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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 140 of 1230
Grandpa carney the 12 e t a r d with the posture of a 90 year old and the face of a stroke victim 😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
Grandpa carney the 12 e t a r d with the posture of a 90 year old and the face of a stroke victim 😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
New rules, regulations take effect across Canada · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.1294935
Insult0.5145894
Profanity0.3547165
Threat0.064969026
Severe Toxicity0.16960317
Moderate 0.5721988 Low Con 0.181 Insult
Jan 3, 2026 1 likes New rules, regulations take effect …
Ok she talks about Vietnamese boat people on the 60s ... did they receive 50k too? Ridiculous
Ok she talks about Vietnamese boat people on the 60s ... did they receive 50k too? Ridiculous
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.09162762
Insult0.62169385
Profanity0.16822512
Threat0.008841781
Severe Toxicity0.013995127
Moderate 0.5721988 Moderate Con 0.344 Insult
Apr 29, 2018 6 likes How much do refugees and …
""CANADIAN GOV IS SO MESSED UP"" Reson as all watched. And my reason is I tried to stop some family from moving here using FAKE FRAUDULENT documents few years back but guess what THOSE F*****S …
""CANADIAN GOV IS SO MESSED UP"" Reson as all watched. And my reason is I tried to stop some family from moving here using FAKE FRAUDULENT documents few years back but guess what THOSE F*****S are here and I blame the GOV for not doing their due diligence and especially when I wrote multiple emails to the immigrations FRAUDULENT department more then once and when these ppl moved here it was like slap in the face.. THANK YOU CANADA
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.35299334
Insult0.5130944
Profanity0.43744424
Threat0.27637172
Severe Toxicity0.16960317
Moderate 0.5721988 Constructive 0.55 Insult Personal_Narrative
Sep 6, 2025 3 likes Why Canadians Are Turning Against …
Most Indi*n scammers you meet are from Punj*b. They mostly earn from esco*ts website by exploiting ho*ny guys. They pose as esco*ts and take money in advance and never turns up. Of course they are …
Most Indi*n scammers you meet are from Punj*b. They mostly earn from esco*ts website by exploiting ho*ny guys. They pose as esco*ts and take money in advance and never turns up. Of course they are not alone but there are Pakist*nis as well. They are actually cousins with different religions.
Inside Canada's Indian Invasion... · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.563347
Profanity0.49259362
Threat0.13178273
Severe Toxicity0.35368225
Moderate 0.5721988 Constructive 0.528 Identity Attack Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
It's about damn time Bramladesh gets exposed!
It's about damn time Bramladesh gets exposed!
Inside Canada's Indian Invasion... · 81: Cluster #80
Close reading → Discourse → Video sentiment →
Identity Attack0.12556632
Insult0.3393024
Profanity0.57488567
Threat0.046541955
Severe Toxicity0.02604016
Moderate 0.5721988 Low Con 0.267 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I hate this country so much
I hate this country so much
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.50515604
Insult0.26957804
Profanity0.29053202
Threat0.029069828
Severe Toxicity0.024631912
Moderate 0.5721988 Moderate Con 0.387 Identity Attack
Oct 1, 2025 IRCC Names India in Study …
i live in Mississauga near Brampton and there are parks here where they tell you not to shit in the parks we never had that before
i live in Mississauga near Brampton and there are parks here where they tell you not to shit in the parks we never had that before
Inside Canada's Indian Invasion... · 151: Cluster #150
Close reading → Discourse → Video sentiment →
Identity Attack0.053854458
Insult0.29855028
Profanity0.67055607
Threat0.009851551
Severe Toxicity0.02406851
Moderate 0.5721988 Moderate Con 0.48 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
So sad what's happening in this country with these criminals scumbag government,I only lived here for 15 years but what I see happening is beyond belief
So sad what's happening in this country with these criminals scumbag government,I only lived here for 15 years but what I see happening is beyond belief
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.22063516
Insult0.6120431
Profanity0.35094926
Threat0.011353259
