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
Active: Tox: 0.7 – 1 1,756 comments · Page 53 of 71
dude on the bike is a dumbass if he actually believes that 80iq african statement
dude on the bike is a dumbass if he actually believes that 80iq african statement
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.6798578
Profanity0.5865656
Threat0.027343199
Severe Toxicity0.29621798
Toxic 0.7570315 Low Con 0.143 Insult Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
North America is an occupied land . Europeans call themselves some red neck shit everyone is just a fraud .
North America is an occupied land . Europeans call themselves some red neck shit everyone is just a fraud .
Inside Canada's Indian Metropolis (Brampton) · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.6109131
Profanity0.70864636
Threat0.012647836
Severe Toxicity0.2322566
Toxic 0.7570315 Low Con 0.178 Identity Attack Insult Identity_Assertion
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm indian please deport these idiots out of your country these are mostly the north indians who are obessed with their religion and don't have basic hygiene
I'm indian please deport these idiots out of your country these are mostly the north indians who are obessed with their religion and don't have basic hygiene
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.6798578
Profanity0.45706853
Threat0.13616586
Severe Toxicity0.23340854
Toxic 0.7570315 Moderate Con 0.39 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Yes! The kaffir culture is beyond fucked up…
Yes! The kaffir culture is beyond fucked up…
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5239335
Profanity0.7246992
Threat0.01254427
Severe Toxicity0.23226003
Toxic 0.7570315 Low Con 0.24 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
shithole now
shithole now
Inside Canada's Indian Invasion... · 201: Cluster #200
Close reading → Discourse → Video sentiment →
Identity Attack0.053399716
Insult0.48484445
Profanity0.73341435
Threat0.030969119
Severe Toxicity0.23225316
Toxic 0.7570315 Moderate Con 0.358 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
CANADA NEEDS ICE TOO. END THE BULLSHIT!
CANADA NEEDS ICE TOO. END THE BULLSHIT!
Why Canadians Are Turning Against Immigrants. · 49: Cluster #48
Close reading → Discourse → Video sentiment →
Identity Attack0.052490227
Insult0.44802538
Profanity0.78491896
Threat0.015429466
Severe Toxicity0.16960317
Toxic 0.7570315 Low Con 0.163 Call_To_Action
Sep 23, 2025 2 likes Why Canadians Are Turning Against …
I am Immigrant Myself . When I go Shopping for food or anything There is this new comer's They walk around like a ZOMBI cut you off or just stand and Block you like a …
I am Immigrant Myself . When I go Shopping for food or anything There is this new comer's They walk around like a ZOMBI cut you off or just stand and Block you like a Fucken Cow. or chat on cell phone Not pay attention to the people and Traffic around them .STOP BRINGING MORONS WITH NO MANNERS .
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.4054415
Insult0.64537907
Profanity0.64460015
Threat0.13815513
Severe Toxicity0.35368225
Toxic 0.7570315 Moderate Con 0.443 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
Finally someone notable makes a video about this bullshit. Canada has basically become India in its entirety.
Finally someone notable makes a video about this bullshit. Canada has basically become India in its entirety.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.48484445
Profanity0.71218073
Threat0.008893564
Severe Toxicity0.16960317
Toxic 0.7570315 Low Con 0.196 Identity_Assertion
Jan 27, 2026 6,023 likes Inside Canada's Indian Invasion...
They even build their stupid god statue 😂
They even build their stupid god statue 😂
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.36942887
Insult0.6798578
Profanity0.4681068
Threat0.009877442
Severe Toxicity0.07805709
Toxic 0.7570315 Low Con 0.179 Insult Humor_Satire
Mar 3, 2026 Inside Canada's Indian Invasion...
massacre them. dirty hindusas. corruption, bakshish
massacre them. dirty hindusas. corruption, bakshish
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6778536
Insult0.64537907
Profanity0.46460027
Threat0.68668276
Severe Toxicity0.61260825
Toxic 0.7570315 Low Con 0.112 Identity Attack Insult Threat
Oct 4, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
This shithead hack is still spreading his misinformation to children? That's too bad.
This shithead hack is still spreading his misinformation to children? That's too bad.
Inside Canada's Indian Invasion... · 121: Cluster #120
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.65129566
Profanity0.66456485
Threat0.022681303
Severe Toxicity0.23223771
Toxic 0.7570315 Low Con 0.221 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Индия дермо канада дермо америка дермо вас надо всех раз бомбить чтоб воздух в планете чииши стало и еврейв тоже
Индия дермо канада дермо америка дермо вас надо всех раз бомбить чтоб воздух в планете чииши стало и еврейв тоже
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7063701
Insult0.6308392
Profanity0.41436642
Threat0.571094
Severe Toxicity0.71338886
Toxic 0.7570315 Low Con 0.117 Identity Attack Insult Threat Unverified_Claim
Feb 22, 2026 1 likes Inside Canada's Indian Invasion...
