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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 #}

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Active: "We live in Australia. Were …" 12 comments
Indian and Japanese here, I know this may come off as a little racist to my own culture, but Indian people are the most insufferable people on the planet. I don’t live in Brampton I’m …
Indian and Japanese here, I know this may come off as a little racist to my own culture, but Indian people are the most insufferable people on the planet. I don’t live in Brampton I’m in Australia but the majority of the Punjabi people here are so insufferable I can’t take it. (I’m Bengali fyi) it’s not just Punjabi people tho a lot of other dialects are like that, even where I’m from. But yeah, don’t attack me it’s just my opinion.
Identity Attack0.50515443
Insult0.36798462
Profanity0.2253223
Threat0.035113025
Severe Toxicity0.030523606
Moderate 0.42349213 Constructive 0.683 Identity Attack Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
im in the UK and agree with you guys - Canada is unrecognizable within the last 5 years; mass immigration of low class immigrants, selfish and greedy people - they could live in their own …
im in the UK and agree with you guys - Canada is unrecognizable within the last 5 years; mass immigration of low class immigrants, selfish and greedy people - they could live in their own country - if not then integrate into Canada properly like with the UK and New Zealand and Australia and others and contribute better - Am I asking for too much??
Identity Attack0.36702603
Insult0.40243408
Profanity0.025087673
Threat0.007301235
Severe Toxicity0.01302678
Moderate 0.39644176 Constructive 0.695 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
they are fraudulant people even between them, they uses they're own people,enslaving them in there country as well abroad,theyv done same thing in the uk and australia as well germany,,middle east as such dubai and …
they are fraudulant people even between them, they uses they're own people,enslaving them in there country as well abroad,theyv done same thing in the uk and australia as well germany,,middle east as such dubai and others.. the world needs to create a global coalition in order to stop this drama and open an serious investigation of what's going on in there country if it is the 5th largest economy in the world then why they're citizens are fleeing everyday and millions living below the line of poverty!
Identity Attack0.27682206
Insult0.34782293
Profanity0.12727508
Threat0.022853967
Severe Toxicity0.018578632
Moderate 0.37694603 Constructive 0.534
Sep 28, 2025 IRCC Names India in Study …
This story could be based on any city in Australia as well, Indians are pouring into our country like an endless freight train. The political agenda in White countries (for some reason I can't fathom) …
This story could be based on any city in Australia as well, Indians are pouring into our country like an endless freight train. The political agenda in White countries (for some reason I can't fathom) is to destroy our race & culture. Swamping your country with foreigners from a different culture and race goes against every internal instinct a normal person would have to protect their family, race or tribe to survive in its identifiable form. Japanese people live in Japan, Chinese people in China, Germans in Germany; this is how the world should be. Otherwise, with untapped migration, no country will be identifiable by its roots or culture, which is the real tragedy, because what makes countries in the world different is what makes the world such an interesting and unique place.
Identity Attack0.41975367
Insult0.18480228
Profanity0.104876526
Threat0.0347677
Severe Toxicity0.021548226
Moderate 0.34757367 Constructive 0.647
Nov 19, 2025 Inside Canada's Indian Metropolis (Brampton)
It's so tragic to see this video. It's a loss of Canadian culture. This happened in my hometown of London, England. I moved to Sydney, Australia, and since the start of the pandemic, the country …
It's so tragic to see this video. It's a loss of Canadian culture. This happened in my hometown of London, England. I moved to Sydney, Australia, and since the start of the pandemic, the country has been flooded with Indians. I no longer want to live in what feels like Mumbai and am considering moving to Portugal.
Identity Attack0.3043136
Insult0.081508696
Profanity0.020851927
Threat0.00823333
Severe Toxicity0.009155273
Low Tox 0.25462922 Constructive 0.694
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served …
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served them. So it was easy for them to immigrate and assimilate into your culture. Now you see many poor people also immigrating because immigration became more accessible, its just like the touchscreen phones, before only rich people had them, but later and now everyone has it. Plus your overly liberal and the stupid point system lets anyone enter the country if they meet a specific criteria, they barely check their english, background, crime record, etc. Also, living in India is a survival, or a nightmare for short. Especially for the poor people in the up north, and so they go to these shady agents who claim that they can send him or her to Canada, UK, Australia where ever they want in exchange for some money. Sometimes these agents turnout to be scams and sometimes not, then these students apply to some fake university that has no campus in Canada and select a course thats easy. Then once approved they come to canada, don’t go to university and make some other indian friends who say they have contacts with some job providers and through that the students get their jobs at the fast food joints and shopping malls. The mindset with which these students come to Canada is that I want to get a simple job as soon as I land in Canada and through that job I can get a PR. They never go to assimilate or discover the culture, they come because the country looks nice, has resources, and will provide them with a good salary so that they send some money back home to their parents as compared to low paying jobs in India, which too are super competitive. They still like the indian way of life, the culture, the food, the attire, just not in India. Thats why you’ll never see these students eating at anything other than a Indian Punjabi Restaurant or a fast food joint, they will never make white friends, they will never try to change the way they speak and look at Canadians, they will never try to change their driving habits. In conclusion, more poor people and students migrating, paired with their mindset of “I want everything to be Indian just not in India but in a place that looks better” paired with their low interest in actually learning and working better jobs is what makes them a bad immigrant group. But thats not to say that all are like that its only some and mostly Punjabis/ other North Indians that have this mindset. The reason why the Indian group in USA is much better and successful is because they are mostly of south indian descent. Those people are far more educated, actually respect the law of the land. And fun fact: The stereotypical Indian Accent originated from USA mainly and reason why many indians say that they don’t speak in that accent is because that particular stereotypical accent is present in Indian people who come from the states of Andra Pradesh and Telegana, which is is where most of the Indians in USA are actually from. Sorry for the long ass comment and some writing mishaps, I really lose my writing quality when I’m writing long comments.
