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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 1106 of 1230
Canada is finally united. Here. I fixed the title for you.
Canada is finally united. Here. I fixed the title for you.
Canada's tighter immigration policy divides the country • … · 28: Cluster #27
Close reading → Discourse → Video sentiment →
Identity Attack0.005956655
Insult0.0107048955
Profanity0.010501678
Threat0.0070034824
Severe Toxicity0.000910759
Low Tox 0.02072494 Moderate Con 0.311 Humor_Satire
Feb 12, 2026 3 likes Canada's tighter immigration policy divides …
Thank you for covering this bro
Thank you for covering this bro
Inside Canada's Indian Invasion... · 254: Cluster #253
Close reading → Discourse → Video sentiment →
Identity Attack0.0058456613
Insult0.00983089
Profanity0.019212283
Threat0.0091524795
Severe Toxicity0.001821518
Low Tox 0.02072494 Moderate Con 0.424 Solidarity
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
How many are still coming from Roxham road from the States ?
How many are still coming from Roxham road from the States ?
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.007806548
Insult0.009450888
Profanity0.010962827
Threat0.0066280556
Severe Toxicity0.0008773804
Low Tox 0.02072494 Moderate Con 0.328 Question
Nov 24, 2025 Quebec Ends Economic Immigration Program …
Love you brother ❤❤❤
Love you brother ❤❤❤
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0066596144
Insult0.009678889
Profanity0.020988565
Threat0.008764107
Severe Toxicity0.0021839142
Low Tox 0.02072494 Moderate Con 0.496 Solidarity
Feb 22, 2026 Inside Canada's Indian Invasion...
Thanks liberal voters
Thanks liberal voters
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.008694496
Insult0.009944891
Profanity0.013985921
Threat0.0072753434
Severe Toxicity0.0013828278
Low Tox 0.02072494 Moderate Con 0.31 Identity_Assertion
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
You can’t say you “slashed” something when the reduction is less than %10.
You can’t say you “slashed” something when the reduction is less than %10.
New rules, regulations take effect across Canada · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.001951637
Insult0.0092228865
Profanity0.012448754
Threat0.008000307
Severe Toxicity0.0009202957
Low Tox 0.02072494 Low Con 0.138 Policy_Critique
Jan 3, 2026 38 likes New rules, regulations take effect …
they're all nice and good until they start banning beef or non-veg around their locality.
they're all nice and good until they start banning beef or non-veg around their locality.
Inside Canada's Indian Invasion... · 322: Cluster #321
Close reading → Discourse → Video sentiment →
Identity Attack0.0036997858
Insult0.009868891
Profanity0.010040528
Threat0.0067963502
Severe Toxicity0.000667572
Low Tox 0.02072494 Moderate Con 0.394 Fear_Threat
Mar 1, 2026 Inside Canada's Indian Invasion...
Very good
Very good
IRCC Names India in Study Permit Fraud | … · 253: Cluster #252
Close reading → Video sentiment →
Identity Attack0.0055866763
Insult0.009564889
Profanity0.018597418
Threat0.008764107
Severe Toxicity0.0019741058
Low Tox 0.02072494 Moderate Con 0.463
Oct 1, 2025 IRCC Names India in Study …
Of course the propaganda network did not mention any thing about free houses free rent a charge card they can buy anything without paying
Of course the propaganda network did not mention any thing about free houses free rent a charge card they can buy anything without paying
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0021273769
Insult0.011046898
Profanity0.011936366
Threat0.006207318
Severe Toxicity0.00071048737
Low Tox 0.02072494 Low Con 0.156
Dec 17, 2019 How much do refugees and …
Finally some good news. Well, it’s not exactly what we want, but it’s a start. ✌️❤️🇨🇦
Finally some good news. Well, it’s not exactly what we want, but it’s a start. ✌️❤️🇨🇦
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0055496786
Insult0.009431887
Profanity0.0147374235
Threat0.0083886795
Severe Toxicity0.0016212463
Low Tox 0.02072494 Moderate Con 0.414 Fear_Threat
Jan 1, 2026 Deportations From Canada at Their …
It's about time 👏👏👏
It's about time 👏👏👏
Quebec Ends Economic Immigration Program | Your Morning · 51: Cluster #50
Close reading → Discourse → Video sentiment →
Identity Attack0.002830336
Insult0.00975489
Profanity0.01442999
Threat0.008220384
Severe Toxicity0.0017642975
Low Tox 0.02072494 Moderate Con 0.372 Solidarity
Nov 22, 2025 Quebec Ends Economic Immigration Program …
Has anyone sent this to Trump yet?
Has anyone sent this to Trump yet?
Inside Canada's Indian Invasion... · 112: Cluster #111
Close reading → Discourse → Video sentiment →
Identity Attack0.0022753682
Insult0.0103248935
Profanity0.011714331
Threat0.007353018
Severe Toxicity0.000910759
Low Tox 0.02072494 Low Con 0.232 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
all in the plans!
all in the plans!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0024603575
Insult0.009355888
Profanity0.012995303
Threat0.008065036
Severe Toxicity0.0013542175
Low Tox 0.02072494 Moderate Con 0.39
Sep 30, 2025 IRCC Names India in Study …
You should invest in some high tech recording devices, such as a better mic, because of background noise it is hard to hear people.
