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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 1164 of 1230
replacement isn’t a theory, it’s real.
replacement isn’t a theory, it’s real.
Canada's tighter immigration policy divides the country • … · 24: Cluster #23
Close reading → Discourse → Video sentiment →
Identity Attack0.0024973555
Insult0.008044879
Profanity0.011082385
Threat0.0066215824
Severe Toxicity0.00068187714
Low Tox 0.013634177 Low Con 0.123 Fear_Threat
Feb 11, 2026 15 likes Canada's tighter immigration policy divides …
Love the school food program becoming permanent.
Love the school food program becoming permanent.
Canada’s new rules in 2026 · 20: Cluster #19
Close reading → Video sentiment →
Identity Attack0.0026453468
Insult0.0081208795
Profanity0.011543535
Threat0.0066151097
Severe Toxicity0.0010442734
Low Tox 0.013634177 Moderate Con 0.443
Jan 17, 2026 Canada’s new rules in 2026
Great news
Great news
Quebec Ends Economic Immigration Program | Your Morning · 24: Cluster #23
Close reading → Video sentiment →
Identity Attack0.0030523231
Insult0.007721877
Profanity0.013473531
Threat0.0077284453
Severe Toxicity0.0012683868
Low Tox 0.013634177 Moderate Con 0.456
Nov 20, 2025 Quebec Ends Economic Immigration Program …
😊
😊
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration …
Close reading → Video sentiment →
Identity Attack0.0027008436
Insult0.008633883
Profanity0.015010698
Threat0.0071717775
Severe Toxicity0.0013160706
Low Tox 0.013634177 Constructive 0.52
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
First
First
Inside Canada's Indian Invasion... · 352: Cluster #351
Close reading → Video sentiment →
Identity Attack0.0031633168
Insult0.007949878
Profanity0.014498309
Threat0.0073918556
Severe Toxicity0.0011968613
Low Tox 0.013634177 Moderate Con 0.49
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
We need this in Ontario
We need this in Ontario
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.004162259
Insult0.0075698765
Profanity0.0118680475
Threat0.008272167
Severe Toxicity0.0013065338
Low Tox 0.013634177 Moderate Con 0.355
Nov 23, 2025 48 likes Quebec Ends Economic Immigration Program …
Punjab state of canada
Punjab state of canada
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.006511623
Insult0.008785884
Profanity0.014874061
Threat0.0069516995
Severe Toxicity0.0012493134
Low Tox 0.013634177 Moderate Con 0.304 Identity_Assertion
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
This Canadian thanks you for your Journalism! Keep up the good work Mr Oliviera! Ps I truly anjoyed your Epstein adventure!
This Canadian thanks you for your Journalism! Keep up the good work Mr Oliviera! Ps I truly anjoyed your Epstein adventure!
Inside Canada's Indian Invasion... · 171: Cluster #170
Close reading → Discourse → Video sentiment →
Identity Attack0.003866276
Insult0.009108886
Profanity0.009920971
Threat0.006207318
Severe Toxicity0.0006914139
Low Tox 0.013634177 Constructive 0.625 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Mark my words, water problems are going to be next or electricity problems
Mark my words, water problems are going to be next or electricity problems
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0020071338
Insult0.007322875
Profanity0.010057608
Threat0.007081157
Severe Toxicity0.000872612
Low Tox 0.013634177 Low Con 0.184 Fear_Threat
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Neh hema malins t ba mobiles yahoo yor yur
Neh hema malins t ba mobiles yahoo yor yur
IRCC Names India in Study Permit Fraud | … · 47: Cluster #46
Close reading → Discourse → Video sentiment →
Identity Attack0.0039957687
Insult0.013782915
Profanity0.019075647
Threat0.0073789097
Severe Toxicity0.0014019012
Low Tox 0.013634177 Low Con 0.25 Advertisement_Spam
Sep 30, 2025 IRCC Names India in Study …
Wonder how many call centers are there
Wonder how many call centers are there
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0036627878
Insult0.0075888764
Profanity0.013131939
Threat0.0070164283
Severe Toxicity0.00093460083
Low Tox 0.013634177 Low Con 0.274
Jan 27, 2026 171 likes Inside Canada's Indian Invasion...
So ..... they came on visa and that doesnt mean they decide weather to stay.
So ..... they came on visa and that doesnt mean they decide weather to stay.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004069764
Insult0.00815888
Profanity0.010706633
Threat0.0061296434
Severe Toxicity0.0006389618
Low Tox 0.013571346 Low Con 0.218 Question
Nov 22, 2025 Quebec Ends Economic Immigration Program …
The thing is they are working. No problem here.
The thing is they are working. No problem here.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0031818156
Insult0.007835878
Profanity0.013234417
Threat0.007197669
Severe Toxicity0.0010824203
Low Tox 0.013571346 Low Con 0.238 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
Part1 or Episode1???
Part1 or Episode1???
