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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 1147 of 1230
Kalergi plan is working well in Canada
Kalergi plan is working well in Canada
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0051797
Insult0.008367881
Profanity0.011253181
Threat0.0070034824
Severe Toxicity0.0011444092
Low Tox 0.015770407 Low Con 0.203 Unverified_Claim
Feb 5, 2026 3 likes Inside Canada's Indian Invasion...
South park episode
South park episode
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004236255
Insult0.008386881
Profanity0.016479544
Threat0.008556974
Severe Toxicity0.0013542175
Low Tox 0.015770407 Moderate Con 0.313 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
👳🏾🚫
👳🏾🚫
Inside Canada's Indian Metropolis (Brampton)
Close reading → Video sentiment →
Identity Attack0.0019053896
Insult0.008937885
Profanity0.01982715
Threat0.0074048014
Severe Toxicity0.0019741058
Low Tox 0.015770407 Moderate Con 0.303
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank god you're covering this Tyler
Thank god you're covering this Tyler
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.0034223017
Insult0.008918885
Profanity0.015625564
Threat0.0067316215
Severe Toxicity0.0011825562
Low Tox 0.015770407 Moderate Con 0.374 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks, to correct, No.162, the answer is Volunteering for sure, but it is D
Thanks, to correct, No.162, the answer is Volunteering for sure, but it is D
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 278: Cluster #277
Close reading → Discourse → Video sentiment →
Identity Attack0.0029598286
Insult0.008557882
Profanity0.013576009
Threat0.0072235605
Severe Toxicity0.001001358
Low Tox 0.015707577 Constructive 0.6 Meta_Commentary
May 13, 2025 6 likes Canadian Citizenship Test 2025 – …
And tent towns
And tent towns
How Canada broke its immigration system · 53: Cluster #52
Close reading → Discourse → Video sentiment →
Identity Attack0.0030708222
Insult0.008994885
Profanity0.013405213
Threat0.007081157
Severe Toxicity0.001039505
Low Tox 0.015707577 Moderate Con 0.305 Fear_Threat
Oct 27, 2025 How Canada broke its immigration …
“1 months.”😂
“1 months.”😂
Inside Canada's Indian Invasion... · 117: Cluster #116
Close reading → Discourse → Video sentiment →
Identity Attack0.0014336669
Insult0.008766884
Profanity0.013712646
Threat0.006530962
Severe Toxicity0.00093460083
Low Tox 0.015707577 Moderate Con 0.378 Humor_Satire
Feb 27, 2026 Inside Canada's Indian Invasion...
All MP's need to donate their recent raise in pay to the food banks and homeless shelters.
All MP's need to donate their recent raise in pay to the food banks and homeless shelters.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0037182847
Insult0.010362893
Profanity0.009357343
Threat0.006110225
Severe Toxicity0.0006246567
Low Tox 0.015707577 Moderate Con 0.437 Call_To_Action
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
yes🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣😂
yes🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣😂
Inside Canada's Indian Invasion... · 195: Cluster #194
Close reading → Discourse → Video sentiment →
Identity Attack0.0013319228
Insult0.008709883
Profanity0.019485557
Threat0.005864255
Severe Toxicity0.001707077
Low Tox 0.015707577 Moderate Con 0.441 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you for reporting on this. We are tired. I miss my beautiful country. Hopefully we can have our old Canada back one day, when the right person finally gets elected.
Thank you for reporting on this. We are tired. I miss my beautiful country. Hopefully we can have our old Canada back one day, when the right person finally gets elected.
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.004846719
Insult0.0092228865
Profanity0.009493981
Threat0.0067898775
Severe Toxicity0.0007534027
Low Tox 0.015707577 Constructive 0.606 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Surprise surprise...
Surprise surprise...
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0022661188
Insult0.008880884
Profanity0.013302735
Threat0.0071847234
Severe Toxicity0.0011348724
Low Tox 0.015707577 Moderate Con 0.412 Humor_Satire
Sep 30, 2025 IRCC Names India in Study …
Great work
Great work
IRCC Names India in Study Permit Fraud | … · 284: Cluster #283
Close reading → Video sentiment →
Identity Attack0.004421244
Insult0.008253881
Profanity0.016752819
Threat0.008582866
Severe Toxicity0.0016498566
Low Tox 0.015707577 Moderate Con 0.474
Sep 29, 2025 IRCC Names India in Study …
I'm born in Canada I had five children and they all had to find work and they all had to go to school and they all still have to find work and they still have …
I'm born in Canada I had five children and they all had to find work and they all had to go to school and they all still have to find work and they still have to survive now each one of them has had one child only
Why Canadians Are Turning Against Immigrants. · 21: Cluster #20
Close reading → Video sentiment →
Identity Attack0.006770608
Insult0.007968879
Profanity0.0113727385
Threat0.006420923
Severe Toxicity0.00091552734
Low Tox 0.015707577 Constructive 0.612
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I agree with Michelle, what she's saying is 100% right
I agree with Michelle, what she's saying is 100% right
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.004680229
Insult0.008006879
Profanity0.013644327
Threat0.007365964
Severe Toxicity0.0012207031
Low Tox 0.015707577 Constructive 0.564 Solidarity
Feb 23, 2026 102 likes 'We do know that there's …
Immigration has certainly helped Canadian economy in a BIG way.
