Skip to content
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 1058 of 1230
😂😂😂😂😂🥀🥀🥀
😂😂😂😂😂🥀🥀🥀
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00258985
Insult0.011046898
Profanity0.026863953
Threat0.0065827454
Severe Toxicity0.003376007
Low Tox 0.02685301 Moderate Con 0.454
Feb 13, 2026 Inside Canada's Indian Invasion...
Grew up there. If anything this video understates things. Finally people outside of Canada are talking about it more.
Grew up there. If anything this video understates things. Finally people outside of Canada are talking about it more.
Inside Canada's Indian Invasion... · 96: Cluster #95
Close reading → Discourse → Video sentiment →
Identity Attack0.008657498
Insult0.0129089095
Profanity0.011253181
Threat0.006492125
Severe Toxicity0.0010585785
Low Tox 0.02685301 Moderate Con 0.485 Personal_Narrative
Jan 27, 2026 6 likes Inside Canada's Indian Invasion...
Happening in Sydney Australia too
Happening in Sydney Australia too
Inside Canada's Indian Invasion... · 31: Cluster #30
Close reading → Discourse → Video sentiment →
Identity Attack0.009027477
Insult0.009051885
Profanity0.018529098
Threat0.009696201
Severe Toxicity0.0020503998
Low Tox 0.026735162 Moderate Con 0.411 Comparative_Framing
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
just a reminder that the ambassador to the usa that was just appointed (wiseman) worked at black rock and started the charity to get canada to 100,000,000 inhabitants through immigration by 2100. who voted for …
just a reminder that the ambassador to the usa that was just appointed (wiseman) worked at black rock and started the charity to get canada to 100,000,000 inhabitants through immigration by 2100. who voted for this?
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.008953481
Insult0.012756908
Profanity0.010040528
Threat0.0062914654
Severe Toxicity0.00093460083
Low Tox 0.026735162 Moderate Con 0.428 Unverified_Claim
Dec 30, 2025 Deportations From Canada at Their …
I thought you were going to be talking about Surrey British Columbia they have 800000 people and is AKA Currey B.C
I thought you were going to be talking about Surrey British Columbia they have 800000 people and is AKA Currey B.C
Inside Canada's Indian Metropolis (Brampton) · 133: Cluster #132
Close reading → Discourse → Video sentiment →
Identity Attack0.008620501
Insult0.011578901
Profanity0.016035475
Threat0.007197669
Severe Toxicity0.001411438
Low Tox 0.026735162 Moderate Con 0.486 Meta_Commentary
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Charge the colleges and universities that allow them to take courses and pass them like Conestoga College . They turned a blind eye ask students who were there. It's all about the money.
Charge the colleges and universities that allow them to take courses and pass them like Conestoga College . They turned a blind eye ask students who were there. It's all about the money.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.0027563404
Insult0.014960921
Profanity0.010757872
Threat0.0062785195
Severe Toxicity0.0007009506
Low Tox 0.026735162 Moderate Con 0.322 Policy_Critique
Oct 12, 2025 IRCC Names India in Study …
😢
😢
IRCC Names India in Study Permit Fraud | …
Close reading → Video sentiment →
Identity Attack0.0032188136
Insult0.011046898
Profanity0.01893901
Threat0.007598988
Severe Toxicity0.0018978119
Low Tox 0.026735162 Constructive 0.515
Sep 30, 2025 IRCC Names India in Study …
None period 👿
None period 👿
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0016834025
Insult0.015568925
Profanity0.02071529
Threat0.006097279
Severe Toxicity0.0017642975
Low Tox 0.026735162 Low Con 0.261
Nov 26, 2025 Quebec Ends Economic Immigration Program …
😢
😢
Inside Canada's Indian Invasion...
Close reading → Video sentiment →
Identity Attack0.0032188136
Insult0.011046898
Profanity0.01893901
Threat0.007598988
Severe Toxicity0.0018978119
Low Tox 0.026735162 Constructive 0.515
Jan 27, 2026 Inside Canada's Indian Invasion...
To anyone wondering, yes Canada is like this.
To anyone wondering, yes Canada is like this.
Inside Canada's Indian Invasion... · 335: Cluster #334
Close reading → Video sentiment →
Identity Attack0.014450782
Insult0.012794908
Profanity0.010057608
Threat0.006039023
Severe Toxicity0.0011634827
Low Tox 0.026735162 Moderate Con 0.393
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
The rcmp should audit them self
The rcmp should audit them self
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0035517942
Insult0.012870909
Profanity0.012687869
Threat0.008505191
Severe Toxicity0.0011777878
Low Tox 0.026735162 Low Con 0.164 Call_To_Action
Feb 20, 2026 Canadian immigration officers investigating hundreds …
😢
😢
Why Canadians Are Turning Against Immigrants.
