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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 932 of 1230
Tell your politicians 😅😅😅
Tell your politicians 😅😅😅
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0065856185
Insult0.021546122
Profanity0.017231047
Threat0.0074824756
Severe Toxicity0.00166893
Low Tox 0.051068526 Low Con 0.25 Call_To_Action
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Colonization
Colonization
Inside Canada's Indian Metropolis (Brampton) · 102: Cluster #101
Close reading → Video sentiment →
Identity Attack0.015355183
Insult0.014048916
Profanity0.023311393
Threat0.008919456
Severe Toxicity0.0030899048
Low Tox 0.051068526 Moderate Con 0.391
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
funny thery can keep track of every single Canadian that owes taxes ...but they dont bother keeping an eye on people that are guests in ou=r country. This is all on prupose!!!
funny thery can keep track of every single Canadian that owes taxes ...but they dont bother keeping an eye on people that are guests in ou=r country. This is all on prupose!!!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.018671319
Insult0.022319598
Profanity0.012858666
Threat0.006375613
Severe Toxicity0.0015258789
Low Tox 0.051068526 Moderate Con 0.37 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
Fremont,ca has a very very large Indian community probably one of the largest in the u s
Fremont,ca has a very very large Indian community probably one of the largest in the u s
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.04332388
Insult0.015720926
Profanity0.02303812
Threat0.007909686
Severe Toxicity0.0025177002
Low Tox 0.051068526 Moderate Con 0.327 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro you need to do more of this, come to Singapore
Bro you need to do more of this, come to Singapore
Inside Canada's Indian Invasion... · 31: Cluster #30
Close reading → Video sentiment →
Identity Attack0.013646871
Insult0.01632893
Profanity0.02249157
Threat0.011275585
Severe Toxicity0.0030708313
Low Tox 0.051068526 Moderate Con 0.361
Jan 27, 2026 Inside Canada's Indian Invasion...
that expiration date cannot come soon enough
that expiration date cannot come soon enough
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.005512681
Insult0.012946909
Profanity0.022969801
Threat0.01238892
Severe Toxicity0.0028419495
Low Tox 0.051068526 Low Con 0.291 Fear_Threat
Jan 28, 2026 1 likes 2.9 million Canadian temporary visas …
I want to immigrate to Canada
I want to immigrate to Canada
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.030433474
Insult0.012110904
Profanity0.018665737
Threat0.008414571
Severe Toxicity0.0024223328
Low Tox 0.051068526 Moderate Con 0.375 Personal_Narrative
Feb 17, 2026 1 likes Inside Canada's Indian Invasion...
They will just go to a different part of Canada. 😂🤣
They will just go to a different part of Canada. 😂🤣
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.025605056
Insult0.01625293
Profanity0.015932998
Threat0.007068211
Severe Toxicity0.0017547607
Low Tox 0.051068526 Low Con 0.214
Nov 23, 2025 Quebec Ends Economic Immigration Program …
They have to break down society so people will accept “the government solution” … Universal basic income
They have to break down society so people will accept “the government solution” … Universal basic income
Why Canadians Are Turning Against Immigrants. · 17: Cluster #16
Close reading → Video sentiment →
Identity Attack0.005919657
Insult0.01465692
Profanity0.015079016
Threat0.012854968
Severe Toxicity0.0019550323
Low Tox 0.051068526 Low Con 0.19
Aug 25, 2025 Why Canadians Are Turning Against …
0:02 is that from the movie 🤣
0:02 is that from the movie 🤣
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.007214582
Insult0.014504919
Profanity0.028230323
Threat0.009929225
Severe Toxicity0.0032615662
Low Tox 0.051068526 Low Con 0.23 Humor_Satire
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
Only 18 K? How many people are in Canada illegally?
Only 18 K? How many people are in Canada illegally?
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.030949092
Insult0.01640493
Profanity0.010262563
Threat0.006420923
Severe Toxicity0.0011873245
Low Tox 0.051068526 Low Con 0.26 Question
Dec 25, 2025 Deportations From Canada at Their …
as a person who moved from alberta to brampton due to a family emergency for just 1 year, i was not prepared for the nosedive in quality of life at all
as a person who moved from alberta to brampton due to a family emergency for just 1 year, i was not prepared for the nosedive in quality of life at all
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.00621564
Insult0.023221988
Profanity0.017162729
Threat0.0063432488
Severe Toxicity0.0012302399
Low Tox 0.051068526 Constructive 0.513 Personal_Narrative
Sep 19, 2025 315 likes Inside Canada's Indian Metropolis (Brampton)
Alberta!! Separate!!
Alberta!! Separate!!
