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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 72 of 189
The politicians and companies want more immigrant cheap wage slave workers. Anyone must be stupid to think governments and corporations actually care about you. 😂
The politicians and companies want more immigrant cheap wage slave workers. Anyone must be stupid to think governments and corporations actually care about you. 😂
Inside Canada's Indian Metropolis (Brampton) · 83: Cluster #82
Close reading → Video sentiment →
Identity Attack0.2964622
Insult0.7090544
Profanity0.30866358
Threat0.011146127
Severe Toxicity0.023599008
Moderate 0.6989911 Low Con 0.141 Insult
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Currently squatting on Steeles Avenue and taking a shit 👳🏾‍♂️
Currently squatting on Steeles Avenue and taking a shit 👳🏾‍♂️
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.015958117
Insult0.26957804
Profanity0.78491896
Threat0.013424582
Severe Toxicity0.05742428
Moderate 0.6989911 Low Con 0.299
Feb 10, 2026 Inside Canada's Indian Invasion...
Almost all Edmonton transit drivers are Indian ....a public service taken over by a group of foreigners taking jobs from Canadians and freezing others out. Also add Tim Hortons ,McDonald's ,a and w ,Walmart,Canadian Tire …
Almost all Edmonton transit drivers are Indian ....a public service taken over by a group of foreigners taking jobs from Canadians and freezing others out. Also add Tim Hortons ,McDonald's ,a and w ,Walmart,Canadian Tire ...this is an takeover and I can't believe Canadians are so stupid as the be blind to what's going on
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.71027446
Profanity0.22723788
Threat0.009566744
Severe Toxicity0.02425631
Moderate 0.6989911 Constructive 0.507 Identity Attack Insult
Oct 1, 2025 IRCC Names India in Study …
DEPORT DEPORT DEPORT + CLOSE THE DAMN BORDER !!!
DEPORT DEPORT DEPORT + CLOSE THE DAMN BORDER !!!
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.46923602
Profanity0.570067
Threat0.13431145
Severe Toxicity0.23224801
Moderate 0.6989911 Low Con 0.15 Call_To_Action
Dec 24, 2025 4 likes Deportations From Canada at Their …
Sad people in east loser criminal so many criminals in liberals government so sad loser people
Sad people in east loser criminal so many criminals in liberals government so sad loser people
IRCC Names India in Study Permit Fraud | … · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.2949366
Insult0.71120167
Profanity0.22213541
Threat0.009955117
Severe Toxicity0.027833538
Moderate 0.6989911 Low Con 0.094 Insult
Sep 28, 2025 IRCC Names India in Study …
I love how this channel doesn't give a fuck. Like promoting free cash scams while "covering" Brampton. Do surrey next😂
I love how this channel doesn't give a fuck. Like promoting free cash scams while "covering" Brampton. Do surrey next😂
Inside Canada's Indian Invasion... · 32: Cluster #31
Close reading → Discourse → Video sentiment →
Identity Attack0.060220852
Insult0.40243408
Profanity0.6919765
Threat0.014048163
Severe Toxicity0.16960317
Moderate 0.6989911 Low Con 0.299 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Full of human sex trafficking by Jews and more. Crimes on Muslims and more.
Full of human sex trafficking by Jews and more. Crimes on Muslims and more.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.46173862
Profanity0.3290656
Threat0.18913531
Severe Toxicity0.27908814
Moderate 0.6989911 Low Con 0.127 Identity Attack Unverified_Claim
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
No we don't they are disgusting. And can't drive ppl hate going anywhere close to durka land .the crime the scamers.. we hate the smell they are rude horrible ppl ... crime and scams
No we don't they are disgusting. And can't drive ppl hate going anywhere close to durka land .the crime the scamers.. we hate the smell they are rude horrible ppl ... crime and scams
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.26494437
Insult0.6798578
Profanity0.2882351
Threat0.031314444
Severe Toxicity0.16960317
Moderate 0.6989911 Moderate Con 0.418 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
30000 a day last year Stop the Liberal trying to get votes. Create the Crisis then spend our money on their Company's to fix the problem they created! Elbows up and it is Trumps fault. …
30000 a day last year Stop the Liberal trying to get votes. Create the Crisis then spend our money on their Company's to fix the problem they created! Elbows up and it is Trumps fault. FOOLS!
