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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 88 of 189
bolo..........canada is garbage now.....................
bolo..........canada is garbage now.....................
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.49032792
Insult0.65865606
Profanity0.17613389
Threat0.0076637166
Severe Toxicity0.02514347
Moderate 0.65996873 Low Con 0.208 Insult
Nov 26, 2025 Inside Canada's Indian Metropolis (Brampton)
ALL ILLEGALS MUST GO. The 3rd world country that they come from is what Canada is also going to become & the Liberals are too stupid to realize this fact, which is why Canada is …
ALL ILLEGALS MUST GO. The 3rd world country that they come from is what Canada is also going to become & the Liberals are too stupid to realize this fact, which is why Canada is atm stuck with Carney. Even our conservative policies aren't tough enough ... not to affect immediate real change.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.44690517
Insult0.6798578
Profanity0.26586622
Threat0.016292779
Severe Toxicity0.023599008
Moderate 0.65996873 Moderate Con 0.317 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
Bullshit- deportations from Canada are not actually happening.
Bullshit- deportations from Canada are not actually happening.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.06929302
Insult0.39743927
Profanity0.70864636
Threat0.009825659
Severe Toxicity0.08069076
Moderate 0.65996873 Low Con 0.125
Dec 28, 2025 Deportations From Canada at Their …
😅😆😁😄😃😀🤣 0:12 "Indians are generally a dirty People"..."they don't seem to be eating poo"
😅😆😁😄😃😀🤣 0:12 "Indians are generally a dirty People"..."they don't seem to be eating poo"
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5130944
Profanity0.41375932
Threat0.024753258
Severe Toxicity0.2322566
Moderate 0.65996873 Low Con 0.221 Identity Attack Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Keep punching the new world order in the balls.
Keep punching the new world order in the balls.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.06476828
Insult0.27558193
Profanity0.5150164
Threat0.34804323
Severe Toxicity0.052044146
Moderate 0.65996873 Low Con 0.217 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian hank you to bringing awareness to this. They are good ppl (sometimes) but there way of life is fucking disgusting
As a Canadian hank you to bringing awareness to this. They are good ppl (sometimes) but there way of life is fucking disgusting
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.44464502
Profanity0.7673477
Threat0.008065036
Severe Toxicity0.059217658
Moderate 0.65996873 Constructive 0.531
Jan 27, 2026 Inside Canada's Indian Invasion...
these people are not diing their job by being too nice to the non compliant student visa.they came up wl 8% of what number? how dd they arrive at 8% if they do not knoew …
these people are not diing their job by being too nice to the non compliant student visa.they came up wl 8% of what number? how dd they arrive at 8% if they do not knoew the figure. this is the way liberals answer questions Just like the head Jystin Trudeau Ang Mr Carney remmber the phrase from Trudeau 10 years Ago "THE BOOK WILL BALANCE ITSELF" SO MANY IDIOT WHO VOTED FOR THIS KIND of mentality leader.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.038167715
Insult0.71120167
Profanity0.26463717
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.65996873 Moderate Con 0.353 Insult
Sep 30, 2025 IRCC Names India in Study …
in that sense, all the colonies, especially from west, were also a shit hole and that's why they came to other parts of the world!
in that sense, all the colonies, especially from west, were also a shit hole and that's why they came to other parts of the world!
Inside Canada's Indian Metropolis (Brampton) · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.3857254
Insult0.5015486
Profanity0.6750904
Threat0.01086132
Severe Toxicity0.16960317
Moderate 0.65996873 Moderate Con 0.401 Insult Comparative_Framing
Dec 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Completely out of control for too long. Plus the bastards steal from the elderly. Lowest of low.
Completely out of control for too long. Plus the bastards steal from the elderly. Lowest of low.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.08666438
Insult0.6500014
Profanity0.47435758
Threat0.018192071
Severe Toxicity0.030523606
Moderate 0.65996873 Moderate Con 0.302 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
UNBELIEVABLE. CANADA CAN'T DO SHIT ABOUT ILLEGAL STUDENTS. WHAT IS WRONG WITH THIS CANADA 🇨🇦
UNBELIEVABLE. CANADA CAN'T DO SHIT ABOUT ILLEGAL STUDENTS. WHAT IS WRONG WITH THIS CANADA 🇨🇦
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.34974504
Insult0.4710501
Profanity0.57488567
Threat0.009696201
Severe Toxicity0.14916596
Moderate 0.65996873 Low Con 0.18 Policy_Critique
Sep 27, 2025 137 likes IRCC Names India in Study …
Khalistaan propganda is fully alive in canada 🇨🇦 But Canadians are to dumb to even protest about this
Khalistaan propganda is fully alive in canada 🇨🇦 But Canadians are to dumb to even protest about this
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.67735565
Profanity0.22653213
Threat0.009204263
Severe Toxicity0.023317307
Moderate 0.65996873 Low Con 0.154 Identity Attack Insult
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Whenever you come to india you will be die definitely 😂
Whenever you come to india you will be die definitely 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5485698
Insult0.37052566
Profanity0.29209393
Threat0.56012076
Severe Toxicity0.35368225
Moderate 0.65996873 Low Con 0.272 Identity Attack Threat Humor_Satire
Feb 21, 2026 Inside Canada's Indian Invasion...
