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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 981 of 1230
PEOPLE AMUST ENTER LEAGALLY AT PORT ENTRY WHEREVER THEY GO. THAT'S IT
PEOPLE AMUST ENTER LEAGALLY AT PORT ENTRY WHEREVER THEY GO. THAT'S IT
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00984143
Insult0.011996903
Profanity0.012346277
Threat0.008090926
Severe Toxicity0.0016593933
Low Tox 0.039935954 Low Con 0.174 Policy_Critique
Feb 12, 2026 Canada's tighter immigration policy divides …
Let us not forget this is everyone's earth largely divided by cultural resistance and disagreement.
Let us not forget this is everyone's earth largely divided by cultural resistance and disagreement.
Inside Canada's Indian Invasion... · 204: Cluster #203
Close reading → Discourse → Video sentiment →
Identity Attack0.01465176
Insult0.013744914
Profanity0.012243799
Threat0.0072106146
Severe Toxicity0.0011491776
Low Tox 0.039935954 Constructive 0.51 Moral_Argument
Feb 12, 2026 3 likes Inside Canada's Indian Invasion...
Canadians, this problem has been going on for a long time, but only now are you waking up. When I arrived in Canada in 2017, I was shocked to start English classes at a public …
Canadians, this problem has been going on for a long time, but only now are you waking up. When I arrived in Canada in 2017, I was shocked to start English classes at a public school. Only my friend and I were paying CAD 1,000 per month to study, while everyone (refugees) paid nothing to study and received CAD 500 per person, plus rent.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.024801146
Insult0.015644927
Profanity0.010296722
Threat0.0058707283
Severe Toxicity0.0010061264
Low Tox 0.039935954 Constructive 0.684
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
People from India in California are absolutely amazing. They have brought their culture, their traditions, their wisdom, their work habits, and their art. And, they’ve assimilated, they speak the language, they work hard, they love …
People from India in California are absolutely amazing. They have brought their culture, their traditions, their wisdom, their work habits, and their art. And, they’ve assimilated, they speak the language, they work hard, they love being here and become citizens.. The ultimate perfect example of what it means to be an immigrant in the US.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.037136484
Insult0.012946909
Profanity0.017777596
Threat0.006699257
Severe Toxicity0.0019168854
Low Tox 0.039935954 Constructive 0.654 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
10 year moratorium on immigration immediately
10 year moratorium on immigration immediately
Why Canadians Are Turning Against Immigrants. · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.019776696
Insult0.010932897
Profanity0.013302735
Threat0.00780612
Severe Toxicity0.0016021729
Low Tox 0.039935954 Low Con 0.175
Aug 26, 2025 Why Canadians Are Turning Against …
How does a refugee get odsp with only 2 months into the country
How does a refugee get odsp with only 2 months into the country
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.022791367
Insult0.0116169015
Profanity0.015181494
Threat0.0066668927
Severe Toxicity0.001335144
Low Tox 0.039935954 Moderate Con 0.306
Jan 14, 2020 2 likes How much do refugees and …
INTERNATIONAL.STUDENTS IF ITS TRUE IF ITS TRUE, ACCORDING TO.INSTITUTION OR COLLEGE PAID DOUBLE TUTION FEE MORE THAN THE LOCAL CANADIAN OR PERMANENT RESIDENT, IF THIS IS TRUE, FROM THE COUNTRY OF ORIGIN WHERE THEY CAME …
INTERNATIONAL.STUDENTS IF ITS TRUE IF ITS TRUE, ACCORDING TO.INSTITUTION OR COLLEGE PAID DOUBLE TUTION FEE MORE THAN THE LOCAL CANADIAN OR PERMANENT RESIDENT, IF THIS IS TRUE, FROM THE COUNTRY OF ORIGIN WHERE THEY CAME FROM, DOES THE SCHOOL OR ANY INSTITUTIONIM CANADA DO THE SAME REQUIREMENTS THAT NEEDED BEFORE YOU ELIGIBLE TO ACCEPT IN CANADIAN COLLEGE OR UNIVERSITY?? SUCH AS, HIGH SCHOOL GPA? ENGLISH PROFICIENCY IN PROGRAM OR COURSE NEEDED??AND MORE MANDATED REQUIRED BY COLLEGES OR UNIVERSITY??
