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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 930 of 1230
New elections 2026. Conservatives in power. Liberals will not fix the immigration issues.
New elections 2026. Conservatives in power. Liberals will not fix the immigration issues.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.025002124
Insult0.015872927
Profanity0.011184863
Threat0.0077672824
Severe Toxicity0.0012779236
Low Tox 0.051563308 Low Con 0.216
Nov 30, 2025 IRCC Names India in Study …
Do Canadian expats go around mixing with other folks when they reside in for instance in Spain? I know, I’ve just taken that as an example, but it illustrates the point!😊
Do Canadian expats go around mixing with other folks when they reside in for instance in Spain? I know, I’ve just taken that as an example, but it illustrates the point!😊
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.036620867
Insult0.018967867
Profanity0.010792031
Threat0.006051969
Severe Toxicity0.001335144
Low Tox 0.051563308 Constructive 0.577 Comparative_Framing
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Would we be allowed to build multiple churches and jesus statues so freely over in india
Would we be allowed to build multiple churches and jesus statues so freely over in india
Inside Canada's Indian Invasion... · 156: Cluster #155
Close reading → Discourse → Video sentiment →
Identity Attack0.03919895
Insult0.012680908
Profanity0.017982552
Threat0.008867673
Severe Toxicity0.0026893616
Low Tox 0.051563308 Low Con 0.195 Comparative_Framing
Feb 5, 2026 Inside Canada's Indian Invasion...
Thats not punjabi but hindi!!! But sihdu is punjabi surname
Thats not punjabi but hindi!!! But sihdu is punjabi surname
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.03894114
Insult0.026315894
Profanity0.030389199
Threat0.007948523
Severe Toxicity0.004463196
Low Tox 0.051563308 Low Con 0.181 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Be prepared to the outcome that the North American Free Trade Agreement is completely dead and out of touch for at least 5 years! Canada needs to be tough, smart and practical in facing the …
Be prepared to the outcome that the North American Free Trade Agreement is completely dead and out of touch for at least 5 years! Canada needs to be tough, smart and practical in facing the reality.
New rules, regulations take effect across Canada · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.006955597
Insult0.021481665
Profanity0.011902207
Threat0.008815889
Severe Toxicity0.0014972687
Low Tox 0.051563308 Low Con 0.3
Jan 3, 2026 3 likes New rules, regulations take effect …
I've read India has the biggest number of unemployed men under 50ty. No wonder why they're moving to different countries despite the fact the life is easier in India, like he said.
I've read India has the biggest number of unemployed men under 50ty. No wonder why they're moving to different countries despite the fact the life is easier in India, like he said.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.04667538
Insult0.016556932
Profanity0.011936366
Threat0.006763986
Severe Toxicity0.0015830994
Low Tox 0.051563308 Constructive 0.636 Comparative_Framing
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
wasn't it harper that opened the door by subsidizing immigrant workers wages? I still remember a woman on the news who got let go from a basic restaurant job in weyburn and replaced by an …
wasn't it harper that opened the door by subsidizing immigrant workers wages? I still remember a woman on the news who got let go from a basic restaurant job in weyburn and replaced by an immigrant with a federally subsidized wage.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.036105253
Insult0.017743196
Profanity0.010689554
Threat0.0063626673
Severe Toxicity0.0012159348
Low Tox 0.051563308 Constructive 0.702 Economic_Argument
Feb 20, 2026 3 likes LILLEY UNLEASHED: The fall of …
Your in Canada, its the exact same as america only safer and more expensive.
Your in Canada, its the exact same as america only safer and more expensive.
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.03223813
Insult0.01961243
Profanity0.00995513
Threat0.0062914654
Severe Toxicity0.001745224
Low Tox 0.051563308 Moderate Con 0.367 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
When will our government stick up for the Canadian people?
When will our government stick up for the Canadian people?
