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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 929 of 1230
how is the smell?
how is the smell?
Inside Canada's Indian Metropolis (Brampton) · 65: Cluster #64
Close reading → Discourse → Video sentiment →
Identity Attack0.0026083488
Insult0.016784932
Profanity0.022696527
Threat0.0065697995
Severe Toxicity0.0016784668
Low Tox 0.051810697 Moderate Con 0.347 Humor_Satire
Dec 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Open up the borders that must solve the problem
Open up the borders that must solve the problem
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.025203101
Insult0.010932897
Profanity0.015113175
Threat0.00967031
Severe Toxicity0.0026512146
Low Tox 0.051810697 Low Con 0.227 Humor_Satire
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Liberals love this
Liberals love this
Canadian immigration officers investigating hundreds identified by extortion … · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.022188433
Insult0.019419061
Profanity0.021466793
Threat0.008323951
Severe Toxicity0.0024986267
Low Tox 0.051810697 Low Con 0.232 Identity_Assertion
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Big deal, 5 full plane loads a day are arriving, just a distraction folks.
Big deal, 5 full plane loads a day are arriving, just a distraction folks.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0030708222
Insult0.025413504
Profanity0.011133623
Threat0.008246276
Severe Toxicity0.0012874603
Low Tox 0.051810697 Low Con 0.171
Dec 31, 2025 Deportations From Canada at Their …
As Punjabi Indian Brampton live I support this video
As Punjabi Indian Brampton live I support this video
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.033784978
Insult0.017936565
Profanity0.02973333
Threat0.012337137
Severe Toxicity0.0051498413
Low Tox 0.051810697 Constructive 0.551 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
Smoke and mirrors! This is a drop in the bucket compared to the hundreds of thousands that should never have been let in the door..... Retired LEO.
Smoke and mirrors! This is a drop in the bucket compared to the hundreds of thousands that should never have been let in the door..... Retired LEO.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0035702933
Insult0.022512967
Profanity0.010723713
Threat0.00933372
Severe Toxicity0.0015163422
Low Tox 0.051810697 Low Con 0.295 Policy_Critique
Dec 27, 2025 Deportations From Canada at Their …
Different strain
Different strain
IRCC Names India in Study Permit Fraud | … · 118: Cluster #117
Close reading → Discourse → Video sentiment →
Identity Attack0.015455672
Insult0.019225692
Profanity0.021945024
Threat0.0067186756
Severe Toxicity0.0019931793
Low Tox 0.051810697 Moderate Con 0.412 Meta_Commentary
Sep 29, 2025 IRCC Names India in Study …
I GUESS CANADA LEARN FROM EURO EXPERINCE
I GUESS CANADA LEARN FROM EURO EXPERINCE
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.031980325
Insult0.017807651
Profanity0.012277958
Threat0.0067963502
Severe Toxicity0.0020122528
Low Tox 0.051810697 Low Con 0.264 Policy_Critique
Feb 12, 2026 Canada's tighter immigration policy divides …
This is the result of liberals in office for the past 10 years
This is the result of liberals in office for the past 10 years
Inside Canada's Indian Invasion... · 23: Cluster #22
Close reading → Discourse → Video sentiment →
Identity Attack0.01656105
Insult0.020966014
Profanity0.013780965
Threat0.0067186756
Severe Toxicity0.0014877319
Low Tox 0.051810697 Low Con 0.175 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
I had 8 so were still asking babies
I had 8 so were still asking babies
Why Canadians Are Turning Against Immigrants. · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.0093974555
Insult0.012984909
Profanity0.027000591
Threat0.008945347
Severe Toxicity0.002861023
Low Tox 0.051810697 Moderate Con 0.452 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
Conservatives proposal is to end presumption of innocence. Instead, we should expedite and strengthen the asylum prcess so that bogus claims are quickly dismissed
Conservatives proposal is to end presumption of innocence. Instead, we should expedite and strengthen the asylum prcess so that bogus claims are quickly dismissed
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.015254694
Insult0.018774498
Profanity0.015932998
Threat0.0097738765
Severe Toxicity0.0015449524
Low Tox 0.051810697 Moderate Con 0.317 Policy_Critique
Mar 2, 2026 'We do know that there's …
Canada should abolish the recruitment agent that hire undocumented people and pay cash to those people let companies direct hire people
Canada should abolish the recruitment agent that hire undocumented people and pay cash to those people let companies direct hire people
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.027011903
Insult0.018452216
Profanity0.010604155
Threat0.0074306927
Severe Toxicity0.001411438
Low Tox 0.051810697 Low Con 0.202 Policy_Critique
Sep 30, 2025 IRCC Names India in Study …
THIS IS SO FUNNY
THIS IS SO FUNNY
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0073255757
Insult0.015796926
Profanity0.032142747
Threat0.009851551
Severe Toxicity0.0037384033
Low Tox 0.051810697 Moderate Con 0.334 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
It's political they want to show they are controlling immigration so it's reflected in the polls / elections it's all about that liberals don't want to lose power it's just about that
It's political they want to show they are controlling immigration so it's reflected in the polls / elections it's all about that liberals don't want to lose power it's just about that
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.023193322
Insult0.018452216
Profanity0.014088398
Threat0.0068999166
Severe Toxicity0.001373291
Low Tox 0.051810697 Moderate Con 0.385 Policy_Critique
Jan 21, 2026 Why Canada’s immigration system has …
Thanks. I learned something today. I just hope they call out bad behavior within their own communities for the betterment of all Canadians. That includes paying your taxes and hiring outsiders etc.