Canada is fucking joke. End Immigration for the next 10 years and make Canada great again
Canada is fucking joke. End Immigration for the next 10 years and make Canada great again
IRCC Names India in Study Permit Fraud | … · 110: Cluster #109
Close reading → Video sentiment →
Identity Attack0.47178617
Insult0.48569724
Profanity0.70864636
Threat0.026307223
Severe Toxicity0.24482845
Toxic 0.7570315 Low Con 0.181
Oct 1, 2025 IRCC Names India in Study …
2:08 "the country they lived in is a shithole" now this is becuase of us we should never let our own country down so much that others call it shithole
2:08 "the country they lived in is a shithole" now this is becuase of us we should never let our own country down so much that others call it shithole
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.31015682
Insult0.5130944
Profanity0.6643082
Threat0.011767523
Severe Toxicity0.23225488
Toxic 0.7570315 Moderate Con 0.4 Insult Moral_Argument
Oct 14, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
also pisses me off they arrested canadian soldiers in canada for trying to settle on our own land god damn trudeau
also pisses me off they arrested canadian soldiers in canada for trying to settle on our own land god damn trudeau
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.30103904
Insult0.5739874
Profanity0.6643082
Threat0.030278467
Severe Toxicity0.23223428
Toxic 0.7570315 Moderate Con 0.419 Insult
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
Diab is a moron
Diab is a moron
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.09328204
Insult0.72756535
Profanity0.55356324
Threat0.010214032
Severe Toxicity0.055630904
Toxic 0.7570315 Low Con 0.159 Insult Meta_Commentary
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
An indian or Arab must’ve been laughing at the African low intelligence part but at least we don't eat our own sh*t😅😅😅😅😅....🦃 or 🐔 he cooked us alĺ in the same pot.
An indian or Arab must’ve been laughing at the African low intelligence part but at least we don't eat our own sh*t😅😅😅😅😅....🦃 or 🐔 he cooked us alĺ in the same pot.
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.60238177
Insult0.5130944
Profanity0.6001929
Threat0.075531214
Severe Toxicity0.35368225
Toxic 0.7570315 Low Con 0.257 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Ur mixing cultures and speaking about Khalistan is not a joke we are a culture of peace honor and respect the new generation has been letting us down but don't mix Hindus and Punjabi Sikhs. …
Ur mixing cultures and speaking about Khalistan is not a joke we are a culture of peace honor and respect the new generation has been letting us down but don't mix Hindus and Punjabi Sikhs. Totally different religions. Learn ur shit!
Inside Canada's Indian Invasion... · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.5739874
Profanity0.7107322
Threat0.04524883
Severe Toxicity0.26195827
Toxic 0.7570315 Moderate Con 0.483 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The bike dude self identified as white trash. Oh the irony to call people different from you “low IQ” and dirty. Dude needs to look in the mirror and realize he is just projecting his …
The bike dude self identified as white trash. Oh the irony to call people different from you “low IQ” and dirty. Dude needs to look in the mirror and realize he is just projecting his insecurities on others like a real dumbass.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.755201
Profanity0.4798129
Threat0.010938995
Severe Toxicity0.17315048
Toxic 0.7570315 Low Con 0.258 Insult Meta_Commentary
Mar 1, 2026 1 likes Inside Canada's Indian Invasion...
deport them all or just k*** them
deport them all or just k*** them
Inside Canada's Indian Invasion... · 45: Cluster #44
Close reading → Discourse → Video sentiment →
Identity Attack0.29798782
Insult0.5130944
Profanity0.57236236
Threat0.52547425
Severe Toxicity0.35368225
Toxic 0.7570315 Low Con 0.183 Insult Threat Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
Gora pakora bhn ka lora who wipes ass with paper saying indians are the dirtiest 😂
Gora pakora bhn ka lora who wipes ass with paper saying indians are the dirtiest 😂
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.56711763
Insult0.7298119
Profanity0.7796426
Threat0.4902736
Severe Toxicity0.71338886
Toxic 0.7570315 Low Con 0.181 Identity Attack Insult Humor_Satire
Feb 11, 2026 1 likes Inside Canada's Indian Invasion...
so muche traitors in govermend it makes me sik we need to kill em all
so muche traitors in govermend it makes me sik we need to kill em all
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.24462871
Insult0.47273466
Profanity0.35597226
Threat0.7368375
Severe Toxicity0.45895407
Toxic 0.7570315 Low Con 0.214 Threat Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
i cry everyday , i love people , but the somali and indian race are honestly dirty ,, when youre own country is disgusting , why come here to make our country nasty asf
i cry everyday , i love people , but the somali and indian race are honestly dirty ,, when youre own country is disgusting , why come here to make our country nasty asf
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7028837
Insult0.6261769
Profanity0.4044591
Threat0.038220957
Severe Toxicity0.35112193
Toxic 0.7570315 Moderate Con 0.395 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
White christian should lead by example and say Fuck jesus and the bible and follow the Native culture and religion . Lets start by this then we can ask not white immigrant to do the …
White christian should lead by example and say Fuck jesus and the bible and follow the Native culture and religion . Lets start by this then we can ask not white immigrant to do the same
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.49151286
Profanity0.70864636
Threat0.06626215
Severe Toxicity0.35368225
Toxic 0.7570315 Low Con 0.197 Identity Attack Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
No one wants them here. They should get the fuck out. We are almost at our tipping point. They're safe until the Canadian Politeness runs out and we're fucking horrible to deal with when we …
No one wants them here. They should get the fuck out. We are almost at our tipping point. They're safe until the Canadian Politeness runs out and we're fucking horrible to deal with when we reach that point.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2808415
Insult0.47273466
Profanity0.7796426
Threat0.040638234
Severe Toxicity0.20984669
Toxic 0.7570315 Moderate Con 0.349 Fear_Threat
Jan 27, 2026 3 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.