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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 43 of 71
Wiping your butt after pooping is not dirty in USA @tyler 😭🤣😭🤣
Wiping your butt after pooping is not dirty in USA @tyler 😭🤣😭🤣
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.23998553
Insult0.44126466
Profanity0.6528205
Threat0.13566011
Severe Toxicity0.39194742
Toxic 0.7856813 Low Con 0.254 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
These indians are the worst individuals in Canada! Tyler retard, can you do a better job in showing how bad they are!just like you!! 😂😂😂
These indians are the worst individuals in Canada! Tyler retard, can you do a better job in showing how bad they are!just like you!! 😂😂😂
Inside Canada's Indian Invasion... · 276: Cluster #275
Close reading → Discourse → Video sentiment →
Identity Attack0.69783735
Insult0.6991143
Profanity0.36230123
Threat0.02440793
Severe Toxicity0.35368225
Toxic 0.7856813 Low Con 0.208 Identity Attack Insult Identity_Assertion
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
Btw that guy Sidhu is probably on his way back to India, he's fucked 😂
Btw that guy Sidhu is probably on his way back to India, he's fucked 😂
Inside Canada's Indian Invasion... · 62: Cluster #61
Close reading → Discourse → Video sentiment →
Identity Attack0.40713623
Insult0.4962726
Profanity0.7181329
Threat0.040638234
Severe Toxicity0.35368225
Toxic 0.7856813 Low Con 0.265 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Also they have been here for more than 3 years but their accent is still shiit 😂😂😂
Also they have been here for more than 3 years but their accent is still shiit 😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.11860296
Insult0.5101222
Profanity0.6643082
Threat0.012026439
Severe Toxicity0.23226003
Toxic 0.7856813 Low Con 0.253 Insult Humor_Satire
Feb 16, 2026 4 likes Inside Canada's Indian Invasion...
Im also a carpenter that used to build appartments for them and everytine time one of them move out we had to basically renovated there appartments there was alway one wall covered in there snot …
Im also a carpenter that used to build appartments for them and everytine time one of them move out we had to basically renovated there appartments there was alway one wall covered in there snot that had to be removed fucking disgusting the worst people
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.11860296
Insult0.57566804
Profanity0.71218073
Threat0.061089642
Severe Toxicity0.34942797
Toxic 0.7856813 Moderate Con 0.47 Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
What a shithole LOL.
What a shithole LOL.
Inside Canada's Indian Metropolis (Brampton) · 201: Cluster #200
Close reading → Video sentiment →
Identity Attack0.0440973
Insult0.57566804
Profanity0.77181685
Threat0.00967031
Severe Toxicity0.232236
Toxic 0.7856813 Low Con 0.194 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
That white trash, has insult all Africa.
That white trash, has insult all Africa.
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.7406625
Insult0.64537907
Profanity0.41503602
Threat0.022853967
Severe Toxicity0.31334782
Toxic 0.7856813 Low Con 0.146 Identity Attack Insult Identity_Assertion
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
Its so fucking tiring… I dont mind them, they are mostly chill folks buts its just TOO FUCKING MANY. Even on the dating apps half females in TO are Poojas. Bruh Ive moved to Canada …
Its so fucking tiring… I dont mind them, they are mostly chill folks buts its just TOO FUCKING MANY. Even on the dating apps half females in TO are Poojas. Bruh Ive moved to Canada for diversity not to live in little India
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.47384647
Profanity0.80158395
Threat0.013424582
Severe Toxicity0.35368225
Toxic 0.7856813 Moderate Con 0.492 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
What a sad guy you are. Grow up and make real content instead of spreading racism. Pathetic.
What a sad guy you are. Grow up and make real content instead of spreading racism. Pathetic.
Inside Canada's Indian Invasion... · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.057037655
Insult0.7967344
Profanity0.22792831
Threat0.010084574
Severe Toxicity0.023293832
Toxic 0.7856813 Low Con 0.14 Insult Meta_Commentary
Feb 12, 2026 5 likes Inside Canada's Indian Invasion...
@pwilla Fkface beatch having a mental breakdown under comments thinking anyone who hates their restarded arse is a muslim. I am never a muslim, only pwilla and his modr is forever muslim.
@pwilla Fkface beatch having a mental breakdown under comments thinking anyone who hates their restarded arse is a muslim. I am never a muslim, only pwilla and his modr is forever muslim.
Inside Canada's Indian Invasion... · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.67735565
Profanity0.64657205
Threat0.07476458
Severe Toxicity0.45895407
Toxic 0.7856813 Low Con 0.245 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Imagine leaving your shithole of a country just to find a bunch of your countrymen turning your adopted nation into the shithole you left. Wild.
Imagine leaving your shithole of a country just to find a bunch of your countrymen turning your adopted nation into the shithole you left. Wild.
Inside Canada's Indian Invasion... · 101: Cluster #100
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.6149945
Profanity0.764141
Threat0.012958534
Severe Toxicity0.3493117
Toxic 0.7856813 Low Con 0.209 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
India is a very diverse country they are mostly from one specific state not the whole of India. And stop being racist fuxks.
