Skip to content
Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

click to expand

All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# 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
Active: "Is this what it’s like …" 2,805 comments · Page 108 of 113
I had close family that's been in Brampton since I was a little boy. I visited every year so I for to see what it was like. I think sometime in the 90s I started …
I had close family that's been in Brampton since I was a little boy. I visited every year so I for to see what it was like. I think sometime in the 90s I started to see more and more Indians. Either way, we are all God's children. I know this won't sit well with my fellow Canadians, but I welcome anyone who wants to build a life in Canada and adopt our values.
Identity Attack0.015857628
Insult0.010400894
Profanity0.011423977
Threat0.006375613
Severe Toxicity0.0009822845
Low Tox 0.024142517 Constructive 0.805
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Making Indigenous languages official in Canada faces struggles due to the deep, ongoing impact of colonization (residential schools, assimilation policies), the sheer number of endangered languages (over 70), lack of constitutional protection like English/French have, …
Making Indigenous languages official in Canada faces struggles due to the deep, ongoing impact of colonization (residential schools, assimilation policies), the sheer number of endangered languages (over 70), lack of constitutional protection like English/French have, funding gaps, and challenges implementing legislation like the Indigenous Languages Act effectively, despite strong community efforts for revitalization. The core issue is moving beyond mere documentation to ensuring effective support for daily use, education, and government services, a goal hindered by historical trauma and systemic neglect.  Key Struggles & Challenges: Colonial Legacy: Policies like the Indian Act and residential schools suppressed languages, causing massive loss, with trauma still affecting intergenerational transmission. Constitutional Gap: Unlike English and French, Indigenous languages lack explicit, strong constitutional rights (e.g., in the Charter) for government services, as noted in this article from indigenouswatchdog.org. Urgency & Scarcity: Most of Canada's 70+ Indigenous languages are endangered, with many facing imminent extinction, requiring immediate action from the last fluent elders. Implementation of Legislation: The Indigenous Languages Act (2019) aims to support revitalization, but it's criticized for being non-binding and not creating effective rights, meaning legal recognition doesn't always translate to real-world resources or services. Funding & Resource Gaps: While funding exists, it's often insufficient, limited in scope, or not reaching grassroots efforts effectively, making comprehensive revitalization difficult. Integration Challenges: Integrating Indigenous languages into education (K-12, higher ed) and public services (health, justice) remains a significant hurdle, even where there's political will, as seen in territories with official Indigenous languages.
Identity Attack0.009471451
Insult0.013668913
Profanity0.010621235
Threat0.006550381
Severe Toxicity0.00091552734
Low Tox 0.023906821 Constructive 0.629 Policy_Critique
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
Wow $420 a year. I can afford a happy meal now. But I like where banks have to cap NSF fees to 10$ from $48 of what they currently is unreal.
Wow $420 a year. I can afford a happy meal now. But I like where banks have to cap NSF fees to 10$ from $48 of what they currently is unreal.
Identity Attack0.0024973555
Insult0.013896915
Profanity0.011560614
Threat0.0060713873
Severe Toxicity0.00077724457
Low Tox 0.023906821 Constructive 0.637 Humor_Satire
Jan 20, 2026 Canada’s new rules in 2026
Looks like parts of Sydney Australia
Looks like parts of Sydney Australia
Identity Attack0.012240025
Insult0.00983089
Profanity0.015420608
Threat0.007573096
Severe Toxicity0.0015830994
Low Tox 0.023671126 Moderate Con 0.37 Comparative_Framing
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Like dropping bricks in the Grand Canyon, this is over a decade too late.
Like dropping bricks in the Grand Canyon, this is over a decade too late.
