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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: "Let's be real, about this …" 42 comments · Page 2 of 2
I'm not a fan of Indians but let's be real Canada is cold and empty and it needs people😅
I'm not a fan of Indians but let's be real Canada is cold and empty and it needs people😅
Identity Attack0.28034934
Insult0.06984934
Profanity0.03189224
Threat0.007624879
Severe Toxicity0.008392334
Low Tox 0.24442963 Moderate Con 0.449 Identity_Assertion
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
Yet another video meant to create hate and division. Why would you let someone claim indians pay no taxes without following up? How can indians pay no taxes when they pay tens of thousands dollars …
Yet another video meant to create hate and division. Why would you let someone claim indians pay no taxes without following up? How can indians pay no taxes when they pay tens of thousands dollars in tuition, buy real estate, and are not eligible for any social assistance? Why not look into who makes up the bulk of offenders in Canada, who's on welfare/disability, who's unemployed? Of course this wouldn't fit your narrative.
Identity Attack0.23391083
Insult0.06858205
Profanity0.014532468
Threat0.0074824756
Severe Toxicity0.004005432
Low Tox 0.2312681 Moderate Con 0.415 Policy_Critique
Sep 24, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
It’s so funny this government is blindly allowing false refugee claims Even in countries where there are no violence whatsoever many have claimed refugee status . And this liberal government even without proper encouery let …
It’s so funny this government is blindly allowing false refugee claims Even in countries where there are no violence whatsoever many have claimed refugee status . And this liberal government even without proper encouery let them get that status are now enjoying our hard earned tax money free housing cash dental schooling college furniture even laptops??? accepted them as real refugees leaving real genuine refugees and law abiding educated hard working emigrants in the fray . Shocking Canada 🇨🇦 The emigration minister should resign cause some of them may have police records gangsters rapists we do not know Time Canada imported good decent hard working emigrants without police record
Identity Attack0.1007269
Insult0.12159709
Profanity0.023106437
Threat0.0077802283
Severe Toxicity0.0049972534
Low Tox 0.20172562 Constructive 0.528 Policy_Critique
Dec 21, 2025 IRCC Names India in Study …
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...
Mass Migration is just as bad as Illegal Immigration. Never stop speaking the truth. Don't let the Wokies tell you otherwise. It's just common sense, statistics, real geopolitical based knowledge and basic reality.
Mass Migration is just as bad as Illegal Immigration. Never stop speaking the truth. Don't let the Wokies tell you otherwise. It's just common sense, statistics, real geopolitical based knowledge and basic reality.
Identity Attack0.10221587
Insult0.06858205
Profanity0.017094411
Threat0.0070034824
Severe Toxicity0.0032997131
Low Tox 0.17891699 Moderate Con 0.461 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different …
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different people since I was 18 and learned great things I can add to my construction or cooking repertoire that you could possibly couldn't learn in the West without diversity. BUT now we have a group of people coming here buying up businesses while only hiring people from their country buying up single homes putting up crammy 8 plexus, and only renting to people from their home country. If these were French people like my heritage is, I would be even more pissed because I could say something without being called a racist. These immigrants are coming here with one goal retribution against the English Empire for the past or some shit, I dont know, and they're taking it out on us Canadians. over 5 years I've collected proof so I feel very safe coming out now and talking about this because I have everything to back it up. Those single homes I was talking about half of them burned down and they use insurance fraud money add multiple loopholes to use government money along the way as well, that's damn taxpayer money building parts of these homes... I'm a concrete worker they do not let these walls set properly, they don't seal the windows and doors properly, everything's going to leak but because they only rent to people from their home country after 3 years they can take their name off the property and nobody and I mean nobody is going to report leaks because they have a tyrannical control over who they rent to.... I dont even need to name the group because its OBVIOUS, living in the same city most ky life I've seen a drastic change, and this isnt intregation like my family did as they we're the members of french part of the metis tribe long ago. 5 years in a row they have added an average of 70,000 people legally to the city I live in I live in of 1.4 million people that is absolutely absurd the train system is packed all the way until 1:00 a.m.... it's just simple economics you can't add that many people and have a sustainable City.... these idiots never played sim city or some shit Also there are millions that came pretending to get spots in our universities and didn't show up, and these are the same people that are buying up all the businesses and houses and only letting the people from their own country be involved that is not integration....... There's also a huge problem with people faking Refugee status from this very place and there's even a few videos circulating online on just how to do it people from this country bragging how their making double of the average income of a Canadian a year PLUS free food and board from this fake Refugee status, HOLY FUCK! We are radicalizing here in Alberta and it's about to get real. Not only do these immigrants only want their own people involved in anything they are rude as hell when confronted about any of this even in a kind way.  There's a great deal of them that are at the top of the fenthinal distribution. mind you a lot of that's being shipped from other places but the distribution hails differently....roughly 70% of the major fenthinal arrests and seizures have those paticular heritage backgrounds to prove it. They are destroying the country in SO MANY WAYS, im DONE trying to be civil or nice about this debate,  5 years is my limit bitches, fuck you, fuck off or we'll fucking make you -Alberta proud , and fuck you again bitches
