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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.

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Active: "Is Michelle Rempel and her …" 13 comments
Michelle Rempel Garner you are an embarrassment - Canada is NOT Trump land show some decorum and treat officials with respect. Some of your questions were ridiculous and simply for show. I worked as a …
Michelle Rempel Garner you are an embarrassment - Canada is NOT Trump land show some decorum and treat officials with respect. Some of your questions were ridiculous and simply for show. I worked as a Senior Advisor in 2 government departments and have been in Parliament many times. You can be an effective politician but don't act like a clown AND by the way I live in Alberta.
Identity Attack0.052490227
Insult0.66500133
Profanity0.10240069
Threat0.007832011
Severe Toxicity0.016706496
Moderate 0.5972042 Constructive 0.671 Insult Meta_Commentary
Oct 1, 2025 IRCC Names India in Study …
to the panel who are getting paid big bucks for doing NOTHING, do your job and find them, and deport them. You are destroying our country and are incompetent. I applaud Michelle Rempel Garner, thank …
to the panel who are getting paid big bucks for doing NOTHING, do your job and find them, and deport them. You are destroying our country and are incompetent. I applaud Michelle Rempel Garner, thank you for your hard work in trying to save Canada. Keep up the great work
Identity Attack0.06249457
Insult0.4747285
Profanity0.024677763
Threat0.039256934
Severe Toxicity0.014317908
Moderate 0.42129645 Constructive 0.525
Oct 13, 2025 IRCC Names India in Study …
It’s deeply concerning that representatives like Pemi Gill and Aisha Zafar appear unaware of the serious consequences stemming from the influx of individuals entering Canada under the guise of international students. How come they are …
It’s deeply concerning that representatives like Pemi Gill and Aisha Zafar appear unaware of the serious consequences stemming from the influx of individuals entering Canada under the guise of international students. How come they are so ignorant of these serious things going on in their govt? It’s time for accountability—not just from executives who profit from these schemes, but also from the politicians who enable them through inaction or ignorance. These individuals, who came here from India under the guise of being students, later sought asylum and are now receiving government support funded by Canadian taxpayers—while many Canadian youths struggle to find employment. I deeply commend Madam Michelle Rempel Garner for courageously raising this issue, which has long been ignored by corporate executives and their political allies who bear significant responsibility for the country's current challenges.
Identity Attack0.026007013
Insult0.3388922
Profanity0.026727317
Threat0.0076766624
Severe Toxicity0.0044441223
Moderate 0.30427247 Constructive 0.799
Sep 27, 2025 1 likes IRCC Names India in Study …
Michelle Rempel has been fighting for Canada for so long, she's a freaking Canadian hero
Michelle Rempel has been fighting for Canada for so long, she's a freaking Canadian hero
Identity Attack0.034300596
Insult0.08212569
Profanity0.35094926
Threat0.009463178
Severe Toxicity0.011138916
Low Tox 0.25727063 Moderate Con 0.5
Oct 2, 2025 IRCC Names India in Study …
Self declaration?! Omg, this is insane. Is this how the Hamas operatives got in? Was just listening to MP Michelle Rempel talk about this.
Self declaration?! Omg, this is insane. Is this how the Hamas operatives got in? Was just listening to MP Michelle Rempel talk about this.
Identity Attack0.026810925
Insult0.1505596
Profanity0.028640235
Threat0.007922632
Severe Toxicity0.004005432
Low Tox 0.22712809 Moderate Con 0.346
Nov 25, 2025 4 likes Thousands of refugees allowed into …
Michelle Rempel-Garner is a taxpayer funded politician that doesn't even live in her riding nor does she live in Canada, read about her in different forums and subreddits you will know how good of a …
Michelle Rempel-Garner is a taxpayer funded politician that doesn't even live in her riding nor does she live in Canada, read about her in different forums and subreddits you will know how good of a politician she is. What she is doing here is trying to win votes by creating hate and divide and unfortunately people are blinded by hate to see it. She is not even letting the person answer before firing her next question, just getting half story and letting people speak to a point where she can use that to further push her parties ideology.
