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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 966 of 1230
I am a survivor of the HA
I am a survivor of the HA
Canadian immigration officers investigating hundreds identified by extortion … · 41: Cluster #40
Close reading → Discourse → Video sentiment →
Identity Attack0.010803374
Insult0.014352918
Profanity0.021740068
Threat0.010705971
Severe Toxicity0.0026512146
Low Tox 0.04315203 Moderate Con 0.486 Personal_Narrative
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Like sweden make them wait 5years before benefits… stay and proved you are not just using it and leave.
Like sweden make them wait 5years before benefits… stay and proved you are not just using it and leave.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.010507392
Insult0.017356457
Profanity0.012243799
Threat0.007598988
Severe Toxicity0.0012969971
Low Tox 0.04315203 Low Con 0.266
Nov 23, 2025 65 likes Quebec Ends Economic Immigration Program …
I love this man on the bike!!!
I love this man on the bike!!!
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0071775843
Insult0.014580919
Profanity0.021603432
Threat0.012440704
Severe Toxicity0.003414154
Low Tox 0.04315203 Moderate Con 0.476 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Cut their motivation to stay in Canada and start charging them daily for overstating their VISA. Government created the problem and they are likely profiting in some way from it.
Cut their motivation to stay in Canada and start charging them daily for overstating their VISA. Government created the problem and they are likely profiting in some way from it.
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.012061302
Insult0.019419061
Profanity0.010023449
Threat0.0073789097
Severe Toxicity0.0011634827
Low Tox 0.04315203 Low Con 0.221 Policy_Critique
Jan 15, 2026 3 likes 2.9 million Canadian temporary visas …
I personally think that Canada should focus on its own people. Yes, immigration has stopped in the USA, but that does not mean that we should take them.
I personally think that Canada should focus on its own people. Yes, immigration has stopped in the USA, but that does not mean that we should take them.
Why Canadians Are Turning Against Immigrants. · 129: Cluster #128
Close reading → Discourse → Video sentiment →
Identity Attack0.029144434
Insult0.013668913
Profanity0.0113385795
Threat0.0073918556
Severe Toxicity0.0012969971
Low Tox 0.04315203 Constructive 0.552 Moral_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
The fatigue is too much now. It's going to be brace time soon.
The fatigue is too much now. It's going to be brace time soon.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0032188136
Insult0.01625293
Profanity0.014156717
Threat0.00948907
Severe Toxicity0.0013542175
Low Tox 0.04315203 Moderate Con 0.391 Fear_Threat
Aug 25, 2025 20 likes Why Canadians Are Turning Against …
You now need two jobs to survive in Canada ! Many are still out of work , and going homeless !
You now need two jobs to survive in Canada ! Many are still out of work , and going homeless !
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.015958117
Insult0.018323302
Profanity0.009323184
Threat0.0069646453
Severe Toxicity0.0013637543
Low Tox 0.04315203 Moderate Con 0.463
Dec 28, 2025 Deportations From Canada at Their …
How a student get approved for a car loan they are only allowed to work 20hrs per week .how these finance companies are issues loan for a student who is only here for 2 year …
How a student get approved for a car loan they are only allowed to work 20hrs per week .how these finance companies are issues loan for a student who is only here for 2 year program ? Once they leave common canadian citizen have toobserved the cost . Financials insituation are to be blame for all the mess.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.007954539
Insult0.022577424
Profanity0.011133623
Threat0.0063497215
Severe Toxicity0.00096321106
Low Tox 0.04315203 Moderate Con 0.466
Sep 28, 2025 7 likes IRCC Names India in Study …
Actual the reason Ukrainian were brought in was they were successful at farming in Chernozem/black soil that appears in both the Steppe region of Ukraine and the Prairies region of Canada. Up to very recent …
Actual the reason Ukrainian were brought in was they were successful at farming in Chernozem/black soil that appears in both the Steppe region of Ukraine and the Prairies region of Canada. Up to very recent everyone who is here is here for a reason, whether it was the points system or informal economic reason in the more distant past.
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.027413858
Insult0.01625293
Profanity0.011902207
Threat0.0062979385
Severe Toxicity0.001411438
Low Tox 0.04315203 Constructive 0.52 Comparative_Framing
Jun 16, 2025 19 likes How Canada broke its immigration …
I believe the statements regarding how immigration has changed in Canada. Born in 90s and raised in this country I’ve noticed a change in the type of immigrants. There used to be a much lower …
I believe the statements regarding how immigration has changed in Canada. Born in 90s and raised in this country I’ve noticed a change in the type of immigrants. There used to be a much lower limit and priority for skilled workers, whereas now our liberal policies admitted many unskilled immigrants for low level labour jobs.
Inside Canada's Indian Metropolis (Brampton) · 15: Cluster #14
Close reading → Video sentiment →
Identity Attack0.022590388
Insult0.019096779
Profanity0.009681856
Threat0.0059613483
Severe Toxicity0.00096321106
Low Tox 0.04315203 Constructive 0.71
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I have no answer.🤔 asked First Nation people of this Country how they felt when Europeans migrated 🤔
I have no answer.🤔 asked First Nation people of this Country how they felt when Europeans migrated 🤔
Inside Canada's Indian Metropolis (Brampton) · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.02238941
Insult0.012566907
Profanity0.013405213
Threat0.006530962
Severe Toxicity0.00166893
Low Tox 0.04315203 Moderate Con 0.446 Moral_Argument
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Ireland 🇮🇪 is the same.
Ireland 🇮🇪 is the same.