Identity Attack0.06749674
Insult0.0720671
Profanity0.06145202
Threat0.007534259
Severe Toxicity0.005493164
Low Tox 0.16043124 Constructive 0.775 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
No doubt about it, Canada is for Canadians. If you wanted to, you could deport millions of immigrants, but let's be real about the cost. The Canadian economy, its pensions, its farms, and its health …
No doubt about it, Canada is for Canadians. If you wanted to, you could deport millions of immigrants, but let's be real about the cost. The Canadian economy, its pensions, its farms, and its health sector all rely on immigrants to pay taxes and fill jobs. It's not some big conspiracy about population replacement; it's just about the economy. You can't have one without the other. Canadians aren't the only ones dealing with this. In Asia and Africa, it's a different kind of immigrant, the ones with money who buy up land and property, driving locals out of the market. They're not given an ear either, because money talks. It’s always been about the money and the power, and Canadians should understand that perspective too. The culture or religion of a few bad apples shouldn’t be used to tarnish every immigrant. We do need to do a better job screening people, but it’s not fair to paint everyone with the same brush. In the U.S., Indian immigrants are top earners and incredibly successful, but people still complain that they’re "taking their jobs." So, if an Indian person is a failure, they're a problem. If they're a success, they're still a problem. They can't win. This old colonial mindset is alive and well. It's tough for some people to process that a person of color can outsmart them and rise up by their own bootstrap. But when those same folks go to Asia or Africa, suddenly they feel that old nostalgia and are much more comfortable with the social hierarchy there. It would be ideal if no one had to leave their home country for a better life. When we have more justice in the world for everyone, maybe we won't have to keep having these conversations.
Identity Attack0.11860296
Insult0.056133457
Profanity0.027820412
Threat0.01187109
Severe Toxicity0.004310608
Low Tox 0.15987846 Constructive 0.711 Economic_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl with IELTS comes to Canada, then calls her husband here. Many of these are nothing more than contract marriages, where once the boy arrives, they go their separate ways. This is blatant abuse of the system and has created a wave of people entering Canada without even basic English skills. IRCC needs to wake up and fix this. Students on study or work visas must not be allowed to bring their spouses. If someone wants to come, let them take an English test themselves and prove they’re qualified. Study permits should only be issued for genuine university students, not random private colleges being used as back doors into the country. On top of that, no work permits should be given while on a study visa. Employers who hire students illegally on cash as cheap labour should face strict penalties, heavy fines, and blacklisting. Until these loopholes are closed, Canada’s immigration system will continue to be exploited and lose credibility. IRCC, this is not immigration — this is fraud facilitated by weak laws.
Identity Attack0.05089863
Insult0.045007613
Profanity0.015147334
Threat0.0071070488
Severe Toxicity0.0025558472
Low Tox 0.1104733 Constructive 0.664 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …
Let's be real, about this nation called Canada where real native canadians were "First Nations, Metis & Inuit" they were the ones as Indigenious people who inhabited canada for thousand of years ago & later …
Let's be real, about this nation called Canada where real native canadians were "First Nations, Metis & Inuit" they were the ones as Indigenious people who inhabited canada for thousand of years ago & later demographic shift could later be seen during 16th century from European colonization where majority of french and british invaded with consistent colonization & took control of the land, these settlers, along with later European immigrants, seized indigenous land, displaced indigenous communities, and brought diseases that decimated native populations. Long story short now, based on 2021 census data shows native canadian population make up to only 5% of total Canadian population whereas the rest remaining are non-indigenous people of Canada at above 90% are foreign invaders from 16th century who came as an opportunist and occupied everything; same as Indian they came took the opportunity by working hard, contributing to the nation yet, you people here crying, complaining & bragging abt these & that abt Indian's bt let's not forget "Europeans" are the ones who did the dirtiest things characterized by forced assimilation, abusive residential school system, and loss of land. Please explain this from a liberal perspective, how was it fair for Indigenous people of Canada?? compared to Indian Standards.
Identity Attack0.0543092
Insult0.03522326
Profanity0.016069634
Threat0.007417747
Severe Toxicity0.0031089783
Low Tox 0.103494145 Constructive 0.683 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I was NOT expecting Tyler to come to Canada, I'M ACTUALLY IMPRESSED THEY LET YOU IN!!! The fatigue is BEYOND real.
