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: "We understand. We live just …" 59 comments · Page 3 of 3
I understand. Cause you guys were living in an authentic cultures since young schools work everything. But now. And Trump said like he bought Canada 51 States. Maybe it's a solution. I have no idea. …
I understand. Cause you guys were living in an authentic cultures since young schools work everything. But now. And Trump said like he bought Canada 51 States. Maybe it's a solution. I have no idea. Unless there's a leader in your country exactly expertised capitalism and figures that way a new economic model which determines a soul of New Canada? And that extremely justice a fair communication English profiles in Canadian community which everyone loves and accepts in conditions every races old residents new immigrants feel that comfortable no one argues about.
Identity Attack0.020781586
Insult0.035443626
Profanity0.016821137
Threat0.006757513
Severe Toxicity0.0021839142
Low Tox 0.09033044 Constructive 0.712 Comparative_Framing
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
The elephant in the room is the fact that the majority of immigrants come from one country. As someone who proudly escaped Canada I understand the difficulties of adapting and integrating into another culture. It …
The elephant in the room is the fact that the majority of immigrants come from one country. As someone who proudly escaped Canada I understand the difficulties of adapting and integrating into another culture. It is difficult and it would be far easier if there were just so many Canadians here that none of us have to adapt or learn a new language but could simply live in an insular community of Canadians and transplant our own culture here. When I go back to Canada I see that that is exactly what has happened there.
Identity Attack0.04564415
Insult0.030595649
Profanity0.01579636
Threat0.006097279
Severe Toxicity0.0020599365
Low Tox 0.08637348 Constructive 0.757 Personal_Narrative
Feb 17, 2026 13 likes LILLEY UNLEASHED: The fall of …
A universal truth everyone should understand: If a place is horrible maybe that's exactly because of the people who live there. Places are made by People, not the other way around. Bring enough of them …
A universal truth everyone should understand: If a place is horrible maybe that's exactly because of the people who live there. Places are made by People, not the other way around. Bring enough of them and they'll remake your place into the one they left
Identity Attack0.00776955
Insult0.0279513
Profanity0.019007329
Threat0.008375733
Severe Toxicity0.0018501282
Low Tox 0.079250954 Moderate Con 0.491
Sep 29, 2025 IRCC Names India in Study …
As a brit living in Calgary, who is currently trying to jump through several hoops to try and gain PR, it's super tough and disheartening to see so many people here who don't speak english, …
As a brit living in Calgary, who is currently trying to jump through several hoops to try and gain PR, it's super tough and disheartening to see so many people here who don't speak english, don't work in a skilled profession, and don't engage with the Canadian community or culture. To expand on that, I have a great job in construction estimating on $85k a year, I speak fluent english (of course), I rent my own condo, my partner is Canadian and I have multiple Canadian friends. Yet, still I'm not convinced my PR visa will ever be granted. Then I walk into Tim Hortons or Subway and the foreign workers there can't understand a word I'm saying... how is that right??
Identity Attack0.027815815
Insult0.030595649
Profanity0.016103793
Threat0.0066668927
Severe Toxicity0.001964569
Low Tox 0.075294 Constructive 0.831
Sep 23, 2025 140 likes Inside Canada's Indian Metropolis (Brampton)
All people except the Native people are immigrants or offspring of immigrants. Absolutely, embracing diversity and promoting equality are essential steps toward creating a more inclusive and harmonious society. Recognizing that everyone has unique backgrounds …
All people except the Native people are immigrants or offspring of immigrants. Absolutely, embracing diversity and promoting equality are essential steps toward creating a more inclusive and harmonious society. Recognizing that everyone has unique backgrounds and perspectives can enrich our communities and foster understanding. Working together to build a better future for ourselves and generations to come is a shared responsibility that benefits us all. We cannot label people based on our perception. Everyone should earn an honest living and be kind to people around them. That is what makes us Canadian - the kind and polite.
Identity Attack0.048995655
Insult0.02425329
Profanity0.014942379
Threat0.006433869
Severe Toxicity0.0019168854
Low Tox 0.07450261 Constructive 0.774 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Metropolis (Brampton)
If the dont leave voluntarily, then we need ice like moves, i have been living in canada for 25 years, when we applied to come here, we had to wait years where my country was …
If the dont leave voluntarily, then we need ice like moves, i have been living in canada for 25 years, when we applied to come here, we had to wait years where my country was in civil war. These ppl that are here as a student and temporary residents,, must understand the law and that there is a legal way to come and live here. If they force themselves to stay, then we need worse than ice for them to face.. with crimes, healthcare and employment rate down, its the best option
Identity Attack0.008657498
Insult0.018001022
Profanity0.011458136
Threat0.008453408
Severe Toxicity0.0014877319
Low Tox 0.04067813 Constructive 0.736 Personal_Narrative
Jan 16, 2026 2.9 million Canadian temporary visas …
People have migrated from their homelands to other countries in different centuries—some in the 16th, 17th, 18th, 19th, 20th, and 21st centuries. I don’t understand why people claim that “we have lost our identity.” The …
People have migrated from their homelands to other countries in different centuries—some in the 16th, 17th, 18th, 19th, 20th, and 21st centuries. I don’t understand why people claim that “we have lost our identity.” The shift from being a majority to a minority is largely about timing—some people’s ancestors arrived earlier than others, usually in search of better opportunities they couldn’t find at home. Most people don’t want to leave their motherland, but they move out of necessity, not preference. Throughout history, Western and Middle Eastern powers destroyed economies, accumulated global wealth for themselves, and caused immense suffering through violence, forced conversions, and plundering. This exploitation is a major reason why some countries today struggle to reach the living standards seen in the West. The long-term effects of colonialism, conflict, and migration continue to shape societies and opportunities for many people.
Identity Attack0.014048826
Insult0.016784932
Profanity0.013917602
Threat0.0068287146
Severe Toxicity0.0011873245
Low Tox 0.03639866 Constructive 0.702 Moral_Argument
Oct 15, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
What I don't understand is why can't they make India a greater place to live? Canada is great because our ancestors fought for our rights and liberties.
What I don't understand is why can't they make India a greater place to live? Canada is great because our ancestors fought for our rights and liberties.
Identity Attack0.02439919
Insult0.012148905
Profanity0.012073003
Threat0.006440342
Severe Toxicity0.0012683868
Low Tox 0.036162965 Constructive 0.668
Nov 26, 2025 Inside Canada's Indian Metropolis (Brampton)
$21 an hour was a decent living until minimum wage jumped from $6.85 to $17 in ten years. People don’t understand that pushing minimum wage up pushes all other wages down.
$21 an hour was a decent living until minimum wage jumped from $6.85 to $17 in ten years. People don’t understand that pushing minimum wage up pushes all other wages down.
Identity Attack0.0014984132
Insult0.0077598775
Profanity0.009784333
Threat0.006051969
Severe Toxicity0.00041246414
Low Tox 0.010681152 Moderate Con 0.39
Sep 10, 2025 1 likes Why Canadians Are Turning Against …

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.