Identity Attack0.14875233
Insult0.083112895
Profanity0.041912504
Threat0.008129764
Severe Toxicity0.005607605
Low Tox 0.19893374 Constructive 0.608 Policy_Critique
Dec 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada is in the same boat as England and Australia where our government is run by an Anglo-Saxon form of government. It's just now a modern day system of slavery by which the rich stays …
Canada is in the same boat as England and Australia where our government is run by an Anglo-Saxon form of government. It's just now a modern day system of slavery by which the rich stays rich if you can bring in cheap labour by disguising or manipulating the numbers in use of immigrants. I honestly don't understand why people can't do the simple math when we live in a world based on capitalism and it's countered by Marxism.
Identity Attack0.08749158
Insult0.055547886
Profanity0.013951761
Threat0.007145886
Severe Toxicity0.002861023
Low Tox 0.13388206 Constructive 0.651 Policy_Critique
Sep 14, 2025 1 likes Why Canadians Are Turning Against …
It's not just Canada It's around the world. Councils and governments just let our towns be take over. I live in the country (Australia) and it's happening way out in nowhere. Won't be long before …
It's not just Canada It's around the world. Councils and governments just let our towns be take over. I live in the country (Australia) and it's happening way out in nowhere. Won't be long before this is little India too
Identity Attack0.050671257
Insult0.02425329
Profanity0.013507691
Threat0.007547205
Severe Toxicity0.0019931793
Low Tox 0.079250954 Constructive 0.617 Fear_Threat
Jan 27, 2026 16 likes Inside Canada's Indian Invasion...
So sad what Brampton has become. I left Canada entirely despite being born and raised in Brampton. Now living a better life in Australia
So sad what Brampton has become. I left Canada entirely despite being born and raised in Brampton. Now living a better life in Australia
Identity Attack0.031722516
Insult0.023608726
Profanity0.010006369
Threat0.006045496
Severe Toxicity0.0016021729
Low Tox 0.0665887 Constructive 0.571
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Most Americans living in the U.S. today aren’t originally from there — their ancestors migrated from Europe just a few centuries ago. Yet documentaries like this make it seem as if others are ‘taking over’ …
Most Americans living in the U.S. today aren’t originally from there — their ancestors migrated from Europe just a few centuries ago. Yet documentaries like this make it seem as if others are ‘taking over’ their land. The same story exists in places like Australia, where the original Indigenous population is now a small minority. Over time, migration changes every country’s demographics — it’s a global reality, not an invasion. Even cities like London, Toronto, or New York are built by immigrants from across the world. So before calling it a ‘takeover,’ remember that every nation today stands on layers of migration, adaptation, and cultural exchange.
Identity Attack0.030433474
Insult0.024511116
Profanity0.01627459
Threat0.007353018
Severe Toxicity0.0018596649
Low Tox 0.06263174 Constructive 0.602 Comparative_Framing
Oct 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
This documentary starts on a very partisan note, but it doesn't end on one. I don't speak for all Hindus, but when I lived in Australia, my values told me to integrate and treat everyone …
This documentary starts on a very partisan note, but it doesn't end on one. I don't speak for all Hindus, but when I lived in Australia, my values told me to integrate and treat everyone equal. Now I am back living in India with a global perspective and renewed respect for world cultures. Yes, Canada has had a lot on unchecked unskilled immigration which is bound to cause issues- but I'd like to believe, and my Hindu faith teaches me, that people are inherently good.
Identity Attack0.035074018
Insult0.014580919
Profanity0.012585391
Threat0.0064079775
Severe Toxicity0.0012493134
Low Tox 0.03969839 Constructive 0.872 Personal_Narrative
Sep 19, 2025 79 likes Inside Canada's Indian Metropolis (Brampton)
I'm Canadian living in Australia; it sounds like if I were to go to the USA, I might have a problem. I haven't been in the USA for 17 years, and I won't be anytime …
I'm Canadian living in Australia; it sounds like if I were to go to the USA, I might have a problem. I haven't been in the USA for 17 years, and I won't be anytime soon.
Identity Attack0.00019757403
Insult0.00017536576
Profanity0.000024422467
Threat0.00003103803
Severe Toxicity0.0000024012336
Low Tox 0.00057744194
Dec 13, 2025

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.