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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 1095 of 1230
In Canada the second most popular head cover, after baseball hat is turban.
In Canada the second most popular head cover, after baseball hat is turban.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0068446035
Insult0.012300906
Profanity0.01086035
Threat0.0065180166
Severe Toxicity0.00084877014
Low Tox 0.022139108 Low Con 0.206
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Orange safety vest guy 2028
Orange safety vest guy 2028
Inside Canada's Indian Invasion... · 183: Cluster #182
Close reading → Video sentiment →
Identity Attack0.0046247323
Insult0.013288911
Profanity0.015693882
Threat0.007365964
Severe Toxicity0.0016117096
Low Tox 0.022139108 Low Con 0.265
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
We are not a soup kitchen!!
We are not a soup kitchen!!
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0026638457
Insult0.010248893
Profanity0.0138151245
Threat0.0062008454
Severe Toxicity0.00092983246
Low Tox 0.022139108 Moderate Con 0.35
Dec 25, 2025 23 likes Deportations From Canada at Their …
I just read a story that over 851,000 immigrants have left Canada on their own because of the high cost of housing and living conditions here , and won't this solve the problem when it …
I just read a story that over 851,000 immigrants have left Canada on their own because of the high cost of housing and living conditions here , and won't this solve the problem when it comes to immigration in the country . Should have asked Kenny who is going to pay his golf plated pension when the population starts going down and there is less taxpayers paying into the system when we start having a major population decline .
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.009767435
Insult0.0105148945
Profanity0.009400043
Threat0.0062785195
Severe Toxicity0.00081062317
Low Tox 0.022139108 Constructive 0.683 Economic_Argument
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
WHERE IS TRUDEAU ❤
WHERE IS TRUDEAU ❤
Inside Canada's Indian Metropolis (Brampton) · 142: Cluster #141
Close reading → Discourse → Video sentiment →
Identity Attack0.0026638457
Insult0.013668913
Profanity0.010774951
Threat0.0066086366
Severe Toxicity0.0012207031
Low Tox 0.022139108 Low Con 0.167 Meta_Commentary
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Not enough!
Not enough!
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0021828737
Insult0.010210892
Profanity0.0128245065
Threat0.0074436385
Severe Toxicity0.0012969971
Low Tox 0.022139108 Moderate Con 0.343 Policy_Critique
Dec 24, 2025 4 likes Deportations From Canada at Their …
Same same happening in Australia and now Europe has given the green light to import truck drivers and the lot
Same same happening in Australia and now Europe has given the green light to import truck drivers and the lot
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.008324518
Insult0.010134893
Profanity0.011150704
Threat0.006861079
Severe Toxicity0.0010061264
Low Tox 0.022139108 Low Con 0.171 Comparative_Framing
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
This reminds me of the Nova Scotia and new Brunswick border during covid 19!!! I live in new Brunswicks and to be allowed in Nova Scotia for end of life visit l had apply for …
This reminds me of the Nova Scotia and new Brunswick border during covid 19!!! I live in new Brunswicks and to be allowed in Nova Scotia for end of life visit l had apply for a expetion to avoid a month quarantine to dr Robert strange personality and he denied!!!! So who cares what President Donald Trump says let's arrest dr Robert strange!!!!!! Nova Scotia tooooppppppppppppppppp doctor!!!!!
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00032591706
Insult0.003249761
Profanity0.00015556572
Threat0.007385208
Severe Toxicity0.000010820748
Low Tox 0.022022238
Dec 8, 2025 8 likes
Officials getting 100k+ in salary. They are NOT SURE and confident in any data.
Officials getting 100k+ in salary. They are NOT SURE and confident in any data.
IRCC Names India in Study Permit Fraud | … · 134: Cluster #133
Close reading → Discourse → Video sentiment →
Identity Attack0.0019053896
Insult0.015036922
Profanity0.009604998
Threat0.005773635
Severe Toxicity0.0005197525
Low Tox 0.022021262 Low Con 0.171 Policy_Critique
Sep 27, 2025 119 likes IRCC Names India in Study …
Its back up!
Its back up!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0031633168
Insult0.010134893
Profanity0.016342908
Threat0.008453408
Severe Toxicity0.001449585
Low Tox 0.022021262 Moderate Con 0.344 Meta_Commentary
Feb 8, 2026 Inside Canada's Indian Invasion...
Great job as usual Michelle to speak for Canadians!
Great job as usual Michelle to speak for Canadians!
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.00880549
Insult0.011920903
Profanity0.009647697
Threat0.0059969495
Severe Toxicity0.0008583069
Low Tox 0.022021262 Moderate Con 0.491 Meta_Commentary
Feb 24, 2026 12 likes 'We do know that there's …
visit hicksville ny ifs like the same thing
visit hicksville ny ifs like the same thing
Inside Canada's Indian Invasion... · 94: Cluster #93
Close reading → Discourse → Video sentiment →
Identity Attack0.0057346676
Insult0.010020891
Profanity0.016069634
Threat0.00866054
Severe Toxicity0.0013065338
Low Tox 0.022021262 Moderate Con 0.304 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
As an immigrant of Canada, I migrated here in 1999 when I was like 4 years old, I love Canada, and I consider myself Canadian, with a Jamaican background, I share my culture, but I …
As an immigrant of Canada, I migrated here in 1999 when I was like 4 years old, I love Canada, and I consider myself Canadian, with a Jamaican background, I share my culture, but I assimilated to Canadian culture because this is where I live, my home, I want to be part of Canadian culture not too change it.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.015455672
Insult0.00983089
Profanity0.011936366
Threat0.0064468146
Severe Toxicity0.0009393692
Low Tox 0.022021262 Constructive 0.777 Personal_Narrative
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Dear America: this is every city in Canada
Dear America: this is every city in Canada
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.01139534
Insult0.009450888
Profanity0.012892825
Threat0.006822242
Severe Toxicity0.0013923645
Low Tox 0.022021262 Moderate Con 0.328 Comparative_Framing
Jan 27, 2026 601 likes Inside Canada's Indian Invasion...
