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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 221 of 1230
Quebec and Ontario killed Canada. Bravo libtards.
Quebec and Ontario killed Canada. Bravo libtards.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.37292135
Insult0.47384647
Profanity0.21456863
Threat0.2836219
Severe Toxicity0.02430326
Moderate 0.46982017 Low Con 0.152 Identity_Assertion
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
I wonder how many of the white bikemans family in nursing homes or on welfare or taking the white mans drug meth
I wonder how many of the white bikemans family in nursing homes or on welfare or taking the white mans drug meth
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5274064
Insult0.344702
Profanity0.18294942
Threat0.06205949
Severe Toxicity0.023246882
Moderate 0.46982017 Moderate Con 0.318 Identity Attack Identity_Assertion
Feb 26, 2026 1 likes Inside Canada's Indian Invasion...
These fake students are working in the trades and building housing and infrastructures. Before buying a house, look at the contractors that build the house and if they are Indians, stay away!
These fake students are working in the trades and building housing and infrastructures. Before buying a house, look at the contractors that build the house and if they are Indians, stay away!
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.4931391
Insult0.42567953
Profanity0.1184936
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.46982017 Moderate Con 0.357
Sep 30, 2025 IRCC Names India in Study …
Too all the crying babies here : STOP VOTING TRUDEAU AND LIBERALS. Until then stfu !
Too all the crying babies here : STOP VOTING TRUDEAU AND LIBERALS. Until then stfu !
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.48313886
Profanity0.26280963
Threat0.025443908
Severe Toxicity0.023076924
Moderate 0.46982017 Low Con 0.18
Aug 25, 2025 Why Canadians Are Turning Against …
Finally you're reporting on this pandemic. Its awful. I live in a small town in b.c and its disgusting. They dont assimilate. They're criminals. Look what's happening in surrey.
Finally you're reporting on this pandemic. Its awful. I live in a small town in b.c and its disgusting. They dont assimilate. They're criminals. Look what's happening in surrey.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.1444726
Insult0.5130944
Profanity0.08096472
Threat0.012440704
Severe Toxicity0.016512826
Moderate 0.46982017 Constructive 0.602 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
We are changed with all the new immigrants at 60 I was called a white woman rudely by a white immigrant. I lived upstairs and she rented basement suite At 2 am in the morning …
We are changed with all the new immigrants at 60 I was called a white woman rudely by a white immigrant. I lived upstairs and she rented basement suite At 2 am in the morning she would get on the phone talk loud for two hours below my bedroom and then tell me I was the one noisy and white woman. If you live here follow our laws our culture of kindness and peaceful living or get the f out!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5051593
Insult0.40189892
Profanity0.39026237
Threat0.020091362
Severe Toxicity0.02604016
Moderate 0.46982017 Constructive 0.672 Identity Attack Personal_Narrative
Sep 13, 2025 2 likes Why Canadians Are Turning Against …
You said how this happened. The government of Canada is disgusting what you're doing to us.
You said how this happened. The government of Canada is disgusting what you're doing to us.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.2795294
Insult0.5130944
Profanity0.07449899
Threat0.0074824756
Severe Toxicity0.0126394415
Moderate 0.46982017 Moderate Con 0.485 Insult
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
All I’m seeing in the media these days is parasitic cultures coming and infesting cultures to then try and spread their own and feed off of the native population.
All I’m seeing in the media these days is parasitic cultures coming and infesting cultures to then try and spread their own and feed off of the native population.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.4794537
Profanity0.17148167
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.46982017 Low Con 0.241 Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
The white guy on the bike needs mental health treatment immediately and his high school diploma should be revoked requiring him to retake world history. He’s a little confused about good white people.😂
The white guy on the bike needs mental health treatment immediately and his high school diploma should be revoked requiring him to retake world history. He’s a little confused about good white people.😂
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.40243408
Profanity0.13256322
Threat0.040638234
Severe Toxicity0.023076924
Moderate 0.46982017 Low Con 0.294 Identity Attack Humor_Satire
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Brampton is an absolute dump. It's well known for a long distance in every direction that you do NOT go there, especially if you don't want to die in a car wreck.
