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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: "Stop blaming Indians. Indians are …" 12 comments
As a ‘Indian’ born in Canada I agree something needs to be done. The government is to be blamed for giving them false hope and not enforcing visa rules.. The guy on the bike however …
As a ‘Indian’ born in Canada I agree something needs to be done. The government is to be blamed for giving them false hope and not enforcing visa rules.. The guy on the bike however is insanely racist can we stop hyping up? He literally said we’re ‘lucky’ it’s Indians and not Africans or Muslims. Be so deadass what the fuck?
Identity Attack0.57957685
Insult0.62169385
Profanity0.6983885
Threat0.13815513
Severe Toxicity0.34993178
Toxic 0.743089 Constructive 0.567 Identity Attack Insult Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
THEY ARE NOT INDIANS THEY ARE KHALISTANIS PLEASE STOP BLAMING HINDU'S PLEASE, KHALISTANIS ARE THR PROBLEM NOT HINDUS.
THEY ARE NOT INDIANS THEY ARE KHALISTANIS PLEASE STOP BLAMING HINDU'S PLEASE, KHALISTANIS ARE THR PROBLEM NOT HINDUS.
Identity Attack0.6007182
Insult0.4339631
Profanity0.22429734
Threat0.044278983
Severe Toxicity0.21290472
Moderate 0.5972042 Low Con 0.273 Identity Attack Identity_Assertion
Feb 7, 2026 4 likes Inside Canada's Indian Invasion...
stop blaming indians ok you guys dont want to earn you just want free foods and free services from govt. and indians who migerate to canada or any other countries they built there own business …
stop blaming indians ok you guys dont want to earn you just want free foods and free services from govt. and indians who migerate to canada or any other countries they built there own business empire with lots of hard work not like you to ask free food and shelters.. so nvr blame any indian for ur stupid decisions... indians are hard workiing more than you they have capacity pay loans and everything... u guys dont have any things.. than y blaming indians or any other countries coz u didnt survive.. soo mind it.
Identity Attack0.46028158
Insult0.5678696
Profanity0.2687007
Threat0.025443908
Severe Toxicity0.031420294
Moderate 0.5716857 Moderate Con 0.474 Insult Solidarity
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
No shiiit Sherlock. Blame it on public post secondary international admissions. Dying to make money . By the way look out for Cote d Ivoire? While u are at it with “indians”. Who let theem …
No shiiit Sherlock. Blame it on public post secondary international admissions. Dying to make money . By the way look out for Cote d Ivoire? While u are at it with “indians”. Who let theem in LEGALLY? IRCC. Who gave them extended work hours under study permit?? IRCC. Who stopped “discrimination when hiring DOMESTIC FIRST, PR STATUS ……. THEN SOME?? IRCC. in other words don’t blame international students. Look at the logistical greed ‼️
Identity Attack0.38826546
Insult0.43158367
Profanity0.5013569
Threat0.017328756
Severe Toxicity0.10702737
Moderate 0.54325575 Moderate Con 0.438
Sep 29, 2025 IRCC Names India in Study …
That's why you are a hate mongering guy humongering hate against the community that you cannot compete into it why this community has money because they work too hard man they work too hard and …
That's why you are a hate mongering guy humongering hate against the community that you cannot compete into it why this community has money because they work too hard man they work too hard and you don't have money maybe stop being a jealous and work more harder and you will achieve because those people did not came there free they have to show more than half a million to $700,000 in their bank account to get a visa for Canada or America nothing free so stop being a mongering hate peaceful community like Indian and why don't you work for yourself more hours more hours more than 18 to 19 hours to complete with them instead of blaming everywhere and a word and everything it's not the end of world man
Identity Attack0.07508347
Insult0.47384647
Profanity0.08613731
Threat0.010395273
Severe Toxicity0.021031776
Moderate 0.4402136 Constructive 0.534
Aug 26, 2025 Why Canadians Are Turning Against …
“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 …
Stop blaming Indians. Indians are law abiding citizens. Your problem are due to cultures that want to take over your land
Stop blaming Indians. Indians are law abiding citizens. Your problem are due to cultures that want to take over your land
Identity Attack0.3817989
Insult0.11172232
Profanity0.054437835
Threat0.009747985
Severe Toxicity0.010070801
Moderate 0.31963667 Moderate Con 0.306 Identity_Assertion
Aug 25, 2025 Why Canadians Are Turning Against …
