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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: 0.5 – 1 4,704 comments · Page 96 of 189
Indians can't help it if you €₹@€ke₹$ are too lazy to work and keep their country functional. The reason business owners prefer hiring Indians we are simply better at doing the job, and don't act …
Indians can't help it if you €₹@€ke₹$ are too lazy to work and keep their country functional. The reason business owners prefer hiring Indians we are simply better at doing the job, and don't act entitled. You want Canadians to keep jobs in Canada, simply work harder stop crying like a little bitch about everything and be a good employee. Or get of your arse and start a business. You are not unemployed because you are being discriminated against, you are simply being outcompeted by people willing to work harder. The harsh truth of life.
Inside Canada's Indian Invasion... · 179: Cluster #178
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.62169385
Profanity0.5188411
Threat0.021472665
Severe Toxicity0.20984669
Moderate 0.6426206 Moderate Con 0.339 Insult Economic_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Criminals on student Visa hasn’t been charged because the Judge thinks that will affect them to obtain the Residency in Canada, that’s how stupid Justice system is right now.
Criminals on student Visa hasn’t been charged because the Judge thinks that will affect them to obtain the Residency in Canada, that’s how stupid Justice system is right now.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.052490227
Insult0.6798578
Profanity0.2347036
Threat0.0089712385
Severe Toxicity0.01896597
Moderate 0.6426206 Low Con 0.286 Insult Unverified_Claim
Sep 29, 2025 1 likes IRCC Names India in Study …
Total abuse, most have no patients for immigration after this gong show especially last 5 years of these morons bringing in votes and cheaper compliant labor
Total abuse, most have no patients for immigration after this gong show especially last 5 years of these morons bringing in votes and cheaper compliant labor
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.22631748
Insult0.67254376
Profanity0.3547165
Threat0.010188141
Severe Toxicity0.023076924
Moderate 0.6426206 Low Con 0.271 Insult Policy_Critique
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
What an entirely useless government, useless.
What an entirely useless government, useless.
IRCC Names India in Study Permit Fraud | … · 49: Cluster #48
Close reading → Discourse → Video sentiment →
Identity Attack0.09080041
Insult0.6798578
Profanity0.18233459
Threat0.00948907
Severe Toxicity0.023076924
Moderate 0.6426206 Low Con 0.186 Insult Policy_Critique
Dec 16, 2025 IRCC Names India in Study …
Our government does not give a shit about the Canadians or their values and are allowing these people to destroy our culture or people in our country
Our government does not give a shit about the Canadians or their values and are allowing these people to destroy our culture or people in our country
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.38215697
Insult0.4810288
Profanity0.57488567
Threat0.0347677
Severe Toxicity0.13863131
Moderate 0.6426206 Low Con 0.283 Moral_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
Canada america this countries invaded by whites and now tgey realising i.dian has surpass them in every section 😂so they feeling insecure about thier identify 😂bloody europians😂
Canada america this countries invaded by whites and now tgey realising i.dian has surpass them in every section 😂so they feeling insecure about thier identify 😂bloody europians😂
Inside Canada's Indian Invasion... · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.65625757
Insult0.5332045
Profanity0.36230123
Threat0.057856824
Severe Toxicity0.2733782
Moderate 0.6426206 Low Con 0.228 Identity Attack Insult Identity_Assertion
Feb 3, 2026 Inside Canada's Indian Invasion...
They are dirty people for the most part! They 💩 anywhere in public then don't wipe their 🫏 and walk around like that. 🤮
They are dirty people for the most part! They 💩 anywhere in public then don't wipe their 🫏 and walk around like that. 🤮
Inside Canada's Indian Invasion... · 322: Cluster #321
Close reading → Discourse → Video sentiment →
Identity Attack0.1035157
Insult0.62169385
Profanity0.4044591
Threat0.013010317
Severe Toxicity0.16960317
Moderate 0.6426206 Moderate Con 0.361 Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Blah Blah Blah and what will happen absolutely fuckin nothing Canadian politicians never accomplish anything
Blah Blah Blah and what will happen absolutely fuckin nothing Canadian politicians never accomplish anything
IRCC Names India in Study Permit Fraud | … · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.3817989
Insult0.48228607
Profanity0.55356324
Threat0.013528148
Severe Toxicity0.16960317
Moderate 0.6426206 Low Con 0.097
Oct 1, 2025 1 likes IRCC Names India in Study …
farting to ISLAM and INDIA with wrapped thier head
farting to ISLAM and INDIA with wrapped thier head
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.48627716
Profanity0.42102736
Threat0.41878307
Severe Toxicity0.35368225
Moderate 0.6426206 Low Con 0.189 Identity Attack Unverified_Claim
Feb 22, 2026 Inside Canada's Indian Invasion...
