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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 1128 of 1230
GOoD for You JamCan . From a fellow Canadian Born yet JamCan. 🏝️🇯🇲
GOoD for You JamCan . From a fellow Canadian Born yet JamCan. 🏝️🇯🇲
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0075845607
Insult0.010096892
Profanity0.011150704
Threat0.006382086
Severe Toxicity0.0009584427
Low Tox 0.018095128 Constructive 0.528
Sep 8, 2025 2 likes Why Canadians Are Turning Against …
To speak truthfully they are not spending their life's savings to get here they're spending our grandparents life savings to get here!
To speak truthfully they are not spending their life's savings to get here they're spending our grandparents life savings to get here!
Inside Canada's Indian Invasion... · 395: Cluster #394
Close reading → Discourse → Video sentiment →
Identity Attack0.0051797
Insult0.009108886
Profanity0.010467518
Threat0.006162008
Severe Toxicity0.00082969666
Low Tox 0.018095128 Moderate Con 0.498 Economic_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
So…Trump was right 😂.
So…Trump was right 😂.
Canadian immigration officers investigating hundreds identified by extortion … · 65: Cluster #64
Close reading → Discourse → Video sentiment →
Identity Attack0.0018868907
Insult0.0105148945
Profanity0.012277958
Threat0.0062979385
Severe Toxicity0.00096321106
Low Tox 0.018095128 Low Con 0.262 Comparative_Framing
Feb 19, 2026 1 likes Canadian immigration officers investigating hundreds …
Positive vibes
Positive vibes
Inside Canada's Indian Invasion... · 47: Cluster #46
Close reading → Discourse → Video sentiment →
Identity Attack0.0050687063
Insult0.008823884
Profanity0.016035475
Threat0.008155655
Severe Toxicity0.0014972687
Low Tox 0.018095128 Moderate Con 0.486 Solidarity
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
clicked on it immediately this time when you reposted the link on X just now.
clicked on it immediately this time when you reposted the link on X just now.
Inside Canada's Indian Invasion... · 117: Cluster #116
Close reading → Discourse → Video sentiment →
Identity Attack0.0035887922
Insult0.008291881
Profanity0.016069634
Threat0.009204263
Severe Toxicity0.0013923645
Low Tox 0.018095128 Moderate Con 0.369 Meta_Commentary
Feb 3, 2026 8 likes Inside Canada's Indian Invasion...
Please always have two MPs on your show at all times to show both sides of the argument.
Please always have two MPs on your show at all times to show both sides of the argument.
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0027008436
Insult0.010362893
Profanity0.011082385
Threat0.0067898775
Severe Toxicity0.0006723404
Low Tox 0.018095128 Moderate Con 0.413 Call_To_Action
Feb 24, 2026 'We do know that there's …
Wow.... That's.... Underwhelming. We have quite a few issues going on and I have a hard time believing that's the best they could come up with.
Wow.... That's.... Underwhelming. We have quite a few issues going on and I have a hard time believing that's the best they could come up with.
Canada’s new rules in 2026 · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.0028673338
Insult0.009982891
Profanity0.014395831
Threat0.00704232
Severe Toxicity0.0010299683
Low Tox 0.018095128 Moderate Con 0.472 Policy_Critique
Jan 20, 2026 1 likes Canada’s new rules in 2026
“Pay no taxes” haha
“Pay no taxes” haha
Inside Canada's Indian Metropolis (Brampton) · 38: Cluster #37
Close reading → Discourse → Video sentiment →
Identity Attack0.0015909078
Insult0.0116169015
Profanity0.01173141
Threat0.005728325
Severe Toxicity0.0007200241
Low Tox 0.018095128 Low Con 0.271 Humor_Satire
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
This is amazing! Keep it up!
This is amazing! Keep it up!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004643231
Insult0.0092228865
Profanity0.017982552
Threat0.009178371
Severe Toxicity0.0018692017
Low Tox 0.017969469 Moderate Con 0.419 Solidarity
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
If there anysingh we canadians can do to help?
If there anysingh we canadians can do to help?
IRCC Names India in Study Permit Fraud | … · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.008768492
Insult0.008975885
Profanity0.01128734
Threat0.0066280556
Severe Toxicity0.00086307526
Low Tox 0.017969469 Moderate Con 0.417
Oct 28, 2025 IRCC Names India in Study …
Money well spent
Money well spent
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0029228306
Insult0.008937885
Profanity0.0137468055
Threat0.00675104
Severe Toxicity0.0010251999
Low Tox 0.017969469 Moderate Con 0.363
Dec 23, 2025 40 likes Deportations From Canada at Their …
Thanks tips, where have you been for the past couple of years?
Thanks tips, where have you been for the past couple of years?
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0018776412
Insult0.010590895
Profanity0.0113044195
Threat0.006530962
Severe Toxicity0.0008058548
Low Tox 0.017969469 Moderate Con 0.489 Meta_Commentary
Jan 19, 2026 45 likes Why Canada’s immigration system has …
The guy on the bike is a legend !
The guy on the bike is a legend !
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.002626848
Insult0.010210892
Profanity0.013131939
Threat0.007573096
Severe Toxicity0.0012302399
Low Tox 0.017969469 Moderate Con 0.417 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Check the tim horton !