Immigration has certainly helped Canadian economy in a BIG way.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008361516
Insult0.0076268767
Profanity0.010347961
Threat0.0060908063
Severe Toxicity0.0008392334
Low Tox 0.015707577 Moderate Con 0.475 Economic_Argument
Dec 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Bye, Bye...
Bye, Bye...
2.9 million Canadian temporary visas expire in 2025-2026 · 47: Cluster #46
Close reading → Discourse → Video sentiment →
Identity Attack0.002034882
Insult0.008728883
Profanity0.013405213
Threat0.0071717775
Severe Toxicity0.0012588501
Low Tox 0.015644746 Moderate Con 0.451 Humor_Satire
Jan 20, 2026 2.9 million Canadian temporary visas …
Hi
Hi
Inside Canada's Indian Invasion...
Close reading → Video sentiment →
Identity Attack0.0044582416
Insult0.008614883
Profanity0.017845914
Threat0.008634649
Severe Toxicity0.0017547607
Low Tox 0.015644746 Moderate Con 0.466
Jan 27, 2026 Inside Canada's Indian Invasion...
11:33 Thankyou for showing the postive side of Brampton as well! Really appreciate that.
11:33 Thankyou for showing the postive side of Brampton as well! Really appreciate that.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0042732526
Insult0.008994885
Profanity0.012995303
Threat0.0074436385
Severe Toxicity0.0010299683
Low Tox 0.015644746 Constructive 0.635 Solidarity
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Well past the breaking point.
Well past the breaking point.
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.001674153
Insult0.0086718835
Profanity0.011714331
Threat0.007534259
Severe Toxicity0.0008583069
Low Tox 0.015644746 Moderate Con 0.313 Fear_Threat
Jan 19, 2026 243 likes Why Canada’s immigration system has …
If any one wants to understand the reasons of all that is going on in the world this is a great book to read or listen to .The prince by Niccolò Machiavelli: it will explain …
If any one wants to understand the reasons of all that is going on in the world this is a great book to read or listen to .The prince by Niccolò Machiavelli: it will explain alot to what is and has been going on. Cheers
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0034038029
Insult0.008348881
Profanity0.012312118
Threat0.007197669
Severe Toxicity0.0008678436
Low Tox 0.015644746 Moderate Con 0.494
Aug 25, 2025 Why Canadians Are Turning Against …
I wonder if I see Brampton tourism advertisement. "Welcome to Brampton, Canada. Our traditional foods are gol gappe and pani puri."
I wonder if I see Brampton tourism advertisement. "Welcome to Brampton, Canada. Our traditional foods are gol gappe and pani puri."
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0050317086
Insult0.009640889
Profanity0.0103821205
Threat0.0059548756
Severe Toxicity0.0006914139
Low Tox 0.015644746 Moderate Con 0.415
Nov 5, 2025 Inside Canada's Indian Metropolis (Brampton)
About time! Keep those numbers going up!
About time! Keep those numbers going up!
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0022198714
Insult0.0086718835
Profanity0.0118338885
Threat0.00789674
Severe Toxicity0.00096321106
Low Tox 0.015644746 Moderate Con 0.388
Dec 25, 2025 Deportations From Canada at Their …
real reporter, respect
real reporter, respect
Inside Canada's Indian Invasion... · 61: Cluster #60
Close reading → Discourse → Video sentiment →
Identity Attack0.004384246
Insult0.008709883
Profanity0.015967157
Threat0.007741391
Severe Toxicity0.0012111664
Low Tox 0.015644746 Moderate Con 0.379 Meta_Commentary
Feb 21, 2026 Inside Canada's Indian Invasion...
You don't say...
You don't say...
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.002192123
Insult0.009032886
Profanity0.012243799
Threat0.006466233
Severe Toxicity0.0007200241
Low Tox 0.015644746 Low Con 0.296 Humor_Satire
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …
About time
About time
Quebec Ends Economic Immigration Program | Your Morning · 51: Cluster #50
Close reading → Video sentiment →
Identity Attack0.0034777985
Insult0.008272881
Profanity0.015249812
Threat0.008065036
Severe Toxicity0.0012874603
Low Tox 0.015644746 Moderate Con 0.395
Nov 21, 2025 1 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.