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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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Search comment text, filter by category or toxicity level
Active: "Michelle : "That is the …" 91 comments · Page 3 of 4
What’s Michelle up to
What’s Michelle up to
Identity Attack0.004069764
Insult0.013440913
Profanity0.016889455
Threat0.007327127
Severe Toxicity0.0015449524
Low Tox 0.02920996 Moderate Con 0.307
Nov 7, 2025 IRCC Names India in Study …
Thank you Michelle.. finally someone is asking the right questions. If these four women.. do not have a clue where these 79,000 students are they should be held accountable. They should be investigated..
Thank you Michelle.. finally someone is asking the right questions. If these four women.. do not have a clue where these 79,000 students are they should be held accountable. They should be investigated..
Identity Attack0.009545447
Insult0.01313691
Profanity0.009417122
Threat0.006757513
Severe Toxicity0.000667572
Low Tox 0.028031485 Constructive 0.625
Sep 29, 2025 IRCC Names India in Study …
Agree with Michelle and conservatives!! Enough is enough
Agree with Michelle and conservatives!! Enough is enough
Identity Attack0.004994711
Insult0.010970897
Profanity0.0113727385
Threat0.0069387536
Severe Toxicity0.0010633469
Low Tox 0.02343543 Moderate Con 0.441 Identity_Assertion
Feb 23, 2026 73 likes 'We do know that there's …
You so right Michelle glad your shinning light on this subject
You so right Michelle glad your shinning light on this subject
Identity Attack0.0022753682
Insult0.012832909
Profanity0.010655395
Threat0.006576272
Severe Toxicity0.0008201599
Low Tox 0.022964042 Constructive 0.526 Solidarity
Sep 29, 2025 2 likes IRCC Names India in Study …
Great job as usual Michelle to speak for Canadians!
Great job as usual Michelle to speak for Canadians!
Identity Attack0.00880549
Insult0.011920903
Profanity0.009647697
Threat0.0059969495
Severe Toxicity0.0008583069
Low Tox 0.022021262 Moderate Con 0.491 Meta_Commentary
Feb 24, 2026 12 likes 'We do know that there's …
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 …
well said Michelle ,finally someone understand the reality of what is going on in this country
well said Michelle ,finally someone understand the reality of what is going on in this country
Identity Attack0.0034038029
Insult0.011084898
Profanity0.009604998
Threat0.0061296434
Severe Toxicity0.00071048737
Low Tox 0.02072494 Constructive 0.503 Solidarity
Feb 23, 2026 44 likes 'We do know that there's …
Michelle, you know that you didn’t ask for this information prior to the meeting. They are trip questions that are ongoing. Yes it’s important to know but the people may be in different areas such …
Michelle, you know that you didn’t ask for this information prior to the meeting. They are trip questions that are ongoing. Yes it’s important to know but the people may be in different areas such as law enforcement. Each city town and borough has that information. Had the rolls been reversed you would not have faired any better. Not make a major public statement? Yes you did.
Identity Attack0.0014244175
Insult0.013174911
Profanity0.010006369
Threat0.0059678215
Severe Toxicity0.00059843063
Low Tox 0.0201057 Constructive 0.671
Sep 29, 2025 IRCC Names India in Study …
Thank you Michelle Remple (sorry if I'm misspelling your name )for some reason It sound different if I say it
Thank you Michelle Remple (sorry if I'm misspelling your name )for some reason It sound different if I say it
Identity Attack0.0045137387
Insult0.009678889
Profanity0.013883443
Threat0.007262398
Severe Toxicity0.0012969971
Low Tox 0.019100413 Constructive 0.515
Oct 19, 2025 IRCC Names India in Study …
I like this michelle lady ! 👍👍👍
I like this michelle lady ! 👍👍👍
Identity Attack0.005919657
Insult0.009165886
Profanity0.01620627
Threat0.007832011
Severe Toxicity0.0017356873
Low Tox 0.018723432 Moderate Con 0.413
Oct 3, 2025 IRCC Names India in Study …
Michelle Garner rocks
Michelle Garner rocks
Identity Attack0.004587734
Insult0.009944891
Profanity0.016103793
Threat0.0076507707
Severe Toxicity0.0015258789
Low Tox 0.01822079 Low Con 0.174
Sep 29, 2025 IRCC Names India in Study …
Michelle is such a good interviewer. I love her.
Michelle is such a good interviewer. I love her.
Identity Attack0.005438685
Insult0.009241886
Profanity0.015830519
Threat0.0076637166
Severe Toxicity0.0013542175
Low Tox 0.017089844 Moderate Con 0.468
Oct 2, 2025 IRCC Names India in Study …
Michelle is good!