Severe Toxicity0.02411546
Moderate 0.5721988 Moderate Con 0.462 Insult Personal_Narrative
Aug 27, 2025 9 likes Why Canadians Are Turning Against …
Where do you think Call center frauds originated??? It’s INDIA!! 😂😂😂😂 Hindu indians must be banned from entering Canda
Where do you think Call center frauds originated??? It’s INDIA!! 😂😂😂😂 Hindu indians must be banned from entering Canda
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Video sentiment →
Identity Attack0.6007182
Insult0.39297962
Profanity0.20483992
Threat0.04686524
Severe Toxicity0.16960317
Moderate 0.5721988 Low Con 0.173 Identity Attack
Oct 1, 2025 2 likes IRCC Names India in Study …
Immigration levels should be zero until we deport all the illegals in the country and so-called a silent claimers and students who is visas have expired and then we should go back to bringing an …
Immigration levels should be zero until we deport all the illegals in the country and so-called a silent claimers and students who is visas have expired and then we should go back to bringing an immigrants according to their value to our society not the scum of the earth that we're taking in now
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5739874
Profanity0.2801717
Threat0.037530303
Severe Toxicity0.02430326
Moderate 0.5716857 Moderate Con 0.328 Insult Policy_Critique
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
less indians in canada is a good thing
less indians in canada is a good thing
2.9 million Canadian temporary visas expire in 2025-2026 · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.344702
Profanity0.18663849
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.5716857 Low Con 0.212 Identity Attack Identity_Assertion
Jan 15, 2026 2 likes 2.9 million Canadian temporary visas …
8:33 polish dude is f up. He is definitely a criminal. Poland is more safe than any country in the world.
8:33 polish dude is f up. He is definitely a criminal. Poland is more safe than any country in the world.
Inside Canada's Indian Metropolis (Brampton) · 82: Cluster #81
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.48675314
Profanity0.36230123
Threat0.039256934
Severe Toxicity0.1465323
Moderate 0.5716857 Moderate Con 0.351 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I've been against Muslim immigrants for 30 years. I read the sick Quron early.
I've been against Muslim immigrants for 30 years. I read the sick Quron early.
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.6220118
Insult0.47384647
Profanity0.17241211
Threat0.013579931
Severe Toxicity0.03680043
Moderate 0.5716857 Moderate Con 0.438 Identity Attack
Aug 25, 2025 Why Canadians Are Turning Against …
Disgusting shell of a country!
Disgusting shell of a country!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.37082586
Insult0.5678696
Profanity0.22592722
Threat0.009411395
Severe Toxicity0.023599008
Moderate 0.5716857 Low Con 0.188 Insult
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada government is so sicking we hate the government
Canada government is so sicking we hate the government
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4054415
Insult0.563347
Profanity0.1765991
Threat0.014220826
Severe Toxicity0.023076924
Moderate 0.5716857 Low Con 0.258 Insult Policy_Critique
Sep 8, 2025 Why Canadians Are Turning Against …
birth rate is non-sense! all white national homelands have been attacked, UK, USA, Australia, New Zealand ... flooded with migrants, wake the fuc up people,
birth rate is non-sense! all white national homelands have been attacked, UK, USA, Australia, New Zealand ... flooded with migrants, wake the fuc up people,
Why Canadians Are Turning Against Immigrants. · 8: Cluster #7
Close reading → Video sentiment →
Identity Attack0.5039629
Insult0.47273466
Profanity0.4840093
Threat0.049128212
Severe Toxicity0.12019568
Moderate 0.5716857 Low Con 0.185 Identity Attack
Aug 28, 2025 Why Canadians Are Turning Against …
I welcome immigrants as long as they keep their garbage in the old country. That's why your here.
I welcome immigrants as long as they keep their garbage in the old country. That's why your here.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.54471385
Profanity0.2356715
Threat0.009463178
Severe Toxicity0.023599008
Moderate 0.5716857 Moderate Con 0.388 Identity Attack Insult
Aug 29, 2025 Why Canadians Are Turning Against …
😡 So disgusting! 🤢🤮😡 Civil war is the only way out of this insane mess thekberals have put us in.
