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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: "Now this is a real …" 506 comments · Page 18 of 21
WHEN will the real Canadians 🎵 PLEASE STAND UP
WHEN will the real Canadians 🎵 PLEASE STAND UP
Identity Attack0.025203101
Insult0.016860934
Profanity0.013200258
Threat0.008945347
Severe Toxicity0.0027656555
Low Tox 0.05205809 Low Con 0.268
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
God bless you for bringing up such an important issue to Canadian people that are facing these days. Let's hope that more real Canadians will raise their voices and concerns about NEW immigrants. I hope …
God bless you for bringing up such an important issue to Canadian people that are facing these days. Let's hope that more real Canadians will raise their voices and concerns about NEW immigrants. I hope something can be done before its too late! It breaks my heart not to see Canada as 50 years ago any more. 😢
Identity Attack0.033527173
Insult0.018967867
Profanity0.0098868115
Threat0.006602164
Severe Toxicity0.0014400482
Low Tox 0.05131592 Constructive 0.745
Aug 25, 2025 Why Canadians Are Turning Against …
Bike guy was real 😂
Bike guy was real 😂
Identity Attack0.0064006294
Insult0.021094928
Profanity0.025770858
Threat0.007935578
Severe Toxicity0.0025177002
Low Tox 0.04834723 Moderate Con 0.348 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
In India, there is no order on the roadway. It's literally real life bumper cars. Everyone is just constantly running into each other every 2 seconds. It's incredible. Totally different world.
In India, there is no order on the roadway. It's literally real life bumper cars. Everyone is just constantly running into each other every 2 seconds. It's incredible. Totally different world.
Identity Attack0.031980325
Insult0.016708933
Profanity0.017709278
Threat0.00713294
Severe Toxicity0.0022792816
Low Tox 0.04760506 Moderate Con 0.444 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I love the bike guy, he just kept it real😂
I love the bike guy, he just kept it real😂
Identity Attack0.006955597
Insult0.017807651
Profanity0.02474608
Threat0.009411395
Severe Toxicity0.0026893616
Low Tox 0.04711028 Moderate Con 0.425 Meta_Commentary
Feb 8, 2026 Inside Canada's Indian Invasion...
I love the bike guy, he just kept it real😂
I love the bike guy, he just kept it real😂
Identity Attack0.006955597
Insult0.017807651
Profanity0.02474608
Threat0.009411395
Severe Toxicity0.0026893616
Low Tox 0.04711028 Moderate Con 0.425 Humor_Satire
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
bicycle guy so funny and so real😂
bicycle guy so funny and so real😂
Identity Attack0.0068446035
Insult0.017743196
Profanity0.024404489
Threat0.008492245
Severe Toxicity0.0026130676
Low Tox 0.045873325 Moderate Con 0.449 Humor_Satire
Jan 28, 2026 146 likes Inside Canada's Indian Invasion...
So nothing to help real Canadian… got it
So nothing to help real Canadian… got it
Identity Attack0.025806036
Insult0.01625293
Profanity0.010569996
Threat0.0065244893
Severe Toxicity0.0013446808
Low Tox 0.044883765 Moderate Con 0.333
Jan 11, 2026 1 likes Canada’s new rules in 2026
Thank-you Tyler as a Canadian this is a real problem do one of their truck drivers next.
Thank-you Tyler as a Canadian this is a real problem do one of their truck drivers next.
Identity Attack0.01766643
Insult0.018838953
Profanity0.009451281
Threat0.006809296
Severe Toxicity0.0013065338
Low Tox 0.044636376 Constructive 0.576 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
It's not a real crisis until they replace the guys bumping spare change in the drive through.
It's not a real crisis until they replace the guys bumping spare change in the drive through.
Identity Attack0.0028673338
Insult0.01625293
Profanity0.017162729
Threat0.013424582
Severe Toxicity0.0017642975
Low Tox 0.044141594 Low Con 0.236 Humor_Satire
Feb 15, 2026 Inside Canada's Indian Invasion...
Guy on the bike was a real one, good on him 😂
Guy on the bike was a real one, good on him 😂
Identity Attack0.0035702933
Insult0.017227544
Profanity0.020100424
Threat0.010369381
Severe Toxicity0.0022888184
Low Tox 0.042657252 Moderate Con 0.434 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of familiarity and comfort. Brampton’s story reflects this same human instinct to find community and preserve traditions in a new place without disturbing the territorial harmony(but that didn't go well). At the same time, Indian culture and values are inherently inclusive, with a long history of adapting and coexisting with diverse communities. The real challenge lies not in immigrants forming close-knit groups, but in how well both newcomers and longtime residents accept and integrate with each other. When mutual respect and openness exist, diversity becomes a strength rather than a division. That said, the scale and pace of Brampton’s demographic change raise important policy questions. The Canadian government should have anticipated and planned for this transformation much earlier. Whether they did not act, or could not act, is a question only they can answer but it is central to understanding today’s challenges.
