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: "Those indian students may have …" 8 comments
Michhelle may be righ 40% of the time but she is an ahole 100% 😂 also yes ,they are using the student visa to migrate ,they probably not the more likeable people for some, but …
Michhelle may be righ 40% of the time but she is an ahole 100% 😂 also yes ,they are using the student visa to migrate ,they probably not the more likeable people for some, but they are working and trying to get ahead …just like you , your parents or grandparents did ,you people are just being racist towards the Indians , all of you are migrant decedents ,and don’t even try the “we didi it the righ way” bs for is stupid , also you colonize and practice genocide of the locals but we don’t add that to the conversation right ? Im a migrant,did it “ right way” but understand not everyone can, why wouldn’t ( as long they don’t commit an actual crime) they have a chance also? This is not my canada , we are not the usa or europe, we are better.
Identity Attack0.45348886
Insult0.5739874
Profanity0.33453682
Threat0.08089764
Severe Toxicity0.16960317
Moderate 0.56269526 Constructive 0.668 Insult
Oct 17, 2025 IRCC Names India in Study …
“I came to Canada as a 13-year-old immigrant, innocent and fresh off the boat. I’ll never forget how a white girl in my PE class would throw my clothes in the garbage and bully me …
“I came to Canada as a 13-year-old immigrant, innocent and fresh off the boat. I’ll never forget how a white girl in my PE class would throw my clothes in the garbage and bully me just because I was different. That’s what racism looks like. So when I see videos today blaming immigrants, I know exactly how much hate that spreads. Young Indian students are dying, struggling in laundry rooms and basements, and instead of compassion we point fingers. Immigrants may need some adjustments, yes, but that’s no reason to divide or dehumanize us. Stop spreading hate — Canada is stronger when we stand together.”
Identity Attack0.4139151
Insult0.34032786
Profanity0.09034003
Threat0.030623792
Severe Toxicity0.01806218
Moderate 0.37751234 Constructive 0.754 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
Those indian students may have crossed U.S. border and now Trump is kicking them back to their home country
Those indian students may have crossed U.S. border and now Trump is kicking them back to their home country
Identity Attack0.44690517
Insult0.14331897
Profanity0.08904689
Threat0.13815513
Severe Toxicity0.019482423
Moderate 0.37751234 Low Con 0.255 Comparative_Framing
Oct 2, 2025 IRCC Names India in Study …
“As a brown Canadian, I know exactly what racism feels like — I’ve lived it for 40 years. The truth is, some people simply can’t accept brown immigrants, even though we work the hardest and …
“As a brown Canadian, I know exactly what racism feels like — I’ve lived it for 40 years. The truth is, some people simply can’t accept brown immigrants, even though we work the hardest and often for the lowest pay. Yes, one percent may cause trouble, but that exists in every community. What’s really unfair is how brown immigrants are singled out, while no one makes videos when Indian students are dying or struggling. We’re not monkeys — we’re human beings, we’ve worked for decades building this country, often in silence and underpaid. Stop the racism. Canada is stronger when we live together, not when we tear each other down.”
Identity Attack0.3817989
Insult0.21836096
Profanity0.089370176
Threat0.019918699
Severe Toxicity0.014059683
Moderate 0.3286776 Constructive 0.735 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I’m the son of Indian immigrants who came into Melbourne, Australia 34 years ago, my mom came with her family of 8 and my father came here by himself. The exact same thing is happening …
I’m the son of Indian immigrants who came into Melbourne, Australia 34 years ago, my mom came with her family of 8 and my father came here by himself. The exact same thing is happening over here. We have suburbs in our eastern side which have turned into pockets of Punjab and Haryana. We have been in the restaurant industry for 30 years now, these students are taking our cash in what is a ‘cashless economy’. We’ve had one particular instance where a former employee faked her marriage certificates in order to get her permanent residency, now she’s in trouble with the authorities and may face some years in jail. The problem is they like taking ‘shortcuts’ and then they get stuck and expect us as employers to save them. The systems put into place have been exhausted to the point where is it useless.
Identity Attack0.083355546
Insult0.06023245
Profanity0.04867618
Threat0.009825659
Severe Toxicity0.0048065186
Low Tox 0.13388206 Constructive 0.795 Personal_Narrative
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
As an Indian living in India, I’d say it was your country’s government’s problem and mistake, similar to what the UK is doing now. Aside from government or policies, Indians immigrating to Canada is something …
As an Indian living in India, I’d say it was your country’s government’s problem and mistake, similar to what the UK is doing now. Aside from government or policies, Indians immigrating to Canada is something that dates back to the British era, when Britain sent a group of Indians, specifically Sikhs, for security or labor work in Canada. This started the trend of Sikhs (turban-wearing ones) moving there. In modern times, the West was richer in terms of education and infra compared to Asia, which attracted many normal students and families immigrants also. Canada and America were built by immigrants, but now things are saturated, which I understand, and that’s where the resentment comes from. The majority Sikh state ( punjab) in India is still behind in development and job wise cooperation, and the historical pattern from the British era of moving to Canada for a better life has become a norm for many young people there. The close, collaborative nature of Sikhs—like a cousin in Canada inviting another cousin from India to come over, open a shop, work together, or share housing—is another reason many don’t hesitate to immigrate. These are some of the reasons behind mass immigration from India. Now, with saturation, the resentment toward immigration has grown. India itself faces issues with immigrants who live off our taxes, take rights meant for native children, and abuse policies, laws, or the environment. At least Canada has better-off immigrants—educated and contributing to the economy. While some may depend on taxes, most are hardworking and self-sufficient; otherwise, Canada’s economy would have collapsed by now. In end i can understand the hatred but you guys should stop this yourselves - not hunting them but prevent more.
Identity Attack0.11280017
Insult0.047935467
Profanity0.017504321
Threat0.0074048014
Severe Toxicity0.0031280518
Low Tox 0.13041082 Constructive 0.817 Comparative_Framing
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Tim Uppal, as a Member of Parliament and Parliamentary Secretary to the Minister of Citizenship, Immigration, and Multiculturalism in 2010, announced a new initiative called the Student Partners Program (SPP) that resulted in a significant …
Tim Uppal, as a Member of Parliament and Parliamentary Secretary to the Minister of Citizenship, Immigration, and Multiculturalism in 2010, announced a new initiative called the Student Partners Program (SPP) that resulted in a significant increase in the approval rate of visas for students from India. This turned out to be scam, students did not come to study and go back, it was a backdoor for PR. In addition, a number of Indian students on student visas have committed crimes such as extortion, drug trafficking and killed people on highways as unqualified truck drivers. Lastly, they majority of them lack of consideration for others may it be economically or socially.
Identity Attack0.05976611
Insult0.053205602
Profanity0.02474608
Threat0.0116639575
Severe Toxicity0.0032615662
Low Tox 0.10696511 Constructive 0.552 Unverified_Claim
Jan 20, 2026 2 likes 2.9 million Canadian temporary visas …

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.