Inside Canada's Indian Invasion... · 301: Cluster #300
Close reading → Discourse → Video sentiment →
Identity Attack0.0029598286
Insult0.006885872
Profanity0.015591404
Threat0.008311004
Severe Toxicity0.0012111664
Low Tox 0.013571346 Moderate Con 0.311 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
check out all the programs they signed up for but never showed up....
check out all the programs they signed up for but never showed up....
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0017388993
Insult0.00815888
Profanity0.010587076
Threat0.0065956907
Severe Toxicity0.0006198883
Low Tox 0.013571346 Moderate Con 0.326
Oct 7, 2025 IRCC Names India in Study …
Replacement Theory
Replacement Theory
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0032928092
Insult0.00817788
Profanity0.01265371
Threat0.0069646453
Severe Toxicity0.0009584427
Low Tox 0.013571346 Moderate Con 0.377 Unverified_Claim
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
I live in Victoria, BC. In the past 5 to 7 years, the streets are packed, you can barely drive around in Victoria. No new roads or transportation of any kind, yet so many more …
I live in Victoria, BC. In the past 5 to 7 years, the streets are packed, you can barely drive around in Victoria. No new roads or transportation of any kind, yet so many more new people.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0042917514
Insult0.008766884
Profanity0.009835573
Threat0.0064015044
Severe Toxicity0.000705719
Low Tox 0.013571346 Constructive 0.676 Personal_Narrative
Aug 25, 2025 3 likes Why Canadians Are Turning Against …
Holy yes! Thank you Tyler for speaking about this!🥂🙏🏻
Holy yes! Thank you Tyler for speaking about this!🥂🙏🏻
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.0023863618
Insult0.008272881
Profanity0.015728042
Threat0.006699257
Severe Toxicity0.0009870529
Low Tox 0.013571346 Moderate Con 0.494 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
I agree with my government.
I agree with my government.
Quebec Ends Economic Immigration Program | Your Morning · 43: Cluster #42
Close reading → Video sentiment →
Identity Attack0.0047357255
Insult0.0074368757
Profanity0.014361672
Threat0.0077025536
Severe Toxicity0.0012683868
Low Tox 0.013571346 Constructive 0.515
Nov 21, 2025 Quebec Ends Economic Immigration Program …
I am being singled out in my family circle whenever the talk of being assimilated into the CANADIAN community, everyone understands the talking points of the rights of equality, no one trying to understand that …
I am being singled out in my family circle whenever the talk of being assimilated into the CANADIAN community, everyone understands the talking points of the rights of equality, no one trying to understand that rights come with larger responsibilities of fairness/sharing/respecting fellow citizens are the core values of Canadian society.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.006622616
Insult0.008652883
Profanity0.00906699
Threat0.005919275
Severe Toxicity0.00061035156
Low Tox 0.013571346 Constructive 0.773 Personal_Narrative
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Protect this queen. She knows what she is talking about and what she is looking for. She has done her homework properly. Garner ❤
Protect this queen. She knows what she is talking about and what she is looking for. She has done her homework properly. Garner ❤
IRCC Names India in Study Permit Fraud | … · 131: Cluster #130
Close reading → Video sentiment →
Identity Attack0.0031263188
Insult0.008424882
Profanity0.013985921
Threat0.007417747
Severe Toxicity0.0009536743
Low Tox 0.013571346 Constructive 0.537
Sep 28, 2025 283 likes IRCC Names India in Study …
First
First
Inside Canada's Indian Invasion... · 352: Cluster #351
Close reading → Video sentiment →
Identity Attack0.003144818
Insult0.007949878
Profanity0.014498309
Threat0.0073918556
Severe Toxicity0.0012016296
Low Tox 0.013571346 Moderate Con 0.494
Jan 27, 2026 Inside Canada's Indian Invasion...
Amazing news let's keep it up 😄
Amazing news let's keep it up 😄
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0026823445
Insult0.008272881
Profanity0.013200258
Threat0.0076119336
Severe Toxicity0.0011491776
Low Tox 0.013508516 Moderate Con 0.441
Dec 26, 2025 Deportations From Canada at Their …
This is good for the future of Quebec and Canada. Quebec has finally decided to rule their destiny in way that lead to their independence, that is the next step of the politicians.
This is good for the future of Quebec and Canada. Quebec has finally decided to rule their destiny in way that lead to their independence, that is the next step of the politicians.
Quebec Ends Economic Immigration Program | Your Morning · 74: Cluster #73
Close reading → Discourse → Video sentiment →
Identity Attack0.003921773
Insult0.009013886
Profanity0.009237786
Threat0.0064144502
Severe Toxicity0.0005722046
Low Tox 0.013508516 Moderate Con 0.474 Identity_Assertion
Nov 21, 2025 3 likes Quebec Ends Economic Immigration Program …
Westjett was right after all...
Westjett was right after all...
Inside Canada's Indian Invasion... · 127: Cluster #126
Close reading → Discourse → Video sentiment →
Identity Attack0.001692652
Insult0.008956885
Profanity0.011355659
Threat0.006874025
Severe Toxicity0.0009059906
Low Tox 0.013508516 Moderate Con 0.308 Meta_Commentary
Feb 3, 2026 1 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.