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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 1121 of 1230
WATCHING FROM INDIA. LOVE CANADAIAN PEOPLE FROM INDIA. ✌🇮🇳🙏❤
WATCHING FROM INDIA. LOVE CANADAIAN PEOPLE FROM INDIA. ✌🇮🇳🙏❤
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.010211408
Insult0.0086718835
Profanity0.01309778
Threat0.007521313
Severe Toxicity0.0016784668
Low Tox 0.018849092 Moderate Con 0.475 Solidarity
Oct 14, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Temporary is always permanent in the United States.
Temporary is always permanent in the United States.
Canada's tighter immigration policy divides the country • … · 14: Cluster #13
Close reading → Discourse → Video sentiment →
Identity Attack0.0063266335
Insult0.009526889
Profanity0.011594773
Threat0.006653947
Severe Toxicity0.0008869171
Low Tox 0.018849092 Low Con 0.184 Comparative_Framing
Feb 13, 2026 Canada's tighter immigration policy divides …
Brampladesh
Brampladesh
Inside Canada's Indian Invasion... · 81: Cluster #80
Close reading → Discourse → Video sentiment →
Identity Attack0.006622616
Insult0.013478912
Profanity0.025087673
Threat0.008362788
Severe Toxicity0.0021648407
Low Tox 0.018849092 Low Con 0.276 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
FINALLY! All of Canada should be doing this.
FINALLY! All of Canada should be doing this.
Canadian immigration officers investigating hundreds identified by extortion … · 144: Cluster #143
Close reading → Discourse → Video sentiment →
Identity Attack0.0076955543
Insult0.008386881
Profanity0.0113044195
Threat0.008349842
Severe Toxicity0.0013160706
Low Tox 0.018849092 Moderate Con 0.383 Call_To_Action
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Inshallah Mohammad
Inshallah Mohammad
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.009693438
Insult0.012262905
Profanity0.018119188
Threat0.008738215
Severe Toxicity0.0031280518
Low Tox 0.018849092 Moderate Con 0.346 Meta_Commentary
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Journalism Mass Production.
Journalism Mass Production.
Inside Canada's Indian Invasion... · 61: Cluster #60
Close reading → Discourse → Video sentiment →
Identity Attack0.0027563404
Insult0.011274899
Profanity0.012892825
Threat0.006647474
Severe Toxicity0.0009393692
Low Tox 0.018849092 Low Con 0.28 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
We need new government.
We need new government.
Why Canadians Are Turning Against Immigrants. · 15: Cluster #14
Close reading → Video sentiment →
Identity Attack0.004680229
Insult0.009241886
Profanity0.012961143
Threat0.0078449575
Severe Toxicity0.0011587143
Low Tox 0.018849092 Low Con 0.299
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
In Japan many people work as temporary workers They sign contracts, when the contract is up they leave and get paid a big chunk of the money the company was keeping for them and a …
In Japan many people work as temporary workers They sign contracts, when the contract is up they leave and get paid a big chunk of the money the company was keeping for them and a bonus, to make sure they leave. Sometimes they extend their contract , but they do have to leave for for a month to get the money. Japan is making sure everybody is keeping their part of the deal. Why can't we have it here? Why TEMPORARY workers demand to stay?
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00932346
Insult0.009336887
Profanity0.011201942
Threat0.006045496
Severe Toxicity0.0007581711
Low Tox 0.018849092 Constructive 0.726 Comparative_Framing
Feb 11, 2026 15 likes Canada's tighter immigration policy divides …
Nice town
Nice town
Inside Canada's Indian Metropolis (Brampton) · 209: Cluster #208
Close reading → Video sentiment →
Identity Attack0.0052166977
Insult0.009336887
Profanity0.017094411
Threat0.008116818
Severe Toxicity0.0017261505
Low Tox 0.018849092 Moderate Con 0.463
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You can go to Dubai and get the MRI for a reasonable price. It’s sad but this is the state of our universal heath care today.
You can go to Dubai and get the MRI for a reasonable price. It’s sad but this is the state of our universal heath care today.
Why Canadians Are Turning Against Immigrants. · 91: Cluster #90
Close reading → Discourse → Video sentiment →
Identity Attack0.0056236745
Insult0.010438894
Profanity0.010740792
Threat0.0061749537
Severe Toxicity0.0007247925
Low Tox 0.018849092 Moderate Con 0.444 Economic_Argument
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
The government needs to do something about it or we should do something about it we need a change fast
The government needs to do something about it or we should do something about it we need a change fast
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0048097214
Insult0.008880884
Profanity0.013678487
Threat0.008401625
Severe Toxicity0.0011444092
Low Tox 0.018849092 Low Con 0.246 Call_To_Action
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
I moved to Brampton in 1986 moved out in 1994 after the name changed to Bramladish
I moved to Brampton in 1986 moved out in 1994 after the name changed to Bramladish
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.005919657
Insult0.00975489
Profanity0.014771583
Threat0.0076766624
Severe Toxicity0.001077652
Low Tox 0.018849092 Moderate Con 0.47 Personal_Narrative
Dec 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Our melting pot is more like oil and water at this point bring back pre 2015 models
Our melting pot is more like oil and water at this point bring back pre 2015 models
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.002830336
Insult0.009355888
Profanity0.01354185
Threat0.0072235605
Severe Toxicity0.0011301041
Low Tox 0.018849092 Low Con 0.207
Nov 23, 2025 40 likes Quebec Ends Economic Immigration Program …
The very first thing she said was untrue ,family members have never been forced to repay ANY assistance given although in theory they are supposed to.
