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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 58 of 71
Canadians have had enough. We're losing our identity and are called racists if we try and talk about it. Fck that! Get out! Civil war is coming. You're not welcomed here anymore 🖕
Canadians have had enough. We're losing our identity and are called racists if we try and talk about it. Fck that! Get out! Civil war is coming. You're not welcomed here anymore 🖕
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.5739874
Profanity0.6370159
Threat0.146441
Severe Toxicity0.349738
Toxic 0.7510937 Moderate Con 0.391 Insult
Nov 15, 2025 1 likes Why Canadians Are Turning Against …
Are you fuckin kidding me?! Is this a joke?
Are you fuckin kidding me?! Is this a joke?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.022992345
Insult0.3470427
Profanity0.8117245
Threat0.009540852
Severe Toxicity0.16960317
Toxic 0.7510937 Low Con 0.219 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
i m feeeling so Proud as n indian immigrant that these so called canadians(white immigrants) they cant see us growing , it indicates we're going goood..... fuvk u fake canadian , every single individual on …
i m feeeling so Proud as n indian immigrant that these so called canadians(white immigrants) they cant see us growing , it indicates we're going goood..... fuvk u fake canadian , every single individual on this stolen land is canadian as long he's contributing social and economilcally ,,,,, to country
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6106996
Insult0.6109131
Profanity0.6001929
Threat0.045572113
Severe Toxicity0.4379392
Toxic 0.7510937 Moderate Con 0.438 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I love how european colonial descendants are complaining about others taking over the land their colonial fathers stole from others.. lol.. and shut da fuk up there are many Europeans Italians, Greeks, French, Ukranian, Romanians …
I love how european colonial descendants are complaining about others taking over the land their colonial fathers stole from others.. lol.. and shut da fuk up there are many Europeans Italians, Greeks, French, Ukranian, Romanians etc..how Barley speak English.. so fk of with English..
Inside Canada's Indian Invasion... · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5393265
Profanity0.66405153
Threat0.036839653
Severe Toxicity0.35368225
Toxic 0.7510937 Low Con 0.273 Insult Moral_Argument
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
Hindu's are sh..t eaters 😢😢😢
Hindu's are sh..t eaters 😢😢😢
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.6928741
Insult0.65865606
Profanity0.5711371
Threat0.31721663
Severe Toxicity0.5520787
Toxic 0.7510937 Low Con 0.204 Identity Attack Insult Identity_Assertion
Feb 21, 2026 Inside Canada's Indian Invasion...
Deport them all. And put that traitor Trudeau in Prison for the rest of his miserable pathetic life.
Deport them all. And put that traitor Trudeau in Prison for the rest of his miserable pathetic life.
How Canada broke its immigration system · 92: Cluster #91
Close reading → Discourse → Video sentiment →
Identity Attack0.04925346
Insult0.7775208
Profanity0.17241211
Threat0.13815513
Severe Toxicity0.02416241
Toxic 0.7510937 Low Con 0.172 Insult Call_To_Action
Jun 21, 2025 How Canada broke its immigration …
Thank you trump for keeping the trash out of our great country....🇺🇲
Thank you trump for keeping the trash out of our great country....🇺🇲
· 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.0031351622
Insult0.64735156
Profanity0.0038718842
Threat0.00042728952
Severe Toxicity0.000013161015
Toxic 0.75001085 Insult Identity_Assertion
Dec 8, 2025 5 likes
Immigration is an international intentional woke evil agenda to sow decent and poverty on the population while polluting the voter base to maintain power! This is treasonous traitorous trash woke communist trash libtard government trash!
Immigration is an international intentional woke evil agenda to sow decent and poverty on the population while polluting the voter base to maintain power! This is treasonous traitorous trash woke communist trash libtard government trash!
