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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 1167 of 1230
Canada needs an ICE equivalent immediately to step in.
Canada needs an ICE equivalent immediately to step in.
IRCC Names India in Study Permit Fraud | … · 177: Cluster #176
Close reading → Discourse → Video sentiment →
Identity Attack0.0037922803
Insult0.0081208795
Profanity0.009801413
Threat0.0077802283
Severe Toxicity0.0009536743
Low Tox 0.013257195 Low Con 0.145 Call_To_Action
Sep 28, 2025 24 likes IRCC Names India in Study …
Justinder Approves
Justinder Approves
Inside Canada's Indian Invasion... · 278: Cluster #277
Close reading → Discourse → Video sentiment →
Identity Attack0.003866276
Insult0.008519882
Profanity0.014600786
Threat0.0074306927
Severe Toxicity0.0013637543
Low Tox 0.013257195 Low Con 0.252 Meta_Commentary
Feb 28, 2026 3 likes Inside Canada's Indian Invasion...
About time. Id say 15 yrs to late.
About time. Id say 15 yrs to late.
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0020441315
Insult0.007778878
Profanity0.011355659
Threat0.008116818
Severe Toxicity0.0008916855
Low Tox 0.013257195 Moderate Con 0.394 Policy_Critique
Jan 21, 2026 3 likes Why Canada’s immigration system has …
19/20 and this guide helped me with at least 2 of those (i could remember having learned them here). This was legit.
19/20 and this guide helped me with at least 2 of those (i could remember having learned them here). This was legit.
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.0034408006
Insult0.007721877
Profanity0.013131939
Threat0.007353018
Severe Toxicity0.000910759
Low Tox 0.013257195 Constructive 0.56 Meta_Commentary
Nov 20, 2025 Canadian Citizenship Test 2025 – …
Trudeau needed votes.
Trudeau needed votes.
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.002552852
Insult0.008728883
Profanity0.010587076
Threat0.006977591
Severe Toxicity0.00079631805
Low Tox 0.013257195 Low Con 0.174 Policy_Critique
Sep 8, 2025 How Canada broke its immigration …
Not Punjab is panjab
Not Punjab is panjab
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.007732552
Insult0.011160898
Profanity0.0157622
Threat0.0068869707
Severe Toxicity0.0013923645
Low Tox 0.013257195 Low Con 0.178 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Still we love canada
Still we love canada
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.0056236745
Insult0.007835878
Profanity0.012073003
Threat0.006770459
Severe Toxicity0.001077652
Low Tox 0.013257195 Moderate Con 0.422 Solidarity
Jan 4, 2026 Inside Canada's Indian Metropolis (Brampton)
How did this happening in Canada
How did this happening in Canada
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.0048837173
Insult0.0071138735
Profanity0.01127026
Threat0.006925808
Severe Toxicity0.0008916855
Low Tox 0.013257195 Moderate Con 0.348
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Tyler, I wish I knew you were here❤❤❤
Tyler, I wish I knew you were here❤❤❤
Inside Canada's Indian Invasion... · 348: Cluster #347
Close reading → Discourse → Video sentiment →
Identity Attack0.0035332954
Insult0.008272881
Profanity0.014805742
Threat0.007948523
Severe Toxicity0.0012969971
Low Tox 0.013257195 Constructive 0.534 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Who would they vote for？
Who would they vote for？
Inside Canada's Indian Invasion... · 86: Cluster #85
Close reading → Discourse → Video sentiment →
Identity Attack0.0027748393
Insult0.0074178753
Profanity0.011099464
Threat0.0065180166
Severe Toxicity0.00066280365
Low Tox 0.0131943645 Low Con 0.293 Question
Jan 28, 2026 Inside Canada's Indian Invasion...
Good work,
Good work,
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 284: Cluster #283
Close reading → Video sentiment →
Identity Attack0.0035147965
Insult0.007949878
Profanity0.014566627
Threat0.007883795
Severe Toxicity0.0012493134
Low Tox 0.0131943645 Moderate Con 0.473
Jan 12, 2026 2 likes Canadian Citizenship Test 2025 – …
lets all remember , justintrudeau n left want 100m by 2050
lets all remember , justintrudeau n left want 100m by 2050
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0024603575
Insult0.008956885
Profanity0.009818493
Threat0.0063367756
Severe Toxicity0.0006723404
Low Tox 0.0131943645 Moderate Con 0.301
Dec 25, 2025 Deportations From Canada at Their …
Just come to brampton ontario, you'll find 2.8million. Hope i can find a job now.
Just come to brampton ontario, you'll find 2.8million. Hope i can find a job now.
