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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 55 of 71
Blame the stupid Liberal Party. They opened immigration so that someday when they become citizens they will vote for the Liberal Party.
Blame the stupid Liberal Party. They opened immigration so that someday when they become citizens they will vote for the Liberal Party.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.36702603
Insult0.7497506
Profanity0.3424554
Threat0.01086132
Severe Toxicity0.023364257
Toxic 0.75208336 Low Con 0.208 Insult
Aug 27, 2025 Why Canadians Are Turning Against …
I swear as an African Canadian born here I would want any other race in mass other than village idiots from India.
I swear as an African Canadian born here I would want any other race in mass other than village idiots from India.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6220118
Insult0.7218519
Profanity0.41436642
Threat0.0347677
Severe Toxicity0.16960317
Toxic 0.75208336 Moderate Con 0.322 Identity Attack Insult
Sep 20, 2025 15 likes Inside Canada's Indian Metropolis (Brampton)
DEPORT ?!!! WTF MAN SO DUMB
DEPORT ?!!! WTF MAN SO DUMB
Inside Canada's Indian Metropolis (Brampton) · 88: Cluster #87
Close reading → Discourse → Video sentiment →
Identity Attack0.09824528
Insult0.6677319
Profanity0.541926
Threat0.013424582
Severe Toxicity0.16960317
Toxic 0.75208336 Low Con 0.172 Insult Call_To_Action
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
GO HOME YOU STINKY JOB THIEVES!! You all are making our country a dirty mess we no longer want you here
GO HOME YOU STINKY JOB THIEVES!! You all are making our country a dirty mess we no longer want you here
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3857254
Insult0.71551245
Profanity0.32658687
Threat0.03235042
Severe Toxicity0.23224287
Toxic 0.75208336 Low Con 0.234 Insult Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
Watching that stupid liberal c word complain about what she voted for was makes me sick.
Watching that stupid liberal c word complain about what she voted for was makes me sick.
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.22783615
Insult0.7418356
Profanity0.36230123
Threat0.0097738765
Severe Toxicity0.023505108
Toxic 0.75208336 Moderate Con 0.354 Insult Meta_Commentary
Sep 8, 2025 Why Canadians Are Turning Against …
None of the person had correct infomation. 99% of them are dumb
None of the person had correct infomation. 99% of them are dumb
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.059311368
Insult0.7762574
Profanity0.41503602
Threat0.010058682
Severe Toxicity0.023076924
Toxic 0.75208336 Low Con 0.189 Insult
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Plz save my country Tyler, there are so many suicidal empathy libtards here letting in the 3rd world and destroying our culture while having a 2 tier justice system for brown and Muslim ppl. Canada …
Plz save my country Tyler, there are so many suicidal empathy libtards here letting in the 3rd world and destroying our culture while having a 2 tier justice system for brown and Muslim ppl. Canada is completely fucked and run by demons.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.65129566
Profanity0.6001929
Threat0.11922921
Severe Toxicity0.34938923
Toxic 0.75208336 Moderate Con 0.348 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Shit we got hella Indians in Salinas ca but they speak Spanish n own the liquor stores or 7/11 lol the Asians even speak Spanish
Shit we got hella Indians in Salinas ca but they speak Spanish n own the liquor stores or 7/11 lol the Asians even speak Spanish
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.47384647
Profanity0.6672561
Threat0.0287245
Severe Toxicity0.34977677
Toxic 0.75208336 Moderate Con 0.347 Identity Attack Identity_Assertion
Feb 9, 2026 Inside Canada's Indian Invasion...
Putting those digusting Indian idols in Canada is disgusting, disrespectful and disgraceful. They are bringing the curse to Canada.
Putting those digusting Indian idols in Canada is disgusting, disrespectful and disgraceful. They are bringing the curse to Canada.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6637263
Insult0.68668073
Profanity0.33141375
Threat0.03165977
Severe Toxicity0.23223428
Toxic 0.75208336 Low Con 0.294 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Don't you dare notice any of this Canadians or you will be accused of 'ists and 'isms, now again shut the f*ck up or else!!