Identity Attack0.031464707
Insult0.018323302
Profanity0.016172111
Threat0.0072882893
Severe Toxicity0.0016307831
Low Tox 0.042657252 Constructive 0.725 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Lately, I’ve felt this gap between what I study and what the market actually throws at me||. I’d love to learn from someone who doesn’t sugarcoat anything and can explain how they think when things …
Lately, I’ve felt this gap between what I study and what the market actually throws at me||. I’d love to learn from someone who doesn’t sugarcoat anything and can explain how they think when things get volatile for real...
Identity Attack0.0026823445
Insult0.015644927
Profanity0.029888187
Threat0.00713294
Severe Toxicity0.001373291
Low Tox 0.04216247 Constructive 0.567 Question
Dec 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Real journalism. Max respect. My family is from Canada so I could live there if I wanted to. Glad I was born in the US instead.
Real journalism. Max respect. My family is from Canada so I could live there if I wanted to. Glad I was born in the US instead.
Identity Attack0.023796257
Insult0.014884921
Profanity0.010638315
Threat0.0063497215
Severe Toxicity0.0012588501
Low Tox 0.041915078 Constructive 0.663 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a real Canadian Native American I welcome Indian people
As a real Canadian Native American I welcome Indian people
Identity Attack0.029660052
Insult0.0129089095
Profanity0.019143965
Threat0.0073918556
Severe Toxicity0.0023555756
Low Tox 0.041172907 Constructive 0.513 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Hi vis guy is a real one
Hi vis guy is a real one
Identity Attack0.0074365693
Insult0.020256994
Profanity0.024541125
Threat0.008414571
Severe Toxicity0.0022506714
Low Tox 0.040925518 Moderate Con 0.345 Meta_Commentary
Feb 7, 2026 Inside Canada's Indian Invasion...
That can’t be real a Tuktuk on the highway
That can’t be real a Tuktuk on the highway
Identity Attack0.002830336
Insult0.01465692
Profanity0.021398475
Threat0.00948907
Severe Toxicity0.0021457672
Low Tox 0.04067813 Low Con 0.263 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Very depressing to watch in real time.
Very depressing to watch in real time.
Identity Attack0.00258985
Insult0.017012933
Profanity0.013371054
Threat0.0067251488
Severe Toxicity0.0011205673
Low Tox 0.040183347 Moderate Con 0.344 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
5:00 the real one!
5:00 the real one!
Identity Attack0.006178642
Insult0.012680908
Profanity0.022969801
Threat0.0097738765
Severe Toxicity0.0027275085
Low Tox 0.039226998 Low Con 0.287 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bike guy is so real
Bike guy is so real
Identity Attack0.007880543
Insult0.018258847
Profanity0.02344803
Threat0.0082074385
Severe Toxicity0.0022125244
Low Tox 0.038991302 Moderate Con 0.387 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
What is with the tok tok vehicle Is this real or AI
What is with the tok tok vehicle Is this real or AI
Identity Attack0.0058826595
Insult0.013706914
Profanity0.02119352
Threat0.008893564
Severe Toxicity0.002298355
Low Tox 0.038991302 Low Con 0.182 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Which Canadians? I haven't seen a single person in public complain yet. Boomers love this 10x return on real estate same with their kids.
Which Canadians? I haven't seen a single person in public complain yet. Boomers love this 10x return on real estate same with their kids.
Identity Attack0.01374736
Insult0.019161236
Profanity0.010604155
Threat0.006058442
Severe Toxicity0.0010633469
Low Tox 0.038048524 Moderate Con 0.483
Aug 29, 2025 Why Canadians Are Turning Against …
I do love canada and its culture. Even as a immigrant I had a blessing to be in a country that welcomed people. Now its getting to worst part of being that welcoming. In recent …
I do love canada and its culture. Even as a immigrant I had a blessing to be in a country that welcomed people. Now its getting to worst part of being that welcoming. In recent years I have seen and felt the humiliation I even faced even after becoming PR of this country. That jobless problem is real, very real. PM carney has to do something really serious real fast or I don’t wanna say it, you got it by now. Tc fellas.
Identity Attack0.010655383
Insult0.018581128
Profanity0.01084327
Threat0.006550381
Severe Toxicity0.001077652
Low Tox 0.03781283 Constructive 0.739 Personal_Narrative
Aug 24, 2025 12 likes Why Canadians Are Turning Against …
This woman should be the minister of Immigration. We need real Canadians in power positions.
This woman should be the minister of Immigration. We need real Canadians in power positions.
Identity Attack0.018269362
Insult0.015036922
Profanity0.010740792
Threat0.0067769317
Severe Toxicity0.0011777878
Low Tox 0.03734144 Moderate Con 0.336 Identity_Assertion
Feb 25, 2026 'We do know that there's …
I have to say the video at 25:00 really looks like AI generated. While not inaccurate of experiences i think more weight would be given for real world examples.
I have to say the video at 25:00 really looks like AI generated. While not inaccurate of experiences i think more weight would be given for real world examples.
Identity Attack0.008028535
Insult0.014314918
Profanity0.020920247
Threat0.009100696
Severe Toxicity0.0021266937
Low Tox 0.036870047 Constructive 0.635 Meta_Commentary
Aug 26, 2025 Why Canadians Are Turning Against …

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.