Aspects like religion, race, language are big factors that shape a culture. No country wants mass immigration but you can not blame Indians for this mess. Though Brampton might be an exception (Sikh and Pakistani …
Aspects like religion, race, language are big factors that shape a culture. No country wants mass immigration but you can not blame Indians for this mess. Though Brampton might be an exception (Sikh and Pakistani illegals coming as hardcore radicals) Most Indians (non-Sikh) come legally, are law abiding, pay taxes and work hard just like immigrant forefathers of the whiteys. If the current whiteys have issues, they should elect good politicians but stop being r@cist towards Indians just due to skin color
Identity Attack0.3817989
Insult0.1640896
Profanity0.10982819
Threat0.014048163
Severe Toxicity0.015544481
Moderate 0.30527395 Constructive 0.693
Oct 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Funny how everyone screams about immigrants and Indians ‘ruining Brampton,’ but no one bats an eye when billions of OUR tax dollars are shipped to Ukraine. The real issue isn’t people trying to make a …
Funny how everyone screams about immigrants and Indians ‘ruining Brampton,’ but no one bats an eye when billions of OUR tax dollars are shipped to Ukraine. The real issue isn’t people trying to make a living — it’s governments that failed to plan for housing, infrastructure, and affordability. Stop blaming immigrants for problems created by bad leadership. we get all the hate while working the jobs many young Canadians don’t even want to show up for. Not all immigrants work on cash and not all of us are the same — we’re out here paying taxes, grinding hard
Identity Attack0.31015682
Insult0.16824563
Profanity0.024472807
Threat0.009230154
Severe Toxicity0.008659363
Low Tox 0.295883 Constructive 0.629
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
“ hello Canadians and all immigrants stop blaming kids. They’re youngsters. They left home for higher education just the way British came to India for spice. The displacement of Indians come on man Canadian give …
“ hello Canadians and all immigrants stop blaming kids. They’re youngsters. They left home for higher education just the way British came to India for spice. The displacement of Indians come on man Canadian give them a break. Look at Vancouver Eastside, the lump we’re all people Unless you are Indigenous, we are all immigrants here. Instead of blaming immigrants, we should focus on the real problems: low wages, lack of affordable housing, and exploitation. International students also bring money into Canada—they pay high tuition, rent, and living costs, which supports our economy. Many take jobs that others don’t want. Displacing the blame on them isn’t fair. Give them a break—we need unity, not division.”
Identity Attack0.2816105
Insult0.14150882
Profanity0.029050145
Threat0.008129764
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.767
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal …
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal immigrant who migrated here with a nuclear family only on merit, I believe I earn the privilege to voice my thoughts here. First of all, rather than blaming the hoards of Indian immigrants, why don't anyone ask questions to the people who allowed it? Why not ask the politicians who vetoed it? Why not ask the police who is not able to stop reckless drivers? Why not ask the minister's who allow hospitals to run under staffed? USA has a massive Indian diaspora. But they are mostly IT workers and CEOs and Doctors. So who was at mistake of bringing illiterate, uncouth Indians to Canada? After earning all the required merit, and paying as much taxes from my family that is equivalent to minimum wages of at least 4 people, it hurts me to see undeserving people taking benefits of the system, while we get the short end. No one seemed too concerned when Indian students brought in so much money and revived some dead economies. No one blamed thousands of Punjabi businesses bringing in dollars into the economy. India, with its 150 billion people has s#!to eaters and people who can buy out Canada. You only see the bad. Press the government to bring in good people. Doctors, engineers, lawyers, scientists, business people, who will add value to the country and generate you jobs and salaries and grow this country. Not cooks and drivers only. Khalistan and Pro-BJP factions are both bad outside India. They all should go back and let the peace loving Indians and Canadians live here in peace. I don't hate anyone, but just the people who make my home country and me look bad. We ain't that bad after all.
Identity Attack0.105836816
Insult0.05262003
Profanity0.016172111
Threat0.007909686
Severe Toxicity0.0029945374
Low Tox 0.15158679 Constructive 0.821 Personal_Narrative
Jan 28, 2026 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.