😡 So disgusting! 🤢🤮😡 Civil war is the only way out of this insane mess thekberals have put us in.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.5130944
Profanity0.2395431
Threat0.44185185
Severe Toxicity0.16960317
Moderate 0.5716857 Low Con 0.215 Insult
Nov 21, 2025 1 likes Thousands of refugees allowed into …
diablo is a Lebanese skank and should be investigated and deported back to the assylum in lebanon
diablo is a Lebanese skank and should be investigated and deported back to the assylum in lebanon
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 11: Cluster #10
Close reading → Discourse → Video sentiment →
Identity Attack0.5108175
Insult0.5130944
Profanity0.38845423
Threat0.24484909
Severe Toxicity0.20067264
Moderate 0.5716857 Low Con 0.113 Identity Attack Insult Unverified_Claim
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
India is the dirtiest country in the world. A lot of people don't take daily baths
India is the dirtiest country in the world. A lot of people don't take daily baths
Inside Canada's Indian Metropolis (Brampton) · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.47384647
Profanity0.3051381
Threat0.012647836
Severe Toxicity0.16960317
Moderate 0.5716857 Moderate Con 0.306 Identity Attack Unverified_Claim
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Dirty people
Dirty people
Inside Canada's Indian Invasion... · 322: Cluster #321
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.5678696
Profanity0.3320008
Threat0.008867673
Severe Toxicity0.023076924
Moderate 0.5716857 Moderate Con 0.377 Insult Identity_Assertion
Feb 26, 2026 Inside Canada's Indian Invasion...
5:27 “rape is in their culture” well maybe lets look at the catholic church or rich white people
5:27 “rape is in their culture” well maybe lets look at the catholic church or rich white people
Inside Canada's Indian Invasion... · 95: Cluster #94
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.3388922
Profanity0.33954415
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.5716857 Low Con 0.163 Identity Attack Moral_Argument
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
At this point. We need trump. 😢just make us the 51st state. One flight to Florida? Trump getting shit done? I’m in!
At this point. We need trump. 😢just make us the 51st state. One flight to Florida? Trump getting shit done? I’m in!
IRCC Names India in Study Permit Fraud | … · 112: Cluster #111
Close reading → Video sentiment →
Identity Attack0.045901958
Insult0.40243408
Profanity0.6069483
Threat0.013579931
Severe Toxicity0.023458159
Moderate 0.5716857 Moderate Con 0.409
Oct 21, 2025 1 likes IRCC Names India in Study …
Wow, What a 'hot take'. 🙄There are assholes everywhere - So when the country increases immigration massively, Canada will see an influx of both amazing people AND assholes. Reducing it to a race issue is …
Wow, What a 'hot take'. 🙄There are assholes everywhere - So when the country increases immigration massively, Canada will see an influx of both amazing people AND assholes. Reducing it to a race issue is so reductive and incredibly ignorant. This is a complex issue - most communities are suffering from a lack of infrastructure and planning with the sudden mass immigration that's happened. Let me also remind you - Canada is a MULTICULTURAL country, with most of it being TREATY LAND. Which means that at one point, us or our ancestors were the assholes who came here and didn't assimilate. If you're not ready to have some grace and embrace people individually, feel free to move down to that melting pot you're so fond of.
Inside Canada's Indian Invasion... · 41: Cluster #40
Close reading → Discourse → Video sentiment →
Identity Attack0.26833034
Insult0.56997263
Profanity0.41375932
Threat0.011146127
Severe Toxicity0.09912638
Moderate 0.5716857 Constructive 0.702 Insult Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
White people being white Seriously get lost
White people being white Seriously get lost
Inside Canada's Indian Metropolis (Brampton) · 30: Cluster #29
Close reading → Video sentiment →
Identity Attack0.6007182
Insult0.40243408
Profanity0.26463717
Threat0.31092548
Severe Toxicity0.16960317
Moderate 0.5716857 Low Con 0.242 Identity Attack
Jan 5, 2026 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.