Don't you dare notice any of this Canadians or you will be accused of 'ists and 'isms, now again shut the f*ck up or else!!
Inside Canada's Indian Invasion... · 160: Cluster #159
Close reading → Discourse → Video sentiment →
Identity Attack0.39966375
Insult0.57566804
Profanity0.65961236
Threat0.13144556
Severe Toxicity0.29621798
Toxic 0.75208336 Low Con 0.22 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Fire her assss on site, we know she is lying.
Fire her assss on site, we know she is lying.
IRCC Names India in Study Permit Fraud | … · 134: Cluster #133
Close reading → Video sentiment →
Identity Attack0.039714564
Insult0.5678696
Profanity0.5643384
Threat0.34804323
Severe Toxicity0.16960317
Toxic 0.75208336 Low Con 0.185 Insult
Sep 30, 2025 IRCC Names India in Study …
INDIA = POO...and they can't stand even their own poo..that's why they run from India to make new POO to others....I don't know how that goes..I didn't say it it's that caucasoid ......5:47 😂how we …
INDIA = POO...and they can't stand even their own poo..that's why they run from India to make new POO to others....I don't know how that goes..I didn't say it it's that caucasoid ......5:47 😂how we in Africa we have down syndrome according to this caucasoid....mmmmmm ..hh whatever...he said all Africa are just terrible people mmmmm
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.5935568
Profanity0.41194582
Threat0.05430072
Severe Toxicity0.45510182
Toxic 0.75208336 Moderate Con 0.325 Identity Attack Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
dude honestly I was nervous as fuck watching this video and the danger you put yourself in all for a story... you have balls my friend. stay safe.
dude honestly I was nervous as fuck watching this video and the danger you put yourself in all for a story... you have balls my friend. stay safe.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.04925346
Insult0.40243408
Profanity0.70864636
Threat0.044925548
Severe Toxicity0.2322463
Toxic 0.75208336 Constructive 0.568 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
These individuals are morons. They are well aware that they are going to be required to answer questions yet they come unprepared to answer the questions. Make that make sense.
These individuals are morons. They are well aware that they are going to be required to answer questions yet they come unprepared to answer the questions. Make that make sense.
IRCC Names India in Study Permit Fraud | … · 134: Cluster #133
Close reading → Video sentiment →
Identity Attack0.062039822
Insult0.7775208
Profanity0.44431314
Threat0.009696201
Severe Toxicity0.02449106
Toxic 0.75208336 Low Con 0.106 Insult
Dec 5, 2025 IRCC Names India in Study …
Every Canadian cannot complain y9u ar all immigrants from Europe u dam hypocrites
Every Canadian cannot complain y9u ar all immigrants from Europe u dam hypocrites
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5680164
Insult0.7218519
Profanity0.4131548
Threat0.010239923
Severe Toxicity0.20067264
Toxic 0.75208336 Low Con 0.288 Identity Attack Insult Moral_Argument
Feb 25, 2026 Inside Canada's Indian Invasion...
Man I love your shit but you HAVE to quit with the AI. If anything’s going to make me cancel my Patreon subscription and stop watching you it’s going to be the SLOP.
Man I love your shit but you HAVE to quit with the AI. If anything’s going to make me cancel my Patreon subscription and stop watching you it’s going to be the SLOP.
Inside Canada's Indian Invasion... · 346: Cluster #345
Close reading → Discourse → Video sentiment →
Identity Attack0.06294931
Insult0.46625584
Profanity0.77181685
Threat0.027170537
Severe Toxicity0.18232453
Toxic 0.7510937 Moderate Con 0.379 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
This bastard is smuggling humans into our country??? Someine needs to turn him into the BORDER PATROL.