Identity Attack0.0022846176
Insult0.011008898
Profanity0.011594773
Threat0.008738215
Severe Toxicity0.0011396408
Low Tox 0.023553278 Low Con 0.099
Dec 26, 2025 Deportations From Canada at Their …
Looks like we need ICE here
Looks like we need ICE here
Identity Attack0.0042917514
Insult0.009203887
Profanity0.014771583
Threat0.009307829
Severe Toxicity0.0022411346
Low Tox 0.023553278 Low Con 0.234 Call_To_Action
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Not if you avoid them all together. Please keep all Maple Magas in detention as long as you like Donny.
Not if you avoid them all together. Please keep all Maple Magas in detention as long as you like Donny.
Identity Attack0.00096917467
Insult0.0037217548
Profanity0.00008306157
Threat0.0073499694
Severe Toxicity0.000008818668
Low Tox 0.023419939 Humor_Satire
Dec 10, 2025
Yes they wowk for caha and like that gentleman said there will be at least 10 of them living in the same place minimum
Yes they wowk for caha and like that gentleman said there will be at least 10 of them living in the same place minimum
Identity Attack0.0051797
Insult0.010818896
Profanity0.012995303
Threat0.0070034824
Severe Toxicity0.0010538101
Low Tox 0.023317585 Moderate Con 0.408 Unverified_Claim
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Im from the Netherlands ive been trying 2 years to move to Canada and its been difficult for me and now i see this im like i think Brampton might be my best try to …
Im from the Netherlands ive been trying 2 years to move to Canada and its been difficult for me and now i see this im like i think Brampton might be my best try to get into Canada😂
Identity Attack0.011321344
Insult0.009944891
Profanity0.015249812
Threat0.0076507707
Severe Toxicity0.0014305115
Low Tox 0.023199737 Constructive 0.548 Personal_Narrative
Feb 6, 2026 Inside Canada's Indian Invasion...
Canada (Trudeau) Let too many in at the same time... We cant take more for now... we need to prepare schools, more hospitals, ect. Its now time for other provinces to take more .... like …
Canada (Trudeau) Let too many in at the same time... We cant take more for now... we need to prepare schools, more hospitals, ect. Its now time for other provinces to take more .... like quebec, Ontario and BC are overloaded....
Identity Attack0.0044582416
Insult0.012566907
Profanity0.010006369
Threat0.007081157
Severe Toxicity0.0010538101
Low Tox 0.023199737 Constructive 0.595
Nov 23, 2025 Quebec Ends Economic Immigration Program …
I dont see anything wrong in Brampton. People going about their business. Most ppl were like they have been a net positive. Am I missing something here? is the crime that bad?
I dont see anything wrong in Brampton. People going about their business. Most ppl were like they have been a net positive. Am I missing something here? is the crime that bad?
Identity Attack0.0037552824
Insult0.011730902
Profanity0.011970525
Threat0.0066215824
Severe Toxicity0.00084400177
Low Tox 0.023199737 Constructive 0.586 Question
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
This explains why the country doesn't feel like Canada anymore and why you can't find a job/home to save your life. Great video, very informative.
This explains why the country doesn't feel like Canada anymore and why you can't find a job/home to save your life. Great video, very informative.
Identity Attack0.008509507
Insult0.011882903
Profanity0.009493981
Threat0.006207318
Severe Toxicity0.00092983246
Low Tox 0.023199737 Constructive 0.621 Identity_Assertion
Jun 20, 2025 5 likes How Canada broke its immigration …
The gentleman on the bike is a real one. We need more people like him. God bless that man
The gentleman on the bike is a real one. We need more people like him. God bless that man
Identity Attack0.0036627878
Insult0.0114269
Profanity0.014190876
Threat0.008181547
Severe Toxicity0.0015068054
Low Tox 0.02308189 Constructive 0.534
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Looks like we need ICE here
Looks like we need ICE here
Identity Attack0.004162259
Insult0.009089886
Profanity0.014498309
Threat0.009204263
Severe Toxicity0.0021648407
Low Tox 0.02308189 Low Con 0.234 Call_To_Action
Feb 18, 2026 3 likes Canadian immigration officers investigating hundreds …
They have become many Canadians' neighbors, like it or not
They have become many Canadians' neighbors, like it or not
Identity Attack0.013244915
Insult0.009640889
Profanity0.011594773
Threat0.006874025
Severe Toxicity0.0010442734
Low Tox 0.022964042 Moderate Con 0.377
Oct 10, 2025 IRCC Names India in Study …
Sounds like Canada needs to take notes from the US.
