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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: "I'd rather have Indians in …" 15 comments
I’d rather be scammed by an Indian Call Center than play that bullshit advertised in the middle of this
I’d rather be scammed by an Indian Call Center than play that bullshit advertised in the middle of this
Identity Attack0.3895355
Insult0.48569724
Profanity0.764141
Threat0.100830056
Severe Toxicity0.23125283
Toxic 0.78711975 Low Con 0.249 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
I'd rather have Indians in the United States than the damn Islam's..
I'd rather have Indians in the United States than the damn Islam's..
Identity Attack0.6990888
Insult0.54471385
Profanity0.64657205
Threat0.036839653
Severe Toxicity0.29050803
Toxic 0.76197964 Moderate Con 0.369 Identity Attack Insult Identity_Assertion
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
Tim Hortons is fairly new in the Uk. They seem to only employ Indians …… white folks wouldn’t get away with that. I’d rather Indians than dirty Muslims from pakiland though
Tim Hortons is fairly new in the Uk. They seem to only employ Indians …… white folks wouldn’t get away with that. I’d rather Indians than dirty Muslims from pakiland though
Identity Attack0.6458014
Insult0.54471385
Profanity0.32479182
Threat0.013631714
Severe Toxicity0.16960317
Moderate 0.6020386 Constructive 0.517 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
it’s actually horrible i’d rather 1000 chinese people then 100 indians
it’s actually horrible i’d rather 1000 chinese people then 100 indians
Identity Attack0.55044734
Insult0.31740165
Profanity0.25367188
Threat0.108496375
Severe Toxicity0.03590374
Moderate 0.49139655 Low Con 0.218 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
I'd rather deal with the Indian people serving me coffee at Tim Hortons than the Caucasian-Canadian junkies and crackheads standing outside the Tim Hortons begging me for change.
I'd rather deal with the Indian people serving me coffee at Tim Hortons than the Caucasian-Canadian junkies and crackheads standing outside the Tim Hortons begging me for change.
Identity Attack0.4931391
Insult0.48313886
Profanity0.16031636
Threat0.014566151
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.477 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
I'd rather have Indian neighbors. they're nice. the blacks though, majority of them are nice but when it's heavily black populated city, It's ghetto.
I'd rather have Indian neighbors. they're nice. the blacks though, majority of them are nice but when it's heavily black populated city, It's ghetto.
Identity Attack0.55044734
Insult0.34135336
Profanity0.2659008
Threat0.013528148
Severe Toxicity0.023599008
Moderate 0.45243698 Constructive 0.65 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
honestly bro I'd rather have illegal immigrants rather than legal indians
honestly bro I'd rather have illegal immigrants rather than legal indians
Identity Attack0.5108175
Insult0.23237456
Profanity0.11911256
Threat0.01254427
Severe Toxicity0.023076924
Moderate 0.42349213 Moderate Con 0.338 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I'd rather Indians than Pakistanis.
I'd rather Indians than Pakistanis.
Identity Attack0.46028158
Insult0.16758773
Profanity0.092279755
Threat0.011249693
Severe Toxicity0.020127986
Moderate 0.37751234 Moderate Con 0.383 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I'd rather have Indians than Somalians any day of the week
I'd rather have Indians than Somalians any day of the week
Identity Attack0.4508763
Insult0.16766082
Profanity0.11911256
Threat0.016638106
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.32 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I actually worked at Tim Hortons(I'm a white guy), and there were literally so many Indians that they'd order each other around in Hindi. They'd only speak English to me and the customers. I had …
I actually worked at Tim Hortons(I'm a white guy), and there were literally so many Indians that they'd order each other around in Hindi. They'd only speak English to me and the customers. I had a shift coordinator in fact who would reflexively give me orders in Hindi, and would get a little ticked off and repeat it in Hindi, and then when it clicked that I'm the only non-Hindi speaker there, he'd give 1 word orders like "Garbage" or "Sinks". The owner of the Tim Hortons also said that if I was a little slow or needed extra training, they wouldn't fire me because they don't like to keep rotating workers around, and instead would rather just retrain them. I was a tad bit slow(only because I was precise and not violating health and safety standards), and they fired me in like 10 seconds. Like my second monthly review, I was fired. I have a feeling it largely had to do with the fact that I was not Indian and didn't speak Hindi, so therefore the shift coordinators had less tolerance for me.
Identity Attack0.27914262
Insult0.16831873
Profanity0.20483992
Threat0.015429466
Severe Toxicity0.014059683
Low Tox 0.2763787 Constructive 0.757 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I'm a white Canadian and I want more Indians because they don't want Sharia law like Muslim do so yah I'd rather live amongst the Indians they're awesome people
I'm a white Canadian and I want more Indians because they don't want Sharia law like Muslim do so yah I'd rather live amongst the Indians they're awesome people
Identity Attack0.30103904
Insult0.0654725
Profanity0.057944927
Threat0.008013252
Severe Toxicity0.010223389
Low Tox 0.2667042 Constructive 0.598 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
It’s sad being a born Canadian and watching the land I love turn into an income battleground. Nobody wants to hire someone with the thought of training. They want people with experience but won’t give …
It’s sad being a born Canadian and watching the land I love turn into an income battleground. Nobody wants to hire someone with the thought of training. They want people with experience but won’t give the experience to those who lived here and need it. They’d rather hire someone from somewhere else that has experience and then fails to follow through as the born and raised person given the opportunity would. The amount I’ve seen white people fight to work and work fighting to keep their job burning themselves out when they’re easily replaceable by someone for a fraction of the cost and needing 3 people in their place since most immigrants are extremely lazy, especially after getting the pr. I’ve watched so many eastern Indians start to work full time. Hardly do anything until they get their card then drop off the map of actual work being done only to move to Ontario. Meanwhile I apply to countless jobs and don’t get one call back in 2 years with experience. Don’t even get me started on housing..
Identity Attack0.21668483
Insult0.06652143
Profanity0.025770858
Threat0.0083886795
Severe Toxicity0.0051498413
Low Tox 0.20195828 Constructive 0.643 Personal_Narrative
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
I went to college with a roommate from Delhi. I visited in his home country and family and actually really enjoyed it. Yes, there is less cleanliness culture. Yes, there is less personal space. He …
I went to college with a roommate from Delhi. I visited in his home country and family and actually really enjoyed it. Yes, there is less cleanliness culture. Yes, there is less personal space. He actually ended up moving to Toronto last year. However with all the negatives you see on YouTube, it's always good to note that Indians are always friendly and helpful people. I'd rather have them than most other immigrant cultures
Identity Attack0.2463217
Insult0.0573046
Profanity0.020646973
Threat0.0063367756
Severe Toxicity0.004863739
Low Tox 0.19124292 Constructive 0.833 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
I'd rather have Indians than ni&&ers.
I'd rather have Indians than ni&&ers.
Identity Attack0.1714862
Insult0.046764325
Profanity0.060951006
Threat0.008582866
Severe Toxicity0.0065994263
Low Tox 0.18364124 Moderate Con 0.344 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …

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.