India is a very diverse country they are mostly from one specific state not the whole of India. And stop being racist fuxks.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4006267
Insult0.65865606
Profanity0.7181329
Threat0.013631714
Severe Toxicity0.3493117
Toxic 0.7856813 Moderate Con 0.302 Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
You think the cold would keep the idiots out
You think the cold would keep the idiots out
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.057492398
Insult0.7657292
Profanity0.45448917
Threat0.014220826
Severe Toxicity0.02402156
Toxic 0.7856813 Low Con 0.211 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
He’s a loser he’s got egg on his face you need to punish him
He’s a loser he’s got egg on his face you need to punish him
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.099072486
Insult0.7497506
Profanity0.38483799
Threat0.49142194
Severe Toxicity0.23224801
Toxic 0.78207105 Low Con 0.202 Insult
Dec 9, 2025 IRCC Names India in Study …
Indians are horrible
Indians are horrible
Inside Canada's Indian Invasion... · 70: Cluster #69
Close reading → Discourse → Video sentiment →
Identity Attack0.7856228
Insult0.6120431
Profanity0.39409557
Threat0.02181799
Severe Toxicity0.3493117
Toxic 0.78207105 Moderate Con 0.363 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
man these videos are irritating. GUYS the government doesnt give a damn if the new immigrants assimilate.... THEY ARE AFTER THE immigrants CHILDREN! the ones that will be born here and go through the Canadian …
man these videos are irritating. GUYS the government doesnt give a damn if the new immigrants assimilate.... THEY ARE AFTER THE immigrants CHILDREN! the ones that will be born here and go through the Canadian brainwash system. The birth rate is at 1.4 it needs to be at 2.1 thats why they NEED indians, INDIANS have MASSIVE FAMILIES thats exactly what the government is after., AND whites saying they are a minority? THEY make up 70% of canada Indians make up 7% THE hell you imbeciles talking about minority LMAO.
Inside Canada's Indian Metropolis (Brampton) · 60: Cluster #59
Close reading → Video sentiment →
Identity Attack0.5498214
Insult0.6336687
Profanity0.5013569
Threat0.100830056
Severe Toxicity0.44787344
Toxic 0.78207105 Moderate Con 0.334 Identity Attack Insult
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
@pwilla everytime you use '🖕🏻' emoji yhor brownhole and yhor modrs vegne bloat foooked and graped by me 🖕🏻🖕🏻🖕🏻 keep crying and see my reply in my channel bot pjeet. Only yall can never do …
@pwilla everytime you use '🖕🏻' emoji yhor brownhole and yhor modrs vegne bloat foooked and graped by me 🖕🏻🖕🏻🖕🏻 keep crying and see my reply in my channel bot pjeet. Only yall can never do anything weak beta male I already tracked yo beatch ahh location now yho ahh will be greped endlessly along with yho modr and Yor kkurryhole can only🖕🏻 and do whatever bs with yoself and yo restarded 304 modr ever , can never even touch anyone irl. 🖕🏻🖕🏻🖕🏻♾️ keep crying bot
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36598656
Insult0.65865606
Profanity0.5724795
Threat0.44942492
Severe Toxicity0.61260825
Toxic 0.78207105 Moderate Con 0.316 Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
It's a shame that they turned to Canada into a shithole.
It's a shame that they turned to Canada into a shithole.
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.50125694
Insult0.6308392
Profanity0.70864636
Threat0.009359611
Severe Toxicity0.17926651
Toxic 0.78207105 Low Con 0.288 Identity Attack Insult
Nov 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Dangerous and stupid.
Dangerous and stupid.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 84: Cluster #83
Close reading → Discourse → Video sentiment →
Identity Attack0.010729378
Insult0.7298119
Profanity0.39409557
Threat0.010964886
Severe Toxicity0.023076924
Toxic 0.78207105 Low Con 0.255 Insult Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
These disgusting pigs have taken over my country! They are treated amazingly by our spineless government while the true indigenous Indian population is totally neglected and live in poverty on reserves. I am disgusted by …
These disgusting pigs have taken over my country! They are treated amazingly by our spineless government while the true indigenous Indian population is totally neglected and live in poverty on reserves. I am disgusted by what I see. These people are disrespectful and foul smelling pigs!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.755201
Profanity0.39670458
Threat0.035113025
Severe Toxicity0.3498543
Toxic 0.78207105 Moderate Con 0.388 Identity Attack Insult
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Thank God I don't live in that shithole.
Thank God I don't live in that shithole.
Inside Canada's Indian Invasion... · 57: Cluster #56
Close reading → Discourse → Video sentiment →
Identity Attack0.06476828
Insult0.4555076
Profanity0.8326356
Threat0.009281937
Severe Toxicity0.16496792
Toxic 0.78207105 Moderate Con 0.378 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Blackburn uk or Brampton Canada same shit
Blackburn uk or Brampton Canada same shit
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.45758462
Profanity0.8186401
Threat0.010938995
Severe Toxicity0.22513679
Toxic 0.78207105 Low Con 0.281 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
5:27 bro said Africans are dumber then down syndrome
5:27 bro said Africans are dumber then down syndrome
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.7207808
Insult0.6675394
Profanity0.41436642
Threat0.028379176
Severe Toxicity0.34938923
Toxic 0.78207105 Low Con 0.207 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Um the guy on the bike was a POS I know not to take my black ass to Canada
Um the guy on the bike was a POS I know not to take my black ass to Canada
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.50440645
Profanity0.6643082
Threat0.021645326
Severe Toxicity0.18844056
Toxic 0.78207105 Moderate Con 0.389 Identity Attack Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Let's not kid ourselves that Diab is the only CLUELESS Immigration Minister we've had under the Fiberals. They have ALL been incredibly stupid, rude and destructive.
Let's not kid ourselves that Diab is the only CLUELESS Immigration Minister we've had under the Fiberals. They have ALL been incredibly stupid, rude and destructive.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.21668483
Insult0.7967344
Profanity0.352205
Threat0.011405042
Severe Toxicity0.030523606
Toxic 0.78207105 Moderate Con 0.313 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
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.