Sounds like Canada needs to take notes from the US.
Identity Attack0.0103594
Insult0.010932897
Profanity0.010108846
Threat0.0070164283
Severe Toxicity0.0009727478
Low Tox 0.022728346 Low Con 0.198 Comparative_Framing
Feb 19, 2026 Canadian immigration officers investigating hundreds …
Even homeless shelters are cleaner than that house..hotel.. hostel like situation..
Even homeless shelters are cleaner than that house..hotel.. hostel like situation..
Identity Attack0.0026083488
Insult0.012604907
Profanity0.009869732
Threat0.005922511
Severe Toxicity0.00072956085
Low Tox 0.022610499 Moderate Con 0.31 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I complain about getting waiting on CT scans and MRI scans appointments 4-5 weeks outs here in the USA. But 13 months for an appointment! That just makes no sense to live like that.
I complain about getting waiting on CT scans and MRI scans appointments 4-5 weeks outs here in the USA. But 13 months for an appointment! That just makes no sense to live like that.
Identity Attack0.002293867
Insult0.011274899
Profanity0.012482914
Threat0.006375613
Severe Toxicity0.00074386597
Low Tox 0.022610499 Constructive 0.6
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
I really liked this video. You showed many perspectives and respected peoples boundaries. Respect!
I really liked this video. You showed many perspectives and respected peoples boundaries. Respect!
Identity Attack0.008065533
Insult0.009298887
Profanity0.020783609
Threat0.0100069
Severe Toxicity0.0023555756
Low Tox 0.02249265 Constructive 0.659
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Bike guy is my hero! Say it like it is brother! He found his chance to voice his opinions to a large audience and he took it!
Bike guy is my hero! Say it like it is brother! He found his chance to voice his opinions to a large audience and he took it!
Identity Attack0.0027933381
Insult0.0115029
Profanity0.013131939
Threat0.007327127
Severe Toxicity0.000910759
Low Tox 0.022374803 Constructive 0.618 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
visit hicksville ny ifs like the same thing
visit hicksville ny ifs like the same thing
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.
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 …
They’ve been flowing into CA for years. Last time I went to Canada was before Covid and there were a lot then,and in not major cities like you’d think 😭
They’ve been flowing into CA for years. Last time I went to Canada was before Covid and there were a lot then,and in not major cities like you’d think 😭
Identity Attack0.006770608
Insult0.012452906
Profanity0.010091767
Threat0.0061296434
Severe Toxicity0.0007534027
Low Tox 0.021903414 Constructive 0.56 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
You are doing amazing job!! Show people what it really looks like!
You are doing amazing job!! Show people what it really looks like!
Identity Attack0.004439743
Insult0.010438894
Profanity0.019280603
Threat0.008298059
Severe Toxicity0.0019168854
Low Tox 0.021785567 Moderate Con 0.473 Solidarity
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
I haven't met a single Canadian that says immigration is not a problem..I'm an immigrant myself, but came here by applying and going through countless interviews etc..like most in the 90s. Guess what , we …
I haven't met a single Canadian that says immigration is not a problem..I'm an immigrant myself, but came here by applying and going through countless interviews etc..like most in the 90s. Guess what , we all integrated and learned the language and customs ...as everyone should
Identity Attack0.011247349
Insult0.009982891
Profanity0.0113215
Threat0.005922511
Severe Toxicity0.0007581711
Low Tox 0.021667719 Constructive 0.785 Personal_Narrative
Feb 12, 2026 2 likes Canada's tighter immigration policy divides …

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.