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: "Michelle : "That is the …" 91 comments · Page 1 of 4
Round them up and their accomplices and deport them all. Of course India is number one. Michelle made them look like fools.
Round them up and their accomplices and deport them all. Of course India is number one. Michelle made them look like fools.
Identity Attack0.46028158
Insult0.72756535
Profanity0.27207452
Threat0.13262562
Severe Toxicity0.02491361
Toxic 0.7105462 Low Con 0.139 Insult
Sep 29, 2025 2 likes IRCC Names India in Study …
Now Michelle should be the PM no nonsense no bullshit -fyi IRCC does not honour people who are honest and straight !! They cater to all dishonest people :( it’s really disappointing! There’s no respect …
Now Michelle should be the PM no nonsense no bullshit -fyi IRCC does not honour people who are honest and straight !! They cater to all dishonest people :( it’s really disappointing! There’s no respect for honesty and legality .
Identity Attack0.22783615
Insult0.5130944
Profanity0.5865656
Threat0.011094344
Severe Toxicity0.16960317
Moderate 0.6342749 Moderate Con 0.459 Insult
Sep 28, 2025 IRCC Names India in Study …
Michelle for MP save Canada 🎉 mps acting dumb so sad
Michelle for MP save Canada 🎉 mps acting dumb so sad
Identity Attack0.08087392
Insult0.6798578
Profanity0.20016506
Threat0.007534259
Severe Toxicity0.01935331
Moderate 0.62136006 Low Con 0.256 Insult Call_To_Action
Sep 30, 2025 IRCC Names India in Study …
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 …
Michelle yay to go. Thankyou for asking the right questions and cutting the bullshit. This is how people incharge should behave.
Michelle yay to go. Thankyou for asking the right questions and cutting the bullshit. This is how people incharge should behave.
Identity Attack0.012842959
Insult0.36939126
Profanity0.64657205
Threat0.04363242
Severe Toxicity0.023076924
Moderate 0.56269526 Constructive 0.559
Oct 1, 2025 IRCC Names India in Study …
Jfc Michelle, I know you have a job to do and I'm not disagreeing with you... but damn, let people finish a sentence. Just because you're in a rush, doesn't mean you have to be …
Jfc Michelle, I know you have a job to do and I'm not disagreeing with you... but damn, let people finish a sentence. Just because you're in a rush, doesn't mean you have to be a turd.
Identity Attack0.11860296
Insult0.5130944
Profanity0.5150164
Threat0.010990778
Severe Toxicity0.02420936
Moderate 0.52272606 Constructive 0.565 Insult Meta_Commentary
Oct 2, 2025 IRCC Names India in Study …
Michelle is rude
Michelle is rude
Identity Attack0.051580742
Insult0.49151286
Profanity0.2258264
Threat0.007534259
Severe Toxicity0.014447021
Moderate 0.44002727 Moderate Con 0.371
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 …
I like Michelle's way of asking questions. No non sense. It sucks when people dont have the courage to ask real direct questions. Well done Michelle!
I like Michelle's way of asking questions. No non sense. It sucks when people dont have the courage to ask real direct questions. Well done Michelle!
Identity Attack0.0055866763
Insult0.36798462
Profanity0.34536663
Threat0.0069516995
Severe Toxicity0.010757446
Moderate 0.39231625 Constructive 0.675
Sep 30, 2025 IRCC Names India in Study …
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 …
Round them alm up Michelle and deport them
Round them alm up Michelle and deport them
Identity Attack0.18705739
Insult0.089778624
Profanity0.051932767
Threat0.34804323
Severe Toxicity0.017481172
Moderate 0.36043653 Low Con 0.173 Call_To_Action
Nov 27, 2025 IRCC Names India in Study …
I like how Michelle pulls the coversation back when the respondents start to verbally meander down the river of nonsensical drivel. Good job Michelle.
I like how Michelle pulls the coversation back when the respondents start to verbally meander down the river of nonsensical drivel. Good job Michelle.
Identity Attack0.006289636
Insult0.37279442
Profanity0.03389629
Threat0.007547205
Severe Toxicity0.004463196
Moderate 0.3389984 Moderate Con 0.312
Sep 29, 2025 IRCC Names India in Study …
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 …
Good idea to toughen up on fraud. Could we also get Michelle Remple to tackle that fraud from at Loblaws grocery chains while she is at it? Maybe she could take on the banking oligarchs …
Good idea to toughen up on fraud. Could we also get Michelle Remple to tackle that fraud from at Loblaws grocery chains while she is at it? Maybe she could take on the banking oligarchs too? Naw! That wont appeal to the christian fundamentalist racist base she is trying to cultivate for her base. More theater from our political class.
Identity Attack0.28034934
Insult0.25998658
Profanity0.02071529
Threat0.008116818
Severe Toxicity0.006713867
Moderate 0.32764325 Moderate Con 0.325
Oct 10, 2025 IRCC Names India in Study …
Liberal mouthpiece doesn’t understand supply and demand? It’s like Michelle is communicating with a child
Liberal mouthpiece doesn’t understand supply and demand? It’s like Michelle is communicating with a child
Identity Attack0.042550452
Insult0.28586254
Profanity0.04867618
Threat0.0071717775
Severe Toxicity0.0061416626
Moderate 0.3260917 Low Con 0.17 Meta_Commentary
Feb 24, 2026 'We do know that there's …
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 you seem so whimpy talking to Vassey I've seen you fight harder against other reports
Michelle you seem so whimpy talking to Vassey I've seen you fight harder against other reports
Identity Attack0.009619443
Insult0.22303216
Profanity0.0741757
Threat0.008712323
Severe Toxicity0.0047302246
Low Tox 0.2667042 Moderate Con 0.4 Meta_Commentary
Feb 24, 2026 'We do know that there's …
Michelle... Canadians are aware of these fraud charges. Deport them all. Canadians are not anyone bank machines. Michelle tell Liberals we are not their ATM machines.
Michelle... Canadians are aware of these fraud charges. Deport them all. Canadians are not anyone bank machines. Michelle tell Liberals we are not their ATM machines.
Identity Attack0.22261032
Insult0.15627414
Profanity0.016957775
Threat0.035113025
Severe Toxicity0.0073623657
Low Tox 0.25915736 Low Con 0.162 Call_To_Action
Oct 11, 2025 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 …
Is that the way to talk. If you need something in the meeting ask people to prepare that data beforehand instead of acting like a top boss. Although she looks Canadian she acts like someone …
Is that the way to talk. If you need something in the meeting ask people to prepare that data beforehand instead of acting like a top boss. Although she looks Canadian she acts like someone from a 3rd world country. At the end of the day no one even knows you Michelle.
Identity Attack0.10235514
Insult0.14331897
Profanity0.016547862
Threat0.006479179
Severe Toxicity0.004081726
Low Tox 0.2330714 Moderate Con 0.389
Oct 1, 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 …
I have never voted conservative before, and I agree with Michelle. Vassy is embarrassing herself. Bogus asylum claims. The evidence? Ummm, the amount of rejected claims? Indian students claiming asylum after their student visas expire …
I have never voted conservative before, and I agree with Michelle. Vassy is embarrassing herself. Bogus asylum claims. The evidence? Ummm, the amount of rejected claims? Indian students claiming asylum after their student visas expire and they can’t get PR any more which their “consultants” promised them.
Identity Attack0.10221587
Insult0.083359696
Profanity0.023243073
Threat0.0074306927
Severe Toxicity0.003452301
Low Tox 0.19409354 Constructive 0.572 Policy_Critique
Feb 25, 2026 'We do know that there's …
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 …

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.