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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 88 of 1230
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 …
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...
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...
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 …
Finally this nonsense may stop. Indians are laughing at us how stupid we are. Yet we stop other carribean countries
Finally this nonsense may stop. Indians are laughing at us how stupid we are. Yet we stop other carribean countries
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.54151535
Insult0.6306599
Profanity0.39409557
Threat0.011249693
Severe Toxicity0.024772761
Moderate 0.65996873 Low Con 0.214 Identity Attack Insult Identity_Assertion
Sep 30, 2025 IRCC Names India in Study …
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 …
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 …
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...
your a fkn GGGGG I cannot believe you covered this issue! THANK YOU
your a fkn GGGGG I cannot believe you covered this issue! THANK YOU
Inside Canada's Indian Invasion... · 254: Cluster #253
Close reading → Video sentiment →
Identity Attack0.04023018
Insult0.48627716
Profanity0.64657205
Threat0.01187109
Severe Toxicity0.2391185
Moderate 0.65996873 Constructive 0.525
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 …
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)
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...
Look at the panel one lesbian n three immigrants, yup their useless unqualified liberal appointees
Look at the panel one lesbian n three immigrants, yup their useless unqualified liberal appointees
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5516043
Insult0.6500014
Profanity0.240511
Threat0.009981008
Severe Toxicity0.059217658
Moderate 0.65996873 Low Con 0.174 Identity Attack Insult
Oct 6, 2025 IRCC Names India in Study …
Stop singling out a race. You are bloody racist with an agenda here
Stop singling out a race. You are bloody racist with an agenda here
Inside Canada's Indian Invasion... · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.37879246
Insult0.65129566
Profanity0.3496935
Threat0.035113025
Severe Toxicity0.16960317
Moderate 0.65996873 Low Con 0.246 Insult Identity_Assertion
Feb 21, 2026 1 likes Inside Canada's Indian Invasion...
That MF Trudeau should be in god damn jail!! He did this to our Canada. I hope we become the 51st state immediately and ICE clears all this riff raff out of here!
That MF Trudeau should be in god damn jail!! He did this to our Canada. I hope we become the 51st state immediately and ICE clears all this riff raff out of here!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.11512129
Insult0.56997263
Profanity0.59166485
Threat0.13815513
Severe Toxicity0.17009245
Moderate 0.65996873 Moderate Con 0.337 Insult Policy_Critique
Feb 4, 2026 3 likes Inside Canada's Indian Invasion...
“The Indians are generally a dirty people.” Tyler trying his hardest not to laugh.
“The Indians are generally a dirty people.” Tyler trying his hardest not to laugh.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.6120431
Profanity0.25915453
Threat0.009696201
Severe Toxicity0.16960317
Moderate 0.65996873 Moderate Con 0.337 Identity Attack Insult Humor_Satire
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
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 …
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...
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...
The United Nations identified India as the second most corrupt country on Earth.......and North America imports them by the millions......Are we stupid? Watch the documentary movie "Gods of the New Age!"
The United Nations identified India as the second most corrupt country on Earth.......and North America imports them by the millions......Are we stupid? Watch the documentary movie "Gods of the New Age!"
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.6675394
Profanity0.30690086
Threat0.009074804
Severe Toxicity0.023246882
Moderate 0.65996873 Low Con 0.19 Insult Unverified_Claim
Feb 8, 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 …
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...
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)
Yeah but white people even dirtier
Yeah but white people even dirtier
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.5678696
Profanity0.33808854
Threat0.011922873
Severe Toxicity0.16960317
Moderate 0.65996873 Low Con 0.226 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
😅😆😁😄😃😀🤣 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...
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.