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.06522302
Insult0.7497506
Profanity0.22105443
Threat0.011560392
Severe Toxicity0.023076924
Moderate 0.6989911 Low Con 0.204 Insult
Dec 23, 2025 1 likes Deportations From Canada at Their …
the guy on the bike is 100% true except saying we eat poop also tyler you are crazy man
the guy on the bike is 100% true except saying we eat poop also tyler you are crazy man
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.053399716
Insult0.6308392
Profanity0.44133487
Threat0.014738814
Severe Toxicity0.15179962
Moderate 0.6989911 Moderate Con 0.364 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
After almost 8 years of corrupt, tyrannical, incompetent Liberal government under Trudeau, ignorant Canadians have voted for the SAME TYPE of government again. Carney is another Trudeau!! What a bunch of SHEEP!!
After almost 8 years of corrupt, tyrannical, incompetent Liberal government under Trudeau, ignorant Canadians have voted for the SAME TYPE of government again. Carney is another Trudeau!! What a bunch of SHEEP!!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.47178617
Insult0.71120167
Profanity0.12220735
Threat0.0091524795
Severe Toxicity0.027833538
Moderate 0.6989911 Low Con 0.193 Insult
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
This is beyond "just asking questions" Tyler is pathetic
This is beyond "just asking questions" Tyler is pathetic
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.014149316
Insult0.75027496
Profanity0.21673056
Threat0.0072753434
Severe Toxicity0.017933069
Moderate 0.6989911 Low Con 0.227 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
White people are gonna have to fight to keep these retards out!
White people are gonna have to fight to keep these retards out!
Inside Canada's Indian Invasion... · 55: Cluster #54
Close reading → Video sentiment →
Identity Attack0.6458014
Insult0.6336687
Profanity0.46460027
Threat0.13768311
Severe Toxicity0.20678867
Moderate 0.6989911 Low Con 0.205 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Paj€€ts in full force escaping their dipshit hellhole of modi land. #basically
Paj€€ts in full force escaping their dipshit hellhole of modi land. #basically
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5051593
Insult0.6675394
Profanity0.6750904
Threat0.13815513
Severe Toxicity0.50234145
Moderate 0.6989911 Low Con 0.108 Identity Attack Insult
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Breed like rats.
Breed like rats.
Inside Canada's Indian Invasion... · 144: Cluster #143
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.6798578
Profanity0.36230123
Threat0.013579931
Severe Toxicity0.16960317
Moderate 0.6989911 Low Con 0.206 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The eating poop comment had me dying😂😂😂😂😂😂😂😂 There God is half human and half monkey😂😂😂😂😂
The eating poop comment had me dying😂😂😂😂😂😂😂😂 There God is half human and half monkey😂😂😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.2839175
Insult0.44464502
Profanity0.48510036
Threat0.13599728
Severe Toxicity0.35094213
Moderate 0.6989911 Low Con 0.26
Jan 27, 2026 Inside Canada's Indian Invasion...
Better than Islam, but damn. Also English is no longer the main language you hear, It's crazy.
Better than Islam, but damn. Also English is no longer the main language you hear, It's crazy.
Inside Canada's Indian Invasion... · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.5504064
Insult0.46923602
Profanity0.64657205
Threat0.012854968
Severe Toxicity0.16960317
Moderate 0.6989911 Moderate Con 0.362 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Crazy Indian traffickers
Crazy Indian traffickers
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.61794597
Profanity0.4098025
Threat0.03787563
Severe Toxicity0.349738
Moderate 0.6989911 Low Con 0.252 Identity Attack Insult Fear_Threat
Feb 21, 2026 Inside Canada's Indian Invasion...