Why Canadians Are Turning Against Immigrants. · 56: Cluster #55
Close reading → Discourse → Video sentiment →
Identity Attack0.031722516
Insult0.014808921
Profanity0.010928668
Threat0.009126588
Severe Toxicity0.0015830994
Low Tox 0.051563308 Low Con 0.266 Question
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
The Dude on the bike... 🤣🤣🤣🤣
The Dude on the bike... 🤣🤣🤣🤣
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0039587705
Insult0.019676886
Profanity0.01941724
Threat0.008531082
Severe Toxicity0.0024604797
Low Tox 0.051563308 Low Con 0.3 Humor_Satire
Feb 24, 2026 Inside Canada's Indian Invasion...
New immigrants or temporary workers they are not paying taxis and student won’t pay taxis but they benefits health cares free and they benefits social services
New immigrants or temporary workers they are not paying taxis and student won’t pay taxis but they benefits health cares free and they benefits social services
Inside Canada's Indian Metropolis (Brampton) · 38: Cluster #37
Close reading → Video sentiment →
Identity Attack0.03249594
Insult0.015872927
Profanity0.011543535
Threat0.00598724
Severe Toxicity0.0013542175
Low Tox 0.051563308 Moderate Con 0.437
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
The guy on the bike spoke only truth
The guy on the bike spoke only truth
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0047172266
Insult0.022190686
Profanity0.015010698
Threat0.007793174
Severe Toxicity0.0016498566
Low Tox 0.051563308 Moderate Con 0.325 Meta_Commentary
Mar 3, 2026 Inside Canada's Indian Invasion...
Man I wish I knew you came by! I woulda given you the tour
Man I wish I knew you came by! I woulda given you the tour
Inside Canada's Indian Invasion... · 117: Cluster #116
Close reading → Discourse → Video sentiment →
Identity Attack0.00621564
Insult0.016936934
Profanity0.027683776
Threat0.011741633
Severe Toxicity0.0030326843
Low Tox 0.051563308 Constructive 0.506 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
This worldwide invasion will stop when laws change. Uk is having the Denmark immigration policy i hope this works if not we will improve it. And our law will get better. Things are about to …
This worldwide invasion will stop when laws change. Uk is having the Denmark immigration policy i hope this works if not we will improve it. And our law will get better. Things are about to change in the uk. It takes time though.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.031464707
Insult0.013858915
Profanity0.015659723
Threat0.008013252
Severe Toxicity0.0019931793
Low Tox 0.051563308 Constructive 0.644 Fear_Threat
Nov 16, 2025 Inside Canada's Indian Metropolis (Brampton)
Bike guy is basically all our thoughts coming out loud! 😅
Bike guy is basically all our thoughts coming out loud! 😅
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0045137387
Insult0.025284592
Profanity0.017777596
Threat0.007365964
Severe Toxicity0.0015735626
Low Tox 0.051563308 Moderate Con 0.411 Humor_Satire
Feb 3, 2026 10 likes Inside Canada's Indian Invasion...
Isolated cases of unlicensed driving shouldn't overshadow the facts: South Asians make up nearly 1 in 4 truckers across Canada. This community isn't just 'participating' in the sector—they are running it and keeping the country’s …
Isolated cases of unlicensed driving shouldn't overshadow the facts: South Asians make up nearly 1 in 4 truckers across Canada. This community isn't just 'participating' in the sector—they are running it and keeping the country’s shelves stocked
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.034816213
Insult0.017936565
Profanity0.010621235
Threat0.006479179
Severe Toxicity0.0012493134
Low Tox 0.051563308 Moderate Con 0.452 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
. ****Globalism vs Nationalism**** A population of 800,000, is the size of Winnipeg. Not English speaking? Not French speaking? How can an immigration policy this far out of balance, represent Canadian values?
. ****Globalism vs Nationalism**** A population of 800,000, is the size of Winnipeg. Not English speaking? Not French speaking? How can an immigration policy this far out of balance, represent Canadian values?