How Canada broke its immigration system · 149: Cluster #148
Close reading → Discourse → Video sentiment →
Identity Attack0.014450782
Insult0.02212623
Profanity0.012551232
Threat0.007353018
Severe Toxicity0.0018978119
Low Tox 0.051068526 Low Con 0.29 Call_To_Action
Jun 21, 2025 2 likes How Canada broke its immigration …
Pooonjab🤣😅😅😅
Pooonjab🤣😅😅😅
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.012240025
Insult0.029604018
Profanity0.06395709
Threat0.009696201
Severe Toxicity0.0046920776
Low Tox 0.051068526 Low Con 0.272 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Using the student visa system to get into the country and disappear, this cannot be acceptable and measures must be enforced and find these people
Using the student visa system to get into the country and disappear, this cannot be acceptable and measures must be enforced and find these people
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.009989422
Insult0.013934915
Profanity0.013029462
Threat0.012854968
Severe Toxicity0.001745224
Low Tox 0.051068526 Moderate Con 0.306
Sep 29, 2025 IRCC Names India in Study …
Nothing will happen. Show this video to Trump. Maybe then something will happen.
Nothing will happen. Show this video to Trump. Maybe then something will happen.
Inside Canada's Indian Invasion... · 112: Cluster #111
Close reading → Discourse → Video sentiment →
Identity Attack0.0033298072
Insult0.013820915
Profanity0.014225035
Threat0.017846745
Severe Toxicity0.0021457672
Low Tox 0.051068526 Low Con 0.085 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Cable’s overrated and too expensive a laptop and an Internet connection is much better
Cable’s overrated and too expensive a laptop and an Internet connection is much better
Why Canadians Are Turning Against Immigrants. · 85: Cluster #84
Close reading → Video sentiment →
Identity Attack0.0043657473
Insult0.023995465
Profanity0.014669105
Threat0.006110225
Severe Toxicity0.0011539459
Low Tox 0.051068526 Low Con 0.26
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Do not redeem ☝️
Do not redeem ☝️
Inside Canada's Indian Metropolis (Brampton) · 145: Cluster #144
Close reading → Discourse → Video sentiment →
Identity Attack0.0034962974
Insult0.019032324
Profanity0.01535229
Threat0.008582866
Severe Toxicity0.0018405914
Low Tox 0.051068526 Moderate Con 0.311 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Metropolis (Brampton)
Ooooooo only now . Investigating 😂. Wot a joke .
Ooooooo only now . Investigating 😂. Wot a joke .
Canadian immigration officers investigating hundreds identified by extortion … · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.0024973555
Insult0.019483518
Profanity0.017504321
Threat0.00675104
Severe Toxicity0.0015258789
Low Tox 0.051068526 Low Con 0.223 Humor_Satire
Feb 18, 2026 4 likes Canadian immigration officers investigating hundreds …
Great Video Tyler! I’m glad you made a full video on this issue while being neutral. I never thought I see you do a video on Brampton Ontario Canada. And I’ve boycotted Tim Horton’s.
Great Video Tyler! I’m glad you made a full video on this issue while being neutral. I never thought I see you do a video on Brampton Ontario Canada. And I’ve boycotted Tim Horton’s.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.006881601
Insult0.020772645
Profanity0.011219022
Threat0.008116818
Severe Toxicity0.0011301041
Low Tox 0.051068526 Constructive 0.714 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
This means the whole county of India is technically Canadian
This means the whole county of India is technically Canadian
Canada’s new rules in 2026 · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.041261412
Insult0.015872927
Profanity0.01764096
Threat0.006479179
Severe Toxicity0.0018978119
Low Tox 0.051068526 Low Con 0.211
Jan 14, 2026 Canada’s new rules in 2026
The government has turned us against each other imagine a country where the Prime Minister and the minister of finance quit. They got paid and left the country in shambles. Then they put this proxy. …
The government has turned us against each other imagine a country where the Prime Minister and the minister of finance quit. They got paid and left the country in shambles. Then they put this proxy. Prime Minister in place had an election and somehow he was still the Prime Minister so much for voting.
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0047357255
Insult0.023221988
Profanity0.015557245
Threat0.006757513
Severe Toxicity0.0010728836
Low Tox 0.051068526 Moderate Con 0.436
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
More special interest rhetoric pretending to be news.
More special interest rhetoric pretending to be news.
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0024048607
Insult0.025284592
Profanity0.011355659
Threat0.0063432488
Severe Toxicity0.00086307526
Low Tox 0.051068526 Low Con 0.118 Meta_Commentary
Jan 20, 2026 Why Canada’s immigration system has …
The lady in green is the ones we want .the ones who've been here 50 years and up .the new ones gotta go man .
The lady in green is the ones we want .the ones who've been here 50 years and up .the new ones gotta go man .
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.014048826
Insult0.019741343
Profanity0.014225035
Threat0.008919456
Severe Toxicity0.0020885468
Low Tox 0.051068526 Moderate Con 0.472
Nov 15, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
インド人が雪⛄😂👆
インド人が雪⛄😂👆
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.033269364
Insult0.023028618
Profanity0.02836696
Threat0.007586042
Severe Toxicity0.0046157837
Low Tox 0.051068526 Low Con 0.28
Feb 17, 2026 1 likes 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.