Skip to content
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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "Life was easy in India, …" 7 comments
Life was easy in India, but came to Canada for better future, WTF
Life was easy in India, but came to Canada for better future, WTF
Identity Attack0.2823795
Insult0.25800487
Profanity0.47435758
Threat0.0089712385
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.418 Personal_Narrative
Sep 19, 2025 1,013 likes Inside Canada's Indian Metropolis (Brampton)
Life is easy in India 😂😂😂, why not stay here, go back.
Life is easy in India 😂😂😂, why not stay here, go back.
Identity Attack0.36598656
Insult0.1378885
Profanity0.07385241
Threat0.011689849
Severe Toxicity0.023076924
Moderate 0.3389984 Low Con 0.231
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
The actions of few spoiled Indians affect the entire Decent Indian community and India. Canada is in need of labour force due to less population and India has more population but insuffient jobs to engage …
The actions of few spoiled Indians affect the entire Decent Indian community and India. Canada is in need of labour force due to less population and India has more population but insuffient jobs to engage people. If this scenario is reversed Indians would be complaining like canadians do. So the problem is not one way, just becos reducing immigrants does not solve the issue. people have to see things past nationality or physical identity into the statistics. even though canada has professionals of their own there are people who work with dedication and who work without interest, or recent generation being attracted to digital life instead of understanding that college degrees in mainstream subjects are what earns them job and also they have to show dedication and hardwork along with smart work, comply by the work place rules and so on... this goes to all invariable of who they are. all these started changing and now people instead of trying to correct these small changes that lead to these large issues of cost of living and low wages, have now started to pit against live people and their race, nationality or culture. There are good and bad people eveyrwhere, people cant justify the actions of drug addicts roaming the streets and that has increased a lot now, people acting violently against others just becos they dont have what the other has, and so on. but instead of addressing the high amount of actions that are happening around our own country, it has become easy to put blame on each other. I am not justfying the actions of these bad indians who has done these stuff. but we have to see the other side of it before making this a International Issue. Yes, few Indians are bad but not the entire community. Canada has its own needs that needs a lot of hands and support. So, only if we change our perspective beyond the emotional BS we exhibit, we can address the real issue with real solutions. BTW becoz of these things private companies are the one profitting not the Govt.
Identity Attack0.2839175
Insult0.15982662
Profanity0.023584666
Threat0.0084793
Severe Toxicity0.0075531006
Low Tox 0.26293078 Constructive 0.768
Aug 25, 2025 Why Canadians Are Turning Against …
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)
Major reason for so much immigration of Indians is because here in india to get a well paying job and a well settled life you need to be educated and skilled. Whereas in countrys such …
Major reason for so much immigration of Indians is because here in india to get a well paying job and a well settled life you need to be educated and skilled. Whereas in countrys such as canada it is more easy to have a good living with less efforts and less education. Therefore they prefer moving out of country than working hard in there own country. And in the case of Brampton they saw an opportunity and demand for businesses and workforce so they grabbed there opportunity. Because at that time there was not much going on in Brampton when indians started immigrating . So you can say indians are the reason Brampton has grown gradually. But i do think now it is too crowded and people haven't stopped coming. Now there are no requirements as such. So that is why more useless indians are moving in canada nowadays.
Identity Attack0.17226285
Insult0.061101943
Profanity0.018802373
Threat0.006977591
Severe Toxicity0.004119873
Low Tox 0.16158698 Constructive 0.663 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
9:31 Life in India it's more easy for us' he said. 9:51 so Then, why did you decide to come to Canada? Uhh,, for a better future actually! 😂😂😂
9:31 Life in India it's more easy for us' he said. 9:51 so Then, why did you decide to come to Canada? Uhh,, for a better future actually! 😂😂😂
Identity Attack0.10221587
Insult0.031807642
Profanity0.02344803
Threat0.008000307
Severe Toxicity0.00541687
Low Tox 0.15656179 Moderate Con 0.437
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
'Life in India is more easy for us..." (9:33). If life in India is so great as he says, why is he desperately here then????
'Life in India is more easy for us..." (9:33). If life in India is so great as he says, why is he desperately here then????
Identity Attack0.10221587
Insult0.029934563
Profanity0.01579636
Threat0.00746953
Severe Toxicity0.0028419495
Low Tox 0.112436704 Moderate Con 0.358 Question
Sep 21, 2025 38 likes Inside Canada's Indian Metropolis (Brampton)

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.