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.010581387
Insult0.018967867
Profanity0.012892825
Threat0.0062785195
Severe Toxicity0.0015926361
Low Tox 0.039935954 Moderate Con 0.34
Oct 17, 2025 IRCC Names India in Study …
Buddy on the bike is based
Buddy on the bike is based
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0057346676
Insult0.01640493
Profanity0.01805087
Threat0.008815889
Severe Toxicity0.0019836426
Low Tox 0.039935954 Moderate Con 0.395 Humor_Satire
Feb 7, 2026 Inside Canada's Indian Invasion...
He never even covered the towtruck wars going on in brampton
He never even covered the towtruck wars going on in brampton
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.0038292783
Insult0.01617693
Profanity0.013985921
Threat0.007637825
Severe Toxicity0.0011539459
Low Tox 0.039935954 Low Con 0.194 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
So there is already 1 million Canadians without work and it's hurting our young Canadians where is the 1 million in waiting getting a job. We need new immigration laws its way out of hand.
So there is already 1 million Canadians without work and it's hurting our young Canadians where is the 1 million in waiting getting a job. We need new immigration laws its way out of hand.
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.018771807
Insult0.014390918
Profanity0.009733095
Threat0.0070552654
Severe Toxicity0.0011301041
Low Tox 0.039935954 Constructive 0.597 Economic_Argument
Jan 20, 2026 5 likes Why Canada’s immigration system has …
Remigration now
Remigration now
Inside Canada's Indian Metropolis (Brampton) · 169: Cluster #168
Close reading → Discourse → Video sentiment →
Identity Attack0.0071775843
Insult0.01302291
Profanity0.018255826
Threat0.011922873
Severe Toxicity0.0024414062
Low Tox 0.039935954 Moderate Con 0.345 Call_To_Action
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
3:33 How Swift? Swift (fast) or Taylor Swift (faster)?
3:33 How Swift? Swift (fast) or Taylor Swift (faster)?
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0071775843
Insult0.013896915
Profanity0.022833163
Threat0.0104988385
Severe Toxicity0.002708435
Low Tox 0.039935954 Low Con 0.281 Humor_Satire
Dec 24, 2025 Deportations From Canada at Their …
Click bait!!!
Click bait!!!
· 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.00062731333
Insult0.0025367239
Profanity0.00024045297
Threat0.030177938
Severe Toxicity0.000016575957
Low Tox 0.039927687 Meta_Commentary
Apr 16, 2025 1 likes
This hits heavy for students that came here legally, finished their careers, got a job and are law abiding immigrants who are looking for a chance to be PR.
This hits heavy for students that came here legally, finished their careers, got a job and are law abiding immigrants who are looking for a chance to be PR.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.027413858
Insult0.013934915
Profanity0.012414595
Threat0.007301235
Severe Toxicity0.0012779236
Low Tox 0.03969839 Constructive 0.6 Personal_Narrative
Oct 1, 2025 IRCC Names India in Study …
GO MARK CARNEY! The conservatives wont dare give him credit though.
GO MARK CARNEY! The conservatives wont dare give him credit though.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0075105648
Insult0.018581128
Profanity0.012926984
Threat0.0076507707
Severe Toxicity0.0010967255
Low Tox 0.03969839 Low Con 0.183
Dec 24, 2025 1 likes Deportations From Canada at Their …
TORONTO IS NOT CALCUTTA
TORONTO IS NOT CALCUTTA
Why Canadians Are Turning Against Immigrants. · 39: Cluster #38
Close reading → Discourse → Video sentiment →
Identity Attack0.010803374
Insult0.017012933
Profanity0.01805087
Threat0.0070034824
Severe Toxicity0.0016880035
Low Tox 0.03969839 Low Con 0.227 Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I met many Canadians that use Canada as a bridge to try to get to the USA.
