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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

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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: "The driving is terrible in …" 10 comments
The bad drivers are definitely Indian. Just look back how they drive at home. Terrible
The bad drivers are definitely Indian. Just look back how they drive at home. Terrible
Identity Attack0.57554024
Insult0.45135358
Profanity0.17055123
Threat0.013476364
Severe Toxicity0.024866661
Moderate 0.52811706 Low Con 0.263 Identity Attack Unverified_Claim
Feb 19, 2026 Inside Canada's Indian Invasion...
7:13, nah I think its just India's terrible driving culture
7:13, nah I think its just India's terrible driving culture
Identity Attack0.5135796
Insult0.36798462
Profanity0.21564959
Threat0.0138755
Severe Toxicity0.02453801
Moderate 0.47886392 Moderate Con 0.314 Identity Attack Comparative_Framing
Feb 11, 2026 Inside Canada's Indian Invasion...
Canadians have been labelled racists; Indians have refused to adopt the Canadian way of life. They are dirty, rude, blame deflectors in the workplace. I have been replaced by Indians in the workplace due to …
Canadians have been labelled racists; Indians have refused to adopt the Canadian way of life. They are dirty, rude, blame deflectors in the workplace. I have been replaced by Indians in the workplace due to claims of "racism" just for calling out issues created and perpetuated by Indian colleagues. How many scam calls are we all getting now, how many jobs are we losing to them now, how many incentives are companies exploiting by hiring them just to drive profits now? I have a university degree and cannot get a job after such terrible experiences with these people in the workplace so I am going back to school in order to enter a type of industry they have not 'yet' taken over. Boomer thinking, their voting of Liberals and media brainwashing of "cultural diversity" has brought these issues to the boiling point. Enough is enough! Go back to India!
Identity Attack0.4911651
Insult0.48627716
Profanity0.08678388
Threat0.01254427
Severe Toxicity0.023076924
Moderate 0.47473195 Constructive 0.635
Jul 23, 2025 1 likes How Canada broke its immigration …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit. Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same? The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated. You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes. But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them. It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Identity Attack0.10221587
Insult0.40243408
Profanity0.10240069
Threat0.008764107
Severe Toxicity0.010681152
Moderate 0.37751234 Constructive 0.746 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
From someone that lives in Brampton. The people that drive here are terrible. And when it’s there fault they blame you for there poor driving skills. Terrible. No wonder our insurance is sky high.
From someone that lives in Brampton. The people that drive here are terrible. And when it’s there fault they blame you for there poor driving skills. Terrible. No wonder our insurance is sky high.
Identity Attack0.052944973
Insult0.34032786
Profanity0.02208166
Threat0.007521313
Severe Toxicity0.0061798096
Moderate 0.3234372 Constructive 0.56 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
i used to live in Brampton but me and my family moved because of how dangerous the area was caused by Indians and the parks where always covered in needles or diff illegal substances and …
i used to live in Brampton but me and my family moved because of how dangerous the area was caused by Indians and the parks where always covered in needles or diff illegal substances and we where scared to drive bc of the terrible driving situation
Identity Attack0.3817989
Insult0.16751462
Profanity0.06746418
Threat0.011819307
Severe Toxicity0.013155893
Moderate 0.31547862 Constructive 0.534 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Driving was terrible thats why hes biking 😂
Driving was terrible thats why hes biking 😂
Identity Attack0.01087737
Insult0.09124154
Profanity0.0741757
Threat0.009385503
Severe Toxicity0.006866455
Low Tox 0.27047762 Low Con 0.287 Humor_Satire
Feb 4, 2026 Inside Canada's Indian Invasion...
I'm from Canada I think it's so funny u found out how terrible they drive in Brampton highest insurance rates in Ontario 😂😂😂
I'm from Canada I think it's so funny u found out how terrible they drive in Brampton highest insurance rates in Ontario 😂😂😂
Identity Attack0.024801146
Insult0.045593183
Profanity0.017299367
Threat0.0064532873
Severe Toxicity0.0022125244
Low Tox 0.11181668 Constructive 0.553 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Same in uk and they drive terribly slowly
Same in uk and they drive terribly slowly
Identity Attack0.033527173
Insult0.030595649
Profanity0.02385794
Threat0.008181547
Severe Toxicity0.0024986267
Low Tox 0.09872158 Moderate Con 0.399 Comparative_Framing
Jan 27, 2026 9 likes Inside Canada's Indian Invasion...
The driving is terrible in Hamilton too What’s with cars in the left turn lane turning left when the light turns green ! You have to wait until all the cars clear by and then …
The driving is terrible in Hamilton too What’s with cars in the left turn lane turning left when the light turns green ! You have to wait until all the cars clear by and then you can turn I literally see it everyday and have seen three accidents in the past year because of it
Identity Attack0.0045692353
Insult0.025413504
Profanity0.013063621
Threat0.00823333
Severe Toxicity0.0017166138
Low Tox 0.061444655 Moderate Con 0.477 Meta_Commentary
Mar 3, 2026 1 likes Inside Canada's Indian Invasion...

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.