Thanks. I learned something today. I just hope they call out bad behavior within their own communities for the betterment of all Canadians. That includes paying your taxes and hiring outsiders etc.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.023193322
Insult0.021675033
Profanity0.009750174
Threat0.0067834044
Severe Toxicity0.0012016296
Low Tox 0.051810697 Constructive 0.672
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Watch this to the end !!!
Watch this to the end !!!
Why Canadians Are Turning Against Immigrants. · 146: Cluster #145
Close reading → Video sentiment →
Identity Attack0.0034777985
Insult0.012338906
Profanity0.021125201
Threat0.01508414
Severe Toxicity0.0030899048
Low Tox 0.051810697 Moderate Con 0.306
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
People need to accept the truth. Canada was doing well until it stopped being European only. Europeans of all cultures built successful, clean stable advanced nations. We then let in the rest and the country …
People need to accept the truth. Canada was doing well until it stopped being European only. Europeans of all cultures built successful, clean stable advanced nations. We then let in the rest and the country fell apart.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.030433474
Insult0.018645585
Profanity0.010911589
Threat0.0066927844
Severe Toxicity0.0013446808
Low Tox 0.051810697 Moderate Con 0.409 Identity_Assertion
Oct 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
It is time to scrap All the fancy initials such as UN, WEF, NGO, COP, Etc. And use the constitution and elected government to run the country. There must also be a loyal opposition to …
It is time to scrap All the fancy initials such as UN, WEF, NGO, COP, Etc. And use the constitution and elected government to run the country. There must also be a loyal opposition to hold the government to account. We need transparency and accountability to stop corruption,
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 40: Cluster #39
Close reading → Discourse → Video sentiment →
Identity Attack0.005512681
Insult0.025800243
Profanity0.01127026
Threat0.0071717775
Severe Toxicity0.0009727478
Low Tox 0.051563308 Moderate Con 0.372 Policy_Critique
Feb 22, 2026 1 likes LILLEY UNLEASHED: The fall of …
Shout out to Invermere BC - lived there for 11 years on an expired visa and deported in 2016… Miss all of you.
Shout out to Invermere BC - lived there for 11 years on an expired visa and deported in 2016… Miss all of you.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0064006294
Insult0.021868404
Profanity0.011594773
Threat0.0071588317
Severe Toxicity0.0013828278
Low Tox 0.051563308 Constructive 0.654
Dec 28, 2025 Deportations From Canada at Their …
Anyone not in Canada more than twenty 20 years should be removed from positions of authority. Including, POLITICIANS, POLICE, TEACHERS, IMMIGRATION all government workers and any other role that influences our decisions, our youth and …
Anyone not in Canada more than twenty 20 years should be removed from positions of authority. Including, POLITICIANS, POLICE, TEACHERS, IMMIGRATION all government workers and any other role that influences our decisions, our youth and our future in CANADA. Teach them how to adapt and be Canadian. Michelle Rempell Garner dishing it out on our behalf. God grant her strength and wisdom.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.017967897
Insult0.018129934
Profanity0.010228404
Threat0.011586283
Severe Toxicity0.0022602081
Low Tox 0.051563308 Constructive 0.506 Call_To_Action
Oct 1, 2025 7 likes IRCC Names India in Study …
I'm Indian and when I was 2, I thought canada was a state in india because how much my parents mention it.
I'm Indian and when I was 2, I thought canada was a state in india because how much my parents mention it.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.049989145
Insult0.015644927
Profanity0.017231047
Threat0.006861079
Severe Toxicity0.001821518
Low Tox 0.051563308 Constructive 0.519 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
CanIndian
CanIndian
Inside Canada's Indian Invasion... · 162: Cluster #161
Close reading → Video sentiment →
Identity Attack0.032753747
Insult0.01961243
Profanity0.028640235
Threat0.008259222
Severe Toxicity0.0034713745
Low Tox 0.051563308 Moderate Con 0.37
Feb 8, 2026 Inside Canada's Indian Invasion...
Do Canadian expats go around mixing with other folks when they reside in for instance in Spain? I know, I’ve just taken that as an example, but it illustrates the point!😊
Do Canadian expats go around mixing with other folks when they reside in for instance in Spain? I know, I’ve just taken that as an example, but it illustrates the point!😊
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.036620867
Insult0.018967867
Profanity0.010792031
Threat0.006051969
Severe Toxicity0.001335144
Low Tox 0.051563308 Constructive 0.577 Comparative_Framing
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Thats not punjabi but hindi!!! But sihdu is punjabi surname
Thats not punjabi but hindi!!! But sihdu is punjabi surname
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.03894114
Insult0.026315894
Profanity0.030389199
Threat0.007948523
Severe Toxicity0.004463196
Low Tox 0.051563308 Low Con 0.181 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I thought I was sightseeing India!😂
I thought I was sightseeing India!😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.036878675
Insult0.0154929245
Profanity0.022559889
Threat0.008634649
Severe Toxicity0.0026893616
Low Tox 0.051563308 Moderate Con 0.402 Humor_Satire
Feb 24, 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.