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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: "Can Michelle be the Immigration …" 8 comments
It's hard for Carney to soar with the eagles when he's surrounded by turkeys, retreads, incompetents and Liberals clearly in over their depth. Are they not even utilizing all these consultants we're being billed for …
It's hard for Carney to soar with the eagles when he's surrounded by turkeys, retreads, incompetents and Liberals clearly in over their depth. Are they not even utilizing all these consultants we're being billed for ? I'd say put Sean Fraser in, he's got good hair, but he's already botched the immigration file once. You three pundits are right on the money with all your points. In the spirit of cooperation why doesn't Carney just put Michelle into the portfolio ? These Liberals are botching everything they touch. In an ideal world Carney should cross the floor, become the Conservative's lead Trump negotiator and we could dump the rest of the Liberal party in recycling, where the vast majority of them belong....including you Fanjoy
Identity Attack0.23239216
Insult0.40243408
Profanity0.051431753
Threat0.009722093
Severe Toxicity0.010299683
Moderate 0.3625127 Constructive 0.546 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I'm so glad you did this video. Racist will be the first response. Yet, as Canadians we know that our Race is the minority and young white people refuse to work. It is also very …
I'm so glad you did this video. Racist will be the first response. Yet, as Canadians we know that our Race is the minority and young white people refuse to work. It is also very hard when every single store; walmart; Fast food is all India. Other races will not be hired, so all we see are India taking over every taxi and every single job. They can tolerate having all their family live in one house, as they buy multiple homes. These homes are left empty, until enough house are bought to take over a lane or an entire neighbourhood. They are not hostile; extremely friendly, yet not as concerned about wearing hair net or beard net or gloves when preparing food. (We are told most are friendly but to be mindful of those that wear their head wrap. (Timmins Ontario has been taken over) ... According to 2021 Census data from Statistics Canada, there were approximately 765 people of South Asian descent living in the Timmins census agglomeration. Recent estimates and community reports suggest this number has continued to grow through 2026, primarily driven by international students and economic immigration. Population Estimates and Demographics Indian Immigrants: As of the 2021 Census, 115 residents in Timmins were specifically listed as having India as their place of birth, a significant increase from 55 in 2016. South Asian Population: The broader "South Asian" visible minority group—which predominantly includes people of Indian heritage—numbered 765 in 2021, representing 1.9% of the total population. This was a sharp rise from only 165 people in 2016. International Students: A significant portion of the Indian community consists of students at Northern College. Reports indicate that since 2017, the college has enrolled nearly 2,000 international students, with approximately 96% originating from India. Recent Growth Trends (2022–2026) While the official 2026 Census data is not yet available, current local indicators point to a sustained increase in the Indian community: Rebounding Population: Mayor Michelle Boileau noted in 2024 that Timmins' population has reached its highest levels in over a decade due to immigration and industry opportunities. Newcomers: Since 2021, over 700 newcomers have arrived in Timmins through programs like the Rural and Northern Immigration Pilot (RNIP). Cultural Infrastructure: The growth of the community led to the establishment of the city's first Sikh temple to serve the expanding Sikh and Indian resident base. Note that "North American Indian" refers specifically to Indigenous First Nations people, of which there were approximately 2,640 in Timmins as of 2021. This is distinct from the population of people with origins in the country of India.
Identity Attack0.3817989
Insult0.19967617
Profanity0.048425674
Threat0.013321015
Severe Toxicity0.014705247
Moderate 0.3389984 Constructive 0.844
Jan 27, 2026 Inside Canada's Indian Invasion...
Greasy East Indian "Zafar" forced to tell the truth about her country men! LOL Good Job Michelle R .... When Pierre get's in I'm sure he'll make you Canada's Honorable Minister of Immigration!
Greasy East Indian "Zafar" forced to tell the truth about her country men! LOL Good Job Michelle R .... When Pierre get's in I'm sure he'll make you Canada's Honorable Minister of Immigration!
Identity Attack0.34324843
Insult0.25800487
Profanity0.032894265
Threat0.009256045
Severe Toxicity0.013672344
Moderate 0.33255672 Moderate Con 0.345 Identity_Assertion
Sep 29, 2025 IRCC Names India in Study …
Can Michelle be the Immigration Minister? The current one is leading these 4 so called officers blindly.
Can Michelle be the Immigration Minister? The current one is leading these 4 so called officers blindly.
Identity Attack0.019877186
Insult0.0817555
Profanity0.015728042
Threat0.0074954215
Severe Toxicity0.0021839142
Low Tox 0.16331999 Moderate Con 0.31 Policy_Critique
Oct 6, 2025 IRCC Names India in Study …
Love Michelle and hope she will be incharge of Canadas immigration some day. Its heartbreaking to see Canada's decline and inaction from liberals. They need future voters because big boomer base wont last
Love Michelle and hope she will be incharge of Canadas immigration some day. Its heartbreaking to see Canada's decline and inaction from liberals. They need future voters because big boomer base wont last
Identity Attack0.019977676
Insult0.029273475
Profanity0.010365041
Threat0.0067898775
Severe Toxicity0.0012969971
Low Tox 0.07212844 Constructive 0.572 Call_To_Action
Feb 24, 2026 'We do know that there's …
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 …
Michelle : "That is the oddest thing any immigration minister has said at this committee " Immigration Minister: "Well it's my culture. It is what it is."
Michelle : "That is the oddest thing any immigration minister has said at this committee " Immigration Minister: "Well it's my culture. It is what it is."
Identity Attack0.021987455
Insult0.016708933
Profanity0.01173141
Threat0.0063626673
Severe Toxicity0.0014972687
Low Tox 0.045625936 Moderate Con 0.456 Humor_Satire
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …

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.