your mindless subscribers who believe immigration and jews are the problem behind their shitty lives.
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Video sentiment →
Identity Attack0.6220118
Insult0.7344449
Profanity0.764141
Threat0.022681303
Severe Toxicity0.44969136
Toxic 0.88599813 Low Con 0.16 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
>Brampton went from a small town of 18,000 people and now hosts over 700,000 contributing billions to the economy >The question is WHY? >After visiting I have no answers. This shit writes itself OMG
>Brampton went from a small town of 18,000 people and now hosts over 700,000 contributing billions to the economy >The question is WHY? >After visiting I have no answers. This shit writes itself OMG
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.44690517
Insult0.54471385
Profanity0.64657205
Threat0.045895394
Severe Toxicity0.45895407
Toxic 0.88599813 Moderate Con 0.365 Insult
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
5:16 that dumb ass is trying so hard to be Trump and it's absolutely cringe! What an embarrassment!
5:16 that dumb ass is trying so hard to be Trump and it's absolutely cringe! What an embarrassment!
Inside Canada's Indian Invasion... · 121: Cluster #120
Close reading → Video sentiment →
Identity Attack0.13805299
Insult0.71120167
Profanity0.64657205
Threat0.029587816
Severe Toxicity0.35368225
Toxic 0.88599813 Low Con 0.199 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
albertan here. wish theyd all fuck off
albertan here. wish theyd all fuck off
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.32184324
Insult0.54471385
Profanity0.8449782
Threat0.13815513
Severe Toxicity0.35368225
Toxic 0.88599813 Low Con 0.3 Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Filthy people. GTA is a shithole now
Filthy people. GTA is a shithole now
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.27875587
Insult0.7344449
Profanity0.7809412
Threat0.013113883
Severe Toxicity0.35368225
Toxic 0.88599813 Low Con 0.19 Insult Fear_Threat
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
This white man dont know about indians and how some are muslims but dont like muslims but like indians backward ass bitch 😂
This white man dont know about indians and how some are muslims but dont like muslims but like indians backward ass bitch 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.6370372
Profanity0.70864636
Threat0.122295745
Severe Toxicity0.45895407
Toxic 0.88599813 Low Con 0.185 Identity Attack Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro said Africas we are ancient Egyptians son of whore. Get out of our countinent pig 🐖
Bro said Africas we are ancient Egyptians son of whore. Get out of our countinent pig 🐖
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Video sentiment →
Identity Attack0.6649212
Insult0.7497506
Profanity0.759977
Threat0.114629425
Severe Toxicity0.48355904
Toxic 0.88599813 Low Con 0.196 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are actually very mean and nasty. They don’t even like white people yet they have to live here cause we are the only ones with our shit together, and they HATE that.
Indians are actually very mean and nasty. They don’t even like white people yet they have to live here cause we are the only ones with our shit together, and they HATE that.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7426507
Insult0.6991143
Profanity0.776286
Threat0.025961896
Severe Toxicity0.44787344
Toxic 0.88599813 Moderate Con 0.419 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada is a Thrid world shit hole.
Canada is a Thrid world shit hole.
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.5548181
Insult0.66500133
Profanity0.8089582
Threat0.011430934
Severe Toxicity0.3529199
Toxic 0.88599813 Low Con 0.16 Identity Attack Insult Fear_Threat
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Make it again more easy don’t travel in USA bc we are a nasty country like said Trump.
Make it again more easy don’t travel in USA bc we are a nasty country like said Trump.
· 37: Cluster #36
Close reading → Video sentiment →
Identity Attack0.007939646
Insult0.8236638
Profanity0.00129241
Threat0.00035052095
Severe Toxicity0.000016136133
Toxic 0.88527215 Insult
Dec 13, 2025
0:51 delete this video out of your mindless stupidity and disrespect
0:51 delete this video out of your mindless stupidity and disrespect
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.1808059
Insult0.7497506
Profanity0.46460027
Threat0.063999176
Severe Toxicity0.349583
Toxic 0.8778702 Low Con 0.138 Insult Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Idiots should suffer. You had a chance for something better but voted again for the same morons. So now eat the consequences.
Idiots should suffer. You had a chance for something better but voted again for the same morons. So now eat the consequences.
New rules, regulations take effect across Canada · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.09576365
Insult0.8634578
Profanity0.42709363
Threat0.4404512
Severe Toxicity0.2281948
Toxic 0.8778702 Low Con 0.17 Insult Call_To_Action
Jan 3, 2026 1 likes New rules, regulations take effect …
I have had with these motherf-cking turbans in this motherf-cking city.
I have had with these motherf-cking turbans in this motherf-cking city.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.1769227
Insult0.54471385
Profanity0.902047
Threat0.012647836
Severe Toxicity0.35368225
Toxic 0.8778702 Moderate Con 0.301 Insult Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
This guy on the bike doesn't give a shit ahhahahahahahaha
This guy on the bike doesn't give a shit ahhahahahahahaha
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.052035484
Insult0.48484445
Profanity0.79449326
Threat0.012440704
Severe Toxicity0.34950548
Toxic 0.8778702 Low Con 0.22 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Racist ass video. Majority of the people in this comment section seem to be dumb enough to believe everything this guy says. lol
Racist ass video. Majority of the people in this comment section seem to be dumb enough to believe everything this guy says. lol
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.37507164
Insult0.67254376
Profanity0.70864636
Threat0.040638234
Severe Toxicity0.35368225
Toxic 0.8778702 Low Con 0.143 Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada is fucked! You need mass deportations
Canada is fucked! You need mass deportations
Inside Canada's Indian Invasion... · 110: Cluster #109
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5678696
Profanity0.7796426
Threat0.13802026
Severe Toxicity0.44787344
Toxic 0.8778702 Low Con 0.186 Identity Attack Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
5:27 Lmao black people ruin everything. Y'all ain't kings and queens of sh*t 😂😂😂
5:27 Lmao black people ruin everything. Y'all ain't kings and queens of sh*t 😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7895903
Insult0.6336687
Profanity0.6001929
Threat0.085497424
Severe Toxicity0.45895407
Toxic 0.8778702 Low Con 0.27 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Where the fuck is multiculturalism its Indian culture 😅😅😅
Where the fuck is multiculturalism its Indian culture 😅😅😅
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6487889
Insult0.46774593
Profanity0.7673477
Threat0.027861187
Severe Toxicity0.4583481
Toxic 0.8778702 Low Con 0.239 Identity Attack Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Good to see whites getting fcuked by indians 😂😂😂😂😂😂
Good to see whites getting fcuked by indians 😂😂😂😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.5130944
Profanity0.7654259
Threat0.34804323
Severe Toxicity0.45895407
Toxic 0.8778702 Low Con 0.188 Identity Attack Insult Identity_Assertion
Feb 25, 2026 1 likes 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.