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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 42 of 71
Tipical lib bs. Refugees need to stop Illegal need to stop They are letting to many in on taxpayers dime. Making more money than seniors an the disabled. Canadians And no secu check because your …
Tipical lib bs. Refugees need to stop Illegal need to stop They are letting to many in on taxpayers dime. Making more money than seniors an the disabled. Canadians And no secu check because your short staff. Ffs. This is why Canada is becoming a shit hole. You don’t let the fox in hen house then ask questions. Stupid libs.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.42615733
Insult0.7775208
Profanity0.44249827
Threat0.008815889
Severe Toxicity0.11492836
Toxic 0.78711975 Low Con 0.254 Insult
Nov 21, 2025 2 likes Thousands of refugees allowed into …
Indian Hindus are so disgusting
Indian Hindus are so disgusting
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.76079035
Insult0.65129566
Profanity0.39409557
Threat0.035113025
Severe Toxicity0.35368225
Toxic 0.78711975 Low Con 0.25 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
They bring all that caste bullshit and sectarianism with them. Canada is a mess.
They bring all that caste bullshit and sectarianism with them. Canada is a mess.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.50917345
Insult0.6308392
Profanity0.70864636
Threat0.012181788
Severe Toxicity0.2281948
Toxic 0.78711975 Low Con 0.245 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Holy shit you were in cornwall lmao
Holy shit you were in cornwall lmao
Inside Canada's Indian Invasion... · 108: Cluster #107
Close reading → Discourse → Video sentiment →
Identity Attack0.0543092
Insult0.37960073
Profanity0.8089582
Threat0.009256045
Severe Toxicity0.23224458
Toxic 0.78711975 Low Con 0.251 Meta_Commentary
Feb 27, 2026 Inside Canada's Indian Invasion...
These hearings doesnt do shit anyways
These hearings doesnt do shit anyways
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.02439919
Insult0.33896056
Profanity0.85672
Threat0.008168601
Severe Toxicity0.15706694
Toxic 0.78711975 Low Con 0.168
Oct 10, 2025 IRCC Names India in Study …
Mmh white dude on the bike said he hates all African. 😂ain’t non like the typical old white racist trash.
Mmh white dude on the bike said he hates all African. 😂ain’t non like the typical old white racist trash.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.76079035
Insult0.6677319
Profanity0.39498812
Threat0.019573374
Severe Toxicity0.33047765
Toxic 0.7856813 Low Con 0.277 Identity Attack Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada as fucked themselves a thousand time over. Fraudulent refugees as always been a corrupt process.
Canada as fucked themselves a thousand time over. Fraudulent refugees as always been a corrupt process.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.62169385
Profanity0.6672561
Threat0.023026628
Severe Toxicity0.34993178
Toxic 0.7856813 Low Con 0.182 Identity Attack Insult
Nov 23, 2025 Thousands of refugees allowed into …
The problem with Canada is the shit type people they have running it. Not one of them are fit for the job. And they have been bringing in immigrants in larger numbers to reassure there …
The problem with Canada is the shit type people they have running it. Not one of them are fit for the job. And they have been bringing in immigrants in larger numbers to reassure there votes. Why wouldn't they vote the party in, that brought them in. Over half my pay is tax. How the fuck is that right?
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.39461556
Insult0.58196646
Profanity0.78491896
Threat0.011767523
Severe Toxicity0.23226346
Toxic 0.7856813 Constructive 0.539 Insult Policy_Critique
Sep 10, 2025 Why Canadians Are Turning Against …
The factory I work in is all Indian people and they're racist as all hell. Just had one removed because he wouldn't leave my wife alone. Trying to touch her saying she's going to be …
The factory I work in is all Indian people and they're racist as all hell. Just had one removed because he wouldn't leave my wife alone. Trying to touch her saying she's going to be his. Almost ended the fucker. Doesn't help they all stink like they have never showered before.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5983441
Insult0.6099415
Profanity0.759977
Threat0.108496375
Severe Toxicity0.35368225
Toxic 0.7856813 Constructive 0.579 Identity Attack Insult Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
4:15 yeah that's you guys shitting and junking around 😂😂😂 can't live without fentanyl right?
4:15 yeah that's you guys shitting and junking around 😂😂😂 can't live without fentanyl right?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10409598
Insult0.48627716
Profanity0.6242122
Threat0.04098356
Severe Toxicity0.35368225
Toxic 0.7856813 Low Con 0.225 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadas crap anyway and full off crack heads same uk same USA
Canadas crap anyway and full off crack heads same uk same USA
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6007182
Insult0.71551245
Profanity0.49259362
Threat0.016465442
Severe Toxicity0.349583
Toxic 0.7856813 Low Con 0.138 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Filthy disgusting creatures with no manners no morals !
Filthy disgusting creatures with no manners no morals !
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.11860296
Insult0.7497506
Profanity0.39026237
Threat0.029933142
Severe Toxicity0.23224974
Toxic 0.7856813 Low Con 0.192 Insult Fear_Threat
Feb 9, 2026 3 likes Inside Canada's Indian Invasion...
Canada’s liberal government is destroying our country, mass immigration of indians is destroying Canada. I fucking despise this country now.
Canada’s liberal government is destroying our country, mass immigration of indians is destroying Canada. I fucking despise this country now.