The very first thing she said was untrue ,family members have never been forced to repay ANY assistance given although in theory they are supposed to.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0015631594
Insult0.011160898
Profanity0.010706633
Threat0.0059548756
Severe Toxicity0.0005698204
Low Tox 0.018849092 Constructive 0.579
Sep 10, 2018 10 likes How much do refugees and …
as a Canadian thank you for making this video i hope the government does something!!
as a Canadian thank you for making this video i hope the government does something!!
Inside Canada's Indian Invasion... · 96: Cluster #95
Close reading → Discourse → Video sentiment →
Identity Attack0.008509507
Insult0.008538882
Profanity0.01354185
Threat0.0077672824
Severe Toxicity0.0013542175
Low Tox 0.018849092 Constructive 0.524 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
This is what progress looks like Canada!
This is what progress looks like Canada!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.008176526
Insult0.0103248935
Profanity0.010245483
Threat0.0062914654
Severe Toxicity0.0010347366
Low Tox 0.018849092 Moderate Con 0.387
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
🇲🇦🇺🇸❤️💪🔥
🇲🇦🇺🇸❤️💪🔥
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0048837173
Insult0.00975489
Profanity0.02795705
Threat0.007948523
Severe Toxicity0.0034713745
Low Tox 0.018849092 Low Con 0.289
Jan 29, 2026 Inside Canada's Indian Invasion...
I dont see the problem though....
I dont see the problem though....
Inside Canada's Indian Metropolis (Brampton) · 360: Cluster #359
Close reading → Discourse → Video sentiment →
Identity Attack0.0051797
Insult0.008899884
Profanity0.016957775
Threat0.008246276
Severe Toxicity0.0014305115
Low Tox 0.018849092 Moderate Con 0.399 Question
Dec 18, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Canadian thanks for this content, they're all the way up north, too.
As a Canadian thanks for this content, they're all the way up north, too.
Inside Canada's Indian Invasion... · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.008842488
Insult0.00983089
Profanity0.0103821205
Threat0.006602164
Severe Toxicity0.0008678436
Low Tox 0.018849092 Constructive 0.603 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
How many of them do you lose contact with after you pay them?
How many of them do you lose contact with after you pay them?
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0017666477
Insult0.008386881
Profanity0.012277958
Threat0.007197669
Severe Toxicity0.0007200241
Low Tox 0.018849092 Low Con 0.26
Oct 23, 2018 3 likes How much do refugees and …
The dude on the bike is the truth teller. Much respect.
The dude on the bike is the truth teller. Much respect.
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0017758971
Insult0.010932897
Profanity0.011201942
Threat0.006912862
Severe Toxicity0.0008249283
Low Tox 0.018849092 Moderate Con 0.456 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
OTTAWA COVERS NOTHING. IT'S TAXPAYER MONEY.
OTTAWA COVERS NOTHING. IT'S TAXPAYER MONEY.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0039772694
Insult0.012072904
Profanity0.009400043
Threat0.005576212
Severe Toxicity0.00067710876
Low Tox 0.018849092 Low Con 0.095
Jun 25, 2025 How much do refugees and …
Tyler no need to wonder why the government allows this .... look at who's holding PM right now. That's ur answer
Tyler no need to wonder why the government allows this .... look at who's holding PM right now. That's ur answer
Inside Canada's Indian Invasion... · 49: Cluster #48
Close reading → Discourse → Video sentiment →
Identity Attack0.001692652
Insult0.011274899
Profanity0.010501678
Threat0.0064468146
Severe Toxicity0.000667572
Low Tox 0.018723432 Low Con 0.234 Identity_Assertion
Feb 20, 2026 Inside Canada's Indian Invasion...
Look up the Century Initiative, Mark Wiseman and where Mark is now 🧐
Look up the Century Initiative, Mark Wiseman and where Mark is now 🧐
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0022291208
Insult0.010818896
Profanity0.011150704
Threat0.006815769
Severe Toxicity0.000834465
Low Tox 0.018723432 Moderate Con 0.307 Question
Jan 20, 2026 3 likes Why Canada’s immigration system has …
Good about time
Good about time
Quebec Ends Economic Immigration Program | Your Morning · 51: Cluster #50
Close reading → Discourse → Video sentiment →
Identity Attack0.0039402717
Insult0.009203887
Profanity0.01620627
Threat0.007948523
Severe Toxicity0.0013446808
Low Tox 0.018723432 Moderate Con 0.385 Solidarity
Nov 20, 2025 8 likes Quebec Ends Economic Immigration Program …
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.