Michelle is good!
Identity Attack0.0045692353
Insult0.009051885
Profanity0.015625564
Threat0.0072235605
Severe Toxicity0.0014305115
Low Tox 0.016964182 Moderate Con 0.397
Oct 2, 2025 1 likes IRCC Names India in Study …
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 …
I agree with Michelle, what she's saying is 100% right
I agree with Michelle, what she's saying is 100% right
Identity Attack0.004680229
Insult0.008006879
Profanity0.013644327
Threat0.007365964
Severe Toxicity0.0012207031
Low Tox 0.015707577 Constructive 0.564 Solidarity
Feb 23, 2026 102 likes 'We do know that there's …
Michelle should be our next PM.
Michelle should be our next PM.
Identity Attack0.0036627878
Insult0.008253881
Profanity0.013029462
Threat0.007534259
Severe Toxicity0.0011873245
Low Tox 0.014953613 Low Con 0.259 Call_To_Action
Feb 25, 2026 'We do know that there's …
I agree with Michelle somewhat, but she doesn't need to exaggerate. It will be a lot stronger if she gives just the actual numbers. 80% of claimants are legitimate , it's not 50%. I wish …
I agree with Michelle somewhat, but she doesn't need to exaggerate. It will be a lot stronger if she gives just the actual numbers. 80% of claimants are legitimate , it's not 50%. I wish both sides would just stick to facts.
Identity Attack0.0021828737
Insult0.009678889
Profanity0.010296722
Threat0.0063238298
Severe Toxicity0.0005173683
Low Tox 0.014890783 Constructive 0.776 Policy_Critique
Feb 24, 2026 1 likes 'We do know that there's …
Michelle for prime minster .!! She is the best.
Michelle for prime minster .!! She is the best.
Identity Attack0.0032188136
Insult0.0081208795
Profanity0.012448754
Threat0.006912862
Severe Toxicity0.0009775162
Low Tox 0.014450971 Moderate Con 0.381 Meta_Commentary
Oct 3, 2025 IRCC Names India in Study …
Stay on this, Michelle! These hard questions need to be asked and answers given!
Stay on this, Michelle! These hard questions need to be asked and answers given!
Identity Attack0.0018498929
Insult0.009298887
Profanity0.009698936
Threat0.006712203
Severe Toxicity0.0005745888
Low Tox 0.0143253105 Moderate Con 0.462
Sep 29, 2025 IRCC Names India in Study …
Go go Michelle! A hard-working MP
Go go Michelle! A hard-working MP
Identity Attack0.0027193425
Insult0.009393888
Profanity0.012585391
Threat0.006757513
Severe Toxicity0.0010824203
Low Tox 0.013822667 Moderate Con 0.386 Solidarity
Sep 29, 2025 2 likes IRCC Names India in Study …
Go michelle!!!!!
Go michelle!!!!!
Identity Attack0.002293867
Insult0.008728883
Profanity0.013610168
Threat0.0068869707
Severe Toxicity0.0014591217
Low Tox 0.013697007 Moderate Con 0.303 Solidarity
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Michelle is right! Lets get back to common sense law and order.
Michelle is right! Lets get back to common sense law and order.
Identity Attack0.0027748393
Insult0.00817788
Profanity0.010040528
Threat0.0064985976
Severe Toxicity0.00067710876
Low Tox 0.0131943645 Moderate Con 0.387 Solidarity
Feb 23, 2026 102 likes 'We do know that there's …
Michelle you are amazing. Keep up the great work :)
Michelle you are amazing. Keep up the great work :)
Identity Attack0.0033298072
Insult0.007892879
Profanity0.013302735
Threat0.007249452
Severe Toxicity0.0011348724
Low Tox 0.011874928 Moderate Con 0.47 Solidarity
Sep 29, 2025 IRCC Names India in Study …
Michelle is correct.
Michelle is correct.
Identity Attack0.0032743104
Insult0.007607877
Profanity0.012380436
Threat0.006699257
Severe Toxicity0.00096321106
Low Tox 0.011623607 Moderate Con 0.395 Meta_Commentary
Feb 24, 2026 10 likes 'We do know that there's …
Thank god I voted for you Michelle.
Thank god I voted for you Michelle.
Identity Attack0.0033298072
Insult0.0069808727
Profanity0.012517073
Threat0.0063367756
Severe Toxicity0.00088214874
Low Tox 0.011309455 Moderate Con 0.452 Solidarity
Sep 28, 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.