Love the open racism here. Pathetic
Love the open racism here. Pathetic
Inside Canada's Indian Invasion... · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.2772088
Insult0.65231085
Profanity0.25549942
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.65996873 Low Con 0.187 Insult Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
This video is absolutely right!! It's terrible!! We are being set up and taken over!! STOP IMMIGRANTS and DEPORT those who are sucking off our taxes!! Take note of the Muslim man who rants about …
This video is absolutely right!! It's terrible!! We are being set up and taken over!! STOP IMMIGRANTS and DEPORT those who are sucking off our taxes!! Take note of the Muslim man who rants about how his kind are going to make us all become Muslims or ..... 😡
Why Canadians Are Turning Against Immigrants. · 76: Cluster #75
Close reading → Video sentiment →
Identity Attack0.6413409
Insult0.47787863
Profanity0.33453682
Threat0.05397744
Severe Toxicity0.18844056
Moderate 0.65996873 Constructive 0.535 Identity Attack
Aug 26, 2025 Why Canadians Are Turning Against …
Nothing against them as individuals at all, but I'd be concerned about having trash and literal human shit/piss all in the streets.
Nothing against them as individuals at all, but I'd be concerned about having trash and literal human shit/piss all in the streets.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.07673789
Insult0.48569724
Profanity0.71218073
Threat0.010990778
Severe Toxicity0.06225512
Moderate 0.65996873 Constructive 0.566 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Why the F is indians everyone!?!? Punjabi biggest scammer on EARTH
Why the F is indians everyone!?!? Punjabi biggest scammer on EARTH
Inside Canada's Indian Invasion... · 44: Cluster #43
Close reading → Video sentiment →
Identity Attack0.6220118
Insult0.6149945
Profanity0.44366163
Threat0.1338057
Severe Toxicity0.45895407
Moderate 0.65996873 Low Con 0.214 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
She is an embarrassment to everyone. Unfortunately ignorance and arrogance are a loosing combination and that is her
She is an embarrassment to everyone. Unfortunately ignorance and arrogance are a loosing combination and that is her
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.02721288
Insult0.71120167
Profanity0.13873272
Threat0.008298059
Severe Toxicity0.023076924
Moderate 0.65996873 Low Con 0.283 Insult Identity_Assertion
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
You speak neither English or French? You make broom handles? you belong to a sexist idiot religion? You have 15 kids and can't even take care of yourself? You hate the West and want to …
You speak neither English or French? You make broom handles? you belong to a sexist idiot religion? You have 15 kids and can't even take care of yourself? You hate the West and want to see it destroyed? Your kids are annoying, loud and terrible? Ok you are perfect for Canada and here's 80 grand and house. Honestly, these are the people I'm constantly meeting as a teacher. Canada will be crumbling for the next 40 years, easy.
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.6831271
Profanity0.29209393
Threat0.025789235
Severe Toxicity0.104393706
Moderate 0.65996873 Moderate Con 0.481 Insult Unverified_Claim
Jun 21, 2025 How Canada broke its immigration …
Trudeau was truly a child. A literal cancer that destroyed this country.
Trudeau was truly a child. A literal cancer that destroyed this country.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.07673789
Insult0.7090544
Profanity0.15283443
Threat0.013165667
Severe Toxicity0.023082556
Moderate 0.65996873 Low Con 0.219 Insult Policy_Critique
Feb 22, 2026 LILLEY UNLEASHED: The fall of …
5:32... IQ bawah 70 setara sindrom down..😂patut lah... negara indianesia huru Hara sangat...banyak yg bermasalah mental rupanya...😂😂😂😂
5:32... IQ bawah 70 setara sindrom down..😂patut lah... negara indianesia huru Hara sangat...banyak yg bermasalah mental rupanya...😂😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5504064
Insult0.5935568
Profanity0.2801717
Threat0.029415153
Severe Toxicity0.35368225
Moderate 0.65996873 Low Con 0.205 Identity Attack Insult Unverified_Claim
Feb 28, 2026 Inside Canada's Indian Invasion...
i hope that the people who voted for Carney and the libtards are happy ! thanks a lot for turning Canada into a shithole
i hope that the people who voted for Carney and the libtards are happy ! thanks a lot for turning Canada into a shithole
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.4453683
Insult0.6120431
Profanity0.542788
Threat0.0115345
Severe Toxicity0.15443328
Moderate 0.65996873 Low Con 0.26 Insult
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
The guy on the bike na8led it, the good white people moved, all what left is indians and trashy white people. Sad reality
The guy on the bike na8led it, the good white people moved, all what left is indians and trashy white people. Sad reality
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.6682205
Insult0.6051471
Profanity0.33141375
Threat0.023199292
Severe Toxicity0.16960317
Moderate 0.65996873 Low Con 0.26 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I don’t understand why you guys hate Indians. We have been working so hard so that Canadians get their free money from the government while they sit lazy at home and party in the weekends …
I don’t understand why you guys hate Indians. We have been working so hard so that Canadians get their free money from the government while they sit lazy at home and party in the weekends expect everything gets to their table. Though India is a Hindu majority country, we have more churches and mosques than temples. That’s the wide arms we show to others beliefs. Buts what’s wrong with the bible/quran followers ? Canadians are so immature, racists and hypocrites than ever
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5913144
Insult0.6500014
Profanity0.117874645
Threat0.0101363575
Severe Toxicity0.02458496
Moderate 0.65996873 Constructive 0.545 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
what pisses me the most is that when I want to go there I have to comply with a billion visa requirements to stay for 10 days and these dirty bastards get a citizenship for …
what pisses me the most is that when I want to go there I have to comply with a billion visa requirements to stay for 10 days and these dirty bastards get a citizenship for nothing
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.27701542
Insult0.6336687
Profanity0.49576873
Threat0.019573374
Severe Toxicity0.11492836
Moderate 0.65996873 Moderate Con 0.313 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Yeah dammm Africans make people scared 😂😂
Yeah dammm Africans make people scared 😂😂
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.46476576
Profanity0.5013569
Threat0.029587816
Severe Toxicity0.23224974
Moderate 0.65996873 Low Con 0.27 Identity Attack Humor_Satire
Feb 9, 2026 3 likes 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.