Inside Canada's Indian Metropolis (Brampton) · 15: Cluster #14
Close reading → Video sentiment →
Identity Attack0.026810925
Insult0.017743196
Profanity0.010928668
Threat0.006168481
Severe Toxicity0.0013542175
Low Tox 0.051563308 Moderate Con 0.362
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
3:08 this man knows it and it's so true
3:08 this man knows it and it's so true
Inside Canada's Indian Metropolis (Brampton) · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.009471451
Insult0.016100928
Profanity0.024472807
Threat0.009644418
Severe Toxicity0.0033187866
Low Tox 0.051563308 Moderate Con 0.399 Meta_Commentary
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Tyler, welcome to Brampton, the city I unfortunately call home.
Tyler, welcome to Brampton, the city I unfortunately call home.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.011469335
Insult0.022061773
Profanity0.011184863
Threat0.006763986
Severe Toxicity0.0014686584
Low Tox 0.051563308 Constructive 0.529 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
carney anoff put the military now or send them to ontario
carney anoff put the military now or send them to ontario
Migrants cross into Canada near Hemmingford · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.009693438
Insult0.016024929
Profanity0.011765569
Threat0.014566151
Severe Toxicity0.0019168854
Low Tox 0.051563308 Low Con 0.159
Jan 5, 2026 9 likes Migrants cross into Canada near …
Bon voyage and good reddiance, don't return. Freeloaders
Bon voyage and good reddiance, don't return. Freeloaders
· 40: Cluster #39
Close reading → Discourse → Video sentiment →
Identity Attack0.0010724386
Insult0.034783885
Profanity0.0006413629
Threat0.0007410778
Severe Toxicity0.0000050034423
Low Tox 0.05137377 Identity_Assertion
Apr 15, 2025 1 likes
Canada is slow but finally on the right track...... Immigration have to be regulated/controlled to reap its benefits and keep the risk manageable.......... It should not behave like a "flood gate"
Canada is slow but finally on the right track...... Immigration have to be regulated/controlled to reap its benefits and keep the risk manageable.......... It should not behave like a "flood gate"
Canada's tighter immigration policy divides the country • … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.019977676
Insult0.021417208
Profanity0.010569996
Threat0.006757513
Severe Toxicity0.0012588501
Low Tox 0.05131592 Constructive 0.559 Policy_Critique
Feb 11, 2026 17 likes Canada's tighter immigration policy divides …
If only Canadians could get a conservative majority government and go back to what works!
If only Canadians could get a conservative majority government and go back to what works!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.030949092
Insult0.018838953
Profanity0.010569996
Threat0.006757513
Severe Toxicity0.0015163422
Low Tox 0.05131592 Low Con 0.28
Aug 27, 2025 Why Canadians Are Turning Against …
Indian immigration significantly benefits Canada by filling critical labor shortages, boosting the economy, and contributing to demographic sustainability. As a leading source of skilled professionals, Indians represent over 30% of Canada's high-skill visas, notably in …
Indian immigration significantly benefits Canada by filling critical labor shortages, boosting the economy, and contributing to demographic sustainability. As a leading source of skilled professionals, Indians represent over 30% of Canada's high-skill visas, notably in IT, healthcare, and engineering, which supports technological growth and public services. They help counter an aging population, bolster the workforce, and increase tax revenue, with over 120,000 Indians becoming permanent residents annually.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.051126
Insult0.01838776
Profanity0.013985921
Threat0.0071588317
Severe Toxicity0.0020980835
Low Tox 0.05131592 Constructive 0.58 Economic_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
As a Canadian who lives in an area with high immigration levels, this is not the sentiment of the majority. I work alongside many people who were trained abroad from a variety of cultures and …
As a Canadian who lives in an area with high immigration levels, this is not the sentiment of the majority. I work alongside many people who were trained abroad from a variety of cultures and my experience has been great. Immigration has brought a lot of positives to Canada. And at some point, majority of us or our families immigrated here. There’s a lot more to the story than these random conversational clips. I am not condoning smuggling, that should never happen. But in every people group you’ll find illegal activity, that doesn’t mean that’s how they all operate.
Inside Canada's Indian Invasion... · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.019475231
Insult0.0233509
Profanity0.016616182
Threat0.007249452
Severe Toxicity0.0016021729
Low Tox 0.05131592 Constructive 0.849 Solidarity
Jan 29, 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.