This bastard is smuggling humans into our country??? Someine needs to turn him into the BORDER PATROL.
Inside Canada's Indian Invasion... · 40: Cluster #39
Close reading → Discourse → Video sentiment →
Identity Attack0.22935481
Insult0.72756535
Profanity0.4840093
Threat0.12689553
Severe Toxicity0.19455661
Toxic 0.7510937 Low Con 0.194 Insult Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Kick them all the fk out, end of story, get the fk OUT!!!!!!!!!!
Kick them all the fk out, end of story, get the fk OUT!!!!!!!!!!
Inside Canada's Indian Invasion... · 33: Cluster #32
Close reading → Video sentiment →
Identity Attack0.09162762
Insult0.47357693
Profanity0.54024357
Threat0.5940531
Severe Toxicity0.35368225
Toxic 0.7510937 Low Con 0.157 Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
People who wipe there ass with paper saying saying Indian are dirty people. Low intelligence haha in your country most of doctor are for. Here.
People who wipe there ass with paper saying saying Indian are dirty people. Low intelligence haha in your country most of doctor are for. Here.
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Video sentiment →
Identity Attack0.54151535
Insult0.5935568
Profanity0.6001929
Threat0.039256934
Severe Toxicity0.34993178
Toxic 0.7510937 Low Con 0.224 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton is a sh*thole. Shouldn't even be considered a part of Canada.
Brampton is a sh*thole. Shouldn't even be considered a part of Canada.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.30103904
Insult0.6677319
Profanity0.64080805
Threat0.05430072
Severe Toxicity0.23225488
Toxic 0.7510937 Low Con 0.23 Insult Identity_Assertion
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Are you fuckin kidding me?! Is this a joke?
Are you fuckin kidding me?! Is this a joke?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.022992345
Insult0.3470427
Profanity0.8117245
Threat0.009540852
Severe Toxicity0.16960317
Toxic 0.7510937 Low Con 0.219 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
You voted for Trudeau, didn’t you? It’s democracy the problem, when we ask their opinions to a majority of idiots, this kind of thing happens. Good luck to you.
You voted for Trudeau, didn’t you? It’s democracy the problem, when we ask their opinions to a majority of idiots, this kind of thing happens. Good luck to you.
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.031464707
Insult0.7804726
Profanity0.29209393
Threat0.008634649
Severe Toxicity0.023076924
Toxic 0.7510937 Low Con 0.278 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Your banner says you are an outlet to provide news without bias for fear, yet all you release are fear-mongering, race-baiting videos for idiots. Have you lost your way? I am blocking your channel because …
Your banner says you are an outlet to provide news without bias for fear, yet all you release are fear-mongering, race-baiting videos for idiots. Have you lost your way? I am blocking your channel because I do not want to feed the algorithm and promote your sleezy hate videos. You find the whitest, shittiest people you can find and let them spread their garbage. Channels like yours need to be stomped out.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.50515765
Insult0.65865606
Profanity0.541926
Threat0.34552678
Severe Toxicity0.3525603
Toxic 0.7510937 Moderate Con 0.321 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Hindu's are sh..t eaters 😢😢😢
Hindu's are sh..t eaters 😢😢😢
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.6928741
Insult0.65865606
Profanity0.5711371
Threat0.31721663
Severe Toxicity0.5520787
Toxic 0.7510937 Low Con 0.204 Identity Attack Insult Identity_Assertion
Feb 21, 2026 Inside Canada's Indian Invasion...
They are hiding under d skirt.of some of der.indian frens or relatives.they are scammers stupid people
They are hiding under d skirt.of some of der.indian frens or relatives.they are scammers stupid people
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Video sentiment →
Identity Attack0.39207554
Insult0.72756535
Profanity0.46460027
Threat0.024580594
Severe Toxicity0.16960317
Toxic 0.7510937 Low Con 0.198 Insult
Oct 6, 2025 IRCC Names India in Study …
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.