Identity Attack0.021585498
Insult0.16337912
Profanity0.047173142
Threat0.008077981
Severe Toxicity0.004501343
Low Tox 0.2043827 Constructive 0.645
Oct 1, 2025 IRCC Names India in Study …
Michelle Rempel Garner is COOKIN' !!!
Michelle Rempel Garner is COOKIN' !!!
Identity Attack0.0041992567
Insult0.06372428
Profanity0.047173142
Threat0.0067963502
Severe Toxicity0.0051879883
Low Tox 0.11367676 Moderate Con 0.325 Meta_Commentary
Sep 29, 2025 IRCC Names India in Study …
I'm so glad that Michelle Rempel Garner is a "Common sense Conservative" speaking the truth about this broken immigration system here in Canada.
I'm so glad that Michelle Rempel Garner is a "Common sense Conservative" speaking the truth about this broken immigration system here in Canada.
Identity Attack0.02439919
Insult0.023866551
Profanity0.010484599
Threat0.006168481
Severe Toxicity0.0012302399
Low Tox 0.05651112 Constructive 0.575 Solidarity
Feb 24, 2026 33 likes 'We do know that there's …
Anyone not in Canada more than twenty 20 years should be removed from positions of authority. Including, POLITICIANS, POLICE, TEACHERS, IMMIGRATION all government workers and any other role that influences our decisions, our youth and …
Anyone not in Canada more than twenty 20 years should be removed from positions of authority. Including, POLITICIANS, POLICE, TEACHERS, IMMIGRATION all government workers and any other role that influences our decisions, our youth and our future in CANADA. Teach them how to adapt and be Canadian. Michelle Rempell Garner dishing it out on our behalf. God grant her strength and wisdom.
Identity Attack0.017967897
Insult0.018129934
Profanity0.010228404
Threat0.011586283
Severe Toxicity0.0022602081
Low Tox 0.051563308 Constructive 0.506 Call_To_Action
Oct 1, 2025 7 likes IRCC Names India in Study …
Is Michelle Rempel and her conservatives no longer taking money from Modi? I want Poilievre to have a background check. Is Poilievre compliant?
Is Michelle Rempel and her conservatives no longer taking money from Modi? I want Poilievre to have a background check. Is Poilievre compliant?
Identity Attack0.0039957687
Insult0.023608726
Profanity0.011902207
Threat0.006530962
Severe Toxicity0.00086307526
Low Tox 0.04290464 Moderate Con 0.344 Question
Sep 29, 2025 IRCC Names India in Study …
I typically do not agree with a lot of what the conservatives say, and I usually do not like anything that Michelle Rempel Garner says (or the way she says it). However, what she said …
I typically do not agree with a lot of what the conservatives say, and I usually do not like anything that Michelle Rempel Garner says (or the way she says it). However, what she said here, and the way she said it, makes complete sense. I was a bit disappointed that there are no actual numbers as to how much the government would save, but it doesn't seem like a bad idea to put the legislation in place, and whatever they save is a bonus. imho Be the Change You Wish to See in the World 💖
Identity Attack0.0040512653
Insult0.011730902
Profanity0.011697251
Threat0.0062914654
Severe Toxicity0.00074863434
Low Tox 0.021314176 Constructive 0.763 Policy_Critique
Feb 23, 2026 11 likes 'We do know that there's …
Yes Michelle Rempel this is what we need!
Yes Michelle Rempel this is what we need!
Identity Attack0.0022198714
Insult0.009013886
Profanity0.011628932
Threat0.0072235605
Severe Toxicity0.0010347366
Low Tox 0.015896067 Moderate Con 0.44 Solidarity
Feb 24, 2026 3 likes 'We do know that there's …
Bravo Michelle Rempel Garner.
Bravo Michelle Rempel Garner.
Identity Attack0.0006613367
Insult0.0064488696
Profanity0.010091767
Threat0.0055956305
Severe Toxicity0.00047683716
Low Tox 0.0041782153 Low Con 0.278
Oct 24, 2025 IRCC Names India in Study …

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.