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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

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Active: "Michelle : "That is the …" 91 comments · Page 2 of 4
vassy tries to keep pressing the obvious that Michelle is stating!
vassy tries to keep pressing the obvious that Michelle is stating!
Identity Attack0.004402745
Insult0.06564732
Profanity0.021945024
Threat0.007534259
Severe Toxicity0.0021839142
Low Tox 0.12867521 Low Con 0.218 Meta_Commentary
Feb 24, 2026 7 likes 'We do know that there's …
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 …
Bravo, openly Michelle 👏 The host seems to favor the liberals and dislikes conservatives
Bravo, openly Michelle 👏 The host seems to favor the liberals and dislikes conservatives
Identity Attack0.041003603
Insult0.03827355
Profanity0.013576009
Threat0.007145886
Severe Toxicity0.0016117096
Low Tox 0.11150667 Moderate Con 0.327 Meta_Commentary
Feb 24, 2026 6 likes 'We do know that there's …
Go Michelle. Sad how nobody in the Liberal government is trying to solve this massive problem in advance. Why is it the Conservatives need to hound them? Clearly the Liberals need a babysitter to get …
Go Michelle. Sad how nobody in the Liberal government is trying to solve this massive problem in advance. Why is it the Conservatives need to hound them? Clearly the Liberals need a babysitter to get them to do their jobs
Identity Attack0.018269362
Insult0.04207976
Profanity0.014054239
Threat0.007857903
Severe Toxicity0.0017929077
Low Tox 0.10913446 Low Con 0.205
Sep 30, 2025 IRCC Names India in Study …
thank goodness somebody’s looking out there looking out for us thank you, Michelle, without these kind of checks that are way overdue will keep spilling down to a Third World country
thank goodness somebody’s looking out there looking out for us thank you, Michelle, without these kind of checks that are way overdue will keep spilling down to a Third World country
Identity Attack0.023193322
Insult0.032468732
Profanity0.013849284
Threat0.0070552654
Severe Toxicity0.0019168854
Low Tox 0.10522962 Moderate Con 0.476
Sep 30, 2025 IRCC Names India in Study …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. That dodge makes me question her judgment. It feels like she’s leaning into fear‑mongering language that easily panics people who aren’t paying attention to nuance — which, sadly, describes most of this comment section. Also, did you see the reply to the Filipino student who voiced frustration? “You guys make up some of the most cleanest restaurants I’ve ever been to.” That kind of response speaks to a lack of respect for international students. To many in the Canadian workforce, international students and migrants are treated as disposable labor — steered toward low‑ and middle‑income jobs. Yes, fraud should be dealt with, but it’s lazy and unfair to claim that all Indians or international students come here through fraud. If that logic ruled, we’d have to start deporting every non‑Indigenous person — which ignores the whole reality of colonization.
Identity Attack0.0052166977
Insult0.0573046
Profanity0.016035475
Threat0.0066798385
Severe Toxicity0.0014972687
Low Tox 0.104361884 Constructive 0.804 Policy_Critique
Oct 9, 2025 IRCC Names India in Study …
Thanks for never giving up Michelle
Thanks for never giving up Michelle
Identity Attack0.004384246
Insult0.030375287
Profanity0.014839902
Threat0.0070034824
Severe Toxicity0.0015544891
Low Tox 0.09308127 Moderate Con 0.441 Solidarity
Feb 23, 2026 107 likes 'We do know that there's …
Michelle a ain't playing!!
Michelle a ain't playing!!
Identity Attack0.0040512653
Insult0.028281843
Profanity0.016411226
Threat0.0072753434
Severe Toxicity0.0016021729
Low Tox 0.081625134 Low Con 0.28 Meta_Commentary
Sep 28, 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 …
Great discussion ! This is a big issue and should be resolved quickly ( it wont) but would be nice to and thank you for not attributing Michelle Ruempel Garner as being Trump like , …
Great discussion ! This is a big issue and should be resolved quickly ( it wont) but would be nice to and thank you for not attributing Michelle Ruempel Garner as being Trump like , we need to stop looking south and start cleaning up our own mess , or someone else is going to do it for us and it wont be pretty.
Identity Attack0.008546505
Insult0.025155678
Profanity0.013849284
Threat0.007417747
Severe Toxicity0.0012588501
Low Tox 0.056758508 Constructive 0.653 Meta_Commentary
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
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 …
Don't mess with Michelle R-G, people.
Don't mess with Michelle R-G, people.
Identity Attack0.003903274
Insult0.022706337
Profanity0.0138151245
Threat0.006977591
Severe Toxicity0.0012874603
Low Tox 0.05230548 Low Con 0.265
Oct 2, 2025 IRCC Names India in Study …
Being passive can bring out truthful and fact which is what Michelle has done.
