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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 1153 of 1230
The greatest country has greatest debt in world around $38 trillion
The greatest country has greatest debt in world around $38 trillion
Inside Canada's Indian Invasion... · 48: Cluster #47
Close reading → Discourse → Video sentiment →
Identity Attack0.0038107792
Insult0.008329881
Profanity0.012414595
Threat0.00636914
Severe Toxicity0.0008583069
Low Tox 0.015016444 Low Con 0.201 Economic_Argument
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
This will be all of Canada in the next 10 years.
This will be all of Canada in the next 10 years.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.006030651
Insult0.0075888764
Profanity0.010228404
Threat0.007534259
Severe Toxicity0.0010538101
Low Tox 0.015016444 Low Con 0.204 Fear_Threat
Oct 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Exactly the same in the UK
Exactly the same in the UK
Inside Canada's Indian Invasion... · 108: Cluster #107
Close reading → Discourse → Video sentiment →
Identity Attack0.006770608
Insult0.007987879
Profanity0.014327513
Threat0.007417747
Severe Toxicity0.0011539459
Low Tox 0.015016444 Moderate Con 0.37 Comparative_Framing
Feb 13, 2026 Inside Canada's Indian Invasion...
Look at the UB agenda 21 in full effect
Look at the UB agenda 21 in full effect
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0036997858
Insult0.008291881
Profanity0.012312118
Threat0.007262398
Severe Toxicity0.0010156631
Low Tox 0.015016444 Low Con 0.243 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Where the earth is stepped on, there the sky is upheld. Appreciate local culture. Always cooperate and communicate.
Where the earth is stepped on, there the sky is upheld. Appreciate local culture. Always cooperate and communicate.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0034038029
Insult0.00813988
Profanity0.011475217
Threat0.0067769317
Severe Toxicity0.0008010864
Low Tox 0.015016444 Moderate Con 0.462 Solidarity
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
That man and his wife are welcome. They're both working and paying taxes
That man and his wife are welcome. They're both working and paying taxes
Inside Canada's Indian Metropolis (Brampton) · 38: Cluster #37
Close reading → Video sentiment →
Identity Attack0.0034777985
Insult0.008709883
Profanity0.011577694
Threat0.006265574
Severe Toxicity0.00074863434
Low Tox 0.015016444 Moderate Con 0.464
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
saar me canadian
saar me canadian
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.007917541
Insult0.010400894
Profanity0.019758832
Threat0.008401625
Severe Toxicity0.0015640259
Low Tox 0.015016444 Moderate Con 0.383
Jan 27, 2026 Inside Canada's Indian Invasion...
Go Home Build Your Own Country.
Go Home Build Your Own Country.
· 41: Cluster #40
Close reading → Video sentiment →
Identity Attack0.0015080674
Insult0.0027752775
Profanity0.00009614724
Threat0.0027669247
Severe Toxicity0.0000059712047
Low Tox 0.014995451
Apr 18, 2025 1 likes
Bike guy is 100% truthful and accurate.
Bike guy is 100% truthful and accurate.
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0032558115
Insult0.009982891
Profanity0.012277958
Threat0.0067898775
Severe Toxicity0.000910759
Low Tox 0.014953613 Moderate Con 0.471 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Michelle should be our next PM.
Michelle should be our next PM.
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0036627878
Insult0.008253881
Profanity0.013029462
Threat0.007534259
Severe Toxicity0.0011873245
Low Tox 0.014953613 Low Con 0.259 Call_To_Action
Feb 25, 2026 'We do know that there's …
Compare the way people drive over there, as fast as possible and absolutely zero rules. It's happening in the US as well, so many non drivers that attempt it every day.
Compare the way people drive over there, as fast as possible and absolutely zero rules. It's happening in the US as well, so many non drivers that attempt it every day.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.0027748393
Insult0.008918885
Profanity0.009767254
Threat0.006265574
Severe Toxicity0.0005698204
Low Tox 0.014953613 Moderate Con 0.498 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Go figure. Now they are seeing that.
Go figure. Now they are seeing that.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0022753682
Insult0.008234881
Profanity0.012073003
Threat0.007314181
Severe Toxicity0.0009059906
Low Tox 0.014953613 Low Con 0.16 Meta_Commentary
Feb 20, 2026 Canadian immigration officers investigating hundreds …
Hello Saars
Hello Saars
Inside Canada's Indian Invasion... · 85: Cluster #84
Close reading → Discourse → Video sentiment →
Identity Attack0.0032003147
Insult0.011084898
Profanity0.022354934
Threat0.0065244893
Severe Toxicity0.0024986267
Low Tox 0.014953613 Moderate Con 0.339 Humor_Satire
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
Not just happening in Canada man 😮‍💨
Not just happening in Canada man 😮‍💨
Inside Canada's Indian Invasion... · 392: Cluster #391
Close reading → Discourse → Video sentiment →
Identity Attack0.0054756827
Insult0.008348881
Profanity0.010945748
Threat0.0064532873
Severe Toxicity0.000834465
Low Tox 0.014953613 Low Con 0.26 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
ICE is too much, but our system is way too little. We don’t even know how many overstayers we have.
