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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 52 of 71
man this video is so racist. You better get the fuk out Canada we don’t want you here with your replacement theories. Canada is a multicultural and diverse nation. Stay south of the border and …
man this video is so racist. You better get the fuk out Canada we don’t want you here with your replacement theories. Canada is a multicultural and diverse nation. Stay south of the border and don’t mess with our life here. remeber whites also came from abroad including you or your ancestors
Inside Canada's Indian Invasion... · 60: Cluster #59
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5678696
Profanity0.6001929
Threat0.05236103
Severe Toxicity0.35368225
Toxic 0.76197964 Moderate Con 0.437 Identity Attack Insult Moral_Argument
Jan 30, 2026 2 likes Inside Canada's Indian Invasion...
OMG,like today, i was in the park, and this old white man told me my music is too loud .He was like really,really old.He was like between 35 and 40. He was like telling me …
OMG,like today, i was in the park, and this old white man told me my music is too loud .He was like really,really old.He was like between 35 and 40. He was like telling me my music is too loud.So i tell him to go "FUCK HIM HIMSELF." It's so rude to tell someone to turn their music down.OMG ,like raaalley!!!!
Why Canadians Are Turning Against Immigrants. · 53: Cluster #52
Close reading → Discourse → Video sentiment →
Identity Attack0.39677486
Insult0.47630358
Profanity0.70864636
Threat0.09929679
Severe Toxicity0.35368225
Toxic 0.76197964 Constructive 0.509 Humor_Satire
Aug 26, 2025 Why Canadians Are Turning Against …
People like them who are idiots committing frauds make all other Indians look bad! (The ones who are born and raised in Canada and the ones who actually come to Canada to work their aşś …
People like them who are idiots committing frauds make all other Indians look bad! (The ones who are born and raised in Canada and the ones who actually come to Canada to work their aşś off to make ends meet) It’s a real piss off! The ones who help them commit fraud are a disgrace to ALL INDIANS! I’m glad this is coming to light
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.47178617
Insult0.7762574
Profanity0.41081807
Threat0.01698343
Severe Toxicity0.18538254
Toxic 0.76197964 Constructive 0.508 Insult Moral_Argument
Oct 2, 2025 IRCC Names India in Study …
Yes ofc Canada like other countries are being used by indian people. And a hell of a lot of them come here to take advantage of Canadian rites!. WTF y u leaving india in the …
Yes ofc Canada like other countries are being used by indian people. And a hell of a lot of them come here to take advantage of Canadian rites!. WTF y u leaving india in the 1st place? There in lies the answer. You people that use/abuse/neglect/ mistreat/ Canadian hospitality are trash, worthless lying scum sucking pukes! Regardless of what Canadian governments say, we will just fine w/o taking criminals,scumbags, worthless pieces of shit. Growing a more populous environment is useless. We don't need more people, we need the people here and now to just do there share in making YOUR country respected. If you cant oblige to that simple respect, GTFO.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.71120167
Profanity0.57236236
Threat0.04132889
Severe Toxicity0.44787344
Toxic 0.76197964 Moderate Con 0.354 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
So half the country benefits, and the benefit from the cut is laughable. Stop voting for this stupidity
So half the country benefits, and the benefit from the cut is laughable. Stop voting for this stupidity
Canada’s new rules in 2026 · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.012842959
Insult0.7497506
Profanity0.29209393
Threat0.00899713
Severe Toxicity0.021935565
Toxic 0.76197964 Low Con 0.17 Insult Policy_Critique
Jan 14, 2026 Canada’s new rules in 2026
Indian immigrants deserve to be pissed on !
Indian immigrants deserve to be pissed on !
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6778536
Insult0.5678696
Profanity0.4819111
Threat0.3993542
Severe Toxicity0.35368225
Toxic 0.76197964 Low Con 0.205 Identity Attack Insult Fear_Threat
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
First-generation immigrant and been here for 32yrs. Loved Canada but now wait to get the hell out of here. Law and tax only apply to the middle and upper middle class. I refuse to pay …
First-generation immigrant and been here for 32yrs. Loved Canada but now wait to get the hell out of here. Law and tax only apply to the middle and upper middle class. I refuse to pay anymore tax to support these garbage😢. F-ck Liberal and their voters.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.44690517
Insult0.67254376
Profanity0.6242122
Threat0.039947584
Severe Toxicity0.2322566
Toxic 0.76197964 Moderate Con 0.445 Insult
Sep 6, 2025 1 likes Why Canadians Are Turning Against …
I'd rather have Indians in the United States than the damn Islam's..