Brampton is an absolute dump. It's well known for a long distance in every direction that you do NOT go there, especially if you don't want to die in a car wreck.
Inside Canada's Indian Invasion... · 152: Cluster #151
Close reading → Video sentiment →
Identity Attack0.027614836
Insult0.5130944
Profanity0.16869035
Threat0.13815513
Severe Toxicity0.023076924
Moderate 0.46982017 Moderate Con 0.422 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
wake up folks and get this maggot prime minister trudeau OUT! If he has his way... refugees will have the right to vote....buying votes is illegal!!
wake up folks and get this maggot prime minister trudeau OUT! If he has his way... refugees will have the right to vote....buying votes is illegal!!
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.16801116
Insult0.5130944
Profanity0.16217725
Threat0.018019408
Severe Toxicity0.020127986
Moderate 0.46982017 Low Con 0.257 Insult
Jan 26, 2019 2 likes How much do refugees and …
Pretty soon Canada is going to have a population of 1 Billion. These people reproduce like rabbits...
Pretty soon Canada is going to have a population of 1 Billion. These people reproduce like rabbits...
Why Canadians Are Turning Against Immigrants. · 137: Cluster #136
Close reading → Discourse → Video sentiment →
Identity Attack0.2808415
Insult0.5072643
Profanity0.092279755
Threat0.010369381
Severe Toxicity0.019998873
Moderate 0.46982017 Low Con 0.176 Insult Unverified_Claim
Aug 25, 2025 Why Canadians Are Turning Against …
The Indian population has surpass the Chinese. Means they are more than the rest of population in the world. Not including China. We’re screwed 😝.if there’s a war one on one with Canada 🇨🇦😝.
The Indian population has surpass the Chinese. Means they are more than the rest of population in the world. Not including China. We’re screwed 😝.if there’s a war one on one with Canada 🇨🇦😝.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.39773783
Insult0.4339631
Profanity0.38483799
Threat0.10236332
Severe Toxicity0.023880709
Moderate 0.46982017 Low Con 0.256 Fear_Threat
Feb 22, 2026 Inside Canada's Indian Invasion...
Blame the Liberal party and justin trudeau, they are WEF puppets.
Blame the Liberal party and justin trudeau, they are WEF puppets.
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.10235514
Insult0.5145894
Profanity0.073529124
Threat0.008764107
Severe Toxicity0.011138916
Moderate 0.46982017 Low Con 0.141 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
In 7 years after the Rapture Christ will return. Those Muslims are in for a rude awakening...😊
In 7 years after the Rapture Christ will return. Those Muslims are in for a rude awakening...😊
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.5498214
Insult0.36798462
Profanity0.14313951
Threat0.071698055
Severe Toxicity0.024631912
Moderate 0.46982017 Low Con 0.261 Identity Attack Humor_Satire
Aug 27, 2025 Why Canadians Are Turning Against …
Because Canadian politicians are, like in essentially every country, in bed with the wealth class so they green lit a wildly retarded immigration policy to flood Canada with cheap labour and suppress wages. There was …
Because Canadian politicians are, like in essentially every country, in bed with the wealth class so they green lit a wildly retarded immigration policy to flood Canada with cheap labour and suppress wages. There was never a real labour shortage in all but and extremely limited number of industries in Canada. Indians and Pakistani's make zero effort to integrate even learn basic English. They aren't stupid. They want to overpopulate areas so that they don't even have to bother integrate. Make no mistake, this isn't a Liberal or Conservative issue. Canada's reckless immigration policy is a war being waged by the wealthy on the rest of us.