I was NOT expecting Tyler to come to Canada, I'M ACTUALLY IMPRESSED THEY LET YOU IN!!! The fatigue is BEYOND real.
Identity Attack0.023997234
Insult0.0350029
Profanity0.01442999
Threat0.006822242
Severe Toxicity0.0026130676
Low Tox 0.102626406 Constructive 0.562 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Reduce pressure on housing”? Please. Three houses on my street are sitting empty, owned by wealthy people who don’t even live in Canada. That’s the reality on the ground. You can cut immigration all you …
Reduce pressure on housing”? Please. Three houses on my street are sitting empty, owned by wealthy people who don’t even live in Canada. That’s the reality on the ground. You can cut immigration all you want, and it still won’t fix the housing crisis. And let’s be precise: immigrants are not the same as migrants. Canada has high levels of legal, permanent immigration, but very little irregular or transient migration compared to other Western countries. The problem isn’t people needing homes. It’s homes being treated like safety-deposit boxes for the global rich. Empty houses, speculative ownership, and capital parked in real estate do far more damage than newcomers ever could. Blaming immigration is just a convenient distraction from the real issue: housing has been turned into an investment vehicle instead of a place to live.
Identity Attack0.035847444
Insult0.029604018
Profanity0.013576009
Threat0.007353018
Severe Toxicity0.0020599365
Low Tox 0.08637348 Constructive 0.615 Policy_Critique
Feb 11, 2026 7 likes Canada's tighter immigration policy divides …
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)
SO TRUE !!! LET'S START WITH THE GOVERNMENTS !! OUR GOVERNMENTS SHOULD BE GOOD REAL CANADIANS... " FROM CANADA ONLY" !!!!
SO TRUE !!! LET'S START WITH THE GOVERNMENTS !! OUR GOVERNMENTS SHOULD BE GOOD REAL CANADIANS... " FROM CANADA ONLY" !!!!
Identity Attack0.042550452
Insult0.019547975
Profanity0.011236101
Threat0.0072882893
Severe Toxicity0.00289917
Low Tox 0.058737632 Moderate Con 0.368
Sep 16, 2025 2 likes Why Canadians Are Turning Against …
God bless you for bringing up such an important issue to Canadian people that are facing these days. Let's hope that more real Canadians will raise their voices and concerns about NEW immigrants. I hope …
God bless you for bringing up such an important issue to Canadian people that are facing these days. Let's hope that more real Canadians will raise their voices and concerns about NEW immigrants. I hope something can be done before its too late! It breaks my heart not to see Canada as 50 years ago any more. 😢
Identity Attack0.033527173
Insult0.018967867
Profanity0.0098868115
Threat0.006602164
Severe Toxicity0.0014400482
Low Tox 0.05131592 Constructive 0.745
Aug 25, 2025 Why Canadians Are Turning Against …
The great tragedy is that small town Canadian students who wish to seek opportunities in large cities, will never be able to afford to rent let alone buy… They are doomed to live in their …
The great tragedy is that small town Canadian students who wish to seek opportunities in large cities, will never be able to afford to rent let alone buy… They are doomed to live in their small towns and hold on to small dreams… Here in Vancouver, the new immigrants wish to stay in and invest in large urban areas. They have extended family support to buy the real estate. Small-town Canadians don’t have a chance in this competition.
Identity Attack0.017465452
Insult0.01632893
Profanity0.009365883
Threat0.0058804373
Severe Toxicity0.00086307526
Low Tox 0.035220183 Constructive 0.605 Economic_Argument
Jun 20, 2025 24 likes How Canada broke its immigration …
Ice Ice baby..... Let's Lear them real good!
Ice Ice baby..... Let's Lear them real good!
Identity Attack0.004125261
Insult0.014580919
Profanity0.01535229
Threat0.008440462
Severe Toxicity0.0018119812
Low Tox 0.033334624 Low Con 0.243 Humor_Satire
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Deportation is always expensive. Using the numbers in this video, it's over $4k per deportee. The real problem is that too many are let into Canada in the first place. As well, it sounds like …
Deportation is always expensive. Using the numbers in this video, it's over $4k per deportee. The real problem is that too many are let into Canada in the first place. As well, it sounds like they are mainly going after refugee claimants, but there are similarly large, if not larger, numbers of TFWs and international "students" (who are not really students) with expired visas.
Identity Attack0.014450782
Insult0.012756908
Profanity0.010296722
Threat0.006382086
Severe Toxicity0.0008869171
Low Tox 0.032863233 Constructive 0.683
Dec 30, 2025 Deportations From Canada at Their …

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.