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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: "It’s actually so bad here …" 36 comments · Page 2 of 2
Indian people rule. Too much of anything at once is unhealthy. But this is still the least bad scenario in hindsight because they're actually decent, kind, hard working and ambitious. That can't be said for …
Indian people rule. Too much of anything at once is unhealthy. But this is still the least bad scenario in hindsight because they're actually decent, kind, hard working and ambitious. That can't be said for most 3rd world countries.
Identity Attack0.24293575
Insult0.07238392
Profanity0.041661996
Threat0.0074954215
Severe Toxicity0.00579834
Low Tox 0.22980402 Constructive 0.546 Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
Im pretty sure have actual residents than you have visitors who claim to be the resident. Thats why the driving is bad, its actually the dudes cousin from back home driving, Then you have the …
Im pretty sure have actual residents than you have visitors who claim to be the resident. Thats why the driving is bad, its actually the dudes cousin from back home driving, Then you have the driving schools whos driving instructor is just giving out commerical licenses to all their indian friends.
Identity Attack0.19495805
Insult0.071750276
Profanity0.027820412
Threat0.0074048014
Severe Toxicity0.00459671
Low Tox 0.20009702 Moderate Con 0.368 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
As an Indian, that's really sad and I'm sorry on behalf of everyone Every country needs to protect it's identity If you're proud of your country, stay there. If you wish to move out from …
As an Indian, that's really sad and I'm sorry on behalf of everyone Every country needs to protect it's identity If you're proud of your country, stay there. If you wish to move out from your country just assimilate, learn their language , learn their rules, follow their traditions and be nice Idk why it's so difficult for them to understand such basic things Government needs to thoroughly scrutinise immigrants. Tbh it's bad for both countries There are good, kind and respectful Indians but because of these idiots who don't assimilate and behave stupidly, the actual good ones get hate and face racism For canada or any country, immigrants should only be legitimately skilled. Before entering the country they need to be taught the rules and asked straightforward questions by the officers I support immediate deportation of all those idiots who don't assimilate and create ruccus in other countries
Identity Attack0.15517195
Insult0.06599696
Profanity0.07934829
Threat0.009540852
Severe Toxicity0.008430481
Low Tox 0.17805049 Constructive 0.805 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
While the end result is the actual "immigrant", you can tell these new immigrants all day and night to go back to their country... The immigrant themselves will be looking at you like... Huh? Why? …
While the end result is the actual "immigrant", you can tell these new immigrants all day and night to go back to their country... The immigrant themselves will be looking at you like... Huh? Why? Not understanding why people say that to them. Folks, the Trudeau/Carney Gov was the problem all along. Trudeau's campaign on bringing 500,000 a year made this a field day for everyone around the world... Furthermore the campaigns they would have in other countries to literally sell the idea for them to apply to become an immigrant in Canada. The libs are 100% responsible for what is happening now... For me to tell an immigrant, the he/she is not wanted here is not relevant... The government sold them the pitch to come here for a better life.... Trudeau allowed other loopholes to happen too.... Migrants through applying to colleges and universities, migrants through the liberal foreign work program and the list goes on. Now we have a problem and everyone sees it.... The question is what do we do as Canadians... I exercised my vote for blue...but we still had a majority of liberal supporters which was not just surprising but it seemed that people think Conservatives are bad people who are racist and want to follow trumps steps... i begged to differ.... I think what many of us are aiming for is a cleaning up of liberal policies... And stop immigration from ALL PLACES. Allow Canada to re-coop, reestablish and redevelop what it always was.
Identity Attack0.10221587
Insult0.06984934
Profanity0.02167175
Threat0.007909686
Severe Toxicity0.0043296814
Low Tox 0.165053 Constructive 0.776
Sep 8, 2025 Why Canadians Are Turning Against …
Canada calls students to give them PGWP after finishing their educations in Canada. The students pay ultra high education and life expenses. Then, Canada says we don’t need this much skilled worker as white collar, …
Canada calls students to give them PGWP after finishing their educations in Canada. The students pay ultra high education and life expenses. Then, Canada says we don’t need this much skilled worker as white collar, but you can works as uber drivers or Tim Hortons workers. The reason is Canadian youths don’t want to work in those odd jobs. However, Canadian people complain about the immigrant odd workers. They think economy is bad because of those immigrants who paid thousands of dollars for education and have been working in odd jobs. This is stupidity. Canada government exploits immigrant students by making them spend thousands for education and can only provide odd jobs for most of the immigrant students who hold PGWP work visa. Then some almost-racist Canadian folks stand against immigrants who have actually been exploited.