Inside Canada's Indian Invasion... · 108: Cluster #107
Close reading → Video sentiment →
Identity Attack0.023796257
Insult0.015796926
Profanity0.019963788
Threat0.008336896
Severe Toxicity0.002193451
Low Tox 0.04315203 Low Con 0.246
Jan 27, 2026 Inside Canada's Indian Invasion...
Immigration Customs Enforcement should be hailed as heroes 🎉.
Immigration Customs Enforcement should be hailed as heroes 🎉.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.021183543
Insult0.012110904
Profanity0.011406898
Threat0.0069905366
Severe Toxicity0.0015830994
Low Tox 0.04315203 Moderate Con 0.367 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Why did Eritrean and Somalia’s catch strays ?
Why did Eritrean and Somalia’s catch strays ?
Inside Canada's Indian Invasion... · 259: Cluster #258
Close reading → Discourse → Video sentiment →
Identity Attack0.024600167
Insult0.012604907
Profanity0.0147374235
Threat0.009411395
Severe Toxicity0.0017738342
Low Tox 0.04315203 Low Con 0.267 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
coming form a canadian, thanks for making this
coming form a canadian, thanks for making this
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.027614836
Insult0.015188923
Profanity0.0137468055
Threat0.0073918556
Severe Toxicity0.0020122528
Low Tox 0.04290464 Moderate Con 0.451
Jan 27, 2026 Inside Canada's Indian Invasion...
Is Michelle Rempel and her conservatives no longer taking money from Modi? I want Poilievre to have a background check. Is Poilievre compliant?
Is Michelle Rempel and her conservatives no longer taking money from Modi? I want Poilievre to have a background check. Is Poilievre compliant?
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0039957687
Insult0.023608726
Profanity0.011902207
Threat0.006530962
Severe Toxicity0.00086307526
Low Tox 0.04290464 Moderate Con 0.344 Question
Sep 29, 2025 IRCC Names India in Study …
Do Australian next
Do Australian next
Inside Canada's Indian Invasion... · 31: Cluster #30
Close reading → Discourse → Video sentiment →
Identity Attack0.02238941
Insult0.012452906
Profanity0.019075647
Threat0.010576514
Severe Toxicity0.002746582
Low Tox 0.04290464 Low Con 0.293 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
India: 1.4 billion people Combined population of USA, UK, Australia, Canada and NZ: 500 million That means you could double the populations of the Anglosphere countries with Indians and still have close to another billion …
India: 1.4 billion people Combined population of USA, UK, Australia, Canada and NZ: 500 million That means you could double the populations of the Anglosphere countries with Indians and still have close to another billion Indians. Or stated another way, you could quadruple the populations of the Anglophone countries with Indians
Inside Canada's Indian Invasion... · 53: Cluster #52
Close reading → Discourse → Video sentiment →
Identity Attack0.038683333
Insult0.011882903
Profanity0.013678487
Threat0.0072882893
Severe Toxicity0.0016212463
Low Tox 0.04290464 Moderate Con 0.318 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
We need ICE 😂😂😂
We need ICE 😂😂😂
Canadian immigration officers investigating hundreds identified by extortion … · 82: Cluster #81
Close reading → Discourse → Video sentiment →
Identity Attack0.0047357255
Insult0.012262905
Profanity0.022764845
Threat0.011120236
Severe Toxicity0.0036621094
Low Tox 0.04290464 Low Con 0.239 Humor_Satire
Feb 19, 2026 1 likes Canadian immigration officers investigating hundreds …
I feel bad for them but there are probably better options.
I feel bad for them but there are probably better options.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0045692353
Insult0.014390918
Profanity0.019485557
Threat0.009359611
Severe Toxicity0.0014400482
Low Tox 0.04290464 Moderate Con 0.449
Nov 28, 2025 Quebec Ends Economic Immigration Program …
The A.I car 🤣
The A.I car 🤣
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.003884775
Insult0.017420914
Profanity0.021535112
Threat0.007741391
Severe Toxicity0.002193451
Low Tox 0.04290464 Low Con 0.261
Jan 27, 2026 Inside Canada's Indian Invasion...
All i gotta say is salute to Poland, If you know you know
All i gotta say is salute to Poland, If you know you know
Inside Canada's Indian Invasion... · 82: Cluster #81
Close reading → Discourse → Video sentiment →
Identity Attack0.018771807
Insult0.012870909
Profanity0.021466793
Threat0.009696201
Severe Toxicity0.0030708313
Low Tox 0.04290464 Moderate Con 0.45 Comparative_Framing
Feb 25, 2026 Inside Canada's Indian Invasion...
We need pre Trudeau (Pierre) immigration laws. Stop spending our tax dollars on this.
We need pre Trudeau (Pierre) immigration laws. Stop spending our tax dollars on this.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.018771807
Insult0.015340924
Profanity0.009622077
Threat0.006479179
Severe Toxicity0.0011396408
Low Tox 0.04290464 Low Con 0.267
Dec 25, 2025 1 likes Deportations From Canada at Their …
Tyler as a Canadian i couldent be happier your doing this you are the hero we need but dont deserve
Tyler as a Canadian i couldent be happier your doing this you are the hero we need but dont deserve
Inside Canada's Indian Invasion... · 72: Cluster #71
Close reading → Discourse → Video sentiment →
Identity Attack0.0066596144
Insult0.018581128
Profanity0.013951761
Threat0.008738215
Severe Toxicity0.0017547607
Low Tox 0.04290464 Moderate Con 0.495 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
"YA YA YA" - Every Indian Ever.
"YA YA YA" - Every Indian Ever.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.033269364
Insult0.017872108
Profanity0.0166845
Threat0.008052089
Severe Toxicity0.003528595
Low Tox 0.04290464 Low Con 0.276 Humor_Satire
Jan 27, 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.