ICE is too much, but our system is way too little. We don’t even know how many overstayers we have.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0019608864
Insult0.009393888
Profanity0.0108774295
Threat0.0064532873
Severe Toxicity0.00067710876
Low Tox 0.014953613 Moderate Con 0.4 Policy_Critique
Feb 20, 2026 Canadian immigration officers investigating hundreds …
This isn’t just Brampton as a Canadian it’s in every major city
This isn’t just Brampton as a Canadian it’s in every major city
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0068076057
Insult0.008367881
Profanity0.011389818
Threat0.0061037517
Severe Toxicity0.00076293945
Low Tox 0.014953613 Moderate Con 0.353 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
And why those with visas expired in 2025 are still in the country?
And why those with visas expired in 2025 are still in the country?
2.9 million Canadian temporary visas expire in 2025-2026 · 14: Cluster #13
Close reading → Discourse → Video sentiment →
Identity Attack0.006178642
Insult0.008443882
Profanity0.009767254
Threat0.006259101
Severe Toxicity0.0007390976
Low Tox 0.014953613 Low Con 0.219 Question
Jan 19, 2026 2.9 million Canadian temporary visas …
Mine is online test do they give all the information how and when the test will be taken and which website
Mine is online test do they give all the information how and when the test will be taken and which website
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.0039402717
Insult0.0075888764
Profanity0.015113175
Threat0.007870848
Severe Toxicity0.001206398
Low Tox 0.014953613 Moderate Con 0.365 Question
Dec 24, 2025 Canadian Citizenship Test 2025 – …
I agree with Michelle somewhat, but she doesn't need to exaggerate. It will be a lot stronger if she gives just the actual numbers. 80% of claimants are legitimate , it's not 50%. I wish …
I agree with Michelle somewhat, but she doesn't need to exaggerate. It will be a lot stronger if she gives just the actual numbers. 80% of claimants are legitimate , it's not 50%. I wish both sides would just stick to facts.
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0021828737
Insult0.009678889
Profanity0.010296722
Threat0.0063238298
Severe Toxicity0.0005173683
Low Tox 0.014890783 Constructive 0.776 Policy_Critique
Feb 24, 2026 1 likes 'We do know that there's …
as a Canadian I thank you for bringing this to peoples attention
as a Canadian I thank you for bringing this to peoples attention
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00725158
Insult0.008595883
Profanity0.012073003
Threat0.0068287146
Severe Toxicity0.0008583069
Low Tox 0.014890783 Constructive 0.542 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Can I have the PDF version please?
Can I have the PDF version please?
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 330: Cluster #329
Close reading → Discourse → Video sentiment →
Identity Attack0.004236255
Insult0.0076268767
Profanity0.016001316
Threat0.009126588
Severe Toxicity0.0015258789
Low Tox 0.014890783 Moderate Con 0.335 Question
May 30, 2025 Canadian Citizenship Test 2025 – …
Canada Border services should contact ICE and get the job done!
Canada Border services should contact ICE and get the job done!
Canadian immigration officers investigating hundreds identified by extortion … · 49: Cluster #48
Close reading → Discourse → Video sentiment →
Identity Attack0.0042917514
Insult0.008386881
Profanity0.009468361
Threat0.006835188
Severe Toxicity0.0007534027
Low Tox 0.014890783 Low Con 0.281 Call_To_Action
Feb 18, 2026 5 likes Canadian immigration officers investigating hundreds …
Would be good if Canada had ICE
Would be good if Canada had ICE
Canada's tighter immigration policy divides the country • … · 37: Cluster #36
Close reading → Discourse → Video sentiment →
Identity Attack0.0042547537
Insult0.00817788
Profanity0.010826191
Threat0.007586042
Severe Toxicity0.0012493134
Low Tox 0.014890783 Low Con 0.23 Policy_Critique
Feb 18, 2026 1 likes Canada's tighter immigration policy divides …
Way to go Quebec! Let the rest of the provinces follow.
Way to go Quebec! Let the rest of the provinces follow.
Quebec Ends Economic Immigration Program | Your Morning · 74: Cluster #73
Close reading → Video sentiment →
Identity Attack0.0050687063
Insult0.008652883
Profanity0.009570839
Threat0.006874025
Severe Toxicity0.0007867813
Low Tox 0.014890783 Moderate Con 0.385
Nov 22, 2025 77 likes Quebec Ends Economic Immigration Program …
Same in Australia
Same in Australia
Inside Canada's Indian Invasion... · 31: Cluster #30
Close reading → Discourse → Video sentiment →
Identity Attack0.0076955543
Insult0.0075698765
Profanity0.014498309
Threat0.0073789097
Severe Toxicity0.0011348724
Low Tox 0.014890783 Moderate Con 0.366 Comparative_Framing
Feb 6, 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.