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.7065844
Profanity0.33376193
Threat0.01119791
Severe Toxicity0.16960317
Toxic 0.74954444 Low Con 0.15 Insult Unverified_Claim
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
Indian hindu eat poop, not the non Hindu Panjabs
Indian hindu eat poop, not the non Hindu Panjabs
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Video sentiment →
Identity Attack0.6458014
Insult0.58196646
Profanity0.5365423
Threat0.13515437
Severe Toxicity0.45895407
Toxic 0.74954444 Low Con 0.177 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
The bike guy is really dumb, the africans coming to canada are the Christians, so he said that Christians allow rapes
The bike guy is really dumb, the africans coming to canada are the Christians, so he said that Christians allow rapes
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5913144
Insult0.67254376
Profanity0.40670946
Threat0.13815513
Severe Toxicity0.23225145
Toxic 0.74954444 Low Con 0.219 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
First, the British came to rule over our India. Now that we are coming, your asses are on fire.
First, the British came to rule over our India. Now that we are coming, your asses are on fire.
Inside Canada's Indian Invasion... · 37: Cluster #36
Close reading → Discourse → Video sentiment →
Identity Attack0.29188538
Insult0.50440645
Profanity0.6242122
Threat0.33294448
Severe Toxicity0.16960317
Toxic 0.74954444 Low Con 0.186 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
*WHITES GETTING PISSED NOW THAT THEY ARE SECOND CLASS...THE INDIANS WORK HARD AND DO WELL FOR THEMSELVES..THE WHITES LOOTED ALL OF THE LAND...THEY DID NOT WORK FOR IT*
*WHITES GETTING PISSED NOW THAT THEY ARE SECOND CLASS...THE INDIANS WORK HARD AND DO WELL FOR THEMSELVES..THE WHITES LOOTED ALL OF THE LAND...THEY DID NOT WORK FOR IT*
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6853638
Insult0.54471385
Profanity0.46460027
Threat0.1115629
Severe Toxicity0.35368225
Toxic 0.74954444 Moderate Con 0.314 Identity Attack Insult Moral_Argument
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
If the racist white guy on his bike wasn't a bum and living in a homeless shelter indians wouldnt need to come here and pay a shit ton of taxes to feed these white people …
If the racist white guy on his bike wasn't a bum and living in a homeless shelter indians wouldnt need to come here and pay a shit ton of taxes to feed these white people living on generational welfare
Inside Canada's Indian Invasion... · 135: Cluster #134
Close reading → Discourse → Video sentiment →
Identity Attack0.6637263
Insult0.6261769
Profanity0.6001929
Threat0.042662576
Severe Toxicity0.35368225
Toxic 0.74954444 Low Con 0.254 Identity Attack Insult Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
Honestly unbelievable, what the honest fuck is going on?
Honestly unbelievable, what the honest fuck is going on?
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.01191331
Insult0.24424846
Profanity0.8255558
Threat0.010162249
Severe Toxicity0.16960317
Toxic 0.74954444 Low Con 0.219
Jan 5, 2026 IRCC Names India in Study …
They bring back the stupidities that goes with religions !
They bring back the stupidities that goes with religions !
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55011386
Insult0.6677319
Profanity0.39409557
Threat0.009747985
Severe Toxicity0.03321367
Toxic 0.74954444 Low Con 0.189 Identity Attack Insult Identity_Assertion
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
The stupid Canadian government has done a lot of harmful things to Canada over the past years.
The stupid Canadian government has done a lot of harmful things to Canada over the past years.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.71551245
Profanity0.33317488
Threat0.008867673
Severe Toxicity0.024631912
Toxic 0.74954444 Low Con 0.235 Insult Policy_Critique
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
Holy crap , terror8sts in parliament
Holy crap , terror8sts in parliament
IRCC Names India in Study Permit Fraud | … · 21: Cluster #20
Close reading → Video sentiment →
Identity Attack0.27798235
Insult0.6149945
Profanity0.59166485
Threat0.03304107
Severe Toxicity0.23225145
Toxic 0.74954444 Low Con 0.257 Insult
Sep 29, 2025 IRCC Names India in Study …
F** you you remove Hindi dubbing, 🤬🤬🤬🤬🤬🤬🤬🤬
F** you you remove Hindi dubbing, 🤬🤬🤬🤬🤬🤬🤬🤬
Inside Canada's Indian Invasion... · 231: Cluster #230
Close reading → Discourse → Video sentiment →
Identity Attack0.37012735
Insult0.56997263
Profanity0.70864636
Threat0.24090876
Severe Toxicity0.50703704
Toxic 0.74954444 Low Con 0.165 Insult Meta_Commentary
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
C’est tout à fait vrai, les indiens sont très sales et sur la planète entière. C’est une invasion.