Check the tim horton !
IRCC Names India in Study Permit Fraud | … · 221: Cluster #220
Close reading → Video sentiment →
Identity Attack0.0021366263
Insult0.009982891
Profanity0.012585391
Threat0.0076507707
Severe Toxicity0.0010633469
Low Tox 0.017969469 Low Con 0.177
Oct 11, 2025 IRCC Names India in Study …
Easy to find them. Use Eqifax credit check of their bank accounts. Request a court to froze their bank accounts
Easy to find them. Use Eqifax credit check of their bank accounts. Request a court to froze their bank accounts
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0027378413
Insult0.009165886
Profanity0.010143006
Threat0.007922632
Severe Toxicity0.000705719
Low Tox 0.017969469 Low Con 0.241 Call_To_Action
Jan 18, 2026 1 likes 2.9 million Canadian temporary visas …
Using your citizens ?
Using your citizens ?
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.003884775
Insult0.00808288
Profanity0.00993805
Threat0.007417747
Severe Toxicity0.00096321106
Low Tox 0.017969469 Low Con 0.237
Dec 1, 2019 How much do refugees and …
What's the problem? Not enough housing? Raise taxes. Not enough jobs. Raise taxes. Food too expensive? Raise taxes. This isn't rocket science.
What's the problem? Not enough housing? Raise taxes. Not enough jobs. Raise taxes. Food too expensive? Raise taxes. This isn't rocket science.
Quebec Ends Economic Immigration Program | Your Morning · 61: Cluster #60
Close reading → Discourse → Video sentiment →
Identity Attack0.001294925
Insult0.011046898
Profanity0.010313802
Threat0.005906329
Severe Toxicity0.0006532669
Low Tox 0.017969469 Low Con 0.297 Humor_Satire
Nov 22, 2025 5 likes Quebec Ends Economic Immigration Program …
Now do Surrey, BC
Now do Surrey, BC
Inside Canada's Indian Metropolis (Brampton) · 133: Cluster #132
Close reading → Video sentiment →
Identity Attack0.003903274
Insult0.0096028885
Profanity0.015181494
Threat0.007327127
Severe Toxicity0.0014305115
Low Tox 0.017969469 Moderate Con 0.347
Sep 30, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Welcome to ( India Hortons)
Welcome to ( India Hortons)
Inside Canada's Indian Invasion... · 162: Cluster #161
Close reading → Discourse → Video sentiment →
Identity Attack0.0074365693
Insult0.010362893
Profanity0.017572641
Threat0.008272167
Severe Toxicity0.001707077
Low Tox 0.017969469 Moderate Con 0.32 Humor_Satire
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
So in other words nothing changing
So in other words nothing changing
Canada’s new rules in 2026 · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0034962974
Insult0.008747884
Profanity0.014122557
Threat0.006977591
Severe Toxicity0.0010204315
Low Tox 0.017969469 Low Con 0.221
Jan 11, 2026 31 likes Canada’s new rules in 2026
21:45 .. the answer is guaranteed voters for the Liberal party.
21:45 .. the answer is guaranteed voters for the Liberal party.
Inside Canada's Indian Invasion... · 23: Cluster #22
Close reading → Discourse → Video sentiment →
Identity Attack0.005956655
Insult0.009203887
Profanity0.011150704
Threat0.0068869707
Severe Toxicity0.00082969666
Low Tox 0.017969469 Low Con 0.248 Call_To_Action
Jan 27, 2026 7 likes Inside Canada's Indian Invasion...
Explain to me why this couldn't be achieved without Pierre? He lost his seat...you mean to tell me the party couldn't be a party without him?
Explain to me why this couldn't be achieved without Pierre? He lost his seat...you mean to tell me the party couldn't be a party without him?
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0017666477
Insult0.009906891
Profanity0.010809111
Threat0.006589218
Severe Toxicity0.0006008148
Low Tox 0.017969469 Moderate Con 0.36 Question
Feb 27, 2026 'We do know that there's …
This used to just be Brampton's reputation, but it is basically every city in every province now
This used to just be Brampton's reputation, but it is basically every city in every province now
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0054756827
Insult0.010020891
Profanity0.014088398
Threat0.0069905366
Severe Toxicity0.0010061264
Low Tox 0.017969469 Moderate Con 0.349 Fear_Threat
Jan 27, 2026 1,179 likes Inside Canada's Indian Invasion...
ICE like policing in Canada? Love it! Where do we sign up? 😊
ICE like policing in Canada? Love it! Where do we sign up? 😊
2.9 million Canadian temporary visas expire in 2025-2026 · 37: Cluster #36
Close reading → Video sentiment →
Identity Attack0.00569767
Insult0.010020891
Profanity0.010108846
Threat0.006815769
Severe Toxicity0.0010442734
Low Tox 0.017969469 Moderate Con 0.413
Jan 17, 2026 2.9 million Canadian temporary visas …
90% coming from 1 country. Time for Canada to have a per country cap like the usa
90% coming from 1 country. Time for Canada to have a per country cap like the usa
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.008731495
Insult0.009146886
Profanity0.010057608
Threat0.00636914
Severe Toxicity0.0009870529
Low Tox 0.017969469 Low Con 0.279
Jun 18, 2025 134 likes How Canada broke its immigration …
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.