Inside Canada's Indian Invasion... · 289: Cluster #288
Close reading → Discourse → Video sentiment →
Identity Attack0.6853638
Insult0.5678696
Profanity0.6242122
Threat0.059796512
Severe Toxicity0.3493117
Toxic 0.7856813 Moderate Con 0.311 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada is A SHT HOLE
Canada is A SHT HOLE
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.5108175
Insult0.6308392
Profanity0.70864636
Threat0.01238892
Severe Toxicity0.3532795
Toxic 0.7856813 Low Con 0.249 Identity Attack Insult
Nov 23, 2025 Thousands of refugees allowed into …
World: india, get your shit together India: " gorehabba "
World: india, get your shit together India: " gorehabba "
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46050715
Insult0.5130944
Profanity0.7246992
Threat0.09776353
Severe Toxicity0.35368225
Toxic 0.7856813 Low Con 0.099 Insult Humor_Satire
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Cant go to a beach without stepping in hindu shit anymore and call the cops and you get called racist. We should be allowed to rub their noses in it. You act like an animal, …
Cant go to a beach without stepping in hindu shit anymore and call the cops and you get called racist. We should be allowed to rub their noses in it. You act like an animal, we'll treat like one
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5707127
Insult0.6308392
Profanity0.7107322
Threat0.13815513
Severe Toxicity0.35368225
Toxic 0.7856813 Low Con 0.289 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
THE INDIANS HAVE NO MERCY FOR ANYTHING... THEY ARE RUDE AND CHEAP ...
THE INDIANS HAVE NO MERCY FOR ANYTHING... THEY ARE RUDE AND CHEAP ...
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7063701
Insult0.6677319
Profanity0.2980872
Threat0.030278467
Severe Toxicity0.35220072
Toxic 0.7856813 Low Con 0.288 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
#MRG ... bring your shit, know your job 😮.. ty 4 tq BUT no answers 😂 these people are paid by tax dollars ALL OF THEM
#MRG ... bring your shit, know your job 😮.. ty 4 tq BUT no answers 😂 these people are paid by tax dollars ALL OF THEM
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.024801146
Insult0.5130944
Profanity0.70864636
Threat0.025098583
Severe Toxicity0.23225832
Toxic 0.7856813 Low Con 0.248 Insult
Oct 7, 2025 IRCC Names India in Study …
99% White PedoFiles don't wash their A$$hole with water....They R@ped indigenous tribes of Canada, Mexico, New zealand....White PedoFiles are s** traffick!ng minor girls
99% White PedoFiles don't wash their A$$hole with water....They R@ped indigenous tribes of Canada, Mexico, New zealand....White PedoFiles are s** traffick!ng minor girls
Inside Canada's Indian Invasion... · 313: Cluster #312
Close reading → Discourse → Video sentiment →
Identity Attack0.7028837
Insult0.6308392
Profanity0.5318404
Threat0.13815513
Severe Toxicity0.45895407
Toxic 0.7856813 Low Con 0.241 Identity Attack Insult Unverified_Claim
Feb 28, 2026 Inside Canada's Indian Invasion...
that white racist pig doesn't even know anything about the black people. I earn more in Africa than so many whites that I met during my years in China as an expert. Stealing African resources …
that white racist pig doesn't even know anything about the black people. I earn more in Africa than so many whites that I met during my years in China as an expert. Stealing African resources and claiming to be superior.
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.7499929
Insult0.6991143
Profanity0.40929472
Threat0.039947584
Severe Toxicity0.35368225
Toxic 0.7856813 Moderate Con 0.399 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
It's always the same – the lowest of white trash talking the most shit about other races. Some fat old Canadian-born guy, still on a bicycle in his 50s, claiming Indians are dirty and Africans …
It's always the same – the lowest of white trash talking the most shit about other races. Some fat old Canadian-born guy, still on a bicycle in his 50s, claiming Indians are dirty and Africans have IQs below 70. Yet somehow these people are "taking over his country" while he can't even land a job. Not being racist here – he called himself white trash.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.69661283
Insult0.7218519
Profanity0.5013569
Threat0.012440704
Severe Toxicity0.3494667
Toxic 0.7856813 Moderate Con 0.424 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Why does EVERYTHING have to suck nowadays? Even movies suck now
Why does EVERYTHING have to suck nowadays? Even movies suck now
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.04564415
Insult0.46476576
Profanity0.6983885
Threat0.007948523
Severe Toxicity0.1762085
Toxic 0.7856813 Low Con 0.208
Nov 21, 2025 3 likes Thousands of refugees allowed into …
Tyler oliviera ki maa ki chut 100 times Indians we need to be summoned
Tyler oliviera ki maa ki chut 100 times Indians we need to be summoned
Inside Canada's Indian Invasion... · 310: Cluster #309
Close reading → Discourse → Video sentiment →
Identity Attack0.5983441
Insult0.7497506
Profanity0.83974665
Threat0.53875744
Severe Toxicity0.8219337
Toxic 0.7856813 Low Con 0.162 Identity Attack Insult Threat Identity_Assertion
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
Put khalistan in their asshole.
Put khalistan in their asshole.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6637263
Insult0.6798578
Profanity0.759977
Threat0.43137276
Severe Toxicity0.61260825
Toxic 0.7856813 Low Con 0.137 Identity Attack Insult Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Dirty people, gross.
Dirty people, gross.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.26155844
Insult0.7492263
Profanity0.39409557
Threat0.010757755
Severe Toxicity0.16960317
Toxic 0.7856813 Low Con 0.244 Insult Identity_Assertion
Jan 17, 2026 5 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.