GET THEM ALL OUT NOW before we rise up and slaughter them all! If you know what I know- you'd know it's coming and soon...if you are brown- you will be taken down.
GET THEM ALL OUT NOW before we rise up and slaughter them all! If you know what I know- you'd know it's coming and soon...if you are brown- you will be taken down.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.37506318
Profanity0.27882218
Threat0.60325533
Severe Toxicity0.3532795
Moderate 0.6426206 Moderate Con 0.383 Identity Attack Threat Fear_Threat
Sep 20, 2025 17 likes Inside Canada's Indian Metropolis (Brampton)
Why are these white people so scared of becoming a minority in that city? Are minorities treated bad or something? Is that why they are scared? By the way, the 60-year-old man with the cap …
Why are these white people so scared of becoming a minority in that city? Are minorities treated bad or something? Is that why they are scared? By the way, the 60-year-old man with the cap on backwards saying they pay no taxes, do you pay taxes? It looks like you can't even take care of yourself and pay no taxes yourself. Hypocrite.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.66500133
Profanity0.17101645
Threat0.009204263
Severe Toxicity0.023076924
Moderate 0.6426206 Moderate Con 0.426 Insult
Nov 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They crap on the beaches
They crap on the beaches
Inside Canada's Indian Invasion... · 151: Cluster #150
Close reading → Discourse → Video sentiment →
Identity Attack0.031464707
Insult0.5130944
Profanity0.57236236
Threat0.008893564
Severe Toxicity0.023880709
Moderate 0.6426206 Low Con 0.272 Insult Unverified_Claim
Feb 6, 2026 Inside Canada's Indian Invasion...
Calling them dirty then speaking about loving their food is wild. If they don’t wash their arse do you think they use clean practices in food prep?
Calling them dirty then speaking about loving their food is wild. If they don’t wash their arse do you think they use clean practices in food prep?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.058401883
Insult0.4339631
Profanity0.5365423
Threat0.012854968
Severe Toxicity0.0394905
Moderate 0.6426206 Moderate Con 0.308 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
That’s why we should have spread them out. If you give them an enclave they’re not gonna assimilate. God I fucking hate trudeau.
That’s why we should have spread them out. If you give them an enclave they’re not gonna assimilate. God I fucking hate trudeau.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.2795294
Insult0.48627716
Profanity0.6242122
Threat0.050744623
Severe Toxicity0.15443328
Moderate 0.6426206 Low Con 0.274
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian is the worst. Any elements you name it they are the worst
Indian is the worst. Any elements you name it they are the worst
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.47384647
Profanity0.29209393
Threat0.021645326
Severe Toxicity0.19149859
Moderate 0.6426206 Low Con 0.189 Identity Attack Identity_Assertion
Feb 8, 2026 Inside Canada's Indian Invasion...
Disgusting man even most of us First Nations are sick of this. They come throw there trash everywhere piss when kids are around fish and hunt without a license. Also take the fish when they're …
Disgusting man even most of us First Nations are sick of this. They come throw there trash everywhere piss when kids are around fish and hunt without a license. Also take the fish when they're spawning they don't follow the rules they scam human trafficking everything you can think of fokken disgusting.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.072601855
Insult0.6308392
Profanity0.41255033
Threat0.010472948
Severe Toxicity0.16960317
Moderate 0.6426206 Constructive 0.508 Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
What we have in Vancouver is bad. But holy shit I feel for our Toronto brothers. They definitely have it much worse.
What we have in Vancouver is bad. But holy shit I feel for our Toronto brothers. They definitely have it much worse.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.2823795
Insult0.43158367
Profanity0.70384485
Threat0.010058682
Severe Toxicity0.08332442
Moderate 0.6426206 Moderate Con 0.478
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Canada wake up stop. Group 5 too shop all this shit my god. Canada needs to focus inside.