I'd rather have Indians in the United States than the damn Islam's..
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.6990888
Insult0.54471385
Profanity0.64657205
Threat0.036839653
Severe Toxicity0.29050803
Toxic 0.76197964 Moderate Con 0.369 Identity Attack Insult Identity_Assertion
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
Elbows up love the fact that they are erasing canadian culter for indian culture in 150 years canada will be 10 percent white good job assholes
Elbows up love the fact that they are erasing canadian culter for indian culture in 150 years canada will be 10 percent white good job assholes
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.6675394
Profanity0.62717754
Threat0.0824309
Severe Toxicity0.34977677
Toxic 0.76197964 Low Con 0.166 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Reflective vest guy is fucking based
Reflective vest guy is fucking based
Inside Canada's Indian Invasion... · 183: Cluster #182
Close reading → Discourse → Video sentiment →
Identity Attack0.030691283
Insult0.34782293
Profanity0.84506536
Threat0.00899713
Severe Toxicity0.16960317
Toxic 0.76197964 Low Con 0.277 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Disgusting hindu's ruined this country.
Disgusting hindu's ruined this country.
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.71720207
Insult0.6675394
Profanity0.39498812
Threat0.13815513
Severe Toxicity0.35515398
Toxic 0.76197964 Low Con 0.232 Identity Attack Insult Identity_Assertion
Aug 31, 2025 Why Canadians Are Turning Against …
what a sh*t-hole
what a sh*t-hole
Inside Canada's Indian Metropolis (Brampton) · 201: Cluster #200
Close reading → Video sentiment →
Identity Attack0.035589635
Insult0.5588244
Profanity0.73341435
Threat0.01086132
Severe Toxicity0.23226519
Toxic 0.76197964 Low Con 0.148 Insult
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
This was never a white country. It was brown natives first. Then the jews came and raped and murdered them and brought different cultures here to fight each other so they can keep control. Use …
This was never a white country. It was brown natives first. Then the jews came and raped and murdered them and brought different cultures here to fight each other so they can keep control. Use your brains dumbass goy.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.66500133
Profanity0.55356324
Threat0.34876925
Severe Toxicity0.35368225
Toxic 0.76197964 Low Con 0.175 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Yo! They are a disgrace to our society! Even in the UK! They’re worse in Canada bc we tolerate their shiit! Time to stop that!!
Yo! They are a disgrace to our society! Even in the UK! They’re worse in Canada bc we tolerate their shiit! Time to stop that!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.34649673
Insult0.65129566
Profanity0.62717754
Threat0.020091362
Severe Toxicity0.2281948
Toxic 0.76197964 Moderate Con 0.378 Insult Identity_Assertion
Feb 16, 2026 3 likes Inside Canada's Indian Invasion...
Canada and quebec has become a shithole thanks to the immigration hate canada so much
Canada and quebec has become a shithole thanks to the immigration hate canada so much
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.61794597
Profanity0.6001929
Threat0.012492486
Severe Toxicity0.23224458
Toxic 0.76197964 Low Con 0.204 Identity Attack Insult
Sep 8, 2025 Why Canadians Are Turning Against …
My advice isn't as a professional but it's common sense don't go to the States now not while the orange clown is in power
My advice isn't as a professional but it's common sense don't go to the States now not while the orange clown is in power
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00043318034
Insult0.729187
Profanity0.0009640704
Threat0.00014509214
Severe Toxicity0.0000103186985
Toxic 0.7587124 Insult
Dec 12, 2025 1 likes
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...
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)
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 …
That shit whack bro dafuq 😅
That shit whack bro dafuq 😅
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.028418748
Insult0.36193377
Profanity0.844891
Threat0.012130005
Severe Toxicity0.21290472
Toxic 0.7570315 Low Con 0.257 Humor_Satire
Jan 28, 2026 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...
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...
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 …
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...
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.