Close reading → Video sentiment →
Identity Attack0.0032188136
Insult0.011046898
Profanity0.01893901
Threat0.007598988
Severe Toxicity0.0018978119
Low Tox 0.026735162 Constructive 0.515
Aug 27, 2025 Why Canadians Are Turning Against …
Brahmanpton
Brahmanpton
Inside Canada's Indian Metropolis (Brampton) · 81: Cluster #80
Close reading → Discourse → Video sentiment →
Identity Attack0.010211408
Insult0.013174911
Profanity0.021056883
Threat0.008323951
Severe Toxicity0.0020313263
Low Tox 0.026735162 Moderate Con 0.319 Identity_Assertion
Sep 27, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Try going to Niagara falls in summertime 😂
Try going to Niagara falls in summertime 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0039772694
Insult0.0118069025
Profanity0.015044857
Threat0.0072365063
Severe Toxicity0.0012874603
Low Tox 0.026735162 Low Con 0.251
Jan 27, 2026 Inside Canada's Indian Invasion...
"Bie" had me in tears 😂
"Bie" had me in tears 😂
Inside Canada's Indian Invasion... · 76: Cluster #75
Close reading → Discourse → Video sentiment →
Identity Attack0.0027378413
Insult0.012338906
Profanity0.017299367
Threat0.007249452
Severe Toxicity0.0013256073
Low Tox 0.026735162 Moderate Con 0.392 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
It's about time. We need to have the immigration system we used to have before J Trudeau.
It's about time. We need to have the immigration system we used to have before J Trudeau.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.008509507
Insult0.012300906
Profanity0.009630617
Threat0.006641001
Severe Toxicity0.0009393692
Low Tox 0.026735162 Moderate Con 0.451
Dec 28, 2025 Deportations From Canada at Their …
add another comma in that number and maybe another digit or two and we are good.
add another comma in that number and maybe another digit or two and we are good.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0039402717
Insult0.010856897
Profanity0.015215653
Threat0.009722093
Severe Toxicity0.0017356873
Low Tox 0.026735162 Low Con 0.213 Policy_Critique
Dec 31, 2025 Deportations From Canada at Their …
Gawd bless bike guy!
Gawd bless bike guy!
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0026453468
Insult0.015188923
Profanity0.0166845
Threat0.0073918556
Severe Toxicity0.0014972687
Low Tox 0.026735162 Moderate Con 0.373 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
I am retired and people come to this country. never worked a day in their life in canada and received more money than i am. Something has to change.
I am retired and people come to this country. never worked a day in their life in canada and received more money than i am. Something has to change.
Why Canadians Are Turning Against Immigrants. · 32: Cluster #31
Close reading → Video sentiment →
Identity Attack0.011839314
Insult0.012566907
Profanity0.009570839
Threat0.0060196044
Severe Toxicity0.0008869171
Low Tox 0.026735162 Moderate Con 0.449
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
😢
😢
Inside Canada's Indian Invasion...
Close reading → Video sentiment →
Identity Attack0.0032188136
Insult0.011046898
Profanity0.01893901
Threat0.007598988
Severe Toxicity0.0018978119
Low Tox 0.026735162 Constructive 0.515
Jan 28, 2026 Inside Canada's Indian Invasion...
A shortage of fast food workers is not a national emergency
A shortage of fast food workers is not a national emergency
Why Canadians Are Turning Against Immigrants. · 77: Cluster #76
Close reading → Video sentiment →
Identity Attack0.0061416444
Insult0.010818896
Profanity0.012038844
Threat0.0072753434
Severe Toxicity0.001115799
Low Tox 0.026735162 Low Con 0.169
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
We need the ICE
We need the ICE
2.9 million Canadian temporary visas expire in 2025-2026 · 36: Cluster #35
Close reading → Discourse → Video sentiment →
Identity Attack0.0050317086
Insult0.009469888
Profanity0.015420608
Threat0.010239923
Severe Toxicity0.0023937225
Low Tox 0.026735162 Low Con 0.225 Call_To_Action
Jan 15, 2026 3 likes 2.9 million Canadian temporary visas …
They are from one state only Punjab
They are from one state only Punjab
Inside Canada's Indian Metropolis (Brampton) · 16: Cluster #15
Close reading → Video sentiment →
Identity Attack0.017967897
Insult0.013592913
Profanity0.01627459
Threat0.0070034824
Severe Toxicity0.0020313263
Low Tox 0.026735162 Low Con 0.263
Jan 3, 2026 Inside Canada's Indian Metropolis (Brampton)
Imported liberal party voters. US tried to do the same during the last administration
Imported liberal party voters. US tried to do the same during the last administration
Inside Canada's Indian Invasion... · 23: Cluster #22
Close reading → Discourse → Video sentiment →
Identity Attack0.008916483
Insult0.013744914
Profanity0.011167783
Threat0.0063626673
Severe Toxicity0.000872612
Low Tox 0.026735162 Low Con 0.24 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
OM UN UNMATTAY,BRAM BRAM BHAIRAVAY NAMA!
OM UN UNMATTAY,BRAM BRAM BHAIRAVAY NAMA!
Inside Canada's Indian Metropolis (Brampton) · 81: Cluster #80
Close reading → Video sentiment →
Identity Attack0.01274247
Insult0.018258847
Profanity0.027273865
Threat0.009851551
Severe Toxicity0.004425049
Low Tox 0.026735162 Low Con 0.222
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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.