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0026083488
Insult0.008234881
Profanity0.00998929
Threat0.006815769
Severe Toxicity0.000834465
Low Tox 0.0131943645 Moderate Con 0.442 Economic_Argument
Jan 15, 2026 2 likes 2.9 million Canadian temporary visas …
Every country has visa's for students-workers-tourists...CGTN The Point-Hub-Heat, Shanghai Eye, RT International, Aljazeera, TRT World, Middle East Eye..Alex Reporterfy Media
Every country has visa's for students-workers-tourists...CGTN The Point-Hub-Heat, Shanghai Eye, RT International, Aljazeera, TRT World, Middle East Eye..Alex Reporterfy Media
How Canada broke its immigration system · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.004439743
Insult0.0084818825
Profanity0.010501678
Threat0.0062137907
Severe Toxicity0.0006866455
Low Tox 0.0131943645 Moderate Con 0.405 Advertisement_Spam
Jun 20, 2025 How Canada broke its immigration …
woulda loved to accompany you through our Greater Toronto Area. Do miss my country being more diverse....
woulda loved to accompany you through our Greater Toronto Area. Do miss my country being more diverse....
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0042547537
Insult0.008006879
Profanity0.010211324
Threat0.0065827454
Severe Toxicity0.00077724457
Low Tox 0.0131943645 Constructive 0.624 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
We can do our own taxes .It’s all about control
We can do our own taxes .It’s all about control
New rules, regulations take effect across Canada · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0016371552
Insult0.008918885
Profanity0.010655395
Threat0.006051969
Severe Toxicity0.000603199
Low Tox 0.0131943645 Moderate Con 0.31 Unverified_Claim
Jan 6, 2026 4 likes New rules, regulations take effect …
VISIT WALMARTS, CANADIAN TIRES , TIM HORTONS, AND AMAZON DELIVERY WAREHOUSES, THAT WILL ACCOUNT FOR MOST OF THEM
VISIT WALMARTS, CANADIAN TIRES , TIM HORTONS, AND AMAZON DELIVERY WAREHOUSES, THAT WILL ACCOUNT FOR MOST OF THEM
IRCC Names India in Study Permit Fraud | … · 181: Cluster #180
Close reading → Discourse → Video sentiment →
Identity Attack0.003311308
Insult0.0084818825
Profanity0.009920971
Threat0.0063497215
Severe Toxicity0.00077724457
Low Tox 0.0131943645 Low Con 0.267 Unverified_Claim
Oct 15, 2025 IRCC Names India in Study …
Je suis haitien 🇭🇹🇭🇹🇭🇹
Je suis haitien 🇭🇹🇭🇹🇭🇹
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.005771666
Insult0.00979289
Profanity0.0127561875
Threat0.0057477434
Severe Toxicity0.0015830994
Low Tox 0.0131943645 Moderate Con 0.33 Identity_Assertion
Feb 24, 2026 Inside Canada's Indian Invasion...
No wonder the local college in my city keeps expanding. It seems like they have a lot of money.
No wonder the local college in my city keeps expanding. It seems like they have a lot of money.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.0027193425
Insult0.00819688
Profanity0.011099464
Threat0.0062396824
Severe Toxicity0.00067710876
Low Tox 0.0131943645 Low Con 0.232 Economic_Argument
Oct 4, 2025 IRCC Names India in Study …
this guy is somewhat right about canada https://provocatingmatters.blogspot.com/2025/12/canada-is-not-what-people-think.html
this guy is somewhat right about canada https://provocatingmatters.blogspot.com/2025/12/canada-is-not-what-people-think.html
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0056236745
Insult0.008329881
Profanity0.012858666
Threat0.006809296
Severe Toxicity0.0009584427
Low Tox 0.0131943645 Moderate Con 0.319 Advertisement_Spam
Dec 14, 2025 Inside Canada's Indian Metropolis (Brampton)
800k... no
800k... no
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0020163832
Insult0.007797878
Profanity0.012995303
Threat0.006822242
Severe Toxicity0.00094890594
Low Tox 0.0131943645 Moderate Con 0.337
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
22:00 "Bie" 😭
22:00 "Bie" 😭
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.0011931809
Insult0.009279887
Profanity0.014805742
Threat0.0059257476
Severe Toxicity0.0013828278
Low Tox 0.0131943645 Low Con 0.26 Humor_Satire
Jan 27, 2026 12 likes Inside Canada's Indian Invasion...
These students cannot just work and move around freely. There is someone in the govt , CBSA who is helping them
These students cannot just work and move around freely. There is someone in the govt , CBSA who is helping them
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.0032003147
Insult0.008899884
Profanity0.010313802
Threat0.006265574
Severe Toxicity0.0005912781
Low Tox 0.0131943645 Moderate Con 0.353
Oct 5, 2025 IRCC Names India in Study …
Michelle is right! Lets get back to common sense law and order.
Michelle is right! Lets get back to common sense law and order.
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0027748393
Insult0.00817788
Profanity0.010040528
Threat0.0064985976
Severe Toxicity0.00067710876
Low Tox 0.0131943645 Moderate Con 0.387 Solidarity
Feb 23, 2026 102 likes 'We do know that there's …
2.8 M Indian
2.8 M Indian
2.9 million Canadian temporary visas expire in 2025-2026 · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.008213525
Insult0.008006879
Profanity0.013883443
Threat0.00756015
Severe Toxicity0.0011873245
Low Tox 0.0131943645 Low Con 0.27 Meta_Commentary
Jan 29, 2026 3 likes 2.9 million Canadian temporary visas …
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.