C’est tout à fait vrai, les indiens sont très sales et sur la planète entière. C’est une invasion.
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.7778623
Insult0.6675394
Profanity0.2847897
Threat0.02682521
Severe Toxicity0.641557
Toxic 0.74954444 Moderate Con 0.31 Identity Attack Insult Unverified_Claim
Feb 15, 2026 Inside Canada's Indian Invasion...
That guy with the bike saying african cultures is not against r**pe and that african IQ is below people with down syndrome is a FULL BLOWN RACIST.
That guy with the bike saying african cultures is not against r**pe and that african IQ is below people with down syndrome is a FULL BLOWN RACIST.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.67254376
Profanity0.48510036
Threat0.030969119
Severe Toxicity0.35368225
Toxic 0.74954444 Low Con 0.19 Identity Attack Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Im a single mother and have a part time job...can't get a second because all the jobs here in town are filled up with Indian immigrants....and I can't even get accepted for welfare to help …
Im a single mother and have a part time job...can't get a second because all the jobs here in town are filled up with Indian immigrants....and I can't even get accepted for welfare to help me pay for things because all the immigrants are flooding the welfare system. Years ago I would be able to be approved even if I made $1,400 a month.... But now I'm making literally half that a month and I'm still not getting approved..... These fucking immigrants need to go.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.58196646
Profanity0.66405153
Threat0.06238277
Severe Toxicity0.34938923
Toxic 0.74954444 Constructive 0.537 Identity Attack Insult Personal_Narrative
Sep 11, 2025 Why Canadians Are Turning Against …
9:01 They walk naked This man is walking half ass naked himself 😂
9:01 They walk naked This man is walking half ass naked himself 😂
Inside Canada's Indian Metropolis (Brampton) · 78: Cluster #77
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.35161978
Profanity0.5150164
Threat0.1338057
Severe Toxicity0.34954423
Toxic 0.74954444 Low Con 0.165
Dec 4, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
It must smell like utter crap there
It must smell like utter crap there
Inside Canada's Indian Invasion... · 65: Cluster #64
Close reading → Discourse → Video sentiment →
Identity Attack0.026207991
Insult0.5362655
Profanity0.6242122
Threat0.0077672824
Severe Toxicity0.040387187
Toxic 0.74954444 Low Con 0.26 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
What do homeless people have to do with Indians? Because we work hard not to be homeless while you waste your time so you are homeless? Blaming Indians it’s not gonna make you any more …
What do homeless people have to do with Indians? Because we work hard not to be homeless while you waste your time so you are homeless? Blaming Indians it’s not gonna make you any more rich get a fucking job
Inside Canada's Indian Metropolis (Brampton) · 135: Cluster #134
Close reading → Video sentiment →
Identity Attack0.4887047
Insult0.49389273
Profanity0.67055607
Threat0.030969119
Severe Toxicity0.30763787
Toxic 0.74954444 Moderate Con 0.329
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Bullshit,immigration started flooding in drug cartels from Lebanon back in 86
Bullshit,immigration started flooding in drug cartels from Lebanon back in 86
How Canada broke its immigration system · 40: Cluster #39
Close reading → Video sentiment →
Identity Attack0.37655997
Insult0.43296707
Profanity0.70864636
Threat0.014220826
Severe Toxicity0.18538254
Toxic 0.74954444 Low Con 0.136
Jun 18, 2025 1 likes How Canada broke its immigration …
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.