Canada wake up stop. Group 5 too shop all this shit my god. Canada needs to focus inside.
IRCC Names India in Study Permit Fraud | … · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.14233272
Insult0.46327567
Profanity0.65961236
Threat0.011068452
Severe Toxicity0.06488878
Moderate 0.6426206 Low Con 0.221
Oct 1, 2025 IRCC Names India in Study …
Eating poop? Who eats that, is this guy a madman?
Eating poop? Who eats that, is this guy a madman?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.062039822
Insult0.48313886
Profanity0.5013569
Threat0.012596053
Severe Toxicity0.14389864
Moderate 0.6426206 Low Con 0.183 Humor_Satire
Feb 9, 2026 Inside Canada's Indian Invasion...
“They just have low intelligence.” Honestly, ONE OF US CANADIANS HAS TO FUCKING SAY IT. These liabilities literally leeching through every fibre of Ontario. It’s disgusting. I was also hit by a drunk driver, who …
“They just have low intelligence.” Honestly, ONE OF US CANADIANS HAS TO FUCKING SAY IT. These liabilities literally leeching through every fibre of Ontario. It’s disgusting. I was also hit by a drunk driver, who was an immigrant. They’re great drivers… 🫠🫠 Well enough to ruin my life.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5678696
Profanity0.5013569
Threat0.09929679
Severe Toxicity0.16960317
Moderate 0.6426206 Constructive 0.512 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I am fed up as well too many indians in my Country deport deport deport ... Get them out of here!!! Indians have got to go!!!
I am fed up as well too many indians in my Country deport deport deport ... Get them out of here!!! Indians have got to go!!!
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.46173862
Profanity0.2453505
Threat0.13448004
Severe Toxicity0.23223943
Moderate 0.6426206 Moderate Con 0.434 Identity Attack Identity_Assertion
Sep 8, 2025 Why Canadians Are Turning Against …
Hi, Canadian here... Fucking hate that they are taking over. As a Canadian living abroad in the UK, I've seen the results of a take over, and it is very bad. Edit: 4:54 This is …
Hi, Canadian here... Fucking hate that they are taking over. As a Canadian living abroad in the UK, I've seen the results of a take over, and it is very bad. Edit: 4:54 This is what I mean!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.39966375
Insult0.36798462
Profanity0.64080805
Threat0.018019408
Severe Toxicity0.17926651
Moderate 0.6426206 Constructive 0.685 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Filthy pests. Parasites.Walking turds.
Filthy pests. Parasites.Walking turds.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.22261032
Insult0.6308392
Profanity0.39409557
Threat0.012233571
Severe Toxicity0.16960317
Moderate 0.6426206 Low Con 0.136 Insult Fear_Threat
Feb 10, 2026 Inside Canada's Indian Invasion...
Oh shit, I can just tell what this comment section is gonna be. Not even scrolled down to the comments yet, I wonder if I'll be right?
Oh shit, I can just tell what this comment section is gonna be. Not even scrolled down to the comments yet, I wonder if I'll be right?
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.014551271
Insult0.24928534
Profanity0.776286
Threat0.009540852
Severe Toxicity0.048457388
Moderate 0.6426206 Moderate Con 0.304
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
This is how it works: They don't smuggle you bro❗️ Routine is to bring a female inside in a few hours to wait along with you for crossing. Then their female thieving friend would shout …
This is how it works: They don't smuggle you bro❗️ Routine is to bring a female inside in a few hours to wait along with you for crossing. Then their female thieving friend would shout and scream accusing you of stealing her moneyor touching her inappropriately. In response to which you will get beaten up and they steal all your money and documents They will throw you out knowing that you are scared of them and the cops. They usually pull this shit on Africans.
Inside Canada's Indian Invasion... · 40: Cluster #39
Close reading → Discourse → Video sentiment →
Identity Attack0.54996765
Insult0.489133
Profanity0.61633086
Threat0.3077799
Severe Toxicity0.20067264
Moderate 0.6426206 Moderate Con 0.45 Identity Attack Personal_Narrative
Jan 28, 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.