I met many Canadians that use Canada as a bridge to try to get to the USA.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.026207991
Insult0.014428918
Profanity0.012380436
Threat0.007521313
Severe Toxicity0.0015926361
Low Tox 0.03969839 Moderate Con 0.442 Personal_Narrative
Feb 13, 2026 Inside Canada's Indian Invasion...
The LPC wont do anything to make sure they leave They still need to pander to their far left base
The LPC wont do anything to make sure they leave They still need to pander to their far left base
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.010211408
Insult0.019419061
Profanity0.012073003
Threat0.007340072
Severe Toxicity0.0011444092
Low Tox 0.03969839 Low Con 0.188 Policy_Critique
Jan 19, 2026 1 likes 2.9 million Canadian temporary visas …
lol….calling Brampton a metropolis 😂
lol….calling Brampton a metropolis 😂
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.006511623
Insult0.01961243
Profanity0.015386449
Threat0.0065050707
Severe Toxicity0.0017929077
Low Tox 0.03969839 Low Con 0.179
Oct 22, 2025 Inside Canada's Indian Metropolis (Brampton)
when are we gonna see a vid about Minnesota?
when are we gonna see a vid about Minnesota?
Inside Canada's Indian Invasion... · 246: Cluster #245
Close reading → Discourse → Video sentiment →
Identity Attack0.012541492
Insult0.011920903
Profanity0.017436003
Threat0.010887212
Severe Toxicity0.0022506714
Low Tox 0.03969839 Low Con 0.283 Meta_Commentary
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
This documentary starts on a very partisan note, but it doesn't end on one. I don't speak for all Hindus, but when I lived in Australia, my values told me to integrate and treat everyone …
This documentary starts on a very partisan note, but it doesn't end on one. I don't speak for all Hindus, but when I lived in Australia, my values told me to integrate and treat everyone equal. Now I am back living in India with a global perspective and renewed respect for world cultures. Yes, Canada has had a lot on unchecked unskilled immigration which is bound to cause issues- but I'd like to believe, and my Hindu faith teaches me, that people are inherently good.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.035074018
Insult0.014580919
Profanity0.012585391
Threat0.0064079775
Severe Toxicity0.0012493134
Low Tox 0.03969839 Constructive 0.872 Personal_Narrative
Sep 19, 2025 79 likes Inside Canada's Indian Metropolis (Brampton)
Did the cops make them meal and carry their bags?
Did the cops make them meal and carry their bags?
Migrants cross into Canada near Hemmingford · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0038292783
Insult0.014808921
Profanity0.014225035
Threat0.008220384
Severe Toxicity0.0012159348
Low Tox 0.03969839 Moderate Con 0.303 Humor_Satire
Jan 6, 2026 Migrants cross into Canada near …
About time. Enough of this.
About time. Enough of this.
Quebec Ends Economic Immigration Program | Your Morning · 51: Cluster #50
Close reading → Discourse → Video sentiment →
Identity Attack0.0022661188
Insult0.014884921
Profanity0.013610168
Threat0.008738215
Severe Toxicity0.0014781952
Low Tox 0.03969839 Low Con 0.292 Policy_Critique
Nov 21, 2025 Quebec Ends Economic Immigration Program …
keep voting carney or whoever comes up as the new liberal leader y'all
keep voting carney or whoever comes up as the new liberal leader y'all
Canada’s new rules in 2026 · 5: Cluster #4
Close reading → Video sentiment →
Identity Attack0.0047172266
Insult0.018967867
Profanity0.012995303
Threat0.007741391
Severe Toxicity0.0012207031
Low Tox 0.03969839 Low Con 0.177
Jan 13, 2026 Canada’s new rules in 2026
11:00 can we just talk about the economical and political state of India right now?
11:00 can we just talk about the economical and political state of India right now?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.021786476
Insult0.011844902
Profanity0.020920247
Threat0.009877442
Severe Toxicity0.0022411346
Low Tox 0.03969839 Moderate Con 0.326 Question
Jan 29, 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.