You should invest in some high tech recording devices, such as a better mic, because of background noise it is hard to hear people.
Inside Canada's Indian Metropolis (Brampton) · 400: Cluster #399
Close reading → Discourse → Video sentiment →
Identity Attack0.0027008436
Insult0.009298887
Profanity0.013029462
Threat0.007521313
Severe Toxicity0.0009441376
Low Tox 0.02072494 Low Con 0.285 Meta_Commentary
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
I knew it was Brampton as soon as he said he was in Brampton
I knew it was Brampton as soon as he said he was in Brampton
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0050317086
Insult0.009906891
Profanity0.015728042
Threat0.0072882893
Severe Toxicity0.0011205673
Low Tox 0.02072494 Moderate Con 0.373 Meta_Commentary
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Atleast these are real doctors n engineers
Atleast these are real doctors n engineers
Inside Canada's Indian Invasion... · 311: Cluster #310
Close reading → Video sentiment →
Identity Attack0.005512681
Insult0.010856897
Profanity0.013780965
Threat0.0069646453
Severe Toxicity0.0011730194
Low Tox 0.02072494 Low Con 0.281
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Good step by government Canadians first great news for Canadian kids having hard time to find jobs
Good step by government Canadians first great news for Canadian kids having hard time to find jobs
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.008324518
Insult0.010552894
Profanity0.009459821
Threat0.006317357
Severe Toxicity0.0008392334
Low Tox 0.02072494 Moderate Con 0.464 Economic_Argument
Jan 11, 2026 Deportations From Canada at Their …
well said Michelle ,finally someone understand the reality of what is going on in this country
well said Michelle ,finally someone understand the reality of what is going on in this country
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0034038029
Insult0.011084898
Profanity0.009604998
Threat0.0061296434
Severe Toxicity0.00071048737
Low Tox 0.02072494 Constructive 0.503 Solidarity
Feb 23, 2026 44 likes 'We do know that there's …
Shoulda been paying attention to what's going on in UK.....
Shoulda been paying attention to what's going on in UK.....
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0066596144
Insult0.009374888
Profanity0.011458136
Threat0.0071717775
Severe Toxicity0.0010061264
Low Tox 0.02072494 Low Con 0.29 Comparative_Framing
Nov 22, 2025 Thousands of refugees allowed into …
I am looking for a job, I am really thinking of changing my name, as it seems that's the only way to get hired.
I am looking for a job, I am really thinking of changing my name, as it seems that's the only way to get hired.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0051427023
Insult0.009032886
Profanity0.016752819
Threat0.008259222
Severe Toxicity0.0012016296
Low Tox 0.02072494 Constructive 0.544 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I am all for implementing CBSA enforcement provided it is Humane and done according to the law. No Masked officers. No Arrests near schools or near Children. Show the world how can it be done …
I am all for implementing CBSA enforcement provided it is Humane and done according to the law. No Masked officers. No Arrests near schools or near Children. Show the world how can it be done humanely.
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0032003147
Insult0.009640889
Profanity0.010279642
Threat0.007586042
Severe Toxicity0.00094890594
Low Tox 0.02072494 Constructive 0.715 Moral_Argument
Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …
They absolutely 100 percent come to the US from Canada
They absolutely 100 percent come to the US from Canada
Inside Canada's Indian Invasion... · 160: Cluster #159
Close reading → Discourse → Video sentiment →
Identity Attack0.011099357
Insult0.008918885
Profanity0.0127561875
Threat0.0060649146
Severe Toxicity0.0009584427
Low Tox 0.02072494 Low Con 0.24 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
This is why we need to vote Conservative. Common sense plan is the only way.
This is why we need to vote Conservative. Common sense plan is the only way.
Inside Canada's Indian Invasion... · 23: Cluster #22
Close reading → Discourse → Video sentiment →
Identity Attack0.00569767
Insult0.010476895
Profanity0.010313802
Threat0.0066345283
Severe Toxicity0.0008249283
Low Tox 0.02072494 Moderate Con 0.418 Call_To_Action
Feb 11, 2026 Inside Canada's Indian Invasion...
We need ice in CANADA
We need ice in CANADA
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.005364689
Insult0.009108886
Profanity0.0118680475
Threat0.008531082
Severe Toxicity0.0016307831
Low Tox 0.02072494 Low Con 0.266 Call_To_Action
Dec 26, 2025 Deportations From Canada at Their …
Canada had their chance last election to vote republican but were so focused on Trump that they chose to elect again more Liberals. Good job canada
Canada had their chance last election to vote republican but were so focused on Trump that they chose to elect again more Liberals. Good job canada
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0068446035
Insult0.012300906
Profanity0.009519599
Threat0.0063626673
Severe Toxicity0.00074863434
Low Tox 0.02072494 Moderate Con 0.344
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
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.