As a indian not the whole indian only mfs panjabi go to Canada in india punjab is famous for this kind of stereotypes. lot of people only choose to go in Canada If you ask …
As a indian not the whole indian only mfs panjabi go to Canada in india punjab is famous for this kind of stereotypes. lot of people only choose to go in Canada If you ask a punjabi where are you from he doesn't said india they say punjab who the fuck knows punjab .hate that lassies 😅
Inside Canada's Indian Invasion... · 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.5274064
Insult0.5678696
Profanity0.6001929
Threat0.058826666
Severe Toxicity0.3525603
Moderate 0.687436 Constructive 0.532 Identity Attack Insult Personal_Narrative
Feb 26, 2026 Inside Canada's Indian Invasion...
@pwila pjeetpoopeater... His restard brownhole read and understood all the comments graping him and his mom etc...🤣but incoherent copy-paste bot illiterate couldn't form a sentence to reply fast so ran away 🤣 his greped brownhole …
@pwila pjeetpoopeater... His restard brownhole read and understood all the comments graping him and his mom etc...🤣but incoherent copy-paste bot illiterate couldn't form a sentence to reply fast so ran away 🤣 his greped brownhole will comeback after using chatgpt but I will never be here only my channel bio will be, as reply🤣 Not gonna visit this comment section again 🤮🤮🤮 it st!!!nks 👳🏿‍♂️🤡🖕🏻🤡🤮🤮 so disgusting showing their culture in comments 🖕🏻🤡🤮🤮🤮🤮pos resrards Restarteds can get reply from my channel bio though always.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2846865
Insult0.6336687
Profanity0.4370703
Threat0.13815513
Severe Toxicity0.45895407
Moderate 0.687436 Low Con 0.257 Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Der dicke typ mit dem Fahrrad sagt inder sind besser, als Muslime oder Afrikaner dabei sagt der Dreckige Inder was haben die muslime ihm getan ? Achso, lch,, weiß ! Er liebt den dreck ! …
Der dicke typ mit dem Fahrrad sagt inder sind besser, als Muslime oder Afrikaner dabei sagt der Dreckige Inder was haben die muslime ihm getan ? Achso, lch,, weiß ! Er liebt den dreck ! Das muss es sein..dreck Sack .
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5498214
Insult0.67735565
Profanity0.41375932
Threat0.0475118
Severe Toxicity0.45895407
Moderate 0.687436 Low Con 0.292 Identity Attack Insult Identity_Assertion
Feb 13, 2026 Inside Canada's Indian Invasion...
i hate how the government are like sending idiot rurals with 0 civic sense and the ones with criminal records to cannada and its wierd how the government are acting like this isnt a big …
i hate how the government are like sending idiot rurals with 0 civic sense and the ones with criminal records to cannada and its wierd how the government are acting like this isnt a big problem
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.18546575
Insult0.71551245
Profanity0.33453682
Threat0.011353259
Severe Toxicity0.02420936
Moderate 0.687436 Low Con 0.285 Insult Policy_Critique
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Damn to India.If the government doesn’t stop them from entering, they will spread everywhere like a disease
Damn to India.If the government doesn’t stop them from entering, they will spread everywhere like a disease
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5707127
Insult0.5130944
Profanity0.5724795
Threat0.13262562
Severe Toxicity0.35368225
Moderate 0.687436 Low Con 0.221 Identity Attack Insult
Nov 16, 2025 1 likes IRCC Names India in Study …
"Fak u, go away"
"Fak u, go away"
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.028016793
Insult0.5739874
Profanity0.77181685
Threat0.060119797
Severe Toxicity0.35368225
Moderate 0.687436 Low Con 0.251 Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I blame the immigrants because they are ignorant. YOU COME TO MY HOUSE, SHOW RESPECT.
I blame the immigrants because they are ignorant. YOU COME TO MY HOUSE, SHOW RESPECT.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.60238177
Insult0.65129566
Profanity0.22622968
Threat0.0104988385
Severe Toxicity0.04397394
Moderate 0.687436 Moderate Con 0.371 Identity Attack Insult
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
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.