Inside Canada's Indian Invasion... · 71: Cluster #70
Close reading → Video sentiment →
Identity Attack0.39461556
Insult0.5101222
Profanity0.17803068
Threat0.00967031
Severe Toxicity0.023076924
Moderate 0.46716887 Moderate Con 0.469 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
11:19 aao lassi bc tumko khalistan deta hun 😢
11:19 aao lassi bc tumko khalistan deta hun 😢
Inside Canada's Indian Invasion... · 154: Cluster #153
Close reading → Discourse → Video sentiment →
Identity Attack0.43896464
Insult0.48627716
Profanity0.4681068
Threat0.4352635
Severe Toxicity0.35368225
Moderate 0.46716887 Low Con 0.26 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Canada is completely cooked, man. I hate living here.
Canada is completely cooked, man. I hate living here.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.35677677
Profanity0.20262444
Threat0.009437286
Severe Toxicity0.023076924
Moderate 0.46716887 Moderate Con 0.362 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They smell and are very rude
They smell and are very rude
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.06158508
Insult0.46476576
Profanity0.25458565
Threat0.008712323
Severe Toxicity0.023076924
Moderate 0.46716887 Moderate Con 0.367 Identity_Assertion
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Under the liberals, the moral compass of this country has completely rotted away. The leftists have turned our society into a twisted, diseased shell of its former self.
Under the liberals, the moral compass of this country has completely rotted away. The leftists have turned our society into a twisted, diseased shell of its former self.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.2964622
Insult0.4962726
Profanity0.14049543
Threat0.0097738765
Severe Toxicity0.018449519
Moderate 0.46716887 Low Con 0.154 Moral_Argument
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
I hate the treasonous WEF Liberals so much for destroying Canada. Never forgive or forget what they did.
I hate the treasonous WEF Liberals so much for destroying Canada. Never forgive or forget what they did.
Why Canadians Are Turning Against Immigrants. · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.34974504
Insult0.47630358
Profanity0.0913099
Threat0.058826666
Severe Toxicity0.021031776
Moderate 0.46716887 Moderate Con 0.324 Identity_Assertion
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
It’s actually insane they’re all Indian here
It’s actually insane they’re all Indian here
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.54151535
Insult0.33998606
Profanity0.22673377
Threat0.011120236
Severe Toxicity0.024772761
Moderate 0.46716887 Low Con 0.211 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
DOIG FORDS BRAIN OIS BROKEN! How did so many immigrants enter Canada ? Canada doesn’t need your population method Thank you very much! DEPORT EVERYONE and life in this country will return to being peaceful
DOIG FORDS BRAIN OIS BROKEN! How did so many immigrants enter Canada ? Canada doesn’t need your population method Thank you very much! DEPORT EVERYONE and life in this country will return to being peaceful
Why Canadians Are Turning Against Immigrants. · 92: Cluster #91
Close reading → Video sentiment →
Identity Attack0.3817989
Insult0.4596616
Profanity0.0569429
Threat0.03373172
Severe Toxicity0.023176458
Moderate 0.46716887 Low Con 0.228
Aug 26, 2025 Why Canadians Are Turning Against …
lmao man like the jeets didnt hate you enough
lmao man like the jeets didnt hate you enough
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.14233272
Insult0.33998606
Profanity0.2600683
Threat0.035458352
Severe Toxicity0.023129508
Moderate 0.46716887 Low Con 0.221 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
*CHANGED? YEAH THATS WHAT THE NATIVES SAID WHEN THE WHITES CAME AND KILLED THE NATIVES AND DID THE POGRAM*
*CHANGED? YEAH THATS WHAT THE NATIVES SAID WHEN THE WHITES CAME AND KILLED THE NATIVES AND DID THE POGRAM*
Inside Canada's Indian Metropolis (Brampton) · 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.50515765
Insult0.24928534
Profanity0.23857519
Threat0.40858683
Severe Toxicity0.059217658
Moderate 0.46716887 Low Con 0.207 Identity Attack
Sep 19, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
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.