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: "This is what demographic collapse …" 5 comments
White-societies have a tendency to externalize blame for their decline onto others immigrants/racial minorities etc, without looking into their own systems. The collapse of family farming in Brampton or other part of Canada for instance, …
White-societies have a tendency to externalize blame for their decline onto others immigrants/racial minorities etc, without looking into their own systems. The collapse of family farming in Brampton or other part of Canada for instance, was not caused by immigrants but by corporate consolidation.....which since its being made into a race argument ...is driven largely by white elites. Declining white fertility is likewise a cultural product of hyper-individualism, consumerism, and high divorce rates, lack of kinship-based safety nets, where individual entitlement takes precedence over collective responsibility....and not simply demographic replacement by the brown immigrants. White societies have historically exported systems of domination and resource extraction, destabilizing the very regions whose immigrants they look down upon. What you are witnessing is not the result of immigration, but the unraveling of a culture built on exploitation, entitlement, and disposability.....one that is now collapsing under its own design. None of us are perfect, but folks keep framing this economic crisis in terms of immigration problem, rather than wealthy elite minority vs dispossessed majority, you are never getting this fixed.
Identity Attack0.37507164
Insult0.09563028
Profanity0.045670103
Threat0.010369381
Severe Toxicity0.010375977
Low Tox 0.29771072 Constructive 0.673
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
This is what demographic collapse looks like.
This is what demographic collapse looks like.
Identity Attack0.008657498
Insult0.011654901
Profanity0.0128245065
Threat0.0072882893
Severe Toxicity0.0015544891
Low Tox 0.03734144 Low Con 0.186 Fear_Threat
Feb 11, 2026 Canada's tighter immigration policy divides …
For the last decade, Canada has been aggresively trying to boost its population in order to avoid a population collapse among native born Canadians in the next 20 years. Demographics are destiny. Governments need people …
For the last decade, Canada has been aggresively trying to boost its population in order to avoid a population collapse among native born Canadians in the next 20 years. Demographics are destiny. Governments need people to support the economy and tax system. You can’t have economic growth without population growth.
Identity Attack0.006511623
Insult0.00971689
Profanity0.009587918
Threat0.006479179
Severe Toxicity0.00076293945
Low Tox 0.017592486 Moderate Con 0.357 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I thought it was interesting how you point out Trudeau's policy changes, but don't point out the prior PM(Harper) removing the 6 week vetting period on TFW's and other anti-labour moves that also vastly increased …
I thought it was interesting how you point out Trudeau's policy changes, but don't point out the prior PM(Harper) removing the 6 week vetting period on TFW's and other anti-labour moves that also vastly increased immigration. Despite the government not properly integrating people or providing services for our own countrymen, this immigration has also staved off demographic collapse by several decades.
Identity Attack0.005512681
Insult0.010172892
Profanity0.009195087
Threat0.006003422
Severe Toxicity0.0005841255
Low Tox 0.01646154 Constructive 0.781
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada’s fertility rate collapsed to ~1.25 (historic low). Instead of supporting families, housing, and wages, government chose population replacement via mass immigration. That’s not demographic policy — that’s demographic outsourcing.
Canada’s fertility rate collapsed to ~1.25 (historic low). Instead of supporting families, housing, and wages, government chose population replacement via mass immigration. That’s not demographic policy — that’s demographic outsourcing.
Identity Attack0.005956655
Insult0.008291881
Profanity0.008887654
Threat0.006039023
Severe Toxicity0.0006008148
Low Tox 0.014639461 Moderate Con 0.427 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...

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.