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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

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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

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Active: "If you can’t beat them, …" 36 comments · Page 2 of 2
If you can’t beat them, join them. I took my first dump on a beach today. I bought a turban off Amazon to ride my motorcycle without a helmet. I go to Niagara Falls to …
If you can’t beat them, join them. I took my first dump on a beach today. I bought a turban off Amazon to ride my motorcycle without a helmet. I go to Niagara Falls to litter. This is my Canada.
Identity Attack0.026207991
Insult0.03588435
Profanity0.027410502
Threat0.13815513
Severe Toxicity0.0075149536
Low Tox 0.16678599 Moderate Con 0.411 Humor_Satire
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I wanted to make beats but then this shows up and I must cave in before it gets deleted lol
I wanted to make beats but then this shows up and I must cave in before it gets deleted lol
Identity Attack0.008731495
Insult0.025155678
Profanity0.082581155
Threat0.032005094
Severe Toxicity0.006752014
Low Tox 0.15987846 Moderate Con 0.365
Jan 27, 2026 9 likes Inside Canada's Indian Invasion...
Andrew Callahan beat you to it big guy. Awesome video all the same brother 🤙 CHANNEL FIVE WORLDWIDE. 🤪
Andrew Callahan beat you to it big guy. Awesome video all the same brother 🤙 CHANNEL FIVE WORLDWIDE. 🤪
Identity Attack0.014551271
Insult0.027218282
Profanity0.06495911
Threat0.085497424
Severe Toxicity0.009422302
Low Tox 0.15048122 Moderate Con 0.452 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
T h e beat you in child support now you think people are happy having kids? Its not the people we can clearly see what the problem is
T h e beat you in child support now you think people are happy having kids? Its not the people we can clearly see what the problem is
Identity Attack0.009619443
Insult0.032909457
Profanity0.024541125
Threat0.024753258
Severe Toxicity0.0038528442
Low Tox 0.1373533 Low Con 0.285 Unverified_Claim
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Let’s take it one lie at a time. First the video opens saying over 850k inhabitants, within a minute or two all of a sudden the population is now 750k. Meanwhile the actual population is …
Let’s take it one lie at a time. First the video opens saying over 850k inhabitants, within a minute or two all of a sudden the population is now 750k. Meanwhile the actual population is 650k. Brampton has not been a city of 18k or 28 k as many for at least 60 years. In 1980 the population of Brampton was over 200k, so very far above the supposed 28k. Slightly over 150k are from India or of Indian ancestry, so not a majority. A little under a third of Brampton inhabitants are immigrants. Again not a majority. Homeless shelters are usually found in churches, especially ones with homeless centers in them like the one visited by the video crew. 4 bigots in the streets is what was interviewed to present a bigoted view of a city. Everyone of then deserve a serious beating. Asshole content creators. Reported.
Identity Attack0.051808115
Insult0.059061307
Profanity0.023789622
Threat0.007922632
Severe Toxicity0.0033569336
Low Tox 0.1269396 Moderate Con 0.466 Policy_Critique
Oct 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Why would you buy the "knife scanner" bit 😂. Batman couldnt have beat that out of me.
Why would you buy the "knife scanner" bit 😂. Batman couldnt have beat that out of me.
Identity Attack0.0037182847
Insult0.020321451
Profanity0.027410502
Threat0.03649433
Severe Toxicity0.003643036
Low Tox 0.10653123 Moderate Con 0.349 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
India is never beating the allegations 😅
India is never beating the allegations 😅
Identity Attack0.060220852
Insult0.024124376
Profanity0.026863953
Threat0.010550622
Severe Toxicity0.003414154
Low Tox 0.10089093 Low Con 0.12 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
As an Indian I am shocked too! Unchecked immigration? How is the mass immigration helping Canada? These illegal colleges created just for immigration, these are open secrets, why these are not tackled? Being in the …
As an Indian I am shocked too! Unchecked immigration? How is the mass immigration helping Canada? These illegal colleges created just for immigration, these are open secrets, why these are not tackled? Being in the tech industry I thought I could get PR relatively easily. But everyday I am seeing stories about people moving to western countries, beating the system, not paying taxes - how does that even work?
Identity Attack0.05976611
Insult0.02567133
Profanity0.01579636
Threat0.0069387536
Severe Toxicity0.002002716
Low Tox 0.09655223 Constructive 0.658 Policy_Critique
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of …
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of the Canadians accepted foreign work experience so they created thier own jobs . B4 asking why aren’t you integrating has Canada asked the tough questions to themselves why do they make it hard for ppl to find jobs in the first place ? In India community is a strong feature no matter where you are they will create an environment that replicates home to ensure their roots stay strong and it’s also for support, loneliness and many things . Now ppl from India don’t just come to Canada due to job crisis back home they come bcz they want to escape the 1.4 billion population and suffocation that comes with it . The negative thing about Indians is they don’t know what’s right n wrong . It’s a thin line bcz that common sense isn’t taught in India . In India your in a race if you snooze you loose so those bad habits of trying to beat the competition comes with a world of bad manners and bad civic sense . Which now unfortunately due to cities like these won’t go away . They’ll stay the same bcz Brampton is that home away from home comfort pillow tat screams LETS NOT CHANGE .
Identity Attack0.03223813
Insult0.026702631
Profanity0.015249812
Threat0.006479179
Severe Toxicity0.0018978119
Low Tox 0.06065326 Constructive 0.671 Policy_Critique
Nov 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Fact, bears eat beats. Bears, Beats Battlestar Galactica
Fact, bears eat beats. Bears, Beats Battlestar Galactica
Identity Attack0.0059936526
Insult0.013858915
Profanity0.01805087
Threat0.00967031
Severe Toxicity0.0018024445
Low Tox 0.040925518 Low Con 0.142 Humor_Satire
Feb 23, 2026 5 likes 'We do know that there's …
Let's be clear, we added 3M people in 2 years or 3.8% per year. Too much, too fast. No one can build housing, hospitals, schools for that level of growth. We had the 4th fastest …
Let's be clear, we added 3M people in 2 years or 3.8% per year. Too much, too fast. No one can build housing, hospitals, schools for that level of growth. We had the 4th fastest growing population in the world, beating out Developing Countries in Africa. We will go back to an immigration rate of 0.8%, maybe 1% at the highest. We will still have the highest rate in the developed world.
Identity Attack0.019575719
Insult0.011236899
Profanity0.011816809
Threat0.0070034824
Severe Toxicity0.0012207031
Low Tox 0.034513097 Constructive 0.593 Policy_Critique
Feb 11, 2026 52 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.