Identity Attack0.08831879
Insult0.045593183
Profanity0.016889455
Threat0.007197669
Severe Toxicity0.0031089783
Low Tox 0.11357342 Constructive 0.589 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …
Accountability should fall on the Government of Canada. They stopped screening properly. There used to be a point system that determined who could immigrate, and it actually worked. I’m of Pakistani descent, born and raised …
Accountability should fall on the Government of Canada. They stopped screening properly. There used to be a point system that determined who could immigrate, and it actually worked. I’m of Pakistani descent, born and raised here, and when I’m in Brampton and walk into a Circle K, people start speaking to me in Hindi or Punjabi right away — it’s a trip. At the same time, I’m not saying everyone coming is bad. A lot of international students and new immigrants are hardworking people who want to build a better life. But plenty are also gaming the system. The real issue is that Canada messed up by letting in too many at once, with no structure to help them assimilate. When there’s no integration, no surprise people just act like they’re back home.
Identity Attack0.037909906
Insult0.02618698
Profanity0.015693882
Threat0.007301235
Severe Toxicity0.0018024445
Low Tox 0.067380086 Constructive 0.77 Policy_Critique
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My home was in brampton for a long time and I have personally seen the safety gone down, my family used to come back from trips with our garage open and everything would be completely fine. The long term sikhs and indians came and actually contributing positively and that can be seen with how good canada was pre 2020. Immigration too an extent was good, but mass immigration was never a good idea. In 2018-2019 the old time punjabi community was heavily against so many students coming in, so much so people that were indian had "no students" signs when renting their basements. It's sad to see people that came here running things so badly and ruining the effort and contributions made by many(I even face the consqeunces of things I have never done). Remeber don't be afraid to call out people for their bullshit, but also dont bash innocent people. Now many ppl came to canada and have done good like sikhs having the highest donors of blood, plasma, and platelets. We also giveway a lot in charity and food. A good news is Canada is cracking down on these bad people and quickly, and many good people who came are returning back home. I have seen a lot of videos online, but please remember algorithms and pushed media make things seem worse than they actually are. My message is I'm sorry for how these people are acting, my recent trip to Canada(brampton) I saw better quality service and more white folk too. Stay safe and god bless!
Identity Attack0.039456755
Insult0.022448512
Profanity0.027000591
Threat0.008181547
Severe Toxicity0.0032043457
Low Tox 0.06421452 Constructive 0.862 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
I'm Canadian born and raised. I've been driving since I was 18 years old that's 27 years of driving i got to say the driving is really bad. Some people shouldn't even have their license …
I'm Canadian born and raised. I've been driving since I was 18 years old that's 27 years of driving i got to say the driving is really bad. Some people shouldn't even have their license but yet they do. People don't even know how to share the road. You put your signal on to change lanes and some drivers actually speed up. That's how scary it is to drive.
Identity Attack0.009545447
Insult0.022512967
Profanity0.011816809
Threat0.006485652
Severe Toxicity0.0011777878
Low Tox 0.04735767 Constructive 0.685 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated in the 80s and 90s had to assimilate and become “Canadian” which in hindsight was for the best. I learned about my culture and language at home, but my parents, emphasized the importance of being “Canadian first” and being a part of society and “fitting in.” This wasn’t at all a bad thing. I learned to ski, skate, make ice lollies with snow and syrup, went camping, played sports… I feel embarrassed when Indians are looked at in this light, but its true. 90% of this new wave of immigrants on “student visas,” dont intend to actually obtain any sort of an education, instead they use it as a pathway for permanent residency. I know this because I have relatives who say this out loud behind closed doors. I don’t agree with any of it, and quite frankly it’s very embarrassing, but most of us first generation Indian Canadians feel very upset about how its all played out and the negative light in which our people are now viewed under. Personally, I agree they arent interested in becoming culturally Canadian, they just want to be in Canada for financial reasons. They stay in their groups, dont integrate and think somehow this will play out well. It isnt discrimination when your own people also feel this way. I have yet to meet a first gen Canadian who disagrees
Identity Attack0.02138452
Insult0.017088935
Profanity0.014874061
Threat0.0066215824
Severe Toxicity0.0014781952
Low Tox 0.037577134 Constructive 0.762 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Metropolis (Brampton)
I typically do not agree with a lot of what the conservatives say, and I usually do not like anything that Michelle Rempel Garner says (or the way she says it). However, what she said …
I typically do not agree with a lot of what the conservatives say, and I usually do not like anything that Michelle Rempel Garner says (or the way she says it). However, what she said here, and the way she said it, makes complete sense. I was a bit disappointed that there are no actual numbers as to how much the government would save, but it doesn't seem like a bad idea to put the legislation in place, and whatever they save is a bonus. imho Be the Change You Wish to See in the World 💖
Identity Attack0.0040512653
Insult0.011730902
Profanity0.011697251
Threat0.0062914654
Severe Toxicity0.00074863434
Low Tox 0.021314176 Constructive 0.763 Policy_Critique
Feb 23, 2026 11 likes 'We do know that there's …

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.