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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

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: "Canada, we welcome you to …" 111 comments · Page 5 of 5
Canada has welcomed criminals and members of terr0r organizations in the last 10 years, even has paid millions of $$$ to them. So, any normal country that cares for the wellbeing of their citizens would …
Canada has welcomed criminals and members of terr0r organizations in the last 10 years, even has paid millions of $$$ to them. So, any normal country that cares for the wellbeing of their citizens would want to protect its borders from those “Canadians”
Identity Attack0.008588185
Insult0.007371856
Profanity0.000062916915
Threat0.00027536758
Severe Toxicity0.000004110165
Low Tox 0.027917115 Unverified_Claim
Dec 9, 2025
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)
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play. Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership). …
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play. Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership). Canada was also accepting too many professional immigrants (engineering, business, consulting, IT, accounting) when we desperately need trades, construction workers and mechanics. The reduction in immigration and foreign students to sustainable levels is long overdue.
Identity Attack0.012842959
Insult0.010096892
Profanity0.00904991
Threat0.0060778605
Severe Toxicity0.0007867813
Low Tox 0.022846194 Constructive 0.721 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
Welcome to the new Mumbai in Canada
Welcome to the new Mumbai in Canada
Identity Attack0.0073625734
Insult0.009241886
Profanity0.0127561875
Threat0.0077154995
Severe Toxicity0.0014019012
Low Tox 0.017843807 Moderate Con 0.367 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I wonder if I see Brampton tourism advertisement. "Welcome to Brampton, Canada. Our traditional foods are gol gappe and pani puri."
I wonder if I see Brampton tourism advertisement. "Welcome to Brampton, Canada. Our traditional foods are gol gappe and pani puri."
Identity Attack0.0050317086
Insult0.009640889
Profanity0.0103821205
Threat0.0059548756
Severe Toxicity0.0006914139
Low Tox 0.015644746 Moderate Con 0.415
Nov 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Welcome to Canada
Welcome to Canada
Identity Attack0.0061416444
Insult0.0072468747
Profanity0.012243799
Threat0.0071199946
Severe Toxicity0.0011396408
Low Tox 0.011937759 Moderate Con 0.423 Solidarity
Jan 28, 2026 Inside Canada's Indian Invasion...
Welcome to Canada
Welcome to Canada
Identity Attack0.0061416444
Insult0.0072468747
Profanity0.012243799
Threat0.0071199946
Severe Toxicity0.0011396408
Low Tox 0.011937759 Moderate Con 0.423 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
I arrived in Canada 25 years ago. Yes, I am an immigrant — but I embraced this country, learned its language, and built my life here. Canadians welcomed me with open arms, and I carry …
I arrived in Canada 25 years ago. Yes, I am an immigrant — but I embraced this country, learned its language, and built my life here. Canadians welcomed me with open arms, and I carry deep respect and gratitude for that generosity. But Canada today is not the Canada of 25, or even 15, years ago. Our nation has changed profoundly. And because I love this country, I believe we must not be afraid to speak up, to protect the values and culture that make Canada the home we cherish.
Identity Attack0.005956655
Insult0.007797878
Profanity0.009801413
Threat0.0062137907
Severe Toxicity0.0006246567
Low Tox 0.011686437 Constructive 0.733 Personal_Narrative
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Welcome to the party Canada ….see why we voted for Donald Trump
Welcome to the party Canada ….see why we voted for Donald Trump
Identity Attack0.000040266736
Insult0.0008287797
Profanity0.000024448937
Threat0.000029469085
Severe Toxicity0.0000014783134
Low Tox 0.0013172895 Comparative_Framing
Apr 16, 2025 5 likes
Why would I visit Nazy Germany 2.0? Unless you want to risk ending up in one of their detention centers (concentration camps) the go ahead. I'm staying in Canada there are other more welcoming and …
Why would I visit Nazy Germany 2.0? Unless you want to risk ending up in one of their detention centers (concentration camps) the go ahead. I'm staying in Canada there are other more welcoming and beautiful countries to visit.
Identity Attack0.00007052848
Insult0.00011272319
Profanity0.000018407784
Threat0.000022497099
Severe Toxicity0.000002824779
Low Tox 0.0002750349 Fear_Threat
Dec 9, 2025
Heightened scrutiny undermines Canada's reputation as a welcoming destination? Isn't this the point? Meanwhile, lax policies allow too much abuse of our "wecoming" system. Finally, with the US tightening their borders, Canada will be the …
Heightened scrutiny undermines Canada's reputation as a welcoming destination? Isn't this the point? Meanwhile, lax policies allow too much abuse of our "wecoming" system. Finally, with the US tightening their borders, Canada will be the desired destination for North America, and our policies must prepare for this likely outcome. One last point is this: i would rather this country take care of the first nations peoples, the dispossessed, those marginalized within our society and our elderly who've contributed to this country's growth and prosperity but, due to one or another reason, dont have workplace pensions for retirement. Once we've sorted out our own peoples, seen properly to the needs of those who were actually born here, ensured our hospitals and schools are well funded, then we can look to service the needs of a migrant population.
Identity Attack0.000051619318
Insult0.000120263016
Profanity0.000018316585
Threat0.000020267227
Severe Toxicity0.000003076367
Low Tox 0.00027410034
Apr 23, 2025

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.