Being passive can bring out truthful and fact which is what Michelle has done.
Identity Attack0.0025713511
Insult0.028061481
Profanity0.012346277
Threat0.006162008
Severe Toxicity0.0010156631
Low Tox 0.05205809 Moderate Con 0.429
Oct 1, 2025 IRCC Names India in Study …
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 …
Thank you Michelle. If they are always checking.. why do they not have ansaers.
Thank you Michelle. If they are always checking.. why do they not have ansaers.
Identity Attack0.002830336
Insult0.022384055
Profanity0.0118680475
Threat0.006550381
Severe Toxicity0.0010204315
Low Tox 0.045131154 Moderate Con 0.423
Oct 17, 2025 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 …
Vassi is asking for facts while Michelle is offering feelings. Boy, does this ever sound familiar…
Vassi is asking for facts while Michelle is offering feelings. Boy, does this ever sound familiar…
Identity Attack0.0024233595
Insult0.02373764
Profanity0.010809111
Threat0.006045496
Severe Toxicity0.0008010864
Low Tox 0.04240986 Low Con 0.256 Meta_Commentary
Feb 24, 2026 2 likes 'We do know that there's …
Thanks Michelle for bring this to our attention. Now I'm wondering what is it going to cost to find 79,000+ students so they can eventually be deported? I'm going to guess at least 1000.00 per …
Thanks Michelle for bring this to our attention. Now I'm wondering what is it going to cost to find 79,000+ students so they can eventually be deported? I'm going to guess at least 1000.00 per day per person to track them down. This should be deducted from the Liberal party's salary and not the tax payers! Or better yet, seize/freeze Trudeau's bank account/pension!!!!
Identity Attack0.006955597
Insult0.017292
Profanity0.0103821205
Threat0.008311004
Severe Toxicity0.0013446808
Low Tox 0.041915078 Constructive 0.637
Sep 29, 2025 IRCC Names India in Study …
Under a conservative government Michelle would fix it Vote smarter next time.
Under a conservative government Michelle would fix it Vote smarter next time.
Identity Attack0.0039587705
Insult0.020579277
Profanity0.011441057
Threat0.0069387536
Severe Toxicity0.0009536743
Low Tox 0.040183347 Moderate Con 0.317 Call_To_Action
Feb 24, 2026 26 likes 'We do know that there's …
Ohhh ! Michelle--so nice to see you moving on up. Been watching from your early days-- Always thought you were being pushed aside.. I do believe that trend is over.. All the best !
Ohhh ! Michelle--so nice to see you moving on up. Been watching from your early days-- Always thought you were being pushed aside.. I do believe that trend is over.. All the best !
Identity Attack0.0018313939
Insult0.021417208
Profanity0.010792031
Threat0.0072882893
Severe Toxicity0.0009918213
Low Tox 0.039935954 Constructive 0.671 Solidarity
Sep 29, 2025 IRCC Names India in Study …
Paid for by the taxpayers, you mean, Vassey. Thank you Michelle for speaking out for born- and taxpaying Canadians❤ Enough is enough.
Paid for by the taxpayers, you mean, Vassey. Thank you Michelle for speaking out for born- and taxpaying Canadians❤ Enough is enough.
Identity Attack0.010507392
Insult0.018516673
Profanity0.010108846
Threat0.0063950317
Severe Toxicity0.0012683868
Low Tox 0.039462693 Constructive 0.537 Moral_Argument
Feb 25, 2026 'We do know that there's …
Let em have it michelle
Let em have it michelle
Identity Attack0.0038107792
Insult0.013326911
Profanity0.016479544
Threat0.008764107
Severe Toxicity0.00166893
Low Tox 0.032627538 Low Con 0.228
Oct 1, 2025 IRCC Names India in Study …
THIS is a massssiive issue! Good for Michelle for this!
THIS is a massssiive issue! Good for Michelle for this!
Identity Attack0.0020533812
Insult0.013630914
Profanity0.01173141
Threat0.007624879
Severe Toxicity0.0010490417
Low Tox 0.031331215 Moderate Con 0.447 Solidarity
Oct 3, 2025 IRCC Names India in Study …
Nice to see Michelle finally being somewhat conservative lately; not sure it'll last.
Nice to see Michelle finally being somewhat conservative lately; not sure it'll last.
Identity Attack0.005253696
Insult0.015568925
Profanity0.011475217
Threat0.006641001
Severe Toxicity0.00088214874
Low Tox 0.03109552 Moderate Con 0.319
Oct 1, 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.