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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
30,738 comments · Page 53 of 1230
A Scam which Canada was a stupid Victim!!!
A Scam which Canada was a stupid Victim!!!
Inside Canada's Indian Metropolis (Brampton) · 89: Cluster #88
Close reading → Video sentiment →
Identity Attack0.34324843
Insult0.7492263
Profanity0.3051381
Threat0.010731863
Severe Toxicity0.024350211
Toxic 0.7570315 Low Con 0.226 Insult
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
Indians are generally dirty people 😅
Indians are generally dirty people 😅
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.71678543
Insult0.6308392
Profanity0.38845423
Threat0.011689849
Severe Toxicity0.349583
Toxic 0.7570315 Low Con 0.246 Identity Attack Insult Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
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...
Did Florida Mall get him the f*** out of here dude now take the Punjab Express rate f****** back where you came from b****
Did Florida Mall get him the f*** out of here dude now take the Punjab Express rate f****** back where you came from b****
Inside Canada's Indian Invasion... · 33: Cluster #32
Close reading → Discourse → Video sentiment →
Identity Attack0.2816105
Insult0.6149945
Profanity0.70864636
Threat0.047835086
Severe Toxicity0.44969136
Toxic 0.7570315 Low Con 0.25 Insult Identity_Assertion
Feb 28, 2026 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...
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 …
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 …
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 …
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...
HOW COME BRAMPTON IS THE SHITTIEST TOWN IN CANADA?
HOW COME BRAMPTON IS THE SHITTIEST TOWN IN CANADA?
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.27759558
Insult0.5270482
Profanity0.6983885
Threat0.009359611
Severe Toxicity0.2281948
Toxic 0.7570315 Low Con 0.166 Insult
Nov 4, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
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...
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)
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)
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 …
So the worst thing Indians did was come to Brampton and drive bad? 😂 Poor white trash dude needs a cultural education about people from other county. Doesn't know shit about Indians or Africans. Does …
So the worst thing Indians did was come to Brampton and drive bad? 😂 Poor white trash dude needs a cultural education about people from other county. Doesn't know shit about Indians or Africans. Does he not know that people can be Indian and Muslim as well?
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.6853638
Insult0.6308392
Profanity0.59166485
Threat0.05688698
Severe Toxicity0.35368225
Toxic 0.7570315 Moderate Con 0.393 Identity Attack Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
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...
That’s not deporting that’s blocking them stop bullshiting
That’s not deporting that’s blocking them stop bullshiting
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.08252834
Insult0.4794537
Profanity0.6750904
Threat0.016465442
Severe Toxicity0.16960317
Toxic 0.7570315 Low Con 0.189 Meta_Commentary
Dec 29, 2025 Deportations From Canada at Their …
A bunch of Indians moved into my apartment complex. Rude, loud, the food stinks so badly and they walk in the middle of the road blocking cars and they don’t care. Such disgusting people
A bunch of Indians moved into my apartment complex. Rude, loud, the food stinks so badly and they walk in the middle of the road blocking cars and they don’t care. Such disgusting people
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.6798578
Profanity0.38063943
Threat0.03856628
Severe Toxicity0.23225145
Toxic 0.7570315 Moderate Con 0.466 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I can’t be the only one who plays the game “spot a white person” while driving through Brampton 😂😂 shit is so bad now
I can’t be the only one who plays the game “spot a white person” while driving through Brampton 😂😂 shit is so bad now
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.43450394
Profanity0.67055607
Threat0.34804323
Severe Toxicity0.33047765
Toxic 0.7570315 Moderate Con 0.378 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
You know what this is a stupid video What are you Maga, if so go over to usa with the others. We will keep immigrants and you can go worsip the orange bigot
You know what this is a stupid video What are you Maga, if so go over to usa with the others. We will keep immigrants and you can go worsip the orange bigot
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.67735565
Profanity0.40670946
Threat0.03856628
Severe Toxicity0.16960317
Toxic 0.7570315 Low Con 0.166 Insult Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
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...
At least the bike guy KNOWS he’s white trash
At least the bike guy KNOWS he’s white trash
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.6798578
Profanity0.3866461
Threat0.010162249
Severe Toxicity0.17315048
Toxic 0.7570315 Low Con 0.192 Identity Attack Insult Identity_Assertion
Jan 27, 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.