Facts 💯 real talk 💯
Facts 💯 real talk 💯
Why Canadians Are Turning Against Immigrants. · 119: Cluster #118
Close reading → Discourse → Video sentiment →
Identity Attack0.0051797
Insult0.010590895
Profanity0.019963788
Threat0.007819066
Severe Toxicity0.0018405914
Low Tox 0.022021262 Moderate Con 0.359 Meta_Commentary
Aug 26, 2025 Why Canadians Are Turning Against …
big deal😄😄
big deal😄😄
New rules, regulations take effect across Canada · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0028118372
Insult0.010134893
Profanity0.0166845
Threat0.007534259
Severe Toxicity0.0016784668
Low Tox 0.022021262 Moderate Con 0.395
Jan 4, 2026 New rules, regulations take effect …
Where is this
Where is this
Inside Canada's Indian Invasion... · 57: Cluster #56
Close reading → Discourse → Video sentiment →
Identity Attack0.0038107792
Insult0.008937885
Profanity0.017436003
Threat0.008375733
Severe Toxicity0.0015926361
Low Tox 0.022021262 Moderate Con 0.397 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
80% will always be on welfare. So says the German, French and U.K. governments.
80% will always be on welfare. So says the German, French and U.K. governments.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.009989422
Insult0.009317887
Profanity0.011628932
Threat0.0064015044
Severe Toxicity0.00094890594
Low Tox 0.022021262 Low Con 0.172
Nov 23, 2017 57 likes How much do refugees and …
Is MR still tied to W group?
Is MR still tied to W group?
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004994711
Insult0.0115029
Profanity0.012961143
Threat0.006576272
Severe Toxicity0.0008773804
Low Tox 0.022021262 Low Con 0.212 Question
Oct 21, 2025 IRCC Names India in Study …
Same with Plymouth, Minnesota! Yikes
Same with Plymouth, Minnesota! Yikes
Inside Canada's Indian Invasion... · 246: Cluster #245
Close reading → Discourse → Video sentiment →
Identity Attack0.004680229
Insult0.010590895
Profanity0.013576009
Threat0.0071717775
Severe Toxicity0.0012588501
Low Tox 0.022021262 Moderate Con 0.377 Comparative_Framing
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Где дубляж 💔💔💔🫠
Где дубляж 💔💔💔🫠
Inside Canada's Indian Invasion... · 231: Cluster #230
Close reading → Discourse → Video sentiment →
Identity Attack0.0012856756
Insult0.010134893
Profanity0.104876526
Threat0.0059030927
Severe Toxicity0.0014686584
Low Tox 0.022021262 Low Con 0.257 Meta_Commentary
Feb 3, 2026 Inside Canada's Indian Invasion...
We need trump in Canada
We need trump in Canada
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.006622616
Insult0.010438894
Profanity0.012346277
Threat0.0076119336
Severe Toxicity0.0013923645
Low Tox 0.022021262 Low Con 0.256
Jan 27, 2026 Inside Canada's Indian Invasion...
I don't think the guy saying they wouldn't leave if they have to is creating the sympathy he seems to hope it will.
I don't think the guy saying they wouldn't leave if they have to is creating the sympathy he seems to hope it will.
2.9 million Canadian temporary visas expire in 2025-2026 · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.0029598286
Insult0.011730902
Profanity0.012448754
Threat0.007340072
Severe Toxicity0.00092983246
Low Tox 0.022021262 Constructive 0.514 Meta_Commentary
Jan 15, 2026 15 likes 2.9 million Canadian temporary visas …
This is happening in Australia too.
This is happening in Australia too.
Inside Canada's Indian Invasion... · 31: Cluster #30
Close reading → Video sentiment →
Identity Attack0.009693438
Insult0.008272881
Profanity0.0138151245
Threat0.008362788
Severe Toxicity0.0013637543
Low Tox 0.022021262 Moderate Con 0.405
Jan 27, 2026 Inside Canada's Indian Invasion...
Funny how the people who insistes tariffs are not paid by the people _for an entire year_ are still lecturing us on tariffs.
Funny how the people who insistes tariffs are not paid by the people _for an entire year_ are still lecturing us on tariffs.
Inside Canada's Indian Invasion... · 38: Cluster #37
Close reading → Discourse → Video sentiment →
Identity Attack0.0016834025
Insult0.013440913
Profanity0.010450439
Threat0.0059160385
Severe Toxicity0.0005507469
Low Tox 0.022021262 Low Con 0.273 Policy_Critique
Feb 3, 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.